{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-25T10:17:44.765681Z",
     "start_time": "2020-06-25T10:17:44.327507Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from numpy.random import normal, exponential, randn, rand, random_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-25T10:17:45.775755Z",
     "start_time": "2020-06-25T10:17:45.772723Z"
    }
   },
   "outputs": [],
   "source": [
    "# Custom color palette\n",
    "from cycler import cycler\n",
    "colors = [\"#e69f00\", \"#56b4e9\", \"#009e73\", \"#d55e00\", \"#cc799c\"]\n",
    "plt.rc(\"axes\", prop_cycle=cycler(\"color\", colors))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1D data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:07.773557Z",
     "start_time": "2019-06-27T14:40:07.314295Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD4CAYAAADiry33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAVu0lEQVR4nO3df6zd9X3f8eerZiZSkqYQ7hpiu9ikThVnmSC7dbq1oVXDD5NONtuSxUzVoEFCdFhNxarViIpERpVComU/VKfgLRZrVGZIWLerzpFLEtKp6iC+EH7EJh7XDg22aLgFRlYlBQzv/XG+Zoezc32/1/eca/vL8yFd+fv9fD+fe97ne49f93u/33M+31QVkqTu+rGTXYAkabwMeknqOINekjrOoJekjjPoJanjzjjZBQw655xzavXq1Se7DEk6rTz44IN/VVUTw7adckG/evVqpqenT3YZknRaSfIXc23z1I0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHWfQS1LHGfSS1HEGvSR13Cn3yVjpVPP0HRnafu7V3rRHpweP6CWp4wx6Seo4g16SOs6gl6SOaxX0STYkOZBkJsnW4/T7J0kqyWRf243NuANJLhtF0ZKk9uZ9102SZcB24BLgMLA3yVRV7R/o91bgE8ADfW3rgM3Ae4F3Al9N8u6qemV0T0GSdDxtjujXAzNVdaiqXgJ2AZuG9LsFuBX4m762TcCuqnqxqr4LzDTfT5K0RNoE/Qrgqb71w03ba5K8H1hVVf99oWOb8dcmmU4yPTs726pwSVI7i74Ym+THgM8B//JEv0dV7aiqyaqanJgYestDSdIJavPJ2CPAqr71lU3bMW8F/g7wjSQA7wCmkmxsMVaSNGZtjuj3AmuTrEmynN7F1aljG6vqhao6p6pWV9Vq4H5gY1VNN/02JzkzyRpgLfDNkT8LSdKc5j2ir6qjSbYAe4BlwM6q2pdkGzBdVVPHGbsvyd3AfuAocL3vuJGkpZWqU2tipsnJyZqenj7ZZUivmWtSs7k42ZlOhiQPVtXksG1+MlaSOs6gl6SOM+glqeMMeknqOINekjrOoJekjjPoJanjDHpJ6jiDXpI6zqCXpI4z6CWp4wx6Seo4g16SOs6gl6SOM+glqePa3EpQekNY6Lzz0umi1RF9kg1JDiSZSbJ1yPbrkjyW5OEkf5ZkXdO+OsmPmvaHk9w26icgSTq+eY/okywDtgOXAIeBvUmmqmp/X7c7q+q2pv9G4HPAhmbbwaq6YLRlS5LaanNEvx6YqapDVfUSsAvY1N+hqn7Qt/pmwHupSdIpok3QrwCe6ls/3LS9TpLrkxwEPgP8Rt+mNUm+leRPk3xw2AMkuTbJdJLp2dnZBZQvSZrPyN51U1Xbq+pdwG8Dv9M0Pw38VFVdCNwA3Jnkx4eM3VFVk1U1OTExMaqSJEm0C/ojwKq+9ZVN21x2AVcAVNWLVfVss/wgcBB494mVKkk6EW2Cfi+wNsmaJMuBzcBUf4cka/tWfwV4ommfaC7mkuR8YC1waBSFS5LamfddN1V1NMkWYA+wDNhZVfuSbAOmq2oK2JLkYuBl4Hngqmb4RcC2JC8DrwLXVdVz43gikqThWn1gqqp2A7sH2m7uW/7EHOPuAe5ZTIGSpMVxCgRJ6jiDXpI6zqCXpI4z6CWp4wx6Seo4pymWRmyu6Y7PvdopoHRyeEQvSR1n0EtSxxn0ktRxBr0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHdcq6JNsSHIgyUySrUO2X5fksSQPJ/mzJOv6tt3YjDuQ5LJRFi9Jmt+8Qd/cCnA7cDmwDriyP8gbd1bV+6rqAuAzwOeasevo3XrwvcAG4PPHbi0oSVoabY7o1wMzVXWoql6id/PvTf0dquoHfatvBo5N6rEJ2NXcJPy7wEzz/SRJS6TNpGYrgKf61g8DHxjslOR64AZgOfDLfWPvHxi74oQqlSSdkJFdjK2q7VX1LuC3gd9ZyNgk1yaZTjI9Ozs7qpIkSbQL+iPAqr71lU3bXHYBVyxkbFXtqKrJqpqcmJhoUZIkqa02Qb8XWJtkTZLl9C6uTvV3SLK2b/VXgCea5Slgc5Izk6wB1gLfXHzZkqS25j1HX1VHk2wB9gDLgJ1VtS/JNmC6qqaALUkuBl4GngeuasbuS3I3sB84ClxfVa+M6blIkoZodYepqtoN7B5ou7lv+RPHGfu7wO+eaIGSpMXxk7GS1HEGvSR1nEEvSR1n0EtSxxn0ktRxBr0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHWfQS1LHGfSS1HEGvSR1nEEvSR1n0EtSx7UK+iQbkhxIMpNk65DtNyTZn+TRJF9Lcl7ftleSPNx8TQ2OlSSN17x3mEqyDNgOXAIcBvYmmaqq/X3dvgVMVtUPk/w68BngY822H1XVBSOuW5LUUpsj+vXATFUdqqqXgF3Apv4OVXVfVf2wWb0fWDnaMiVJJ6pN0K8AnupbP9y0zeUa4Ct9629KMp3k/iRXDBuQ5Nqmz/Ts7GyLkiRJbbW6OXhbSX4VmAR+sa/5vKo6kuR84OtJHquqg/3jqmoHsANgcnKyRlmTJL3RtQn6I8CqvvWVTdvrJLkYuAn4xap68Vh7VR1p/j2U5BvAhcDBwfHSUnj6jpzsEqQl1+bUzV5gbZI1SZYDm4HXvXsmyYXA7cDGqnqmr/2sJGc2y+cAPw/0X8SVJI3ZvEf0VXU0yRZgD7AM2FlV+5JsA6aragr4LPAW4EtJAL5XVRuB9wC3J3mV3i+VTw+8W0eSNGatztFX1W5g90DbzX3LF88x7s+B9y2mQEnS4vjJWEnqOINekjrOoJekjjPoJanjDHpJ6jiDXpI6zqCXpI4z6CWp4wx6Seo4g16SOs6gl6SOM+glqeMMeknqOINekjrOoJekjjPoJanjWgV9kg1JDiSZSbJ1yPYbkuxP8miSryU5r2/bVUmeaL6uGmXxkqT5zRv0SZYB24HLgXXAlUnWDXT7FjBZVX8X+DLwmWbs2cAngQ8A64FPJjlrdOVLkubT5oh+PTBTVYeq6iVgF7Cpv0NV3VdVP2xW7wdWNsuXAfdW1XNV9TxwL7BhNKVLktpoE/QrgKf61g83bXO5BvjKQsYmuTbJdJLp2dnZFiVJktoa6cXYJL8KTAKfXci4qtpRVZNVNTkxMTHKkiTpDa9N0B8BVvWtr2zaXifJxcBNwMaqenEhYyVJ49Mm6PcCa5OsSbIc2AxM9XdIciFwO72Qf6Zv0x7g0iRnNRdhL23aJElL5Iz5OlTV0SRb6AX0MmBnVe1Lsg2Yrqopeqdq3gJ8KQnA96pqY1U9l+QWer8sALZV1XNjeSaSpKHmDXqAqtoN7B5ou7lv+eLjjN0J7DzRAiVJi+MnYyWp4wx6Seq4VqdupNPN03fkZJcgnTI8opekjjPoJanjPHUjLZHjnU469+pawkr0RuMRvSR1nEEvSR1n0EtSxxn0ktRxBr0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHdcq6JNsSHIgyUySrUO2X5TkoSRHk3xkYNsrSR5uvqYGx0qSxmveuW6SLAO2A5cAh4G9Saaqan9ft+8BVwO/NeRb/KiqLhhBrZKkE9BmUrP1wExVHQJIsgvYBLwW9FX1ZLPt1THUKElahDanblYAT/WtH27a2npTkukk9ye5YliHJNc2faZnZ2cX8K0lSfNZioux51XVJPDPgH+b5F2DHapqR1VNVtXkxMTEEpQkSW8cbYL+CLCqb31l09ZKVR1p/j0EfAO4cAH1SZIWqU3Q7wXWJlmTZDmwGWj17pkkZyU5s1k+B/h5+s7tS5LGb96gr6qjwBZgD/A4cHdV7UuyLclGgCQ/m+Qw8FHg9iT7muHvAaaTPALcB3x64N06kqQxa3UrwaraDeweaLu5b3kvvVM6g+P+HHjfImuUJC2Cn4yVpI4z6CWp4wx6Seo4g16SOs6gl6SOM+glqeMMeknqOINekjqu1QemJI3X03dkaPu5V9cSV6Iu8ohekjrOoJekjjPoJanjDHpJ6jiDXpI6zqCXpI4z6CWp41oFfZINSQ4kmUmydcj2i5I8lORoko8MbLsqyRPN11WjKlyS1M68QZ9kGbAduBxYB1yZZN1At+8BVwN3Dow9G/gk8AFgPfDJJGctvmxJUlttjujXAzNVdaiqXgJ2AZv6O1TVk1X1KPDqwNjLgHur6rmqeh64F9gwgrolSS21CfoVwFN964ebtjZajU1ybZLpJNOzs7Mtv7UkqY1T4mJsVe2oqsmqmpyYmDjZ5UhSp7QJ+iPAqr71lU1bG4sZK0kagTZBvxdYm2RNkuXAZmCq5fffA1ya5KzmIuylTZskaYnMG/RVdRTYQi+gHwfurqp9SbYl2QiQ5GeTHAY+CtyeZF8z9jngFnq/LPYC25o2SdISaTUffVXtBnYPtN3ct7yX3mmZYWN3AjsXUaMkaRFOiYuxkqTx8Q5TOq3NdWcmSf+PR/SS1HEGvSR1nEEvSR1n0EtSxxn0ktRxBr0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHWfQS1LHGfSS1HEGvSR1XKugT7IhyYEkM0m2Dtl+ZpK7mu0PJFndtK9O8qMkDzdft422fEnSfOadjz7JMmA7cAlwGNibZKqq9vd1uwZ4vqp+Oslm4FbgY822g1V1wYjrliS11ObGI+uBmao6BJBkF7AJ6A/6TcCnmuUvA7+XxDtCaGS8wYh04tqculkBPNW3frhpG9qnuZn4C8Dbm21rknwryZ8m+eCwB0hybZLpJNOzs7MLegKSpOMb98XYp4GfqqoLgRuAO5P8+GCnqtpRVZNVNTkxMTHmkiTpjaVN0B8BVvWtr2zahvZJcgbwNuDZqnqxqp4FqKoHgYPAuxdbtCSpvTZBvxdYm2RNkuXAZmBqoM8UcFWz/BHg61VVSSaai7kkOR9YCxwaTemSpDbmvRhbVUeTbAH2AMuAnVW1L8k2YLqqpoAvAF9MMgM8R++XAcBFwLYkLwOvAtdV1XPjeCKSpOHavOuGqtoN7B5ou7lv+W+Ajw4Zdw9wzyJrlCQtgp+MlaSOM+glqeMMeknquFbn6KWl4Kdf/39z7ZNzr64lrkSnM4/oJanjDHpJ6jiDXpI6zqCXpI4z6CWp4wx6Seo4g16SOs6gl6SOM+glqeMMeknqOKdAkDrEKRM0jEf0ktRxrY7ok2wA/h29O0z9x6r69MD2M4E/AP4e8Czwsap6stl2I3AN8ArwG1W1Z2TV67Tk5GWL5z7UQsx7RN/c83U7cDmwDrgyybqBbtcAz1fVTwP/Bri1GbuO3m0F3wtsAD5/7B6ykqSl0eaIfj0wU1WHAJLsAjYB+/v6bAI+1Sx/Gfi9JGnad1XVi8B3m3vKrgf+52jKl9TGifwF4Hn97mgT9CuAp/rWDwMfmKtPczPxF4C3N+33D4xdMfgASa4Frm1W/zrJgVbVD3cO8FeLGD8u1rUw1rUwo6/r10ZyeuiNs79GYzF1nTfXhlPiXTdVtQPYMYrvlWS6qiZH8b1GyboWxroWxroW5o1WV5t33RwBVvWtr2zahvZJcgbwNnoXZduMlSSNUZug3wusTbImyXJ6F1enBvpMAVc1yx8Bvl5V1bRvTnJmkjXAWuCboyldktTGvKdumnPuW4A99N5eubOq9iXZBkxX1RTwBeCLzcXW5+j9MqDpdze9C7dHgeur6pUxPZdjRnIKaAysa2Gsa2Gsa2HeUHWld+AtSeoqPxkrSR1n0EtSx52WQZ/ko0n2JXk1yeTAthuTzCQ5kOSyOcavSfJA0++u5iLzqGu8K8nDzdeTSR6eo9+TSR5r+k2Puo4hj/epJEf6avvwHP02NPtwJsnWJajrs0m+k+TRJH+U5Cfm6Lck+2u+59+8weCuZvsDSVaPq5a+x1yV5L4k+5vX/yeG9PmlJC/0/XxvHnddzeMe9+eSnn/f7K9Hk7x/CWr6mb798HCSHyT5zYE+S7K/kuxM8kySb/e1nZ3k3iRPNP+eNcfYq5o+TyS5alifeVXVafcFvAf4GeAbwGRf+zrgEeBMYA1wEFg2ZPzdwOZm+Tbg18dc778Gbp5j25PAOUu47z4F/NY8fZY1++58YHmzT9eNua5LgTOa5VuBW0/W/mrz/IF/AdzWLG8G7lqCn925wPub5bcC/2tIXb8E/PFSvZ7a/lyADwNfAQL8HPDAEte3DPhL4LyTsb+Ai4D3A9/ua/sMsLVZ3jrsNQ+cDRxq/j2rWT5roY9/Wh7RV9XjVTXs07OvTblQVd8Fjk258JpmaoZfpjdVA8B/Aq4YV63N4/1T4D+P6zHG4LVpL6rqJeDYtBdjU1V/UlVHm9X76X3m4mRp8/w30XvtQO+19KHmZz02VfV0VT3ULP8f4HGGfNL8FLUJ+IPquR/4iSTnLuHjfwg4WFV/sYSP+Zqq+h/03pHYr/81NFcOXQbcW1XPVdXzwL305g1bkNMy6I9j2HQNg/8R3g78775QGTotwwh9EPh+VT0xx/YC/iTJg81UEEthS/Pn8845/lxssx/H6eP0jv6GWYr91eb5v27aD+DYtB9LojlVdCHwwJDNfz/JI0m+kuS9S1TSfD+Xk/2a2szcB1snY38B/GRVPd0s/yXwk0P6jGS/nRJTIAyT5KvAO4Zsuqmq/ttS1zNMyxqv5PhH879QVUeS/G3g3iTfaX77j6Uu4PeBW+j9x7yF3mmljy/m8UZR17H9leQmep+5+MM5vs3I99fpJslbgHuA36yqHwxsfoje6Ym/bq6//Fd6H1Qct1P259Jcg9sI3Dhk88naX69TVZVkbO91P2WDvqouPoFhbaZceJben41nNEdiJzwtw3w1pjcdxD+mN0//XN/jSPPvM0n+iN5pg0X9B2m775L8B+CPh2way9QVLfbX1cA/BD5UzQnKId9j5PtriIVM+3E4r5/2Y6yS/C16If+HVfVfBrf3B39V7U7y+STnVNVYJ/Bq8XM5mdOhXA48VFXfH9xwsvZX4/tJzq2qp5vTWM8M6XOE3nWEY1bSuza5IF07dTPvlAtNgNxHb6oG6E3dMK6/EC4GvlNVh4dtTPLmJG89tkzvguS3h/UdlYHzov9ojsdrM+3FqOvaAPwrYGNV/XCOPku1vxYz7cfYNNcAvgA8XlWfm6PPO45dK0iynt7/8bH+Amr5c5kC/nnz7pufA17oO20xbnP+VX0y9lef/tfQXDm0B7g0yVnNadZLm7aFGffV5nF80Quow8CLwPeBPX3bbqL3jokDwOV97buBdzbL59P7BTADfAk4c0x13gFcN9D2TmB3Xx2PNF/76J3CGPe++yLwGPBo80I7d7CuZv3D9N7VcXCJ6pqhdy7y4ebrtsG6lnJ/DXv+wDZ6v4gA3tS8dmaa19L5S7CPfoHeKbdH+/bTh4Hrjr3OgC3NvnmE3kXtf7AEdQ39uQzUFXo3MDrYvP4mx11X87hvphfcb+trW/L9Re8XzdPAy012XUPvms7XgCeArwJnN30n6d3J79jYjzevsxng107k8Z0CQZI6rmunbiRJAwx6Seo4g16SOs6gl6SOM+glqeMMeknqOINekjru/wKlZoRQKnd9uQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = randn(1000)\n",
    "bins = np.linspace(-10, 10)\n",
    "plt.hist(x, bins=bins, density=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:08.193738Z",
     "start_time": "2019-06-27T14:40:07.775582Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(x)\n",
    "plt.savefig(\"figs/sns_distplot.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:08.597310Z",
     "start_time": "2019-06-27T14:40:08.196079Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(x, cumulative=True)\n",
    "plt.xlim(-10, 10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2D data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Line plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:09.027719Z",
     "start_time": "2019-06-27T14:40:08.599427Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1QceSPKUCF8mCRHcLrSu+SGzN/1BYdSh15y6hdNzpQceSPKcCF8lQ59u/SV186l0q3vcFqo79KlYUCTqWDAMqcJEB6u3cRuvyz9C57qcU1R5J7Zm/pGTUcUHHkmFEBS7ST8mLT91Ly/LP4PFWKo/9GpXTvoQVlgQdTYYZFbhIP/R2vE3L0/9E18bfUjzqBGpmLKC49n1Bx5JhSgUukgb3BNE/zqdt5XXgvVQfdyuRw6/WxackUCpwkf3oaW2iZelVdG/5AyXjzqLm5PkUVR0SdCwRFbjIvniih45Xb6XthX/BCkqpObmR8smzNQYvOUMFLrIX8R2rkhefal5B6YSLqTnpvyiMHBh0LJE9qMBFduO9XbSv+ibtq26moLSOEaf/L2UHX6K9bslJKnCRlO6tTycvPtXyGuWHfpLq426loGxk0LFE9kkFLsNeIt5B2/NfJvrav1NQMZ7asx+ibPx5QccS2S8VuAxrXe88Ssuyq+htf4vI33yKquk3U1BSHXQskbSowGVYSnTtonXFtcSaFlJYPZm6WX+gdOxpQccS6RcVuAw7net/ScsznyLRuZWKaV+i6pibsKLyoGOJ9JsKXIaN3tgWWpdfTedbP6eo9mjqzvoNxaPeH3QskQHLqMDNbATQCEwDHJjt7k9nI5hItrg7sTfvpvXZa/B4O1XTv0nFtC9iBcVBRxPJSKZ74LcBv3P3S8ysBNBFkCWn9LZvoOXpf6Br0+8oHn1S8uJTIw4POpZIVgy4wM2sBjgNuALA3buB7uzEEsmMe4Lo6z+kbeX1gFN9wr8TmfopXXxK8kome+CTgG3AHWZ2NLAS+Ky7d+y+kJnNA+YB1NfXZ/B2Iunpafkju5bOJb71KUoOPIeak+ZTVDUx6FgiWVeQwd8tAqYDP3T3Y4EO4Pq+C7n7fHdvcPeG0aNHZ/B2Iu/NEz20r/oW2351ND27VlMz4w7qznlE5S15K5M98I3ARndfnvr6PvZS4CJDId78IruWzaGn+XnKDv4I1Sf8J4WRsUHHEhlUAy5wd3/XzN42s6nu/kfgLODV7EUT2T/v6aRt1dfpePnbFJSOYsTp91E+8W+DjiUyJDI9C+Vq4J7UGShvAldmHkkkPd1blrJr6Rx6W/9I+aGXU338LRSU1gUdS2TIZFTg7v4i0JClLCJpScTbaXv+RqKv/YDCignUnfM7Sg86N+hYIkNOk5gSKl2bFtGybB69HRuIHP5pqqZ/k4LiqqBjiQRCBS6hkOjaQetz1xJbeyeF1VMZed6TlIyZEXQskUCpwCXnxd66n9Zn/plE13YqjrqRqqO+ghWVBR1LJHAqcMlZvdHNtC7/NJ3rH6Co7ljqzvkdxSOPCTqWSM5QgUvOcXdia++i9bnP4T0xqqbfTMW0a3XxKZE+VOCSU3ra3qLl6Xl0v7OY4gNOYcSMRopqpgYdSyQnqcAlJyQvPvWftK28ATCqT/xPIlP/EbNMrvYgkt9U4BK4+K7XaFk2l/jWZZQeNIvqk26nqPLgoGOJ5DwVuATGE3E6Vv8bbS9+FSuupObUH1F+yCcws6CjiYSCClwCEW9+nl1PzaZn50uUTfwo1Sf8B4XlY4KOJRIqKnAZUt4To+3Fr9LxyncpKBtN7RkPUHbwh4OOJRJKKnAZMt1bnmTX0rn0tq6hfPJsqhu+S0FpbdCxREJLBS6DLhFvo23l9URf/y8KKydSN3MxpQeeHXQskdBTgcug6tz4MC1P/wOJjo1UHHENlcd+g4LiiqBjieQFFbgMikRnM63PfY7YGz+mqOZwas9fSskBJwUdSySvqMAlq9ydzrd+TuvyT5Po2knl0V+h8qgvY4WlQUcTyTsqcMma3ug7tDzzz3Rt+CXFI99P3czFFNcdHXQskbyVcYGbWSGwAtjk7hdmHknCxt2JNS2k9blr8UQXVQ3foeKIz2EF2j8QGUzZ+An7LPAaUJ2F7yUh09P2Ji3L5tG9+TFKxpxGzYxGiqonBx1LZFjI6EpBZjYeuABozE4cCYtEvIP2V25h+6+OJL79WapP/CF1s5aovEWGUKZ74N8HrgP2eVNCM5sHzAOor6/P8O0kSO5OfPtzxJoWEFt3Lx5vo3T8+dScdDuFFROCjicy7Ay4wM3sQmCru680s9P3tZy7zwfmAzQ0NPhA30+Ck+jaQeyNu4k2NdKz82UoLKd84v8jMmUOxQecootPiQQkkz3wGcBFZnY+UAZUm9nd7v6J7ESTILkn6N68hGhTI53rfwGJLopHNlB90u2UT7qUgpKaoCOKDHsDLnB3vwG4ASC1B/4FlXf49XZsIrr2TmJNC+htX4eVjCAydR6RyXN0SqBIjtF5XoIn4nS9/VuiTY10bXoYPEHJuDOpmv4Nyuo/jBWVBx1RRPYiKwXu7r8Hfp+N7yVDp6dlDdGmBcTW3kWicwsF5eOoOPJ6IofNpqj60KDjich+aA98mPGeKLH19xNb00j3lifACikdfyGRKXMpPWiWhm9EQkQ/rcNEvPl5omsaib15Dx5vpbDqUKqm30z5YZdTGBkXdDwRGQAVeB5LdO0k9uZPiDYtoGfHC1BYRvnBl1A+eQ4lYz+g0/9EQk4Fnmfcne4tTxBb00hs/X3Q20lR3TFUn/ADyg/5uO6AI5JHVOB5oje6mdjau4g2LaC3bS1WXE3ksCuJTJlL8cjpQccTkUGgAg8xT/TQtelhomsW0LXxQfBeSsacRuXRX6F84iVYUSToiCIyiFTgIdTT+gbRtQuJNd1BIraZgrIDqHjftUQmz6aoZmrQ8URkiKjAQ8J7Ounc8ADRNY10v7sErIDSg84jMnkupRMuwAqKg44oIkNMBZ7j4jteSg7bvHE33r2TwspJVB77dSKHXUFhxfig44lIgFTgOSjR3Ups3b3E1jQSb14BBSWUHfwRIpPnUjLuDMwyuoy7iOQJFXiOcHfiW5cSXdNI5/qf4z1RikZMo/r42yg/5O8oKBsZdEQRyTEq8ID1xrYSe+NHRNc00tv6R6yokrJD/o7I5LkUjzpOwzYisk8q8AB4opeudxYRa2qkc8OvwXsoPuBkKo9cSNnEj1JQXBl0RBEJARX4EOppe4vY2oVEm+4gEd1IQekoKo74LOWT51A84vCg44lIyKjAB5n3dtG54VdEmxrpfudRAEoPnEn58bdSNuEirLAk4IQiElYq8EES37maWNMCom/8GO9qprCinspjbiJy2JUUVurmziKSORV4FiXibXSu+xnRpgXEtz0DBcWU1X+IyOQ5lIw7GysoDDqiiOQRFXiG3J34tuXJm/+u+yne00FRzeFUHfc9yg/9JIVlo4OOKCJ5asAFbmYTgB8BYwAH5rv7bdkKlusSnduJvvFjYk2N9Ox6FSuKUDbp0uTpf6NP1Ol/IjLoMtkD7wGudffnzawKWGlmi9391SxlyznuCbrfeZRo0wI6N/wCEnGKR51AzcnzKZv4MQpKqoOOKCLDyIAL3N03A5tTj9vM7DXgICDvCry3422iTXcQa1pIb8d6rLSOyNRPEZkyh+LaI4OOJyLDVFaOgZvZROBYYPleXpsHzAOorw/P2Rfe203n278h1tRI16ZHAKdk3NlUNXybsgkXY0VlQUcUkWEu4wI3s0rgfuAad2/t+7q7zwfmAzQ0NHim7zfYena9nrr6310kOrdREDmIyqO+TPnk2RRVTQo6nojIn2VU4GZWTLK873H3B7ITaegl4h10vvVzok2NxLcuBSuidMIHiUyZS+mB5+r0PxHJSZmchWLAAuA1d78le5GGhrsTb16RvPnvunvxeBuF1VOoavgO5Yf+PYXlY4KOKCLynjLZA58BfBJ42cxeTD13o7s/lHmswZPo2kHszXuIrmmkZ+cqKCynfOJHkzf/PeAUnf4nIqGRyVkoTwGhaDv3BN3v/j51re0HINFF8cj3U33iDyk/5DIKSmqCjigi0m95PYnZ27GJ6No7ia1dSG/bm1jJCCJTriIyeQ7FI48JOp6ISEbyrsA9Eadr40NE1zTStekh8AQlY0+n6pivUXbwR7Ci8qAjiohkRd4UeE9rE9E1C4itvZNE5xYKysdSMe1LRCbPpqj6sKDjiYhkXagL3HuixNbfT2zNArq3/AGskNLxFxCZPIfS8edjBaFePRGR9xTKhos3v0C0qZHYG/fg8RYKqw6lavq/Un7Y5RRGDgw6nojIkAhNgSe6dhFb95Pk6X87XoCCUsomXkJk8lxKxp6GWUHQEUVEhlQoCrztpa/TvupfobeTotqjqT7hPyg/5O8oKK0NOpqISGBCUeCFFfVEDruCyOS5FI2crmEbERFCUuCRwy6Hwy4POoaISE7RgWMRkZBSgYuIhJQKXEQkpFTgIiIhpQIXEQkpFbiISEipwEVEQkoFLiISUuY+dDeKN7NtwPoB/vVRwPYsxgmS1iX35Mt6gNYlV2WyLge7++i+Tw5pgWfCzFa4e0PQObJB65J78mU9QOuSqwZjXXQIRUQkpFTgIiIhFaYCnx90gCzSuuSefFkP0LrkqqyvS2iOgYuIyJ7CtAcuIiK7UYGLiIRUThW4mS00s61mtnofr5uZ/buZrTWzVWY2fagzpiuNdTndzFrM7MXUn38Z6ozpMLMJZrbEzF41s1fM7LN7WSYU2yXNdQnLdikzs2fN7KXUunx1L8uUmtnPUttluZlNHPqk+5fmulxhZtt22y5zg8iaDjMrNLMXzOzBvbyW3W3i7jnzBzgNmA6s3sfr5wMPAwacCCwPOnMG63I68GDQOdNYj3HA9NTjKmANcEQYt0ua6xKW7WJAZepxMbAcOLHPMp8Cbk89vhT4WdC5M1iXK4AfBJ01zfX5PPCTvf13lO1tklN74O7+BLDjPRa5GPiRJz0DjDCzcUOTrn/SWJdQcPfN7v586nEb8BpwUJ/FQrFd0lyXUEj9f92e+rI49afvGQkXA3elHt8HnGU5eEPZNNclFMxsPHAB0LiPRbK6TXKqwNNwEPD2bl9vJKQ/gCknpX5tfNjM3hd0mP1J/bp3LMk9pN2Fbru8x7pASLZL6lf1F4GtwGJ33+d2cfceoAUYObQp05PGugD8beoQ3X1mNmGII6br+8B1QGIfr2d1m4StwPPJ8ySvb3A08B/ALwPO857MrBK4H7jG3VuDzpOJ/axLaLaLu/e6+zHAeOB4M5sWdKaBSmNdfgNMdPejgMX8ZS82Z5jZhcBWd185VO8ZtgLfBOz+L+/41HOh4+6tf/q10d0fAorNbFTAsfbKzIpJFt497v7AXhYJzXbZ37qEabv8ibvvApYAs/q89OftYmZFQA3QPLTp+mdf6+Luze7elfqyEXj/UGdLwwzgIjN7C/gpcKaZ3d1nmaxuk7AV+K+Bv0+d9XAi0OLum4MONRBmNvZPx77M7HiS2yLnfrhSGRcAr7n7LftYLBTbJZ11CdF2GW1mI1KPy4FzgNf7LPZr4PLU40uAxz316VkuSWdd+nymchHJzy9yirvf4O7j3X0iyQ8oH3f3T/RZLKvbpGigf3EwmNm9JM8CGGVmG4GbSH6ggbvfDjxE8oyHtUAUuDKYpPuXxrpcAvyTmfUAMeDSXPzhIrlX8Ung5dQxSoAbgXoI3XZJZ13Csl3GAXeZWSHJf2T+190fNLOvASvc/dck/7H6sZmtJfmB+qXBxX1P6azLZ8zsIqCH5LpcEVjafhrMbaJRehGRkArbIRQREUlRgYuIhJQKXEQkpFTgIiIhpQIXEQkpFbiISEipwEVEQur/AA8xzyUqFfRcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([1, 2, 3, 4])\n",
    "y = x**2\n",
    "plt.plot(x, y)\n",
    "plt.show()\n",
    "\n",
    "df = pd.DataFrame({\"x\": x, \"y\":y})\n",
    "df.plot(\"x\", \"y\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filling areas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:09.327108Z",
     "start_time": "2019-06-27T14:40:09.029811Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()\n",
    "\n",
    "np.random.seed(33)\n",
    "time = pd.date_range('2000-1-1', periods=150, freq='B')\n",
    "price = pd.Series(100+randn(150).cumsum(), index=time)\n",
    "avg = price.rolling(20).mean()\n",
    "std = price.rolling(20).std()\n",
    "\n",
    "plt.plot(price.index, price, 'k')\n",
    "plt.plot(avg.index, avg, 'b')\n",
    "plt.fill_between(std.index, avg-2*std, avg+2*std, color='b', alpha=0.2)\n",
    "plt.ylabel(\"Price\")\n",
    "plt.savefig(\"figs/plt_moving_average.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Errorbars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:09.590264Z",
     "start_time": "2019-06-27T14:40:09.330503Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0, 2*np.pi, 0.1)\n",
    "yerr = 0.3\n",
    "noise = yerr * np.random.randn(*x.shape)\n",
    "y = np.sin(x) + noise\n",
    "plt.errorbar(x, y, yerr=yerr, fmt=\"o\")\n",
    "plt.savefig(\"figs/plt_errorbar.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatter plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:10.041270Z",
     "start_time": "2019-06-27T14:40:09.593166Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = randn(1000)\n",
    "y = exponential(1, 1000)\n",
    "z = 15 - exponential(1, 1000)\n",
    "\n",
    "plt.scatter(x, y, label=\"y\")\n",
    "plt.scatter(x, z, label=\"z\")\n",
    "plt.legend()\n",
    "plt.savefig(\"figs/plt_scatter.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2D histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:10.269109Z",
     "start_time": "2019-06-27T14:40:10.044168Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = randn(1000)\n",
    "y = exponential(size=1000)\n",
    "hist = plt.hist2d(x, y)\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hexagonal histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-24T20:21:52.346089Z",
     "start_time": "2020-05-24T20:21:51.007779Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KUJ2AKVg9qspOVcKZXspRlFcmW1RJ90XiD2pGBnKyw6TK/X4fqVRKigvIllwuB9/30ev1pC3pdFqq5lTFmZpxQN/ueR6y2Wyk8CEpIc+TUOv3YpR7l81mkc1mI3WayC5S59G+OtTBkoyd1IFqLEjPGjHsHqnX7LyOO6lCdBKgc6LrfNlnl7kdsHO6QmzpfpJIeYc5pSSB7WEF4C4KdYqdTmfk9UaUkkhvg5yIej62zAu27f1+P1ZniTqyYffClHbJ5pT00R5V0NVHjcOK63W73Yj9QRCg0+mgUChE9ktyj+g6mrJsALfTKRGmZ3cwGMRyFTLTBU/rXTPjUkrdZsWVyZGN63xsbdtIclzbvkltv8xC2/MYtpzgtj4vzGxya50TzzubscUvJonLxlguun8SW2y58pLYnjS2c5Xnf9XtMNfDLCn2bt24WA2Ajxq3uSkoCwJ1dBfJPK3GUKgToWkldSrJdl3Oi3mNg1wuhyAIIil8hh1fz4JAMScSSQy7pxSr6Xa7EEKgUCjIqTybSKPX68kpQ5pCpKmhfr+PdDotY2G9Xg+Hh4fwPA/lchnlcllmg6DppUwmI49JbQCQCV3DMESr1UK73UY6ncbCwgKy2azMWGGj0+nAcRwZf7Kdk5ptRJ+usz0vdM7nPS+TSDqdjj1H05DBnRnOrXJOeu4x6mAmMR2L2rmoMYmLZmVwHCfSuejxDdN1sZE0XjWKjalUCrlcLpJLTk1VZIobUJojPf4SBAEymYwxy0Kr1Yqk42m1WnBdF+VyOXJM4Kz8huoM6Jg6g8EAnueh1WpFsko0Gg20220sLCzE2vU8L5Ylg7JGqDYOBgMcHBygWCzG4mEmfN9Hu91GsViMpW9SHYp+vcjpXuZ5mcT3CIg+R7ZzYqaPW+WcbHP1k/yQ6il/LtuOqY0kMQzqwMZ9zWznaUpzRNimz2wdZL/fN+6fy+WM52MTB5jwfR+dTie2fdgXuum8Op1OonMyQbkFTRk1TMc0tX2R52UW3iPm9jB5n0lTyrhEEMzVMW3Xd9rOB5jOc2LMsHNiGIZhJg52TjNGUmXWVaq5hokekjDMxlHbGjb9mOSYVyWHv+j2cbWVpG3mavn4449nQrV3q5yTadEdD/PN12UYarqfYdJoigmp6YQu0hFSRgV9oeuwtnQbaZtpUXKr1YooBUlZV6/XjXEqUxzJcRxUKpXY82QSCZACUK1DRVQqlVgpd1IkjooQIpYGic6fjqn+IUGHvt1072ghtKlQI4lWznM6ZIt+TIYZJ7dKEEFSYHrpxq06u63o1+U8VHWWLb0OEK1BRIowW3u2Y6syZcdx0O/3pUpvWIdG7ZGMu9lsRgoYkrOjtjudDvr9PrLZLFqtFo6Pj2X7uVwO1Wo1IlPXUy8BZ9ke6Pc9z8P8/Dxc15XnSJJ0VfTQ7/dRLpeRTqelBDyXy6Hf7+P4+BiO48SclQ1y4uQ8qaghcCa0oPMfDAYyMwVtI3k5XRf13tF1IEUi/T+dTqNYLEZso2Oang31nFU1ItnCMOPkVjkn4JvOjtc5RKHrkkS5Rw5eZ9giVFMnZJOt64ozIQQymYxRFWej0+kYCxJS+yq+72Nrays2Sul2u3INkmqL6XoJIaSz0W0PggCtViuyP/1+LpeLbM9ms5ibm0t0P0xObDAYGM/f87yYAyGpvH5PwzBEo9GIXRcaPZlUgTZMtlAFYIYZJ/y5wzAMw0wcl3ZOQoh7Qoh/LoT4lRDicyHEn47DMMaOaTEmbbdhyzRAcQO1jW63G0vmStNa+tqhYXEjz/NiIwdb7IWm2vQ2hsVq9LbD8KwcvGk02Gg0YiM83/cjsSqi3++jVqvFFqpSBnEdz/Ni8adhi66TrOPyPM9Ybt72DKhxJnVfwL7myXQPbdOukxL3tZ0/Mz2Iy95cIcQ6gPUwDP9GCFEG8AsA/3YYhr+y/c6HH34YfvLJJ5c67iyiCgMI6tSHLWhVO0OKs6gvNsU6giDA6empnO5xHAflchmpVCrS+abTaTkFpTsPU/wpnU4jnU5LEYGOLjoYDAYYDAZot9ux9tUUROr507mRDZ7nodPpyJ/T/qVSCeVyOWYLZaSo1+uRVEpLS0vIZrMy5kPXgBydaks6nZbXS7WFrjfFvAg1DZEKOdharSanQIUQyOfzxswZ+pQl7e84TqQcifr8UMom2tcWZ1LTI6l9BTnSbDYrj30dTsrklG5pxvWRjX3w4EH44x//eOg+H3300aUNuiGs1+HSMacwDHcA7Hz974YQ4gsAGwCszom5GLbRkm10oae/oX+bUgm1Wi00m83Y8RqNhhQFEBQHMcUZTDZ6nod2u2200dTZUoxEx5R3z3T+5Gx1wQMAKazQO/Ner4d6vR7ZFgQBjo6OUCqVYhkXTNeWHGo+n4/YojpfdX/Viem2NBoN44jWlAKJ8gbq10UvzUH7ZDKZWGdu+0hVR4vq/uq9vy6nQEIeHduIlrndjPWOCiFeA/ABgJ8afvaREOITIcQnBwcH4zzszHCRUe6oHYfNwdleepsgJYmNNttIpWfaP0lHaLPFliB21H2H2WJTNJr2H7bOy2RPUluGSfsv61CGpUe6bibBhnGj9pf6R+OsMDbnJIQoAfjfAPxHYRjW9Z+HYfhxGIYfhmH44fLy8rgOyzDMDTGNTmFSUPvLUql00+bcCGNxTkKIDM4c0/8chuH/Po42pw0O3DLTBj/TzFUyDrWeAPDfAfgiDMP/8vImTR/qKv/LtJE0xY4J29eubcrItt7JlGEg6Xmq2QtUbFNjNmVZ0mkwU1zMdl30TA3nHVNXP6r7mva3qflsyjoTSackbbYkyfQwjmd6XEyCDcz4GcfI6e8B+EcA/kAI8bdf//mjMbR7q1E7JN/3MRgMrJ3xKO1QUTuTUsm0KFntmFRb1No/9DPq9PL5fKSdTCaDubk55PP5SIHDfr+Po6MjHB4eRjpvqp+kd+hqEF49JokQdBl2LpfD6uqqFBbQNWy321ISrh6z3W7L4L/ejlq4j65jo9GQUnmyRRdsqNv39vYi+1Mbqi10npQeSL3XJNk3Obp0Oh27d0IIVCqViBDFcRzMzc1F1HF0n3O5nHHRsOu6sXIiNmUbbdO3q7aN65m+KKTU1J3uJBdKZC7OONR6/woJZJGzhKkwHEm0R0VP9UOdI6W50TskGmHpL6suHU+n05EOk7ZTZ04VWYlcLofT01OZwgc4kxPv7e1hYWFB2kZ/e54XUZbRMcnJqAIM6sxLpZLsJB3HQbVaxeHhYWTNURiGaDabMk0PbQ+CAJ1OJ5ZlgTr/er0ek0J7nievg36t6LoTJycn6HQ6cF03ohhrNpsol8sRp0G26Mo623Wh+6i2S9Jx13URhmHEyVDRPV29SCmsgG8+Tih9Ur/fNz4Xw5yVafs4nunLoKofbc86Mx3cuvRFt4lxfE3aprJMHcewF9U2pWTank6nYx0rOQKTqo/y9I2CaW0U2Wf7cjdNZ5nk4MOOaZvGshUkTHKe5Ch0kkicbffNcRxj4UFbOXtb4UGbHbYpRNv2SZlCY6c0/fDiAIZhGGbiYOd0hdi+eJOQzWYjcROi2+1GYjUUB7Bl/LbZoseZaB+KJxA07TY/Px85BxrZqNODFJeiDAe03fd97O7uYnt7G81mM7L96OgIT548iUy/DQYD+L6PcrkcsTGbzWJxcRFzc3Mx29XyEWTL8fExDg4OIgtb1TieansQBGg0Gmi325Htnudhd3cXz549i8WnWq0WTk5OIiUnKPZkSj2kT6cGQYBarYbDw0O02+1YTNEE2a/eI5oy1UvFC3GWKV0vW0LX2FY+Y9TnyGQLw1wWnta7IugFdhxHBowvkuaF5tapDIM63UTlG/QpOLWkiDo9Q7ZQG2QPxVFoqoz2p/pJNC2WSqWQyWSwuLiIVqsVmbaiDgpApLPr9XrS7r29PXkt6vU6Wq0W8vl8JNP15uYm8vk8qtUq+v2+tLtUKslYG8VfwjDEwsKCrOekCh9InHFwcCDtIWeh122i6crBYBDJOt7r9SCEQL/fjziNra0tlEolrK2tSTsGgwFOTk5knEhtu9PpxGKEdI8GgwFqtZq8Lq1WC51OB9Vq1ehMdOge0R86f3ouKAZHf6hsiV5Sg6YsVWc47DkylUihjBwsUGDGATunK0ZdSX/RF1bt0ExQvMb2e+r/bbGnYSM69XfUDsp0TFMMJwgC7OzsxNo0lYMg50mOQT1uoVCI5dUjTPbv7e0Z6xqZMJXDAM6EE/r2MAyHZoIwYYvhnJycGNsYxTERqmNSodRQ+vWyPUe2442a2eK8nzFXh60y7i3OucfTetfBbQjeTrp9xDjsHLUTBoY7/lE+CC7KuIQHV3Vfb8vzwtxe2DkxDMMwEwc7pwnkuhY13jaGZTZI2s5Vbb/KEc9Fzp+fI+a2ws5pwqBgvr7wdthCR1sMgdrQY0YmtdWonRgp0SjOodqoZ0dQKRaLkf/TotxisRizp9frxYodkoqOhBj6MfVCfWEYGtsGYCwwSMpFHdd1Ywt7hRAxNZ9qu0nlRvbp6kpS1qn7U6kS9b5Qlgk6f7Ud+rlJcaeitqffc1JYmp4FUxYI27QmO0NmXLAgYkKgDkDNnkBqK7XjUFGzC5hQVVi0PzkF+hl1kqZORV2JT06TVGnU8ZF6rt/v4+TkRDqIYrGIQqEg5dqZTAaVSgXdbhee52FhYQHVahVCCHieh4ODg0jHfnJygmazifn5eQghsLe3JyXclUoF9+7dg+d5EWl3pVLB8vKyTC8UBAHy+Tw8z5PZIEhooKrTaEGr67ooFAqo1+vwPA/ZbBbpdBqFQiFyfuVyGa7rotVqRRwstdftdiPHovtL29PpNI6Pj/Hy5UupkFxYWEC5XJbtkMMtlUrIZrM4Pj6W9bYymQyWl5eRTqcjyjs1vQ+JR9RngaTmahYJUt5RG6SIVIUnqmrP9BzRPaNnkeNRzDi4dCXci8CVcOOQzFnHlDcPMK83GYZpf3IcOrbUNZRjTkdfm0MUCgXj2ipySiqtVgu7u7vGMuUmG02FBAHE1kSdh8lG3/eN98J2zFKpZBx1qTkJVb744otYO6lUCq+//rrRFlP1YNd1pTNToY8CnUajMbTkvY7pugDJnzvGylgr4Q5jwhV71uvA03oMwzDMxMHO6YqgeIg+oqDtpv1NX6S2abskcuhhNtrWKplGK6b21enBUfB9H6enp8a4hm3EYxp9uK5rLVk+aqYC3/cjU5EqpnVMtnOkBbyj7G+bRqWcg6bnxQTFoEzb9RHSsHtjGwmNY3R0kVgmx6wYgmNOY4ZeMrXDo45O3a52xhRPoqzSFIfI5/PydyktjxAiks6I2qRYBUEdnb5dtRGIZo0IggDNZlNOaeXzeczNzQE4mxYimyiGMxgMUK/XIzEyygKup1wKw7Ns4rToNJPJ4OHDhyiVSrLkRaFQiMVFKEZD01uO42BxcRG5XA4AUKvVcHR0JK8f2ZbJZOQiVNM9qtfr2N7elsd4/fXXUalUkEqlkE6n4bpuJIP6sI6z0+mg0+kgl8uhWCzK89edarPZlHEmyrhB13RhYUFmuaAM53TPTXieh1qthkwmI6cyHceR8bZsNhuJV1I8TM3iUCgUpI2dTkfGBlUBiG7rKOgO+LzYqO5QbdPKzGzBzmmMqCl8VGxf1dTBE5SpIZPJyBQ49IJSp6+v9lc7DfVlNuXLM9mopvyhTp7odDro9XqRUYQQZ7WZ2u02Tk9PI+fkeZ6xhlAYhtjd3Y2IOnq9Hp48eYKNjY2I/SRAoOC/ev75fF6mHqLtJJgw2UK26tf9+fPnUlUInH0cfPXVV/jggw8i141sMWVxMEHXanFxMdaxbm5uxq5vEARYXl6OOLIwDI0xJhue56HZbMaOSTkD9XvnOA5yuZy8LvQ7+Xxe3rdRniMbtpGb7/tGB2Ua6dLH1qjHZKYTdk43iGk6yfaVaXtZKSXRqNtt6YtsX+i2KR+TMAKAMUmtrcMdJo03pVpSCxaqtpjEC4C9oq6euJXaNtmj5hY8jzAMrUICvZ4UoTvyi5DNZo3bbffONJWX9PmyYbtONhXfsFRK7JhmG3ZOt4ikcSZ+uZkk8HM0nah59yZcuReBBRFfc5sDsUkzGzCMiXFlzmCYccGqkukAACAASURBVMDOCdHy4tfJsMWzSVRO6t/nbdd/TtBi2/P2I2xTZqa1NBRL089XjS2MclybEs9mi23KyBb7MGGb0rPdI70cBWHKMk4Kvctia2OY0m/U5yXp9mGjLFMbSfZnZouZdk5qB6Om40niHFRs8/nDSmrrcY7zlE267ZQCh+Tc9KfX68lMB+r2brcr1XCk2iN5t556iJRjqo0kqCA1mGp3pVLBnTt3UC6XI/sHQYDV1dWICkwIgbm5ucj1ovOp1Wpy0SjZHQQBjo6OsLOzIwvbUdaFWq0WKbwImB0QnX+1WpVqP7KlUChgf38/cg1IvagWLwTOOvderycLCdK+3W4Xv/jFL/D48WN4nhdp5969e1heXo7Y5LouOp1OrH1aYKs7XRLKqHE3UvuZHJ8pjiaEkNdOfS6otpS+fTAYoNPpxN4Nks/r74vpmabjqvd52HvGYggGmPGYkylnmKnoWhLIQakpX9SXTZeZ04iCviJt8mcdKg5IbZHyTwgRyTPXbrfhOA4ymUykA+92u7Jy7snJSWR7Pp+PSbGFOMsnR1Jt4Ju1RplMBvPz89IpZbNZFAoFbG9vR1LlLCwsoFQqod/vY2FhQXa+qVQK7XYbrVZLFt4DICXRAOS6q8FggOfPn6NSqaDf76Ner8tr0ul0ZLofvYMkuToJHMrlMnK5HHzfR6VSkffs6OgIrusim81GqvXSOetqx3a7LWs+1Wo1AMD29jb29/fxe7/3e8hms/LeLi0tYW5uDpubm5F1WqSsm5ubg+u60na6ViTxVhWa9BFTKpUizws5B/3e0SiVnmt6DtX0VLSdrpG6fq3f70slqV59V5eZk33qvVdtNL13ZGcSyToz3cy0c7roCGkUTC+ZTYFEHU2StR2mha82VZytGJ3umFR0J0mdla7qS6VSWFtbi0m2qbPXyWazsUq0ZLtJ0WZaDByGZ6XXTe3bVHemQoKU70+3pdfrWa+j6Zj1el1K3wkqpKhfF1qXZLp3phGQacqSRrSm/R3Hian3TGvdCNvU57AFvqMqQG3HtL13XEH36iFxxG0QRvAnCsMwDDNxzLRzsk0hJFnXos/Vn7e/aQQThiE6nU4kM8IwaDrGZLsp5pVOp5HL5WL75/N5rK+vR77u6atcR80UoDIYDPDs2TPs7+9Hzr/VahlLfwwGAzSbzcjUWBAEODg4iGSboP0ptqNeF8qMTpnHCcpSvru7G7Gl2Wzi+Pg4VoYD+GZ68zzoXuvQ1K0+inEcB1tbW7FktkEQoFgsxq6xKXEsYbqnVD7DZLs+qqbrrqdHomwSeryO7DfFSE2YttO909s+L87EIgiGmOlpPZpmo7Qu6pz8eZCjUQUVNjGDGkTWt6sxHOCs08nlctbFrKqToL/Vjl6NYQVBINsRQsgYCwkaqP379++jVquh2WzK8g9qZ9HtduU0F00/ep4nU94AZ5384eEh7ty5g2azKR2Bmi5HvV7NZhOZTAae5+H58+dyP4ozUSoiotPpIJ1Oo9fryVgQLcAtFouRGlCdTgfHx8dYX19Ho9GQ+5NdFGOi86O0SKZFvnQddcekOk4hhIxTtdttmSWj2+1if38fR0dHuH//vkwnpKZ46vV6mJubs8Ya1ewZ6rQiOZxGowHXdWXaJLr3FH+kfdVzEUKg1+vJ60uZQKjMBt1/9TlSy2UQpqk7OrZ+7+j8hk3n8ZQeozLzzokwvXzDGDXRJ2H7wrVlZrC1oR5j2KJJdQSkBsYpB5veydgK86mOSd1fdUzA2Yig3+9jd3fX2MGbrler1cLLly9j101XrxH0la+2CyCWSJZs2draipwT2WGKhdhk7bYREzkmFVIsquevK+PUfR3HwdLS0kjPHH04mWyxqUFtz6NphE6jcf2YgHkUZfsQI5GNDqUv0mHHxNiYaeekcpUvR9KpCtvLelF5+7D/n9d20u1JrqMtTVFSbG0Mc95Xha3tJDWmxnVMG0nu3bjatsGOibHBzolhGGbGUFMa6UyKkm+mBRHMxRlX4Hoc7SQd3V0lkxTQnyRbGCYp7JwuiE04YZteMk1d2Bb7mmIualDb9m91X4qvmPbXlYU0vWYqdmdKuwMgkmFBxaZo63Q6kZ+FYWgUIADfxC1MCjITpowCYRhGSnSo22u1mjHm0uv1rPbrDMscr/8bAI6OjozHbDabkftB90e3hdYY6cpFAHLRtX5PTXWoTIpL2t5ut0de+2fah0Qqo+5PdrITZUyMZVpPCPHfA/j7APbDMHx/HG1OOmrxNnoph1WtVQsJ0rZsNotsNot+vy9LUOhKPXWFPv0uychJMaYW5qOV+SThVYvKqYpBCrALcVYL6fj4GGEYIpfLRbIOpNNpVCoVKYygNtTtlD2A1F7kGCmlz9bWFvr9PlzXxcbGBlzXRaPRwM7OTkTlCJyJJGgxbrFYlHWKWq2WvEaqjF6XqlPn3mg04HmezEyRzWbh+76Uq7uui7t378J1XXieh3q9jiAIkMvlsLS0BMdxIveF1HUApMLScZxIscdcLidFKLSPEGepkYIgwN7eHubn55HL5eB5Hg4ODuB5HrLZLDY2NpDP56XqkWwkWw4PD/Hq1Sv4vo+5uTncv39fKgwzmQy63S7S6bTMSFGr1dBut2U2jFKpJB22LtcHzsQ5g8EAvV5Ppk4aFrNTn3VqQ69PRlARSv1+XSYTCzP9iHF8tQghfh9AE8D/OIpz+vDDD8NPPvnk0sedBOj6jRrUte1PHav+spq+lAG7os2UOUIIYcwm0G63cXx8HOtQ8vm8Ub13enpqzRxgGh1+/vnnxv3T6XTsmL1eD61WK7ad8smN+pzabKROW0UIgeXlZeMIrVKpjHxMkr6b1gXZEt6a1Jvlcjl2r2k9k54pY3V1FQ8fPoyNJklFqdtO1XJ1bGpRm4rQ5FAGg4Exk0c6nTZK5JO+M1PKyCf/4MGD8Mc//vFV2hLhmmNO1uswls+WMAz/JYDjcbR120iqNrLtn2SNFTC+OEuSrNi287SlXTJ9RQ/bbnLCo04zqfuP2vaw7UmOabuntutiu+a27SYHYptCs12vcU2djetZn3HHxIzAtan1hBAfAfgIOFv0OatcdKQ1KiZZtToVN0rb9GWv709TdboTpeSfeswnk8kYv6hp8a1+zMFgEGubtuu20JSdPhqgGMYo15cW7BYKhdh20zFpSkrfriZR1fc3TfV2Oh1jKfvBYGAsKz/sPiVZNJ7kunieFxv16Aty1e3D2rpORzQtozK1v6xWq9d67ElR8l2bcwrD8GMAHwNn03rXddxJgToHNeYzLNEldRC2F586MXUaj6ZR1JiT7/tyyiybzaJcLiOVSqHf76PdbiOXy8nFwBTDouza1WoVCwsLCMMQu7u7ODg4AADMz8/LbAdU8oFiK5lMRna0jx49Qq/Xw9bWFnq9HlzXlUli2+029vf3ZSqiZ8+eYTAYoFwuY2FhAUKcZUGnrOOqLXt7e9jf34cQAhsbG6hWqwiCACcnJ2g2mzKeR1NtagyPRm2dTgfb29vo9XpYWFjAm2++KWNBlGGiVCphYWEBqVQKp6en2NvbQxiGWFpakrGwXq+H09NTuQC3WCwiDEO0Wi10u12kUikZZ+p2u/jiiy9wdHSEfD6Pd955B+VyGb7vo91uo1arwXVdzM/PI51Oo9vt4uTkJJKuimJIlUoFJycncgoWOHNW6XQa6XRaZjoHvpnSNGXc12NB9Oxsb2/LmBc9U5RdRE0uqz57aiYNinHSB0eSpMYXIen7Nemo/eWDBw9mrr8ExhRzAgAhxGsA/mLWYk6jQC+N6VqbYhXkUEZtm75O1XaCIECtVjNOCVEqIZXBYIDDw8PINBeNwqhuEf1MCCED8TpqyQf1fChgr3aMnufhJz/5CU5PTyOdGrWjHpM6O4rBqdvz+bxUFar2FwoFFAqF2PV99eqVFIBQG0IIvPvuuxHb6fxJLKAeM5PJYGlpSd4D2l89R3V7rVbD1tZWZCSUSqXw6NEj6VxU0ul07JlxHAevvfYastls5Do6jhOpoUXHNj0XdFzTSFfP+kG2r6ysGLOjm0Z5+u+q/74qZ5H0/ZoQJjbmNIwrGDlZrwMvwr0GbFMztikZW0zGxLD5e1uw2xTbUGtAETSSMuUETJIENJVKGZPJNhoNqZIjaJSgH5O+6PVro2aZ0K+xSQQShiGOjo5ibdhyGaqjSnV/GiHq+5vsoJGnSUquTykSpmeAnLB+jUkhqTuDJDFCIYRxClZVUurbTce0cZVxpqTvF3M7GMvdE0L8LwD+PwBvCSE2hRD//jjaZa6XpMHuqzzmTdgyDm7KlqueMmOY62YsI6cwDP/hONphGIZhGICn9a6FpKvmz9v/KtaNJB3B2JRiSWyhuIqpDVOWcJoa0q/bsEzjtnpdqq36v/V9k0iz6Zi67Y7jxNagUYxs1KSww+TwJlXcMLk5HV/FpvQc16jsqpR7Sd8v5uJcp5KPJ2WvgWHz9ibUFfXANwHfer0uxQn0h2IxpqJ+STqCQqGAarUaiQ2oggQVUqOpheQoG8Tjx49xfHwsnQ6lLiLFHrVHzuftt9+OiCjC8Cy7we7ubkR5RTaSwIG2+b6Ply9fRsQc9PNGo2F0CI8ePUI+n4/USkqlUjIzg3qelOlBFReQGtAkHddtoXbu3LkTy7wxNzeHarUai3eZSmCEYYiTkxN8+eWX8DwvUtfp+PgY+/v7sTRIvu8bn4v9/X20Wq1IKQ/KjqGfUyaTkfdNvY4mGf8w9NIh43QcSd8v5nYwNrVeEmZNrUdQJxCG4UjKJUrD0+v10G635XZKHUTSXoJkwu122xjcNkEKM7Wz39nZMSq3yHa146XOjDpIYn5+Hm+88YasWEuQDPro6EjWQwqCAF999RV2dnZwdHQkzymVSuHu3buycqxq4/7+PtrtNk5OTmRH57ou3nrrLamYo/0dx0GxWIx13rVaDfv7+7HKtOVyGblcLpYPMJ/Pw3VdVKvVSLHCRqOBVquFg4MDub/runjjjTdiCsJOp4NOp4OHDx9iY2NDjlZarRaOjo4iqZlUQYZqC6n8yuWydDJ0nnfu3JGpmvR7R4UaiWw2i9XV1ZizoKq5+nWhdEmqYx6mlLNB127cziPp+3XD3Eq13jAuOHJitd4kYPvCs5FKpdDpdGJF7QaDATqdjvHLndYFjWqPLgemHHK01knFNJIKggDPnz+PObLT01O8ePEi1kE0Go2IswLOzrNSqeBXv/pVrHx7p9OJLUJ0HAfdbhfHx9GkJGo+QRVy4rqyrFKpGBWNtvLn2WwWKysrkW0kE9cVgFSZV0+Qm8/n8cEHH8Qk64VCIXbNyV5KyEpQnj59msz3fTSbTczNzcVsr9frsXPt9/syR6BKOp1GuVw2du76KI9GnUkyjQxTe16GpO8XM9nwtB7DMAwzcUy9czLNvY+7fVOy1aRt2GwslUqxRZqO46BUKsVGPTRCGMWWMDzLUE0lG9TtNG2oIoTA4uJi7KucppgWFxcj23O5HKrVamx9E2VUUEdIFNtZXl6OjSju3buHlZWV2Ff84uJibBTj+z4eP36Mra2tyHaKs+gj0Gazib29vdioj0ZlevypVqvJzODqdiFEbIREI8qDg4PY/Tg8PJTZzlUbbXET00JiW8kSypyuU6lUYmuqHMexLlK1vS96Utlhccl+v29MQjvh023MhDDVMSdyHCo0F33ZF8Q0136RVfCmDNVqihmKB3ieh8PDQ+RyOZneBzjrLCjmoXayw2yhdDmq4ICcHXUmdH6Hh4dwHAerq6uRY25tbSGbzUpbgiDA6ekpPv/8cywvL8v9KZ5yeHiI09NTdDod2aGXy2Vks1npOOiYW1tbSKVS+P3f/30Ui0WkUikMBgO8fPkSzWYzUhqk2+3iyy+/xM7ODg4PDwGcOczl5WV8+OGH8vh0zEqlgkqlglevXuHw8FDev2q1ikqlglarFZn+WlhYQD6fjzhxx3HwxhtvoFAoyJgX2V6r1eT9IFvK5TLeeustlEolGQuja764uIhutysdJ3X2poXPZAOlgFKnxtRSH+o9pzIa1Ea/38fh4SEKhQLm5+cj4hfKkajG6+g50uN4mUzGmGmEni9VLCPEWQqpdDod+/iYYTjmdMbsxZxMjglAIunuMExtJ3X0ttIJ1Nnp6rA7d+7E5uuz2SyazWYsnmCzxff9WMwnDM8KzanxBBJKrK+vxzq8XC6HjY0NWYsJOOuwq9UqvvOd70S2Uyf8+eefxwQJ9XodrVYrImF2HAdvv/02Hj16FLlPmUwG8/PzkbROVEOq3W5HivlRTGZrawtzc3OxY/7mN7+R+xG1Wk3mgVOvXb1ej6WSCoIAm5ubsdGi4zgyjyG1QQ6LksCq15zyAOodtimGI4TA3NycMRZEda9MSjs1eSs5iY2NDfl/tX3TR1sYhsaCk6qCUYVqQult3BKRAjNBTLVzMjFJL8cwZ2Zbg6J3QEKIxMFo03oW22hy2CjTZqOpg7N9YZtscV3XGDC3pXUyCRhIGq23rebl07cPW+ejb7cF9G1VjE1pimxt27AlT7V1+rY0RTZs93/UfQH7M33ViV+Z6WPqY07TBL/cDMPMCuycbhHjig/ehpXzSWy86usyjvZvwzVnmEliap3TVaY0GVdHY5saMq2gV1fW62opU0l1m522aTrf941ZyWm7fkw9NkNtAPE0OzStZTquaYqNYmi6Ks40TQecFa/Up40ymYyss6TbYoo50hSbqdihnkpJCCEFHDqkrFT3dxwnIr5Q2xmWvsk0JWmCxAf6PaJMErZnaRRs+6pxPJVhmfaTHJdhpl6tp8YYLqKm09sD7DJbvZDbqG2q7ek20nbP8+RCUnWFPv1up9OJpN/RbaF2qJNQ0/LQduCbsgwkHtjd3ZWSbgrGd7tdGfRWMyU8e/YMe3t7KBQKuHv3rlRzvXr1SooCqCMdDAbY2dlBr9dDsViU9YiazSaePHkC3/fx/e9/H++++y4AYHt7G7/85S/h+z42NjakE2g0Gjg9PUWr1cKXX34pRQbf/e538dZbb6Hf7+Po6Eh21CcnJ+h2u5HMGJlMBqurqzIrhCpoIKGJWjMqm80il8vBcRwUCgVZsqJer8vURXRfhBB48OCBFJZQPE0IgXw+HxEs0LNwcnKCfr+PXC4nUx5ls1lZhJDunUoqlUK1WpUfAd1uVyobFxcXpfRcfR9UGTmlkFJriZGAYpiASFX30bNLzyPZSIpB/dme8WnqqVPr6Yyo3rNeh6l2TgR9sV12VbptDdE45Omqc1Ix5TUD4oXeqI3Nzc2YLSbZO3AmCSdptwp10LrqamNjA67rxr7gnz9/jpOTk5hgIZfLodlsRtrv9Xp4+fKllFqrtrTbbZyenka2r66uolKpxLZXKhUIIWLrpagIoLoOKAxD/M3f/E1E3gyc3beNjY1Izjs6f7UAIlEulzE3NxcrvEfZIFSHEYYhXnvtNczPz8fWei0vL8dKoAdBgOPj49g1LxQKuHfvXqysO2V30CGHp4/IVldXjQUDi8VibK0TPS+jfshRWiP9/aJz0bdf5CNuCmHndMbsSclVxrGuCRiuALxs+8OmIW3TKiYl1rCpwlGPaZIDA2ejCJNTpASrpu2mY+oLUAGzxB04k3KbbO/3+7EveiEEVldXYzYKIYyLQQEYp0SHKctMHbxpJEMSelORRdvCV1v1Y5OUm545/ZxIDq9jmxI0OSAaVSbBpiLkaTzmosz858tVkjSoP2xu/7Lbx8VVCRWS2j3sel32uEnbHscxx7m/rY1xPF/D2k/S9jiu1zjuBTO5zMTIaVxQbEGdMrHVNKJpNH3FvQnf92V2h2w2K784h6UiIqECffn6vo+joyN0Oh04jiO/tnV7VXK5HHK5HFqtlsxQ4DgO1tfXsba2hu3tbZnF2nVdhGGIbrcr4yYUW1hdXUW325UZxal0xPb2NpaXl3H37l051dRoNFCtVuXUIXD2td/tdpHNZmVsDTjLzvCd73wH6XQaz549Q61Wk/GyWq0Gx3GwsLAgY2RBEODFixfI5XJYXV1FNpuV02XVahWe58mRmOd5ePbsGX7605/i/fffx2//9m8jnU6j1Wrh888/R61Ww9ramsyA0el08PLlSwRBgHfeeUemTmq1WjIbO8WfAODu3btYW1tDEARot9tyarbdbuOzzz7D/Pw8NjY25HUxJdqleBFN7dJUoBozUoUsNL1maoeyzBcKhciIs9FoIJ1Oo1AoyHva7/cxGAwisSJqn46vjsRUYQeN6GwpjQaDAfr9PlKpFIrF4tB4lvoeqfGqIAjQ7/cRBAHS6bS8LtQ+gJHeO2aymYmY0zih66UWslNfAJPqDTBP5YRhGKlxROhiiPPodDoyh5v6O6aOCoi/uPRSU3432h4EAZrNJlqtlnH6h+JV6jV58uQJ/vZv/1Z2LHQcym6hnpfv+9jc3JQiBtqeSqXw5ptvRnLtkZP5/PPPI0IOIQSKxaJc5KpOdxaLRWkjKe7IxqdPn8pOlVLxvPXWWzg6OpLn5DiOLLehZgZ3HAdzc3NYWVmRnSSxtLSE733ve5F6UWEYyszl1DZ14isrK5HaTHQdqtUqFhYWIh8/JN7QoU5a74yFEDJWpW6njxIdcvI6FJeiNtX7OOqUNqWa0tvP5XKxTOeA/T0yZVUZNg1pm0KdADjmdMZsx5zGCT3opq8y6gRtv6MzGAysX5hJUOsI6e3Y4lJ6J2b6gqX9TC++XuuI9v+7v/u7WNkL4JtsECr9fl+OntRzXlpawsrKSqRjTqVSUsWmn6Me26B/q7WL1O1fffVVZDs5u/39feOHhl6ygpL06olkAeCtt96KyeaFEDGBBTkpvZRHGJ4l3tUd0zD0nHWEqSAiYP9osVUf1jt427+HYcqcQbaPusRg2CyA7Vlnbg5T1dwk+fc45nRBJunBT+rMkthu23eYgCMJtg44iY1XrfxKYss48seN69m66mc0SfvDxERXxSS9o0xy2DkxDMMwEwc7pwtyE7E6mxIp6RfsuNRfJpKMYoYFzm3nOeoUUFKGfdknmaq1TV8ltWUcI9OrfEaTKheTLpUYB6zau92wc0oIxZW63a61npPtd9QXkZR8tvUhenaHMDyrS2RS8K2srBjjAjZHYVrUSzV7dLtN01QklNDFHGEY4nvf+14kgE4KMlJ9kU1qnSMSHpDd7XYbtVot0jbF5/Q6QWpmAjXzACkJdVWZEAIffPABstmstJHuA7WtCl3S6bQs4KfGG2m7fsyf/exn2NnZicTd6Dkxlbjf3d2NrREbDAbY29sz7q87PyHOsjjk83nokPBFha6VTWVq2kZCBvXZVW1Rt6vPugqJTnRsMSRb4cVhIh9mumC1XgJIwqoGwl3Xja3eVyWwOqr0W32p6SVVy0X4vi8zDzQaDdlZua4rMySox6zX6zg5OYnJa89Lt0RKLzrHTqeDwWCATqcTyZfX6/XQ7Xaxvb0tF50WCgUsLi5KW6lzev78OZ48eRIRN5CD7fV6WFhYkJkZer0ePvvsMxwdHckUPABkRd7BYIC/+qu/wtHREQBE0g1Vq1VkMhl5nmSzKmKge6ReZ9/38fTpUyk9VyXTJKsul8vSMfm+D8/zIITAa6+9hlKpBOBspESVfUkyDgD37t3DD37wA3Q6Hbx48UI6IEp95HmeXIwshJDqPPWeplIprK6uolgsxlJckWxdzYbR7/dxcnIC4CybBTlfqpDsui4WFxelgIQyhOjOXT2++gFFyxz6/X5EOk7CC90pmcQOlB6JUj8Ncyr0LJEylmyhpQCDwQCZTEYeR33Wb0EWiqlX65kwCCJYrTcOGo1GrJPv9XoxWS697KasCaYvRfUFV19mx3HQbDZjqjAasehF6ubm5mJZBobZAiCWRoc6GV3plkqlsLu7G1uP0263I86N9n399ddjJcOFOKt+q5ddd10Xb7/9NjY3NyPXZzAY4NNPP8Xz588j2z3Pk1Vk1bbT6TS63W5M0UedoX5tX3vtNdTr9dgIxff9WAl4Kqaob6cvef16vXr1Cp988kns2aDS5SphGOLk5AQLCwuR7SSf11MDheFZmqb19fVY4cnFxcXY+TiOg8XFxUi2Chpx2Z4Lk2PR7SZbPM+zjrD1EZDjOCiXyyM5Dnp2TZlAstlsLPvGMEk5c/MkrZQ70Z8WDMMwzGzCzikB+igDGB6kN8292zDFJCj+YZurN+1v+nI0xSqoDVvpB1P8KZvNxkZDACLTPGrbprVQtLZHP+bBwQGePXtm/OqnKTSVRqNhLDdfq9Viee6CIMDBwYGxlL0+PQqcjUBMsY12u20sfZHJZIyLWikrg0oqlcLKykqsfds0FE2H6sdMpVKx60jxIVOOPsrcoTJMeGF7dk022t4B27o/E/RcjEPcwkwHHHNKAF0r6gCy2awMRKvZFtQUPECyLMw0lUFxE+okKNZF0zHUHs25UwokspGyVlOciNpW4wZko+M4qFQqkXgCzd+3222ZCJYcLqXs0TsS13Xhui5qtRo2NzflzwuFAvL5fEywkc1mMRgM8JOf/AQ///nP5b7f//73Ua1W5RQdCVCeP3+Ofr8fESEsLi7itddeQ6fTwVdffSWvQaVSQaVSQavVws7Ojrwud+/exfLyciRllO/72N7eRqvVwp07d1CtVuX0ZqvVQr/fR71eR6fTQSqVQqlUwptvvimTxlIn3Ol0sLe3B+AsqwJN01YqFczNzWFpaQmPHj2SMZ9Xr15he3tbTheSIyInUi6XIxnTSbQyPz8v45wUuwmCAIeHh/KcXNeVGdTVKTp6ZskZ0DNrK19PsR59eo0coyossS2SVWNa6kcP2aQ/u2rMdIqZuZiTZVqPY07jgF4WNf2LLkowjUQoO8IoLxupzNQvbjUmpX/t6hmx6WeZTAYnJyexgn2mr2rK7aYqvqgjcRwnMkIhoUC3242Vsej3+3j58mVMxddut+G6rsxNSLYcnOvR0QAAIABJREFUHx/j448/lqmTgLMs5D/72c/w/e9/X3aGqVQKhUIBa2trePnypfx9auPw8DAm+W42mzJzhrp9a2srNgJ0HEfm/9NjZ+l0Gq9evYoE3Ov1Op49e4b33nsvsm+xWMTq6ira7XbkmjcaDbz77ru4f/9+pIO/f/8+5ufnI/eUFGnVatWadV210fd9HB8fx0qQdLtd2Y76vNBzpTsJcsY6QRBIVaLaDjkQ+n362zYDQHEydX+yx6RWpA+6KXdQzBB4Wu8CqC+jzmXXIQHmdTvDjmnDJtM1YRvZmWoGATCm7iHnZ5ue1K8NKRD1Y1D6H31/Oqa6nRy/SdRgmvr0fd+YQ84mvafSHLpk3lZ92HTNgyDAyspKzNmYcjPS9iRph4Yl9jXZaJuaM6HK9Uex3YZakHAU29kxMWMZOQkhfgjgvwbgAPgnYRj+F+Nod5KZ9RfnJs4/6TFNDu62M+vPHXN7UXPtjaLcu/TISQjhAPhvAPwbAN4F8A+FEO9ett3rZto6sWkk6T2axns6jefEMCbGMa33PQBfhWH4NAzDPoB/CuCPx9DutaHGQa6y/VFJkgyV5vNt01SjfmnbShTYAtOm6qy27RTP0LcXi0WjwpDiYvr+uVwudm1sbdPUmL5/Op2W9YRUbIKAbDYrS3+omKY1hy1mPT4+tgoOdOhe6PfUtibJVhNJL0sPfCNaME29qn8TemYTdbtpf9vzZmpDzcahk0Tpykwn43BOGwBeKf/f/HrbxKN27CS1tXX2oyCEQD6fj3W2wwqqmSBpsq5uo9o3qv29Xg+1Wk1mZ1D3X11dldkWCEp1QzZRZ3VwcICXL19G5N+pVApLS0tSLKCuznddN7aYMggCVKtVKc+mP3NzcyiVSpHrQgq8H/3oR1IokMlkUKlU8Id/+Id49913USqVpIN1HAcPHjzAd77zHVmkjoQSDx8+xPr6emQxcDabxdLSEsrlsnTUlHGhUqlEFGae5+HTTz/Fn//5n+PFixeR7AelUgnvvPOOPFcSGfzgBz/A66+/Lh0mCRnu3buHe/fuReorlctlbG1t4fnz51LlRuIZPZYVBAH29vbw85//PJLCiEQxjUYjtiwgk8mgXC5HnjNScdIx6Ji9Xg/b29s4OjqKPO+9Xk8qE9V3oN/vyyKW+vtC2Th0W/SPCBKWqIpW+kP3VkUIEXHQ7KRmk0tLyYUQ/w6AH4Zh+B98/f9/BOBfC8PwH2v7fQTgIwC4f//+d1+8eHGp444D9eVUGUfqE0p3c5nALnUaerCeVGp6oTuSLevHIwemj4KazSZqtVpEXQYAd+7cwcLCQqxDefLkCZrNZuQLPgxDHBwcxL7qaQ2V7pT6/T729vbQbDYjttfrdXieJyvSEjs7O2g0GhHbwzDEs2fP4Ps+isWi3DcIAuzs7MQky5SpYHFxMeLcO50OPvvsM7x48SIiynj99dfx3e9+N5YlwXEczM/P46233orYQvnx1LaDIMDR0VGssB8VNdRHL6S60zNWrK6u4t13341J8U0FA8lpqJWQVXv0JQ5CCCwtLcVsIYeh39NsNotSqRQbdVG2BnXUqMrK9dGk6b0jx2x6X2xCkFvO0E5B7S+r1ep3/+zP/uxajLoulJjTlUrJtwDcU/5/9+ttEcIw/BjAx8DZOqcxHPfSXOVXmW3xbBKokzVNnXieZ52a0aFy2yZM01NUolsfuQkhYh2WzfFStVjTomXdMQFnyWtXV1dj+xcKhcgaGGqjWq3GnCqNpHT1XyqVwtramjEJKjk5lWazaewkl5eX8ejRo1gbpVJJ5slTj1mtVo1qwW63a3w2dGk+ALmeTrfFpuh0XdfYtk1F2ev1YtdFXQOl224qGhmG8QTB+geCvr/pmb7s+zJNqP3lgwcPJqK/vG7G4Zx+DuBbQoiHOHNK/wDAn4yhXYZhGOaWkzSnHnHpmFMYhgMA/xjAXwL4AsA/C8Pw88u2ex3YkkqOKkGmqQvP84yZv03JM2lEpS/epYWo+hoeyvSgbg+CAHNzc7F4kml0RF+papyJ2qB29C/cRqOB58+fRxbs0uJiUwny1dXVWEZt24gql8vh/fffjyQ5tU1HDgYDtFotozCARncqpVIJv/u7v4u33347cq6u68qvfjXwX6vV8K1vfQvz8/Ny33w+jz/5kz/Bj370o1iS13q9jl/96leREVu73cZvfvMbbG9vR0YbvV4Ph4eHsVHi4uIilpeXI/cuDM9KxNfr9YiIIZVK4e7du0axBmWqV0d9tEC4VqtFttO0pv6sJ8nCQCNE/Tki9PgZxRT17UDyjCmXnd2wvV/MZDPT6Yv0Dl9fJDjsxQ2CwLiAUHdI5BxMGZqplIH+8tL0md6+nmeN/t1sNo1ZzXUb1QwH6jQUTe+02+3INRBCSKejZmQPw29qJenZCg4PD2VpCd12VeQRBAHa7Ta2t7dRqVRiMbVarSYzoNNx6XfIUVLHJYTA3bt3pYCCOqPPP/8cvu9HakUBZx3pzs5OxGH1ej1sbGzgo48+kqKWwWCAnZ0d/PVf/3XkeKlUCouLiwjDEHt7e5HniDIyqDYCZ9OW77//vkxrRNdrc3MTT548kfebprdee+01vPfeexGRh+nDBvjGyeh5/AqFAlzXNcZ2yMmM4pxyuRzm5+dl7FMVEOnPHP1ff3b1Mi6ETYFIvwNcfG0Xnavp/Rr13K+QmUlfdM7IidMXmdBfKn3bMEbNvkDtmV4Genl0TPEkIB5nIEdiKjSnBqTV/SkHnL7dJLsmJ2GK1Zi+fCmTguka6upDclbqqIWgYoP6h1On04mkh6K/7927h3K5HLGPChyqHTY5c12MI4TA+vo6/vRP/zQyGlMVd+pHASnqTHLnZrMZaYN+/t5770Xy5NH1+tWvfhVT7GUyGfzWb/1W7GPG9iFpy+Jh+h0hRMRBngfFzvSPNlt8yJa4ddSPPuKyjgmwv1837JSYEeH0RV+jj5puS9tJUb/mR9l+U7bYKrWaOuhhgfdRyWQy1tRDturGpvZtnb5pipfaN7Vhsz3JPRrX/RzX7EpSey5r/zC7J+V9ZOywc2IYhmEmDnZOM8awL0bTl+ZVxyRt7Sep6zOOGkC20RpNhSZpJ8l22/2wbU9yP25qxHMbYGHE5MPO6YLYpm9GfehNa0OIpOs9bJ2qKWZB++p2UkaBUVDFAfp2vb4VbddT6dC/dTUXqcL07BMUizGdZ71ej9ni+76sW6QKPIQ4qwGlTrWmUikcHR3h008/jSgjfd+PxYnIlsFgEFNR0jXX1WhCiFipeeDMqa6vr0dscRwHvV4PzWYzJtihxdS6yIVKv5tUjabn0eZsTc8RiVD0acxhU9Wm7frCW/q37T2yLZBPgm0BvC31EjNZzLQg4jJQB0Qv0agKIDWoTvEMXbxAAX115T4F52lftYMZZgt1akEQoF6v4/T01GgvFdHzPE92RuqCziAIZGfXarUiq//VwnzANwtnKVBPMt5+vy+VcHt7e7LDdl0X6+vryGQyKBaLyOfzWFlZwenpKX7zm9/A8zyZoomuDxXRoxRNnufJ82m32/jiiy/QarUghEChUJCOt9/vo1wuI5/P4/j4GO12W7b1l3/5l/jlL3+JP/7jP8bi4iIeP36Mzz77TKoSqdTG7u6uVBKWy2Wsrq5KWyhfYLPZRLPZhOu6uH//PgqFAjY3N1GtVlEqlWRNKM/zsLCwgFarJRWD77//vizESB3s1tYWNjc3EYYh5ufn8c477yCTyeD4+BjNZhPAWa7CpaUluRhZd+a0nRZ203OUSqVkAcsgCGTBScdx4LqulK0XCgV5jekeqIpQ9QNHLeZIv0Pno6oVh400KdsF3fOk0DNuEgfptkzj6PC2M9NS8nGRRExgk6DbvnJpm96+LhseZkuv1zN+udtW8ZO8XW+nVqsZixXqef0IU8YDz/Pw9OnTmIR4fn4+tj4JAJ48eYJf//rXMds3NjaMa6M+++yzWPl2ALH0PwBk9Vh9ezabxdraWuyY9Xod9Xo9Zvu3v/1t3L17N9bO/Py8cS0R5bVTcRwHv/M7vxNbq9ZsNvHVV1/FFHmlUgnLy8ux676xsYGlpaXYMYvFolGUYVtzZHqOHMcxjiRt7dDI8rId/zjSF9ner3GkKrsgLCU/w3odeFpvDIzjq2vYFMllFVpJFzJetbpwFLnxsG20fVT12zBs7duWCpiuo82W86aVdGzTqrb9k8SxbDYmjXnZ9k1yzJtgUuxgRoed04jQmokkMaVh0xam/U2YjklTHkm229YlmbJKqGXTdUZ9yU1xJkJPWEqYRmV6XIegOIsOjRB0TF/fFPfToSzaOq7rolQqGW03OTNTzGRYnMV0rkKcZc/QoXVcpu2me0RZTEYlSWdOU746l40Zqe1f1QzPuGxkxg/HnEZAdzTDpgJoX+o4KVahzm2rc/42J0aduzqfT3EoKptAC3Bpe7vdljEEii10u12cnp6iWCxG9pmfn5eJVlutFg4ODmRshwQGJEwQ4iz7QDqdhuM46Pf70gn6vh87n06ng62tLVk3aWFhQWbszmQyePDgAfr9PjY3N9Hr9eC6LtLpNDY3N1EsFrGysgIhBJ4+fYrnz5/L603H9DwPz58/hxACd+7cwerqqoyPfPvb34bv+/j1r3+N3d1dZDIZrKysSBtrtZpc5EznSDGiIAiwsLCAu3fvyuPRtdjY2MDGxlklmBcvXuAXv/gFfN/HxsYGhBDY399HqVSSWSqKxaLMBE720z3N5XKR+5vP57G2toZ6vY50Oo1yuYx0Og3XdbG4uIh79+7h5OQEjx8/Rq/Xw8OHD/Gtb31LikF2d3chhMDDhw9x584dCHGWoYJijf1+X8bfKpWKLDFvcsz6drqnmUwmttibzoGSB5PzFkJEMqCr8U01zmmroaWjxzcvAsWX9GPS/+nnPMIaLxfNqwdwzOlcbEX41MAwQS+raX895kEjMdNoYTAYWEcRtliTDnXiJse3uLiITCYTUe61Wi38/Oc/j+xPjlQtS0FQ3jSdra0tHB4expRdS0tLsS/9wWCA4+PjyDbq2La2tiJf5LSdMobTNXYcB2tra3jjjTci15fKZ1CnrG4/OjoyXse1tTW4rhvZ33GcSD0rul6NRgMvX76M1S0ql8vSQajYnqP5+Xnk8/mYuu/hw4cRW+h5IaGCWo8rlUphfn4+0nmHYYh2ux2L+wlxVl/LlDHe1EGHYYhcLhcT+wRBYMwun0qljBlLSHRBNlDbSWYXgMvHiOg62jJHXGNao5mIOY3gnDh90UUZFh8ZNZ6QdP2MbfplWB6yUfenEZjeGdZqtdj0SRjGq9SeZ8vx8bFxFGibVtPjYdSp6jkHydkC0Wvs+z6Wl5eNHS3VwlKhUaBOJpOJOSYAcmSqbhdCGEtNUCLdJHEmPZEu8E2JE/2YtkTFpIDU9zd9PIRhKEdOOqaRgy2fn83Z0gjRJKYw3YukH8eXdRzDjskjp8mCY06M5CqFHVfZzjiC+rfFFoaZFdg5MQzDMBMHO6dzGPbFe1klXtKv6XF8fduyhmcymaHrrEy2mNoxraWxTaXYEpzS4k7TMU3Y1lmZ4hNk96jX0lTShNo2tWFTKA5TY466r01ZZpsytNmYpK6RmtFBxXb9hrVrmu69CcbxTjNXDzunc7DNlat/q9tzuVysQ7SlIyJFFkGdjxDxkhSO42B1dTUW06CFkWpMh+IzqipNPSalDKLjUaaKtbU1eb4kp97Y2MDy8nJsPp6yLKgEQWBcHCuEkCIEtbNTy8Gr+8/Pz+Phw4eRGlVUvE4VSKRSKWQyGTSbzVgKIyEEHjx4IOsQEdlsFo8ePYqkRxJCyEwIKmEY4uTkBF9++WXEdiq1rv4+HWN3d1eW06A2ut0uXr16hdPT01i87MWLFxFhgRAC5XLZ2JG3Wi2cnp7GRAR0bfTfqVarkSKQFLcyFbCk+23quKl2Fz0v9IzqZVAA+7OuPj/nybdtwoRxTY2aysOM+xizzEcffST/XAZW640IKYuGPdgqVIxNFx/Y2u50OkYRAHXAqtrP8zwcHBzIdDG0ndRvqgQdOOswcrmcVF2p7QdBgJOTE3ncIAjQaDSQSqVw584duT8VxlNT6tB2kqGrx+z1enj16lXsemWzWRQKhUhOPbJDCBG5XkEQ4MmTJ5EUPQRJolXnk0qlsLa2FnN45Byy2WzEiTcaDRwcHKBcLsecOxAdkZFsndIeqbabxCHpdBrLy8uyNhWRyWSwsbERu9elUglvvfUWlpeXI+vAaM1Zq9WK7E+VkHXhBIkj9Ht0eHgonwPVWdGHjSp8oSKMpnPSR7X0IRSGYcwWuve6oITUcqbRmP686FLvcULvNB33mh3T1Kr1EjolVutdFpJVjwq9yKO2rcqj1e2mHGmUg05/udPpdKSEuIpJFdbv92MjjlQqhZWVldioyHEc5PP5WPuO4xg7M1q7pGNSytG11acWqSChXhwROOuc1QKDwDdTlnonlsvl5HomFVr7pUNrg3QV4cHBQey601e+KXfb7u5u7Jie50VGXUS328XGxoax4KOeBBY4cyC6M6D99dGL4zioVCqx5ysMQ5lTT4XyNOpQR66Pik2Lgem4JpWmbVGtabR0FU6JSPpOM9cLT+sxDMMwEwc7p2uEphFMAel0Om1M69PtdmMBf4oRmb4ol5eXI3Es4Js1L6bpGFMbajYGlXK5HEul0+12cXx8bLSxWq3GbDGt1QHOprVoIalqY7lcxuuvvx75wiWbTaOb/f39WIn3VquFw8PD2LofSvCq27ixsYEPPvgAhUJBbhNCoFqtxuJptEhXX3ibzWbx8OFDLC8vR9rO5/NYXFyM3etKpSIzf6jn0+l0jGmNqLSGaUSlXxdK/HtwcBAb9fV6vdi9HgwG6Ha7xuS0pntHo14dm+DlKkdDzPTAMadrwpSNXF2RrwoFaBGqvi/VJ6KfUWBZ3Ze2dTodnJycxOIP9H8KctPv0JSNKUOCOpVD++7t7eHZs2cy+E/TW5S+R2271+vh9PQ0ksaJfpZKpbC8vCzjRJR5gOoW0Tbf9/HkyRO0220sLCxEzoniVHR9Kc6xuLiIg4MDHB0dSRtd15VCAf2YnU4H7733nszYQDGvra0tGX+j/Wu1GlzXxd27d2VZhsFggKdPn6JUKmF9fV22Qc5heXkZ1WpVdtqUVujhw4eoVCqy48/lcshmszIDOj0blGWhUqlEzj+bzSKbzcamxTKZDPb39/Hq1SsZt6H0UfPz85F4Jf1MFZ3Q/XddNyb0ofurTy2q8SfCNPVIqDEf2/5TCseczuCY001CHbppO6ErqnTnRIos9cvVJImmbab4EIBIzjP1dzKZjHHOnxyIum86ncbz589jqjQSgehtU+emQ3nv9CA65QqkdumY6+vrkXQ8qnpOv1a9Xg9ffvmlFFvQ/r1eD4uLi5HrSPn/3n///ci5Oo6De/fuxUYLqVQK6+vrKBaLEcVeJpPBm2++Kf9P++bzebz99tuxWI3runjjjTdiwfhOp2Ms++E4Tkx9qP5M3/706dOY2KXX6yGbzcaUeeSgdYIgkCNI/aPFpO6jEdQwB6O3c97+zGRzWVWeDR5bXwNJ1zklKSkxLluStm/LIZhkusZ2PFJF6gyr4GpbW2QSAdgykZugKVTT/rYpUdN52c41iUpsmPzZtp7JdM1MQgobw5ZNJLFlWPvsmBgT7JwYhmGYiWMmnROvAr86pvHaJjmnaTz/q+Q2XK/bYOM0MlPOSV2Zfp0PXJLpuzA0Z/Cm/W0pYEznY2rHtuDQNi1GU0O6Eu/BgwexdmwZqQEYM34PBgOjEo0WC+vTWLRWS48L0dSQHsugLBC6jaZY3GAwQL/fj92TfD4vxQYqJBwwxQ2T0Gq1Rk7ro9bRUqFMIHobpviU4zixMiWEyX4qW3IVqYfUjBOT6gBug43TykwIIuihUuu4qDGDq57zpoC+enw9RYtqIy2+pc6IoN+nQLSq7NOVdkEQoFgswvM8tNttGWspFApIpVLodruyY1Qr4pIyLgxD1Ot11Go1CHFWj4kWvR4eHiIIArz99tvY3NxEo9GQ4oFKpQLP83B4eCiLDRYKBSwsLKDT6eDw8FAqtGhhaz6fx/z8PFKps8KMlUpFKu12dnbkothut4tKpYJut4t+vw8hBDY2NrCysoLBYIDNzU3U63U4joNHjx5hcXERzWYTjx8/luq6b33rW6hUKvB9PyLF7vf7ePXqFUqlElZWVuS1qlareP311/Hq1St89dVX8H0fzWYTx8fHEELg7t27kfRO5MTUe63eZ7q2dL9IKk4KPEp3pApB6PkYDAbY2tpCuVyWikUqadHtdmWmhzA8qzfV6XTkNej1enAcB2+//TbW19elOER1avSMqqpHquVFdaToI+AydY9UIQv9Wxf63DS3wcbr4qoED+cxE1Jyk4wb+KZWzXWipsNRsdXHUSXfKnqKIsJWN4kq1qr0+31jXaKTkxOcnJzE2icVnW5Pp9OJZRoIwxBHR0exTowKCeoUi0VsbGzE7H/x4gVevnwZs2VxcTGWdoiOm8/nY+ultra2YnWMqKqwDin3dIXhZ599hl/+8pexQpBvvvkmFhcXraNRdXsYhjF5v3oNTO+jutSAmJubk05RhRy3fo82NjYwPz8fS9NkGkWGobnAIDnUy65RsiWeteX2uwn0PIvEGG28NVLyK3ZOLCWfFJI+2EkVfaZpNVuaFpvizCZ9t72wpsqntmPSl7ctfY3JRtO+ep48wlRIT4izHHImW2yY2jalKQLsmd5t22wKPVs7tilXWxumZ8OUBmuY4s42MpoU58FMPzMVc5oErnrueliHk8QW0/5Jk2MOK+Uw6v62TniY0zad0zAZuumYtmrEJtuTXHPbMS+yf5I2kj53NoeYtI2r3D8JHDO6fVxq5CSE+HcB/OcA3gHwvTAMJzLtgy3mMyyAfxWoqWUo5Yu6WJOyHKgvkeu6sfgAJfL0fR/tdluu/p+bm0Mul0O/35dlGCjmQ6USKInqYDCQsSg1UwVwNq01NzeHg4MDOe1VrVaxuroK3/extbWFVqslbaHfo/iY7/s4Pj5Gq9WSGdVpCnVpaQn379/H/v4+nj17JmMZ6XQae3t7qFQqcpRDKZE2NjYimcnv3r0rF7seHh7K/TzPQ6vVQjqdllN+vu/j5OQEzWYTmUwmIrYolUpYWFhAu92WWSQo28Pjx4+xtraGO3fuIJVKwfM8rK+v44/+6I/w6aef4unTpwCABw8eyAW29XpdJrYtFosoFAoym8RgMJBlSebm5tDtdrG3twfP8+Ti2mw2C8/z5Pm4rou1tTVks1mcnJzg6OgIYXhWZn19fR2O40SeaYrX0ZQqTdmVSiW02210u13Mzc3JBLumJLzkmOv1euTeEd1uN/bsmtogsQvZpT4naqZ7PVsEMN7pPXJKahxtlI8sit3p2f2pTR5BXj2XijkJId4BEAD4bwH8x6M6p5tKX6Qq265z8Z8p+Ax8U/9Jj0mYpmbohVfjGOr5kJKNttMx1RX41Pbe3p6xYzJlDaCyHxQnoe3Hx8c4OjqK2V6r1XB4eCj/T8e9c+dORD1G5/PkyZPIdJZ6DqqSj5zonTt34LpuRHhwenqK3d1duZ96famDVm1ZXFxEqVSKxZ9I/KF+MFC6H70Tbbfb8H0/UoaEzklXGpLtetolKk+iT6HR/VQzUFBHSfEgfTRF10Rtmz6E9M5YL52inpdphFkqlYxTtCY7KAuF3q+Q6GaUZx0Y3YkMQ71mOqM4QL2/AMY6rckxpzOuJuYUhuEXwO2Zh9aDu9eF7QW0TRHZguLq3+q/9XIY9G+9QxFCyCKEpvb1a0Kdsyl9T7vdNsZ26OueoBdblzULISKFA9X9TSU4hDhLvKrWtSJb9LIfBI0M1bYBxEptqG2pBEGATCYTiwWRks/0sWGT7y8sLBivo6nTT6fTMedJbZtiQabtNFId9izp2KoP22KBpnZszsC0vxBi6HTrZd9R2xTvqG3fVH9xk9yUMs/ETMacZuVBuwnGJfhIun0c3IbnIsl1uQ3ncxvg63gznDtyEkL8BMCa4Uc/DsPw/xz1QEKIjwB8BAD3798f2UCGYZhZQ+0vq9XqDVtzM5zrnML/v72zDZEsO+/7/6n37uqqnp5+mdnZedGyGhmJtaKEQTj4QxJbSeRE8eKEgENecBwQhggcEIjIAzbBGAyCOBAHzJKEfMiSF0iEg+zEkojAX+LEG2kly5HkONlotfOyMz3Tr9XdVV1VJx+6/2fOPfec6rrd1X1vdT0/WHb69u1zn3tu1XnuOc//PI8xn5jEhYwxbwB4AziKOU2izWkna7wvtuQX20+TpQ3+TUzVF1ryi7U/LjGZ+Kj7jNky6r5C7WSRbE8iAH5WpdxJ52exMQ+1KK8bWtrL+nk8L1uKhDte3rlzZybHy5lc1rtI+MU7SQ7MAWbUwBGKN/DLHQo0M2jviwr8gnlUlD158iS1Ts8gudvGcDhMbXQlL7/8ciJQzpjF5uZmqtihiFhbXHv8wov8vW8LuXPnjhUbAC/iLa+88opNYcTj1Wo1FXMTOSoxwppN7rM6PDxMlUmn3a1WK9Xve3t7iWJ/tD1UGJFt+0IXqvB8KpVKMEY1Kg1UbFO2j4jY7CHuMV7T/9y5YgP3c0vlpY/77Pzzx30hyoqInPi9U4rLWaXkPwXgnwJYBfBbIvK2MeYvTsSyKYdfPn6BOejxCxrKqMDzY3CwoMCiXC6nJL2UiDOLQa/XQ71etzLlwWCAer2OarVqK9g+efLEnr+1tYXbt28nUiG5Kq5er2crzTYaDQwGg0SF2Vqthps3b2J3dxfr6+toNpt2Y+z29rbdPNvpdNDr9VCr1WyKHf5Mp1er1dDtdiEiWF5etuIEChVYCE9E8MEPfhA7Ozt455130Gw2sba2hlKphKtXr2JjYwPvvvsuWq1WyqFQdk7VZLvdxuPHj7GAtPl1AAAgAElEQVSzs4O5uTlUKhV0u130ej0sLy+jXq8nMi202208fPgQ3W7XSsB7vZ6V+9dqNds200xRpUeZ/v7+Pubm5rC4uIhms5nKQ8jtABz0a7VaqrIx63TRwbCNWq1mPxNMD+UH+l1peLVaRa/Xw+HhIRYWFqwAhc7UVSO66kRXsMN6UXTIbpFGpt8KfaZZKmUSYgi2TVv5vTpL2iXlYjmrWu+LAL44IVsuHaGifpVKJVrUL6Zc8gkNMmRjYyN1jKmO/AGvVCrh4cOHCYfY7/extbWFtbW1lH3b29up1D28F39m0Wq1gjOrbrebKmrHt3buLXFtvHLlSjADRbVaTVRbBY5UeHfv3k30I1V+oRkXq/D6/bK8vJyo5sv7N8ZgZWUlcT4HdT8N0GAwsEljXYwxePToUcqWbrebmP0RVhcOORR/OwDb9NMuVSqVYB8CSKkfRcQ64JBaMPSZC9W8ohIxtlTq32csW8kkYH8poymSUg/QZT1FURSlgKhzOkdCb4Kx9fWs+z1C+0m43BXbr+TDjA3++X5WAOJmb3BpNpup9pkNw7+vSqWCxcXFVPtzc3NBW0LlKth+KIFo6Hx3aclFRFLLYzw/FqvZ2dlJxY6YId1nf38/NbsREaytraFer6fs9mdZbJ9Zyv12YrOBUL+4G5ddQs+I1wwdDzEcDoMxLz+WOAr247irB8rlR+e654ifkii2nOcv/wHpzY8MQPt/x6Bvv99Hv99HtVq1Qf/Dw0M0Gg07ENZqNRtPGAwGmJ+fx82bN3H9+nW888476Ha7uHPnTiJrRb/fR6VSSYgo9vb28PDhQwDJZaG9vT1sbm5ib2/Ppjc6PDy0S3DtdtuWYFhcXLQxr7W1NXt8bW0NP/jBD9DpdLC0tGSdrZvxgIIBZsCgQ2IMrl6v21IhvN9arWb7jDYxntTtdtFoNGxcjoIPlrRgXzEV0vb2NlZWVjAcDvHgwQMcHh7aJSzGYBgv63a7qNfraLVaNuuDiODatWtYX1/H+++/j+vXr+P69et26YyxHeBFxoVer4e5uTnbH1werlardqmVqa5YqoTxPXcJmP1C+Llh3MndMO72S6yWmPuSNBgMEi8HfnYL9zNNwYP7TGhPKJuEMnuoczon3C9WrA7MqFIesR31oQHCTRfDv6lWq5ifn09ds1Kp2Px6vFatVsOrr76ayDtI5ufnUxkoms0mVldX0el0Uuc+fPgwFX/p9/u4efNmKnC+vLxsZws8XiqV8PLLL2NzczMVCwrFMEKOn0H5ra2thDKPg39IfRaLy/l9yMH0vffeSynweF3/JaTb7eLatWuJ2JHIUY2sl156yV6LVCqV1AsLZzPujI4zE8aY/M8W40d+jCzUfihbB3CUSy9WnDJk4+HhoT3f/9yF2u/1eqnvAAU4kxJGKNOJOqcLICT3BkbvNxnHMY1qxx0Ex7lmbM9RbDmMszb/eGgJKtZOrNgjA+bj7seJ5UkLzUhD1+M1Q8djg2MsNU5MDRaqBBwaxEeRdW9ZaImXs9BxibU96nMUaiPWv+eZvkiZbtQ5XRD6RQuj/TIb6HMuDkVT5cVQQcQFcZ678qcZ7Zfzo0h9WyRblOlAndMF4GZXcI9xuSMURwodjxXGG/VWmmUpMHSMyi/f9pCyDIhXog0tA8Zsy5pNO1SOBAgvpcWuO2oZNHR+bEkytNwnIuh0OmP3OZf6Qm1nIaSgA9LZ6kfZErv/Ucudflvu599va1ThSXVos40u650T7heLQXt3o6GvPgPSQXdfSMF4BgPIlKDHvsT9ft9ek+eur6/j4OAgoeJza/C48RtjjM020W637aBGeXSj0bB/x2A4lXdPnjyxjvOVV17B6uoqDg4OEhtw/Wuxr5g5wcfd7c9rdrtdrK+vo1ar4fr16zbOUiqVsLa2hv39fayvr9t+ory7VqtZyTxFGM1mE8+fP8fm5qZtn87ZrWdVrVbtxt5nz54lBCluFgQ6GCoRO51OIkUQxQmuEpPnLy4uotPp2L5wlXzsB94nXxRcKTZVem4GB/Y1S7a7JUViAhxmyfC3O1Dd5woaXOWo+9nltgIKRlzHTgGJKy6pVqsac1LUOZ0n/l4kqvN8WXgsbQurxLozJp4Tmy340Anu7u5aeTdwpMKipNrPEBFyGBsbGzbLgJsKZm5uDpubm3YQFxEsLCxYhd/y8rJ1avPz81ZF598rK8D6GSh86KR3d3exv79vRQ/dbhff//738eqrryaEAJTLf+9730sMgPz33bt3E/uuVlZWUK1W8ejRo1S/UArO9lnZ9vHjx4kUTjx/eXnZDu48tr29jdXV1ZRYgWpEV0LdarVQq9VSBQn5ufCVgY1Gw77suLMjnu+r9trtNnZ3d4OzNGa38G3kM+bxer2Ofr9vlY6ujXwhcGdTlNa7zqtcLttUWOeZKUKZLtQ5nSOxZZJR+fPGYZRyL4Yv7wbiUvZY25QJ+7aMmxqIx0NLOdyfMw6cPY6rxmOZ9dB9hTYEx9Lu8E3fJ7ZMVq/Xo8UEQ7OU0N4e7mUaVxnI/U/jwJlOiJAtMWVhTFmZZWlORFMMKUn006AoinKJmRZ1no/On8+R0Bsyy0H4pQm4m99lOBzi4OAgmEomVA6BS0N+tvPhcIirV68mEoJWKhW89NJLuHnzZiIpaLlcxtLSEq5evZrKHh16ay6Xy7hx4wZWVlYS12VMw43HMOYTotFo4Nq1aykbV1dXsba2lpix1Ot1fPjDH8Zrr72WOL9cLuPx48d48uRJIi43GAzwoQ99CNeuXUsIH5aWlvD8+fNE7IX/v3Hjht2Ay/tZWVlJpXYSEayuruLWrVuJ57G8vIxbt27h6tWrifNDgpHhcIjHjx/jG9/4Bh49emSf9XA4tNnb3VkIlxT7/X7qczEYDGyWC9fGkNBjMBjY7O7+s8gCZz2hWV8oIWyWPWxFgf3F7B3TZv80Inl08r1798xbb7114dfNA1d55waCXTGD/wXml8B/Nm5pA7YNIJHbzV3yY9YD1xbGBpaWluyg5TpBP+fb/v4+Dg4OUgOcG9x2VYfPnj2zu/vdc0ulUsJRET/WxuU9xnjc4wcHBwnnzj588OAB1tfXUwo63yHz/p89e2aX81xl3Pz8fGJQZ864wWCAdrudSMcTirOwhtbKygqazaZVHRpj0Ol0bA0stx93dnbw4MED+1ngC8bt27dTMUsKFPx4lSuWcXHTALm/o/3uz4TpqE4jRuDz8LO5s2+mVegQW/7248EZGbsT7ty5Y+7fv3/a6xR95hTtB13WO2dcp+EPKDE5ciipK5CW3fLvQnGgUGxL5CidjV+CIZYY1v29j59g1R3k/fMpyoi17fcL60/5x5vNZuJ8Dsp+LIx958cweL5f9toVfvj90mg0UrMC3mPI0d64cSMhYWef+H1O3n333VRf8eUkFn8KxYJCuIpBl1ApFyBdPiMrob/lsWl1TEC8xhoFHMr5oM7pAoh9IU/zRT2vL3deg0bWvgkdj83+J3VPWdqJDcBZ2uDLRda/yXI8D4pki1J81O0riqIohUNnTgqA/NLLZJ0hhM6P/f2k7imLjZO65qRmGVn7d9w2XHHGRdqijE/BY00nojOnAsL1eR9/34grtvBTw8T25MTq8sTaZ7ny2N/4x2KxlVgbsf1HfnyNYgNfuWiMSW1qdYUePiKSqFflnh/bfxWyvVKpBPfl0D7//Hq9nnqmxhhcu3YtFUcLQRtD14ylGGLfjpsyyD+f/+b9uMcHg0EiOwiJLWtOs7ot1l/j7idTTofOnApIqVRCvV63aV+YosYP+vP37t+5g4NbUG8wGNiURa66DDhS5LHuEQdpYwy2t7cTxyk7np+ft+cMBoNE1otyuYx2u23Vf/1+P2Gjm4KI1+/3+1aBV6vVbCB/MBjYYn9MuwQcybGvXbsG4Ghz8XA4xI0bN7Czs2MzWVy7ds1uXmXhxWq1aqXgzWYTu7u76Ha7mJubs8pApnJyHRttpV1uhgMW76Paj7WSqLqrVqtotVq2v1iIkf0yNzeHl19+GRsbG+h0OlheXsbq6qp9KaCMfGlpCa1Wy/ZLp9PBcDiMKsa4pcAt8ucKaHivrPvE37spr1zlHRWYpVIJu7u79lns7e2h3W4nUiRVKpWEwu2MqrbcYX/xcx5TRyqTRZ1TQeGXPLZrPlQ3yZdws52Q4gyAHeRcjDGJwcc93mg0EtJs2hgqujc3N4fnz5+n7KYz89seDAapWVe5XEa328X777+faL/T6eDp06cpW9rtNpaXl4OSd79gYqlUQrvdTtlHBxm6fzogl2q1isXFxVQ7w+EQi4uLidkrFYfr6+uJ+ymXy1hZWcHt27dTNi4sLKSyWDBtVEgBGdpbxNlNSH4eevv35eCEabBcBoMB9vb2ggrQaXZIPrFZq3J+XJ5Pj6IoinJpUOdUcGKxmtheqFg+s9jx0NvgSfEX/1hox7wxJpqfLVZuI3ZPoT1Yseq3MWLxgVF7hEJ2hGyJlTHvdDqJMvE8Hou/hGyMxXBis5vYM+Jm4nGIxdkABJ9dbNNuyMZRbSuKi85TC4rvgOgwuIzCLz0TqbpxJMYi3EHDPc7lFi4b+m3WajXUajWbKRyAjYHt7+/b7NnMss1Bj4M3bV9cXIQxBjs7O+h2u2g0Gnb5Zzgc2piWGxtjvE1EsL+/j3K5jOXlZXS7XWxubkJEbLZvADaeFIsDVCqVRMohxt98B+yWNalUKvZ+mTB3bW0NS0tLtg2W1XA3IzOOxL/b3t4GAKyurmJlZcWW9/Cp1Wo2nsQMGcPhEM1mM3GcNh4cHNjs7e6zdp8zPxcUkvAZzc/Pp5Y43c+cv3mbnxduSGb28J2dHZvFw1/q5D24MSc6NfczHcrEr5ydaVfpEXVOBcQVCxAG0/03cQa0Q+U2Qm//bsodnk+RA+MJrqCCDtFtu9/vB21hTje3PhVjQYx5uNdcXFxM5drjYOpmMSiVSpibm7OxMzeWQaEI+8ElVPaBTtXHr6kFHDm2paUlm12d1200GlheXkan00mcX61W0e12U/Wonj59iu3t7WC283a7nbCRgotWq5WK24gItra2UorKUEkMCjv8Z0TxRigbRGjmyvx7/rO7cuVK6pnyfL/syWAwsKmnXNwXLHVQio86pwISW/KILctk+XLHsheE2h6VqWCULaF2ssiLRy17xYLsofazpPqJHXeLF7rnhpwhgJSQAkhWPfaJlcnwnY2rFgvZnuUZha5JO2Nt+7aE/g3Eq/XG+lcdkxJDY06KMkUUaSAvki3K5UOdk6JMEbMiJJiV+1TiqHMqIFmXnrJ8kd2S2S5Zlst4/lkzAWR98846YGVRhcVUdG5dKJdYf8X2wsTsiCnuQsSumfX82PLgqLbHPX/UM41lFYllH1EHNdtozKmAMN7gxgy4gbPX6yXiGiyj4A/EVOL5qWf29/exs7ODVqtlZdHM/rCwsJBQ7YkIFhcXrTqLbVQqFVy5cgX7+/vY2Niwx8vlsh2c3UG30Whgbm7OFh8EXkiKqRZ0bacSz1clUrnmFgcsl8tYWFjA4eEhOp1O4jiFD278huq9g4MDu4mVCrher2ezPPD8w8NDPH36FEtLS4kSFIzb0BbeT61Ws/WxGGuam5vD2tqaFUvQxmq1am10nb0r1/Y3N7darYT6joKTUqmUuH/2IxWW7rOjrX7JltCzYIl7v/BkDPZRaGN2KP7nHuf5zHxCFedJ15x1Los6z0edU0FxU8y4X+JGo4FarYa9vT1UKhWrMmN9IWNMIjdfqVRCv9+38mMOAFtbWykZcKVSQavVsgMLJd2Uju/t7aFcLtvj1WoVzWYT77//vpUuu/bTEXCAabfb6Ha72NjYSAyuHDDZJgeiVqtlZeKuuoztuE6C8u/t7e2ELZRWs0gf+4VO6Pnz54l+6XQ6qNVqiev1+308ffoUV65cSVXHbbfb2NzctAUSASTqUTWbTTSbTQCwmSo2NjYSAy9fIObn5xOpkYBkfjvghTPm3jJXFt5ut61D5+eHLy9Uy/GFhP3iOx0+C18BGJLfxyiXy2g0GvZFJFSzyy30SFjAkffKqrNupWZldjiTcxKRLwD4KwB6AP4PgL9rjNmchGFKfDMs9wKFzo8p1EIqMg5w/sARa5uDrAudlb88JRIusMe9N6F78je40hmHiiyGSokz9VAWVVyoOm9M5ebLsmkLEC7gt7S0lLonph4KESv2F+pb7q/yn507G3OPZxng6aR8si7ZhqTzQDy1Uah/dWlvdjlrzOkrAF4zxnwUwB8B+PzZTVIURVFmnTM5J2PMl40xfE37PQA3z26SchJZ9pJwSWhhYSE1AwnFGJiOyE9JNBgMsLW1lYiZ0BYuR/ns7u6mYg+lUgnLy8upNDijBAa+3f1+H0+ePMH6+nqqL5rNZsoWzhzd8hzsl+Xl5dT5jUYjNQM15ihL+6NHjxJv+Fwa82c9IoLDw8PU/fsZHdz2uTzo2x5K5NrtdtHpdFKzPC7j+W3U6/Vg2Xof9ku/30/1bdZErrEZUmzPV8hGZnNXZo9Jxpx+FsC/i/1SRD4N4NMAcPv27QlednYYlVPPT1cEIFG2oFKpWOHA4eFhKqYCpAeNfr9vB3Y3k0O328XCwoJdtqEDqdVqtpQD8CJjtVtmg0uSTEm0tbUVVP65KW94X4PBABsbGzZLAgUJV69etaIADub1et2mHuJ9MYZB0QJwNCBWq1WbcXthYSERD2HGAzqkbrdrr9lsNm2JCaZ8YgYG9g2vSYfBFEm0yXUu/X4fW1tbiTIbtJ8vEoeHh4kMDDs7O6jX67ZGFR0Cs8Xz38CLpVPG6/zPi//5ckuFnCYjN9tnBg/aEIOfj0qlYkUYs7pJ1x0vr169mrM1+XDiJ05EvgrgeuBX940xv3l8zn0AfQBvxtoxxrwB4A0AuHfvnr4KnYKYYwopmvyBj79n/rtxZeCuws49z60FxLZjb7mDwSA1KHGgDMXU6Jj8mcj29nYifQ/FAv4gxkExZA/7xW2bzsUvfeE6Nb+Ng4ODVNoh4MjZha7pZ5Rwnd+o/vKfqf8seNxtl7jO3YX94h8PpXVi/57GQfh9HLIl9jcx22cFd7y8c+dOdLy8rEo9YAznZIz5xKjfi8jPAPgUgB83Ov8+V0Z177hf4qxf9tg1Q9LgrIxK6xMitm8pVvhtlO3jHMvaxiSJpY3KYsuovz+vz8sk2plVh6QkOata75MAPgfgzxhj9iZjkqIoijLrnFWt9+sAWgC+IiJvi8hvTMCmXNBJXz5ov4fR2YMy65xVrfdBY8wtY8zHjv/7uUkZdpH4MYyiEgsm+8tdk7yPWAZrqtD864T2H4XON8YElWXAi0C833ar1UrFP0QkpSBk+7Egfha1Y7VaDca/QiXSgfAzogIytucnZJ+rLCSxsupse5xnPmq5MGZ7kb8TyuVlpjNEuKok/tuVvxbt7ZVqJtdev4wEB5Nxq56eRKVSQbvdThS4YxYDKtU4YDJ7wdzcHHZ2dhJFAClNZv0l2thsNnF4eJhISQQcqeJcYUSpVMLCwgLu3r2LZ8+e4enTpxA5Kjw4Pz9vbWFfUPTgyuVpSyzmxHRP7LtGo4FmswkRwe7uLp48eWJl+bENxnS2zBjhKuAODw9Tm2f9Z8p7dvvLVb1RccmURBS4UEQR++yGPus+vi0UimSVkCvKJJhp5xT6orrF+4qIv/N+HMXVJK7JNET+m/dwOLRpgdwB98qVK9jY2EjYyJxzvlqwWq3a3HsunEHV6/XEoLu6uor5+flEfji2H8qmMKq/fChlbjabiVlKq9VCrVaz8mz/b3ynV6/XE9VgSa/XS2VroNP093QNh0P0er3EPiw3O4SvOnRTHPmM+7mgLbFZmlIMLrNKj8y0c5pm8pjVjVKFZVHAZWk79rusA2dWW0IvJ6M2lZ71eWR9IZrENSdli6KcB/oJVM5MKC6RVfaeRTrNNkLnZy39EbMlFpfKwmkk3iFCfamxIOWyM9MzJz9zNfAig3LWwbIouFmlgWT6m3FiUe7swO8Xih3c5SomcmVaHsYs/CU6njs/P2/PYdCf12g0Guj3+3bTa61WCwosmC7IGIPd3V2b8aDZbKLRaGA4HCZiXlwG4zIZlwOZXZ0lGjjY8++53Mj+YKYEZtkAYGM+QHqZuNlswhiDvb09GxNbWFiwyWm73a5dRg7NBDmD4fImz3H7yI2j8dm5n91Rz9zPOu7GMRUlb2baOfGL6S/XTKNTIrTdjQ+598NYRQg/00SsXxiw99/cB4NBok6Sy9zcXGLXPx3Z7u5uon4UHUAodY3Ii2zkvK9Wq2UdnpsZYnFxEQcHB4m2WcrBLSnBPmk0GokUTcCLkg2tVitxvl9nyG3Hdej8HZ2Un/WAzjj0IuSno6KgIpQLcTAYJPqFuOIOF9cZ8kXMzxoxzd8B5XIw086JTPNMKYQ/oLv/PinjQeh8v19GDWAxiXVIju3W7nGP0yn67YfS6MQUeKNsD5XgiPVL7JqxGFuoHZF0KZPYv0ddI7aU5zoal9jSZKjUxihbFCUP1Dkdcxm/lJO4p2nol2mwcRrQfiw2s6DQc1FBhKIoilI41DlNEZNQaJ1GKRZbqsravt9O7NzYPcZsyWpjFrLakrWdPFClnzINqHMqOBxIGPhmWp/TDjCjlGHjXjMmHWfGAt8plEolq8xz/5YZJUJigNhGUr+d4XBoy3r49mWJUZXLZTSbzaAU3U0PxP96vV4whVMsA4XPKLm6W4PJP+4XaRzFKFt0CU8pOhpzKjjuIMyfWQDutFBsQKfjD2Kxa1LR5Q+qbIfHq9WqVa2xZhMFEL5zdNMjsRAgHUSpVEplNuj3+xgMBlYZd3BwAAC26myz2bQ2sX3a4ir6KF7gcVcuHrKFhRcBJGTn/X4fjUYj0bYr56fAw1fRhXIH+jWuYs+oXC5bJ83sHCHGsUVRioo6p4ITq2EEnO3tNzaDAuJv9TEJeug43/JDirOQLbEy4m4VVbcNVyZOmDDVv69QZgc6ktDxkC3AC8fo4+5BctuJvUDE+pH7rtw2YrPcLDOoUbYoSlHRZT1FUZQp4I033sjbhAtFnVPBie2pCe0RyoIxR2Uc3CUq93goKW5sSSi0tMQMCP4swc3S4J57eHho40YuodkN8CJbg39urKR41uWsWA69mC3jtp11FjwcDlMbnrlMNyrDuH9NZjlXIYQyLehcv+BwMPTT0LhihXGD8MR3EP1+3woZ3DpCbNsXKPDafqxmOByi2+3agRA4cqKVSsXGodg2j5dKJezv79t7Y6yHA767/OamTCLVahXdbtemNBplI+/pJKfuX5M208GxBAjTMbl9H8v+zaXS0LXdjBO+/W5si9d3Pwfu8w8tobrXdGN+GndSio46p4JzUoYH/jxuhgtXRODCXG2h64cGMz/VEfBCwOAPwBQT+G24Oer880PtxzIhUGU3jo3j9JF/T64z4O8ajUYqpsZnEJqdxGY5jUYj1Tec6fjEnGoo5hW7pqsuVAelFBld1psSRqXY4e/HIeuyTsipxNIXnWTjuLaMkj/HUgllsXESxFIOxRh1r2e1KevfT+KainLeqHNSTsU0DG7TYKOiKGHUOSmXFg3+Twbtx2KgufWUwhLbbJlFhZVVtTauIoywttE4xJaX3M2/4xC6fzcWN87xUTbGrunjth1SOsbaOevgH0vpFCPLNbP2l6JMChVETBGsgeQGy2PlJWKIHNVEYq0iHmNA3S86F9pIO4r5+XnUajV0Oh0rEJifn0elUrFF/QhVfK4wgnJwqtP8Ok2+jb5gw1Uahgr5sSaSe3xUjMu1kf3l94urqON9+G27WTIIM1CE4mJuZotRjLr/kEMZ5/Pi/h37epz+UpRJos5pynBT0pw2sM0MA5REu2/1VLiVSqVTV0RlSiKq7mgjpeOsUMvjMVuYWohO2W0/pjgLFePjvi1/b5WrCvTx5dmUt7NvXEJFAJliyVf+UaJ+kpzbdQaj6jL5tsRmullfYmL9qJkmlItCP2lTyKTUVrFNpaF0P6dpO7TEF7tm7Dh/N84xIL78lGXDckwBGLMvSxLerPuMsigXT2ony/m6jKfkjcaczpEifcGLZMskyOIQitS2opyGWRNDAOqczgUugcTSABXFllC6n1EzmEnB5T2XarWKubm5xFJiqHQE72d/fx8HBwep9EiVSiWVzSKWtaFWq0WzemdJD1Sr1WxmctcOLle6uBk/xoHPyG3bj6O5lMvl4DPNugct9IxOu8yrKKdBl/UmjB/bYFA7S/61i7LFDda7MZzztJNtc+nQzWzBWJhbosO1xU+7xPx9FC24tlNUEXJMFDTwmqG0QLzeOM+O163X6zZlkm8L42duH5ymv05qx3+msc3Ik7ymopwH6pwmSKzURB5f6Cy2+G/ZF0Hsmr66zSWUGonnhtqOpWTyFYgnOZ5xCSna3IH+LH2btZ1JPNNJ2a4op0GdkwIgvzfirGmAsrQziXMnZcekrpnHfapjUvJAY06KoihK4TiTcxKRXxaRb4nI2yLyZRG5MSnDlPMhL3FG1oSwkzg/q9w8C3ko+ibVL4oyDZx15vQFY8xHjTEfA/AlAL84AZumllEqqoumKLZwgGTGgpMGS57LAnvu31Sr1eA9xfYw+WXPidu2S0i159vu3o9//DwJ9UvsPP6nBQaVaeZMMSdjzLbzYxPAzH8LXOWXMSZaCC4PW7JmCTgrfrE7qr5CNvAcvwii62BcRVyv17Pqvpj0vVQqodFo2LRC7ubiWHokv8AgbXPVg+7v+YzPCzoaZqGg7bHURzzfrXBcKpVQr9cBaPxImR7OLIgQkV8B8HcAbAH4cyPO+zSATwPA7du3z3rZQsO9KUUgT1tiBfNiM5Rut5s6xiq9LuVyOVH1dhSxTBUxWygt92XlAILHXNn7ecDqwv416aB8QvJ517kq04E7Xl69ejVna/LhxGU9EfmqiHw78N/rAGCMuW+MuQXgTfq4YCcAAAhrSURBVACfibVjjHnDGHPPGHNvdXV1cnegKIpyyXDHy4WFhbzNyYUTX6mNMZ8Ys603Afw2gF86k0XKpSGWlYAzFn+JqVwup2Ynk5RDZ4m9hM6nLRcdw8nSL5z5+XE4Xc5Tpo0zrfeIyF1jzP8+/vF1AN89u0nKZcHNqh3KVOHG40qlks0OwbhTKP3PpGwZldzWFZP4sUPgyDnRWfC4m41hkmTtl0qlYsuTMPs7Nx2fl43K+TKrK01nDUb8qoj8EIAhgO8D+Lmzm6RcFk5KnTMYDGw8zD2HwftRf3taW1ynNM6GWdcJuMfdON5FbOqlGOSka7oZNmK2K8o0cFa13l+blCHK5eU0WQ3O6y0/a5uhGcd525jFlkmcqyhFRDNEKIWkSIPqeackykJR0jQpynmjzklRFEUpHOqcFEVRlMKhzkk5d7gR2FfHnXdRQ0VRppdipDFQLj1ueqDYPidFURSizkm5UIqSkFZRlGKj6yqKoihK4dCZkzIWoawIRWM4HGIwGNjZWRFtVBRlPNQ5KSOhU3LzyfnlJvLGt5FZuxnjUhRl+tBvrjIS3zGRIjglMspGLbSnKNOJOifl1BTJQcWYBhsVRUmjzklRFEUpHOqclKlnUkt3ugQYRvtFyQN1TspIYnuShsNhIQYtY0xU9DCujcaY1H+K9ouSL6rWU0bC1ENuwcAiqOA4UMbEEJVK5cR4E//OL4ZIhzyr8SpX9ehW4J31flEuFnVOyom4qYf4c97EnJJbXXcc+v1+6hir9M4yoX5xi0MqynmjnzRlbIrglE4ii2NSFKW4aMxJmWnUkYXRflHyRmdOylTCZTc/FgZkK59eLpcTsRVNTHsE+4DLp9ovykWjzkmZSuh8mEbJP56lDQCJWMqszxp4/8aYhEOa9X5RLhZd1lOmGg6YZ4k1uX+rA/ALtF+UPFHnpEw9kxo4dQAOo/2i5IE6J0VRFKVwaMxJUQqGu39LZy3KrKLOSVEKgp+xQsUIyiyjzklRCgBz17npggaDQUqNqCizgn7qFaUguI6JaLJVZVZR56QoiqIUDnVOiqIoSuFQ56QoBUBEgrElXdZTZpWJOCcR+ayIGBFZmUR7ijKLlMvlRB2qUqk0Vl0qRbmMnFmtJyK3APwFAO+e3RxFmW1Y3FFRZp1JzJx+DcDnAOj6g6IoijIRzuScROR1AA+MMd8c49xPi8hbIvLW06dPz3JZRVGUS42Ol2Ms64nIVwFcD/zqPoBfwNGS3okYY94A8AYA3Lt3T2dZiqIoEXS8HMM5GWM+ETouIj8M4BUA3zwO2N4E8HUR+bgx5vFErVQURVFmilNHXo0xfwBgjT+LyP8DcM8Ysz4BuxRFUZQZRvc5KYqiKIVjYppVY8wHJtWWoiiKMtvozElRFEUpHOqcFEVRlMKhzklRFEUpHJJHYkkReQrg+2dsZgVAkZSBRbKnSLYAas9JFMmeItkCXF571o0xnxznRBH5L+Oee5nIxTlNAhF5yxhzL287SJHsKZItgNpzEkWyp0i2AGrPLKPLeoqiKErhUOekKIqiFI5pdk5v5G2AR5HsKZItgNpzEkWyp0i2AGrPzDK1MSdFURTl8jLNMydFURTlkqLOSVEURSkcl8I5ichnRcSIyEqONvyyiHxLRN4WkS+LyI28bDm25wsi8t1jm74oIldytuevi8gfishQRHKR4orIJ0XkeyLyxyLyD/OwwbPnX4rIExH5dgFsuSUiXxOR/3X8nH4+Z3saIvI/ROSbx/b8ozztObapLCLfEJEv5W3LLDD1zklEbuGo4OG7OZvyBWPMR40xHwPwJQC/mLM9XwHwmjHmowD+CMDnc7bn2wD+KoDfzePiIlIG8M8A/ASAjwD4GyLykTxscfhXAIqyubIP4LPGmI8A+BEAfz/n/ukC+DFjzJ8A8DEAnxSRH8nRHgD4eQDfydmGmWHqnROAXwPwOQC5KjuMMdvOj03kb8+XjTH94x9/D0fFIPO05zvGmO/laMLHAfyxMeb/GmN6AP4tgNdztAfGmN8F8DxPG4gx5pEx5uvH/97B0SD8co72GGPM7vGP1eP/cvtOichNAH8ZwD/Py4ZZY6qdk4i8DuCBMeabedsCACLyKyLyAwB/E/nPnFx+FsB/ztuInHkZwA+cn99DjoNvkRGRDwD4kwD+e852lEXkbQBPAHzFGJOnPf8ERy/BwxxtmCkmVs/pvBCRrwK4HvjVfQC/gKMlvdxtMcb8pjHmPoD7IvJ5AJ8B8Et52nN8zn0cLdm8eZ62jGuPUmxEZAHAfwDwD7zVgAvHGDMA8LHjeOkXReQ1Y8yFx+dE5FMAnhhj/qeI/NmLvv6sUnjnZIz5ROi4iPwwgFcAfFNEgKNlq6+LyMeNMY8v0pYAbwL4bZyzczrJHhH5GQCfAvDj5gI2tGXonzx4AOCW8/PN42PKMSJSxZFjetMY8x/ztocYYzZF5Gs4is/lIR75UQA/KSJ/CUADQFtE/rUx5m/lYMvMMLXLesaYPzDGrBljPnBchfc9AH/qvBzTSYjIXefH1wF8Nw87iIh8EkfLED9pjNnL05aC8PsA7orIKyJSA/DTAP5TzjYVBjl6w/sXAL5jjPnHBbBnlQpTEZkD8OeR03fKGPN5Y8zN43HmpwH8V3VM58/UOqcC8qsi8m0R+RaOlhpzleIC+HUALQBfOZa3/0aexojIT4nIewD+NIDfEpHfucjrH4tDPgPgd3AU7P/3xpg/vEgbfETk3wD4bwB+SETeE5G/l6M5PwrgbwP4sePPy9vHM4W8eAnA146/T7+Po5iTSrhnCE1fpCiKohQOnTkpiqIohUOdk6IoilI41DkpiqIohUOdk6IoilI41DkpiqIohUOdk6IoilI41DkpiqIoheP/A0lPr1AzMUz+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = randn(2, 10000)\n",
    "sns.jointplot(x, y, kind=\"hex\", color=\"k\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:10.894817Z",
     "start_time": "2019-06-27T14:40:10.271379Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = \"figs/python.png\"\n",
    "img = plt.imread(path)\n",
    "fig1 = plt.imshow(img)\n",
    "plt.savefig(\"figs/plt_imshow.png\")\n",
    "plt.show()\n",
    "\n",
    "data = rand(*img.shape)\n",
    "data[img > 0.95] = 1\n",
    "fig = plt.imshow(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Violin plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:11.745545Z",
     "start_time": "2019-06-27T14:40:10.897721Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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X5adiCKqLgNhtkdki0Uxuu9x0PbcEqCw+B0gxu66CsQWExx52c24nZ7UkrV13vopasvIGNK07rYHsEgkQlmytkD02Jrd0ElSmUFl4xmkNrUhQRWXxOStjxlspbZBrsoNk9YLrMqBmF/HKeddlkGXhdHnWCvlc4DzIASCcvBPRrJuWb2sBKkunIdG4wwpKKl57C2p2XZcBoLFnY9lWwqPOgspMrutPuxBO3g0Jx1yXAaAxYzKYKMZ+AJX5J5xvUVfKIE+3rsJsX3ddxiHx2tvQxO4NV3IrnD7luoRMFWlijog0Roc4GEFzUDh9f+5L1PaidEGuJkay9rbrMm6nCeK1i66rIIuCiTtLs0GCVGYRVOdcl3GIBBHGln4JErh5lxBUjyOa+5KTcx9VuiBP1t6BmmLeXDTb15DWivVOgfIjEpRmgwRba4b0S6JJVJZ+CbajTKJpVJaeszYFv5tSBbmpr1jbxWRQydpFzvocIUW4OTi8AOHkCddFtBVUF1CZf8LeCaWCytJXrE/66aQ0Qa5qEK+4H6XSjabbSG6967oMsiSozBR+Eks3wcQdhbnJ2U44fdJSH76gsvQcgsqUhXP1rjRBnq5fhiZ+rDqXbv6MW8SNkMjzm56+3LSN5h7PfaRQdOxRhOPHcz3HIEoR5CbeRLL+vusy+qCIVy9AtZybD9BhweQJZzfkhiXRDIKq/Snng9ib+SlhPuO5g4m7EM0+mMuxh+V9kKsqkpUL8G1HFo3XkW5ccV0GWSBBiNDTbcuiY48U5oZeLyRszLDMejMKiaZQWXg602NmyfsgT7d+4e2OLMmtd7l2+YgIp09BIjdrlAwqqC4inLzLdRl9C6oLiI49muURGy39Ai9P7HWQa7qLZO2S6zKGYBCvvuW6CLJAJGi26Dxp3UpY6BZoN+HMFzPrEormHkMwVuwb1l4HeXLrEqCx6zKGYnY+Q7r9qesyyIKgOl+YCSTdVBaehUR+7cpz0N7Mz2FXoQyqS4Wa0dqOt0Fu4g2kWx+5LiMTydo73IRiREQz9yOcKvaCWtGxxxBOFmMdk2FINI7K/JeHOQAqC097cY/A2yBvjMUuR/hpsglTu+q6DLIkmn+isBNswpkHCzsyYxDh1D0Ixu8Y6LnR3OOQaCLjivLhZZCbeAtm+5rrMjKVrF92XQJZIiKIFp5GOHG361IOCacfQGXuMddlZK4y/2Tf+4wGY/OFXZagFS+DvOjT8AehyQZMfdV1GWSJSIBo8VmEk8VYiyWceRCVeT/67/sl0QSimf7eZUTzT3jRpbLHyyAvazdEWvvYdQlk0X7LfNLteizR7MOlbIkfFM58seeJQuHkvYUfpXKUd0Fu4k1ouu26jFyYnRuuSyDLGmH+lLO38dHsI4iOPeLk3DZJECKc6WVSliBytO/mMLwLcq37OfmnF5psQdNi7GpE9ogIovknrXezhDMPehlagwqnT3ZdHz6cPOHlsEvvgtzEG65LyJXG665LIAf2WuZB1c6CTOHUydJ3pxwlEnRdACycecBOMRnzLsg1LfeU9rJ2G1F3Inub+M7kep6guoTI5vrdBRJ22OhDKrPe9Y3vySTIReTrIvKuiFwWkd/J4phtpcXc/ScrmnJfz1EmQYTK0um+h8v1fvwqKovPQsS7NlwmJJpEMDbf8nvhZLGGg/Zj6FdTREIA/xHA8wAeB/B3ROTxYY/bjmqa16GLwZT8+qiroDKd21T+aOFpSFiOfUQH1W6C0KATh4ogi/8tfwXAZVW9oqq7AH4A4IUMjks0ssKpk21bjgMfc+JuhBP+hlVWWm4+IRGkMmu/mIxkEeQnABxc9OTj5tcOEZEXReSciJy7cWPwYXalf0sY5POWmvwiIhm3ygNEI3Zzsx1p0Q8ejB3zagLQUdZSUVVfUtXTqnr6+PEh7szntPtHUXQbHkWjI6jOZ/Z2P5y618thdXmQIIKEh9dQ8bk1DmQT5FcBHJyadk/za7mQsNy/jPxjo4OimS9mcpwwo+OUhURTHT/3TRZB/hMAD4nI/SIyBuBbAF7O4LgtBWNzeR26EKTk10f9CcaXht5ZKKgeL9yu764dbTAdbaH7ZuggV9UEwG8C+AsAlwD8d1V9e9jjtpP3LtkuBWNzhd5OitwYdvp+OF3s9c9dOLruii/L1baTSWqo6isAXsniWN1INI5gbMHbfTo7CSb82x+R8hdO3dPYDWuQ9felgmDiC5nX5Lvb+sg9v/fm5RCQcrYwAoRTblfBo2KSsIpgfLABAuHk3eUf6TWIQ8EtQDDmrJQsePkKB5N3l250Rzh598hP1KD2Bl1Qi42D1g62wCWsej30EPA0yEWC0t2FD2d7WWKTRlUwcScg/fWESjSFoJrtpKKyOBzkfvePA54GOQCE06dK0yoPJ08gqAw3MoHKTYKw77VA2BpvT8IDXSme948DHge5BCHCUmwSKwhnR2dNaBpcf6NXxPnOQ4XXvHfAFrlj4dR93t9tDifvYWucehJU53te4jYYPw6J/P7byN1+kPv/c/I6yBvbN/ncKhf2jVNfwuneWuU+7QDvTHOpYAZ5AYRT3bdvKqpG3zhn3FHvGqNXOv/ZSjDGseM9aYxUYZAXQKNVfr/rMgZStpE3lD8Ju4d0MHkPx473YP9nVIJhv6V4tcOp+3LbUSUvQXUJwZjfK66RG93GlHO0So/2+sg9nwwElCTIJRxDOHnbEuiF5usmr+ReMHEHIJWW35Nomg2EnjUnAQWtf5Y+KUWQA0A47U/3ioSTXm8rRW6JBAgn7mz5PZ/3nbROAgDi/axOoERBHozNerMyYjhzfyl+ecidoE2Qt/s6tSJASf4OSxPkABBOe9BdIRH7MGlowfgSjv75SjiOoMU2ZtSOoCwRWI6raAomvjD0Ivx5C6fvg5SgT47ckiC6bZOVoLrkqBpPSXla5KXaxUBEEM0+jHjlddeltCZhZlt3ER3tSvSlazEPy2fP9P2cZOUCoGag5y4+/2rfz8lTqYIcaC5xu3EZGq+7LuU20fQDXKqWMiPVhSOfc6XDflQWnnZdQmZKF+QigmjuccQ3fuS6lEMkqJZkkS8qikNdKxIVvlsxT0VrIdtWqj7yPeH48cLdvY+OPcr9OClTEo7tT2oJKrMcCTXCShnkAFCZ+3JhZnsGYwsIOFKF8rC38FOlt1URqZxKG+QSTSCafcR1GQAE0cKTbC1RPvaDfHS7VajEQQ40psFLxe242mjmQQRsLVFOZH8p1knHlZBLpQ5yEUFl4Snsr6lg+/zRNMJj3P2HcrS38FPEIB9lpQ5yAAjGjiFytPlEZeEpLidK+SrRLjc0uJFImfDYwz1vkZXZOacfQHBknC9R9pp/wpwtPNJGIshFgubgfztdLBJNITr2qJVz0YiTAJCAN9NH3EgEOQAE1TlLXSyCysIzkKAYQx+p3BrxPTJ/xtTGSP0GhMcezn0USzTzIAJOlSabeB9m5I3Ub4BIgMris7lNFJLKMY5SIfsY5CNv5H4Dgso0orkvZX9gCVFZfI6jVMg6cTS8lopjJFMnmr4v87VYKvNPIKhMZXpMop6w8TDyRvY3oLLwdGZjb8PJE9z1hxxii3zUjWyQS1BBZeHZ4Y8TTiKafyKDiogGxBwfeSMb5AAQjC8imnloiCMIKovPcOs2coxJPupGOsiBvSGJs4M9d+aLnL1JBcAgH3VDBbmI/FsR+amIvCki/0NE5ro/q1hEAlTmn+r/edEUolkONSQi94Ztkf8QwJdV9UkA7wH47vAl2RdU5xBO3dfXc6K5L3P2JhEVwlBBrqr/W1WT5qc/AnDP8CW5ER17pOeJQkF1EeHEHTlXRNQjrrMy8rLsI/+HAM62+6aIvCgi50Tk3I0bNzI8bTYkrPbcKi/GzkNERA1dg1xE/o+IXGzx74UDj/lXABIA3293HFV9SVVPq+rp48ePZ1N9xsLpU10fI5VZBOOL+RdDRNSjrtu6q+rf7PR9Efk2gG8A+FVV1YzqciKoTCGoLsHUb7Z9DCf+EFHRDDtq5esAfhvAN1W1lk1JbgUTd3X8ftjl+0TW+d1+ogwM20f++wBmAPxQRM6LyPcyqMmpTjcxpTILiSYsVkNE1F3XrpVOVNXNZpg5kmgSEk5C09vfYARV9o0TUfEMFeRlFVTnkdZaBPkYN4yg/CyfPdP3c+KV8wB0oOcCwOLzrw70PCoWBnkLMjYH1K62/jpRgTT2oqVRxyBvIWi19opEkGjSfjE0Mtg6pkGN/KJZrbRaRCuozHCnciIqJAZ5CxKOQYKxw1+Lph1VQ0TUGYO8jaPBLRUGOREVE4O8DYmmOn5ORFQUDPI2jt7YZJATUVExyNu4Pcg5o5OIiolB3sahIJcK9+UkosJikLch4fjnH7M1TkQFxiBv52CQH/iYiKhoGORtiASANH48ErJFTkTFxSDvaC/I2SInouJikHciDHIiKj4GeSfNIAeDnIgKjEHegey3yKuOKyEiao9B3lFjtUMJGOREVFwM8k72u1bGOj+OiMghBnlHAkD2u1iIiIqICdWJBAA3kyCigmOQdyTY6ycnIioqBnknImyRE1HhMcg7YouciIqPQd6BAJ+PXCEiKiimVFdskRNRsTHIuxAGOREVXOS6AFuWz57p+znxynlAzUDPXXz+1b6fQ0Q0iJEJ8kFUFp52XQIRUVcjE+RsIRNRWbGPnIjIcwxyIiLPMciJiDzHICci8hyDnIjIcwxyIiLPMciJiDzHICci8pyoqv2TitwA8KH1Ew9mCcBN10XkrOzXyOvzX9mvsdfru09Vjx/9opMg94mInFPV067ryFPZr5HX57+yX+Ow18euFSIizzHIiYg8xyDv7iXXBVhQ9mvk9fmv7Nc41PWxj5yIyHNskRMReY5BTkTkOQZ5k4h8XUTeFZHLIvI7Lb5fFZE/bn7/xyJyyn6Vg+vh+r4tIjdE5Hzz3z9yUeegROSPROQzEbnY5vsiIv++ef1visiztmscVg/XeEZEbh14DX/Xdo3DEJF7ReQvReQdEXlbRL7T4jHevo49Xt9gr6Gqjvw/ACGADwA8AGAMwAUAjx95zD8B8L3mx98C8Meu6874+r4N4Pdd1zrENf4ygGcBXGzz/V8DcBaAAPgqgB+7rjmHazwD4M9d1znE9d0F4NnmxzMA3mvxe+rt69jj9Q30GrJF3vAVAJdV9Yqq7gL4AYAXjjzmBQD/qfnxnwD4VRERizUOo5fr85qq/j8AKx0e8gKA/6wNPwIwJyJ32akuGz1co9dU9Zqqvt78eAPAJQAnjjzM29exx+sbCIO84QSAjw58/jFu/wHvP0ZVEwC3ACxaqW54vVwfAPzt5tvVPxGRe+2UZk2vPwPf/Q0RuSAiZ0XkS66LGVSz6/IZAD8+8q1SvI4drg8Y4DVkkNOe/wXglKo+CeCH+PzdB/njdTTW4ngKwH8A8D8d1zMQEZkG8KcAfktV113Xk7Uu1zfQa8ggb7gK4GAL9J7m11o+RkQiAMcALFupbnhdr09Vl1W13vz0DwA8Z6k2W3p5jb2mquuqutn8+BUAFRFZclxWX0SkgkbIfV9V/6zFQ7x+Hbtd36CvIYO84ScAHhKR+0VkDI2bmS8feczLAP5+8+NfB/B/tXl3wgNdr+9IP+M30ei/K5OXAfy95qiHrwK4parXXBeVJRG5c+++jYh8BY2/b18aG2jW/ocALqnq77V5mLevYy/XN+hrGGVZqK9UNRGR3wTwF2iM8PgjVX1bRP4NgHOq+jIaL8B/EZHLaNxw+pa7ivvT4/X9MxH5JoAEjev7trOCByAi/w2NO/5LIvIxgH8NoAIAqvo9AK+gMeLhMoAagH/gptLB9XCNvw7gH4tIAmAbwLc8amwAwNcA/AaAt0TkfPNr/xLASaAUr2Mv1zfQa8gp+kREnmPXChGR5xjkRESeY5ATEXmOQU5E5DkGORGR5xjkRESeY5ATEXmOQU4EQEReFZFHmx8vtlvzm6iIGOREDQ+isT40ADwJ4C2HtRD1hUFOI09E7gNwVVVN80tPAnjTYUlEfWGQEwFP4XBwPwcGOXmEQU4EPA1gHABE5CE0dqFh1wp5g0FO1GiRByJyAcDvAngHny9ZTFR4XP2QRp6IvI/GprgbrmshGgRb5DTSRGQGgDLEyW9xVTAAAAAySURBVGdskRMReY4tciIizzHIiYg8xyAnIvIcg5yIyHMMciIizzHIiYg8xyAnIvLc/wcKGTj+yHnKQgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mus = 0, 1.5, 2.2\n",
    "data = [normal(mu, 1, 1000) for mu in mus]\n",
    "plt.violinplot(data, positions=mus)\n",
    "plt.xlabel(r\"$\\mu$\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split violin plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-25T07:40:22.685647Z",
     "start_time": "2020-05-25T07:40:22.418372Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips = sns.load_dataset(\"tips\")\n",
    "tips[\"percent\"] = tips.tip / tips.total_bill\n",
    "sns.violinplot(\"day\", \"percent\", \"sex\", data=tips, split=True, palette=[\"#e69f00\", \"#56b4e9\"], saturation=1, linewidth=1)\n",
    "plt.savefig(\"figs/sns_violin.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-25T07:41:54.723246Z",
     "start_time": "2020-05-25T07:41:54.528843Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bottom = 0\n",
    "for sex, df in tips.groupby(\"sex\", sort=False):\n",
    "    df = df.groupby(\"day\")[\"tip\"].mean().reset_index()\n",
    "    plt.bar(df[\"day\"], df[\"tip\"], 0.8, bottom, label=sex)\n",
    "    bottom = df[\"tip\"]\n",
    "plt.legend()\n",
    "plt.savefig(\"figs/plt_bar.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Geospatial plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T15:08:40.651659Z",
     "start_time": "2019-06-27T15:08:40.641575Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src="https://www.physik.uzh.ch/~python/python/lecture_visual/\&quot;data:text/html;charset=utf-8;base64,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\&quot;" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f98b80bc6a0>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "m = folium.Map(location=[47.3686, 8.5391])\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.111354Z",
     "start_time": "2019-06-27T14:40:12.846500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src="https://www.physik.uzh.ch/~python/python/lecture_visual/\&quot;data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
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    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x = d3.scale.linear()
              .domain([3.2, 10.3])
              .range([0, 400]);

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.legend = L.control({position: 'topright'});
    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.legend.addTo(map_4479cc9bc61f4df9b27081f175a571d5);

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.xAxis = d3.svg.axis()
        .scale(color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x)
        .orient("top")
        .tickSize(1)
        .tickValues([3.2000000000000002, 4.3833333333333337, 5.5666666666666664, 6.75, 7.9333333333333336, 9.1166666666666671, 10.300000000000001]);

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.svg = d3.select(".legend.leaflet-control").append("svg")
        .attr("id", 'legend')
        .attr("width", 450)
        .attr("height", 40);

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.g = color_map_31fcdfd51ad2495a979e8b33cb19bb9b.svg.append("g")
        .attr("class", "key")
        .attr("transform", "translate(25,16)");

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.g.selectAll("rect")
        .data(color_map_31fcdfd51ad2495a979e8b33cb19bb9b.color.range().map(function(d, i) {
          return {
            x0: i ? color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x(color_map_31fcdfd51ad2495a979e8b33cb19bb9b.color.domain()[i - 1]) : color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x.range()[0],
            x1: i < color_map_31fcdfd51ad2495a979e8b33cb19bb9b.color.domain().length ? color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x(color_map_31fcdfd51ad2495a979e8b33cb19bb9b.color.domain()[i]) : color_map_31fcdfd51ad2495a979e8b33cb19bb9b.x.range()[1],
            z: d
          };
        }))
      .enter().append("rect")
        .attr("height", 10)
        .attr("x", function(d) { return d.x0; })
        .attr("width", function(d) { return d.x1 - d.x0; })
        .style("fill", function(d) { return d.z; });

    color_map_31fcdfd51ad2495a979e8b33cb19bb9b.g.call(color_map_31fcdfd51ad2495a979e8b33cb19bb9b.xAxis).append("text")
        .attr("class", "caption")
        .attr("y", 21)
        .text('Unemployment Rate (%)');
    
            var layer_control_0cb4cd35def3438a93c29bac9b891dff = {
                base_layers : {
                    "openstreetmap" : tile_layer_1ac0eae1430d4f819ec3adaecdfb34fc,
                },
                overlays :  {
                    "choropleth" : choropleth_413c7b9162d845a482dfeec2d4af6211,
                },
            };
            L.control.layers(
                layer_control_0cb4cd35def3438a93c29bac9b891dff.base_layers,
                layer_control_0cb4cd35def3438a93c29bac9b891dff.overlays,
                {"autoZIndex": true, "collapsed": true, "position": "topright"}
            ).addTo(map_4479cc9bc61f4df9b27081f175a571d5);
        
</script>\&quot;" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f98d872a0f0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "\n",
    "url = 'https://raw.githubusercontent.com/python-visualization/folium/master/examples/data'\n",
    "state_geo = f'{url}/us-states.json'\n",
    "state_unemployment = f'{url}/US_Unemployment_Oct2012.csv'\n",
    "state_data = pd.read_csv(state_unemployment)\n",
    "\n",
    "m = folium.Map(location=[48, -102], zoom_start=3)\n",
    "\n",
    "folium.Choropleth(\n",
    "    geo_data=state_geo,\n",
    "    name='choropleth',\n",
    "    data=state_data,\n",
    "    columns=['State', 'Unemployment'],\n",
    "    key_on='feature.id',\n",
    "    fill_color='YlGn',\n",
    "    fill_opacity=0.7,\n",
    "    line_opacity=0.2,\n",
    "    legend_name='Unemployment Rate (%)'\n",
    ").add_to(m)\n",
    "\n",
    "folium.LayerControl().add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.359886Z",
     "start_time": "2019-06-27T14:40:13.114563Z"
    }
   },
   "outputs": [],
   "source": [
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.368839Z",
     "start_time": "2019-06-27T14:40:13.363658Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['naturalearth_cities', 'naturalearth_lowres', 'nybb']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geopandas.datasets.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.454241Z",
     "start_time": "2019-06-27T14:40:13.371385Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pop_est</th>\n",
       "      <th>continent</th>\n",
       "      <th>name</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>920938</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>8374.0</td>\n",
       "      <td>(POLYGON ((180 -16.06713266364245, 180 -16.555...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53950935</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>150600.0</td>\n",
       "      <td>POLYGON ((33.90371119710453 -0.950000000000000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603253</td>\n",
       "      <td>Africa</td>\n",
       "      <td>W. Sahara</td>\n",
       "      <td>ESH</td>\n",
       "      <td>906.5</td>\n",
       "      <td>POLYGON ((-8.665589565454809 27.65642588959236...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35623680</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1674000.0</td>\n",
       "      <td>(POLYGON ((-122.84 49.00000000000011, -122.974...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>326625791</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>USA</td>\n",
       "      <td>18560000.0</td>\n",
       "      <td>(POLYGON ((-122.84 49.00000000000011, -120 49....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "     pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
       "0     920938        Oceania                      Fiji    FJI      8374.0   \n",
       "1   53950935         Africa                  Tanzania    TZA    150600.0   \n",
       "2     603253         Africa                 W. Sahara    ESH       906.5   \n",
       "3   35623680  North America                    Canada    CAN   1674000.0   \n",
       "4  326625791  North America  United States of America    USA  18560000.0   \n",
       "\n",
       "                                            geometry  \n",
       "0  (POLYGON ((180 -16.06713266364245, 180 -16.555...  \n",
       "1  POLYGON ((33.90371119710453 -0.950000000000000...  \n",
       "2  POLYGON ((-8.665589565454809 27.65642588959236...  \n",
       "3  (POLYGON ((-122.84 49.00000000000011, -122.974...  \n",
       "4  (POLYGON ((-122.84 49.00000000000011, -120 49....  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "world.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.951802Z",
     "start_time": "2019-06-27T14:40:13.456856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f991a529438>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:13.963576Z",
     "start_time": "2019-06-27T14:40:13.955739Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['pop_est', 'continent', 'name', 'iso_a3', 'gdp_md_est', 'geometry'], dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T15:16:22.136045Z",
     "start_time": "2019-06-27T15:16:21.384431Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 5))\n",
    "ax = fig.gca()\n",
    "world = world[(world.pop_est>0) & (world.name!=\"Antarctica\")]\n",
    "world['gdp_per_cap'] = world.gdp_md_est / world.pop_est\n",
    "world.plot(column='gdp_per_cap', ax=ax, legend=True, cmap=\"OrRd\")\n",
    "plt.savefig(\"figs/geopandas_gdp_per_cap.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:15.548621Z",
     "start_time": "2019-06-27T14:40:14.783129Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f98d7a554e0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 5))\n",
    "ax = fig.gca()\n",
    "\n",
    "cities = geopandas.read_file(geopandas.datasets.get_path('naturalearth_cities'))\n",
    "world.plot(color='white', edgecolor='black', ax=ax)\n",
    "cities.plot(ax=ax, marker='*', color='green', markersize=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3D data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Contour plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:15.562236Z",
     "start_time": "2019-06-27T14:40:15.551601Z"
    }
   },
   "outputs": [],
   "source": [
    "import noise\n",
    "pnoise2 = np.vectorize(noise.pnoise2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:15.981339Z",
     "start_time": "2019-06-27T14:40:15.565983Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(-3, 3, 0.1)\n",
    "y = np.arange(-3, 3, 0.1)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "z = pnoise2(X, Y)\n",
    "plt.contour(X, Y, z)\n",
    "plt.savefig(\"figs/plt_contour.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:16.425673Z",
     "start_time": "2019-06-27T14:40:15.984466Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.contourf(X, Y, z, 20, cmap='RdGy')\n",
    "plt.savefig(\"figs/plt_contourf.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3D visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:18.433559Z",
     "start_time": "2019-06-27T14:40:16.429281Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "cmap = plt.cm.viridis\n",
    "x_, y_, z_ = X.flatten(), Y.flatten(), z.flatten()\n",
    "surf = ax.plot_trisurf(x_, y_, z_, cmap=cmap)\n",
    "plt.colorbar(surf)\n",
    "plt.savefig(\"figs/plt_trisurf.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ternary plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-25T10:17:56.654392Z",
     "start_time": "2020-06-25T10:17:56.297017Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ternary\n",
    "fig, tax = ternary.figure(scale=100)\n",
    "fig.set_size_inches(5, 5)\n",
    "k, n = 100, 50\n",
    "a = k * rand(n); b = (k - a) * rand(n)\n",
    "c = k - a - b\n",
    "tax.scatter(np.array([[a, b, c]]))\n",
    "tax.scatter([[20, 35, 45]])\n",
    "tax.right_corner_label(\"A\")\n",
    "tax.top_corner_label(\"B\")\n",
    "tax.left_corner_label(\"C\")\n",
    "tax.left_axis_label(\"c [%]\")\n",
    "tax.right_axis_label(\"b [%]\")\n",
    "tax.bottom_axis_label(\"a [%]\")\n",
    "tax.gridlines(multiple=20, color=\"gray\")\n",
    "tax.ticks(axis='lbr', multiple=20)\n",
    "tax.boundary(linewidth=1)\n",
    "tax.get_axes().axis('off')\n",
    "tax.savefig(\"figs/ternary.png\")\n",
    "tax.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4D data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scatterplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:19.172645Z",
     "start_time": "2019-06-27T14:40:18.436763Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "planets = sns.load_dataset(\"planets\")\n",
    "\n",
    "cmap = sns.cubehelix_palette(rot=-.2, as_cmap=True)\n",
    "ax = sns.scatterplot(x=\"distance\", y=\"orbital_period\",\n",
    "                     hue=\"year\", size=\"mass\",\n",
    "                     palette=cmap, sizes=(10, 200),\n",
    "                     data=planets)\n",
    "plt.savefig(\"figs/sns_scatterplot.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ND data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Parallel coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:19.933292Z",
     "start_time": "2019-06-27T14:40:19.179551Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas.plotting import parallel_coordinates\n",
    "\n",
    "iris = pd.read_csv(\"data/iris.csv\")\n",
    "parallel_coordinates(iris, \"Name\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-27T18:48:12.487758Z",
     "start_time": "2020-03-27T18:48:12.485686Z"
    }
   },
   "source": [
    "## Spider graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-27T19:17:34.113642Z",
     "start_time": "2020-03-27T19:17:33.044161Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from math import pi\n",
    " \n",
    "# Set data\n",
    "df = pd.DataFrame({\n",
    "'group': ['A','B','C','D'],\n",
    "'var1': [38, 1.5, 30, 4],\n",
    "'var2': [29, 10, 9, 34],\n",
    "'var3': [8, 39, 23, 24],\n",
    "'var4': [7, 31, 33, 14],\n",
    "'var5': [28, 15, 32, 14]\n",
    "})\n",
    " \n",
    "# ------- PART 1: Define a function that do a plot for one line of the dataset!\n",
    " \n",
    "def make_spider(row, title, color):\n",
    " \n",
    "    # number of variable\n",
    "    categories = list(df)[1:]\n",
    "    N = len(categories)\n",
    "\n",
    "    # What will be the angle of each axis in the plot? (we divide the plot / number of variable)\n",
    "    angles = [n / float(N) * 2 * pi for n in range(N)]\n",
    "    angles += angles[:1]\n",
    "\n",
    "    # Initialise the spider plot\n",
    "    ax = plt.subplot(2,2,row+1, polar=True, )\n",
    "\n",
    "    # If you want the first axis to be on top:\n",
    "    ax.set_theta_offset(pi / 2)\n",
    "    ax.set_theta_direction(-1)\n",
    "\n",
    "    # Draw one axe per variable + add labels labels yet\n",
    "    plt.xticks(angles[:-1], categories, color='grey', size=8)\n",
    "\n",
    "    # Draw ylabels\n",
    "    ax.set_rlabel_position(0)\n",
    "    plt.yticks([10,20,30], [\"10\",\"20\",\"30\"], color=\"grey\", size=7)\n",
    "    plt.ylim(0,40)\n",
    "\n",
    "    # Ind1\n",
    "    values=df.loc[row].drop('group').values.flatten().tolist()\n",
    "    values += values[:1]\n",
    "    ax.plot(angles, values, color=color, linewidth=2, linestyle='solid')\n",
    "    ax.fill(angles, values, color=color, alpha=0.4)\n",
    "\n",
    "    # Add a title\n",
    "    plt.title(title, size=11, color=color, y=1.1)\n",
    "\n",
    "# ------- PART 2: Apply to all individuals\n",
    "# initialize the figure\n",
    "my_dpi=96\n",
    "plt.figure(figsize=(1000/my_dpi, 1000/my_dpi), dpi=my_dpi)\n",
    "\n",
    "# Create a color palette:\n",
    "my_palette = plt.cm.get_cmap(\"Set2\", len(df.index))\n",
    " \n",
    "# Loop to plot\n",
    "for row in range(0, len(df.index)):\n",
    "    make_spider( row=row, title='group '+df['group'][row], color=my_palette(row))\n",
    "plt.savefig(\"figs/plt_radar.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pairplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-28T05:52:26.243814Z",
     "start_time": "2019-06-28T05:52:26.240123Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth', 'Name'], dtype='object')"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:29.710936Z",
     "start_time": "2019-06-27T14:40:19.936853Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 823.5x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, diag_kind=\"kde\", hue=\"Name\")\n",
    "plt.savefig(\"figs/sns_pairplot.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining and styling plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:29.722110Z",
     "start_time": "2019-06-27T14:40:29.714179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fast',\n",
       " 'tableau-colorblind10',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-deep',\n",
       " 'grayscale',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-poster',\n",
       " 'Solarize_Light2',\n",
       " 'seaborn-white',\n",
       " 'fivethirtyeight',\n",
       " 'seaborn',\n",
       " 'seaborn-whitegrid',\n",
       " 'seaborn-dark',\n",
       " 'bmh',\n",
       " 'dark_background',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-talk',\n",
       " '_classic_test',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-pastel',\n",
       " 'ggplot',\n",
       " 'classic',\n",
       " 'LHCb']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:30.242358Z",
     "start_time": "2019-06-27T14:40:29.725776Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with plt.style.context('ggplot'):\n",
    "    plt.plot(x, y)\n",
    "    plt.savefig(\"figs/plt_line_ggplot.pdf\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:30.252447Z",
     "start_time": "2019-06-27T14:40:30.246994Z"
    }
   },
   "outputs": [],
   "source": [
    "# plt.style.use(\"LHCb\")\n",
    "# with plt.style.context('LHCb'):\n",
    "#     plt.plot(x, y)\n",
    "#     plt.savefig(\"figs/plt_line_lhcb.pdf\")\n",
    "#     plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-28T05:24:36.847930Z",
     "start_time": "2019-06-28T05:24:36.842176Z"
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "x = np.arange(0, 10, 0.01)\n",
    "y = np.random.randn(len(x)).cumsum()\n",
    "d = np.diff(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-28T05:06:22.409055Z",
     "start_time": "2019-06-28T05:06:22.403692Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.subplot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:30.911511Z",
     "start_time": "2019-06-27T14:40:30.269246Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/spV573ye/rZHAdjxo6FbndUffElRYxuNTALf98jHRlU/0fEC0eZDAJjx5hvzpv6nOTtvnY0nCv8vY1wGfdnVHnSWkrdIiVVVAp/x5huA/Ak1xZDq3QnA/kf/ht5tdw3s9h7Jb4FH6luI1M4g2lh4Y4nY7DcQqWkuWFZK0Yb0glvJ/ZtGrNu3/QFa7ziM3i0/pm7RuUQbFzDtjV8tWLdzw/8rWozZjZmD8ewzT/1h0d5bRAqrqgQeqZudnVK//SYb88SVYeWsA9K3bRUEXShmhXuQInUtBa/XzjulOPGMUbRp8ajrJvYOTIStaTkBgLqDzqD2oLOG1C3mrNee59MPg2e//bfMOOWmgmufi0hxVVUCB4jNeG32uG/bhAa1ZOV2yViskd7M+0aG9oED1M4/ueD16Sd+q+D1cqhbMnSSa8+WW4nv/nPetdwlAHKPI4NWTQTo2XQjvS/dSf+u1XRvupFUb9uoYnFP0far5XQ9+10A+nc9nC2rnXcKjYdfPqr3EZGJqYot1XLVH3xJdgGkxL5nGMfs/CFyh9/1vvJbkvueSZ8UmE4P0Hj0VfRsvhkwahedReMRHyHVu3NIn3k51bScQN+2O/MePu79fXoMe+4IGnJ2vOl79V6aj/18cJb+ro7NOpZE+xMApPraaH9goE+/47H/zfyVOw8YR3zvRjzRRXz3OuKPrGP/Ix+lZt6bs+VabVCkfKquBd50zMAQwu5NN+aVdW38F/p2/MeY3zO3qyCbvAl20SnAzGi5cC0tF65h+vFfJjZtKbVzh6wSUFaxmen/mWQmFBVa28RTyfwlAHK7oILdghoOv2LYkTSp3l0jxtH2y2Xs/vUJedfiQQs8M1xRRMqj6lrgFh3YYqxuUf7aIvsfTU9Xz2txjqB326+HTCzJiDQsGEeElZF5kLnnnjNoPOqvqV34tmyZp5Ls+d15Q1YsjM04OqdOut8/UtNMy0WP03bn64oe4+C/LxEpraprgQPMe1ewoNUYdqdv//37aPv10FZy+/0X5u34kyvWPPZd4islUjcHAE900rXhG3n92/HdawsuN5vbZ++JTiDdSq6ZdQzR6UcOqR+bfRx7fnd+em30eBedT36dvQ9fOfAeI2ztNvPUm8f2hxKRCanKBB5tWkykYWFe33V28s0werfcMmTzgMGjWOa9K39Tg3KtE1IMmTHyGbmfzXDDLi3WkD1uOHQlANGmQ4LC/L/6+kMuxeP76Xs5PS+rf8cDdKz7n/TkdGN1P/eDA8aYGa8uIuVRlQkcINWznZ7nvp+dXp/Y80S2rPPJr6VbiQfYfBjI2yA50rSEaNOS7BZojUdeOWQ3nWoWqZuZd95+/0XZ4/4dDw6p33DEX+WdNx75Eea+c0t2hI3lJPC579iMJ7vTszUDhTa06CowbjxSP5+aeafQePQnRvknEZFiqdoEntGz9XYAUjktzo516d3b4sFoikTni9myeM446FTfwBZpmQd6Tcf8d4DsBhKTQdeGbw65NvPkG4dci03LWT43eJA5+6z7iE1/TbblneHxoQtnNRz2viHXph3/ZVrO+09mrPj2WMMWkQmq+gSemYQzeIsugFSwhOn+1QOtv0T7UwPlOXtcZqaWN7/hi8y/bO+QFm0YZNYFH86c8x4h0ngQs99+zyjeLf1Xn5k4NVj7g3+ZPc50RXl8f16dhVc4jUeWf3EvEUmr2gSemVbf+fjfs/0mI1lgo4dEMLW87+W7stdyk4znJPDMiAyzSMFJLWHQdPRHD1gem34E89/9CnWLhs66HCIzXjvoSinUus4KhiZ2Pf2PAMw++wFaLn5y5HuISElVbQJvPPIjI9bp3/mfAESbBrZqS8U7smuddD51HQB1B/8l00/4RgmiLL/6Q94ZHBlNx3wur2wsD2Xrgqn1mYejzW/4u2HrJrtfzn/twrdSM6v4wxBFZGyqNoEXUn/oe/PO+1+9l+5N3yPZNTC6pGPNZ9jxwxr6XrmHvm2/AmD68utC2+oebOZbfsy8lbtYcHmS2PQj8srG8lB22nH/wNx3PEcs6FqKTT+cGSf/gJaLn4JIXV7d1p8fSXzvxokHLyJFFaoEHm08iPmX7WX+yoFhc/seLtxS33PfOdnjYq57XWkWrSVaPxczI9I0sKPdWGdBWiQ6ZA/OxiM+SM2sY1j4gaHLzMZz1jsRkepQ1Qm8ful78i9EaojUziBS38LMt9w66veJhGi891jULTqbmafdxoxTbip5n3R/62ogf6kDEamsqk7gM99yS9557kSRwSsGjjRCYzIyi9Bw6HtoPPzy/CGCxXjv2vQonbqDL8FiTdl1Y6Yd96Wi3kdExq+qE7hFotTMfVP2PDuLkIGp5RmNh3+Aee9+hfpDLs27PueC/NmZMjqZLpnYzGV4oguL1kGkNm92p4hUVtUtZjVYy/kP46k4PS/8hIbDLsteHzJtO1JHtPEgZr31p2y/aeBhXm1L/sp5Mjpzzr6fvlfvze4bmuzejkVqR3iViJRTVbfAMyxSQ+Nr3pc3/TvXtOO/krcOtQWt83nv3l6W+Caj2IyjaHrtJ4nUpz/L3q0/yS6IJSLVIRQJfDjpta1jNB97dd71uRc/xdx3bCLaGJ7lYqtVpHZyPgAWmQxCncBnnvJvLPhA/5Dr0cYFQ8ZIy/hEasO35IDIVBHqBA5jm7wiY2c5CXzB+4q3CbKITFzoE7iUVu4kKI1AEakuSuByQFYzvdIhiMgwlMDlgCxS9SNNRaYsJXARkZBS80pGNPvsB9X/LVKFlMBlRHULT690CCJSgLpQRERCSglcRCSkLLNhbVluZtYKvDhMcQvQVrZghlctcYBiKeRAcRzi7nPLGYxIJZU1gR+Ima119+WKY4Biqd44RKqBulBEREJKCVxEJKSqKYHfUOkAAtUSByiWQqolDpGKq5o+cBERGZtqaoGLiMgYKIGLiIRUWRO4mZ1jZs+a2WYzu7pAeZ2Z/SQof9TMlpYojiVm9qCZPW1mG8zsUwXqnG5m+8xsffDzhVLEEtxrq5k9GdxnbYFyM7N/Dj6XJ8zs+BLEcFTOn3W9me03s08PqlOyz8TMfmBmu8zsqZxrs83sPjN7Lvg9a5jXXh7Uec7MLi9WTCJVz93L8gNEgeeBw4Ba4HFg2aA6Hwe+ExyvBH5SolgWAscHx9OATQViOR34dZk+m61AywHKzwN+AxiwAni0DH9XO0hPjCnLZwK8BTgeeCrn2teBq4Pjq4GvFXjdbGBL8HtWcDyrHH9v+tFPpX/K2QI/Edjs7lvcvR+4Dbh4UJ2LgZuD458BZ1gJ9kxz9+3u/lhw3AFsBBYV+z5FdDHwQ09bDcw0s4UlvN8ZwPPuPtys2aJz998DewZdzv33cDNwSYGXng3c5+573L0duA84p2SBilSRcibwRcC2nPOXGZo0s3XcPQHsA+aUMqigm+Y44NECxW8ys8fN7DdmdkwJw3DgXjNbZ2ZXFigfzWdXTCuBW4cpK9dnAjDf3bcHxzuA+QXqlPuzEakaU3o5WTNrBu4APu3u+wcVP0a6C6HTzM4DfgmUaqv7U9z9FTObB9xnZs8ELdKyM7Na4CLg8wWKy/mZ5HF3NzONeRXJUc4W+CvAkpzzxcG1gnXMLAbMAHaXIhgzqyGdvG9x958PLnf3/e7eGRzfDdSYWUspYnH3V4Lfu4BfkO5uyjWaz65YzgUec/edBeIs22cS2JnpKgp+7ypQp5yfjUhVKWcCXwMcYWaHBq28lcCqQXVWAZlRBJcCD7h70VtdQb/694GN7v7NYeosyPS/m9mJpD+ron+ZmFmTmU3LHANnAU8NqrYK+EAwGmUFsC+na6HY3ssw3Sfl+kxy5P57uBy4s0Cde4CzzGxWMErlrOCayORXziempEdTbCI9GuWa4Nq1wEXBcT3wU2Az8CfgsBLFcQrpfucngPXBz3nAR4GPBnWuAjaQHi2zGnhziWI5LLjH48H9Mp9LbiwGXB98bk8Cy0sUSxPphDwj51pZPhPSXxrbgTjpfuwPk37+cT/wHPA7YHZQdznwvZzXfij4N7MZ+GA5/03rRz+V/NFUehGRkNJMTBGRkFICFxEJKSVwEZGQmtLjwEWKoaWlxZcuXVrpMGQSW7duXZsX2O9VCVxkgpYuXcratUPWIBMpGjMruKyFulBEREJKCVxEJKSUwEVEQkp94CJSEttvGn4l6IVXaAJhMagFLiISUkrgIiIhpQQuIhJSSuAypYy0sXZOvXeamZvZ8nLGJzIWSuAyZZhZlPSyvOcCy4D3mtmyAvWmAZ+i8DZ7IlVDCVymktFsrA3wJeBrQG85gxMZKyVwmUpG3ADZzI4Hlrj7XQd6IzO70szWmtna1tbW4kcqMgpK4CIBM4sA3wQ+O1Jdd7/B3Ze7+/K5c4esMSRSFkrgMpWMtAHyNOB1wENmthVYAazSg0ypVkrgMpUccGNtd9/n7i3uvtTdl5Le9/Mid9dSg1KVlMBlynD3BOmNme8BNgK3u/sGM7vWzC6qbHQiY6e1UGRKcfe7gbsHXfvCMHVPL0dM1U5rmlQvJXARKbvhvhT0hTA26kIREQkpJXARkZBSAhcRCSklcBGRkFICFxEJKSVwEZGQUgIXEQkpJXARkZDSRB4RGbcDzdKU0lMLXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpLQaoYhoVcGQUgtcRCSk1AIXkapxoP8JLLzCyxhJOKgFLiISUkrgIiIhpQQuIhJSSuAiIiGlBC4iElJK4CIiIaUELiISUkrgIiIhpQQuU4qZnWNmz5rZZjO7ukD5Z8zsaTN7wszuN7NDKhGnyGgogcuUYWZR4HrgXGAZ8F4zWzao2p+B5e5+LPAz4OvljVJk9JTAZSo5Edjs7lvcvR+4Dbg4t4K7P+ju3cHpamBxmWMUGTUlcJlKFgHbcs5fDq4N58PAbwoVmNmVZrbWzNa2trYWMUSR0VMCFynAzN4HLAeuK1Tu7je4+3J3Xz537tzyBicS0GqEMpW8AizJOV8cXMtjZmcC1wCnuXtfmWITGTO1wGUqWQMcYWaHmlktsBJYlVvBzI4Dvgtc5O67KhCjyKgpgcuU4e4J4CrgHmAjcLu7bzCza83soqDadUAz8FMzW29mq4Z5O5GKUxeKTCnufjdw96BrX8g5PrPsQYmMkxK4yBShfS8nHyVwEQkFbbc2lPrARURCSglcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSglcRCSklMBFREJKMzFFJPSm6ixNtcBFREJKCVxEJKSUwEVEQkoJXEQkpJTARURCSqNQRCYRbdowtagFLiISUkrgIiIhpQQuIhJS6gMXkUltMs/SVAtcRCSklMBFREJKCVxEJKSUwEVEQkoJXEQkpDQKRSRkNNtSMtQCFxEJKSVwEZGQUgIXEQkp9YGLyJQV9lmaaoGLiISUWuAiIgWEoXWuFriISEipBS5TipmdA/wTEAW+5+5fHVReB/wQeCOwG3iPu28td5wa6y2joQQuU4aZRYHrgbcDLwNrzGyVuz+dU+3DQLu7H25mK4GvAe8pRTxK0jJRSuAylZwIbHb3LQBmdhtwMZCbwC8Gvhgc/wz4tpmZu4+r01NJenIab/94sfvVlcBlKlkEbMs5fxk4abg67p4ws33AHKAtt5KZXQlcGZx2mtmzJYl4dFoYFF8VmXqxfXCcX9r5rxsc2yGFXqIELjIO7n4DcEOl4wAws7XuvrzScRSi2MZntLFpFIpMJa8AS3LOFwfXCtYxsxgwg/TDTJGqowQuU8ka4AgzO9TMaoGVwKpBdVYBlwfHlwIPjLf/W6TU1IUiU0bQp30VcA/pYYQ/cPcNZnYtsNbdVwHfB/7dzDYDe0gn+WpXFV05w1Bs4zOq2EyNCxGRcFIXiohISCmBi4iElBK4SMiZ2XVm9oyZPWFmvzCzmVUQ0zlm9qyZbTazqysdT4aZLTGzB83saTPbYGafqnRMg5lZ1Mz+bGa/HqmuErhI+N0HvM7djwU2AZ+vZDA5SxacCywD3mtmyyoZU44E8Fl3XwasAD5RRbFlfArYOJqKSuAiIefu97p7IjhdTaYbrFUAAAFRSURBVHp8eyVllyxw934gs2RBxbn7dnd/LDjuIJ0oF1U2qgFmthg4H/jeaOorgYtMLh8CflPhGAotWVA1STLDzJYCxwGPVjaSPP8I/C2QGk1ljQMXCQEz+x2woEDRNe5+Z1DnGtJdBLeUM7YwMrNm4A7g0+6+v9LxAJjZBcAud19nZqeP5jVK4CIh4O5nHqjczK4ALgDOqIKZo6NZsqBizKyGdPK+xd1/Xul4cpwMXGRm5wH1wHQz+5G7v2+4F2gij0jIBZtUfBM4zd1bqyCeGOmHqWeQTtxrgMvcfUNFAwPMzICbgT3u/ulKxzOcoAX+OXe/4ED11AcuEn7fBqYB95nZejP7TiWDCR6oZpYs2AjcXg3JO3Ay8H7gbcFntT5o8YaSWuAiIiGlFriISEgpgYuIhJQSuIhISCmBi4iElBK4iEhIKYGLiISUEriISEj9F9DTer+8oIAiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(2, 2, 1)\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.hist(d, bins=20, density=True)\n",
    "\n",
    "plt.savefig(\"figs/plt_subplot.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-28T05:07:47.298098Z",
     "start_time": "2019-06-28T05:07:47.292394Z"
    }
   },
   "outputs": [],
   "source": [
    "plt.subplots?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:32.239210Z",
     "start_time": "2019-06-27T14:40:30.915361Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "axes[0,0].plot(x, y)\n",
    "axes[1,1].hist(d, bins=20, density=True)\n",
    "plt.savefig(\"figs/plt_subplots.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Picture-in Picture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-28T05:24:40.262539Z",
     "start_time": "2019-06-28T05:24:39.852408Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x, y)\n",
    "plt.axes([0.2, .6, .2, .2])\n",
    "plt.hist(d, bins=20, density=True)\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.savefig(\"figs/plt_pip.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:33.126327Z",
     "start_time": "2019-06-27T14:40:32.633716Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "x = np.linspace(-5, 5)\n",
    "y = 2*x + 3\n",
    "y2 = x**2\n",
    "\n",
    "ax1 = plt.gca()\n",
    "ax1.plot(x, y)\n",
    "ax1.set_ylabel(\"Linear\")\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x, y2)\n",
    "ax2.set_ylabel(\"Quadratic\")\n",
    "\n",
    "plt.savefig(\"figs/plt_twinx.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Networks and Natural Language Processing (NLP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:59.550235Z",
     "start_time": "2019-06-30T18:50:59.546131Z"
    }
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import nltk\n",
    "from nltk.util import ngrams\n",
    "import matplotlib\n",
    "\n",
    "from collections import Counter, defaultdict\n",
    "from operator import itemgetter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:05.436181Z",
     "start_time": "2019-06-30T18:50:05.204203Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if not cb.iterable(width):\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = nx.cubical_graph()\n",
    "nx.draw(G)\n",
    "plt.savefig(\"figs/networkx_cubical.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:06.689941Z",
     "start_time": "2019-06-30T18:50:06.682965Z"
    }
   },
   "outputs": [],
   "source": [
    "ignore = {\",\", \".\", \"``\", \"''\", \"'\", \"'s\", \"?\", \"!\", \"-\", \"--\", \"...\", \";\"}\n",
    "\n",
    "def get_words(file_name, encoding=\"utf-8\"):\n",
    "    with open(file_name, encoding=encoding) as f:\n",
    "        for line in f:\n",
    "            if not line:\n",
    "                continue\n",
    "            for word in nltk.word_tokenize(line.strip()):\n",
    "                if word not in ignore:\n",
    "                    yield word.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:08.351232Z",
     "start_time": "2019-06-30T18:50:07.466634Z"
    }
   },
   "outputs": [],
   "source": [
    "words = list(get_words(\"data/Harry Potter and the Sorcerer.txt\", 'iso-8859-1'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:09.206595Z",
     "start_time": "2019-06-30T18:50:09.193709Z"
    }
   },
   "outputs": [],
   "source": [
    "counter = Counter(words)\n",
    "w, c = zip(*counter.most_common(15))\n",
    "c = np.array(c) / len(words) * 100."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:10.038766Z",
     "start_time": "2019-06-30T18:50:09.839734Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(w, c)\n",
    "plt.ylabel(\"Relative frequency [%]\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:13.588485Z",
     "start_time": "2019-06-30T18:50:12.586774Z"
    }
   },
   "outputs": [],
   "source": [
    "words = list(filter(lambda word: len(word) > 3, get_words(\"data/Harry Potter and the Sorcerer.txt\", 'iso-8859-1')))\n",
    "counter = Counter(words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:50:13.592890Z",
     "start_time": "2019-06-30T18:50:13.590527Z"
    }
   },
   "outputs": [],
   "source": [
    "from itertools import islice"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\phi=\\frac{n_{11}n_{00}-n_{10}n_{01}}{\\sqrt{n_{1\\cdot}n_{0\\cdot}n_{\\cdot0}n_{\\cdot1}}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def phi(word1, word2, counter, digram_graph):\n",
    "    n1tot = \n",
    "    n11 = digram_graph[word1][word2]\n",
    "    n00 = sum(counter.values()) - "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:51:05.411712Z",
     "start_time": "2019-06-30T18:51:05.196713Z"
    }
   },
   "outputs": [],
   "source": [
    "g = nx.Graph()\n",
    "g.add_nodes_from((word, {\"size\": freq}) for word, freq in counter.items())\n",
    "\n",
    "digram_graph = defaultdict(Counter)\n",
    "for word1, word2 in ngrams(words, 2):\n",
    "    digram_graph[word1][word2] += 1\n",
    "    digram_graph[word2][word1] += 1\n",
    "\n",
    "digrams = Counter(tuple(sorted(x)) for x in ngrams(words, 2)).items()\n",
    "\n",
    "g.add_edges_from((*pair, {\"weight\": freq / counter[pair[0]]}) for pair, freq in digrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-30T18:51:09.167583Z",
     "start_time": "2019-06-30T18:51:08.550691Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(collections.Counter,\n",
       "            {'harry': Counter({'potter': 40,\n",
       "                      'their': 3,\n",
       "                      'dursley': 1,\n",
       "                      'called': 7,\n",
       "                      'come': 5,\n",
       "                      'never': 13,\n",
       "                      'howard': 1,\n",
       "                      'nasty': 3,\n",
       "                      'could': 48,\n",
       "                      'kill': 3,\n",
       "                      'heaven': 1,\n",
       "                      'survive': 1,\n",
       "                      'bring': 1,\n",
       "                      'aunt': 2,\n",
       "                      'sweets': 1,\n",
       "                      'known': 2,\n",
       "                      'about': 9,\n",
       "                      'every': 1,\n",
       "                      'hiding': 1,\n",
       "                      'underneath': 1,\n",
       "                      'took': 8,\n",
       "                      'arms': 2,\n",
       "                      'over': 5,\n",
       "                      'gave': 4,\n",
       "                      'little': 3,\n",
       "                      'live': 1,\n",
       "                      'laid': 1,\n",
       "                      'gently': 1,\n",
       "                      'inside': 4,\n",
       "                      'blankets': 1,\n",
       "                      'luck': 3,\n",
       "                      'murmured': 2,\n",
       "                      'happen': 1,\n",
       "                      'voices': 1,\n",
       "                      'house': 3,\n",
       "                      'noise': 1,\n",
       "                      'woke': 4,\n",
       "                      'screeched': 1,\n",
       "                      'heard': 11,\n",
       "                      'said': 163,\n",
       "                      'well': 6,\n",
       "                      'birthday': 2,\n",
       "                      'groaned': 1,\n",
       "                      'forgotten': 2,\n",
       "                      'slowly': 3,\n",
       "                      'them': 14,\n",
       "                      'used': 1,\n",
       "                      'mystery': 1,\n",
       "                      'dudley': 8,\n",
       "                      'punching': 2,\n",
       "                      'catch': 3,\n",
       "                      'look': 8,\n",
       "                      'cupboard': 3,\n",
       "                      'always': 2,\n",
       "                      'than': 3,\n",
       "                      'thin': 1,\n",
       "                      'thing': 4,\n",
       "                      'liked': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'turning': 2,\n",
       "                      'that': 37,\n",
       "                      'needed': 1,\n",
       "                      'haircut': 1,\n",
       "                      'must': 5,\n",
       "                      'place': 1,\n",
       "                      'frying': 1,\n",
       "                      'angel': 1,\n",
       "                      'often': 1,\n",
       "                      'like': 8,\n",
       "                      'plates': 1,\n",
       "                      'face': 9,\n",
       "                      'while': 3,\n",
       "                      'uncle': 2,\n",
       "                      'head': 8,\n",
       "                      'direction': 2,\n",
       "                      'horror': 4,\n",
       "                      'heart': 5,\n",
       "                      'year': 2,\n",
       "                      'left': 8,\n",
       "                      'away': 7,\n",
       "                      'hated': 2,\n",
       "                      'furiously': 3,\n",
       "                      'though': 9,\n",
       "                      'this': 12,\n",
       "                      'knew': 11,\n",
       "                      'here': 6,\n",
       "                      'hopefully': 1,\n",
       "                      'they': 12,\n",
       "                      'shot': 1,\n",
       "                      'later': 4,\n",
       "                      'taken': 4,\n",
       "                      'aside': 2,\n",
       "                      'close': 4,\n",
       "                      'warning': 2,\n",
       "                      'honestly..': 1,\n",
       "                      'around': 8,\n",
       "                      'just': 13,\n",
       "                      'tired': 1,\n",
       "                      'coming': 2,\n",
       "                      'silly': 1,\n",
       "                      'spent': 3,\n",
       "                      'would': 10,\n",
       "                      'relief': 2,\n",
       "                      'punished': 1,\n",
       "                      'much': 3,\n",
       "                      'surprise': 3,\n",
       "                      'from': 7,\n",
       "                      'headmistress': 1,\n",
       "                      'been': 7,\n",
       "                      'doors': 1,\n",
       "                      'supposed': 2,\n",
       "                      'work': 1,\n",
       "                      'council': 2,\n",
       "                      'bank': 2,\n",
       "                      'were': 15,\n",
       "                      'remembering': 2,\n",
       "                      'yelled': 4,\n",
       "                      'only': 6,\n",
       "                      'asked': 24,\n",
       "                      'what': 21,\n",
       "                      'either': 1,\n",
       "                      'thought': 24,\n",
       "                      'blond': 1,\n",
       "                      'best': 4,\n",
       "                      'another': 6,\n",
       "                      'allowed': 2,\n",
       "                      'first': 4,\n",
       "                      'felt': 24,\n",
       "                      'moved': 5,\n",
       "                      'with': 20,\n",
       "                      'winked': 2,\n",
       "                      'stared': 10,\n",
       "                      'know': 17,\n",
       "                      'anyway': 4,\n",
       "                      'glass': 1,\n",
       "                      'peered': 2,\n",
       "                      'again': 4,\n",
       "                      'read': 4,\n",
       "                      'behind': 4,\n",
       "                      'made': 7,\n",
       "                      'ribs': 1,\n",
       "                      'fell': 4,\n",
       "                      'gasped': 10,\n",
       "                      'past': 2,\n",
       "                      'gibber': 1,\n",
       "                      'seen': 4,\n",
       "                      'worst': 1,\n",
       "                      'least': 1,\n",
       "                      'enough': 2,\n",
       "                      'talking': 1,\n",
       "                      'starting': 2,\n",
       "                      'angry': 2,\n",
       "                      'brandy': 1,\n",
       "                      'dark': 2,\n",
       "                      'younger': 1,\n",
       "                      'dreamed': 1,\n",
       "                      'asking': 1,\n",
       "                      'second': 3,\n",
       "                      'tried': 11,\n",
       "                      'school': 5,\n",
       "                      'everybody': 1,\n",
       "                      'earned': 1,\n",
       "                      'longest-ever': 1,\n",
       "                      'crutches': 1,\n",
       "                      'glad': 2,\n",
       "                      'sport': 1,\n",
       "                      'hunting': 1,\n",
       "                      'there': 12,\n",
       "                      'other': 7,\n",
       "                      'told': 18,\n",
       "                      'want': 6,\n",
       "                      'poor': 1,\n",
       "                      'leaving': 2,\n",
       "                      'mrs.': 1,\n",
       "                      'before': 7,\n",
       "                      'watch': 4,\n",
       "                      'grown-up': 1,\n",
       "                      'trust': 1,\n",
       "                      'when': 16,\n",
       "                      'went': 11,\n",
       "                      'looked': 25,\n",
       "                      'finished': 3,\n",
       "                      'seriously': 1,\n",
       "                      'uniform': 1,\n",
       "                      'make': 4,\n",
       "                      'mail': 4,\n",
       "                      'dodged': 3,\n",
       "                      'letter': 5,\n",
       "                      'harry': 32,\n",
       "                      'picked': 5,\n",
       "                      'trembling': 1,\n",
       "                      'purple': 1,\n",
       "                      'joke': 1,\n",
       "                      'suddenly': 10,\n",
       "                      'something': 7,\n",
       "                      'point': 1,\n",
       "                      'trying': 5,\n",
       "                      'envelope': 1,\n",
       "                      'move': 3,\n",
       "                      'both': 3,\n",
       "                      'glasses': 2,\n",
       "                      'visited': 1,\n",
       "                      'moment': 2,\n",
       "                      'angrily': 1,\n",
       "                      'painful': 1,\n",
       "                      'questions': 2,\n",
       "                      'trip': 1,\n",
       "                      'sighed': 1,\n",
       "                      'back': 13,\n",
       "                      'thinking': 1,\n",
       "                      'nice': 1,\n",
       "                      'hall': 2,\n",
       "                      'right': 8,\n",
       "                      'grabbed': 3,\n",
       "                      'wheezed': 1,\n",
       "                      'walked': 5,\n",
       "                      'morning': 2,\n",
       "                      'turned': 11,\n",
       "                      'door': 5,\n",
       "                      'leapt': 2,\n",
       "                      'realized': 3,\n",
       "                      'exactly': 1,\n",
       "                      'shouted': 4,\n",
       "                      'shuffled': 1,\n",
       "                      'vernon': 2,\n",
       "                      'arrived': 3,\n",
       "                      'letters': 1,\n",
       "                      'found': 5,\n",
       "                      'amazement': 4,\n",
       "                      'ducked': 1,\n",
       "                      'seized': 3,\n",
       "                      'shared': 1,\n",
       "                      'snored': 1,\n",
       "                      'stayed': 1,\n",
       "                      'cokeworth': 1,\n",
       "                      'reminded': 4,\n",
       "                      'tuesday': 1,\n",
       "                      'eleventh': 1,\n",
       "                      'privately': 2,\n",
       "                      'eleven': 1,\n",
       "                      'minutes': 3,\n",
       "                      'shivered': 3,\n",
       "                      'bolt': 1,\n",
       "                      'giant': 1,\n",
       "                      'squashed': 1,\n",
       "                      'opened': 3,\n",
       "                      'written': 1,\n",
       "                      'icing': 1,\n",
       "                      'shook': 8,\n",
       "                      'whole': 1,\n",
       "                      'light': 3,\n",
       "                      'sausages': 1,\n",
       "                      'hungry': 2,\n",
       "                      'hagrid': 16,\n",
       "                      'sorry': 4,\n",
       "                      'anything': 6,\n",
       "                      'wildly': 1,\n",
       "                      'fixing': 1,\n",
       "                      'eagerly': 2,\n",
       "                      'wizard': 3,\n",
       "                      'stretched': 1,\n",
       "                      'given': 3,\n",
       "                      'telephone': 1,\n",
       "                      'interested': 1,\n",
       "                      'gone': 3,\n",
       "                      'scandal': 1,\n",
       "                      'happened': 1,\n",
       "                      'gargoyles': 1,\n",
       "                      'people': 1,\n",
       "                      'down': 6,\n",
       "                      'suggested': 3,\n",
       "                      'days': 1,\n",
       "                      'famous': 2,\n",
       "                      'ever': 3,\n",
       "                      'going': 4,\n",
       "                      'mind': 5,\n",
       "                      'jumped': 6,\n",
       "                      'floor': 4,\n",
       "                      'meanwhile': 1,\n",
       "                      'question': 2,\n",
       "                      'disappeared': 2,\n",
       "                      'eyes': 8,\n",
       "                      'instead': 1,\n",
       "                      'constrictor': 1,\n",
       "                      'curly': 1,\n",
       "                      'under': 3,\n",
       "                      'threw': 4,\n",
       "                      'alley': 1,\n",
       "                      'mumbled': 2,\n",
       "                      'beak': 1,\n",
       "                      'scrambled': 2,\n",
       "                      'loudly': 4,\n",
       "                      'finally': 2,\n",
       "                      'pulled': 9,\n",
       "                      'ones': 1,\n",
       "                      'counted': 1,\n",
       "                      'held': 1,\n",
       "                      'lots': 1,\n",
       "                      'goblins': 2,\n",
       "                      'dropped': 2,\n",
       "                      'gringotts': 3,\n",
       "                      'then': 9,\n",
       "                      'followed': 4,\n",
       "                      'boat': 1,\n",
       "                      'still': 6,\n",
       "                      'giving': 3,\n",
       "                      'eager': 1,\n",
       "                      'summat': 1,\n",
       "                      'prophet': 1,\n",
       "                      'learned': 2,\n",
       "                      'magic': 2,\n",
       "                      'blimey': 2,\n",
       "                      'everyone': 2,\n",
       "                      'station': 4,\n",
       "                      'things': 2,\n",
       "                      'panting': 1,\n",
       "                      'bills': 1,\n",
       "                      'stitches': 1,\n",
       "                      'need': 4,\n",
       "                      'unfolded': 1,\n",
       "                      'london': 2,\n",
       "                      'wondered': 3,\n",
       "                      'easily': 1,\n",
       "                      'keep': 4,\n",
       "                      'cooked': 1,\n",
       "                      'unbelievable': 1,\n",
       "                      'pointed': 2,\n",
       "                      'fact': 1,\n",
       "                      'most': 1,\n",
       "                      'hand': 5,\n",
       "                      'shoulder': 1,\n",
       "                      'making': 1,\n",
       "                      'knees': 3,\n",
       "                      'peering': 1,\n",
       "                      'bartender': 1,\n",
       "                      'toward': 2,\n",
       "                      'dedalus': 1,\n",
       "                      'remembers': 1,\n",
       "                      'professor': 4,\n",
       "                      'grasping': 1,\n",
       "                      'himself': 3,\n",
       "                      'doris': 1,\n",
       "                      'grinned': 4,\n",
       "                      'hags': 1,\n",
       "                      'tapped': 1,\n",
       "                      'archway': 1,\n",
       "                      'wished': 4,\n",
       "                      'instruments': 1,\n",
       "                      'swarthy': 1,\n",
       "                      'beard': 2,\n",
       "                      'noticed': 9,\n",
       "                      'outta': 2,\n",
       "                      'nose': 5,\n",
       "                      'watched': 5,\n",
       "                      'pockets': 1,\n",
       "                      'thirteen': 1,\n",
       "                      'expected': 2,\n",
       "                      'passages': 1,\n",
       "                      'steering': 1,\n",
       "                      'cleared': 1,\n",
       "                      'incredible': 1,\n",
       "                      'cost': 1,\n",
       "                      'helped': 3,\n",
       "                      'pile': 1,\n",
       "                      'ravine': 1,\n",
       "                      'leaned': 6,\n",
       "                      'vault': 2,\n",
       "                      'sure': 5,\n",
       "                      'coat': 1,\n",
       "                      'longed': 1,\n",
       "                      'listen': 2,\n",
       "                      'sick': 2,\n",
       "                      'entered': 2,\n",
       "                      'started': 4,\n",
       "                      'stood': 5,\n",
       "                      'stool': 1,\n",
       "                      'father': 1,\n",
       "                      'somehow': 2,\n",
       "                      'strongly': 2,\n",
       "                      'play': 2,\n",
       "                      'quidditch': 1,\n",
       "                      'feeling': 3,\n",
       "                      'wishing': 1,\n",
       "                      'grinning': 1,\n",
       "                      'pointing': 7,\n",
       "                      'pleased': 3,\n",
       "                      'liking': 1,\n",
       "                      'coldly': 1,\n",
       "                      'shortly': 1,\n",
       "                      'dear': 2,\n",
       "                      'drawling': 1,\n",
       "                      'rather': 1,\n",
       "                      'nothing': 1,\n",
       "                      'lied': 1,\n",
       "                      'quills': 1,\n",
       "                      'cheered': 2,\n",
       "                      'gloomily': 1,\n",
       "                      'bought': 2,\n",
       "                      'drag': 2,\n",
       "                      'solid': 1,\n",
       "                      'ingredients': 1,\n",
       "                      'checked': 1,\n",
       "                      'list': 1,\n",
       "                      'present': 1,\n",
       "                      'carried': 1,\n",
       "                      'wait': 1,\n",
       "                      'voice': 2,\n",
       "                      'awkwardly': 1,\n",
       "                      'soon': 3,\n",
       "                      'closer': 1,\n",
       "                      'scar': 5,\n",
       "                      'forehead': 5,\n",
       "                      'quickly': 6,\n",
       "                      'hold': 1,\n",
       "                      'measured': 1,\n",
       "                      'wand': 4,\n",
       "                      'wave': 1,\n",
       "                      'whippy': 1,\n",
       "                      'springy': 1,\n",
       "                      'supple': 1,\n",
       "                      'curious': 1,\n",
       "                      'fixed': 2,\n",
       "                      'swallowed': 4,\n",
       "                      'great': 3,\n",
       "                      'hung': 2,\n",
       "                      'empty': 1,\n",
       "                      'speak': 3,\n",
       "                      'cage': 1,\n",
       "                      'hamburger': 1,\n",
       "                      'kept': 4,\n",
       "                      'very': 3,\n",
       "                      'worry': 4,\n",
       "                      'learn': 1,\n",
       "                      'train': 4,\n",
       "                      'wanted': 2,\n",
       "                      'three-quarters': 1,\n",
       "                      'last': 2,\n",
       "                      'scared': 2,\n",
       "                      'shut': 2,\n",
       "                      'sleep': 4,\n",
       "                      'ticked': 1,\n",
       "                      'grunt': 1,\n",
       "                      'realizing': 1,\n",
       "                      'smeltings': 1,\n",
       "                      'huge': 1,\n",
       "                      'next': 4,\n",
       "                      'dumped': 1,\n",
       "                      'trunk': 3,\n",
       "                      'word': 1,\n",
       "                      'laughing': 2,\n",
       "                      'mouth': 3,\n",
       "                      'being': 2,\n",
       "                      'desperate': 1,\n",
       "                      'wasters': 1,\n",
       "                      'course': 3,\n",
       "                      'swung': 3,\n",
       "                      'front': 2,\n",
       "                      'hammering': 1,\n",
       "                      'pushed': 5,\n",
       "                      'nine': 2,\n",
       "                      'excuse': 1,\n",
       "                      'kindly': 1,\n",
       "                      'nodded': 5,\n",
       "                      \"o'clock\": 1,\n",
       "                      'seats': 1,\n",
       "                      'hairy': 1,\n",
       "                      'pressed': 1,\n",
       "                      'please': 3,\n",
       "                      'panted': 4,\n",
       "                      'help': 2,\n",
       "                      'pushing': 1,\n",
       "                      'lightning': 1,\n",
       "                      'added': 3,\n",
       "                      'mean': 2,\n",
       "                      'gawked': 1,\n",
       "                      'twins': 2,\n",
       "                      'robes': 2,\n",
       "                      'boys': 1,\n",
       "                      'waved': 3,\n",
       "                      'window': 2,\n",
       "                      'opposite': 1,\n",
       "                      'everywhere': 2,\n",
       "                      'full': 1,\n",
       "                      'glanced': 3,\n",
       "                      'really': 4,\n",
       "                      'blurted': 1,\n",
       "                      'remember': 1,\n",
       "                      'moments': 1,\n",
       "                      'think': 6,\n",
       "                      'dears': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'sandwiches': 1,\n",
       "                      'brought': 3,\n",
       "                      'taking': 2,\n",
       "                      'holding': 3,\n",
       "                      'through': 4,\n",
       "                      'pasties': 1,\n",
       "                      'these': 1,\n",
       "                      'ptolemy': 1,\n",
       "                      'unwrapped': 1,\n",
       "                      'tell': 3,\n",
       "                      'thanks': 3,\n",
       "                      'bowling': 1,\n",
       "                      'weird': 1,\n",
       "                      'cards': 1,\n",
       "                      'warned': 4,\n",
       "                      'beans': 1,\n",
       "                      'toast': 1,\n",
       "                      'round-faced': 1,\n",
       "                      'passed': 2,\n",
       "                      'fast': 1,\n",
       "                      'muttered': 6,\n",
       "                      'gryffindor': 5,\n",
       "                      'wondering': 1,\n",
       "                      'confessed': 1,\n",
       "                      'recognized': 2,\n",
       "                      'looking': 10,\n",
       "                      'where': 6,\n",
       "                      'shake': 1,\n",
       "                      'take': 2,\n",
       "                      'more': 2,\n",
       "                      'explained': 1,\n",
       "                      'separately': 1,\n",
       "                      'stomach': 1,\n",
       "                      'platform': 1,\n",
       "                      'students': 1,\n",
       "                      'shore': 1,\n",
       "                      'nervously': 1,\n",
       "                      'chamber': 1,\n",
       "                      'joking': 1,\n",
       "                      'lead': 2,\n",
       "                      'into': 5,\n",
       "                      'heavens': 1,\n",
       "                      'rabbit': 1,\n",
       "                      'whispered': 14,\n",
       "                      'troll': 2,\n",
       "                      'smiled': 1,\n",
       "                      'alot': 1,\n",
       "                      'feel': 2,\n",
       "                      'table': 3,\n",
       "                      'ghost': 2,\n",
       "                      'cheers': 1,\n",
       "                      'perhaps': 2,\n",
       "                      'imagination': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'line': 1,\n",
       "                      'struck': 2,\n",
       "                      'horrible': 2,\n",
       "                      'stepped': 2,\n",
       "                      'shall': 1,\n",
       "                      'gripped': 1,\n",
       "                      'sudden': 2,\n",
       "                      'thumbs': 1,\n",
       "                      'dumbledore': 5,\n",
       "                      'ghosts': 1,\n",
       "                      'spotted': 3,\n",
       "                      'joined': 3,\n",
       "                      'green': 1,\n",
       "                      'crossed': 1,\n",
       "                      'clapped': 2,\n",
       "                      'across': 3,\n",
       "                      'zabini': 1,\n",
       "                      'potatoes': 1,\n",
       "                      'starved': 1,\n",
       "                      'piled': 1,\n",
       "                      'watching': 2,\n",
       "                      'steak': 1,\n",
       "                      'malfoy': 7,\n",
       "                      'pudding': 1,\n",
       "                      'toad': 1,\n",
       "                      'ouch': 1,\n",
       "                      'gotten': 3,\n",
       "                      'snape': 4,\n",
       "                      'death': 1,\n",
       "                      'laughed': 2,\n",
       "                      'staircase': 1,\n",
       "                      'legs': 2,\n",
       "                      'feet': 5,\n",
       "                      'sheets': 1,\n",
       "                      'eaten': 1,\n",
       "                      'destiny': 1,\n",
       "                      'staring': 2,\n",
       "                      'filch': 1,\n",
       "                      'managed': 3,\n",
       "                      'reached': 2,\n",
       "                      'name': 2,\n",
       "                      'different': 1,\n",
       "                      'important': 1,\n",
       "                      'today': 1,\n",
       "                      'onto': 2,\n",
       "                      'plate': 2,\n",
       "                      'tore': 1,\n",
       "                      'borrowed': 1,\n",
       "                      'banquet': 2,\n",
       "                      'dislike': 1,\n",
       "                      'paused': 1,\n",
       "                      'softly': 1,\n",
       "                      'speech': 1,\n",
       "                      'exchanged': 1,\n",
       "                      'seat': 1,\n",
       "                      'have': 4,\n",
       "                      'forced': 1,\n",
       "                      'quietly': 2,\n",
       "                      'caught': 6,\n",
       "                      'rounded': 2,\n",
       "                      'knocked': 2,\n",
       "                      'teeth': 1,\n",
       "                      'pretended': 1,\n",
       "                      'knee': 1,\n",
       "                      'puts': 1,\n",
       "                      'should': 4,\n",
       "                      'animals': 1,\n",
       "                      'dragons': 1,\n",
       "                      'afternoon': 3,\n",
       "                      'remembered': 2,\n",
       "                      'meet': 1,\n",
       "                      'cake': 1,\n",
       "                      'refuse': 1,\n",
       "                      'chapter': 1,\n",
       "                      'duel': 1,\n",
       "                      'darkly': 1,\n",
       "                      'single': 1,\n",
       "                      'ground': 4,\n",
       "                      'hurry': 2,\n",
       "                      'broom': 6,\n",
       "                      'grips': 1,\n",
       "                      'wrist': 1,\n",
       "                      'trouble': 3,\n",
       "                      'ignored': 1,\n",
       "                      'worried': 1,\n",
       "                      'time': 5,\n",
       "                      'fist': 1,\n",
       "                      'follow': 1,\n",
       "                      'trotting': 1,\n",
       "                      'bewildered': 1,\n",
       "                      'curiously': 1,\n",
       "                      'dinnertime': 1,\n",
       "                      'shoveling': 1,\n",
       "                      'gaped': 1,\n",
       "                      'start': 2,\n",
       "                      'hurried': 1,\n",
       "                      'good': 1,\n",
       "                      'wood': 3,\n",
       "                      'coolly': 1,\n",
       "                      'spoke': 2,\n",
       "                      'good-bye': 1,\n",
       "                      'perfect': 1,\n",
       "                      'norris': 1,\n",
       "                      'lamp': 2,\n",
       "                      'sharply': 1,\n",
       "                      'fine': 1,\n",
       "                      'bogies': 1,\n",
       "                      'hissed': 2,\n",
       "                      'turn': 1,\n",
       "                      'room': 4,\n",
       "                      'jump': 1,\n",
       "                      'horror-struck': 1,\n",
       "                      'mouthed': 1,\n",
       "                      'castle': 1,\n",
       "                      'lost': 2,\n",
       "                      'realize': 1,\n",
       "                      'tipped': 1,\n",
       "                      'locked': 1,\n",
       "                      'sleeve': 2,\n",
       "                      'bathrobe': 1,\n",
       "                      'meant': 1,\n",
       "                      'groped': 1,\n",
       "                      'backward': 1,\n",
       "                      'slammed': 1,\n",
       "                      'portrait': 1,\n",
       "                      'meantime': 1,\n",
       "                      'filled': 1,\n",
       "                      'such': 1,\n",
       "                      'owls': 1,\n",
       "                      'parcel': 2,\n",
       "                      'ripped': 1,\n",
       "                      'mcgonagall': 2,\n",
       "                      'difficulty': 1,\n",
       "                      'comets': 1,\n",
       "                      'beaming': 1,\n",
       "                      'fighting': 1,\n",
       "                      'headed': 2,\n",
       "                      'true': 1,\n",
       "                      'chortled': 1,\n",
       "                      'package': 1,\n",
       "                      'stop': 1,\n",
       "                      'bedspread': 1,\n",
       "                      'even': 4,\n",
       "                      'nearer': 1,\n",
       "                      'mounted': 1,\n",
       "                      'landed': 2,\n",
       "                      'chasers': 1,\n",
       "                      'repeated': 1,\n",
       "                      'score': 1,\n",
       "                      'recited': 1,\n",
       "                      'determined': 1,\n",
       "                      'handed': 2,\n",
       "                      'small': 1,\n",
       "                      'showed': 3,\n",
       "                      'identical': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'bent': 1,\n",
       "                      'straight': 1,\n",
       "                      'team': 1,\n",
       "                      'reeled': 1,\n",
       "                      'anyone': 1,\n",
       "                      'miss': 1,\n",
       "                      'homework': 1,\n",
       "                      'practice': 2,\n",
       "                      'partner': 1,\n",
       "                      'since': 2,\n",
       "                      'broomstick': 1,\n",
       "                      'difficult': 1,\n",
       "                      'seamus': 1,\n",
       "                      'fire': 4,\n",
       "                      'wrong': 1,\n",
       "                      'hermione': 36,\n",
       "                      'feast': 1,\n",
       "                      'overheard': 1,\n",
       "                      'hufflepuffs': 1,\n",
       "                      'pulling': 2,\n",
       "                      'doing': 1,\n",
       "                      'sniffed': 1,\n",
       "                      'lock': 1,\n",
       "                      'leap': 1,\n",
       "                      'bathroom': 1,\n",
       "                      'panic': 1,\n",
       "                      'confuse': 1,\n",
       "                      'hesitated': 1,\n",
       "                      'escape': 1,\n",
       "                      'hanging': 1,\n",
       "                      'clinging': 1,\n",
       "                      'tremble': 1,\n",
       "                      'swift': 1,\n",
       "                      'dead': 2,\n",
       "                      'stuck': 1,\n",
       "                      'speechless': 1,\n",
       "                      'saturday': 1,\n",
       "                      'weapon': 1,\n",
       "                      'hermlone': 1,\n",
       "                      'saved': 1,\n",
       "                      'yard': 1,\n",
       "                      'limping': 1,\n",
       "                      'ages': 1,\n",
       "                      'rule': 1,\n",
       "                      'evening': 2,\n",
       "                      'checking': 1,\n",
       "                      'charms': 1,\n",
       "                      'together': 1,\n",
       "                      'idea': 3,\n",
       "                      'once': 2,\n",
       "                      'hide': 1,\n",
       "                      'gulped': 1,\n",
       "                      'whisper': 2,\n",
       "                      'guarding': 1,\n",
       "                      'field': 1,\n",
       "                      'rest': 1,\n",
       "                      'clambered': 1,\n",
       "                      'above': 1,\n",
       "                      'gliding': 1,\n",
       "                      'scored': 1,\n",
       "                      'done': 3,\n",
       "                      'faster': 1,\n",
       "                      'blocked': 1,\n",
       "                      'purpose': 2,\n",
       "                      'possession': 1,\n",
       "                      'riders': 1,\n",
       "                      'thinks': 1,\n",
       "                      'jerk': 1,\n",
       "                      'muttering': 1,\n",
       "                      'pull': 1,\n",
       "                      'safely': 1,\n",
       "                      'speeding': 1,\n",
       "                      'difference': 1,\n",
       "                      'broken': 1,\n",
       "                      'sixty': 1,\n",
       "                      'decided': 1,\n",
       "                      'cried': 1,\n",
       "                      'chuckled': 1,\n",
       "                      'measuring': 1,\n",
       "                      'replacing': 1,\n",
       "                      'seeker': 1,\n",
       "                      'impressed': 1,\n",
       "                      'taunting': 1,\n",
       "                      'holidays': 1,\n",
       "                      'signed': 1,\n",
       "                      'working': 1,\n",
       "                      'random': 1,\n",
       "                      'wandered': 1,\n",
       "                      'madam': 1,\n",
       "                      'story': 1,\n",
       "                      'waited': 1,\n",
       "                      'teaching': 1,\n",
       "                      'played': 1,\n",
       "                      'christmas': 1,\n",
       "                      'sleepily': 1,\n",
       "                      'will': 1,\n",
       "                      'blew': 1,\n",
       "                      'fascinated': 1,\n",
       "                      'sweater': 3,\n",
       "                      'torn': 1,\n",
       "                      'signature': 1,\n",
       "                      'bounded': 1,\n",
       "                      'stuffed': 1,\n",
       "                      'weasley': 1,\n",
       "                      'better': 1,\n",
       "                      'slice': 1,\n",
       "                      'cheek': 1,\n",
       "                      'dinner': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'broke': 1,\n",
       "                      'four-poster': 1,\n",
       "                      'wake': 1,\n",
       "                      'lady': 1,\n",
       "                      'eerie': 1,\n",
       "                      'languages': 1,\n",
       "                      'neck': 3,\n",
       "                      'screaming': 1,\n",
       "                      'snapped': 1,\n",
       "                      'slipped': 1,\n",
       "                      'section': 1,\n",
       "                      'others': 1,\n",
       "                      'mine': 1,\n",
       "                      'knobbly': 1,\n",
       "                      'feared': 1,\n",
       "                      'retracing': 1,\n",
       "                      'route': 1,\n",
       "                      'cold': 2,\n",
       "                      'open': 1,\n",
       "                      'sight': 4,\n",
       "                      'excitedly': 1,\n",
       "                      'chess': 1,\n",
       "                      'serious': 1,\n",
       "                      'happily': 1,\n",
       "                      'sank': 2,\n",
       "                      'relieved': 1,\n",
       "                      'shows': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'socks': 1,\n",
       "                      'convinced': 1,\n",
       "                      'breaks': 1,\n",
       "                      'fanatic': 1,\n",
       "                      'wanting': 1,\n",
       "                      'hear': 1,\n",
       "                      'choked': 2,\n",
       "                      'dormitories': 1,\n",
       "                      'barely': 1,\n",
       "                      'honestly': 1,\n",
       "                      'wonder': 1,\n",
       "                      'bites': 1,\n",
       "                      'however': 1,\n",
       "                      'became': 1,\n",
       "                      'referee': 1,\n",
       "                      'stone': 4,\n",
       "                      'minds': 1,\n",
       "                      'comforting': 1,\n",
       "                      'hardly': 3,\n",
       "                      'hurt': 1,\n",
       "                      'forget': 1,\n",
       "                      'fixedly': 1,\n",
       "                      'circling': 1,\n",
       "                      'streaked': 2,\n",
       "                      'sped': 1,\n",
       "                      'nosebleed': 1,\n",
       "                      'forest': 2,\n",
       "                      'victory': 1,\n",
       "                      'strained': 1,\n",
       "                      'after': 1,\n",
       "                      'nearly': 1,\n",
       "                      'petrified': 1,\n",
       "                      'thumping': 1,\n",
       "                      'breathlessly': 1,\n",
       "                      'corridor': 2,\n",
       "                      'whenever': 1,\n",
       "                      'notes': 1,\n",
       "                      'yawning': 2,\n",
       "                      'against': 1,\n",
       "                      'words': 1,\n",
       "                      'beamed': 1,\n",
       "                      'steal': 1,\n",
       "                      'anxiously': 3,\n",
       "                      'boiling': 1,\n",
       "                      'schedules': 1,\n",
       "                      'driving': 1,\n",
       "                      'pretty': 1,\n",
       "                      'bolted': 1,\n",
       "                      'urged': 1,\n",
       "                      'dump': 1,\n",
       "                      'sitting': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'poisonous': 1,\n",
       "                      'norbert': 1,\n",
       "                      'plan': 1,\n",
       "                      'rattle': 1,\n",
       "                      'sounded': 1,\n",
       "                      'sobbed': 1,\n",
       "                      'shortcuts': 1,\n",
       "                      'sing': 1,\n",
       "                      'advised': 1,\n",
       "                      'brain': 1,\n",
       "                      'already': 1,\n",
       "                      'neville': 4,\n",
       "                      'believed': 1,\n",
       "                      'fifty': 1,\n",
       "                      'hours': 1,\n",
       "                      'spread': 1,\n",
       "                      'miserably': 1,\n",
       "                      'damage': 1,\n",
       "                      'swore': 1,\n",
       "                      'during': 1,\n",
       "                      'because': 2,\n",
       "                      'silence': 1,\n",
       "                      'almost': 2,\n",
       "                      'resolution': 1,\n",
       "                      'threatening': 1,\n",
       "                      'halfway': 1,\n",
       "                      'astronomy': 1,\n",
       "                      'quirrell': 4,\n",
       "                      'flatly': 1,\n",
       "                      'delivered': 1,\n",
       "                      'also': 1,\n",
       "                      'sniffing': 1,\n",
       "                      'ahead': 1,\n",
       "                      'robe': 1,\n",
       "                      'hagrid.': 1,\n",
       "                      'path': 1,\n",
       "                      'leaves': 2,\n",
       "                      'unicorns': 1,\n",
       "                      'stump': 1,\n",
       "                      'werewolf': 1,\n",
       "                      'tail': 1,\n",
       "                      'trees': 1,\n",
       "                      'usual': 1,\n",
       "                      'seemed': 2,\n",
       "                      'thick': 1,\n",
       "                      'beast': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'charging': 1,\n",
       "                      'pain': 3,\n",
       "                      'carefully': 1,\n",
       "                      'livid': 1,\n",
       "                      'grab': 1,\n",
       "                      'clutching': 1,\n",
       "                      'answer': 1,\n",
       "                      'stopped': 1,\n",
       "                      'startled': 1,\n",
       "                      'lips': 1,\n",
       "                      'croaked': 2,\n",
       "                      'vol-': 1,\n",
       "                      'safe': 1,\n",
       "                      'slid': 1,\n",
       "                      'shivering': 1,\n",
       "                      'roughly': 1,\n",
       "                      'wide-eyed': 1,\n",
       "                      'began': 3,\n",
       "                      'listening': 1,\n",
       "                      'comfort': 1,\n",
       "                      'potion': 1,\n",
       "                      'case': 1,\n",
       "                      'parchment': 1,\n",
       "                      'cheerful': 1,\n",
       "                      'week': 1,\n",
       "                      'rubbing': 1,\n",
       "                      'worked': 1,\n",
       "                      'relax': 1,\n",
       "                      'quite': 1,\n",
       "                      'scrambling': 1,\n",
       "                      'sprinting': 1,\n",
       "                      'hood': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'goin': 1,\n",
       "                      'bravely': 1,\n",
       "                      'frantically': 1,\n",
       "                      'throwing': 1,\n",
       "                      'wheeled': 1,\n",
       "                      'points': 1,\n",
       "                      'flushed': 1,\n",
       "                      'steps': 1,\n",
       "                      'wailed': 1,\n",
       "                      'whap': 1,\n",
       "                      'break': 2,\n",
       "                      'talk': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'hurriedly': 1,\n",
       "                      'ready': 2,\n",
       "                      'understand': 1,\n",
       "                      'unseen': 1,\n",
       "                      'stay': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'cloak': 1,\n",
       "                      'droop': 1,\n",
       "                      'drop': 1,\n",
       "                      'asleep': 1,\n",
       "                      'climbed': 1,\n",
       "                      'hope': 1,\n",
       "                      'ankles': 1,\n",
       "                      'breathe': 1,\n",
       "                      'lucky': 1,\n",
       "                      'does': 2,\n",
       "                      ...}),\n",
       "             'potter': Counter({\"'scuse\": 1,\n",
       "                      'address': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 1,\n",
       "                      'another': 1,\n",
       "                      'asked': 1,\n",
       "                      'asphodel': 1,\n",
       "                      'back': 2,\n",
       "                      'baggy': 1,\n",
       "                      'been': 1,\n",
       "                      'believe': 1,\n",
       "                      'between': 1,\n",
       "                      'blurted': 1,\n",
       "                      'boys': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'called': 2,\n",
       "                      'celebrity': 1,\n",
       "                      'change': 1,\n",
       "                      'cheek': 1,\n",
       "                      'chorused': 1,\n",
       "                      'circumstances': 1,\n",
       "                      'come': 5,\n",
       "                      'coming': 2,\n",
       "                      'crockford': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dear': 1,\n",
       "                      'decided': 1,\n",
       "                      'delighted': 1,\n",
       "                      'difference': 1,\n",
       "                      'dunderhead': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'famous': 1,\n",
       "                      'first': 1,\n",
       "                      'flashing': 1,\n",
       "                      'floor': 1,\n",
       "                      'follow': 1,\n",
       "                      'forehead': 1,\n",
       "                      'from': 1,\n",
       "                      'future': 1,\n",
       "                      'goin': 1,\n",
       "                      'going': 1,\n",
       "                      'green': 1,\n",
       "                      'hall': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 40,\n",
       "                      'heart': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'information': 1,\n",
       "                      'james': 3,\n",
       "                      'just': 2,\n",
       "                      'kill': 1,\n",
       "                      'know': 3,\n",
       "                      'knowin': 1,\n",
       "                      'last': 2,\n",
       "                      'lies': 1,\n",
       "                      'live': 1,\n",
       "                      'lived': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'magic': 1,\n",
       "                      'many': 1,\n",
       "                      'meal': 1,\n",
       "                      'mistake': 1,\n",
       "                      'more': 1,\n",
       "                      'mrs.': 2,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'obviously': 1,\n",
       "                      'only': 2,\n",
       "                      'others': 1,\n",
       "                      'outrage': 1,\n",
       "                      'parents': 1,\n",
       "                      'pleased': 1,\n",
       "                      'potter': 2,\n",
       "                      'president': 2,\n",
       "                      'pressure': 1,\n",
       "                      'professor': 1,\n",
       "                      'proud': 1,\n",
       "                      'pulled': 1,\n",
       "                      'question': 1,\n",
       "                      'quicker': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'quietly': 2,\n",
       "                      'rolled': 1,\n",
       "                      'room': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 7,\n",
       "                      'school': 1,\n",
       "                      'scurrying': 1,\n",
       "                      'sense': 1,\n",
       "                      'smallest': 1,\n",
       "                      'snape': 1,\n",
       "                      'sold': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'squeaked': 1,\n",
       "                      'squealed': 1,\n",
       "                      'still': 2,\n",
       "                      'stupid': 1,\n",
       "                      'substance': 1,\n",
       "                      'such': 1,\n",
       "                      'tell': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'things': 1,\n",
       "                      'this': 4,\n",
       "                      'thought': 2,\n",
       "                      'time': 1,\n",
       "                      'touch': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'want': 1,\n",
       "                      'warned': 1,\n",
       "                      'weasley': 2,\n",
       "                      'welcome': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 3,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wizard': 2,\n",
       "                      'yelled': 1}),\n",
       "             'sorcerer': Counter({'about': 3,\n",
       "                      'felt': 1,\n",
       "                      'flamel': 1,\n",
       "                      'greatest': 1,\n",
       "                      'guarding': 2,\n",
       "                      'maker': 1,\n",
       "                      'making': 1,\n",
       "                      'moment': 1,\n",
       "                      'potter': 1,\n",
       "                      'reports': 1,\n",
       "                      'right': 1,\n",
       "                      'shhhh': 1,\n",
       "                      'stone': 13,\n",
       "                      'stones': 1,\n",
       "                      'than': 1,\n",
       "                      'tone': 1,\n",
       "                      'twelve': 1,\n",
       "                      'with': 1,\n",
       "                      'world': 1}),\n",
       "             'stone': Counter({'about': 4,\n",
       "                      'across': 1,\n",
       "                      'afraid': 1,\n",
       "                      'after': 1,\n",
       "                      'against': 2,\n",
       "                      'apart': 3,\n",
       "                      'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 2,\n",
       "                      'bezoar': 1,\n",
       "                      'black': 1,\n",
       "                      'blood-red': 1,\n",
       "                      'chapter': 1,\n",
       "                      'clambered': 1,\n",
       "                      'course': 1,\n",
       "                      'crashed': 1,\n",
       "                      'currently': 1,\n",
       "                      'distracted': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 1,\n",
       "                      'effort': 1,\n",
       "                      'even': 1,\n",
       "                      'facing': 1,\n",
       "                      'find': 3,\n",
       "                      'finding': 1,\n",
       "                      'first': 1,\n",
       "                      'flagged': 1,\n",
       "                      'flight': 1,\n",
       "                      'floor': 2,\n",
       "                      'fluffy': 1,\n",
       "                      'from': 1,\n",
       "                      'give': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 3,\n",
       "                      'gotten': 1,\n",
       "                      'griffin': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'guarding': 3,\n",
       "                      'harry': 4,\n",
       "                      'have': 2,\n",
       "                      'here': 1,\n",
       "                      'hold': 1,\n",
       "                      'house': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 1,\n",
       "                      'legendary': 1,\n",
       "                      'longer': 1,\n",
       "                      'loud': 1,\n",
       "                      'mean': 1,\n",
       "                      'mirror': 2,\n",
       "                      'moved': 1,\n",
       "                      'much': 1,\n",
       "                      'must': 1,\n",
       "                      'narrow': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 2,\n",
       "                      'over': 1,\n",
       "                      'passageway': 2,\n",
       "                      'powers': 1,\n",
       "                      'presenting': 1,\n",
       "                      'professor': 1,\n",
       "                      'protect': 1,\n",
       "                      'protecting': 1,\n",
       "                      'quick': 1,\n",
       "                      'quirrell': 3,\n",
       "                      'really': 1,\n",
       "                      'remembered': 1,\n",
       "                      'rest': 1,\n",
       "                      'right': 1,\n",
       "                      'safe': 1,\n",
       "                      'saved': 1,\n",
       "                      'snape': 1,\n",
       "                      'sorcerer': 13,\n",
       "                      'sprang': 1,\n",
       "                      'staffroom': 1,\n",
       "                      'started': 1,\n",
       "                      'steal': 3,\n",
       "                      'steps': 4,\n",
       "                      'still': 1,\n",
       "                      'taken': 1,\n",
       "                      'talk': 1,\n",
       "                      'that': 4,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'toward': 1,\n",
       "                      'troll': 1,\n",
       "                      'understand': 1,\n",
       "                      'unless': 1,\n",
       "                      'voldemort': 3,\n",
       "                      'walls': 1,\n",
       "                      'wanted': 1,\n",
       "                      'wants': 1,\n",
       "                      'well': 3,\n",
       "                      'white': 1,\n",
       "                      'will': 1,\n",
       "                      'winked': 2,\n",
       "                      'with': 3,\n",
       "                      'without': 1,\n",
       "                      'wood': 1,\n",
       "                      'worried': 1,\n",
       "                      'your': 1}),\n",
       "             'chapter': Counter({'case': 1,\n",
       "                      'come': 1,\n",
       "                      'door': 1,\n",
       "                      'dream': 1,\n",
       "                      'eight': 1,\n",
       "                      'eleven': 1,\n",
       "                      'fifteen': 1,\n",
       "                      'five': 1,\n",
       "                      'four': 1,\n",
       "                      'fourteen': 1,\n",
       "                      'gang': 1,\n",
       "                      'gone': 1,\n",
       "                      'halloween': 1,\n",
       "                      'harry': 1,\n",
       "                      'himself': 1,\n",
       "                      'journey': 1,\n",
       "                      'lived': 2,\n",
       "                      'nine': 1,\n",
       "                      'pockets': 1,\n",
       "                      'question': 1,\n",
       "                      'said': 1,\n",
       "                      'seven': 1,\n",
       "                      'seventeen': 1,\n",
       "                      'sixteen': 1,\n",
       "                      'stone': 1,\n",
       "                      'them': 1,\n",
       "                      'thirteen': 2,\n",
       "                      'three': 1,\n",
       "                      'tower': 1,\n",
       "                      'twelve': 1,\n",
       "                      'vanishing': 1,\n",
       "                      'voldemort': 1}),\n",
       "             'lived': Counter({'after': 1,\n",
       "                      'another': 1,\n",
       "                      'baby': 1,\n",
       "                      'chapter': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'ever': 1,\n",
       "                      'food': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'house': 1,\n",
       "                      'lady': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'potter': 1,\n",
       "                      'small': 1,\n",
       "                      'something': 1,\n",
       "                      'streets': 1,\n",
       "                      'they': 1,\n",
       "                      'with': 1}),\n",
       "             'mrs.': Counter({'about': 1,\n",
       "                      'around': 1,\n",
       "                      'beady-eyed': 1,\n",
       "                      'because': 1,\n",
       "                      'cabbage': 1,\n",
       "                      'called': 1,\n",
       "                      'crowd': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dark': 1,\n",
       "                      'down': 1,\n",
       "                      'dursley': 19,\n",
       "                      'expected': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fact': 1,\n",
       "                      'figg': 9,\n",
       "                      'filch': 2,\n",
       "                      'give': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'lived': 1,\n",
       "                      'mustache': 1,\n",
       "                      'near': 1,\n",
       "                      'next': 1,\n",
       "                      'norris': 12,\n",
       "                      'pecked': 1,\n",
       "                      'point': 1,\n",
       "                      'potter': 2,\n",
       "                      'potters': 2,\n",
       "                      'said': 3,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 1,\n",
       "                      'speaking': 1,\n",
       "                      'spotted': 1,\n",
       "                      'that': 2,\n",
       "                      'time': 1,\n",
       "                      'weasley': 3,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'wife': 1,\n",
       "                      'with': 1,\n",
       "                      'work': 1,\n",
       "                      'worrying': 1}),\n",
       "             'dursley': Counter({'always': 2,\n",
       "                      'anymore': 1,\n",
       "                      'around': 1,\n",
       "                      'arrived': 1,\n",
       "                      'awake': 1,\n",
       "                      'back': 1,\n",
       "                      'bathroom': 2,\n",
       "                      'before': 1,\n",
       "                      'behavior': 1,\n",
       "                      'blinked': 1,\n",
       "                      'boomed': 1,\n",
       "                      'came': 1,\n",
       "                      'cheek': 1,\n",
       "                      'chortled': 1,\n",
       "                      'cloaks': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'country': 1,\n",
       "                      'crept': 1,\n",
       "                      'director': 1,\n",
       "                      'drills': 1,\n",
       "                      'drove': 1,\n",
       "                      'dudley': 2,\n",
       "                      'eight': 1,\n",
       "                      'enraged': 1,\n",
       "                      'explode': 1,\n",
       "                      'fell': 1,\n",
       "                      'frozen': 1,\n",
       "                      'gave': 1,\n",
       "                      'gossiped': 1,\n",
       "                      'great': 1,\n",
       "                      'harry': 1,\n",
       "                      'heart': 1,\n",
       "                      'however': 1,\n",
       "                      'hugged': 1,\n",
       "                      'hummed': 1,\n",
       "                      'kept': 1,\n",
       "                      'later': 1,\n",
       "                      'leave': 1,\n",
       "                      'left': 1,\n",
       "                      'light': 1,\n",
       "                      'lips': 1,\n",
       "                      'longer': 1,\n",
       "                      'looked': 1,\n",
       "                      'loudly': 1,\n",
       "                      'might': 1,\n",
       "                      'mrs.': 19,\n",
       "                      'mumbled': 1,\n",
       "                      'news': 1,\n",
       "                      'nice': 1,\n",
       "                      'nighttime': 1,\n",
       "                      'nonsense': 1,\n",
       "                      'number': 1,\n",
       "                      'picked': 1,\n",
       "                      'potters': 1,\n",
       "                      'pretended': 1,\n",
       "                      'quickly': 1,\n",
       "                      'realize': 1,\n",
       "                      'realized': 1,\n",
       "                      'said': 2,\n",
       "                      'scream': 1,\n",
       "                      'second': 1,\n",
       "                      'seen': 1,\n",
       "                      'shut': 1,\n",
       "                      'signs': 1,\n",
       "                      'sipped': 1,\n",
       "                      'sister': 1,\n",
       "                      'stiffly': 1,\n",
       "                      'stood': 1,\n",
       "                      'stopped': 1,\n",
       "                      'struck': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 1,\n",
       "                      'thin': 1,\n",
       "                      'together': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tried': 1,\n",
       "                      'vernon': 1,\n",
       "                      'walked': 1,\n",
       "                      'warning': 2,\n",
       "                      'well': 1,\n",
       "                      'when': 1,\n",
       "                      'woke': 1,\n",
       "                      'wondered': 2,\n",
       "                      'word': 1,\n",
       "                      'worry': 1,\n",
       "                      'would': 1,\n",
       "                      'wrong': 1}),\n",
       "             'number': Counter({'accidents': 1,\n",
       "                      'among': 1,\n",
       "                      'backed': 1,\n",
       "                      'brass': 1,\n",
       "                      'driveway': 1,\n",
       "                      'dursley': 1,\n",
       "                      'extraordinary': 1,\n",
       "                      'four': 8,\n",
       "                      'hold': 1,\n",
       "                      'home': 1,\n",
       "                      'know': 2,\n",
       "                      'letters': 1,\n",
       "                      'meself': 1,\n",
       "                      'nine': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 1,\n",
       "                      'plastic': 2,\n",
       "                      'platform': 1,\n",
       "                      'pointing': 1,\n",
       "                      'said': 2,\n",
       "                      'step': 1,\n",
       "                      'toward': 1,\n",
       "                      'wands': 1,\n",
       "                      'when': 1}),\n",
       "             'four': Counter({'about': 3,\n",
       "                      'balls': 2,\n",
       "                      'bananas': 1,\n",
       "                      'bedrooms': 1,\n",
       "                      'boat': 1,\n",
       "                      'boys': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'chapter': 1,\n",
       "                      'clues': 1,\n",
       "                      'diagonally': 1,\n",
       "                      'different-sized': 1,\n",
       "                      'drive': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'each': 2,\n",
       "                      'everyone': 1,\n",
       "                      'feet': 1,\n",
       "                      'first': 3,\n",
       "                      'good': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'house': 1,\n",
       "                      'houses': 1,\n",
       "                      'hundred': 4,\n",
       "                      'keeper': 1,\n",
       "                      'later': 1,\n",
       "                      'long': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'minutes': 1,\n",
       "                      \"more'n\": 1,\n",
       "                      'nearly': 1,\n",
       "                      'number': 8,\n",
       "                      'over': 1,\n",
       "                      'privet': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'room': 1,\n",
       "                      'sandwiches': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'squares': 1,\n",
       "                      'students': 1,\n",
       "                      'tables': 1,\n",
       "                      'talking': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 2,\n",
       "                      'times': 1,\n",
       "                      'warmer': 1,\n",
       "                      'were': 2,\n",
       "                      'where': 1,\n",
       "                      'yelled': 1}),\n",
       "             'privet': Counter({'back': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'corner': 3,\n",
       "                      'crossed': 1,\n",
       "                      'down': 1,\n",
       "                      'drive': 16,\n",
       "                      'four': 1,\n",
       "                      'hedges': 1,\n",
       "                      'house': 1,\n",
       "                      'said': 1,\n",
       "                      'seen': 1,\n",
       "                      'stairs': 1,\n",
       "                      'step': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 1}),\n",
       "             'drive': Counter({'away': 1,\n",
       "                      'christmas': 1,\n",
       "                      'corner': 1,\n",
       "                      'could': 1,\n",
       "                      'crutches': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'ever': 1,\n",
       "                      'four': 1,\n",
       "                      'glowed': 1,\n",
       "                      'hardly': 1,\n",
       "                      'letters': 1,\n",
       "                      'little': 1,\n",
       "                      'looking': 1,\n",
       "                      'much': 1,\n",
       "                      'opposite': 1,\n",
       "                      'privet': 16,\n",
       "                      'said': 1,\n",
       "                      'tall': 1,\n",
       "                      'there': 1,\n",
       "                      'though': 1,\n",
       "                      'turn': 1,\n",
       "                      'were': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1}),\n",
       "             'were': Counter({'able': 2,\n",
       "                      'about': 2,\n",
       "                      'afraid': 2,\n",
       "                      'again': 1,\n",
       "                      'alive': 1,\n",
       "                      'almost': 1,\n",
       "                      'already': 5,\n",
       "                      'although': 1,\n",
       "                      'ankles': 1,\n",
       "                      'anyway': 1,\n",
       "                      'arms': 2,\n",
       "                      'asleep': 1,\n",
       "                      'astronomy': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 3,\n",
       "                      'becoming': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'being': 1,\n",
       "                      'below': 1,\n",
       "                      'beside': 1,\n",
       "                      'bettie': 1,\n",
       "                      'bigger': 1,\n",
       "                      'birthdays': 1,\n",
       "                      'black': 1,\n",
       "                      'blistering': 1,\n",
       "                      'boarding': 1,\n",
       "                      'books': 2,\n",
       "                      'boots': 1,\n",
       "                      'both': 1,\n",
       "                      'bound': 1,\n",
       "                      'brains': 1,\n",
       "                      'brave': 1,\n",
       "                      'brothers': 1,\n",
       "                      'bunch': 1,\n",
       "                      'bush': 1,\n",
       "                      'business': 1,\n",
       "                      'busy': 2,\n",
       "                      'cakes': 1,\n",
       "                      'careful': 1,\n",
       "                      'carriages': 1,\n",
       "                      'carried': 1,\n",
       "                      'carved': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'chairs': 1,\n",
       "                      'chamber': 1,\n",
       "                      'changing': 1,\n",
       "                      'cheering': 1,\n",
       "                      'cheery': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'clapping': 1,\n",
       "                      'classes': 1,\n",
       "                      'clearly': 1,\n",
       "                      'clenched': 1,\n",
       "                      'close': 2,\n",
       "                      'closed': 1,\n",
       "                      'clothes': 1,\n",
       "                      'cold': 1,\n",
       "                      'cornered': 1,\n",
       "                      'corridor': 1,\n",
       "                      'could': 2,\n",
       "                      'country': 1,\n",
       "                      'cowering': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'crashing': 1,\n",
       "                      'crawling': 1,\n",
       "                      'creepy': 1,\n",
       "                      'crinkled': 1,\n",
       "                      'curtains': 1,\n",
       "                      'danger': 1,\n",
       "                      'dashing': 1,\n",
       "                      'dead': 1,\n",
       "                      'deep': 1,\n",
       "                      'delighted': 2,\n",
       "                      'delivered': 1,\n",
       "                      'difficulty': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 1,\n",
       "                      'doors': 2,\n",
       "                      'drawback': 1,\n",
       "                      'drills': 1,\n",
       "                      'drive': 1,\n",
       "                      'driven': 1,\n",
       "                      'drowned': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 4,\n",
       "                      'each': 1,\n",
       "                      'earth': 1,\n",
       "                      'eleven': 1,\n",
       "                      'else': 1,\n",
       "                      'embers': 1,\n",
       "                      'empty': 3,\n",
       "                      'enough': 1,\n",
       "                      'ever': 1,\n",
       "                      'exams': 2,\n",
       "                      'expelled': 2,\n",
       "                      'eyes': 9,\n",
       "                      'facing': 2,\n",
       "                      'famous': 2,\n",
       "                      'fang': 1,\n",
       "                      'fangs': 1,\n",
       "                      'favors': 1,\n",
       "                      'feet': 1,\n",
       "                      'field': 1,\n",
       "                      'fifty': 1,\n",
       "                      'figures': 1,\n",
       "                      'filch': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 2,\n",
       "                      'fists': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'floating': 1,\n",
       "                      'followed': 1,\n",
       "                      'following': 1,\n",
       "                      'four': 2,\n",
       "                      'freezing': 1,\n",
       "                      'friends': 1,\n",
       "                      'front': 1,\n",
       "                      'full': 1,\n",
       "                      'funny-looking': 1,\n",
       "                      'galoshes': 1,\n",
       "                      'gathered': 1,\n",
       "                      'gawking': 1,\n",
       "                      'george': 1,\n",
       "                      'gettin': 1,\n",
       "                      'getting': 1,\n",
       "                      'given': 1,\n",
       "                      'glittering': 1,\n",
       "                      'goblins': 2,\n",
       "                      'going': 13,\n",
       "                      'gold': 1,\n",
       "                      'gone': 1,\n",
       "                      'good': 1,\n",
       "                      'gordon': 1,\n",
       "                      'goyle': 2,\n",
       "                      'grown': 1,\n",
       "                      'half': 1,\n",
       "                      'handed': 1,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 15,\n",
       "                      'have': 2,\n",
       "                      'having': 1,\n",
       "                      'heard': 1,\n",
       "                      'heavy': 1,\n",
       "                      'hermione': 5,\n",
       "                      'high': 1,\n",
       "                      'holding': 1,\n",
       "                      'holidays': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'huge': 1,\n",
       "                      'hundred': 2,\n",
       "                      'husband': 1,\n",
       "                      'idea': 1,\n",
       "                      'impressed': 1,\n",
       "                      'inside': 3,\n",
       "                      'involved': 1,\n",
       "                      'jammed': 1,\n",
       "                      'jaws': 1,\n",
       "                      'jordan': 1,\n",
       "                      'just': 1,\n",
       "                      'killed': 1,\n",
       "                      'kind': 2,\n",
       "                      'knees': 2,\n",
       "                      'knew': 1,\n",
       "                      'know': 2,\n",
       "                      'known': 1,\n",
       "                      'laid': 1,\n",
       "                      'last': 1,\n",
       "                      'late': 2,\n",
       "                      'laughing': 1,\n",
       "                      'leaning': 1,\n",
       "                      'least': 1,\n",
       "                      'left': 1,\n",
       "                      'legs': 2,\n",
       "                      'lessons': 2,\n",
       "                      'level': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 2,\n",
       "                      'lips': 1,\n",
       "                      'listening': 1,\n",
       "                      'little': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 4,\n",
       "                      'lost': 2,\n",
       "                      'lots': 1,\n",
       "                      'lucky': 3,\n",
       "                      'makin': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'many': 2,\n",
       "                      'marks': 1,\n",
       "                      'married': 1,\n",
       "                      'match': 1,\n",
       "                      'more': 1,\n",
       "                      'mother': 3,\n",
       "                      'mounds': 1,\n",
       "                      'moving': 2,\n",
       "                      'narrow': 1,\n",
       "                      'nearly': 2,\n",
       "                      'nerves': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'notes': 2,\n",
       "                      'nothing': 1,\n",
       "                      'obviously': 2,\n",
       "                      'only': 5,\n",
       "                      'other': 1,\n",
       "                      'others': 1,\n",
       "                      'outside': 1,\n",
       "                      'over': 1,\n",
       "                      'packed': 1,\n",
       "                      'page': 1,\n",
       "                      'parents': 1,\n",
       "                      'passing': 1,\n",
       "                      'people': 4,\n",
       "                      'perfectly': 1,\n",
       "                      'pheasants': 1,\n",
       "                      'photographs': 1,\n",
       "                      'piers': 1,\n",
       "                      'piled': 2,\n",
       "                      'planets': 1,\n",
       "                      'playing': 1,\n",
       "                      'pointing': 1,\n",
       "                      'points': 1,\n",
       "                      'poisonous': 1,\n",
       "                      'potter': 1,\n",
       "                      'potters': 1,\n",
       "                      'pound': 1,\n",
       "                      'problems': 1,\n",
       "                      'professor': 1,\n",
       "                      'proud': 2,\n",
       "                      'punished': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quite': 2,\n",
       "                      'racket': 1,\n",
       "                      'raised': 1,\n",
       "                      'rather': 1,\n",
       "                      'ready': 2,\n",
       "                      'really': 2,\n",
       "                      'reflections': 1,\n",
       "                      'related': 1,\n",
       "                      'rescued': 1,\n",
       "                      'responsible': 1,\n",
       "                      'results': 1,\n",
       "                      'right': 1,\n",
       "                      'robes': 1,\n",
       "                      'rolled': 1,\n",
       "                      'room': 1,\n",
       "                      'rules': 1,\n",
       "                      'same': 1,\n",
       "                      'saying': 6,\n",
       "                      'says': 1,\n",
       "                      'scar': 1,\n",
       "                      'seats': 2,\n",
       "                      'seekers': 1,\n",
       "                      'seven': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shapeless': 1,\n",
       "                      'shelves': 2,\n",
       "                      'shops': 1,\n",
       "                      'short': 1,\n",
       "                      'showing': 1,\n",
       "                      'sitting': 4,\n",
       "                      'sleeves': 1,\n",
       "                      'slytherins': 2,\n",
       "                      'small': 1,\n",
       "                      'smile': 1,\n",
       "                      'snakes': 1,\n",
       "                      'snores': 1,\n",
       "                      'some': 2,\n",
       "                      'sooner': 1,\n",
       "                      'speaking': 1,\n",
       "                      'spectators': 1,\n",
       "                      'speeding': 2,\n",
       "                      'spirits': 1,\n",
       "                      'splashes': 1,\n",
       "                      'stacked': 1,\n",
       "                      'standing': 3,\n",
       "                      'start': 1,\n",
       "                      'starting': 1,\n",
       "                      'staying': 1,\n",
       "                      'steamrollered': 1,\n",
       "                      'still': 8,\n",
       "                      'stranger': 1,\n",
       "                      'street': 1,\n",
       "                      'stuck': 1,\n",
       "                      'students': 1,\n",
       "                      'stuff': 1,\n",
       "                      'stupid': 1,\n",
       "                      'suffering': 1,\n",
       "                      'supposed': 2,\n",
       "                      'sure': 5,\n",
       "                      'surprised': 2,\n",
       "                      'surprises': 1,\n",
       "                      'swaying': 1,\n",
       "                      'table': 1,\n",
       "                      'tables': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking': 2,\n",
       "                      'taller': 1,\n",
       "                      'teachers': 2,\n",
       "                      'team': 2,\n",
       "                      'that': 3,\n",
       "                      'them': 7,\n",
       "                      'there': 31,\n",
       "                      'these': 1,\n",
       "                      'they': 105,\n",
       "                      'thick': 2,\n",
       "                      'thickset': 1,\n",
       "                      'thieves': 1,\n",
       "                      'thinking': 3,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'three': 1,\n",
       "                      'tickling': 1,\n",
       "                      'tight': 1,\n",
       "                      'tiny': 2,\n",
       "                      'told': 1,\n",
       "                      'trapped': 1,\n",
       "                      'trees': 3,\n",
       "                      'trembling': 1,\n",
       "                      'trunks': 1,\n",
       "                      'trying': 2,\n",
       "                      'turning': 1,\n",
       "                      'twenty': 1,\n",
       "                      'twins': 3,\n",
       "                      'undursleyish': 1,\n",
       "                      'used': 1,\n",
       "                      'usually': 1,\n",
       "                      'vast': 1,\n",
       "                      'very': 3,\n",
       "                      'voice': 1,\n",
       "                      'waiting': 1,\n",
       "                      'walls': 1,\n",
       "                      'wardrobes': 1,\n",
       "                      'watching': 1,\n",
       "                      'wear': 1,\n",
       "                      'wearing': 1,\n",
       "                      'weasley': 2,\n",
       "                      'weasleys': 1,\n",
       "                      'weirdos': 1,\n",
       "                      'well-known': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 3,\n",
       "                      'where': 2,\n",
       "                      'which': 4,\n",
       "                      'while': 2,\n",
       "                      'whispering': 2,\n",
       "                      'white': 2,\n",
       "                      'wide': 1,\n",
       "                      'wings': 1,\n",
       "                      'witch': 1,\n",
       "                      'witches': 1,\n",
       "                      'with': 3,\n",
       "                      'women': 1,\n",
       "                      'wondering': 2,\n",
       "                      'wood': 1,\n",
       "                      'woods': 1,\n",
       "                      'worst': 1,\n",
       "                      'young': 1}),\n",
       "             'proud': Counter({'always': 1,\n",
       "                      'been': 1,\n",
       "                      'could': 1,\n",
       "                      'felt': 1,\n",
       "                      'having': 1,\n",
       "                      'just': 1,\n",
       "                      'last': 1,\n",
       "                      'pleased': 1,\n",
       "                      'potter': 1,\n",
       "                      'said': 1,\n",
       "                      'something': 1,\n",
       "                      'that': 1,\n",
       "                      'were': 2}),\n",
       "             'that': Counter({'1473': 1,\n",
       "                      'able': 1,\n",
       "                      'abou': 1,\n",
       "                      'about': 9,\n",
       "                      'added': 1,\n",
       "                      'admirable': 1,\n",
       "                      'admitted': 1,\n",
       "                      'adrian': 1,\n",
       "                      'after': 8,\n",
       "                      'afternoon': 4,\n",
       "                      'afterward': 1,\n",
       "                      'again': 1,\n",
       "                      'ages': 2,\n",
       "                      'agreed': 1,\n",
       "                      'alive': 1,\n",
       "                      'almost': 2,\n",
       "                      'alone': 1,\n",
       "                      'already': 2,\n",
       "                      'although': 4,\n",
       "                      'always': 5,\n",
       "                      'amazed': 1,\n",
       "                      'anger': 1,\n",
       "                      'angrily': 1,\n",
       "                      'another': 2,\n",
       "                      'answer': 2,\n",
       "                      'anxiously': 1,\n",
       "                      'anyone': 4,\n",
       "                      'anything': 7,\n",
       "                      'asked': 1,\n",
       "                      'asleep': 1,\n",
       "                      'astonishment': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 4,\n",
       "                      'backward': 1,\n",
       "                      'barrier': 1,\n",
       "                      'battered': 1,\n",
       "                      'beard': 1,\n",
       "                      'beast': 1,\n",
       "                      'beats': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 6,\n",
       "                      'beetle': 1,\n",
       "                      'before': 2,\n",
       "                      'behind': 2,\n",
       "                      'below': 1,\n",
       "                      'bent': 1,\n",
       "                      'best': 2,\n",
       "                      'better': 2,\n",
       "                      'between': 2,\n",
       "                      'biggest': 1,\n",
       "                      'bishop': 2,\n",
       "                      'black-haired': 1,\n",
       "                      'blond': 1,\n",
       "                      'blurted': 1,\n",
       "                      'boats': 1,\n",
       "                      'book': 2,\n",
       "                      'books': 2,\n",
       "                      'borrowed': 1,\n",
       "                      'both': 1,\n",
       "                      'bottle': 1,\n",
       "                      'bottles': 1,\n",
       "                      'boxes': 1,\n",
       "                      'braver': 1,\n",
       "                      'broke': 1,\n",
       "                      'broom': 3,\n",
       "                      'brooms': 1,\n",
       "                      'broomstick': 2,\n",
       "                      'brother': 1,\n",
       "                      'brothers': 1,\n",
       "                      'brought': 1,\n",
       "                      'building': 1,\n",
       "                      'business': 1,\n",
       "                      'bustling': 1,\n",
       "                      'cage': 1,\n",
       "                      'cake': 1,\n",
       "                      'called': 3,\n",
       "                      'came': 1,\n",
       "                      'candles': 1,\n",
       "                      'carefully': 1,\n",
       "                      'carpet': 1,\n",
       "                      'carry': 1,\n",
       "                      'case': 1,\n",
       "                      'castle': 1,\n",
       "                      'caught': 2,\n",
       "                      'centaur': 2,\n",
       "                      'chair': 1,\n",
       "                      'changed': 1,\n",
       "                      'charm': 1,\n",
       "                      'charms': 1,\n",
       "                      'chaser': 2,\n",
       "                      'check': 1,\n",
       "                      'chess': 1,\n",
       "                      'chooses': 1,\n",
       "                      'classroom': 1,\n",
       "                      'clear': 1,\n",
       "                      'clearing': 1,\n",
       "                      'clearly': 1,\n",
       "                      'cloak': 2,\n",
       "                      'close': 1,\n",
       "                      'closely': 1,\n",
       "                      'coat': 1,\n",
       "                      'collected': 1,\n",
       "                      'come': 2,\n",
       "                      'complain': 1,\n",
       "                      'complained': 1,\n",
       "                      'concern': 2,\n",
       "                      'copying': 1,\n",
       "                      'could': 5,\n",
       "                      'couple': 1,\n",
       "                      'course': 1,\n",
       "                      'crash': 1,\n",
       "                      'creep': 1,\n",
       "                      'croaked': 1,\n",
       "                      'crying': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'curse': 1,\n",
       "                      'curtain': 1,\n",
       "                      'curtains': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dared': 1,\n",
       "                      'dead': 1,\n",
       "                      'death': 1,\n",
       "                      'decided': 1,\n",
       "                      'dedalus': 1,\n",
       "                      'delicious': 1,\n",
       "                      'demand': 1,\n",
       "                      'desperate': 1,\n",
       "                      'devil': 1,\n",
       "                      'died': 1,\n",
       "                      'dinner': 1,\n",
       "                      'direction': 1,\n",
       "                      'disappeared': 2,\n",
       "                      'disappointment': 1,\n",
       "                      'disgusted': 1,\n",
       "                      'does': 4,\n",
       "                      'doing': 2,\n",
       "                      'done': 4,\n",
       "                      'door': 1,\n",
       "                      'doors': 2,\n",
       "                      'doubt': 1,\n",
       "                      'doughnut': 1,\n",
       "                      'down': 2,\n",
       "                      'dragon': 1,\n",
       "                      'drills': 2,\n",
       "                      'drink': 1,\n",
       "                      'dudley': 6,\n",
       "                      'dumbledore': 3,\n",
       "                      'dunderhead': 1,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 7,\n",
       "                      'earlier': 1,\n",
       "                      'earth': 1,\n",
       "                      'easier': 1,\n",
       "                      'easily': 1,\n",
       "                      'easter': 1,\n",
       "                      'edge': 1,\n",
       "                      'eggs': 1,\n",
       "                      'else': 1,\n",
       "                      'empty': 1,\n",
       "                      'enough': 1,\n",
       "                      'enraged': 1,\n",
       "                      'envelope': 1,\n",
       "                      'erupted': 1,\n",
       "                      'escalator': 1,\n",
       "                      'even': 2,\n",
       "                      'evening': 4,\n",
       "                      'ever': 1,\n",
       "                      'everyone': 2,\n",
       "                      'everything': 3,\n",
       "                      'exactly': 1,\n",
       "                      'exam': 1,\n",
       "                      'exams': 1,\n",
       "                      'except': 4,\n",
       "                      'exercise': 1,\n",
       "                      'expect': 1,\n",
       "                      'expected': 1,\n",
       "                      'explain': 1,\n",
       "                      'eyebrows': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 2,\n",
       "                      'facedown': 1,\n",
       "                      'fact': 2,\n",
       "                      'fading': 1,\n",
       "                      'family': 1,\n",
       "                      'famous': 2,\n",
       "                      'fateful': 1,\n",
       "                      'father': 2,\n",
       "                      'fear': 1,\n",
       "                      'feel': 1,\n",
       "                      'feeling': 4,\n",
       "                      'feels': 1,\n",
       "                      'feet': 2,\n",
       "                      'felt': 3,\n",
       "                      'fewer': 1,\n",
       "                      'field': 1,\n",
       "                      'fight': 1,\n",
       "                      'fighting': 1,\n",
       "                      'figures': 1,\n",
       "                      'filch': 1,\n",
       "                      'filled': 1,\n",
       "                      'finally': 1,\n",
       "                      'find': 1,\n",
       "                      'fire': 2,\n",
       "                      'first': 4,\n",
       "                      'fists': 1,\n",
       "                      'fitch': 1,\n",
       "                      'flamel': 2,\n",
       "                      'flattened': 1,\n",
       "                      'floor': 1,\n",
       "                      'fluffy': 3,\n",
       "                      'flying': 1,\n",
       "                      'followed': 1,\n",
       "                      'food': 1,\n",
       "                      'force': 1,\n",
       "                      'forehead': 2,\n",
       "                      'forest': 3,\n",
       "                      'forget': 3,\n",
       "                      'forgetting': 1,\n",
       "                      'forgotten': 4,\n",
       "                      'foul': 1,\n",
       "                      'found': 2,\n",
       "                      'friendly': 1,\n",
       "                      'from': 4,\n",
       "                      'full': 1,\n",
       "                      'funny': 3,\n",
       "                      'gave': 1,\n",
       "                      'getting': 1,\n",
       "                      'girl': 1,\n",
       "                      'give': 3,\n",
       "                      'glad': 1,\n",
       "                      'goblin': 1,\n",
       "                      'goes': 2,\n",
       "                      'goin': 1,\n",
       "                      'going': 8,\n",
       "                      'gold': 1,\n",
       "                      'gone': 1,\n",
       "                      'good': 5,\n",
       "                      'gorgons': 1,\n",
       "                      'goyle': 1,\n",
       "                      'grass': 1,\n",
       "                      'great': 2,\n",
       "                      'grew': 1,\n",
       "                      'grin': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'griphook': 1,\n",
       "                      'grubby': 1,\n",
       "                      'gruffly': 2,\n",
       "                      'gryffindor': 2,\n",
       "                      'guardin': 2,\n",
       "                      'guarding': 2,\n",
       "                      'hagrid': 11,\n",
       "                      'hair': 2,\n",
       "                      'halfway': 1,\n",
       "                      'hall': 1,\n",
       "                      'halloween': 2,\n",
       "                      'hands': 1,\n",
       "                      'happen': 1,\n",
       "                      'happened': 5,\n",
       "                      'happening': 1,\n",
       "                      'happens': 1,\n",
       "                      'hard': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 37,\n",
       "                      'hated': 1,\n",
       "                      'have': 7,\n",
       "                      'head': 3,\n",
       "                      'headmaster': 1,\n",
       "                      'hear': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'held': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 4,\n",
       "                      'hermione': 6,\n",
       "                      'hide': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'holding': 1,\n",
       "                      'hole': 1,\n",
       "                      'hooves': 1,\n",
       "                      'hoped': 2,\n",
       "                      'hoping': 1,\n",
       "                      'horrible': 1,\n",
       "                      'horse': 1,\n",
       "                      'hourglasses': 1,\n",
       "                      'house': 1,\n",
       "                      'huge': 1,\n",
       "                      'hundred': 1,\n",
       "                      'hurt': 1,\n",
       "                      'idea': 3,\n",
       "                      'impatient': 1,\n",
       "                      'indeed': 1,\n",
       "                      'inform': 1,\n",
       "                      'insisted': 2,\n",
       "                      'instead': 2,\n",
       "                      'interesting': 2,\n",
       "                      'into': 2,\n",
       "                      'irritably': 1,\n",
       "                      'joke': 1,\n",
       "                      'just': 3,\n",
       "                      'kent': 1,\n",
       "                      'kept': 1,\n",
       "                      'keyhole': 1,\n",
       "                      'kill': 1,\n",
       "                      'knee': 1,\n",
       "                      'knew': 7,\n",
       "                      'knock': 1,\n",
       "                      'know': 9,\n",
       "                      'know-it-all': 1,\n",
       "                      'known': 1,\n",
       "                      'knows': 2,\n",
       "                      'lamps': 1,\n",
       "                      'last': 3,\n",
       "                      'late': 2,\n",
       "                      'lavender': 1,\n",
       "                      'learn': 1,\n",
       "                      'learned': 3,\n",
       "                      'least': 1,\n",
       "                      'leave': 2,\n",
       "                      'leaves': 2,\n",
       "                      'left': 1,\n",
       "                      'legs': 1,\n",
       "                      'less': 1,\n",
       "                      'lessons': 1,\n",
       "                      'letter': 3,\n",
       "                      'level': 1,\n",
       "                      'light': 1,\n",
       "                      'lightning': 1,\n",
       "                      'like': 13,\n",
       "                      'lily': 2,\n",
       "                      'liquid': 1,\n",
       "                      'liquids': 1,\n",
       "                      'little': 1,\n",
       "                      'lives': 1,\n",
       "                      'locked': 1,\n",
       "                      'long': 1,\n",
       "                      'longbottom': 1,\n",
       "                      'look': 4,\n",
       "                      'looked': 5,\n",
       "                      'lose': 1,\n",
       "                      'lost': 1,\n",
       "                      'loudly': 2,\n",
       "                      'love': 1,\n",
       "                      'lucky': 3,\n",
       "                      'lying': 1,\n",
       "                      'made': 8,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'makes': 1,\n",
       "                      'malfoy': 3,\n",
       "                      'managed': 1,\n",
       "                      'mark': 1,\n",
       "                      'maroon': 1,\n",
       "                      'match': 1,\n",
       "                      'mean': 1,\n",
       "                      'means': 1,\n",
       "                      'meant': 3,\n",
       "                      'measured': 1,\n",
       "                      'meeting': 1,\n",
       "                      'mention': 1,\n",
       "                      'might': 4,\n",
       "                      'miles': 1,\n",
       "                      'mind': 3,\n",
       "                      'mine': 1,\n",
       "                      'minutes': 2,\n",
       "                      'mirror': 5,\n",
       "                      'missing': 1,\n",
       "                      'mistaking': 1,\n",
       "                      'moaning': 1,\n",
       "                      'moment': 9,\n",
       "                      'monster': 1,\n",
       "                      'monstrous': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'more': 1,\n",
       "                      'morning': 2,\n",
       "                      'most': 2,\n",
       "                      'motorcycle': 1,\n",
       "                      'movements': 1,\n",
       "                      'mrs.': 2,\n",
       "                      'muggles': 1,\n",
       "                      'must': 2,\n",
       "                      'muttered': 1,\n",
       "                      'n-need': 1,\n",
       "                      'n-not': 1,\n",
       "                      'nasty': 1,\n",
       "                      'nation': 1,\n",
       "                      'need': 1,\n",
       "                      'needed': 1,\n",
       "                      'needles': 1,\n",
       "                      'neither': 1,\n",
       "                      'nervous': 2,\n",
       "                      'never': 3,\n",
       "                      'neville': 2,\n",
       "                      'news': 1,\n",
       "                      'nice': 1,\n",
       "                      'night': 5,\n",
       "                      'nimbus': 1,\n",
       "                      'nine': 1,\n",
       "                      'nobody': 1,\n",
       "                      'noise': 2,\n",
       "                      'noises': 1,\n",
       "                      'noisy': 1,\n",
       "                      'none': 1,\n",
       "                      'nonsense': 1,\n",
       "                      'norbert': 1,\n",
       "                      'nose': 1,\n",
       "                      'note': 4,\n",
       "                      'nothin': 1,\n",
       "                      'nothing': 4,\n",
       "                      'noticed': 9,\n",
       "                      'noticing': 2,\n",
       "                      'nowhere': 2,\n",
       "                      \"o'clock\": 1,\n",
       "                      'object': 1,\n",
       "                      'obvious': 2,\n",
       "                      'okay': 1,\n",
       "                      'older': 1,\n",
       "                      'once': 3,\n",
       "                      'only': 5,\n",
       "                      'open': 1,\n",
       "                      'ordinary': 2,\n",
       "                      'other': 2,\n",
       "                      'others': 1,\n",
       "                      'ouch': 1,\n",
       "                      'over': 3,\n",
       "                      'owls': 2,\n",
       "                      'package': 3,\n",
       "                      'paint': 1,\n",
       "                      'paper': 1,\n",
       "                      'parrot': 1,\n",
       "                      'part': 1,\n",
       "                      'parted': 1,\n",
       "                      'passed': 2,\n",
       "                      'past': 3,\n",
       "                      'peeves': 1,\n",
       "                      'people': 5,\n",
       "                      'perfect': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'phoenix': 1,\n",
       "                      'piece': 1,\n",
       "                      'place': 3,\n",
       "                      'plain': 1,\n",
       "                      'plainly': 1,\n",
       "                      'planets': 1,\n",
       "                      'play': 2,\n",
       "                      'players': 1,\n",
       "                      'playing': 1,\n",
       "                      'pockets': 1,\n",
       "                      'popkin': 1,\n",
       "                      'possible': 1,\n",
       "                      'potions': 1,\n",
       "                      'potter': 2,\n",
       "                      'potters': 3,\n",
       "                      'practice': 2,\n",
       "                      'presents': 1,\n",
       "                      'pressed': 1,\n",
       "                      'prevent': 1,\n",
       "                      'privet': 1,\n",
       "                      'prodded': 1,\n",
       "                      'professor': 5,\n",
       "                      'proud': 1,\n",
       "                      'proudest': 1,\n",
       "                      'proving': 1,\n",
       "                      'pupils': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'queasy': 1,\n",
       "                      'questions': 3,\n",
       "                      'quickly': 1,\n",
       "                      'quidditch': 4,\n",
       "                      'quietly': 2,\n",
       "                      'quirrell': 2,\n",
       "                      'rain': 1,\n",
       "                      'raisins': 1,\n",
       "                      'rattled': 1,\n",
       "                      'read': 2,\n",
       "                      'real': 1,\n",
       "                      'realize': 4,\n",
       "                      'realized': 6,\n",
       "                      'really': 1,\n",
       "                      'reason': 2,\n",
       "                      'recited': 1,\n",
       "                      'recorded': 1,\n",
       "                      'reflected': 1,\n",
       "                      'reflection': 1,\n",
       "                      'relieved': 1,\n",
       "                      'remember': 3,\n",
       "                      'remembers': 1,\n",
       "                      'remind': 1,\n",
       "                      'reminded': 1,\n",
       "                      'reminding': 1,\n",
       "                      'reminds': 3,\n",
       "                      'replaced': 1,\n",
       "                      'reported': 1,\n",
       "                      'rest': 1,\n",
       "                      'reward': 1,\n",
       "                      'ridiculous': 1,\n",
       "                      'right': 6,\n",
       "                      'room': 4,\n",
       "                      'rope': 1,\n",
       "                      'round': 1,\n",
       "                      'rubbish': 1,\n",
       "                      'ruddy': 1,\n",
       "                      'rule': 1,\n",
       "                      'rumbling': 1,\n",
       "                      'rumor': 1,\n",
       "                      'rumors': 1,\n",
       "                      'said': 22,\n",
       "                      'sailed': 1,\n",
       "                      'same': 2,\n",
       "                      'sayin': 1,\n",
       "                      'saying': 5,\n",
       "                      'says': 1,\n",
       "                      'scar': 3,\n",
       "                      'school': 2,\n",
       "                      'screwed': 1,\n",
       "                      'searched': 2,\n",
       "                      'seats': 1,\n",
       "                      'secret': 4,\n",
       "                      'seeker': 1,\n",
       "                      'seekers': 2,\n",
       "                      'seemed': 5,\n",
       "                      'seems': 1,\n",
       "                      'seen': 1,\n",
       "                      'sent': 1,\n",
       "                      'separated': 1,\n",
       "                      'shaped': 1,\n",
       "                      'shocked': 1,\n",
       "                      'shone': 1,\n",
       "                      'shops': 1,\n",
       "                      'should': 3,\n",
       "                      'shouldn': 1,\n",
       "                      'shout': 1,\n",
       "                      'shouted': 2,\n",
       "                      'show': 1,\n",
       "                      'shrilly': 1,\n",
       "                      'sign': 2,\n",
       "                      'silent': 1,\n",
       "                      'silver': 2,\n",
       "                      'simple': 1,\n",
       "                      'simply': 1,\n",
       "                      'singled': 1,\n",
       "                      'sitting': 1,\n",
       "                      'slapping': 1,\n",
       "                      'slope': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'slytherins': 2,\n",
       "                      'smarmy': 1,\n",
       "                      'smell': 1,\n",
       "                      'smiling': 3,\n",
       "                      'smoothly': 1,\n",
       "                      'snape': 13,\n",
       "                      'snapped': 1,\n",
       "                      'snitch': 1,\n",
       "                      'snout': 1,\n",
       "                      'snowballs': 1,\n",
       "                      'sold': 1,\n",
       "                      'some': 2,\n",
       "                      'somebody': 1,\n",
       "                      'somehow': 1,\n",
       "                      'someone': 2,\n",
       "                      'somethin': 1,\n",
       "                      'something': 14,\n",
       "                      'somewhere': 2,\n",
       "                      'sorry': 1,\n",
       "                      'sort': 2,\n",
       "                      'sound': 1,\n",
       "                      'sounded': 2,\n",
       "                      'speck': 1,\n",
       "                      'spectators': 1,\n",
       "                      'spell': 2,\n",
       "                      'spotted': 1,\n",
       "                      'spreading': 1,\n",
       "                      'sprout': 1,\n",
       "                      'squares': 1,\n",
       "                      'squashy': 1,\n",
       "                      'stain': 1,\n",
       "                      'stamp': 1,\n",
       "                      'stared': 1,\n",
       "                      'started': 1,\n",
       "                      'startled': 1,\n",
       "                      'stay': 1,\n",
       "                      'stayed': 1,\n",
       "                      'sticky': 1,\n",
       "                      'stone': 4,\n",
       "                      'stones': 1,\n",
       "                      'stood': 2,\n",
       "                      'stooping': 1,\n",
       "                      'stop': 2,\n",
       "                      'stories': 1,\n",
       "                      'strange': 1,\n",
       "                      'stranger': 1,\n",
       "                      'strangers': 1,\n",
       "                      'street': 2,\n",
       "                      'struck': 1,\n",
       "                      'study': 1,\n",
       "                      'stuff': 2,\n",
       "                      'stuffed': 1,\n",
       "                      'stupid': 1,\n",
       "                      'such': 1,\n",
       "                      'suggest': 1,\n",
       "                      'suggested': 1,\n",
       "                      'suppose': 4,\n",
       "                      'supposed': 2,\n",
       "                      'sure': 3,\n",
       "                      'surely': 1,\n",
       "                      'surprised': 2,\n",
       "                      'swept': 1,\n",
       "                      'swung': 1,\n",
       "                      'take': 3,\n",
       "                      'taking': 1,\n",
       "                      'talk': 1,\n",
       "                      'tape': 1,\n",
       "                      'tasted': 1,\n",
       "                      'teacher': 1,\n",
       "                      'team': 1,\n",
       "                      'tears': 1,\n",
       "                      'tell': 9,\n",
       "                      'terrible': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 8,\n",
       "                      'their': 4,\n",
       "                      'them': 7,\n",
       "                      'then': 4,\n",
       "                      'there': 11,\n",
       "                      'they': 17,\n",
       "                      'thing': 5,\n",
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       "                      'touched': 1,\n",
       "                      'towers': 1,\n",
       "                      'train': 1,\n",
       "                      'transparent': 1,\n",
       "                      'trapdoor': 2,\n",
       "                      'tried': 3,\n",
       "                      'trouble': 2,\n",
       "                      'trudged': 1,\n",
       "                      'trust': 1,\n",
       "                      'tugged': 1,\n",
       "                      'turned': 1,\n",
       "                      'twitched': 1,\n",
       "                      'uncle': 1,\n",
       "                      'understand': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'unless': 1,\n",
       "                      'until': 14,\n",
       "                      'usual': 1,\n",
       "                      'vampires': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 2,\n",
       "                      'victory': 1,\n",
       "                      'view': 1,\n",
       "                      'visited': 1,\n",
       "                      'voices': 1,\n",
       "                      'wait': 1,\n",
       "                      'waited': 2,\n",
       "                      'walk': 2,\n",
       "                      'walked': 14,\n",
       "                      'wall': 1,\n",
       "                      'wandered': 1,\n",
       "                      'want': 2,\n",
       "                      'wanted': 6,\n",
       "                      'warmth': 1,\n",
       "                      'watched': 2,\n",
       "                      'watching': 2,\n",
       "                      'watering': 1,\n",
       "                      'waved': 1,\n",
       "                      'week': 1,\n",
       "                      'well': 5,\n",
       "                      'went': 8,\n",
       "                      'were': 105,\n",
       "                      'what': 28,\n",
       "                      'when': 19,\n",
       "                      'where': 14,\n",
       "                      'whether': 1,\n",
       "                      'which': 3,\n",
       "                      'while': 4,\n",
       "                      'whisper': 1,\n",
       "                      'whispered': 2,\n",
       "                      'will': 2,\n",
       "                      'wish': 1,\n",
       "                      'wished': 2,\n",
       "                      'with': 1,\n",
       "                      'wizard': 1,\n",
       "                      'woke': 1,\n",
       "                      'wolfsbane': 1,\n",
       "                      'wondering': 1,\n",
       "                      'word': 1,\n",
       "                      'words': 1,\n",
       "                      'worried': 1,\n",
       "                      'worse': 1,\n",
       "                      'would': 9,\n",
       "                      'wrenched': 1,\n",
       "                      'year': 2,\n",
       "                      'years': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'zombie': 1}),\n",
       "             'perfectly': Counter({'cheerful': 1,\n",
       "                      'however': 1,\n",
       "                      'know': 1,\n",
       "                      'normal': 2,\n",
       "                      'ordinary': 1,\n",
       "                      'pointing': 1,\n",
       "                      'tired': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1}),\n",
       "             'normal': Counter({'back': 2,\n",
       "                      'behavior': 1,\n",
       "                      'ever': 1,\n",
       "                      'least': 1,\n",
       "                      'like': 1,\n",
       "                      'mirror': 1,\n",
       "                      'next': 1,\n",
       "                      'nice': 1,\n",
       "                      'owl-free': 1,\n",
       "                      'perfectly': 2,\n",
       "                      'talking': 1,\n",
       "                      'tall': 1,\n",
       "                      'thank': 1,\n",
       "                      'this': 2,\n",
       "                      'told': 1,\n",
       "                      'want': 1,\n",
       "                      'year': 1}),\n",
       "             'thank': Counter({'about': 1,\n",
       "                      'back': 1,\n",
       "                      'feet': 1,\n",
       "                      'fond': 1,\n",
       "                      'goodness': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'meant': 2,\n",
       "                      'nearer': 1,\n",
       "                      'normal': 1,\n",
       "                      'said': 1,\n",
       "                      'tweak': 1,\n",
       "                      'very': 1,\n",
       "                      'what': 1,\n",
       "                      'words': 1}),\n",
       "             'very': Counter({'after': 1,\n",
       "                      'along': 1,\n",
       "                      'also': 1,\n",
       "                      'angry': 3,\n",
       "                      'anything': 1,\n",
       "                      'appearance': 1,\n",
       "                      'back': 1,\n",
       "                      'bald': 1,\n",
       "                      'ball': 1,\n",
       "                      'battered': 2,\n",
       "                      'battered-looking': 1,\n",
       "                      'battle': 1,\n",
       "                      'became': 2,\n",
       "                      'because': 2,\n",
       "                      'been': 2,\n",
       "                      'behaving': 2,\n",
       "                      'best': 1,\n",
       "                      'both': 1,\n",
       "                      'brave': 2,\n",
       "                      'breathing': 1,\n",
       "                      'bright': 1,\n",
       "                      'came': 1,\n",
       "                      'carefully': 1,\n",
       "                      'cheerfully': 1,\n",
       "                      'chest': 1,\n",
       "                      'childishly': 1,\n",
       "                      'close': 2,\n",
       "                      'cold': 3,\n",
       "                      'confused': 1,\n",
       "                      'corridor': 1,\n",
       "                      'curious': 3,\n",
       "                      'd-d-do': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dark': 2,\n",
       "                      'dawned': 1,\n",
       "                      'days': 1,\n",
       "                      'deeply': 1,\n",
       "                      'difficult': 4,\n",
       "                      'difficult-': 1,\n",
       "                      'dirty': 1,\n",
       "                      'disappointed': 1,\n",
       "                      'distracted': 1,\n",
       "                      'doing': 1,\n",
       "                      'done': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'dust': 1,\n",
       "                      'edge': 1,\n",
       "                      'eerie': 1,\n",
       "                      'else': 1,\n",
       "                      'embarrassed': 2,\n",
       "                      'entered': 1,\n",
       "                      'everyone': 1,\n",
       "                      'examined': 1,\n",
       "                      'except': 1,\n",
       "                      'fast': 4,\n",
       "                      'felt': 2,\n",
       "                      'first': 3,\n",
       "                      'fishy': 1,\n",
       "                      'forward': 1,\n",
       "                      'frightened': 1,\n",
       "                      'frightening': 1,\n",
       "                      'frog': 1,\n",
       "                      'funny': 2,\n",
       "                      'glad': 1,\n",
       "                      'gone': 2,\n",
       "                      'good': 11,\n",
       "                      'gotten': 1,\n",
       "                      'great': 1,\n",
       "                      'green': 1,\n",
       "                      'grip': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hair': 1,\n",
       "                      'happened': 1,\n",
       "                      'happy': 1,\n",
       "                      'hard': 4,\n",
       "                      'harry': 3,\n",
       "                      'hated': 1,\n",
       "                      'have': 2,\n",
       "                      'heart': 1,\n",
       "                      'heavy': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hopeful': 1,\n",
       "                      'hygienic': 1,\n",
       "                      'ideas': 1,\n",
       "                      'important': 5,\n",
       "                      'imprecise': 1,\n",
       "                      'impressed': 1,\n",
       "                      'indeed': 2,\n",
       "                      'inky': 1,\n",
       "                      'interested': 1,\n",
       "                      'interesting': 2,\n",
       "                      'jewels': 1,\n",
       "                      'judging': 1,\n",
       "                      'kind': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 2,\n",
       "                      'large': 1,\n",
       "                      'last': 5,\n",
       "                      'least': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 1,\n",
       "                      'long': 4,\n",
       "                      'look': 3,\n",
       "                      'looked': 5,\n",
       "                      'looking': 4,\n",
       "                      'lumpy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mean': 1,\n",
       "                      'merry': 1,\n",
       "                      'might': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moment': 2,\n",
       "                      'mood': 1,\n",
       "                      'more': 1,\n",
       "                      'much': 2,\n",
       "                      'muffled': 1,\n",
       "                      'muggles': 1,\n",
       "                      'mysteriously': 1,\n",
       "                      'nasty': 2,\n",
       "                      'nervous': 2,\n",
       "                      'nervously': 1,\n",
       "                      'next': 1,\n",
       "                      'nice': 2,\n",
       "                      'noisy': 1,\n",
       "                      'nose': 1,\n",
       "                      'nothing': 1,\n",
       "                      'noticed': 1,\n",
       "                      'other': 2,\n",
       "                      'painful': 2,\n",
       "                      'pale': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'pitch-black': 1,\n",
       "                      'place': 2,\n",
       "                      'pleased': 2,\n",
       "                      'pointing': 1,\n",
       "                      'pomfrey': 1,\n",
       "                      'portrait': 1,\n",
       "                      'powerful': 1,\n",
       "                      'pretty': 1,\n",
       "                      'prickled': 1,\n",
       "                      'properly': 1,\n",
       "                      'pulled': 2,\n",
       "                      'quiet': 1,\n",
       "                      'really': 1,\n",
       "                      'received': 1,\n",
       "                      'reeled': 1,\n",
       "                      'relieved': 1,\n",
       "                      'room': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 3,\n",
       "                      'scared': 1,\n",
       "                      'scratchy': 1,\n",
       "                      'second': 1,\n",
       "                      'secret': 1,\n",
       "                      'seem': 1,\n",
       "                      'seemed': 1,\n",
       "                      'selfish': 1,\n",
       "                      'seriously': 1,\n",
       "                      'shadows': 1,\n",
       "                      'shaken': 1,\n",
       "                      'sighed': 1,\n",
       "                      'sight': 1,\n",
       "                      'skin': 1,\n",
       "                      'slow': 1,\n",
       "                      'slowly': 2,\n",
       "                      'small': 1,\n",
       "                      'smiling': 1,\n",
       "                      'solid': 1,\n",
       "                      'something': 2,\n",
       "                      'sore': 1,\n",
       "                      'sorting': 1,\n",
       "                      'special': 1,\n",
       "                      'stern': 2,\n",
       "                      'still': 2,\n",
       "                      'strange': 3,\n",
       "                      'strict': 2,\n",
       "                      'stupid': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sunny': 1,\n",
       "                      'supposed': 1,\n",
       "                      'tasty': 1,\n",
       "                      'terrified': 2,\n",
       "                      'thank': 1,\n",
       "                      'that': 3,\n",
       "                      'their': 4,\n",
       "                      'them': 4,\n",
       "                      'there': 3,\n",
       "                      'they': 2,\n",
       "                      'thin': 2,\n",
       "                      'this': 6,\n",
       "                      'thought': 2,\n",
       "                      'tightly': 1,\n",
       "                      'times': 1,\n",
       "                      'trouble': 1,\n",
       "                      'trust': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 2,\n",
       "                      'umbrella': 1,\n",
       "                      'untidy': 2,\n",
       "                      'unusually': 1,\n",
       "                      'useful': 1,\n",
       "                      'very': 2,\n",
       "                      'vicious': 1,\n",
       "                      'wand': 1,\n",
       "                      'watch': 1,\n",
       "                      'watched': 1,\n",
       "                      'well': 9,\n",
       "                      'went': 1,\n",
       "                      'were': 3,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 2,\n",
       "                      'whispering': 1,\n",
       "                      'white': 1,\n",
       "                      'wish': 1,\n",
       "                      'woman': 2,\n",
       "                      'wore': 1,\n",
       "                      'worried': 1,\n",
       "                      'would': 1,\n",
       "                      'wrong': 1,\n",
       "                      'youknow-who': 1,\n",
       "                      'your': 1}),\n",
       "             'much': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'allowed': 1,\n",
       "                      'already': 1,\n",
       "                      'awake': 1,\n",
       "                      'because': 2,\n",
       "                      'before': 2,\n",
       "                      'better': 2,\n",
       "                      'blushed': 1,\n",
       "                      'both': 1,\n",
       "                      'came': 1,\n",
       "                      'cara': 1,\n",
       "                      'chance': 1,\n",
       "                      'cheer': 1,\n",
       "                      'christmas': 1,\n",
       "                      'complained': 1,\n",
       "                      'cupboard': 1,\n",
       "                      \"d'you\": 1,\n",
       "                      'does': 1,\n",
       "                      'doing': 1,\n",
       "                      'drive': 1,\n",
       "                      'easier': 1,\n",
       "                      'eaten': 2,\n",
       "                      'everything': 1,\n",
       "                      'except': 1,\n",
       "                      'face': 1,\n",
       "                      'families': 1,\n",
       "                      'farther': 1,\n",
       "                      'feel': 2,\n",
       "                      'fouled': 1,\n",
       "                      'game': 1,\n",
       "                      'gathered': 1,\n",
       "                      'given': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'hang': 1,\n",
       "                      'harry': 3,\n",
       "                      'hate': 2,\n",
       "                      'have': 4,\n",
       "                      'having': 1,\n",
       "                      'head': 1,\n",
       "                      'heard': 1,\n",
       "                      'help': 1,\n",
       "                      'hold': 1,\n",
       "                      'homework': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'know': 3,\n",
       "                      'last': 1,\n",
       "                      'later': 2,\n",
       "                      'learn': 3,\n",
       "                      'least': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 3,\n",
       "                      'liked': 1,\n",
       "                      'listen': 1,\n",
       "                      'longer': 2,\n",
       "                      'malfoy': 1,\n",
       "                      'mistaken': 1,\n",
       "                      'money': 1,\n",
       "                      'more': 3,\n",
       "                      'much': 2,\n",
       "                      'nearer': 1,\n",
       "                      'nearly': 1,\n",
       "                      'neck': 1,\n",
       "                      'never': 2,\n",
       "                      'neville': 1,\n",
       "                      'nicer': 1,\n",
       "                      'notice': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'paid': 1,\n",
       "                      'people': 1,\n",
       "                      'piled': 1,\n",
       "                      'point': 1,\n",
       "                      'quiver': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 2,\n",
       "                      'school': 1,\n",
       "                      'sense': 1,\n",
       "                      'showed': 1,\n",
       "                      'since': 1,\n",
       "                      'sleepy': 1,\n",
       "                      'space': 1,\n",
       "                      'speed': 1,\n",
       "                      'spent': 2,\n",
       "                      'spoke': 1,\n",
       "                      'stand': 1,\n",
       "                      'stone': 1,\n",
       "                      'suppose': 1,\n",
       "                      'talk': 2,\n",
       "                      'talking': 1,\n",
       "                      'tell': 2,\n",
       "                      'thankful': 1,\n",
       "                      'their': 1,\n",
       "                      'there': 4,\n",
       "                      'they': 3,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 2,\n",
       "                      'this': 1,\n",
       "                      'time': 5,\n",
       "                      'touched': 1,\n",
       "                      'troll': 1,\n",
       "                      'tying': 1,\n",
       "                      'very': 2,\n",
       "                      'walk': 1,\n",
       "                      'wanted': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'whole': 1,\n",
       "                      'wondering': 1,\n",
       "                      'work': 1,\n",
       "                      'yourselves': 1}),\n",
       "             'last': Counter({'after': 1,\n",
       "                      'again': 1,\n",
       "                      'answer': 1,\n",
       "                      'anxiously': 1,\n",
       "                      'august': 1,\n",
       "                      'back': 1,\n",
       "                      'backpack': 1,\n",
       "                      'ball': 1,\n",
       "                      'bathrobe': 1,\n",
       "                      'beds': 1,\n",
       "                      'been': 1,\n",
       "                      'beside': 1,\n",
       "                      'better': 1,\n",
       "                      'birthday': 1,\n",
       "                      'cast': 1,\n",
       "                      'catch': 1,\n",
       "                      'chamber': 1,\n",
       "                      'checkup': 1,\n",
       "                      'chess': 1,\n",
       "                      'chosen': 1,\n",
       "                      'clapped': 1,\n",
       "                      'cold': 1,\n",
       "                      'comforting': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 1,\n",
       "                      'dead': 1,\n",
       "                      'desperate': 1,\n",
       "                      'desserts': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'even': 1,\n",
       "                      'exactly': 1,\n",
       "                      'exam': 1,\n",
       "                      'feet': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 2,\n",
       "                      'forward': 1,\n",
       "                      'found': 1,\n",
       "                      'fourth': 1,\n",
       "                      'from': 1,\n",
       "                      'given': 1,\n",
       "                      'giving': 1,\n",
       "                      'gone': 1,\n",
       "                      'good': 1,\n",
       "                      'great': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'hand': 2,\n",
       "                      'harry': 2,\n",
       "                      'having': 1,\n",
       "                      'hermione': 1,\n",
       "                      'herself': 1,\n",
       "                      'holding': 1,\n",
       "                      'hour': 1,\n",
       "                      'jacket': 1,\n",
       "                      'lead': 1,\n",
       "                      'lines': 1,\n",
       "                      'look': 1,\n",
       "                      'mark': 1,\n",
       "                      'match': 1,\n",
       "                      'meal': 1,\n",
       "                      'meeting': 1,\n",
       "                      'member': 1,\n",
       "                      'mind': 1,\n",
       "                      'minute': 1,\n",
       "                      'missed': 1,\n",
       "                      'month': 1,\n",
       "                      'much': 1,\n",
       "                      'muggles': 1,\n",
       "                      'muttered': 1,\n",
       "                      'night': 5,\n",
       "                      'norbert': 1,\n",
       "                      'only': 1,\n",
       "                      'onto': 1,\n",
       "                      'others': 1,\n",
       "                      'outside': 1,\n",
       "                      'people': 1,\n",
       "                      'person': 1,\n",
       "                      'place': 2,\n",
       "                      'pointed': 1,\n",
       "                      'potter': 2,\n",
       "                      'proud': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'relieved': 1,\n",
       "                      'reliving': 1,\n",
       "                      'report': 1,\n",
       "                      'said': 2,\n",
       "                      'shop': 1,\n",
       "                      'shout': 1,\n",
       "                      'side': 1,\n",
       "                      'sighed': 1,\n",
       "                      'since': 1,\n",
       "                      'started': 1,\n",
       "                      'stopped': 2,\n",
       "                      'sweets': 1,\n",
       "                      'take': 1,\n",
       "                      'team': 1,\n",
       "                      'terrified': 1,\n",
       "                      'than': 3,\n",
       "                      'that': 3,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'these': 1,\n",
       "                      'thing': 3,\n",
       "                      'those': 1,\n",
       "                      'thousand': 1,\n",
       "                      'time': 3,\n",
       "                      'times': 1,\n",
       "                      'together': 1,\n",
       "                      'tree': 1,\n",
       "                      'trunk': 1,\n",
       "                      'tucked': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 5,\n",
       "                      'wednesday': 1,\n",
       "                      'week': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'where': 1,\n",
       "                      'with': 3,\n",
       "                      'woke': 1,\n",
       "                      'wood': 1,\n",
       "                      'word': 2,\n",
       "                      'words': 1,\n",
       "                      'year': 6,\n",
       "                      'youngest': 1,\n",
       "                      'yourself': 1}),\n",
       "             'people': Counter({'about': 3,\n",
       "                      'admired': 1,\n",
       "                      'after': 1,\n",
       "                      'although': 1,\n",
       "                      'arms': 2,\n",
       "                      'around': 3,\n",
       "                      'bear': 1,\n",
       "                      'because': 1,\n",
       "                      'behind': 2,\n",
       "                      'being': 1,\n",
       "                      'believe': 1,\n",
       "                      'below': 1,\n",
       "                      'boats': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'call': 1,\n",
       "                      'called': 1,\n",
       "                      'choose': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloaks': 4,\n",
       "                      'come': 2,\n",
       "                      'could': 2,\n",
       "                      'craning': 1,\n",
       "                      'crowd': 1,\n",
       "                      'dead': 1,\n",
       "                      'different': 1,\n",
       "                      'doing': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'dressed': 2,\n",
       "                      'drifted': 1,\n",
       "                      'drumming': 1,\n",
       "                      'emptied': 1,\n",
       "                      'even': 1,\n",
       "                      'expect': 1,\n",
       "                      'felt': 1,\n",
       "                      'find': 1,\n",
       "                      'floor': 1,\n",
       "                      'forward': 1,\n",
       "                      'from': 1,\n",
       "                      'full': 1,\n",
       "                      'funny': 1,\n",
       "                      'funny-looking': 1,\n",
       "                      'gasped': 1,\n",
       "                      'grappling': 1,\n",
       "                      'group': 1,\n",
       "                      'groups': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 2,\n",
       "                      'heads': 2,\n",
       "                      'held': 1,\n",
       "                      'here': 1,\n",
       "                      'holes': 1,\n",
       "                      'house': 1,\n",
       "                      'hugging': 1,\n",
       "                      'hurrying': 2,\n",
       "                      'invisible': 1,\n",
       "                      'jostled': 2,\n",
       "                      'just': 1,\n",
       "                      'killed': 1,\n",
       "                      'last': 1,\n",
       "                      'laughed': 1,\n",
       "                      'laughing': 1,\n",
       "                      'leaky': 1,\n",
       "                      'left': 2,\n",
       "                      'less': 1,\n",
       "                      'like': 1,\n",
       "                      'liked': 1,\n",
       "                      'lining': 1,\n",
       "                      'live': 1,\n",
       "                      'loads': 1,\n",
       "                      'lots': 2,\n",
       "                      'made': 1,\n",
       "                      'many': 2,\n",
       "                      'mean': 1,\n",
       "                      'meeting': 1,\n",
       "                      'minds': 2,\n",
       "                      'mirror': 1,\n",
       "                      'moment': 1,\n",
       "                      'much': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'next': 1,\n",
       "                      'nicer': 1,\n",
       "                      'nodded': 1,\n",
       "                      'only': 1,\n",
       "                      'ordinary': 2,\n",
       "                      'other': 2,\n",
       "                      'outlines': 1,\n",
       "                      'outside': 1,\n",
       "                      'over': 1,\n",
       "                      'pair': 1,\n",
       "                      'passed': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'persuade': 1,\n",
       "                      'pile': 1,\n",
       "                      'pointed': 1,\n",
       "                      'portraits': 2,\n",
       "                      'pushed': 1,\n",
       "                      'quickly': 1,\n",
       "                      'rarely': 1,\n",
       "                      'reason': 1,\n",
       "                      'said': 2,\n",
       "                      'school': 1,\n",
       "                      'screams': 1,\n",
       "                      'several': 1,\n",
       "                      'shame': 1,\n",
       "                      'shoes': 1,\n",
       "                      'showing': 1,\n",
       "                      'side': 1,\n",
       "                      'sign': 1,\n",
       "                      'stand': 1,\n",
       "                      'standing': 1,\n",
       "                      'stared': 1,\n",
       "                      'steady': 1,\n",
       "                      'still': 2,\n",
       "                      'stopped': 1,\n",
       "                      'stuff': 1,\n",
       "                      'stupid': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'suppose': 1,\n",
       "                      'supposed': 1,\n",
       "                      'telling': 3,\n",
       "                      'that': 5,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'these': 5,\n",
       "                      'they': 2,\n",
       "                      'things': 1,\n",
       "                      'this': 2,\n",
       "                      'those': 3,\n",
       "                      'though': 2,\n",
       "                      'thought': 1,\n",
       "                      'three': 1,\n",
       "                      'throughout': 1,\n",
       "                      'tickets': 1,\n",
       "                      'toward': 1,\n",
       "                      'town': 1,\n",
       "                      'trying': 1,\n",
       "                      'wander': 1,\n",
       "                      'watching': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 4,\n",
       "                      'will': 3,\n",
       "                      'with': 1,\n",
       "                      'work': 1,\n",
       "                      'world': 1,\n",
       "                      'worse': 1,\n",
       "                      'would': 1,\n",
       "                      'young': 1}),\n",
       "             'expect': Counter({'astonishing': 1,\n",
       "                      'great': 2,\n",
       "                      'gruffly': 1,\n",
       "                      'hang': 1,\n",
       "                      'involved': 1,\n",
       "                      'know': 1,\n",
       "                      'lotta': 1,\n",
       "                      'magic': 1,\n",
       "                      'must': 1,\n",
       "                      'people': 1,\n",
       "                      'presents': 1,\n",
       "                      'professor': 1,\n",
       "                      'realized': 1,\n",
       "                      'remember': 1,\n",
       "                      'snape': 1,\n",
       "                      'soon': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'told': 1,\n",
       "                      'turnips': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'will': 1,\n",
       "                      'would': 1}),\n",
       "             'involved': Counter({'anything': 1,\n",
       "                      'course': 1,\n",
       "                      'effort': 1,\n",
       "                      'expect': 1,\n",
       "                      'flamel': 1,\n",
       "                      'nearly': 1,\n",
       "                      'punching': 1,\n",
       "                      'there': 2,\n",
       "                      'were': 1}),\n",
       "             'anything': Counter({'able': 1,\n",
       "                      'about': 5,\n",
       "                      'acting': 1,\n",
       "                      'against': 1,\n",
       "                      'ages': 1,\n",
       "                      'beautiful': 1,\n",
       "                      'because': 1,\n",
       "                      'best': 1,\n",
       "                      'brave': 1,\n",
       "                      'braver': 1,\n",
       "                      'business': 1,\n",
       "                      'buying': 1,\n",
       "                      'cart': 1,\n",
       "                      'comfort': 1,\n",
       "                      'could': 3,\n",
       "                      'desperate': 1,\n",
       "                      'done': 1,\n",
       "                      'eating': 2,\n",
       "                      'either': 1,\n",
       "                      'else': 6,\n",
       "                      'except': 1,\n",
       "                      'explain': 1,\n",
       "                      'felt': 1,\n",
       "                      'find': 1,\n",
       "                      'force': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 1,\n",
       "                      'give': 2,\n",
       "                      'given': 1,\n",
       "                      'gives': 1,\n",
       "                      'going': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'happens': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 2,\n",
       "                      'having': 1,\n",
       "                      'hear': 1,\n",
       "                      'here': 1,\n",
       "                      'horrible': 1,\n",
       "                      'interfere': 1,\n",
       "                      'involved': 1,\n",
       "                      'just': 1,\n",
       "                      'know': 2,\n",
       "                      'leave': 1,\n",
       "                      'like': 2,\n",
       "                      'look': 1,\n",
       "                      'mention': 1,\n",
       "                      'miss': 1,\n",
       "                      'mixed': 1,\n",
       "                      'neither': 1,\n",
       "                      'never': 3,\n",
       "                      'neville': 1,\n",
       "                      'norbert': 1,\n",
       "                      'noticed': 1,\n",
       "                      'noticing': 1,\n",
       "                      'offended': 1,\n",
       "                      'ourselves': 1,\n",
       "                      'past': 1,\n",
       "                      'person': 1,\n",
       "                      'read': 1,\n",
       "                      'rustling': 1,\n",
       "                      'said': 7,\n",
       "                      'saying': 1,\n",
       "                      'seen': 2,\n",
       "                      'share': 1,\n",
       "                      'shout': 1,\n",
       "                      'some': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'strange': 1,\n",
       "                      'taken': 1,\n",
       "                      'tasted': 1,\n",
       "                      'tell': 1,\n",
       "                      'than': 4,\n",
       "                      'that': 7,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 4,\n",
       "                      'think': 4,\n",
       "                      'took': 1,\n",
       "                      'touch': 1,\n",
       "                      'very': 1,\n",
       "                      'want': 2,\n",
       "                      'wanted': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 2,\n",
       "                      'whispered': 1,\n",
       "                      'wife': 1,\n",
       "                      'wild-looking': 1,\n",
       "                      'with': 5,\n",
       "                      'wonderful': 1,\n",
       "                      'world': 1,\n",
       "                      'would': 2,\n",
       "                      'wrong': 1}),\n",
       "             'strange': Counter({'about': 1,\n",
       "                      'again': 1,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 1,\n",
       "                      'blinked': 1,\n",
       "                      'care': 1,\n",
       "                      'dream': 1,\n",
       "                      'exciting': 1,\n",
       "                      'floor': 1,\n",
       "                      'glasses': 1,\n",
       "                      'just': 2,\n",
       "                      'looked': 1,\n",
       "                      'more': 1,\n",
       "                      'mysterious': 2,\n",
       "                      'nearsighted': 1,\n",
       "                      'noticed': 1,\n",
       "                      'other': 1,\n",
       "                      'plants': 1,\n",
       "                      'problem': 1,\n",
       "                      'reason': 1,\n",
       "                      'sent': 1,\n",
       "                      'silver': 1,\n",
       "                      'some': 1,\n",
       "                      'somehow': 1,\n",
       "                      'something': 1,\n",
       "                      'splendid': 1,\n",
       "                      'strangers': 1,\n",
       "                      'such': 1,\n",
       "                      'telescopes': 1,\n",
       "                      'that': 1,\n",
       "                      'things': 2,\n",
       "                      'touch': 1,\n",
       "                      'very': 3,\n",
       "                      'vision': 1,\n",
       "                      'ways': 1,\n",
       "                      'with': 2,\n",
       "                      'wizards': 1,\n",
       "                      'work': 1}),\n",
       "             'mysterious': Counter({'about': 1,\n",
       "                      'because': 1,\n",
       "                      'bother': 1,\n",
       "                      'daylight': 1,\n",
       "                      'most': 1,\n",
       "                      'nothing': 1,\n",
       "                      'object': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'strange': 2,\n",
       "                      'things': 1}),\n",
       "             'because': Counter({'-face': 1,\n",
       "                      'anymore': 1,\n",
       "                      'anything': 1,\n",
       "                      'approve': 1,\n",
       "                      'arms': 1,\n",
       "                      'back': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'bent': 1,\n",
       "                      'busy': 1,\n",
       "                      'catch': 1,\n",
       "                      'ceremony': 1,\n",
       "                      'chosen': 1,\n",
       "                      'christmas': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'danger': 1,\n",
       "                      'dark': 1,\n",
       "                      'deal': 1,\n",
       "                      'destiny': 1,\n",
       "                      'difficulty': 1,\n",
       "                      'dodge': 1,\n",
       "                      'done': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'duties': 1,\n",
       "                      'else': 2,\n",
       "                      'ever': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fast': 1,\n",
       "                      'fell': 1,\n",
       "                      'felt': 2,\n",
       "                      'filch': 1,\n",
       "                      'floor': 1,\n",
       "                      'follow': 1,\n",
       "                      'footsteps': 1,\n",
       "                      'forest': 1,\n",
       "                      'forward': 1,\n",
       "                      'funny': 1,\n",
       "                      'george': 1,\n",
       "                      'good': 2,\n",
       "                      'grandmother': 1,\n",
       "                      'griphook': 1,\n",
       "                      'guess': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'hated': 1,\n",
       "                      'hates': 1,\n",
       "                      'have': 1,\n",
       "                      'hedwig': 2,\n",
       "                      'here': 1,\n",
       "                      'jeans': 1,\n",
       "                      'jumped': 1,\n",
       "                      'knickerbocker': 1,\n",
       "                      'know': 2,\n",
       "                      'legs': 1,\n",
       "                      'life': 1,\n",
       "                      'listening': 1,\n",
       "                      'looked': 1,\n",
       "                      'looks': 1,\n",
       "                      'lucky': 1,\n",
       "                      'made': 1,\n",
       "                      'maybe': 1,\n",
       "                      'missed': 1,\n",
       "                      'moment': 1,\n",
       "                      'monstrous': 1,\n",
       "                      'mother': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 2,\n",
       "                      'mysterious': 1,\n",
       "                      'nerves': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 3,\n",
       "                      'norbert': 1,\n",
       "                      'noses': 1,\n",
       "                      'once': 2,\n",
       "                      'only': 2,\n",
       "                      'other': 1,\n",
       "                      'penalty': 1,\n",
       "                      'people': 1,\n",
       "                      'perhaps': 2,\n",
       "                      'play': 1,\n",
       "                      'potions': 1,\n",
       "                      'prefect': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'read': 1,\n",
       "                      'really': 1,\n",
       "                      'reason': 1,\n",
       "                      'relief': 1,\n",
       "                      'remember': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 2,\n",
       "                      'second': 2,\n",
       "                      'seeker': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shortcut': 1,\n",
       "                      'sister': 2,\n",
       "                      'slip': 1,\n",
       "                      'smell': 1,\n",
       "                      'smiling': 1,\n",
       "                      'soft': 1,\n",
       "                      'spiders': 1,\n",
       "                      'staying': 1,\n",
       "                      'struggle': 1,\n",
       "                      'tantrum': 1,\n",
       "                      'tape': 1,\n",
       "                      'television': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 11,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'times': 1,\n",
       "                      'tired': 1,\n",
       "                      'tower': 1,\n",
       "                      'trees': 1,\n",
       "                      'tried': 1,\n",
       "                      'troll': 1,\n",
       "                      'true': 1,\n",
       "                      'trying': 1,\n",
       "                      'turned': 1,\n",
       "                      'twins': 1,\n",
       "                      'usually': 1,\n",
       "                      'very': 2,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'watched': 1,\n",
       "                      'wear': 1,\n",
       "                      'week': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 1,\n",
       "                      'whichever': 1,\n",
       "                      'while': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 1,\n",
       "                      'year': 1}),\n",
       "             'just': Counter({'abnormal': 1,\n",
       "                      'above': 1,\n",
       "                      'again': 2,\n",
       "                      'ahern': 1,\n",
       "                      'annoy': 1,\n",
       "                      'anymore': 1,\n",
       "                      'anything': 1,\n",
       "                      'anyway': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'arms': 1,\n",
       "                      'arrived': 2,\n",
       "                      'asked': 1,\n",
       "                      'astounding': 1,\n",
       "                      'awarded': 1,\n",
       "                      'away': 2,\n",
       "                      'back': 2,\n",
       "                      'bags': 1,\n",
       "                      'bang': 1,\n",
       "                      'banks': 1,\n",
       "                      'been': 2,\n",
       "                      'before': 2,\n",
       "                      'behind': 2,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'bitten': 1,\n",
       "                      'black': 1,\n",
       "                      'body-bind': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'brought': 1,\n",
       "                      'brushed': 1,\n",
       "                      'build': 1,\n",
       "                      'bundle': 1,\n",
       "                      'case': 1,\n",
       "                      'caught': 1,\n",
       "                      'chained': 1,\n",
       "                      'chimed': 1,\n",
       "                      'come': 1,\n",
       "                      'convinced': 1,\n",
       "                      'could': 3,\n",
       "                      'course': 1,\n",
       "                      'darkly': 1,\n",
       "                      'decoration': 1,\n",
       "                      'delight': 1,\n",
       "                      'desktop': 1,\n",
       "                      'dived': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'drunk': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dunno': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'else': 1,\n",
       "                      'enemies': 1,\n",
       "                      'exams': 1,\n",
       "                      'expelled': 1,\n",
       "                      'explain': 1,\n",
       "                      'explained': 1,\n",
       "                      'eyes': 2,\n",
       "                      'faces': 1,\n",
       "                      'fact': 1,\n",
       "                      'famous': 1,\n",
       "                      'favorite': 1,\n",
       "                      'feather': 1,\n",
       "                      'feeling': 2,\n",
       "                      'fine': 2,\n",
       "                      'finished': 2,\n",
       "                      'fitted': 1,\n",
       "                      'five': 1,\n",
       "                      'flamel': 1,\n",
       "                      'flatly': 1,\n",
       "                      'flexible': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'forgot': 1,\n",
       "                      'found': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gaped': 1,\n",
       "                      'gave': 1,\n",
       "                      'ghosts': 1,\n",
       "                      'give': 2,\n",
       "                      'glinting': 1,\n",
       "                      'going': 2,\n",
       "                      'gold': 1,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guardin': 1,\n",
       "                      'guess': 1,\n",
       "                      'gulped': 1,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'happens': 1,\n",
       "                      'harry': 13,\n",
       "                      'have': 3,\n",
       "                      'head': 2,\n",
       "                      'heard': 1,\n",
       "                      'helping': 1,\n",
       "                      'here': 4,\n",
       "                      'high': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hold': 1,\n",
       "                      'home': 1,\n",
       "                      'hope': 2,\n",
       "                      'horrified': 1,\n",
       "                      'hurtled': 1,\n",
       "                      'impressed': 1,\n",
       "                      'inside': 1,\n",
       "                      'interested': 1,\n",
       "                      'interesting': 1,\n",
       "                      'kick': 1,\n",
       "                      'kill': 1,\n",
       "                      'knew': 3,\n",
       "                      'leave': 1,\n",
       "                      'left': 2,\n",
       "                      'length': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 7,\n",
       "                      'liked': 1,\n",
       "                      'line': 1,\n",
       "                      'little': 2,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'loyal': 1,\n",
       "                      'lucky': 1,\n",
       "                      'made': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'managing': 1,\n",
       "                      'matches': 1,\n",
       "                      'maybe': 2,\n",
       "                      'missed': 1,\n",
       "                      'money': 1,\n",
       "                      'more': 2,\n",
       "                      'mother': 1,\n",
       "                      'move': 1,\n",
       "                      'much': 1,\n",
       "                      'natural': 1,\n",
       "                      'near': 1,\n",
       "                      'never': 1,\n",
       "                      'news': 1,\n",
       "                      'norbert': 1,\n",
       "                      'nothing': 1,\n",
       "                      'noticed': 1,\n",
       "                      'obviously': 1,\n",
       "                      'occurred': 1,\n",
       "                      'ollivanders': 1,\n",
       "                      'only': 6,\n",
       "                      'ordinary': 1,\n",
       "                      'other': 1,\n",
       "                      'outside': 1,\n",
       "                      'pack': 1,\n",
       "                      'package': 1,\n",
       "                      'paisley': 1,\n",
       "                      'passed': 2,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pinned': 1,\n",
       "                      'pity': 1,\n",
       "                      'plunged': 1,\n",
       "                      'pocket': 1,\n",
       "                      'poking': 1,\n",
       "                      'popped': 1,\n",
       "                      'potter': 2,\n",
       "                      'practice': 1,\n",
       "                      'pretending': 1,\n",
       "                      'proud': 1,\n",
       "                      'questions': 1,\n",
       "                      'quickly': 1,\n",
       "                      'raised': 2,\n",
       "                      'reached': 1,\n",
       "                      'read': 1,\n",
       "                      'realized': 1,\n",
       "                      'reflection': 1,\n",
       "                      'remember': 1,\n",
       "                      'remembered': 1,\n",
       "                      'robes': 1,\n",
       "                      'said': 4,\n",
       "                      'same': 4,\n",
       "                      'scared': 1,\n",
       "                      'sent': 1,\n",
       "                      'should': 1,\n",
       "                      'shows': 1,\n",
       "                      'skyward': 1,\n",
       "                      'sleepily': 1,\n",
       "                      'small': 1,\n",
       "                      'smoked': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 4,\n",
       "                      'snoozed': 1,\n",
       "                      'some': 1,\n",
       "                      'someone': 2,\n",
       "                      'sort': 1,\n",
       "                      'sounding': 1,\n",
       "                      'spells': 1,\n",
       "                      'started': 1,\n",
       "                      'state': 1,\n",
       "                      'stay': 1,\n",
       "                      'stone': 1,\n",
       "                      'stopped': 1,\n",
       "                      'stopping': 1,\n",
       "                      'strange': 2,\n",
       "                      'streamed': 1,\n",
       "                      'strict': 1,\n",
       "                      'such': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'table': 2,\n",
       "                      'take': 2,\n",
       "                      'taken': 1,\n",
       "                      'taking': 1,\n",
       "                      'taught': 1,\n",
       "                      'teachers': 1,\n",
       "                      'tell': 2,\n",
       "                      'telling': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 2,\n",
       "                      'themselves': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 11,\n",
       "                      'thing': 1,\n",
       "                      'think': 3,\n",
       "                      'this': 2,\n",
       "                      'though': 1,\n",
       "                      'thought': 5,\n",
       "                      'time': 5,\n",
       "                      'toast': 1,\n",
       "                      'train': 1,\n",
       "                      'turned': 1,\n",
       "                      'turns': 1,\n",
       "                      'types': 1,\n",
       "                      'unicorns': 1,\n",
       "                      'visible': 1,\n",
       "                      'voice': 1,\n",
       "                      'wait': 1,\n",
       "                      'wall': 1,\n",
       "                      'walls': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 3,\n",
       "                      'warned': 1,\n",
       "                      'week': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 4,\n",
       "                      'whispered': 1,\n",
       "                      'with': 1,\n",
       "                      'wondered': 1,\n",
       "                      'wondering': 1,\n",
       "                      'wood': 1,\n",
       "                      'worth': 1,\n",
       "                      'year': 1,\n",
       "                      'years': 1,\n",
       "                      'yerself': 1,\n",
       "                      'your': 1}),\n",
       "             'hold': Counter({'able': 2,\n",
       "                      'collar': 1,\n",
       "                      'gets': 1,\n",
       "                      'gettin': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 2,\n",
       "                      'look': 1,\n",
       "                      'managing': 1,\n",
       "                      'master': 1,\n",
       "                      'much': 1,\n",
       "                      'number': 1,\n",
       "                      'only': 1,\n",
       "                      'quill': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'snape': 1,\n",
       "                      'stone': 1,\n",
       "                      'then': 1,\n",
       "                      'tight': 1,\n",
       "                      'with': 1,\n",
       "                      'your': 1}),\n",
       "             'with': Counter({'-then': 1,\n",
       "                      'about': 1,\n",
       "                      'afraid': 1,\n",
       "                      'again': 1,\n",
       "                      'agreed': 1,\n",
       "                      'alchemy': 2,\n",
       "                      'allowed': 1,\n",
       "                      'already': 1,\n",
       "                      'always': 1,\n",
       "                      'angry': 1,\n",
       "                      'animals': 2,\n",
       "                      'another': 2,\n",
       "                      'anticheating': 1,\n",
       "                      'anxiety': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anythin': 2,\n",
       "                      'anything': 5,\n",
       "                      'argument': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 4,\n",
       "                      'aside': 1,\n",
       "                      'asleep': 1,\n",
       "                      'astonishing': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 3,\n",
       "                      'back': 4,\n",
       "                      'bandaged': 1,\n",
       "                      'bane': 1,\n",
       "                      'barrels': 1,\n",
       "                      'bars': 1,\n",
       "                      'bated': 1,\n",
       "                      'beard': 1,\n",
       "                      'beefy': 1,\n",
       "                      'been': 2,\n",
       "                      'beet': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 3,\n",
       "                      'being': 2,\n",
       "                      'bent': 1,\n",
       "                      'bewildered': 1,\n",
       "                      'bewitched': 1,\n",
       "                      'bits': 1,\n",
       "                      'blank': 1,\n",
       "                      'blast': 1,\n",
       "                      'blinding': 1,\n",
       "                      'blonde': 1,\n",
       "                      'bloody': 1,\n",
       "                      'blow': 1,\n",
       "                      'body': 1,\n",
       "                      'books': 2,\n",
       "                      'bored': 1,\n",
       "                      'both': 3,\n",
       "                      'bought': 1,\n",
       "                      'boulder': 1,\n",
       "                      'boys': 1,\n",
       "                      'breath': 1,\n",
       "                      'bright': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'broomsticks': 2,\n",
       "                      'brothers': 1,\n",
       "                      'brought': 1,\n",
       "                      'brown': 1,\n",
       "                      'buffalo': 1,\n",
       "                      'bulging': 1,\n",
       "                      'busy': 3,\n",
       "                      'buzzing': 1,\n",
       "                      'cackled': 1,\n",
       "                      'cake': 2,\n",
       "                      'came': 1,\n",
       "                      'candy': 1,\n",
       "                      'cards': 2,\n",
       "                      'careful': 1,\n",
       "                      'castle': 1,\n",
       "                      'caught': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'ceiling': 2,\n",
       "                      'centaurs': 1,\n",
       "                      'chair': 1,\n",
       "                      'cheering': 1,\n",
       "                      'cheers': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'chest': 1,\n",
       "                      'chicken': 1,\n",
       "                      'child': 1,\n",
       "                      'chopped': 1,\n",
       "                      'christmas': 1,\n",
       "                      'classes': 1,\n",
       "                      'classroom': 1,\n",
       "                      'clear': 1,\n",
       "                      'club': 3,\n",
       "                      'cold': 4,\n",
       "                      'come': 3,\n",
       "                      'coming': 2,\n",
       "                      'company': 1,\n",
       "                      'compared': 1,\n",
       "                      'concerned': 2,\n",
       "                      'contact': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 2,\n",
       "                      'covered': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'cracker': 1,\n",
       "                      'cracking': 1,\n",
       "                      'crate': 1,\n",
       "                      'creature': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'crowded': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'curled': 1,\n",
       "                      'damaged': 1,\n",
       "                      'damp': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dark': 1,\n",
       "                      'daughter': 1,\n",
       "                      'dead': 1,\n",
       "                      'deafening': 1,\n",
       "                      'deal': 1,\n",
       "                      'dean': 1,\n",
       "                      'decide': 1,\n",
       "                      'deep': 1,\n",
       "                      'devon': 1,\n",
       "                      'difficulty': 1,\n",
       "                      'disagree': 1,\n",
       "                      'door': 1,\n",
       "                      'dotted': 1,\n",
       "                      'down': 2,\n",
       "                      'dragon': 2,\n",
       "                      'dragons': 1,\n",
       "                      'dreadlocks': 1,\n",
       "                      'drive': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dudley': 5,\n",
       "                      'dumbledore': 6,\n",
       "                      'dumpy': 1,\n",
       "                      'dungeons': 1,\n",
       "                      'dunno': 1,\n",
       "                      'dursleys': 6,\n",
       "                      'each': 1,\n",
       "                      'eating': 1,\n",
       "                      'either': 1,\n",
       "                      'else': 1,\n",
       "                      'enemies': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 2,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'evil': 1,\n",
       "                      'exploded': 1,\n",
       "                      'eyed': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 3,\n",
       "                      'faces': 1,\n",
       "                      'families': 1,\n",
       "                      'family': 1,\n",
       "                      'fang': 2,\n",
       "                      'father': 2,\n",
       "                      'fear': 1,\n",
       "                      'filled': 1,\n",
       "                      'filling': 2,\n",
       "                      'five': 3,\n",
       "                      'flaming': 3,\n",
       "                      'flat': 1,\n",
       "                      'flickering': 1,\n",
       "                      'flint': 1,\n",
       "                      'floor': 2,\n",
       "                      'flump': 1,\n",
       "                      'flushed': 1,\n",
       "                      'flying': 1,\n",
       "                      'food': 1,\n",
       "                      'forehead': 2,\n",
       "                      'forest': 1,\n",
       "                      'forward': 1,\n",
       "                      'freckles': 1,\n",
       "                      'fred': 1,\n",
       "                      'friendly': 2,\n",
       "                      'friends': 2,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'frozen': 1,\n",
       "                      'funny': 1,\n",
       "                      'furious': 2,\n",
       "                      'fury': 1,\n",
       "                      'game': 2,\n",
       "                      'gangling': 1,\n",
       "                      'gasped': 1,\n",
       "                      'gently': 1,\n",
       "                      'gift': 1,\n",
       "                      'girl': 2,\n",
       "                      'glaring': 1,\n",
       "                      'glee': 1,\n",
       "                      'glittering': 2,\n",
       "                      'goblins': 1,\n",
       "                      'going': 1,\n",
       "                      'gold': 1,\n",
       "                      'good': 1,\n",
       "                      'grappling': 1,\n",
       "                      'grass': 1,\n",
       "                      'grate': 1,\n",
       "                      'greasy': 1,\n",
       "                      'great': 6,\n",
       "                      'grief': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'griphook': 1,\n",
       "                      'ground': 1,\n",
       "                      'grounds': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 10,\n",
       "                      'hair': 3,\n",
       "                      'half': 1,\n",
       "                      'hall': 1,\n",
       "                      'hand': 3,\n",
       "                      'hands': 6,\n",
       "                      'happened': 1,\n",
       "                      'happy': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 20,\n",
       "                      'have': 3,\n",
       "                      'head': 4,\n",
       "                      'heads': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'heel': 1,\n",
       "                      'help': 2,\n",
       "                      'herbology': 1,\n",
       "                      'hermione': 5,\n",
       "                      'high': 1,\n",
       "                      'himself': 4,\n",
       "                      'hinges': 1,\n",
       "                      'hobbled': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'hold': 1,\n",
       "                      'holding': 1,\n",
       "                      'hoops': 2,\n",
       "                      'horrible': 1,\n",
       "                      'house': 1,\n",
       "                      'howled': 1,\n",
       "                      'howling': 1,\n",
       "                      'howls': 2,\n",
       "                      'hufflepuff': 1,\n",
       "                      'humans': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'hung': 1,\n",
       "                      'hunger': 1,\n",
       "                      'hurt': 1,\n",
       "                      'interfere': 1,\n",
       "                      'interfering': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knees': 1,\n",
       "                      'knocked': 1,\n",
       "                      'know': 5,\n",
       "                      'knuckles': 1,\n",
       "                      'laid': 1,\n",
       "                      'landed': 1,\n",
       "                      'large': 1,\n",
       "                      'last': 3,\n",
       "                      'last-minute': 1,\n",
       "                      'later': 1,\n",
       "                      'latest': 1,\n",
       "                      'laughter': 3,\n",
       "                      'leaky': 1,\n",
       "                      'letter': 2,\n",
       "                      'level': 2,\n",
       "                      'library': 1,\n",
       "                      'life': 3,\n",
       "                      'like': 1,\n",
       "                      'lined': 1,\n",
       "                      'lines': 1,\n",
       "                      'little': 2,\n",
       "                      'live': 2,\n",
       "                      'lived': 1,\n",
       "                      'living': 1,\n",
       "                      'long': 3,\n",
       "                      'look': 2,\n",
       "                      'looks': 1,\n",
       "                      'lose': 1,\n",
       "                      'loud': 1,\n",
       "                      'loudly': 1,\n",
       "                      'lumps': 1,\n",
       "                      'lurched': 1,\n",
       "                      'lying': 1,\n",
       "                      'madam': 1,\n",
       "                      'magic': 1,\n",
       "                      'mahogany': 1,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'many': 1,\n",
       "                      'massive': 1,\n",
       "                      'matter': 3,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mcguffin': 1,\n",
       "                      'measure': 1,\n",
       "                      'mess': 2,\n",
       "                      'might': 1,\n",
       "                      'mingled': 1,\n",
       "                      'misty': 1,\n",
       "                      'mixed': 2,\n",
       "                      'mixing': 1,\n",
       "                      'mixture': 2,\n",
       "                      'month': 1,\n",
       "                      'more': 1,\n",
       "                      'most': 1,\n",
       "                      'mother': 2,\n",
       "                      'mouth': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'muggles': 4,\n",
       "                      'mustache': 1,\n",
       "                      'nail': 1,\n",
       "                      'narrowly': 1,\n",
       "                      'nasty': 2,\n",
       "                      'nerves': 1,\n",
       "                      'nervously': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'next': 1,\n",
       "                      'nice': 2,\n",
       "                      'night': 1,\n",
       "                      'nose': 3,\n",
       "                      'nothing': 2,\n",
       "                      'ones': 1,\n",
       "                      'only': 3,\n",
       "                      'open': 2,\n",
       "                      'opened': 1,\n",
       "                      'orange': 1,\n",
       "                      'ornate': 1,\n",
       "                      'other': 2,\n",
       "                      'others': 1,\n",
       "                      'outside': 1,\n",
       "                      'over': 5,\n",
       "                      'owlery': 1,\n",
       "                      'owls': 1,\n",
       "                      'packages': 1,\n",
       "                      'packed': 3,\n",
       "                      'pain': 2,\n",
       "                      'pale': 2,\n",
       "                      'parchment': 1,\n",
       "                      'partner': 2,\n",
       "                      'passageway': 1,\n",
       "                      'passed': 1,\n",
       "                      'patchwork': 1,\n",
       "                      'peeves': 1,\n",
       "                      'pelt': 1,\n",
       "                      'people': 1,\n",
       "                      'person': 1,\n",
       "                      'piece': 1,\n",
       "                      'piers': 1,\n",
       "                      'pile': 1,\n",
       "                      'piled': 1,\n",
       "                      'pipe': 1,\n",
       "                      'plate': 1,\n",
       "                      'platforms': 1,\n",
       "                      'play': 1,\n",
       "                      'played': 1,\n",
       "                      'pleased': 4,\n",
       "                      'pockets': 2,\n",
       "                      'point': 2,\n",
       "                      'pointing': 1,\n",
       "                      'poke': 1,\n",
       "                      'poles': 1,\n",
       "                      'potions': 2,\n",
       "                      'potters': 1,\n",
       "                      'practice': 1,\n",
       "                      'prefects': 1,\n",
       "                      'problems': 2,\n",
       "                      'prodded': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulled': 1,\n",
       "                      'quaffle': 4,\n",
       "                      'quidditch': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'racket': 1,\n",
       "                      'radish': 1,\n",
       "                      'rage': 1,\n",
       "                      'raised': 1,\n",
       "                      'raisins': 1,\n",
       "                      'raspberry': 1,\n",
       "                      'rather': 2,\n",
       "                      'rattling': 1,\n",
       "                      'real': 1,\n",
       "                      'reason': 1,\n",
       "                      'relax': 1,\n",
       "                      'relief': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'rest': 4,\n",
       "                      'results': 1,\n",
       "                      'riffraff': 1,\n",
       "                      'roar': 1,\n",
       "                      'rock': 1,\n",
       "                      'room': 2,\n",
       "                      'rumbling': 1,\n",
       "                      'safe': 2,\n",
       "                      'said': 5,\n",
       "                      'same': 1,\n",
       "                      'sandy': 1,\n",
       "                      'scabby': 1,\n",
       "                      'school': 1,\n",
       "                      'score': 1,\n",
       "                      'scotch': 1,\n",
       "                      'scrawny': 1,\n",
       "                      'screams': 1,\n",
       "                      'seamus': 1,\n",
       "                      'seating': 1,\n",
       "                      'seemed': 1,\n",
       "                      'seven': 1,\n",
       "                      'seventeen': 1,\n",
       "                      'shaking': 2,\n",
       "                      'share': 1,\n",
       "                      'sharing': 1,\n",
       "                      'shelf': 1,\n",
       "                      'shimmering': 1,\n",
       "                      'shiny': 1,\n",
       "                      'shock': 2,\n",
       "                      'shop': 2,\n",
       "                      'shopping': 1,\n",
       "                      'shops': 1,\n",
       "                      'shriveled': 1,\n",
       "                      'shut': 1,\n",
       "                      'sickening': 1,\n",
       "                      'sigh': 1,\n",
       "                      'sign': 1,\n",
       "                      'silver': 2,\n",
       "                      'sitting': 1,\n",
       "                      'slight': 1,\n",
       "                      'slytherins': 2,\n",
       "                      'small': 1,\n",
       "                      'smartly': 1,\n",
       "                      'smelting': 3,\n",
       "                      'snape': 2,\n",
       "                      'snapped': 1,\n",
       "                      'sneaking': 1,\n",
       "                      'sneer': 1,\n",
       "                      'snitch': 1,\n",
       "                      'snout': 1,\n",
       "                      'snowy': 1,\n",
       "                      'some': 6,\n",
       "                      'something': 5,\n",
       "                      'somewhere': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'soul': 1,\n",
       "                      'sound': 1,\n",
       "                      'sparkling': 1,\n",
       "                      'speechless': 1,\n",
       "                      'spot': 1,\n",
       "                      'spring': 1,\n",
       "                      'stack': 1,\n",
       "                      'stacked': 1,\n",
       "                      'stained': 1,\n",
       "                      'standing': 2,\n",
       "                      'stars': 1,\n",
       "                      'start': 1,\n",
       "                      'station': 1,\n",
       "                      'stay': 1,\n",
       "                      'stone': 3,\n",
       "                      'stood': 1,\n",
       "                      'stop': 1,\n",
       "                      'strange': 2,\n",
       "                      'stranger': 1,\n",
       "                      'strangled': 1,\n",
       "                      'striped': 1,\n",
       "                      'struggled': 1,\n",
       "                      'struggling': 1,\n",
       "                      'students': 2,\n",
       "                      'stupid': 1,\n",
       "                      'substance': 1,\n",
       "                      'such': 4,\n",
       "                      'sunburn': 1,\n",
       "                      'suppose': 1,\n",
       "                      'sweaters': 1,\n",
       "                      'swish': 1,\n",
       "                      'swung': 1,\n",
       "                      'table': 1,\n",
       "                      'tall': 1,\n",
       "                      'teacher': 1,\n",
       "                      'teachers': 1,\n",
       "                      'tears': 1,\n",
       "                      'television': 1,\n",
       "                      'terror': 1,\n",
       "                      'terry': 1,\n",
       "                      'that': 5,\n",
       "                      'their': 6,\n",
       "                      'them': 3,\n",
       "                      'there': 8,\n",
       "                      'these': 2,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'those': 1,\n",
       "                      'three': 2,\n",
       "                      'thud': 1,\n",
       "                      'tightly': 1,\n",
       "                      'time': 1,\n",
       "                      'times': 1,\n",
       "                      'tingle': 1,\n",
       "                      'tiny': 1,\n",
       "                      'toadless': 1,\n",
       "                      'together': 2,\n",
       "                      'tongue': 1,\n",
       "                      'topmost': 1,\n",
       "                      'train': 1,\n",
       "                      'trained': 1,\n",
       "                      'treated': 1,\n",
       "                      'trembled': 1,\n",
       "                      'trembling': 1,\n",
       "                      'trolls': 1,\n",
       "                      'trouble': 2,\n",
       "                      'trunk': 1,\n",
       "                      'trunks': 1,\n",
       "                      'trying': 1,\n",
       "                      'twin': 1,\n",
       "                      'twins': 2,\n",
       "                      'twisted': 2,\n",
       "                      'unpleasant': 1,\n",
       "                      'unwrap': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'vacation': 1,\n",
       "                      'vanishing': 1,\n",
       "                      'vernon': 1,\n",
       "                      'voice': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'waist': 1,\n",
       "                      'walked': 1,\n",
       "                      'walking': 1,\n",
       "                      'wand': 4,\n",
       "                      'warmth': 1,\n",
       "                      'watched': 1,\n",
       "                      'water': 1,\n",
       "                      'wave': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'weather': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 3,\n",
       "                      'were': 3,\n",
       "                      'what': 6,\n",
       "                      'whatever': 1,\n",
       "                      'wheezing': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'wherever': 1,\n",
       "                      'white': 3,\n",
       "                      'wicked': 1,\n",
       "                      'wide': 1,\n",
       "                      'wife': 1,\n",
       "                      'window': 1,\n",
       "                      'windows': 2,\n",
       "                      'with': 2,\n",
       "                      'woke': 1,\n",
       "                      'woman': 1,\n",
       "                      'word': 1,\n",
       "                      'words': 2,\n",
       "                      'work': 2,\n",
       "                      'working': 2,\n",
       "                      'would': 1,\n",
       "                      'wrestling': 1,\n",
       "                      'wrinkled': 1,\n",
       "                      'wrong': 4,\n",
       "                      'you-know-who': 1,\n",
       "                      'young': 1,\n",
       "                      'youngsters': 1,\n",
       "                      'your': 2,\n",
       "                      'yourself': 1,\n",
       "                      'yourselves': 1}),\n",
       "             'such': Counter({'advice': 1,\n",
       "                      'been': 1,\n",
       "                      'biased': 1,\n",
       "                      'bossy': 1,\n",
       "                      'christmas': 1,\n",
       "                      'commit': 1,\n",
       "                      'crime': 1,\n",
       "                      'ever': 1,\n",
       "                      'force': 1,\n",
       "                      'good': 2,\n",
       "                      'harry': 1,\n",
       "                      'heard': 1,\n",
       "                      'heavy': 1,\n",
       "                      'imagined': 1,\n",
       "                      'just': 1,\n",
       "                      'lies': 1,\n",
       "                      'life': 2,\n",
       "                      'need': 1,\n",
       "                      'never': 2,\n",
       "                      'news': 1,\n",
       "                      'nonsense': 1,\n",
       "                      'piercing': 1,\n",
       "                      'potter': 1,\n",
       "                      'really': 1,\n",
       "                      'strange': 1,\n",
       "                      'surprise': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'thing': 2,\n",
       "                      'though': 1,\n",
       "                      'tries': 1,\n",
       "                      'unusual': 1,\n",
       "                      'warm': 1,\n",
       "                      'with': 4,\n",
       "                      'wonderful': 1}),\n",
       "             'nonsense': Counter({'dangerous': 1,\n",
       "                      'dursley': 1,\n",
       "                      'eleven': 1,\n",
       "                      'hear': 1,\n",
       "                      'know-who': 1,\n",
       "                      'such': 1,\n",
       "                      'that': 1,\n",
       "                      'this': 1}),\n",
       "             'director': Counter({'dursley': 1,\n",
       "                      'firm': 1,\n",
       "                      'glass': 1,\n",
       "                      'himself': 1}),\n",
       "             'firm': Counter({'called': 1,\n",
       "                      'director': 1,\n",
       "                      'grip': 1,\n",
       "                      'plant': 1}),\n",
       "             'called': Counter({'after': 1,\n",
       "                      'ball': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'boaters': 1,\n",
       "                      'book': 1,\n",
       "                      'branches': 1,\n",
       "                      'broom': 1,\n",
       "                      'chasers': 1,\n",
       "                      'come': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'face': 2,\n",
       "                      'fell': 1,\n",
       "                      'firm': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'flourish': 1,\n",
       "                      'gave': 1,\n",
       "                      'giant': 1,\n",
       "                      'gred': 1,\n",
       "                      'grunnings': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 6,\n",
       "                      'harry': 7,\n",
       "                      'hats': 1,\n",
       "                      'houses': 1,\n",
       "                      'incredible': 1,\n",
       "                      'keeper': 1,\n",
       "                      'knock': 1,\n",
       "                      'know': 2,\n",
       "                      'light': 1,\n",
       "                      'madam': 1,\n",
       "                      'money': 1,\n",
       "                      'more': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'muggle': 1,\n",
       "                      'name': 1,\n",
       "                      'nephew': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'okay': 1,\n",
       "                      'others': 1,\n",
       "                      'over': 2,\n",
       "                      'owned': 1,\n",
       "                      'people': 1,\n",
       "                      'person': 1,\n",
       "                      'pointing': 1,\n",
       "                      'potter': 2,\n",
       "                      'professor': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'ready': 1,\n",
       "                      'same': 1,\n",
       "                      'seeker': 1,\n",
       "                      'shop': 1,\n",
       "                      'show': 1,\n",
       "                      'side': 1,\n",
       "                      'small': 1,\n",
       "                      'snape': 1,\n",
       "                      'someone': 1,\n",
       "                      'taking': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 4,\n",
       "                      'they': 1,\n",
       "                      'toad': 1,\n",
       "                      'twin': 1,\n",
       "                      'what': 1,\n",
       "                      'wish': 1,\n",
       "                      'witch': 1}),\n",
       "             'grunnings': Counter({'arrived': 1,\n",
       "                      'called': 1,\n",
       "                      'parking': 1,\n",
       "                      'which': 1}),\n",
       "             'which': Counter({'advice': 1,\n",
       "                      'ages': 1,\n",
       "                      'alive': 1,\n",
       "                      'almost': 1,\n",
       "                      'also': 1,\n",
       "                      'apothecary': 1,\n",
       "                      'asleep': 1,\n",
       "                      'back': 1,\n",
       "                      'bangs': 1,\n",
       "                      'basking': 1,\n",
       "                      'beard': 1,\n",
       "                      'been': 3,\n",
       "                      'bigger': 1,\n",
       "                      'birdcage': 1,\n",
       "                      'bludger': 1,\n",
       "                      'came': 1,\n",
       "                      'carried': 1,\n",
       "                      'case': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'clamped': 1,\n",
       "                      'clanged': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cliff': 1,\n",
       "                      'cloak': 1,\n",
       "                      'club': 1,\n",
       "                      'confusing': 1,\n",
       "                      'cough': 1,\n",
       "                      'could': 1,\n",
       "                      'curse': 1,\n",
       "                      'dangling': 1,\n",
       "                      'dappled': 1,\n",
       "                      'decide': 1,\n",
       "                      'difficult': 1,\n",
       "                      'distance': 1,\n",
       "                      'dive': 1,\n",
       "                      'dragged': 1,\n",
       "                      'drew': 1,\n",
       "                      'drink': 1,\n",
       "                      'drive': 1,\n",
       "                      'emporium': 1,\n",
       "                      'ever': 1,\n",
       "                      'everyone': 2,\n",
       "                      'exams': 1,\n",
       "                      'expelled': 1,\n",
       "                      'fascinating': 1,\n",
       "                      'fastened': 1,\n",
       "                      'fell': 1,\n",
       "                      'fighting': 1,\n",
       "                      'finding': 1,\n",
       "                      'finnigan': 1,\n",
       "                      'first': 2,\n",
       "                      'flew': 1,\n",
       "                      'foot': 1,\n",
       "                      'forehead': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'fudge': 1,\n",
       "                      'garlic': 1,\n",
       "                      'gave': 2,\n",
       "                      'gray': 1,\n",
       "                      'groaned': 1,\n",
       "                      'grunnings': 1,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'happy': 1,\n",
       "                      'head': 3,\n",
       "                      'help': 1,\n",
       "                      'home': 1,\n",
       "                      'into': 1,\n",
       "                      'kept': 1,\n",
       "                      'know': 2,\n",
       "                      'lake': 1,\n",
       "                      'lamp': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'life': 1,\n",
       "                      'line': 1,\n",
       "                      'listening': 1,\n",
       "                      'looked': 1,\n",
       "                      'lucky': 1,\n",
       "                      'made': 3,\n",
       "                      'magic': 1,\n",
       "                      'marble': 1,\n",
       "                      'means': 2,\n",
       "                      'measure': 1,\n",
       "                      'measuring': 1,\n",
       "                      'might': 1,\n",
       "                      'neck': 1,\n",
       "                      'need': 1,\n",
       "                      'never': 1,\n",
       "                      'nice': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 2,\n",
       "                      'open': 1,\n",
       "                      'opened': 1,\n",
       "                      'other': 1,\n",
       "                      'out-of-bounds': 1,\n",
       "                      'over': 1,\n",
       "                      'passageway': 1,\n",
       "                      'pick': 1,\n",
       "                      'pile': 1,\n",
       "                      'plant': 1,\n",
       "                      'pocket': 1,\n",
       "                      'positive': 1,\n",
       "                      'reason': 1,\n",
       "                      'relief': 1,\n",
       "                      'rifle': 1,\n",
       "                      'room': 1,\n",
       "                      'rose': 1,\n",
       "                      'sagged': 1,\n",
       "                      'sandwiches': 1,\n",
       "                      'seeker': 1,\n",
       "                      'seemed': 3,\n",
       "                      'shelf': 1,\n",
       "                      'silent': 1,\n",
       "                      'smile': 1,\n",
       "                      'smooth': 1,\n",
       "                      'sofa': 3,\n",
       "                      'squid': 1,\n",
       "                      'stamp': 1,\n",
       "                      'stick': 1,\n",
       "                      'still': 1,\n",
       "                      'stood': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sure': 1,\n",
       "                      'surely': 1,\n",
       "                      'swung': 1,\n",
       "                      'table': 1,\n",
       "                      'television': 1,\n",
       "                      'tell': 1,\n",
       "                      'temper': 1,\n",
       "                      'they': 3,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'touch': 1,\n",
       "                      'tower': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'tunnel': 1,\n",
       "                      'turban': 1,\n",
       "                      'turned': 2,\n",
       "                      'very': 2,\n",
       "                      'watch': 1,\n",
       "                      'went': 2,\n",
       "                      'were': 4,\n",
       "                      'which': 2,\n",
       "                      'will': 2,\n",
       "                      'windowsill': 1,\n",
       "                      'wondering': 1,\n",
       "                      'worse': 1,\n",
       "                      'wrapped': 1,\n",
       "                      'written': 1,\n",
       "                      'your': 1}),\n",
       "             'made': Counter({'another': 1,\n",
       "                      'aunt': 2,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'being': 2,\n",
       "                      'blaise': 1,\n",
       "                      'both': 1,\n",
       "                      'castle': 1,\n",
       "                      'choking': 2,\n",
       "                      'chucked': 1,\n",
       "                      'counter': 1,\n",
       "                      'difference': 3,\n",
       "                      'difficult': 1,\n",
       "                      'down': 2,\n",
       "                      'drills': 1,\n",
       "                      'dudley': 2,\n",
       "                      'empty': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'feel': 2,\n",
       "                      'figg': 1,\n",
       "                      'first': 1,\n",
       "                      'footsteps': 1,\n",
       "                      'forward': 1,\n",
       "                      'freeze': 1,\n",
       "                      'funny': 1,\n",
       "                      'furious': 1,\n",
       "                      'grab': 1,\n",
       "                      'granger': 1,\n",
       "                      'groaned': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 7,\n",
       "                      'have': 2,\n",
       "                      'head': 2,\n",
       "                      'heavy': 1,\n",
       "                      'himself': 1,\n",
       "                      'instead': 1,\n",
       "                      'jump': 1,\n",
       "                      'just': 1,\n",
       "                      'later': 1,\n",
       "                      'like': 1,\n",
       "                      'listening': 1,\n",
       "                      'live': 1,\n",
       "                      'look': 1,\n",
       "                      'mistake': 1,\n",
       "                      'moment': 1,\n",
       "                      'never': 1,\n",
       "                      'noise': 1,\n",
       "                      'nothing': 1,\n",
       "                      'passersby': 1,\n",
       "                      'people': 1,\n",
       "                      'prefect': 1,\n",
       "                      'robe': 1,\n",
       "                      'ronan': 1,\n",
       "                      'room': 2,\n",
       "                      'rubber': 1,\n",
       "                      'sacked': 1,\n",
       "                      'seemed': 1,\n",
       "                      'sense': 1,\n",
       "                      'several': 1,\n",
       "                      'sharp': 1,\n",
       "                      'sick': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 1,\n",
       "                      'sound': 1,\n",
       "                      'strong': 1,\n",
       "                      'sure': 1,\n",
       "                      'swishy': 1,\n",
       "                      'that': 8,\n",
       "                      'their': 4,\n",
       "                      'them': 7,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'things': 1,\n",
       "                      'think': 2,\n",
       "                      'this': 3,\n",
       "                      'three': 1,\n",
       "                      'throat': 1,\n",
       "                      'together': 1,\n",
       "                      'uneasy': 1,\n",
       "                      'vernon': 3,\n",
       "                      'weasley': 1,\n",
       "                      'week': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 3,\n",
       "                      'whole': 1,\n",
       "                      'willow': 1,\n",
       "                      'yellowish': 1,\n",
       "                      'young': 1}),\n",
       "             'drills': Counter({'back': 1,\n",
       "                      'beefy': 1,\n",
       "                      'concentrate': 2,\n",
       "                      'dursley': 1,\n",
       "                      'hoping': 1,\n",
       "                      'made': 1,\n",
       "                      'order': 1,\n",
       "                      'that': 2,\n",
       "                      'town': 1,\n",
       "                      'were': 1}),\n",
       "             'beefy': Counter({'drills': 1, 'with': 1}),\n",
       "             'hardly': Counter({'another': 1,\n",
       "                      'anyone': 1,\n",
       "                      'believe': 2,\n",
       "                      'cared': 1,\n",
       "                      'championship': 1,\n",
       "                      'changed': 1,\n",
       "                      'could': 4,\n",
       "                      'daring': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'drew': 1,\n",
       "                      'drive': 1,\n",
       "                      'ever': 2,\n",
       "                      'fluttered': 1,\n",
       "                      'george': 1,\n",
       "                      'glancing': 1,\n",
       "                      'harry': 3,\n",
       "                      'heard': 1,\n",
       "                      'knowing': 1,\n",
       "                      'lift': 1,\n",
       "                      'liked': 1,\n",
       "                      'neck': 1,\n",
       "                      'night': 1,\n",
       "                      'noticed': 1,\n",
       "                      'raise': 1,\n",
       "                      'raised': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'speak': 1,\n",
       "                      'students': 1,\n",
       "                      'swallow': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 2,\n",
       "                      'tried': 1,\n",
       "                      'useless': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1}),\n",
       "             'neck': Counter({'although': 1,\n",
       "                      'amount': 1,\n",
       "                      'around': 3,\n",
       "                      'back': 1,\n",
       "                      'coughed': 1,\n",
       "                      'fault': 1,\n",
       "                      'fell': 1,\n",
       "                      'from': 2,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 3,\n",
       "                      'knees': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'much': 1,\n",
       "                      'neck': 2,\n",
       "                      'onto': 1,\n",
       "                      'prickled': 2,\n",
       "                      'same': 1,\n",
       "                      'scruff': 1,\n",
       "                      'seen': 1,\n",
       "                      'shut': 1,\n",
       "                      'small': 1,\n",
       "                      'stared': 1,\n",
       "                      'swung': 1,\n",
       "                      'they': 1,\n",
       "                      'troll': 1,\n",
       "                      'vault': 1,\n",
       "                      'which': 1,\n",
       "                      'your': 2}),\n",
       "             'although': Counter({'before': 1,\n",
       "                      'could': 1,\n",
       "                      'empty': 1,\n",
       "                      'faithfully': 1,\n",
       "                      'fall': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'have': 2,\n",
       "                      'might': 1,\n",
       "                      'morning': 1,\n",
       "                      'neck': 1,\n",
       "                      'owls': 1,\n",
       "                      'people': 1,\n",
       "                      'tears': 1,\n",
       "                      'that': 4,\n",
       "                      'this': 1,\n",
       "                      'today': 1,\n",
       "                      'were': 1,\n",
       "                      'whispered': 1}),\n",
       "             'have': Counter({\"'you-know-who\": 1,\n",
       "                      'about': 1,\n",
       "                      'agrippa': 1,\n",
       "                      'already': 3,\n",
       "                      'also': 1,\n",
       "                      'although': 2,\n",
       "                      'always': 1,\n",
       "                      'another': 4,\n",
       "                      'anything': 2,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'back': 5,\n",
       "                      'bank': 1,\n",
       "                      'banks': 1,\n",
       "                      'beaters': 1,\n",
       "                      'because': 1,\n",
       "                      'become': 1,\n",
       "                      'been': 48,\n",
       "                      'before': 2,\n",
       "                      'believed': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'birthday': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'blushed': 1,\n",
       "                      'book': 1,\n",
       "                      'boots': 1,\n",
       "                      'bothered': 1,\n",
       "                      'broken': 1,\n",
       "                      'broom': 2,\n",
       "                      'brothers': 1,\n",
       "                      'built': 1,\n",
       "                      'bunny': 1,\n",
       "                      'burned': 1,\n",
       "                      'business': 1,\n",
       "                      'cards': 1,\n",
       "                      'caught': 1,\n",
       "                      'certainly': 1,\n",
       "                      'changed': 1,\n",
       "                      'charlie': 2,\n",
       "                      'chessmen': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'classes': 1,\n",
       "                      'clue': 2,\n",
       "                      'come': 3,\n",
       "                      'compartments': 1,\n",
       "                      'copy': 1,\n",
       "                      'cost': 1,\n",
       "                      'could': 25,\n",
       "                      'counted': 1,\n",
       "                      'cracked': 1,\n",
       "                      'crossed': 1,\n",
       "                      'cured': 1,\n",
       "                      \"d'yeh\": 1,\n",
       "                      'dark': 1,\n",
       "                      'darling': 1,\n",
       "                      'dead': 1,\n",
       "                      'dear': 1,\n",
       "                      'decent': 1,\n",
       "                      'delayed': 1,\n",
       "                      'didn': 1,\n",
       "                      'died': 3,\n",
       "                      'disappeared': 1,\n",
       "                      'discovered': 1,\n",
       "                      'does': 1,\n",
       "                      'doing': 1,\n",
       "                      'done': 7,\n",
       "                      'down': 2,\n",
       "                      'drop': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 3,\n",
       "                      'dundee': 1,\n",
       "                      'earth': 1,\n",
       "                      'eaten': 1,\n",
       "                      'elixir': 1,\n",
       "                      'enough': 4,\n",
       "                      'even': 1,\n",
       "                      'everything': 1,\n",
       "                      'everywhere': 1,\n",
       "                      'expected': 2,\n",
       "                      'extraordinary': 1,\n",
       "                      'faintest': 1,\n",
       "                      'family': 1,\n",
       "                      'feeling': 1,\n",
       "                      'felt': 1,\n",
       "                      'fight': 2,\n",
       "                      'fighting': 1,\n",
       "                      'find': 1,\n",
       "                      'fitted': 1,\n",
       "                      'five': 1,\n",
       "                      'forgotten': 4,\n",
       "                      'form': 1,\n",
       "                      'found': 5,\n",
       "                      'fred': 1,\n",
       "                      'friar': 1,\n",
       "                      'frog': 1,\n",
       "                      'frogs': 1,\n",
       "                      'from': 1,\n",
       "                      'gambled': 1,\n",
       "                      'george': 1,\n",
       "                      'given': 3,\n",
       "                      'glad': 1,\n",
       "                      'glory': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 4,\n",
       "                      'good': 5,\n",
       "                      'gotten': 2,\n",
       "                      'great': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 5,\n",
       "                      'hair': 1,\n",
       "                      'half-life': 1,\n",
       "                      'hands': 1,\n",
       "                      'handy': 1,\n",
       "                      'happens': 1,\n",
       "                      'hard': 1,\n",
       "                      'harder': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 1,\n",
       "                      'heard': 3,\n",
       "                      'hearts': 1,\n",
       "                      'heavens': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'hope': 1,\n",
       "                      'house': 1,\n",
       "                      'human': 1,\n",
       "                      'humans': 1,\n",
       "                      'hundred': 2,\n",
       "                      'hurried': 1,\n",
       "                      'hurry': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'hurt': 1,\n",
       "                      'impressed': 1,\n",
       "                      'interrupted': 1,\n",
       "                      'introduced': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'join': 1,\n",
       "                      'joke': 1,\n",
       "                      'jumped': 1,\n",
       "                      'just': 3,\n",
       "                      'keen': 1,\n",
       "                      'keep': 2,\n",
       "                      'kept': 1,\n",
       "                      'killed': 1,\n",
       "                      'kind': 1,\n",
       "                      'knack': 1,\n",
       "                      'know': 5,\n",
       "                      'known': 3,\n",
       "                      'last-minute': 1,\n",
       "                      'lately': 1,\n",
       "                      'laughed': 1,\n",
       "                      'learned': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 2,\n",
       "                      'little': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'lost': 2,\n",
       "                      'made': 2,\n",
       "                      'managed': 2,\n",
       "                      'mars': 1,\n",
       "                      'might': 15,\n",
       "                      'minded': 1,\n",
       "                      'misery': 1,\n",
       "                      'money': 2,\n",
       "                      'more': 2,\n",
       "                      'much': 4,\n",
       "                      'muggles': 1,\n",
       "                      'must': 24,\n",
       "                      'myself': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 3,\n",
       "                      'needed': 1,\n",
       "                      'never': 7,\n",
       "                      'nibble': 1,\n",
       "                      'nice': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'none': 1,\n",
       "                      'norbert': 1,\n",
       "                      'nothing': 1,\n",
       "                      'noticed': 4,\n",
       "                      'ollivanders': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 2,\n",
       "                      'ounce': 1,\n",
       "                      'owls': 2,\n",
       "                      'passed': 1,\n",
       "                      'pasty': 1,\n",
       "                      'peaceful': 1,\n",
       "                      'people': 2,\n",
       "                      'planets': 2,\n",
       "                      'played': 1,\n",
       "                      'pleased': 1,\n",
       "                      'pocket': 1,\n",
       "                      'prefects': 1,\n",
       "                      'pretended': 2,\n",
       "                      'price': 1,\n",
       "                      'punctures': 1,\n",
       "                      'quailed': 1,\n",
       "                      'question': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'quite': 1,\n",
       "                      'read': 1,\n",
       "                      'really': 1,\n",
       "                      'relieved': 2,\n",
       "                      'reported': 1,\n",
       "                      'risk': 2,\n",
       "                      'room': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 6,\n",
       "                      'same': 1,\n",
       "                      'sausage': 1,\n",
       "                      'save': 1,\n",
       "                      'scars': 1,\n",
       "                      'screamed': 1,\n",
       "                      'seconds': 1,\n",
       "                      'seem': 2,\n",
       "                      'seemed': 9,\n",
       "                      'seeming': 1,\n",
       "                      'seems': 1,\n",
       "                      'seen': 6,\n",
       "                      'served': 1,\n",
       "                      'shame': 1,\n",
       "                      'shortly': 1,\n",
       "                      'should': 12,\n",
       "                      'showed': 1,\n",
       "                      'shrunk': 1,\n",
       "                      'sign': 1,\n",
       "                      'silently': 2,\n",
       "                      'since': 1,\n",
       "                      'sister': 2,\n",
       "                      'slain': 1,\n",
       "                      'slowly': 1,\n",
       "                      'slytherins': 2,\n",
       "                      'snape': 2,\n",
       "                      'some': 2,\n",
       "                      'someone': 2,\n",
       "                      'something': 2,\n",
       "                      'special': 1,\n",
       "                      'speedy': 1,\n",
       "                      'start-of-term': 1,\n",
       "                      'started': 1,\n",
       "                      'stay': 1,\n",
       "                      'steak': 1,\n",
       "                      'still': 2,\n",
       "                      'stone': 2,\n",
       "                      'strength': 1,\n",
       "                      'struck': 1,\n",
       "                      'suddenly': 3,\n",
       "                      'swooping': 1,\n",
       "                      'sworn': 1,\n",
       "                      'taken': 2,\n",
       "                      'teach': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 7,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 4,\n",
       "                      'they': 16,\n",
       "                      'thief': 1,\n",
       "                      'thirty': 1,\n",
       "                      'this': 2,\n",
       "                      'though': 3,\n",
       "                      'thought': 4,\n",
       "                      'thrown': 1,\n",
       "                      'time': 3,\n",
       "                      'tipped': 1,\n",
       "                      'toast': 1,\n",
       "                      'today': 1,\n",
       "                      'told': 3,\n",
       "                      'tried': 1,\n",
       "                      'trouble': 1,\n",
       "                      'true': 1,\n",
       "                      'truth': 1,\n",
       "                      'twins': 1,\n",
       "                      'unless': 1,\n",
       "                      'useful': 1,\n",
       "                      'usually': 2,\n",
       "                      'vapor': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 2,\n",
       "                      'voldemort': 1,\n",
       "                      'walk': 1,\n",
       "                      'walked': 2,\n",
       "                      'want': 1,\n",
       "                      'wasted': 1,\n",
       "                      'watered': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'well': 3,\n",
       "                      'went': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 5,\n",
       "                      'wheeling': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whole': 2,\n",
       "                      'will': 4,\n",
       "                      'window': 1,\n",
       "                      'with': 3,\n",
       "                      'wizards': 2,\n",
       "                      'woken': 1,\n",
       "                      'woman': 1,\n",
       "                      'wood': 1,\n",
       "                      'worry': 1,\n",
       "                      'would': 17,\n",
       "                      'wrapped': 1,\n",
       "                      'years': 3,\n",
       "                      'yesterday': 1,\n",
       "                      'your': 2}),\n",
       "             'large': Counter({'according': 1,\n",
       "                      'archway': 1,\n",
       "                      'balloon': 1,\n",
       "                      'banner': 1,\n",
       "                      'behind': 1,\n",
       "                      'birdcage': 1,\n",
       "                      'bite': 1,\n",
       "                      'black': 1,\n",
       "                      'blond': 1,\n",
       "                      'book': 2,\n",
       "                      'books': 1,\n",
       "                      'bowl': 1,\n",
       "                      'brandy': 1,\n",
       "                      'cage': 1,\n",
       "                      'candy': 1,\n",
       "                      'carried': 2,\n",
       "                      'carrying': 3,\n",
       "                      'chocolate': 2,\n",
       "                      'classroom': 1,\n",
       "                      'clock': 1,\n",
       "                      'clutching': 1,\n",
       "                      'crate': 1,\n",
       "                      'creams': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'crowd': 1,\n",
       "                      'done': 1,\n",
       "                      'doughnut': 1,\n",
       "                      'enough': 1,\n",
       "                      'especially': 1,\n",
       "                      'except': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gold': 1,\n",
       "                      'green': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'homemade': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 2,\n",
       "                      'ledgers': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 2,\n",
       "                      'marble': 1,\n",
       "                      'metal': 1,\n",
       "                      'money': 1,\n",
       "                      'mustache': 1,\n",
       "                      'noticed': 2,\n",
       "                      'order': 1,\n",
       "                      'painted': 1,\n",
       "                      'pair': 1,\n",
       "                      'parcel': 1,\n",
       "                      'patting': 1,\n",
       "                      'paving': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'petunia': 1,\n",
       "                      'piers': 1,\n",
       "                      'pile': 1,\n",
       "                      'pink': 2,\n",
       "                      'platforms': 1,\n",
       "                      'pointing': 1,\n",
       "                      'pulling': 1,\n",
       "                      'purple': 2,\n",
       "                      'putting': 1,\n",
       "                      'rather': 1,\n",
       "                      'ready': 1,\n",
       "                      'rock': 1,\n",
       "                      'screech': 1,\n",
       "                      'scribbling': 1,\n",
       "                      'showed': 1,\n",
       "                      'silver': 1,\n",
       "                      'size': 2,\n",
       "                      'spotted': 1,\n",
       "                      'sticky': 1,\n",
       "                      'stone': 1,\n",
       "                      'surrounding': 1,\n",
       "                      'table': 1,\n",
       "                      'taking': 2,\n",
       "                      'tawny': 1,\n",
       "                      'teapot': 1,\n",
       "                      'there': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'tree': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'walnut': 1,\n",
       "                      'with': 1,\n",
       "                      'wooden': 1,\n",
       "                      'yellow': 1}),\n",
       "             'mustache': Counter({'beard': 1,\n",
       "                      'half': 1,\n",
       "                      'large': 1,\n",
       "                      'missing': 1,\n",
       "                      'motorcycles': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'same': 1,\n",
       "                      'stroked': 1,\n",
       "                      'thinking': 1,\n",
       "                      'tufts': 1,\n",
       "                      'underneath': 1,\n",
       "                      'with': 1}),\n",
       "             'thin': Counter({'black-haired': 1,\n",
       "                      'blonde': 1,\n",
       "                      'dursley': 1,\n",
       "                      'face': 1,\n",
       "                      'gangling': 1,\n",
       "                      'harry': 1,\n",
       "                      'long': 3,\n",
       "                      'package': 3,\n",
       "                      'scar': 1,\n",
       "                      'sprang': 1,\n",
       "                      'tall': 3,\n",
       "                      'very': 2,\n",
       "                      'wrapped': 1}),\n",
       "             'blonde': Counter({'nearly': 1,\n",
       "                      'pigtails': 1,\n",
       "                      'thin': 1,\n",
       "                      'with': 1}),\n",
       "             'nearly': Counter({'about': 1,\n",
       "                      'always': 1,\n",
       "                      'around': 1,\n",
       "                      'back': 1,\n",
       "                      'bitten': 1,\n",
       "                      'blonde': 1,\n",
       "                      'broke': 1,\n",
       "                      'catch': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'cheer': 1,\n",
       "                      'cheers': 1,\n",
       "                      'christmas': 1,\n",
       "                      'crashed': 1,\n",
       "                      'demanded': 1,\n",
       "                      'drowned': 1,\n",
       "                      'easier': 1,\n",
       "                      'eaten': 1,\n",
       "                      'everything': 1,\n",
       "                      'excited': 1,\n",
       "                      'faces': 1,\n",
       "                      'fact': 1,\n",
       "                      'fell': 2,\n",
       "                      'felt': 1,\n",
       "                      'fifteen': 1,\n",
       "                      'flint': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'four': 1,\n",
       "                      'glass': 1,\n",
       "                      'hair': 1,\n",
       "                      'half': 1,\n",
       "                      'harry': 1,\n",
       "                      'headless': 7,\n",
       "                      'hour': 1,\n",
       "                      'interrupted': 1,\n",
       "                      'involved': 1,\n",
       "                      'killed': 1,\n",
       "                      'kills': 1,\n",
       "                      'late': 1,\n",
       "                      'midnight': 1,\n",
       "                      'much': 1,\n",
       "                      'nose': 1,\n",
       "                      'once': 1,\n",
       "                      'ones': 1,\n",
       "                      'open': 1,\n",
       "                      'over': 1,\n",
       "                      'passageways': 1,\n",
       "                      'percy': 1,\n",
       "                      'poking': 1,\n",
       "                      'raised': 1,\n",
       "                      'ripped': 1,\n",
       "                      'said': 2,\n",
       "                      'says': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 1,\n",
       "                      'touching': 1,\n",
       "                      'twice': 1,\n",
       "                      'ushered': 1,\n",
       "                      'vernon': 1,\n",
       "                      'walked': 1,\n",
       "                      'were': 2,\n",
       "                      'years': 1}),\n",
       "             'twice': Counter({'about': 1,\n",
       "                      'almost': 1,\n",
       "                      'already': 1,\n",
       "                      'around': 1,\n",
       "                      'body': 1,\n",
       "                      'caught': 1,\n",
       "                      'dropped': 1,\n",
       "                      'firs': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'least': 1,\n",
       "                      'minute': 1,\n",
       "                      'nearly': 1,\n",
       "                      'once': 2,\n",
       "                      'only': 1,\n",
       "                      'past': 1,\n",
       "                      'percy': 1,\n",
       "                      'raise': 1,\n",
       "                      'ready': 1,\n",
       "                      'side': 1,\n",
       "                      'swollen': 1,\n",
       "                      'tall': 2,\n",
       "                      'tapped': 1,\n",
       "                      'that': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'usual': 2,\n",
       "                      'wall': 1}),\n",
       "             'usual': Counter({'about': 1,\n",
       "                      'amount': 1,\n",
       "                      'another': 1,\n",
       "                      'books': 1,\n",
       "                      'chasing': 1,\n",
       "                      'cool': 1,\n",
       "                      'dudley': 1,\n",
       "                      'else': 1,\n",
       "                      'everyone': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hall': 1,\n",
       "                      'harry': 1,\n",
       "                      'laughed': 1,\n",
       "                      'morning': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'practice': 1,\n",
       "                      'quivering': 1,\n",
       "                      'saying': 1,\n",
       "                      'since': 1,\n",
       "                      'size': 1,\n",
       "                      'spoke': 1,\n",
       "                      'swish': 1,\n",
       "                      'temper': 1,\n",
       "                      'than': 3,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'turned': 1,\n",
       "                      'twice': 2,\n",
       "                      'wasn': 1,\n",
       "                      'when': 2}),\n",
       "             'amount': Counter({'neck': 1, 'usual': 1}),\n",
       "             'came': Counter({'algie': 1,\n",
       "                      'along': 1,\n",
       "                      'ambling': 1,\n",
       "                      'angry': 1,\n",
       "                      'anyone': 1,\n",
       "                      'around': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 7,\n",
       "                      'bane': 1,\n",
       "                      'billowing': 1,\n",
       "                      'bobbing': 1,\n",
       "                      'both': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'bursting': 1,\n",
       "                      'cart': 1,\n",
       "                      'chasing': 1,\n",
       "                      'clearing': 1,\n",
       "                      'close': 1,\n",
       "                      'could': 1,\n",
       "                      'crate': 1,\n",
       "                      'crawling': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'ears': 1,\n",
       "                      'feet': 1,\n",
       "                      'fifth-year': 1,\n",
       "                      'figure': 2,\n",
       "                      'fire': 1,\n",
       "                      'flitwicles': 1,\n",
       "                      'floating': 1,\n",
       "                      'from': 2,\n",
       "                      'good-bye': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'halt': 2,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'home': 1,\n",
       "                      'hooting': 1,\n",
       "                      'horse': 1,\n",
       "                      'hotel': 1,\n",
       "                      'house': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'hurtling': 1,\n",
       "                      'into': 3,\n",
       "                      'lamp': 1,\n",
       "                      'letters': 1,\n",
       "                      'light': 1,\n",
       "                      'looked': 1,\n",
       "                      'malfoys': 1,\n",
       "                      'moving': 1,\n",
       "                      'much': 1,\n",
       "                      'near': 1,\n",
       "                      'next': 2,\n",
       "                      'norris': 1,\n",
       "                      'oldest': 1,\n",
       "                      'only': 1,\n",
       "                      'outta': 1,\n",
       "                      'over': 2,\n",
       "                      'pelting': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pomfrey': 1,\n",
       "                      'quirrell': 3,\n",
       "                      'redheaded': 1,\n",
       "                      'restricted': 1,\n",
       "                      'results': 1,\n",
       "                      'ripping': 1,\n",
       "                      'round': 2,\n",
       "                      'rules': 1,\n",
       "                      'school-and': 1,\n",
       "                      'september': 1,\n",
       "                      'shadows': 1,\n",
       "                      'shock': 1,\n",
       "                      'shooting': 1,\n",
       "                      'side': 1,\n",
       "                      'skidding': 1,\n",
       "                      'smoke': 1,\n",
       "                      'snape': 3,\n",
       "                      'some': 1,\n",
       "                      'something': 2,\n",
       "                      'sorry': 1,\n",
       "                      'sound': 1,\n",
       "                      'spilling': 1,\n",
       "                      'sprinting': 1,\n",
       "                      'stairs': 1,\n",
       "                      'story': 1,\n",
       "                      'striding': 2,\n",
       "                      'sudden': 2,\n",
       "                      'swarming': 1,\n",
       "                      'swiftly': 2,\n",
       "                      'swooping': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 3,\n",
       "                      'they': 4,\n",
       "                      'think': 1,\n",
       "                      'threequarters': 1,\n",
       "                      'time': 1,\n",
       "                      'toothless': 1,\n",
       "                      'tourists': 1,\n",
       "                      'vernon': 2,\n",
       "                      'very': 1,\n",
       "                      'voice': 2,\n",
       "                      'waddling': 1,\n",
       "                      'weasley': 2,\n",
       "                      'what': 2,\n",
       "                      'when': 2,\n",
       "                      'which': 1,\n",
       "                      'whizzing': 1,\n",
       "                      'with': 1,\n",
       "                      'words': 1,\n",
       "                      'working': 1,\n",
       "                      'would': 1,\n",
       "                      'year': 1}),\n",
       "             'useful': Counter({'carry': 1,\n",
       "                      'caught': 1,\n",
       "                      'dead': 1,\n",
       "                      'does': 1,\n",
       "                      'have': 1,\n",
       "                      'something': 1,\n",
       "                      'spent': 1,\n",
       "                      'summat': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'twinkled': 1,\n",
       "                      'very': 1}),\n",
       "             'spent': Counter({'evening': 1,\n",
       "                      'freckles': 1,\n",
       "                      'half': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 3,\n",
       "                      'life': 1,\n",
       "                      'most': 3,\n",
       "                      'much': 2,\n",
       "                      'possibly': 1,\n",
       "                      'sleepless': 1,\n",
       "                      'they': 2,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'useful': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'wing': 1}),\n",
       "             'time': Counter({'abou': 2,\n",
       "                      'about': 2,\n",
       "                      'added': 1,\n",
       "                      'after': 1,\n",
       "                      'alas': 1,\n",
       "                      'allowed': 1,\n",
       "                      'almost': 1,\n",
       "                      'another': 1,\n",
       "                      'anyone': 1,\n",
       "                      'around': 1,\n",
       "                      'arrived': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 1,\n",
       "                      'barely': 1,\n",
       "                      'bidin': 1,\n",
       "                      'bite': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'came': 1,\n",
       "                      'careful': 1,\n",
       "                      'catch': 1,\n",
       "                      'christmas': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'craning': 1,\n",
       "                      'decide': 1,\n",
       "                      'delayed': 1,\n",
       "                      'demands': 1,\n",
       "                      'died': 1,\n",
       "                      'drink': 1,\n",
       "                      'dudley': 2,\n",
       "                      'eating': 1,\n",
       "                      'eggs': 1,\n",
       "                      'especially': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 7,\n",
       "                      'exams': 1,\n",
       "                      'exchange': 1,\n",
       "                      'explain': 1,\n",
       "                      'eyes': 1,\n",
       "                      'family': 1,\n",
       "                      'first': 15,\n",
       "                      'free': 3,\n",
       "                      'fret': 1,\n",
       "                      'frightenin': 1,\n",
       "                      'front': 1,\n",
       "                      'gets': 1,\n",
       "                      'girl': 1,\n",
       "                      'good': 3,\n",
       "                      'great': 1,\n",
       "                      'grunted': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harder': 1,\n",
       "                      'harry': 5,\n",
       "                      'have': 3,\n",
       "                      'hear': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 2,\n",
       "                      'hogwarts': 3,\n",
       "                      'hour': 1,\n",
       "                      'hours': 1,\n",
       "                      'hovered': 1,\n",
       "                      'just': 5,\n",
       "                      'keep': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 3,\n",
       "                      'later': 1,\n",
       "                      'less': 1,\n",
       "                      'library': 1,\n",
       "                      'life': 4,\n",
       "                      'like': 1,\n",
       "                      'long': 3,\n",
       "                      'looking': 1,\n",
       "                      'lost': 1,\n",
       "                      'make': 1,\n",
       "                      'minutes': 3,\n",
       "                      'missing': 1,\n",
       "                      'more': 2,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 5,\n",
       "                      'names': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'noticed': 1,\n",
       "                      'only': 2,\n",
       "                      'passed': 2,\n",
       "                      'please': 1,\n",
       "                      'points': 1,\n",
       "                      'possible': 1,\n",
       "                      'potter': 1,\n",
       "                      'prevent': 1,\n",
       "                      'pull': 2,\n",
       "                      'pulled': 1,\n",
       "                      'punishment': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quiet': 1,\n",
       "                      'racing': 1,\n",
       "                      'read': 1,\n",
       "                      'returned': 1,\n",
       "                      'right': 1,\n",
       "                      'room': 1,\n",
       "                      'sagged': 1,\n",
       "                      'said': 2,\n",
       "                      'same': 2,\n",
       "                      'school': 1,\n",
       "                      'second': 1,\n",
       "                      'send': 1,\n",
       "                      'seven': 1,\n",
       "                      'several': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'smile': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 2,\n",
       "                      'spasm': 1,\n",
       "                      'spent': 1,\n",
       "                      'tall': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 3,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 6,\n",
       "                      'think': 2,\n",
       "                      'this': 18,\n",
       "                      'thought': 1,\n",
       "                      'three': 1,\n",
       "                      'trying': 1,\n",
       "                      'walking': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'waste': 1,\n",
       "                      'wasters': 1,\n",
       "                      'watched': 1,\n",
       "                      'watching': 1,\n",
       "                      'week': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 3,\n",
       "                      'where': 1,\n",
       "                      'with': 1,\n",
       "                      'wondering': 1,\n",
       "                      'yell': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'you-': 1,\n",
       "                      'your': 1}),\n",
       "             'craning': Counter({'good': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'time': 1}),\n",
       "             'over': Counter({\"'course\": 1,\n",
       "                      'again': 2,\n",
       "                      'apologized': 1,\n",
       "                      'arms': 2,\n",
       "                      'arrivals': 1,\n",
       "                      'astonishment': 1,\n",
       "                      'aunt': 1,\n",
       "                      'babble': 2,\n",
       "                      'back': 5,\n",
       "                      'bacon': 1,\n",
       "                      'barely': 1,\n",
       "                      'beamed': 1,\n",
       "                      'been': 1,\n",
       "                      'bending': 1,\n",
       "                      'bent': 1,\n",
       "                      'biscuits': 1,\n",
       "                      'bits': 1,\n",
       "                      'blood': 1,\n",
       "                      'bobbing': 1,\n",
       "                      'books': 1,\n",
       "                      'bottom': 1,\n",
       "                      'branches': 1,\n",
       "                      'bristol': 1,\n",
       "                      'britain': 1,\n",
       "                      'bundle': 1,\n",
       "                      'bustled': 1,\n",
       "                      'called': 2,\n",
       "                      'came': 2,\n",
       "                      'card': 1,\n",
       "                      'carefully': 3,\n",
       "                      'cart': 1,\n",
       "                      'castle': 1,\n",
       "                      'cats': 1,\n",
       "                      'centuries': 1,\n",
       "                      'clambered': 1,\n",
       "                      'clasped': 1,\n",
       "                      'clean': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloak': 2,\n",
       "                      'cloaks': 1,\n",
       "                      'clock': 1,\n",
       "                      'could': 1,\n",
       "                      'country': 2,\n",
       "                      'craning': 1,\n",
       "                      'crouching': 1,\n",
       "                      'crowd': 1,\n",
       "                      'daily': 1,\n",
       "                      'damp': 1,\n",
       "                      'dangling': 1,\n",
       "                      'dark': 2,\n",
       "                      'dead': 1,\n",
       "                      'decided': 1,\n",
       "                      'desk': 1,\n",
       "                      'dinner': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 3,\n",
       "                      'drifted': 1,\n",
       "                      'driven': 1,\n",
       "                      'drooled': 1,\n",
       "                      'dropped': 2,\n",
       "                      'edge': 1,\n",
       "                      'envelope': 1,\n",
       "                      'excuse': 1,\n",
       "                      'eyes': 3,\n",
       "                      'face': 1,\n",
       "                      'feathers': 1,\n",
       "                      'fell': 4,\n",
       "                      'fight': 1,\n",
       "                      'fighting': 1,\n",
       "                      'fire': 1,\n",
       "                      'fireplace': 1,\n",
       "                      'fires': 1,\n",
       "                      'flipped': 1,\n",
       "                      'floor': 2,\n",
       "                      'flow': 1,\n",
       "                      'flute': 1,\n",
       "                      'flyin': 1,\n",
       "                      'follow': 1,\n",
       "                      'forehead': 1,\n",
       "                      'forward': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'furor': 1,\n",
       "                      'game': 3,\n",
       "                      'garden': 2,\n",
       "                      'george': 1,\n",
       "                      'getting': 1,\n",
       "                      'glasses': 1,\n",
       "                      'gliding': 1,\n",
       "                      'goblin': 1,\n",
       "                      'going': 1,\n",
       "                      'ground': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hair': 1,\n",
       "                      'half-moon': 1,\n",
       "                      'hall': 1,\n",
       "                      'hand': 2,\n",
       "                      'hands': 1,\n",
       "                      'hanging': 1,\n",
       "                      'happening': 1,\n",
       "                      'harry': 5,\n",
       "                      'head': 9,\n",
       "                      'heads': 3,\n",
       "                      'heard': 1,\n",
       "                      'heart': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 2,\n",
       "                      'holidays': 1,\n",
       "                      'hung': 1,\n",
       "                      'hurried': 1,\n",
       "                      'inside': 1,\n",
       "                      'knock': 1,\n",
       "                      'knocked': 2,\n",
       "                      'lamp': 1,\n",
       "                      'laughing': 1,\n",
       "                      'leading': 1,\n",
       "                      'leaned': 2,\n",
       "                      'legs': 1,\n",
       "                      'letters': 1,\n",
       "                      'limped': 1,\n",
       "                      'looked': 5,\n",
       "                      'looking': 2,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'massive': 1,\n",
       "                      'mcguffin': 1,\n",
       "                      'midair': 1,\n",
       "                      'midnight': 1,\n",
       "                      'mind': 2,\n",
       "                      'move': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nervously': 1,\n",
       "                      'neville': 2,\n",
       "                      'news': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'next': 2,\n",
       "                      'nightmares': 1,\n",
       "                      'nine': 1,\n",
       "                      'noise': 2,\n",
       "                      'nose': 1,\n",
       "                      'number': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 6,\n",
       "                      'parchment': 1,\n",
       "                      'peering': 1,\n",
       "                      'people': 1,\n",
       "                      'place': 3,\n",
       "                      'platform': 1,\n",
       "                      'points': 1,\n",
       "                      'postcard': 1,\n",
       "                      'president': 1,\n",
       "                      'pull': 1,\n",
       "                      'pulled': 2,\n",
       "                      'quickly': 1,\n",
       "                      'quilt': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rattling': 1,\n",
       "                      'reached': 1,\n",
       "                      'restricted': 1,\n",
       "                      'robe': 1,\n",
       "                      'robes': 2,\n",
       "                      'roll': 1,\n",
       "                      'rolled': 3,\n",
       "                      'ronan': 1,\n",
       "                      'rope': 1,\n",
       "                      'rushed': 1,\n",
       "                      'rustling': 1,\n",
       "                      'said': 1,\n",
       "                      'school': 1,\n",
       "                      'seats': 1,\n",
       "                      'seconds': 1,\n",
       "                      'secret': 1,\n",
       "                      'seen': 1,\n",
       "                      'send': 1,\n",
       "                      'seriously': 1,\n",
       "                      'shoulder': 7,\n",
       "                      'side': 2,\n",
       "                      'silently': 1,\n",
       "                      'slithering': 2,\n",
       "                      'slowly': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'sofa': 1,\n",
       "                      'something': 1,\n",
       "                      'sort': 1,\n",
       "                      'sound': 1,\n",
       "                      'sprang': 1,\n",
       "                      'spreading': 1,\n",
       "                      'stand': 1,\n",
       "                      'standing': 1,\n",
       "                      'stands': 1,\n",
       "                      'staring': 1,\n",
       "                      'stars': 1,\n",
       "                      'started': 1,\n",
       "                      'stepped': 3,\n",
       "                      'sternly': 1,\n",
       "                      'stone': 1,\n",
       "                      'stool': 1,\n",
       "                      'storm': 2,\n",
       "                      'strode': 1,\n",
       "                      'summer': 1,\n",
       "                      'sweater': 2,\n",
       "                      'sweets': 1,\n",
       "                      'swooped': 1,\n",
       "                      'table': 1,\n",
       "                      'tables': 1,\n",
       "                      'take': 3,\n",
       "                      'takin': 1,\n",
       "                      'that': 3,\n",
       "                      'their': 4,\n",
       "                      'them': 4,\n",
       "                      'there': 2,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'three': 1,\n",
       "                      'threshold': 1,\n",
       "                      'told': 1,\n",
       "                      'towered': 3,\n",
       "                      'tripping': 1,\n",
       "                      'troll': 1,\n",
       "                      'trying': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 3,\n",
       "                      'turning': 3,\n",
       "                      'underground': 1,\n",
       "                      'walked': 2,\n",
       "                      'walking': 1,\n",
       "                      'wandered': 1,\n",
       "                      'wash': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 1,\n",
       "                      'whirled': 1,\n",
       "                      'with': 5,\n",
       "                      'wizard': 1,\n",
       "                      'would': 1,\n",
       "                      'wound': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1}),\n",
       "             'garden': Counter({'anyway': 1,\n",
       "                      'back': 1,\n",
       "                      'down': 1,\n",
       "                      'fences': 1,\n",
       "                      'front': 1,\n",
       "                      'into': 1,\n",
       "                      'over': 2,\n",
       "                      'sitting': 1,\n",
       "                      'still': 1,\n",
       "                      'wall': 2}),\n",
       "             'fences': Counter({'garden': 1, 'spying': 1}),\n",
       "             'spying': Counter({'around': 1,\n",
       "                      'felt': 1,\n",
       "                      'fences': 1,\n",
       "                      'might': 1,\n",
       "                      'neighbors': 1,\n",
       "                      'watching': 1}),\n",
       "             'neighbors': Counter({'dursleys': 1,\n",
       "                      'spying': 1,\n",
       "                      'what': 1,\n",
       "                      'would': 1}),\n",
       "             'dursleys': Counter({'almost': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'aunt': 1,\n",
       "                      'back': 5,\n",
       "                      'bear': 1,\n",
       "                      'books': 1,\n",
       "                      'bought': 1,\n",
       "                      'bullets': 1,\n",
       "                      'chimney': 1,\n",
       "                      'cooked': 1,\n",
       "                      'could': 1,\n",
       "                      'dark': 1,\n",
       "                      'drive': 1,\n",
       "                      'ducked': 1,\n",
       "                      'everything': 1,\n",
       "                      'families': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'given': 1,\n",
       "                      'growled': 1,\n",
       "                      'happened': 1,\n",
       "                      'hated': 1,\n",
       "                      'hates': 1,\n",
       "                      'home': 1,\n",
       "                      'hours': 1,\n",
       "                      'house': 3,\n",
       "                      'humbugs': 1,\n",
       "                      'incredible': 1,\n",
       "                      'into': 2,\n",
       "                      'just': 1,\n",
       "                      'knew': 1,\n",
       "                      'look': 1,\n",
       "                      'make': 1,\n",
       "                      'neighbors': 1,\n",
       "                      'never': 1,\n",
       "                      'often': 1,\n",
       "                      'ones': 1,\n",
       "                      'possible': 1,\n",
       "                      'received': 1,\n",
       "                      'saying': 1,\n",
       "                      'scuttled': 1,\n",
       "                      'send': 1,\n",
       "                      'sense': 1,\n",
       "                      'shrank': 1,\n",
       "                      'shuddered': 1,\n",
       "                      'since': 1,\n",
       "                      'small': 1,\n",
       "                      'snape': 1,\n",
       "                      'stare': 1,\n",
       "                      'stole': 1,\n",
       "                      'street': 1,\n",
       "                      'sure': 1,\n",
       "                      'telling': 1,\n",
       "                      'that': 7,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'thing': 1,\n",
       "                      'toward': 1,\n",
       "                      'true': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'usually': 1,\n",
       "                      'very': 1,\n",
       "                      'wait': 1,\n",
       "                      'waiting': 1,\n",
       "                      'wake': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 4,\n",
       "                      'when': 1,\n",
       "                      'whole': 2,\n",
       "                      'with': 6,\n",
       "                      'woken': 1,\n",
       "                      'wondering': 1,\n",
       "                      'would': 2,\n",
       "                      'year': 1}),\n",
       "             'small': Counter({'bald': 1,\n",
       "                      'been': 2,\n",
       "                      'beside': 1,\n",
       "                      'called': 1,\n",
       "                      'cart': 1,\n",
       "                      'club': 1,\n",
       "                      'crowd': 1,\n",
       "                      'door': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'empty': 1,\n",
       "                      'fortune': 1,\n",
       "                      'full': 1,\n",
       "                      'gave': 1,\n",
       "                      'girl': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hole': 1,\n",
       "                      'into': 3,\n",
       "                      'jewel-bright': 1,\n",
       "                      'jumped': 1,\n",
       "                      'just': 1,\n",
       "                      'leather': 1,\n",
       "                      'lived': 1,\n",
       "                      'lying': 1,\n",
       "                      'middle': 1,\n",
       "                      'neck': 1,\n",
       "                      'neville': 1,\n",
       "                      'noises': 1,\n",
       "                      'package': 1,\n",
       "                      'parcel': 1,\n",
       "                      'pile': 1,\n",
       "                      'piped': 1,\n",
       "                      'potters': 1,\n",
       "                      'said': 2,\n",
       "                      'skinny': 1,\n",
       "                      'smile': 1,\n",
       "                      'starting': 1,\n",
       "                      'strangely': 1,\n",
       "                      'surrounded': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'through': 1,\n",
       "                      'trains': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 4,\n",
       "                      'waking': 1,\n",
       "                      'walled': 1,\n",
       "                      'watery': 1,\n",
       "                      'were': 1,\n",
       "                      'whistled': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'wooden': 1,\n",
       "                      'working': 1}),\n",
       "             'dudley': Counter({\"'atta\": 1,\n",
       "                      'about': 2,\n",
       "                      'after': 1,\n",
       "                      'again': 2,\n",
       "                      'alone': 1,\n",
       "                      'already': 1,\n",
       "                      'always': 2,\n",
       "                      'arrived': 1,\n",
       "                      'asked': 2,\n",
       "                      'asleep': 1,\n",
       "                      'badly': 1,\n",
       "                      'banged': 1,\n",
       "                      'bawling': 1,\n",
       "                      'because': 2,\n",
       "                      'been': 2,\n",
       "                      'before': 1,\n",
       "                      'began': 1,\n",
       "                      'beneath': 1,\n",
       "                      'best': 1,\n",
       "                      'biggest': 1,\n",
       "                      'birthday': 3,\n",
       "                      'bonnets': 1,\n",
       "                      'boring': 1,\n",
       "                      'bought': 1,\n",
       "                      'brown': 1,\n",
       "                      'bullied': 1,\n",
       "                      'called': 1,\n",
       "                      'came': 1,\n",
       "                      'case': 1,\n",
       "                      'chased': 1,\n",
       "                      'city': 1,\n",
       "                      'clothes': 2,\n",
       "                      'clouted': 1,\n",
       "                      'come': 2,\n",
       "                      'computer': 1,\n",
       "                      'corner': 1,\n",
       "                      'could': 3,\n",
       "                      'count': 1,\n",
       "                      'cousin': 1,\n",
       "                      'curse': 1,\n",
       "                      'dancing': 1,\n",
       "                      'daughter': 1,\n",
       "                      'demanded': 1,\n",
       "                      'dial': 1,\n",
       "                      'direction': 1,\n",
       "                      'doing': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 4,\n",
       "                      'dursley': 2,\n",
       "                      'escaping': 1,\n",
       "                      'even': 2,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'exactly': 1,\n",
       "                      'except': 1,\n",
       "                      'favorite': 2,\n",
       "                      'fidgeted': 1,\n",
       "                      'first': 1,\n",
       "                      'first-ever': 1,\n",
       "                      'frozen': 1,\n",
       "                      'gang': 5,\n",
       "                      'gasped': 1,\n",
       "                      'giant': 1,\n",
       "                      'gives': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'gotten': 1,\n",
       "                      'ground': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 8,\n",
       "                      'have': 2,\n",
       "                      'having': 1,\n",
       "                      'highway': 1,\n",
       "                      'hospital': 1,\n",
       "                      'howling': 1,\n",
       "                      'huge': 1,\n",
       "                      'hunger': 1,\n",
       "                      'into': 4,\n",
       "                      'jerked': 1,\n",
       "                      'join': 1,\n",
       "                      'jump': 1,\n",
       "                      'just': 2,\n",
       "                      'kept': 1,\n",
       "                      'keyhole': 1,\n",
       "                      'kiss': 1,\n",
       "                      'kitchens': 1,\n",
       "                      'knickerbockers': 1,\n",
       "                      'know': 1,\n",
       "                      'later': 1,\n",
       "                      'laughed': 1,\n",
       "                      'learned': 1,\n",
       "                      'like': 1,\n",
       "                      'liked': 1,\n",
       "                      'london': 1,\n",
       "                      'looked': 4,\n",
       "                      'looking': 1,\n",
       "                      'made': 2,\n",
       "                      'mail': 1,\n",
       "                      'make': 1,\n",
       "                      'meanwhile': 1,\n",
       "                      'mixing': 1,\n",
       "                      'moaned': 1,\n",
       "                      'moth-eaten': 1,\n",
       "                      'mother': 1,\n",
       "                      'motorcycles': 1,\n",
       "                      'mouth': 1,\n",
       "                      'never': 1,\n",
       "                      'nightfall': 1,\n",
       "                      'nothing': 1,\n",
       "                      'once': 1,\n",
       "                      'ordered': 1,\n",
       "                      'other': 1,\n",
       "                      'paraded': 1,\n",
       "                      'petunia': 5,\n",
       "                      'piers': 8,\n",
       "                      'point': 1,\n",
       "                      'poke': 1,\n",
       "                      'poker': 1,\n",
       "                      'probably': 1,\n",
       "                      'promptly': 1,\n",
       "                      'punched': 1,\n",
       "                      'pythons': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quiet': 1,\n",
       "                      'reminded': 1,\n",
       "                      'revenge': 1,\n",
       "                      'right': 1,\n",
       "                      'roared': 1,\n",
       "                      'room': 2,\n",
       "                      'ruffled': 2,\n",
       "                      'said': 3,\n",
       "                      'sayin': 1,\n",
       "                      'scar': 1,\n",
       "                      'scared': 1,\n",
       "                      'school': 1,\n",
       "                      'screamed': 1,\n",
       "                      'screaming': 1,\n",
       "                      'scruffs': 1,\n",
       "                      'second': 2,\n",
       "                      'sheets': 1,\n",
       "                      'shock': 1,\n",
       "                      'slept': 1,\n",
       "                      'sniffling': 1,\n",
       "                      'snored': 1,\n",
       "                      'snores': 1,\n",
       "                      'some': 1,\n",
       "                      'somebody': 1,\n",
       "                      'sound': 1,\n",
       "                      'squeaked': 1,\n",
       "                      'started': 1,\n",
       "                      'stick': 1,\n",
       "                      'stone': 1,\n",
       "                      'stood': 1,\n",
       "                      'stopped': 1,\n",
       "                      'stranger': 1,\n",
       "                      'stupid': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'swapped': 1,\n",
       "                      'sweater': 1,\n",
       "                      'taking': 1,\n",
       "                      'talked': 1,\n",
       "                      'tank': 1,\n",
       "                      'tantrum': 2,\n",
       "                      'telling': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 6,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 2,\n",
       "                      'time': 2,\n",
       "                      'times': 1,\n",
       "                      'took': 1,\n",
       "                      'tried': 1,\n",
       "                      'true': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unwrap': 1,\n",
       "                      'used': 1,\n",
       "                      'usual': 1,\n",
       "                      'vernon': 2,\n",
       "                      'very': 1,\n",
       "                      'wake': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 2,\n",
       "                      'watch': 1,\n",
       "                      'watched': 1,\n",
       "                      'wear': 1,\n",
       "                      'were': 2,\n",
       "                      'when': 2,\n",
       "                      'where': 3,\n",
       "                      'while': 1,\n",
       "                      'with': 5,\n",
       "                      'would': 1,\n",
       "                      'wrestle': 1,\n",
       "                      'year': 1,\n",
       "                      'yelled': 1}),\n",
       "             'their': Counter({\"'cause\": 1,\n",
       "                      'about': 4,\n",
       "                      'above': 1,\n",
       "                      'accept': 1,\n",
       "                      'achieve': 1,\n",
       "                      'across': 1,\n",
       "                      'affairs': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'allowed': 1,\n",
       "                      'anything': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 1,\n",
       "                      'awaiting': 1,\n",
       "                      'back': 5,\n",
       "                      'backs': 3,\n",
       "                      'bags': 1,\n",
       "                      'bathrobes': 2,\n",
       "                      'battle': 1,\n",
       "                      'became': 1,\n",
       "                      'beds': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 3,\n",
       "                      'being': 1,\n",
       "                      'bent': 1,\n",
       "                      'between': 1,\n",
       "                      'blob': 1,\n",
       "                      'blocked': 1,\n",
       "                      'boat': 1,\n",
       "                      'bodies': 1,\n",
       "                      'breaks': 1,\n",
       "                      'breath': 1,\n",
       "                      'broke': 1,\n",
       "                      'brooms': 4,\n",
       "                      'broomsticks': 1,\n",
       "                      'brought': 1,\n",
       "                      'buck': 1,\n",
       "                      'burning': 1,\n",
       "                      'castle': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'cauldrons': 1,\n",
       "                      'chairs': 1,\n",
       "                      'chance': 1,\n",
       "                      'changed': 1,\n",
       "                      'charms': 1,\n",
       "                      'compartment': 1,\n",
       "                      'conducted': 1,\n",
       "                      'corner': 1,\n",
       "                      'correcting': 1,\n",
       "                      'corridor': 1,\n",
       "                      'could': 2,\n",
       "                      'crack': 1,\n",
       "                      'crammed': 1,\n",
       "                      'curtains': 1,\n",
       "                      'daring': 1,\n",
       "                      'dark': 1,\n",
       "                      'dearly': 1,\n",
       "                      'death': 1,\n",
       "                      'dinner': 1,\n",
       "                      'direction': 2,\n",
       "                      'discussion': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 3,\n",
       "                      'dormitory': 2,\n",
       "                      'down': 6,\n",
       "                      'dragged': 1,\n",
       "                      'dragging': 1,\n",
       "                      'drew': 1,\n",
       "                      'dropped': 1,\n",
       "                      'drumming': 1,\n",
       "                      'dudley': 1,\n",
       "                      'during': 1,\n",
       "                      'ears': 4,\n",
       "                      'eating': 1,\n",
       "                      'empty': 1,\n",
       "                      'ends': 1,\n",
       "                      'entrance': 1,\n",
       "                      'exam': 2,\n",
       "                      'exhausted': 1,\n",
       "                      'extra': 1,\n",
       "                      'eyes': 3,\n",
       "                      'faces': 5,\n",
       "                      'fall': 1,\n",
       "                      'families': 2,\n",
       "                      'favorite': 2,\n",
       "                      'feast': 1,\n",
       "                      'feather': 1,\n",
       "                      'feet': 4,\n",
       "                      'filled': 1,\n",
       "                      'find': 3,\n",
       "                      'fingers': 1,\n",
       "                      'first': 5,\n",
       "                      'flanks': 1,\n",
       "                      'flimsy': 1,\n",
       "                      'flushed': 1,\n",
       "                      'footsteps': 2,\n",
       "                      'force': 1,\n",
       "                      'foreheads': 1,\n",
       "                      'found': 2,\n",
       "                      'free': 2,\n",
       "                      'friend': 1,\n",
       "                      'from': 3,\n",
       "                      'fumbling': 1,\n",
       "                      'funny-shaped': 1,\n",
       "                      'glance': 1,\n",
       "                      'glasses': 1,\n",
       "                      'goblin': 1,\n",
       "                      'going': 1,\n",
       "                      'gold': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'great': 2,\n",
       "                      'greatest': 1,\n",
       "                      'grips': 1,\n",
       "                      'grounds': 1,\n",
       "                      'growls': 1,\n",
       "                      'guilty': 2,\n",
       "                      'hair': 1,\n",
       "                      'hands': 2,\n",
       "                      'hanging': 1,\n",
       "                      'happiness': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'heads': 6,\n",
       "                      'heard': 1,\n",
       "                      'heart': 1,\n",
       "                      'hearts': 3,\n",
       "                      'heels': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hero': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'holding': 1,\n",
       "                      'house': 2,\n",
       "                      'houses': 1,\n",
       "                      'hurry': 1,\n",
       "                      'insides': 1,\n",
       "                      'interest': 1,\n",
       "                      'into': 6,\n",
       "                      'jackets': 1,\n",
       "                      'jostled': 2,\n",
       "                      'jumped': 1,\n",
       "                      'keep': 1,\n",
       "                      'keeping': 1,\n",
       "                      'kind': 2,\n",
       "                      'knuckles': 1,\n",
       "                      'laps': 1,\n",
       "                      'last': 1,\n",
       "                      'laughter': 1,\n",
       "                      'leather': 1,\n",
       "                      'left': 1,\n",
       "                      'legs': 2,\n",
       "                      'lesson': 1,\n",
       "                      'leviosa': 1,\n",
       "                      'lifted': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 1,\n",
       "                      'listening': 1,\n",
       "                      'little': 2,\n",
       "                      'lives': 1,\n",
       "                      'living': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'looks': 1,\n",
       "                      'lost': 1,\n",
       "                      'lower': 1,\n",
       "                      'made': 4,\n",
       "                      'madly': 1,\n",
       "                      'main': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'marks': 1,\n",
       "                      'meeting': 1,\n",
       "                      'miffed': 1,\n",
       "                      'might': 1,\n",
       "                      'minds': 1,\n",
       "                      'most': 2,\n",
       "                      'mother': 5,\n",
       "                      'mothers': 1,\n",
       "                      'mount': 1,\n",
       "                      'much': 1,\n",
       "                      'near': 1,\n",
       "                      'necks': 4,\n",
       "                      'nephew': 1,\n",
       "                      'nervous': 1,\n",
       "                      'news': 1,\n",
       "                      'next': 1,\n",
       "                      'noses': 2,\n",
       "                      'nostrils': 1,\n",
       "                      'noticing': 2,\n",
       "                      'omen': 1,\n",
       "                      'onto': 3,\n",
       "                      'opinion': 1,\n",
       "                      'other': 1,\n",
       "                      'ours': 1,\n",
       "                      'over': 4,\n",
       "                      'owners': 1,\n",
       "                      'packing': 1,\n",
       "                      'pajamas': 1,\n",
       "                      'panic': 1,\n",
       "                      'parchment': 1,\n",
       "                      'peeling': 1,\n",
       "                      'peeves': 1,\n",
       "                      'pick': 1,\n",
       "                      'picked': 1,\n",
       "                      'platforms': 1,\n",
       "                      'players': 1,\n",
       "                      'playfully': 1,\n",
       "                      'playing': 1,\n",
       "                      'pockets': 2,\n",
       "                      'possible': 1,\n",
       "                      'potion': 1,\n",
       "                      'potter': 1,\n",
       "                      'press': 1,\n",
       "                      'pressed': 1,\n",
       "                      'problems': 1,\n",
       "                      'protect': 2,\n",
       "                      'pull': 1,\n",
       "                      'pulled': 3,\n",
       "                      'pulling': 1,\n",
       "                      'punishment': 1,\n",
       "                      'pushed': 2,\n",
       "                      'quills': 1,\n",
       "                      'quivering': 1,\n",
       "                      'reach': 1,\n",
       "                      'reflections': 1,\n",
       "                      'riders': 1,\n",
       "                      'right': 2,\n",
       "                      'robes': 1,\n",
       "                      'roll': 1,\n",
       "                      'said': 2,\n",
       "                      'saying': 1,\n",
       "                      'scarlet': 1,\n",
       "                      'scruffs': 1,\n",
       "                      'secret': 2,\n",
       "                      'seen': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shared': 1,\n",
       "                      'shook': 1,\n",
       "                      'shopping': 1,\n",
       "                      'shoulders': 4,\n",
       "                      'side': 2,\n",
       "                      'silence': 1,\n",
       "                      'sister': 1,\n",
       "                      'sleeping': 1,\n",
       "                      'smiles': 1,\n",
       "                      'smothering': 1,\n",
       "                      'solutions': 1,\n",
       "                      'spoil': 1,\n",
       "                      'staircase': 1,\n",
       "                      'standing': 1,\n",
       "                      'stared': 1,\n",
       "                      'start': 1,\n",
       "                      'stools': 1,\n",
       "                      'stored': 1,\n",
       "                      'street': 1,\n",
       "                      'studying': 1,\n",
       "                      'sudden': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'suppose': 1,\n",
       "                      'table': 1,\n",
       "                      'talk': 1,\n",
       "                      'teacher': 1,\n",
       "                      'team': 1,\n",
       "                      'teeth': 1,\n",
       "                      'telescopes': 1,\n",
       "                      'that': 4,\n",
       "                      'them': 2,\n",
       "                      'they': 5,\n",
       "                      'think': 1,\n",
       "                      'throats': 1,\n",
       "                      'through': 9,\n",
       "                      'tickets': 1,\n",
       "                      'time': 1,\n",
       "                      'took': 1,\n",
       "                      'touch': 1,\n",
       "                      'toward': 1,\n",
       "                      'toys': 1,\n",
       "                      'trees': 1,\n",
       "                      'trowels': 1,\n",
       "                      'trunks': 2,\n",
       "                      'turn': 1,\n",
       "                      'turned': 2,\n",
       "                      'under': 1,\n",
       "                      'until': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'very': 4,\n",
       "                      'victory': 1,\n",
       "                      'view': 1,\n",
       "                      'voices': 1,\n",
       "                      'wands': 2,\n",
       "                      'wardrobes': 1,\n",
       "                      'waving': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'whipped': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 6,\n",
       "                      'without': 2,\n",
       "                      'wizard': 1,\n",
       "                      'wrenched': 1,\n",
       "                      'written': 1,\n",
       "                      'younger': 1}),\n",
       "             'opinion': Counter({'asked': 1,\n",
       "                      'codswallop': 2,\n",
       "                      'dunno': 2,\n",
       "                      'professor': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'though': 1}),\n",
       "             'there': Counter({\"'cause\": 1,\n",
       "                      'above': 1,\n",
       "                      'accept': 1,\n",
       "                      'afraid': 1,\n",
       "                      'again': 1,\n",
       "                      'almost': 1,\n",
       "                      'along': 2,\n",
       "                      'already': 3,\n",
       "                      'alternative': 1,\n",
       "                      'among': 1,\n",
       "                      'another': 2,\n",
       "                      'answer': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anything': 2,\n",
       "                      'anyway': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'armed': 1,\n",
       "                      'asked': 2,\n",
       "                      'asleep': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 4,\n",
       "                      'baron': 1,\n",
       "                      'because': 2,\n",
       "                      'been': 5,\n",
       "                      'believe': 1,\n",
       "                      'belonged': 1,\n",
       "                      'between': 1,\n",
       "                      'bidin': 1,\n",
       "                      'black': 1,\n",
       "                      'blazing': 1,\n",
       "                      'blood': 2,\n",
       "                      'blue': 1,\n",
       "                      'boarhound': 1,\n",
       "                      'body': 1,\n",
       "                      'book': 2,\n",
       "                      'books': 1,\n",
       "                      'bottle': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'budge': 1,\n",
       "                      'burst': 1,\n",
       "                      'busy': 1,\n",
       "                      'canceled': 1,\n",
       "                      'ceiling': 2,\n",
       "                      'center': 1,\n",
       "                      'certain': 1,\n",
       "                      'chamber': 1,\n",
       "                      'christmas': 1,\n",
       "                      'class': 1,\n",
       "                      'classes': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cleverness': 1,\n",
       "                      'climbing': 1,\n",
       "                      'cloak': 1,\n",
       "                      'close': 1,\n",
       "                      'cold': 1,\n",
       "                      'coming': 1,\n",
       "                      'complete': 1,\n",
       "                      'completely': 1,\n",
       "                      'constrictor': 1,\n",
       "                      'coolly': 1,\n",
       "                      'could': 3,\n",
       "                      'course': 5,\n",
       "                      'crash': 1,\n",
       "                      'crept': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'crystal': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dark': 3,\n",
       "                      'darkly': 1,\n",
       "                      'daylight': 1,\n",
       "                      'difficult': 2,\n",
       "                      'directions': 1,\n",
       "                      'distance': 1,\n",
       "                      'done': 1,\n",
       "                      'door': 1,\n",
       "                      'doubt': 1,\n",
       "                      'down': 2,\n",
       "                      'downward': 1,\n",
       "                      'dragons': 2,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'eagle': 1,\n",
       "                      'easier': 1,\n",
       "                      'effort': 1,\n",
       "                      'either': 1,\n",
       "                      'else': 1,\n",
       "                      'emerald-green': 1,\n",
       "                      'empty': 1,\n",
       "                      'enough': 1,\n",
       "                      'escaping': 1,\n",
       "                      'even': 3,\n",
       "                      'ever': 2,\n",
       "                      'everything': 1,\n",
       "                      'evil': 1,\n",
       "                      'expect': 1,\n",
       "                      'eyeglasses': 1,\n",
       "                      'face': 1,\n",
       "                      'faint': 1,\n",
       "                      'feeling': 1,\n",
       "                      'feet': 1,\n",
       "                      'filled': 1,\n",
       "                      'find': 1,\n",
       "                      'finer': 1,\n",
       "                      'fire': 1,\n",
       "                      'flash': 2,\n",
       "                      'floated': 1,\n",
       "                      'forbid': 1,\n",
       "                      'forest': 1,\n",
       "                      'four': 2,\n",
       "                      'friend': 1,\n",
       "                      'future': 1,\n",
       "                      'galleons': 1,\n",
       "                      'george': 1,\n",
       "                      'getting': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 1,\n",
       "                      'good': 3,\n",
       "                      'great': 2,\n",
       "                      'grinning': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guard': 1,\n",
       "                      'hagrid': 5,\n",
       "                      'hanging': 1,\n",
       "                      'harold': 1,\n",
       "                      'harry': 12,\n",
       "                      'hated': 1,\n",
       "                      'have': 4,\n",
       "                      'head': 1,\n",
       "                      'heard': 1,\n",
       "                      'held': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 6,\n",
       "                      'hermione': 1,\n",
       "                      'hills': 1,\n",
       "                      'himself': 2,\n",
       "                      'hitch': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hole': 1,\n",
       "                      'hooded': 1,\n",
       "                      'horrible': 1,\n",
       "                      'house': 1,\n",
       "                      'houses': 1,\n",
       "                      'huddle': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'hurt': 1,\n",
       "                      'immortal': 1,\n",
       "                      'inscription': 1,\n",
       "                      'involved': 2,\n",
       "                      'just': 2,\n",
       "                      'keep': 3,\n",
       "                      'kinds': 1,\n",
       "                      'kissed': 1,\n",
       "                      'knight': 1,\n",
       "                      'knock': 1,\n",
       "                      'knocked': 1,\n",
       "                      'know': 4,\n",
       "                      'large': 1,\n",
       "                      'last': 1,\n",
       "                      'lately': 1,\n",
       "                      'later': 1,\n",
       "                      'laugh': 1,\n",
       "                      'left': 2,\n",
       "                      'light': 1,\n",
       "                      'like': 2,\n",
       "                      'list': 2,\n",
       "                      'little': 2,\n",
       "                      'loads': 2,\n",
       "                      'look': 3,\n",
       "                      'lost': 1,\n",
       "                      'loud': 3,\n",
       "                      'loudly': 1,\n",
       "                      'lullaby': 1,\n",
       "                      'malfoy': 4,\n",
       "                      'many': 1,\n",
       "                      'master': 1,\n",
       "                      'mean': 1,\n",
       "                      'meet': 1,\n",
       "                      'might': 2,\n",
       "                      'ministry': 1,\n",
       "                      'mirror': 3,\n",
       "                      'mistaking': 3,\n",
       "                      'moment': 1,\n",
       "                      'moon': 1,\n",
       "                      'more': 3,\n",
       "                      'move': 1,\n",
       "                      'moved': 1,\n",
       "                      'much': 4,\n",
       "                      'murmured': 1,\n",
       "                      'must': 4,\n",
       "                      'muttered': 1,\n",
       "                      'nasty': 1,\n",
       "                      'nearly': 3,\n",
       "                      'neat': 1,\n",
       "                      'need': 3,\n",
       "                      'next': 1,\n",
       "                      'nice': 2,\n",
       "                      'night': 2,\n",
       "                      'nobody': 1,\n",
       "                      'noise': 1,\n",
       "                      'norwegian': 1,\n",
       "                      'note': 2,\n",
       "                      'nothin': 1,\n",
       "                      'nothing': 6,\n",
       "                      'noticed': 1,\n",
       "                      'obviously': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 4,\n",
       "                      'opinion': 1,\n",
       "                      'ordinary': 1,\n",
       "                      'other': 2,\n",
       "                      'outside': 1,\n",
       "                      'over': 2,\n",
       "                      'page': 1,\n",
       "                      'painfully': 1,\n",
       "                      'pause': 1,\n",
       "                      'pebbles': 1,\n",
       "                      'pelts': 1,\n",
       "                      'people': 1,\n",
       "                      'plainly': 1,\n",
       "                      'plastic': 1,\n",
       "                      'platform': 2,\n",
       "                      'play': 1,\n",
       "                      'point': 2,\n",
       "                      'potter': 2,\n",
       "                      'pushed': 1,\n",
       "                      'quaver': 1,\n",
       "                      'questions': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'rapping': 1,\n",
       "                      'rather': 1,\n",
       "                      'really': 4,\n",
       "                      'reason': 2,\n",
       "                      'reckon': 1,\n",
       "                      'reflected': 2,\n",
       "                      'refuse': 1,\n",
       "                      'reserve': 1,\n",
       "                      'right': 5,\n",
       "                      'roaring': 1,\n",
       "                      'romania': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 10,\n",
       "                      'save': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'scared-looking': 1,\n",
       "                      'school': 2,\n",
       "                      'scraping': 1,\n",
       "                      'second': 1,\n",
       "                      'seconds': 1,\n",
       "                      'seemed': 2,\n",
       "                      'send': 1,\n",
       "                      'seven': 1,\n",
       "                      'sheer': 1,\n",
       "                      'should': 2,\n",
       "                      'shouted': 2,\n",
       "                      'sight': 1,\n",
       "                      'sign': 1,\n",
       "                      'signature': 1,\n",
       "                      'silence': 2,\n",
       "                      'silent': 1,\n",
       "                      'simply': 1,\n",
       "                      'single': 1,\n",
       "                      'sitting': 4,\n",
       "                      'snape': 1,\n",
       "                      'sofa': 1,\n",
       "                      'some': 2,\n",
       "                      'someone': 3,\n",
       "                      'somethin': 1,\n",
       "                      'something': 5,\n",
       "                      'somewhere': 3,\n",
       "                      'soon': 2,\n",
       "                      'sorry': 1,\n",
       "                      'sorts': 1,\n",
       "                      'sound': 1,\n",
       "                      'spell': 1,\n",
       "                      'squawked': 1,\n",
       "                      'squinting': 1,\n",
       "                      'stamp': 1,\n",
       "                      'standing': 3,\n",
       "                      'staring': 1,\n",
       "                      'stars': 1,\n",
       "                      'starts': 1,\n",
       "                      'station': 1,\n",
       "                      'stay': 1,\n",
       "                      'still': 10,\n",
       "                      'stone': 1,\n",
       "                      'stood': 3,\n",
       "                      'stop': 1,\n",
       "                      'stopped': 2,\n",
       "                      'storm': 1,\n",
       "                      'stupidly': 1,\n",
       "                      'sudden': 2,\n",
       "                      'suddenly': 2,\n",
       "                      'suit': 1,\n",
       "                      'summat': 2,\n",
       "                      'sure': 2,\n",
       "                      'tabby': 1,\n",
       "                      'table': 1,\n",
       "                      'take': 3,\n",
       "                      'talent': 1,\n",
       "                      'television': 2,\n",
       "                      'tells': 1,\n",
       "                      'that': 11,\n",
       "                      'them': 9,\n",
       "                      'themselves': 1,\n",
       "                      'then': 4,\n",
       "                      'there': 6,\n",
       "                      'they': 4,\n",
       "                      'thicker': 1,\n",
       "                      'thing': 2,\n",
       "                      'things': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 3,\n",
       "                      'though': 1,\n",
       "                      'thought': 3,\n",
       "                      'time': 1,\n",
       "                      'together': 1,\n",
       "                      'told': 1,\n",
       "                      'touch': 1,\n",
       "                      'train': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'trapped': 1,\n",
       "                      'treasure': 1,\n",
       "                      'trees': 1,\n",
       "                      'trip': 1,\n",
       "                      'turban': 1,\n",
       "                      'twelve': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unfortunately': 2,\n",
       "                      'unicorn': 4,\n",
       "                      'unwrapped': 1,\n",
       "                      'uproar': 1,\n",
       "                      'upturned': 1,\n",
       "                      'usual': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 3,\n",
       "                      'voice': 1,\n",
       "                      'walked': 1,\n",
       "                      'walls': 1,\n",
       "                      'want': 1,\n",
       "                      'warm': 1,\n",
       "                      'water': 1,\n",
       "                      'weasley': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'welcome': 1,\n",
       "                      'well': 3,\n",
       "                      'were': 31,\n",
       "                      'werewolves': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'where': 3,\n",
       "                      'whole': 1,\n",
       "                      'wild': 1,\n",
       "                      'will': 1,\n",
       "                      'wings': 1,\n",
       "                      'witchcraft': 1,\n",
       "                      'with': 8,\n",
       "                      'within': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wizards': 1,\n",
       "                      'wood': 1,\n",
       "                      'worth': 1,\n",
       "                      'wrong': 1,\n",
       "                      'years': 2}),\n",
       "             'finer': Counter({'anywhere': 1,\n",
       "                      'points': 1,\n",
       "                      'there': 1,\n",
       "                      'through': 1}),\n",
       "             'anywhere': Counter({'come': 1,\n",
       "                      'could': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'filch': 1,\n",
       "                      'find': 1,\n",
       "                      'finer': 1,\n",
       "                      'just': 1,\n",
       "                      'near': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 2}),\n",
       "             'everything': Counter({'around': 1,\n",
       "                      'clearly': 1,\n",
       "                      'cloak': 1,\n",
       "                      'could': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'else': 1,\n",
       "                      'except': 2,\n",
       "                      'explain': 1,\n",
       "                      'found': 2,\n",
       "                      'from': 1,\n",
       "                      'gain': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'half': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'ignored': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'less': 1,\n",
       "                      'life': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'lose': 1,\n",
       "                      'madam': 1,\n",
       "                      'move': 1,\n",
       "                      'much': 1,\n",
       "                      'nearly': 1,\n",
       "                      'need': 2,\n",
       "                      'needed': 1,\n",
       "                      'needs': 1,\n",
       "                      'once': 1,\n",
       "                      'owned': 1,\n",
       "                      'paid': 1,\n",
       "                      'perfect': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'remember': 1,\n",
       "                      'shot': 1,\n",
       "                      'some': 1,\n",
       "                      'spoils': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'thousand': 1,\n",
       "                      'want': 1,\n",
       "                      'well': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'with': 1}),\n",
       "             'wanted': Counter({'alone': 1,\n",
       "                      'always': 3,\n",
       "                      'anything': 1,\n",
       "                      'bathroom': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'borrow': 1,\n",
       "                      'cards': 1,\n",
       "                      'computer': 1,\n",
       "                      'dead': 1,\n",
       "                      'dinky': 1,\n",
       "                      'dragon': 2,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'find': 1,\n",
       "                      'getting': 1,\n",
       "                      'give': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 2,\n",
       "                      'hatching': 1,\n",
       "                      'hide': 1,\n",
       "                      'home': 1,\n",
       "                      'huge': 1,\n",
       "                      'just': 3,\n",
       "                      'keep': 1,\n",
       "                      'kill': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'left': 1,\n",
       "                      'lightest': 1,\n",
       "                      'like': 2,\n",
       "                      'make': 2,\n",
       "                      'matter': 1,\n",
       "                      'mention': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 2,\n",
       "                      'only': 1,\n",
       "                      'outta': 1,\n",
       "                      'piers': 1,\n",
       "                      'pomfrey': 1,\n",
       "                      'power': 1,\n",
       "                      'programs': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'racing': 1,\n",
       "                      'really': 3,\n",
       "                      'referee': 1,\n",
       "                      'refused': 1,\n",
       "                      'restless': 1,\n",
       "                      'rich': 1,\n",
       "                      'shake': 1,\n",
       "                      'skip': 1,\n",
       "                      'somethin': 1,\n",
       "                      'something': 3,\n",
       "                      'sort': 1,\n",
       "                      'stone': 1,\n",
       "                      'sure': 1,\n",
       "                      't-t-to': 1,\n",
       "                      'television': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 6,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'time': 1,\n",
       "                      'watch': 1,\n",
       "                      'what': 4,\n",
       "                      'wherever': 1,\n",
       "                      'whisperers': 1}),\n",
       "             'also': Counter({'been': 1,\n",
       "                      'bring': 1,\n",
       "                      'carried': 1,\n",
       "                      'carrying': 1,\n",
       "                      'contained': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'girl': 1,\n",
       "                      'goes': 1,\n",
       "                      'gold': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'letter': 1,\n",
       "                      'order': 1,\n",
       "                      'present': 1,\n",
       "                      'pretending': 1,\n",
       "                      'produces': 1,\n",
       "                      'red-headed': 1,\n",
       "                      'secret': 1,\n",
       "                      'smiling': 1,\n",
       "                      'started': 1,\n",
       "                      'stranger': 1,\n",
       "                      'students': 1,\n",
       "                      'tent': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 2,\n",
       "                      'thought': 1,\n",
       "                      'very': 1,\n",
       "                      'which': 1,\n",
       "                      'work': 1}),\n",
       "             'secret': Counter({'also': 1,\n",
       "                      'complete': 1,\n",
       "                      'exactly': 1,\n",
       "                      'found': 1,\n",
       "                      'fred': 1,\n",
       "                      'hate': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'keep': 1,\n",
       "                      'knew': 1,\n",
       "                      'magic': 1,\n",
       "                      'meeting': 1,\n",
       "                      'myself': 1,\n",
       "                      'naturally': 1,\n",
       "                      'news': 1,\n",
       "                      'over': 1,\n",
       "                      'passageway': 1,\n",
       "                      'passageways': 1,\n",
       "                      'said': 1,\n",
       "                      'some': 1,\n",
       "                      'sort': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 2,\n",
       "                      'told': 1,\n",
       "                      'very': 1,\n",
       "                      'weapon': 1,\n",
       "                      'well': 1}),\n",
       "             'greatest': Counter({'defeated': 1,\n",
       "                      'fear': 1,\n",
       "                      'headmaster': 1,\n",
       "                      'many': 1,\n",
       "                      'puzzle': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'their': 1,\n",
       "                      'under': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wizards': 1}),\n",
       "             'fear': Counter({'budge': 1,\n",
       "                      'dead': 1,\n",
       "                      'every': 1,\n",
       "                      'flitted': 1,\n",
       "                      'flooded': 1,\n",
       "                      'greatest': 1,\n",
       "                      'increases': 1,\n",
       "                      'keep': 1,\n",
       "                      'move': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'prickle': 1,\n",
       "                      'spasm': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'troll': 1,\n",
       "                      'voice': 1,\n",
       "                      'with': 1}),\n",
       "             'somebody': Counter({'been': 1,\n",
       "                      'dudley': 1,\n",
       "                      'heard': 1,\n",
       "                      'night': 1,\n",
       "                      'punching': 1,\n",
       "                      'that': 1,\n",
       "                      'whimpering': 1,\n",
       "                      'would': 1}),\n",
       "             'would': Counter({'able': 4,\n",
       "                      'accept': 1,\n",
       "                      'added': 1,\n",
       "                      'afraid': 1,\n",
       "                      'afternoons': 1,\n",
       "                      'again': 1,\n",
       "                      'allowed': 1,\n",
       "                      'along': 1,\n",
       "                      'amuse': 1,\n",
       "                      'anxiously': 1,\n",
       "                      'anyone': 2,\n",
       "                      'anything': 2,\n",
       "                      'anyway': 2,\n",
       "                      'back': 1,\n",
       "                      'banquet': 1,\n",
       "                      'beating': 1,\n",
       "                      'because': 1,\n",
       "                      'beings': 1,\n",
       "                      'believe': 1,\n",
       "                      'believed': 1,\n",
       "                      'better': 1,\n",
       "                      'blink': 1,\n",
       "                      'bother': 1,\n",
       "                      'broom': 1,\n",
       "                      'budge': 1,\n",
       "                      'came': 1,\n",
       "                      'care': 1,\n",
       "                      'castle': 2,\n",
       "                      'certainly': 1,\n",
       "                      'choose': 1,\n",
       "                      'class': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'commit': 1,\n",
       "                      'corner': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 1,\n",
       "                      'dare': 1,\n",
       "                      'decided': 1,\n",
       "                      'died': 1,\n",
       "                      'discover': 1,\n",
       "                      'door': 1,\n",
       "                      'dragon': 1,\n",
       "                      'drive': 1,\n",
       "                      'drop': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 2,\n",
       "                      'earth': 2,\n",
       "                      'easy': 1,\n",
       "                      'either': 1,\n",
       "                      'else': 2,\n",
       "                      'enough': 1,\n",
       "                      'even': 3,\n",
       "                      'ever': 1,\n",
       "                      'expect': 1,\n",
       "                      'fall': 1,\n",
       "                      'father': 1,\n",
       "                      'filch': 3,\n",
       "                      'find': 2,\n",
       "                      'floor': 1,\n",
       "                      'friends': 1,\n",
       "                      'frog': 1,\n",
       "                      'full': 1,\n",
       "                      'gain': 1,\n",
       "                      'give': 1,\n",
       "                      'glasses': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'gray': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'hall': 1,\n",
       "                      'happen': 1,\n",
       "                      'harry': 10,\n",
       "                      'have': 17,\n",
       "                      'hear': 2,\n",
       "                      'help': 1,\n",
       "                      'hermione': 3,\n",
       "                      'himself': 1,\n",
       "                      'imagine': 1,\n",
       "                      'injured': 1,\n",
       "                      'into': 2,\n",
       "                      'jump': 1,\n",
       "                      'killing': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 4,\n",
       "                      'knowing': 1,\n",
       "                      'land': 1,\n",
       "                      'learning': 1,\n",
       "                      'leave': 1,\n",
       "                      'legend': 1,\n",
       "                      'legs': 1,\n",
       "                      'lessons': 1,\n",
       "                      'life': 2,\n",
       "                      'like': 2,\n",
       "                      'listen': 1,\n",
       "                      'look': 2,\n",
       "                      'lose': 1,\n",
       "                      'lunchtime': 1,\n",
       "                      'make': 1,\n",
       "                      'mcgonagall': 2,\n",
       "                      'meet': 1,\n",
       "                      'mind': 4,\n",
       "                      'mother': 1,\n",
       "                      'move': 3,\n",
       "                      'mutter': 1,\n",
       "                      'muttering': 1,\n",
       "                      'nearer': 1,\n",
       "                      'neighbors': 1,\n",
       "                      'never': 8,\n",
       "                      'next': 1,\n",
       "                      'nice': 1,\n",
       "                      'nick': 1,\n",
       "                      'nobody': 1,\n",
       "                      'nothing': 2,\n",
       "                      'open': 2,\n",
       "                      'others': 1,\n",
       "                      'over': 1,\n",
       "                      'overtake': 1,\n",
       "                      'parents': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'place': 1,\n",
       "                      'playing': 2,\n",
       "                      'pomfrey': 1,\n",
       "                      'potters': 1,\n",
       "                      'prefer': 1,\n",
       "                      'press': 1,\n",
       "                      'probably': 1,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ravenclaw': 2,\n",
       "                      'reckon': 1,\n",
       "                      'recognize': 1,\n",
       "                      'refuse': 1,\n",
       "                      'relief': 1,\n",
       "                      'remember': 1,\n",
       "                      'replacing': 1,\n",
       "                      'right': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 3,\n",
       "                      'scars': 1,\n",
       "                      'scowling': 1,\n",
       "                      'seeing': 1,\n",
       "                      'shake': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'snake': 1,\n",
       "                      'snape': 5,\n",
       "                      'somebody': 1,\n",
       "                      'soon': 1,\n",
       "                      'sounding': 1,\n",
       "                      'speak': 2,\n",
       "                      'spend': 1,\n",
       "                      'stands': 1,\n",
       "                      'starting': 1,\n",
       "                      'stay': 1,\n",
       "                      'staying': 1,\n",
       "                      'steal': 1,\n",
       "                      'students': 2,\n",
       "                      'suppose': 1,\n",
       "                      'sure': 1,\n",
       "                      'surprise': 1,\n",
       "                      'surprised': 2,\n",
       "                      'suspect': 1,\n",
       "                      'suspected': 1,\n",
       "                      'take': 3,\n",
       "                      'team': 1,\n",
       "                      'tell': 2,\n",
       "                      'than': 1,\n",
       "                      'thankful': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 8,\n",
       "                      'them': 2,\n",
       "                      'they': 9,\n",
       "                      'thing': 1,\n",
       "                      'things': 2,\n",
       "                      'this': 2,\n",
       "                      'thought': 4,\n",
       "                      'told': 1,\n",
       "                      'touch': 1,\n",
       "                      'traffic': 1,\n",
       "                      'trip': 1,\n",
       "                      'trolls': 1,\n",
       "                      'trust': 1,\n",
       "                      'usually': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'walking': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 2,\n",
       "                      'well': 1,\n",
       "                      'what': 4,\n",
       "                      'where': 1,\n",
       "                      'whole': 1,\n",
       "                      'wide': 1,\n",
       "                      'wished': 2,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'woken': 1,\n",
       "                      'work': 1,\n",
       "                      'written': 1,\n",
       "                      'years': 1}),\n",
       "             'discover': Counter({'they': 1, 'would': 1}),\n",
       "             'think': Counter({'\\\\why': 1,\n",
       "                      'able': 2,\n",
       "                      'about': 7,\n",
       "                      'accident': 1,\n",
       "                      'again': 1,\n",
       "                      'ages': 1,\n",
       "                      'ahead': 1,\n",
       "                      'alone': 1,\n",
       "                      'anything': 4,\n",
       "                      'apple': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'believes': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'bringing': 1,\n",
       "                      'briskly': 1,\n",
       "                      'bully': 1,\n",
       "                      'came': 1,\n",
       "                      'chance': 1,\n",
       "                      'cloaks': 1,\n",
       "                      'come': 2,\n",
       "                      'could': 6,\n",
       "                      \"d'yeh\": 1,\n",
       "                      \"d'you\": 5,\n",
       "                      'dark': 1,\n",
       "                      'dead': 1,\n",
       "                      'difficult': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 1,\n",
       "                      'dragged': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 3,\n",
       "                      'else': 1,\n",
       "                      'ends': 1,\n",
       "                      'enjoying': 1,\n",
       "                      'even': 1,\n",
       "                      'explain': 1,\n",
       "                      'father': 1,\n",
       "                      'finally': 1,\n",
       "                      'fire': 1,\n",
       "                      'floor': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'forget': 1,\n",
       "                      'found': 1,\n",
       "                      'fred': 1,\n",
       "                      'free': 1,\n",
       "                      'funny': 1,\n",
       "                      'gently': 1,\n",
       "                      'getting': 1,\n",
       "                      'ghost': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'halloween': 1,\n",
       "                      'hang': 1,\n",
       "                      'harder': 1,\n",
       "                      'harry': 6,\n",
       "                      'heads': 1,\n",
       "                      'heard': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'hufflepuff': 1,\n",
       "                      'hurts': 1,\n",
       "                      'imagine': 1,\n",
       "                      'impatiently': 1,\n",
       "                      'joking': 1,\n",
       "                      'just': 3,\n",
       "                      'keep': 1,\n",
       "                      'know': 4,\n",
       "                      'knows': 1,\n",
       "                      'leave': 3,\n",
       "                      'looked': 1,\n",
       "                      'lost': 1,\n",
       "                      'made': 2,\n",
       "                      'meant': 1,\n",
       "                      'might': 3,\n",
       "                      'miss': 1,\n",
       "                      'mistake': 1,\n",
       "                      'much': 2,\n",
       "                      'must': 2,\n",
       "                      'name': 1,\n",
       "                      'nastily': 1,\n",
       "                      'nervously': 1,\n",
       "                      'neville': 1,\n",
       "                      'night': 1,\n",
       "                      'nobody': 1,\n",
       "                      'okay': 1,\n",
       "                      'outside': 1,\n",
       "                      'parents': 1,\n",
       "                      'points': 1,\n",
       "                      'pretty': 1,\n",
       "                      'professor': 1,\n",
       "                      'question': 1,\n",
       "                      'quietly': 2,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 1,\n",
       "                      'rather': 1,\n",
       "                      'really': 1,\n",
       "                      'record': 1,\n",
       "                      'remember': 2,\n",
       "                      'remembers': 1,\n",
       "                      'right': 2,\n",
       "                      'room': 1,\n",
       "                      'running': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 7,\n",
       "                      'second': 1,\n",
       "                      'seemed': 2,\n",
       "                      'should': 1,\n",
       "                      'shuddered': 1,\n",
       "                      'sick': 1,\n",
       "                      'sing': 1,\n",
       "                      'sleeps': 1,\n",
       "                      'something': 1,\n",
       "                      'sort': 1,\n",
       "                      'statue': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'stranger': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'suppose': 4,\n",
       "                      'tackling': 1,\n",
       "                      'tail': 1,\n",
       "                      'take': 1,\n",
       "                      'teacher': 1,\n",
       "                      'teachers': 1,\n",
       "                      'team': 1,\n",
       "                      'tears': 1,\n",
       "                      'tell': 1,\n",
       "                      'test': 1,\n",
       "                      'that': 5,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'these': 1,\n",
       "                      'they': 17,\n",
       "                      'things': 1,\n",
       "                      'think': 2,\n",
       "                      'this': 2,\n",
       "                      'though': 1,\n",
       "                      'thoughtfully': 1,\n",
       "                      'time': 2,\n",
       "                      'told': 2,\n",
       "                      'tried': 1,\n",
       "                      'troduced': 1,\n",
       "                      'trying': 1,\n",
       "                      'twice': 1,\n",
       "                      'understand': 1,\n",
       "                      'useful': 1,\n",
       "                      'wanted': 1,\n",
       "                      'warning': 1,\n",
       "                      'watching': 1,\n",
       "                      'well': 2,\n",
       "                      'what': 3,\n",
       "                      'whispered': 1,\n",
       "                      'white': 1,\n",
       "                      'will': 2,\n",
       "                      'wise': 1,\n",
       "                      'wizard': 1,\n",
       "                      'worried': 1,\n",
       "                      'wriggles': 1}),\n",
       "             'could': Counter({'-how': 1,\n",
       "                      'address': 1,\n",
       "                      'affect': 1,\n",
       "                      'afford': 2,\n",
       "                      'again': 3,\n",
       "                      'against': 1,\n",
       "                      'although': 1,\n",
       "                      'angry': 1,\n",
       "                      'another': 2,\n",
       "                      'answer': 2,\n",
       "                      'anyone': 2,\n",
       "                      'anything': 3,\n",
       "                      'anywhere': 1,\n",
       "                      'argue': 1,\n",
       "                      'armor': 1,\n",
       "                      'back': 1,\n",
       "                      'bars': 1,\n",
       "                      'bear': 4,\n",
       "                      'beard': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 6,\n",
       "                      'believe': 5,\n",
       "                      'best': 2,\n",
       "                      'birthday': 1,\n",
       "                      'blame': 1,\n",
       "                      'body': 1,\n",
       "                      'books': 1,\n",
       "                      'borrow': 1,\n",
       "                      'bothered': 1,\n",
       "                      'broomshed': 1,\n",
       "                      'building': 1,\n",
       "                      'call': 1,\n",
       "                      'came': 1,\n",
       "                      'carried': 1,\n",
       "                      'carry': 2,\n",
       "                      'casually': 1,\n",
       "                      'cats': 1,\n",
       "                      'clamber': 1,\n",
       "                      'clearing': 1,\n",
       "                      'come': 3,\n",
       "                      'coming': 1,\n",
       "                      'control': 1,\n",
       "                      'corner': 1,\n",
       "                      'cornered': 1,\n",
       "                      'could': 6,\n",
       "                      'course': 1,\n",
       "                      'crash': 2,\n",
       "                      'curiously': 1,\n",
       "                      'curl': 1,\n",
       "                      'dampen': 1,\n",
       "                      'dark': 1,\n",
       "                      'deal': 1,\n",
       "                      'decide': 1,\n",
       "                      'detention': 1,\n",
       "                      'died': 2,\n",
       "                      'direct': 1,\n",
       "                      'done': 1,\n",
       "                      'door': 2,\n",
       "                      'doors': 1,\n",
       "                      'doubt': 1,\n",
       "                      'down': 1,\n",
       "                      'draco': 1,\n",
       "                      'dragon': 2,\n",
       "                      'dragons': 1,\n",
       "                      'dratted': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 3,\n",
       "                      'dumbledore': 2,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'easily': 1,\n",
       "                      'even': 2,\n",
       "                      'ever': 3,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'explain': 2,\n",
       "                      'face-to-face': 1,\n",
       "                      'family': 1,\n",
       "                      'fast': 2,\n",
       "                      'father': 1,\n",
       "                      'feasts': 1,\n",
       "                      'feel': 4,\n",
       "                      'find': 4,\n",
       "                      'fireworks': 1,\n",
       "                      'flavor': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'floor': 1,\n",
       "                      'forever': 1,\n",
       "                      'forget': 1,\n",
       "                      'from': 1,\n",
       "                      'girl': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'grass': 1,\n",
       "                      'great': 1,\n",
       "                      'ground': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hall': 1,\n",
       "                      'handle': 1,\n",
       "                      'happen': 1,\n",
       "                      'hard': 2,\n",
       "                      'hardly': 4,\n",
       "                      'harry': 48,\n",
       "                      'have': 25,\n",
       "                      'heads': 1,\n",
       "                      'hear': 11,\n",
       "                      'heard': 2,\n",
       "                      'help': 5,\n",
       "                      'hidden': 1,\n",
       "                      'higgs': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'horses': 1,\n",
       "                      'hours': 1,\n",
       "                      'house': 1,\n",
       "                      'huge': 1,\n",
       "                      'hummed': 1,\n",
       "                      'hurry': 1,\n",
       "                      'hurt': 1,\n",
       "                      'imagine': 2,\n",
       "                      'impressed': 1,\n",
       "                      'interfering': 1,\n",
       "                      'just': 3,\n",
       "                      'keep': 1,\n",
       "                      'kill': 3,\n",
       "                      'killed': 1,\n",
       "                      'kind': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'leaky': 1,\n",
       "                      'learn': 1,\n",
       "                      'life': 1,\n",
       "                      'lighted': 1,\n",
       "                      'little': 1,\n",
       "                      'live': 1,\n",
       "                      'lock': 1,\n",
       "                      'long': 2,\n",
       "                      'look': 2,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'lying': 1,\n",
       "                      'magic': 1,\n",
       "                      'make': 7,\n",
       "                      'malfoy': 3,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mean': 1,\n",
       "                      'mention': 1,\n",
       "                      'mind': 1,\n",
       "                      'mirror': 2,\n",
       "                      'miss': 1,\n",
       "                      'mistake': 2,\n",
       "                      'mixed': 1,\n",
       "                      'moment': 1,\n",
       "                      'monday': 1,\n",
       "                      'money': 1,\n",
       "                      'more': 1,\n",
       "                      'mountains': 1,\n",
       "                      'move': 3,\n",
       "                      'muttered': 2,\n",
       "                      'never': 2,\n",
       "                      'neville': 1,\n",
       "                      'night': 1,\n",
       "                      'nodded': 1,\n",
       "                      'nothing': 3,\n",
       "                      'often': 1,\n",
       "                      'only': 3,\n",
       "                      'orange': 1,\n",
       "                      'over': 1,\n",
       "                      'pain': 1,\n",
       "                      'people': 2,\n",
       "                      'percy': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'persuade': 1,\n",
       "                      'petunia': 3,\n",
       "                      'phone': 1,\n",
       "                      'place': 1,\n",
       "                      'play': 1,\n",
       "                      'players': 1,\n",
       "                      'possibly': 2,\n",
       "                      'prefect': 1,\n",
       "                      'proud': 1,\n",
       "                      'question': 1,\n",
       "                      'quick': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'quietly': 1,\n",
       "                      'quirrell': 5,\n",
       "                      'read': 4,\n",
       "                      'record': 1,\n",
       "                      'remains': 1,\n",
       "                      'remember': 5,\n",
       "                      'resist': 1,\n",
       "                      'ridgeback': 1,\n",
       "                      'risk': 2,\n",
       "                      'room': 1,\n",
       "                      \"s'pose\": 1,\n",
       "                      'said': 4,\n",
       "                      'saturday': 1,\n",
       "                      'saying': 1,\n",
       "                      'screamed': 1,\n",
       "                      'seen': 2,\n",
       "                      'sell': 1,\n",
       "                      'send': 2,\n",
       "                      'senses': 1,\n",
       "                      'shack': 1,\n",
       "                      'shake': 1,\n",
       "                      'short': 1,\n",
       "                      'show': 1,\n",
       "                      'shriveled': 1,\n",
       "                      'silence': 1,\n",
       "                      'sing': 1,\n",
       "                      'single': 1,\n",
       "                      'sleep': 3,\n",
       "                      'slytherin': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 7,\n",
       "                      'sneakers': 1,\n",
       "                      'snow': 1,\n",
       "                      'soccer': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 4,\n",
       "                      'sometimes': 1,\n",
       "                      'speak': 2,\n",
       "                      'spear': 1,\n",
       "                      'spoil': 1,\n",
       "                      'spot': 2,\n",
       "                      'started': 1,\n",
       "                      'stay': 1,\n",
       "                      'steps': 1,\n",
       "                      'still': 2,\n",
       "                      'stomach': 1,\n",
       "                      'stop': 2,\n",
       "                      'street': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'suppose': 1,\n",
       "                      'sure': 4,\n",
       "                      'suspend': 1,\n",
       "                      'take': 4,\n",
       "                      'tell': 5,\n",
       "                      'terrible': 1,\n",
       "                      'that': 5,\n",
       "                      'their': 2,\n",
       "                      'them': 5,\n",
       "                      'then': 2,\n",
       "                      'there': 3,\n",
       "                      'they': 38,\n",
       "                      'thick': 1,\n",
       "                      'things': 3,\n",
       "                      'think': 6,\n",
       "                      'thirteen': 1,\n",
       "                      'this': 3,\n",
       "                      'those': 1,\n",
       "                      'though': 3,\n",
       "                      'thought': 2,\n",
       "                      'three': 1,\n",
       "                      'through': 1,\n",
       "                      'tight': 1,\n",
       "                      'time': 1,\n",
       "                      'tiny': 1,\n",
       "                      'together': 1,\n",
       "                      'told': 2,\n",
       "                      'touch': 2,\n",
       "                      'toward': 1,\n",
       "                      'traffic': 1,\n",
       "                      'troll': 2,\n",
       "                      'true': 2,\n",
       "                      'trunk': 1,\n",
       "                      'trying': 1,\n",
       "                      'turn': 2,\n",
       "                      'twin': 1,\n",
       "                      'twins': 1,\n",
       "                      'uncle': 1,\n",
       "                      'understand': 3,\n",
       "                      'unpleasant': 1,\n",
       "                      'upset': 1,\n",
       "                      'usually': 1,\n",
       "                      'voldemort': 4,\n",
       "                      'wait': 2,\n",
       "                      'walk': 1,\n",
       "                      'want': 1,\n",
       "                      'watch': 1,\n",
       "                      'water': 1,\n",
       "                      'weasley': 3,\n",
       "                      'well': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 2,\n",
       "                      'werewolf': 1,\n",
       "                      'what': 5,\n",
       "                      'when': 3,\n",
       "                      'where': 2,\n",
       "                      'which': 1,\n",
       "                      'while': 1,\n",
       "                      'wind': 1,\n",
       "                      'wing': 1,\n",
       "                      'wished': 1,\n",
       "                      'wishing': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wonder': 1,\n",
       "                      'wondered': 1,\n",
       "                      'wondering': 1,\n",
       "                      'work': 1,\n",
       "                      'worked': 1,\n",
       "                      'worried': 1,\n",
       "                      'worse': 1,\n",
       "                      'would': 1,\n",
       "                      'write': 1,\n",
       "                      'yeah': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1,\n",
       "                      'yourselves': 1}),\n",
       "             'bear': Counter({'anyone': 1,\n",
       "                      'being': 1,\n",
       "                      'case': 1,\n",
       "                      'could': 4,\n",
       "                      'dursleys': 1,\n",
       "                      'people': 1,\n",
       "                      'teddy': 1}),\n",
       "             'anyone': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'around': 1,\n",
       "                      'away': 1,\n",
       "                      'bear': 1,\n",
       "                      'been': 1,\n",
       "                      'believe': 1,\n",
       "                      'came': 1,\n",
       "                      'check': 1,\n",
       "                      'could': 2,\n",
       "                      'else': 5,\n",
       "                      'except': 1,\n",
       "                      'fetch': 1,\n",
       "                      'found': 2,\n",
       "                      'gets': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'guess': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happen': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hole': 1,\n",
       "                      'indeed': 1,\n",
       "                      'inside': 1,\n",
       "                      'interested': 1,\n",
       "                      'killed': 1,\n",
       "                      'know': 1,\n",
       "                      'knows': 1,\n",
       "                      'listen': 1,\n",
       "                      'listening': 1,\n",
       "                      'looked': 1,\n",
       "                      'meet': 2,\n",
       "                      'messing': 1,\n",
       "                      'noticing': 1,\n",
       "                      'outta': 1,\n",
       "                      'past': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 1,\n",
       "                      'robes': 1,\n",
       "                      'said': 1,\n",
       "                      'seen': 2,\n",
       "                      'share': 1,\n",
       "                      'sitting': 1,\n",
       "                      'snape': 1,\n",
       "                      'summat': 1,\n",
       "                      'sure': 1,\n",
       "                      'surprise': 1,\n",
       "                      'tall': 1,\n",
       "                      'tell': 4,\n",
       "                      'term': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 4,\n",
       "                      'there': 1,\n",
       "                      'time': 1,\n",
       "                      'wandering': 1,\n",
       "                      'want': 1,\n",
       "                      'watching': 2,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 2}),\n",
       "             'found': Counter({'about': 4,\n",
       "                      'ages': 1,\n",
       "                      'anyone': 2,\n",
       "                      'anything': 1,\n",
       "                      'been': 1,\n",
       "                      'being': 1,\n",
       "                      'bottle': 1,\n",
       "                      'bought': 1,\n",
       "                      'cloaks': 1,\n",
       "                      'dead': 2,\n",
       "                      'empty': 1,\n",
       "                      'even': 1,\n",
       "                      'everything': 2,\n",
       "                      'fang': 1,\n",
       "                      'filch': 1,\n",
       "                      'first': 1,\n",
       "                      'flamel': 2,\n",
       "                      'fungi': 1,\n",
       "                      'goodness': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harder': 2,\n",
       "                      'harry': 5,\n",
       "                      'have': 5,\n",
       "                      'hermione': 3,\n",
       "                      'herself': 1,\n",
       "                      'hiding': 1,\n",
       "                      'himself': 3,\n",
       "                      'history': 1,\n",
       "                      'inside': 1,\n",
       "                      'instead': 1,\n",
       "                      'interesting': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'known': 1,\n",
       "                      'large': 1,\n",
       "                      'largest': 1,\n",
       "                      'last': 1,\n",
       "                      'least': 1,\n",
       "                      'lurking': 1,\n",
       "                      'meanwhile': 1,\n",
       "                      'moldy': 1,\n",
       "                      'more': 1,\n",
       "                      'muggles': 1,\n",
       "                      'name': 1,\n",
       "                      'needed': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'night': 2,\n",
       "                      'nobody': 1,\n",
       "                      'nothing': 1,\n",
       "                      'other': 1,\n",
       "                      'pair': 1,\n",
       "                      'past': 3,\n",
       "                      'perfect': 1,\n",
       "                      'petunia': 1,\n",
       "                      'place': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 2,\n",
       "                      'realized': 1,\n",
       "                      'reckons': 1,\n",
       "                      'roof': 1,\n",
       "                      'secret': 1,\n",
       "                      'seeker': 1,\n",
       "                      'sheets': 1,\n",
       "                      'snape': 2,\n",
       "                      'socks': 1,\n",
       "                      'somehow': 2,\n",
       "                      'something': 2,\n",
       "                      'soon': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'tapestry': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 2,\n",
       "                      'them': 1,\n",
       "                      'themselves': 2,\n",
       "                      'they': 8,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'toad': 1,\n",
       "                      'tonight': 1,\n",
       "                      'truth': 1,\n",
       "                      'until': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'voice': 3,\n",
       "                      'week': 1,\n",
       "                      'what': 4,\n",
       "                      'when': 2,\n",
       "                      'where': 2,\n",
       "                      'whispered': 2,\n",
       "                      'wood': 1}),\n",
       "             'about': Counter({\"'undred\": 1,\n",
       "                      '1637': 1,\n",
       "                      'abou': 1,\n",
       "                      'again': 1,\n",
       "                      'angrier': 1,\n",
       "                      'answer': 1,\n",
       "                      'anxiety': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 5,\n",
       "                      'anyway': 1,\n",
       "                      'appearance': 1,\n",
       "                      'around': 1,\n",
       "                      'asked': 2,\n",
       "                      'awful': 1,\n",
       "                      'back': 1,\n",
       "                      'ball': 1,\n",
       "                      'bane': 1,\n",
       "                      'batty': 1,\n",
       "                      'boys': 1,\n",
       "                      'break': 1,\n",
       "                      'breaking': 2,\n",
       "                      'brooding': 1,\n",
       "                      'care': 2,\n",
       "                      'cared': 1,\n",
       "                      'century': 1,\n",
       "                      'ceremony': 1,\n",
       "                      'charlie': 2,\n",
       "                      'chest': 1,\n",
       "                      'chuckling': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloudy': 1,\n",
       "                      'come': 1,\n",
       "                      'complain': 2,\n",
       "                      'course': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'crate': 2,\n",
       "                      'dark': 1,\n",
       "                      'dean': 1,\n",
       "                      'different': 1,\n",
       "                      'dinner': 1,\n",
       "                      'disappeared': 2,\n",
       "                      'does': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'doubt': 2,\n",
       "                      'dragon': 1,\n",
       "                      'dragons': 1,\n",
       "                      'dream': 1,\n",
       "                      'dreamed': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'eight': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'every': 1,\n",
       "                      'exciting': 1,\n",
       "                      'explain': 1,\n",
       "                      'explained': 1,\n",
       "                      'explaining': 1,\n",
       "                      'explode': 1,\n",
       "                      'faint': 1,\n",
       "                      'fall': 1,\n",
       "                      'fast': 1,\n",
       "                      'feeling': 1,\n",
       "                      'filled': 1,\n",
       "                      'find': 1,\n",
       "                      'finding': 1,\n",
       "                      'finish': 1,\n",
       "                      'finished': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 1,\n",
       "                      'flamel': 2,\n",
       "                      'fluffy': 1,\n",
       "                      'flying': 2,\n",
       "                      'foot': 2,\n",
       "                      'forgotten': 3,\n",
       "                      'found': 4,\n",
       "                      'four': 3,\n",
       "                      'fret': 1,\n",
       "                      'fussing': 1,\n",
       "                      'game': 1,\n",
       "                      'getting': 1,\n",
       "                      'goblin': 1,\n",
       "                      'goes': 1,\n",
       "                      'going': 4,\n",
       "                      'good': 2,\n",
       "                      'greeting': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 8,\n",
       "                      'half': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 9,\n",
       "                      'have': 1,\n",
       "                      'having': 2,\n",
       "                      'head': 1,\n",
       "                      'hear': 3,\n",
       "                      'heard': 2,\n",
       "                      'here': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'holidays': 1,\n",
       "                      'hovered': 2,\n",
       "                      'hundred': 2,\n",
       "                      'ideas': 1,\n",
       "                      'inches': 1,\n",
       "                      'insisting': 1,\n",
       "                      'interesting': 1,\n",
       "                      'interfering': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'jump': 1,\n",
       "                      'know': 12,\n",
       "                      'knowin': 1,\n",
       "                      'knowing': 1,\n",
       "                      'known': 1,\n",
       "                      'learned': 1,\n",
       "                      'lessons': 1,\n",
       "                      'like': 1,\n",
       "                      'liked': 1,\n",
       "                      'listen': 1,\n",
       "                      'little': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'loudly': 1,\n",
       "                      'magic': 1,\n",
       "                      'mail': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'meddling': 1,\n",
       "                      'mended': 1,\n",
       "                      'mind': 2,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'must': 1,\n",
       "                      'muttering': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'n-not': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nerves': 1,\n",
       "                      'nervous': 1,\n",
       "                      'nervously': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'nothing': 2,\n",
       "                      'once': 2,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'owls': 1,\n",
       "                      'package': 1,\n",
       "                      'parents': 2,\n",
       "                      'pate': 1,\n",
       "                      'peering': 1,\n",
       "                      'people': 3,\n",
       "                      'player': 1,\n",
       "                      'potters': 2,\n",
       "                      'probably': 1,\n",
       "                      'professor': 1,\n",
       "                      'punishing': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'questions': 1,\n",
       "                      'quidditch': 3,\n",
       "                      'quirrell': 1,\n",
       "                      'rabbitin': 1,\n",
       "                      'read': 3,\n",
       "                      'relaxed': 1,\n",
       "                      'remembered': 1,\n",
       "                      'report': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 8,\n",
       "                      'saying': 1,\n",
       "                      'school': 1,\n",
       "                      'seeker': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shame': 1,\n",
       "                      'shoutin': 1,\n",
       "                      'showing': 1,\n",
       "                      'sick': 1,\n",
       "                      'size': 2,\n",
       "                      'slowly': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'smile': 1,\n",
       "                      'snape': 6,\n",
       "                      'soccer': 1,\n",
       "                      'some': 2,\n",
       "                      'somethin': 2,\n",
       "                      'something': 8,\n",
       "                      'sorcerer': 3,\n",
       "                      'sorry': 1,\n",
       "                      'sorta': 1,\n",
       "                      'sorted': 1,\n",
       "                      'speak': 1,\n",
       "                      'special': 1,\n",
       "                      'spells': 1,\n",
       "                      'split': 1,\n",
       "                      'spoke': 2,\n",
       "                      'squinting': 1,\n",
       "                      'start': 1,\n",
       "                      'steal': 1,\n",
       "                      'stone': 4,\n",
       "                      'story': 1,\n",
       "                      'strange': 1,\n",
       "                      'strode': 1,\n",
       "                      'stuff': 1,\n",
       "                      'stumped': 1,\n",
       "                      'suppose': 1,\n",
       "                      'sure': 1,\n",
       "                      'sweeping': 1,\n",
       "                      'switching': 1,\n",
       "                      'talk': 5,\n",
       "                      'talked': 2,\n",
       "                      'talking': 9,\n",
       "                      'thank': 1,\n",
       "                      'that': 9,\n",
       "                      'their': 4,\n",
       "                      'them': 5,\n",
       "                      'then': 1,\n",
       "                      'these': 2,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 7,\n",
       "                      'thinking': 5,\n",
       "                      'this': 8,\n",
       "                      'though': 3,\n",
       "                      'thought': 2,\n",
       "                      'thrashing': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 2,\n",
       "                      'tiny': 1,\n",
       "                      'told': 7,\n",
       "                      'tomorrow': 1,\n",
       "                      'tree': 1,\n",
       "                      'troll': 2,\n",
       "                      'truth': 2,\n",
       "                      'turnin': 1,\n",
       "                      'twenty': 2,\n",
       "                      'twice': 1,\n",
       "                      'uncle': 1,\n",
       "                      'used': 1,\n",
       "                      'usual': 1,\n",
       "                      'want': 1,\n",
       "                      'weasley': 2,\n",
       "                      'weather': 1,\n",
       "                      'weaving': 1,\n",
       "                      'week': 2,\n",
       "                      'were': 2,\n",
       "                      'what': 14,\n",
       "                      \"what's-her-name\": 1,\n",
       "                      'when': 1,\n",
       "                      'whisper': 1,\n",
       "                      'wished': 1,\n",
       "                      'with': 1,\n",
       "                      'wizard': 3,\n",
       "                      'wizards': 1,\n",
       "                      'world': 1,\n",
       "                      'worried': 2,\n",
       "                      'worry': 4,\n",
       "                      'wrestling': 1,\n",
       "                      'written': 1,\n",
       "                      'youknow-what': 1,\n",
       "                      'your': 2,\n",
       "                      'yourselves': 1}),\n",
       "             'potters': Counter({'about': 2,\n",
       "                      'arrived': 1,\n",
       "                      'away': 1,\n",
       "                      'dursley': 1,\n",
       "                      'even': 1,\n",
       "                      'find': 1,\n",
       "                      'keeping': 1,\n",
       "                      'knew': 1,\n",
       "                      'life': 1,\n",
       "                      'mrs.': 2,\n",
       "                      'rumor': 1,\n",
       "                      'saying': 1,\n",
       "                      'small': 1,\n",
       "                      'smiled': 1,\n",
       "                      'that': 3,\n",
       "                      'were': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1}),\n",
       "             'sister': Counter({'because': 2,\n",
       "                      'began': 1,\n",
       "                      'being': 1,\n",
       "                      'blame': 2,\n",
       "                      'dratted': 1,\n",
       "                      'dursley': 1,\n",
       "                      'good-for-nothing': 1,\n",
       "                      'half': 1,\n",
       "                      'have': 2,\n",
       "                      'lately': 1,\n",
       "                      'like': 1,\n",
       "                      'marge': 2,\n",
       "                      'mention': 1,\n",
       "                      'pointing': 1,\n",
       "                      'said': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'vernon': 2,\n",
       "                      'what': 2,\n",
       "                      'younger': 2,\n",
       "                      'your': 1}),\n",
       "             'several': Counter({'admiral': 1,\n",
       "                      'bewitching': 1,\n",
       "                      'booming': 1,\n",
       "                      'boys': 1,\n",
       "                      'chipped': 1,\n",
       "                      'covered': 1,\n",
       "                      'feet': 1,\n",
       "                      'foot': 1,\n",
       "                      'important': 1,\n",
       "                      'inside': 1,\n",
       "                      'live': 1,\n",
       "                      'made': 1,\n",
       "                      'paper': 1,\n",
       "                      'people': 1,\n",
       "                      'purple': 1,\n",
       "                      'ravenclaws': 1,\n",
       "                      'snowballs': 1,\n",
       "                      'snowy': 1,\n",
       "                      'teapot': 1,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'time': 1,\n",
       "                      'times': 1,\n",
       "                      'took': 1,\n",
       "                      'years': 2}),\n",
       "             'years': Counter({'allowed': 2,\n",
       "                      'almost': 1,\n",
       "                      'award': 1,\n",
       "                      'been': 1,\n",
       "                      'bloody': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 1,\n",
       "                      'eleven': 2,\n",
       "                      'even': 1,\n",
       "                      'every': 1,\n",
       "                      'fact': 1,\n",
       "                      'fashion': 1,\n",
       "                      'firs': 6,\n",
       "                      'first': 19,\n",
       "                      'follow': 2,\n",
       "                      'followed': 1,\n",
       "                      'from': 1,\n",
       "                      'going': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'halloween': 1,\n",
       "                      'have': 3,\n",
       "                      'here': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hundred': 2,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'know': 1,\n",
       "                      'laughed': 1,\n",
       "                      'long': 1,\n",
       "                      'many': 2,\n",
       "                      'mind': 1,\n",
       "                      'miserable': 2,\n",
       "                      'nearly': 1,\n",
       "                      'need': 1,\n",
       "                      'never': 2,\n",
       "                      'nobody': 1,\n",
       "                      'over': 1,\n",
       "                      'passed': 2,\n",
       "                      'poltergeist': 1,\n",
       "                      'professor': 1,\n",
       "                      'quite': 1,\n",
       "                      'reminded': 1,\n",
       "                      'return': 1,\n",
       "                      'said': 3,\n",
       "                      'seven': 3,\n",
       "                      'several': 2,\n",
       "                      'should': 1,\n",
       "                      'since': 1,\n",
       "                      'started': 1,\n",
       "                      'stool': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'twenty': 1,\n",
       "                      'when': 1,\n",
       "                      'would': 1,\n",
       "                      'wrong': 1,\n",
       "                      'years': 2}),\n",
       "             'fact': Counter({\"'smatter\": 1,\n",
       "                      'back': 1,\n",
       "                      'been': 2,\n",
       "                      'cauldron': 1,\n",
       "                      'difficult': 1,\n",
       "                      'fast': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'ignore': 1,\n",
       "                      'invisible': 1,\n",
       "                      'just': 1,\n",
       "                      'loudly': 1,\n",
       "                      'matter': 2,\n",
       "                      'mood': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'nearly': 1,\n",
       "                      'overhead': 1,\n",
       "                      'really': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 1,\n",
       "                      'searched': 2,\n",
       "                      'shout': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'visit': 1,\n",
       "                      'years': 1}),\n",
       "             'pretended': Counter({'dursley': 1,\n",
       "                      'enjoying': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 2,\n",
       "                      'normally': 1}),\n",
       "             'good-for-nothing': Counter({'husband': 1, 'sister': 1}),\n",
       "             'husband': Counter({'good-for-nothing': 1, 'were': 1}),\n",
       "             'undursleyish': Counter({'possible': 1, 'were': 1}),\n",
       "             'possible': Counter({'between': 1,\n",
       "                      'caretaker': 1,\n",
       "                      'case': 1,\n",
       "                      'close': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'even': 1,\n",
       "                      'fast': 2,\n",
       "                      'house': 1,\n",
       "                      'love': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mirror': 1,\n",
       "                      'quickly': 2,\n",
       "                      'quietly': 1,\n",
       "                      'soon': 1,\n",
       "                      'space': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 2,\n",
       "                      'time': 1,\n",
       "                      'toward': 1,\n",
       "                      'undursleyish': 1}),\n",
       "             'shuddered': Counter({'bottle': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'make': 1,\n",
       "                      'poison': 1,\n",
       "                      'think': 1}),\n",
       "             'what': Counter({\"'course\": 1,\n",
       "                      'about': 14,\n",
       "                      'advice': 1,\n",
       "                      'after': 5,\n",
       "                      'again': 1,\n",
       "                      'against': 1,\n",
       "                      'agrippa': 1,\n",
       "                      'along': 1,\n",
       "                      'always': 2,\n",
       "                      'animal': 1,\n",
       "                      'answer': 1,\n",
       "                      'anything': 1,\n",
       "                      'anyway': 4,\n",
       "                      'arguing': 1,\n",
       "                      'around': 1,\n",
       "                      'arts': 1,\n",
       "                      'asked': 6,\n",
       "                      'aunt': 1,\n",
       "                      'awaits': 1,\n",
       "                      'back': 1,\n",
       "                      'bars': 1,\n",
       "                      'basketball': 1,\n",
       "                      'beaming': 1,\n",
       "                      'been': 6,\n",
       "                      'before': 1,\n",
       "                      'being': 1,\n",
       "                      'believe': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'bezoar': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'bought': 1,\n",
       "                      'busy': 1,\n",
       "                      'call': 3,\n",
       "                      'called': 1,\n",
       "                      'came': 2,\n",
       "                      'card': 2,\n",
       "                      'cared': 1,\n",
       "                      'cart': 1,\n",
       "                      'castle': 1,\n",
       "                      'catch': 1,\n",
       "                      'chamber': 1,\n",
       "                      'charm': 1,\n",
       "                      'choice': 1,\n",
       "                      'chosen': 2,\n",
       "                      'clearly': 1,\n",
       "                      'clue': 2,\n",
       "                      'come': 3,\n",
       "                      'compared': 1,\n",
       "                      'confessed': 1,\n",
       "                      'contact': 1,\n",
       "                      'could': 5,\n",
       "                      'course': 1,\n",
       "                      'covered': 1,\n",
       "                      'crowd': 1,\n",
       "                      'curious': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dawn': 1,\n",
       "                      'deserved': 1,\n",
       "                      'detention': 1,\n",
       "                      'difference': 2,\n",
       "                      'difficult': 1,\n",
       "                      'dinner': 1,\n",
       "                      'discussing': 1,\n",
       "                      'does': 6,\n",
       "                      'doing': 13,\n",
       "                      'done': 2,\n",
       "                      'down': 2,\n",
       "                      'dragon': 1,\n",
       "                      'drop': 1,\n",
       "                      'dunno': 2,\n",
       "                      'earth': 4,\n",
       "                      'earths': 1,\n",
       "                      'eating': 1,\n",
       "                      'eggs': 1,\n",
       "                      'else': 2,\n",
       "                      'enough': 1,\n",
       "                      'entranced': 1,\n",
       "                      'everyone': 3,\n",
       "                      'exactly': 2,\n",
       "                      'excellent': 1,\n",
       "                      'exciting': 1,\n",
       "                      'expect': 1,\n",
       "                      'expected': 2,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'faces': 1,\n",
       "                      'facing': 1,\n",
       "                      'families': 1,\n",
       "                      'famous': 2,\n",
       "                      'feast': 1,\n",
       "                      'feeling': 1,\n",
       "                      'fight': 1,\n",
       "                      'filch': 1,\n",
       "                      'finally': 1,\n",
       "                      'find': 2,\n",
       "                      'finds': 1,\n",
       "                      'first': 1,\n",
       "                      'firsties': 1,\n",
       "                      'flamel': 1,\n",
       "                      'flash': 1,\n",
       "                      'floor': 1,\n",
       "                      'folk': 1,\n",
       "                      'forge': 1,\n",
       "                      'forget': 3,\n",
       "                      'forgive': 1,\n",
       "                      'forgot': 1,\n",
       "                      'forgotten': 3,\n",
       "                      'found': 4,\n",
       "                      'freak': 1,\n",
       "                      'from': 3,\n",
       "                      'full': 1,\n",
       "                      'gasped': 3,\n",
       "                      'gave': 1,\n",
       "                      'ghost': 1,\n",
       "                      'glinting': 1,\n",
       "                      'going': 14,\n",
       "                      'gone': 1,\n",
       "                      'good': 4,\n",
       "                      'gotten': 1,\n",
       "                      'groaned': 1,\n",
       "                      'ground': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guardin': 1,\n",
       "                      'guarding': 4,\n",
       "                      'guess': 2,\n",
       "                      'guessing': 1,\n",
       "                      'hagrid': 10,\n",
       "                      'hall': 2,\n",
       "                      'hand': 1,\n",
       "                      'happened': 10,\n",
       "                      'happening': 1,\n",
       "                      'harry': 21,\n",
       "                      'have': 5,\n",
       "                      'head': 2,\n",
       "                      'hear': 2,\n",
       "                      'heard': 4,\n",
       "                      'hearing': 1,\n",
       "                      'heed': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 5,\n",
       "                      'hero': 1,\n",
       "                      'hidden': 1,\n",
       "                      'hiding': 1,\n",
       "                      'himself': 2,\n",
       "                      'home': 1,\n",
       "                      'honest': 1,\n",
       "                      'honor': 1,\n",
       "                      'hoops': 1,\n",
       "                      'horror': 1,\n",
       "                      'house': 3,\n",
       "                      'houses': 1,\n",
       "                      'however': 1,\n",
       "                      'idea': 4,\n",
       "                      'impatiently': 1,\n",
       "                      'infusion': 2,\n",
       "                      'interest': 1,\n",
       "                      'interesting': 1,\n",
       "                      'into': 1,\n",
       "                      'judge': 1,\n",
       "                      'just': 4,\n",
       "                      'kept': 1,\n",
       "                      'killin': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knew': 7,\n",
       "                      'knitting': 1,\n",
       "                      'knock': 1,\n",
       "                      'know': 26,\n",
       "                      'knowing': 4,\n",
       "                      'known': 1,\n",
       "                      'laughed': 1,\n",
       "                      'leaned': 1,\n",
       "                      'learned': 1,\n",
       "                      'leaving': 1,\n",
       "                      'left': 1,\n",
       "                      'lemon': 1,\n",
       "                      'letter': 2,\n",
       "                      'life': 1,\n",
       "                      'like': 2,\n",
       "                      'lines': 1,\n",
       "                      'look': 4,\n",
       "                      'looked': 11,\n",
       "                      'looking': 4,\n",
       "                      'lurking': 1,\n",
       "                      'made': 1,\n",
       "                      'magic': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'matter': 7,\n",
       "                      'mcgonagall': 2,\n",
       "                      'mean': 4,\n",
       "                      'meet': 1,\n",
       "                      'might': 1,\n",
       "                      'mind': 1,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 2,\n",
       "                      'mirror': 1,\n",
       "                      'misery': 1,\n",
       "                      'mistaking': 1,\n",
       "                      'model': 1,\n",
       "                      'moment': 1,\n",
       "                      'more': 1,\n",
       "                      'mouth': 1,\n",
       "                      'move': 1,\n",
       "                      'must': 2,\n",
       "                      'myself': 1,\n",
       "                      'name': 2,\n",
       "                      'neighbors': 1,\n",
       "                      'nervous': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'nine': 1,\n",
       "                      'noise': 1,\n",
       "                      'norbert': 1,\n",
       "                      'nothin': 1,\n",
       "                      'nothing': 2,\n",
       "                      'noticing': 1,\n",
       "                      'nuts': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 2,\n",
       "                      'only': 1,\n",
       "                      'open': 1,\n",
       "                      'other': 1,\n",
       "                      'overhearing': 1,\n",
       "                      'owned': 1,\n",
       "                      'part': 1,\n",
       "                      'passageway': 1,\n",
       "                      'peas': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pictures': 1,\n",
       "                      'pillow': 1,\n",
       "                      'planets': 1,\n",
       "                      'platform': 2,\n",
       "                      'pointing': 1,\n",
       "                      'potter': 3,\n",
       "                      'presents': 1,\n",
       "                      'professor': 1,\n",
       "                      'promised': 1,\n",
       "                      'quidditch': 3,\n",
       "                      'racing': 1,\n",
       "                      'racket': 1,\n",
       "                      'rather': 1,\n",
       "                      'read': 1,\n",
       "                      'realize': 1,\n",
       "                      'realized': 4,\n",
       "                      'realizing': 1,\n",
       "                      'really': 3,\n",
       "                      'reckon': 1,\n",
       "                      'remember': 3,\n",
       "                      'remembered': 1,\n",
       "                      'remembers': 1,\n",
       "                      'right': 2,\n",
       "                      'root': 1,\n",
       "                      'rules': 1,\n",
       "                      'said': 18,\n",
       "                      'same': 1,\n",
       "                      'saved': 1,\n",
       "                      'saying': 2,\n",
       "                      'screamed': 1,\n",
       "                      'section': 1,\n",
       "                      'seemed': 4,\n",
       "                      'seems': 1,\n",
       "                      'seen': 6,\n",
       "                      'should': 4,\n",
       "                      'show': 1,\n",
       "                      'shows': 2,\n",
       "                      'shuffled': 1,\n",
       "                      'side': 1,\n",
       "                      'sight': 1,\n",
       "                      'sister': 2,\n",
       "                      'slug': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 3,\n",
       "                      'snapped': 1,\n",
       "                      'snare': 1,\n",
       "                      'sofa': 1,\n",
       "                      'somehow': 1,\n",
       "                      'something': 1,\n",
       "                      'sort': 2,\n",
       "                      'stammered': 1,\n",
       "                      'standing': 2,\n",
       "                      'staring': 1,\n",
       "                      'stiffly': 1,\n",
       "                      'stranger': 1,\n",
       "                      'studying': 2,\n",
       "                      'stupidly': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'swooped': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking': 3,\n",
       "                      'tell': 9,\n",
       "                      'telling': 2,\n",
       "                      'tend': 1,\n",
       "                      'than': 1,\n",
       "                      'thank': 1,\n",
       "                      'that': 25,\n",
       "                      'their': 1,\n",
       "                      'them': 9,\n",
       "                      'there': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 28,\n",
       "                      'thieves': 1,\n",
       "                      'think': 3,\n",
       "                      'thinking': 1,\n",
       "                      'this': 8,\n",
       "                      'those': 1,\n",
       "                      'thousand': 1,\n",
       "                      'three': 2,\n",
       "                      'three-headed': 1,\n",
       "                      'thundered': 2,\n",
       "                      'time': 1,\n",
       "                      'told': 2,\n",
       "                      'tomorrow': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tower': 1,\n",
       "                      'trembling': 2,\n",
       "                      'tried': 1,\n",
       "                      'truth': 1,\n",
       "                      'turban': 1,\n",
       "                      'turns': 1,\n",
       "                      'twig': 1,\n",
       "                      'under': 1,\n",
       "                      'underneath': 1,\n",
       "                      'understood': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'unpopular': 1,\n",
       "                      'utter': 1,\n",
       "                      'valuable': 1,\n",
       "                      'very': 1,\n",
       "                      'view': 1,\n",
       "                      'waiting': 1,\n",
       "                      'want': 3,\n",
       "                      'wanted': 4,\n",
       "                      'wants': 1,\n",
       "                      'waste': 1,\n",
       "                      'watch': 1,\n",
       "                      'water': 1,\n",
       "                      'wave': 1,\n",
       "                      'wearing': 1,\n",
       "                      'well': 4,\n",
       "                      'well-organized': 1,\n",
       "                      'were': 1,\n",
       "                      'whatever': 1,\n",
       "                      'when': 2,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whole': 1,\n",
       "                      'wildly': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 6,\n",
       "                      'without': 2,\n",
       "                      'wizard': 2,\n",
       "                      'wonder': 2,\n",
       "                      'wondered': 1,\n",
       "                      'wondering': 4,\n",
       "                      'word': 1,\n",
       "                      'words': 2,\n",
       "                      'work': 1,\n",
       "                      'world': 2,\n",
       "                      'worrying': 1,\n",
       "                      'would': 4,\n",
       "                      'wrong': 1,\n",
       "                      'year': 1,\n",
       "                      'you-know-what': 1,\n",
       "                      'you-know-who': 2,\n",
       "                      'your': 4,\n",
       "                      'yours': 1}),\n",
       "             'arrived': Counter({'broomstick': 1,\n",
       "                      'carrying': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 1,\n",
       "                      'forget': 1,\n",
       "                      'from': 1,\n",
       "                      'grunnings': 1,\n",
       "                      'harry': 3,\n",
       "                      'hooch': 1,\n",
       "                      'just': 2,\n",
       "                      'kitchen': 1,\n",
       "                      'left': 1,\n",
       "                      'letters': 1,\n",
       "                      'looked': 1,\n",
       "                      'mail': 4,\n",
       "                      'moments': 1,\n",
       "                      'potters': 1,\n",
       "                      'right': 1,\n",
       "                      'short': 1,\n",
       "                      'street': 2,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'time': 1,\n",
       "                      'uncle': 1,\n",
       "                      'wood': 1}),\n",
       "             'street': Counter({'arrived': 2,\n",
       "                      'cobbled': 1,\n",
       "                      'corner': 2,\n",
       "                      'could': 1,\n",
       "                      'down': 4,\n",
       "                      'dursleys': 1,\n",
       "                      'full': 1,\n",
       "                      'hand': 1,\n",
       "                      'lamp': 1,\n",
       "                      'lamps': 1,\n",
       "                      'looking': 1,\n",
       "                      'mother': 2,\n",
       "                      'nearest': 1,\n",
       "                      'next': 1,\n",
       "                      'onto': 1,\n",
       "                      'ordinary': 1,\n",
       "                      'other': 3,\n",
       "                      'passersby': 1,\n",
       "                      'screaming': 1,\n",
       "                      'seemed': 1,\n",
       "                      'some': 2,\n",
       "                      'strangers': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'toward': 1,\n",
       "                      'trying': 1,\n",
       "                      'walked': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'whole': 1}),\n",
       "             'knew': Counter({'allowed': 1,\n",
       "                      'already': 2,\n",
       "                      'always': 1,\n",
       "                      'asked': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 1,\n",
       "                      'been': 1,\n",
       "                      'better': 1,\n",
       "                      'books': 1,\n",
       "                      'comfort': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 3,\n",
       "                      'cried': 1,\n",
       "                      'didn': 1,\n",
       "                      'doing': 1,\n",
       "                      'drawback': 1,\n",
       "                      'drove': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'ever': 1,\n",
       "                      'everybody': 1,\n",
       "                      'everything': 1,\n",
       "                      'fast': 1,\n",
       "                      'father': 1,\n",
       "                      'feeling': 1,\n",
       "                      'filch': 2,\n",
       "                      'forbidden': 1,\n",
       "                      'friends': 1,\n",
       "                      'furiously': 1,\n",
       "                      'gave': 1,\n",
       "                      'grasp': 1,\n",
       "                      'gray-faced': 1,\n",
       "                      'harry': 11,\n",
       "                      'head': 1,\n",
       "                      'hermione': 2,\n",
       "                      'hoarse': 1,\n",
       "                      'hurt': 1,\n",
       "                      'indeed': 1,\n",
       "                      'just': 3,\n",
       "                      'kitchens': 1,\n",
       "                      'knew': 2,\n",
       "                      'lesson': 1,\n",
       "                      'looking': 1,\n",
       "                      'lost': 1,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'midnight': 1,\n",
       "                      'miles': 1,\n",
       "                      'moved': 1,\n",
       "                      'murmured': 1,\n",
       "                      'must': 1,\n",
       "                      'never': 4,\n",
       "                      'neville': 1,\n",
       "                      'nicer': 1,\n",
       "                      'nothing': 1,\n",
       "                      'once': 1,\n",
       "                      'ought': 1,\n",
       "                      'past': 1,\n",
       "                      'photos': 1,\n",
       "                      'pocket': 1,\n",
       "                      'potters': 1,\n",
       "                      'probably': 2,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 1,\n",
       "                      'secret': 1,\n",
       "                      'seen': 1,\n",
       "                      'should': 1,\n",
       "                      'shrieked': 1,\n",
       "                      'somehow': 1,\n",
       "                      'someone': 4,\n",
       "                      'sorry': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 7,\n",
       "                      'them': 2,\n",
       "                      'they': 7,\n",
       "                      'very': 1,\n",
       "                      'wanted': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 7,\n",
       "                      'when': 1,\n",
       "                      'wish': 1,\n",
       "                      'wizard': 2,\n",
       "                      'would': 1}),\n",
       "             'never': Counter({'about': 1,\n",
       "                      'accountant': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 1,\n",
       "                      'anxious': 1,\n",
       "                      'anything': 3,\n",
       "                      'anyway': 1,\n",
       "                      'arms': 1,\n",
       "                      'asked': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 11,\n",
       "                      'before': 1,\n",
       "                      'believed': 1,\n",
       "                      'betray': 1,\n",
       "                      'blown': 1,\n",
       "                      'bred': 1,\n",
       "                      'caught': 1,\n",
       "                      'clothes': 1,\n",
       "                      'corridor': 1,\n",
       "                      'could': 2,\n",
       "                      'course': 1,\n",
       "                      'creatures': 1,\n",
       "                      'curiously': 1,\n",
       "                      'difficult': 1,\n",
       "                      'diggle': 1,\n",
       "                      'done': 1,\n",
       "                      'dragon': 1,\n",
       "                      'drink': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'enviously': 1,\n",
       "                      'even': 7,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'exactly': 2,\n",
       "                      'expected': 1,\n",
       "                      'face': 1,\n",
       "                      'faces': 1,\n",
       "                      'felt': 2,\n",
       "                      'first': 1,\n",
       "                      'floor': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'food': 1,\n",
       "                      'forget': 2,\n",
       "                      'forgive': 1,\n",
       "                      'getting': 2,\n",
       "                      'girl': 1,\n",
       "                      'going': 3,\n",
       "                      'gone': 2,\n",
       "                      'grandmother': 1,\n",
       "                      'guard': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 13,\n",
       "                      'have': 7,\n",
       "                      'head': 1,\n",
       "                      'heard': 5,\n",
       "                      'held': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hoped': 1,\n",
       "                      'howling': 1,\n",
       "                      'hugging': 1,\n",
       "                      'hungry': 1,\n",
       "                      'important': 1,\n",
       "                      'interest': 1,\n",
       "                      'just': 1,\n",
       "                      'kitchens': 1,\n",
       "                      'knees': 1,\n",
       "                      'knew': 4,\n",
       "                      'know': 4,\n",
       "                      'known': 1,\n",
       "                      'leave': 1,\n",
       "                      'letters': 1,\n",
       "                      'library': 1,\n",
       "                      'life': 1,\n",
       "                      'like': 1,\n",
       "                      'listen': 1,\n",
       "                      'looked': 1,\n",
       "                      'lost': 1,\n",
       "                      'loud': 1,\n",
       "                      'made': 1,\n",
       "                      'magic': 1,\n",
       "                      'many': 1,\n",
       "                      'matter': 1,\n",
       "                      'mean': 1,\n",
       "                      'mess': 1,\n",
       "                      'mightn': 1,\n",
       "                      'mind': 4,\n",
       "                      'money': 2,\n",
       "                      'much': 2,\n",
       "                      'must': 1,\n",
       "                      'natural': 1,\n",
       "                      'near': 1,\n",
       "                      'nervous': 1,\n",
       "                      'neville': 1,\n",
       "                      'night': 1,\n",
       "                      'noticed': 1,\n",
       "                      'offhand': 1,\n",
       "                      'often': 1,\n",
       "                      'other': 1,\n",
       "                      'platform': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 1,\n",
       "                      'proof': 1,\n",
       "                      'quite': 1,\n",
       "                      'rage': 1,\n",
       "                      'read': 1,\n",
       "                      'remember': 1,\n",
       "                      'rest': 1,\n",
       "                      'return': 1,\n",
       "                      'said': 1,\n",
       "                      'seen': 11,\n",
       "                      'smelled': 1,\n",
       "                      'something': 1,\n",
       "                      'speak': 1,\n",
       "                      'spoke': 1,\n",
       "                      'stared': 1,\n",
       "                      'such': 2,\n",
       "                      'talk': 1,\n",
       "                      'tasted': 1,\n",
       "                      'taught': 1,\n",
       "                      'tell': 2,\n",
       "                      'that': 3,\n",
       "                      'them': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 6,\n",
       "                      'thought': 3,\n",
       "                      'thundered': 1,\n",
       "                      'time': 1,\n",
       "                      'toilet': 2,\n",
       "                      'told': 3,\n",
       "                      'trembling': 1,\n",
       "                      'tried': 1,\n",
       "                      'trouble': 1,\n",
       "                      'uncle': 1,\n",
       "                      'understand': 1,\n",
       "                      'unicorns': 1,\n",
       "                      'vain': 1,\n",
       "                      'view': 1,\n",
       "                      'wanted': 2,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'which': 1,\n",
       "                      'will': 4,\n",
       "                      'with': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wonder': 1,\n",
       "                      'wondered': 1,\n",
       "                      'work': 1,\n",
       "                      'would': 8,\n",
       "                      'writing': 1,\n",
       "                      'years': 2,\n",
       "                      'you-know-who': 1,\n",
       "                      'yours': 1}),\n",
       "             'even': Counter({'about': 1,\n",
       "                      'accidents': 1,\n",
       "                      'alive': 1,\n",
       "                      'allowed': 1,\n",
       "                      'another': 1,\n",
       "                      'applause': 1,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'beady-eyed': 1,\n",
       "                      'beats': 1,\n",
       "                      'bedspread': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 2,\n",
       "                      'behind': 1,\n",
       "                      'better': 1,\n",
       "                      'black': 1,\n",
       "                      'blimey': 1,\n",
       "                      'book': 1,\n",
       "                      'brave': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'budge': 1,\n",
       "                      'careful': 1,\n",
       "                      'cartoon': 1,\n",
       "                      'centaurs': 1,\n",
       "                      'conk': 1,\n",
       "                      'control': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 2,\n",
       "                      'daylight': 1,\n",
       "                      'deeper': 2,\n",
       "                      'deeply': 1,\n",
       "                      'direction': 1,\n",
       "                      'distance': 1,\n",
       "                      'done': 1,\n",
       "                      'door': 1,\n",
       "                      'dream': 1,\n",
       "                      'dressed': 1,\n",
       "                      'drops': 1,\n",
       "                      'drove': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'easy': 1,\n",
       "                      'endless': 1,\n",
       "                      'enough': 1,\n",
       "                      'ever': 1,\n",
       "                      'famous': 2,\n",
       "                      'father': 1,\n",
       "                      'forced': 1,\n",
       "                      'found': 1,\n",
       "                      'ghost': 1,\n",
       "                      'ghoulie': 1,\n",
       "                      'glory': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'hated': 2,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'higher': 1,\n",
       "                      'house': 1,\n",
       "                      'imagined': 1,\n",
       "                      'inch': 1,\n",
       "                      'inside': 1,\n",
       "                      'know': 2,\n",
       "                      'larger': 1,\n",
       "                      'last': 1,\n",
       "                      'lasted': 1,\n",
       "                      'less': 1,\n",
       "                      'like': 1,\n",
       "                      'listen': 1,\n",
       "                      'little': 1,\n",
       "                      'looked': 2,\n",
       "                      'looking': 1,\n",
       "                      'lower': 1,\n",
       "                      'made': 1,\n",
       "                      'makes': 1,\n",
       "                      'manage': 2,\n",
       "                      'maybe': 1,\n",
       "                      'meet': 1,\n",
       "                      'midair': 1,\n",
       "                      'might': 1,\n",
       "                      'more': 5,\n",
       "                      'muggles': 2,\n",
       "                      'nastier': 1,\n",
       "                      'never': 7,\n",
       "                      'neville': 1,\n",
       "                      'nighttime': 1,\n",
       "                      'notice': 2,\n",
       "                      'noticed': 1,\n",
       "                      'ours': 1,\n",
       "                      'people': 1,\n",
       "                      'playing': 1,\n",
       "                      'plunged': 1,\n",
       "                      'possible': 1,\n",
       "                      'potters': 1,\n",
       "                      'professor': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'quirrell': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'ravenclaws': 1,\n",
       "                      'reached': 1,\n",
       "                      'real': 1,\n",
       "                      'realizing': 1,\n",
       "                      'really': 1,\n",
       "                      'remember': 2,\n",
       "                      'road': 1,\n",
       "                      'rude': 1,\n",
       "                      'sank': 1,\n",
       "                      'sardine': 1,\n",
       "                      'scratch': 1,\n",
       "                      'seem': 1,\n",
       "                      'seen': 3,\n",
       "                      'should': 1,\n",
       "                      'sides': 1,\n",
       "                      'sleepy': 1,\n",
       "                      'smaller': 1,\n",
       "                      'snape': 2,\n",
       "                      'somehow': 1,\n",
       "                      'something': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'stone': 1,\n",
       "                      'stop': 1,\n",
       "                      'stopper': 1,\n",
       "                      'story': 1,\n",
       "                      'sure': 1,\n",
       "                      'surprised': 1,\n",
       "                      'surprises': 1,\n",
       "                      'take': 1,\n",
       "                      'taller': 1,\n",
       "                      'teachers': 1,\n",
       "                      'tell': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'thinking': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 7,\n",
       "                      'three-headed': 1,\n",
       "                      'times': 1,\n",
       "                      'told': 1,\n",
       "                      'touched': 1,\n",
       "                      'troll': 3,\n",
       "                      'tryin': 1,\n",
       "                      'understand': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wanted': 1,\n",
       "                      'when': 2,\n",
       "                      'will': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 2,\n",
       "                      'wondered': 1,\n",
       "                      'wood': 1,\n",
       "                      'work': 1,\n",
       "                      'worse': 1,\n",
       "                      'worth': 1,\n",
       "                      'would': 3,\n",
       "                      'wrong': 1,\n",
       "                      'years': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'seen': Counter({'afternoon': 1,\n",
       "                      'already': 1,\n",
       "                      'anyone': 2,\n",
       "                      'anythin': 3,\n",
       "                      'anything': 2,\n",
       "                      'been': 2,\n",
       "                      'before': 3,\n",
       "                      'carrying': 1,\n",
       "                      'chalk': 1,\n",
       "                      'class': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 2,\n",
       "                      'daylight': 1,\n",
       "                      'diggle': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dursley': 1,\n",
       "                      'earlier': 1,\n",
       "                      'easy': 1,\n",
       "                      'even': 3,\n",
       "                      'ever': 3,\n",
       "                      'fire': 1,\n",
       "                      'forest': 1,\n",
       "                      'from': 1,\n",
       "                      'game': 1,\n",
       "                      'ginny': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 6,\n",
       "                      'heard': 1,\n",
       "                      'higgs': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hurt': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'life': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'many': 2,\n",
       "                      'mcgonagall': 1,\n",
       "                      'might': 1,\n",
       "                      'mirror': 1,\n",
       "                      'must': 1,\n",
       "                      'neck': 1,\n",
       "                      'never': 11,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'parents': 1,\n",
       "                      'privet': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reason': 1,\n",
       "                      'ronan': 1,\n",
       "                      'ruff': 1,\n",
       "                      'said': 1,\n",
       "                      'screamed': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'stiffly': 1,\n",
       "                      'stupid': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'toad': 2,\n",
       "                      'walked': 1,\n",
       "                      'wanting': 1,\n",
       "                      'what': 6}),\n",
       "             'this': Counter({\"'dumbledore\": 1,\n",
       "                      \"'you-\": 1,\n",
       "                      'about': 8,\n",
       "                      'added': 1,\n",
       "                      'after': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'again': 3,\n",
       "                      'agreed': 1,\n",
       "                      'alone': 1,\n",
       "                      'although': 1,\n",
       "                      'another': 2,\n",
       "                      'anyway': 2,\n",
       "                      'anywhere': 2,\n",
       "                      'asked': 1,\n",
       "                      'awkward': 1,\n",
       "                      'back': 3,\n",
       "                      'badly': 2,\n",
       "                      'ball': 2,\n",
       "                      'bane': 1,\n",
       "                      'beechwood': 1,\n",
       "                      'been': 1,\n",
       "                      'believe': 1,\n",
       "                      'believed': 1,\n",
       "                      'bend': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'blimey': 1,\n",
       "                      'bodyguards': 1,\n",
       "                      'boring': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'brother': 1,\n",
       "                      'brought': 1,\n",
       "                      'bunch': 1,\n",
       "                      'burst': 1,\n",
       "                      'case': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'championship': 1,\n",
       "                      'chance': 1,\n",
       "                      'changed': 1,\n",
       "                      'chess': 1,\n",
       "                      'clapped': 1,\n",
       "                      'cloak': 1,\n",
       "                      'compartment': 1,\n",
       "                      'could': 3,\n",
       "                      'crabbe': 2,\n",
       "                      'cupboard': 3,\n",
       "                      'cured': 1,\n",
       "                      'darkness': 1,\n",
       "                      'deep': 1,\n",
       "                      'deeply': 1,\n",
       "                      'destined': 1,\n",
       "                      'devil': 1,\n",
       "                      'difficult': 1,\n",
       "                      'does': 1,\n",
       "                      'doing': 3,\n",
       "                      'done': 2,\n",
       "                      'door': 1,\n",
       "                      'doubted': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'easy': 2,\n",
       "                      'enough': 2,\n",
       "                      'erised': 1,\n",
       "                      'even': 1,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'exactly': 1,\n",
       "                      'examine': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'expected': 1,\n",
       "                      'explain': 2,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'family': 1,\n",
       "                      'fang': 1,\n",
       "                      'father': 1,\n",
       "                      'firenze': 1,\n",
       "                      'first': 2,\n",
       "                      'followed': 1,\n",
       "                      'forehead': 1,\n",
       "                      'forest': 5,\n",
       "                      'forget': 1,\n",
       "                      'found': 1,\n",
       "                      'frightenin': 1,\n",
       "                      'from': 3,\n",
       "                      'funny': 1,\n",
       "                      'game': 1,\n",
       "                      'gentleman': 1,\n",
       "                      'given': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 1,\n",
       "                      'goyle': 1,\n",
       "                      'granger': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'handed': 1,\n",
       "                      'happens': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 12,\n",
       "                      'have': 2,\n",
       "                      'hear': 2,\n",
       "                      'here': 1,\n",
       "                      'hermione': 5,\n",
       "                      'hiding': 1,\n",
       "                      'himself': 1,\n",
       "                      'honestly': 1,\n",
       "                      'hope': 1,\n",
       "                      'hospital': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 1,\n",
       "                      'hunting': 1,\n",
       "                      'idiot': 1,\n",
       "                      'important': 3,\n",
       "                      'improvement': 1,\n",
       "                      'infernal': 1,\n",
       "                      'informed': 1,\n",
       "                      'inside': 1,\n",
       "                      'interesting': 1,\n",
       "                      'just': 2,\n",
       "                      'keep': 1,\n",
       "                      'kicking': 1,\n",
       "                      'knows': 1,\n",
       "                      'large': 1,\n",
       "                      'leaky': 1,\n",
       "                      'leaves': 1,\n",
       "                      'left': 3,\n",
       "                      'letter': 1,\n",
       "                      'library': 1,\n",
       "                      'like': 9,\n",
       "                      'lily': 2,\n",
       "                      'listen': 1,\n",
       "                      'little': 1,\n",
       "                      'load': 1,\n",
       "                      'locked': 1,\n",
       "                      'london': 2,\n",
       "                      'look': 3,\n",
       "                      'looked': 2,\n",
       "                      'looking': 1,\n",
       "                      'loose': 1,\n",
       "                      'lucky': 1,\n",
       "                      'lurking': 1,\n",
       "                      'madam': 1,\n",
       "                      'made': 3,\n",
       "                      'magic': 2,\n",
       "                      'make': 1,\n",
       "                      'mean': 1,\n",
       "                      'means': 2,\n",
       "                      'mention': 1,\n",
       "                      'might': 1,\n",
       "                      'mirror': 5,\n",
       "                      'mistake': 1,\n",
       "                      'moaned': 1,\n",
       "                      'moment': 4,\n",
       "                      'monday': 1,\n",
       "                      'money': 1,\n",
       "                      'morning': 2,\n",
       "                      'much': 1,\n",
       "                      'name': 4,\n",
       "                      'needs': 1,\n",
       "                      'neville': 2,\n",
       "                      'news': 1,\n",
       "                      'nightmare': 1,\n",
       "                      'none': 1,\n",
       "                      'nonsense': 1,\n",
       "                      'normal': 2,\n",
       "                      'often': 1,\n",
       "                      'oliver': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'open': 1,\n",
       "                      'other': 1,\n",
       "                      'outta': 1,\n",
       "                      'over': 1,\n",
       "                      'owls': 1,\n",
       "                      'paper': 1,\n",
       "                      'part': 2,\n",
       "                      'patched': 1,\n",
       "                      'peace': 1,\n",
       "                      'peeves': 1,\n",
       "                      'people': 2,\n",
       "                      'piece': 1,\n",
       "                      'pillow': 1,\n",
       "                      'place': 2,\n",
       "                      'planned': 1,\n",
       "                      'plant': 1,\n",
       "                      'pointing': 1,\n",
       "                      'possession': 1,\n",
       "                      'potter': 4,\n",
       "                      'presents': 1,\n",
       "                      'private': 1,\n",
       "                      'probably': 1,\n",
       "                      'protect': 1,\n",
       "                      'quicker': 1,\n",
       "                      'raised': 1,\n",
       "                      'read': 1,\n",
       "                      'real': 1,\n",
       "                      'realize': 1,\n",
       "                      'realizing': 1,\n",
       "                      'reason': 1,\n",
       "                      'refereeing': 1,\n",
       "                      'remember': 1,\n",
       "                      'reminded': 1,\n",
       "                      'ronan': 1,\n",
       "                      'room': 1,\n",
       "                      'round': 1,\n",
       "                      'rules': 1,\n",
       "                      \"s'pposed\": 1,\n",
       "                      'safe': 2,\n",
       "                      'said': 12,\n",
       "                      'school': 3,\n",
       "                      'second': 1,\n",
       "                      'security': 1,\n",
       "                      'seemed': 2,\n",
       "                      'seen': 1,\n",
       "                      'servant': 1,\n",
       "                      'shape': 1,\n",
       "                      'silver': 1,\n",
       "                      'snake': 1,\n",
       "                      'snitch': 1,\n",
       "                      'snoozed': 1,\n",
       "                      'soccer': 1,\n",
       "                      'some': 3,\n",
       "                      'somehow': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 1,\n",
       "                      'soothe': 1,\n",
       "                      'sorry': 1,\n",
       "                      'specimen': 1,\n",
       "                      'splendid': 1,\n",
       "                      'spoken': 1,\n",
       "                      'spokesgoblin': 1,\n",
       "                      'stay': 1,\n",
       "                      'stone': 1,\n",
       "                      'stop': 1,\n",
       "                      'story': 2,\n",
       "                      'strangely': 1,\n",
       "                      'stuff': 2,\n",
       "                      'stupid': 1,\n",
       "                      'subjects': 1,\n",
       "                      'summat': 1,\n",
       "                      'summer': 3,\n",
       "                      'supposed': 4,\n",
       "                      'sure': 1,\n",
       "                      'take': 4,\n",
       "                      'talk': 1,\n",
       "                      'taught': 1,\n",
       "                      'tell': 1,\n",
       "                      'tells': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 8,\n",
       "                      'then': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 7,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 2,\n",
       "                      'thinks': 1,\n",
       "                      'this': 6,\n",
       "                      'those': 1,\n",
       "                      'though': 5,\n",
       "                      'thought': 4,\n",
       "                      'three': 1,\n",
       "                      'time': 18,\n",
       "                      'together': 1,\n",
       "                      'touch': 1,\n",
       "                      'trouble': 1,\n",
       "                      'true': 1,\n",
       "                      'trusting': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 1,\n",
       "                      'turns': 1,\n",
       "                      'twice': 1,\n",
       "                      'twins': 1,\n",
       "                      'uncle': 1,\n",
       "                      'under': 1,\n",
       "                      'understand': 1,\n",
       "                      'uneasy': 1,\n",
       "                      'unfair': 1,\n",
       "                      'used': 1,\n",
       "                      'very': 6,\n",
       "                      'voldemort': 1,\n",
       "                      'wand': 3,\n",
       "                      'want': 1,\n",
       "                      'wanting': 1,\n",
       "                      'weasley': 1,\n",
       "                      'weeks': 1,\n",
       "                      'what': 8,\n",
       "                      'when': 1,\n",
       "                      'whenever': 1,\n",
       "                      'where': 2,\n",
       "                      'which': 1,\n",
       "                      'while': 1,\n",
       "                      'whole': 1,\n",
       "                      'wings': 1,\n",
       "                      'with': 1,\n",
       "                      'wizard': 3,\n",
       "                      'wolfsbane': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'wood': 1,\n",
       "                      'worry': 1,\n",
       "                      'would': 2,\n",
       "                      'year': 7,\n",
       "                      'years': 1,\n",
       "                      'yehve': 1,\n",
       "                      'your': 1}),\n",
       "             'another': Counter({'agree': 1,\n",
       "                      'ahead': 1,\n",
       "                      'around': 1,\n",
       "                      'away': 1,\n",
       "                      'bludger': 1,\n",
       "                      'boat': 1,\n",
       "                      'body': 2,\n",
       "                      'bought': 1,\n",
       "                      'breaking': 1,\n",
       "                      'charlie': 1,\n",
       "                      'choosing': 1,\n",
       "                      'christmas': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 2,\n",
       "                      'disgruntled': 1,\n",
       "                      'dodged': 1,\n",
       "                      'door': 2,\n",
       "                      'dropped': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'escalator': 1,\n",
       "                      'even': 1,\n",
       "                      'feather': 1,\n",
       "                      'fifty': 1,\n",
       "                      'freedom': 1,\n",
       "                      'from': 1,\n",
       "                      'funny': 1,\n",
       "                      'gave': 1,\n",
       "                      'goblin': 1,\n",
       "                      'good': 1,\n",
       "                      'griphook': 1,\n",
       "                      'hall': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 4,\n",
       "                      'here': 1,\n",
       "                      'hooted': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'lemon': 1,\n",
       "                      'little': 1,\n",
       "                      'lived': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'looking': 1,\n",
       "                      'made': 1,\n",
       "                      'making': 1,\n",
       "                      'meantime': 1,\n",
       "                      'note': 1,\n",
       "                      'offered': 1,\n",
       "                      'penalty': 1,\n",
       "                      'piece': 1,\n",
       "                      'plate': 1,\n",
       "                      'player': 1,\n",
       "                      'pocket': 1,\n",
       "                      'point': 1,\n",
       "                      'potter': 1,\n",
       "                      'presents': 1,\n",
       "                      'quickly': 2,\n",
       "                      'reached': 1,\n",
       "                      'reason': 1,\n",
       "                      'rock': 1,\n",
       "                      'school': 1,\n",
       "                      'seconds': 1,\n",
       "                      'share': 1,\n",
       "                      'sideways': 1,\n",
       "                      'spiral': 1,\n",
       "                      'staircase': 1,\n",
       "                      'take': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking': 1,\n",
       "                      'that': 2,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 2,\n",
       "                      'through': 1,\n",
       "                      'ticked': 1,\n",
       "                      'time': 1,\n",
       "                      'usual': 1,\n",
       "                      'visitor': 1,\n",
       "                      'weasley': 1,\n",
       "                      'weather': 1,\n",
       "                      'when': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wondering': 1,\n",
       "                      'word': 3,\n",
       "                      'year': 1,\n",
       "                      'young': 1}),\n",
       "             'good': Counter({'able': 1,\n",
       "                      'about': 2,\n",
       "                      'above': 1,\n",
       "                      'after': 1,\n",
       "                      'afternoon': 3,\n",
       "                      'another': 1,\n",
       "                      'argue': 1,\n",
       "                      'armchairs': 1,\n",
       "                      'audience': 1,\n",
       "                      'back': 1,\n",
       "                      'beating': 1,\n",
       "                      'because': 2,\n",
       "                      'been': 1,\n",
       "                      'brooms': 1,\n",
       "                      'buckle': 1,\n",
       "                      'chance': 1,\n",
       "                      'chess': 1,\n",
       "                      'craning': 1,\n",
       "                      'cups': 1,\n",
       "                      'dean': 1,\n",
       "                      'drawing': 1,\n",
       "                      'dream': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'enough': 1,\n",
       "                      'evening': 3,\n",
       "                      'every': 1,\n",
       "                      'evil': 2,\n",
       "                      'expelled': 1,\n",
       "                      'faintly': 1,\n",
       "                      'felt': 1,\n",
       "                      'find': 1,\n",
       "                      'food': 1,\n",
       "                      'forward': 1,\n",
       "                      'four': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 5,\n",
       "                      'having': 1,\n",
       "                      'herbology': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'holiday': 1,\n",
       "                      'idea': 4,\n",
       "                      'just': 1,\n",
       "                      'kick': 1,\n",
       "                      'know': 2,\n",
       "                      'known': 1,\n",
       "                      'last': 1,\n",
       "                      'laugh': 1,\n",
       "                      'lock': 1,\n",
       "                      'look': 3,\n",
       "                      'lord': 2,\n",
       "                      'luck': 5,\n",
       "                      'magic': 1,\n",
       "                      'marks': 2,\n",
       "                      'minute': 1,\n",
       "                      'mood': 2,\n",
       "                      'much': 1,\n",
       "                      'must': 1,\n",
       "                      'night': 1,\n",
       "                      'norris': 1,\n",
       "                      'nothing': 1,\n",
       "                      'omen': 1,\n",
       "                      'player': 1,\n",
       "                      'pocket': 1,\n",
       "                      'pretty': 1,\n",
       "                      'question': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'rang': 1,\n",
       "                      'really': 1,\n",
       "                      'reason': 4,\n",
       "                      'results': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 6,\n",
       "                      'something': 1,\n",
       "                      'spinnet': 1,\n",
       "                      'strode': 1,\n",
       "                      'such': 2,\n",
       "                      'supposed': 1,\n",
       "                      'talk': 1,\n",
       "                      'telling': 1,\n",
       "                      'term': 2,\n",
       "                      'that': 5,\n",
       "                      'them': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 3,\n",
       "                      'training': 1,\n",
       "                      'tried': 1,\n",
       "                      'trouble': 1,\n",
       "                      'very': 11,\n",
       "                      'visitor': 1,\n",
       "                      'wand': 1,\n",
       "                      'wears': 1,\n",
       "                      'well': 2,\n",
       "                      'were': 1,\n",
       "                      'what': 4,\n",
       "                      'wished': 1,\n",
       "                      'witch': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1,\n",
       "                      'wrong': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'your': 1}),\n",
       "             'reason': Counter({'agony': 1,\n",
       "                      'allowed': 1,\n",
       "                      'almost': 1,\n",
       "                      'another': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'down': 1,\n",
       "                      'earth': 1,\n",
       "                      'fight': 1,\n",
       "                      'frightened': 1,\n",
       "                      'gives': 1,\n",
       "                      'good': 4,\n",
       "                      'hoping': 1,\n",
       "                      'keeping': 1,\n",
       "                      'looking': 2,\n",
       "                      'lose': 1,\n",
       "                      'only': 1,\n",
       "                      'penalty': 1,\n",
       "                      'people': 1,\n",
       "                      'peppermint': 1,\n",
       "                      'real': 1,\n",
       "                      'seen': 1,\n",
       "                      'sight': 1,\n",
       "                      'some': 3,\n",
       "                      'strange': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'trying': 1,\n",
       "                      'wanting': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1}),\n",
       "             'keeping': Counter({'been': 1,\n",
       "                      'busy': 2,\n",
       "                      'class': 2,\n",
       "                      'doing': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dragons': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'gift': 1,\n",
       "                      'head': 1,\n",
       "                      'mind': 1,\n",
       "                      'noticing': 1,\n",
       "                      'potters': 1,\n",
       "                      'reason': 1,\n",
       "                      'safe': 1,\n",
       "                      'their': 1,\n",
       "                      'thing': 1,\n",
       "                      'trouble': 1,\n",
       "                      'walls': 1}),\n",
       "             'away': Counter({'ages': 1,\n",
       "                      'another': 1,\n",
       "                      'anyone': 1,\n",
       "                      'backed': 2,\n",
       "                      'before': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'bobbing': 1,\n",
       "                      'brothers': 1,\n",
       "                      'cleared': 1,\n",
       "                      'closed': 1,\n",
       "                      'corner': 1,\n",
       "                      'crashing': 1,\n",
       "                      'cringed': 1,\n",
       "                      'darkness': 1,\n",
       "                      'died': 1,\n",
       "                      'door': 1,\n",
       "                      'drive': 1,\n",
       "                      'ducked': 1,\n",
       "                      'dying': 1,\n",
       "                      'exploded': 1,\n",
       "                      'eyes': 4,\n",
       "                      'faded': 1,\n",
       "                      'falling': 1,\n",
       "                      'feet': 2,\n",
       "                      'fell': 1,\n",
       "                      'filch': 1,\n",
       "                      'fire': 1,\n",
       "                      'floated': 1,\n",
       "                      'foot': 1,\n",
       "                      'from': 17,\n",
       "                      'gasp': 1,\n",
       "                      'getting': 2,\n",
       "                      'give': 1,\n",
       "                      'going': 1,\n",
       "                      'gossiped': 1,\n",
       "                      'goyle': 1,\n",
       "                      'growing': 1,\n",
       "                      'happily': 1,\n",
       "                      'harry': 7,\n",
       "                      'higher': 1,\n",
       "                      'hurry': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 2,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'lamp': 1,\n",
       "                      'landed': 1,\n",
       "                      'limped': 1,\n",
       "                      'london': 1,\n",
       "                      'marched': 1,\n",
       "                      'melted': 1,\n",
       "                      'minutes': 1,\n",
       "                      'muttering': 1,\n",
       "                      'never': 1,\n",
       "                      'peeves': 2,\n",
       "                      'potion': 1,\n",
       "                      'potters': 1,\n",
       "                      'punch': 1,\n",
       "                      'puts': 1,\n",
       "                      'quietly': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'rattling': 1,\n",
       "                      'relief': 1,\n",
       "                      'right': 3,\n",
       "                      'said': 1,\n",
       "                      'shuffled': 1,\n",
       "                      'sloped': 1,\n",
       "                      'sorting': 1,\n",
       "                      'spells': 1,\n",
       "                      'stay': 1,\n",
       "                      'stopped': 1,\n",
       "                      'streets': 1,\n",
       "                      'strode': 1,\n",
       "                      'studying': 1,\n",
       "                      'take': 2,\n",
       "                      'taken': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'three': 1,\n",
       "                      'through': 2,\n",
       "                      'throw': 1,\n",
       "                      'time': 1,\n",
       "                      'trailed': 1,\n",
       "                      'trouble': 1,\n",
       "                      'tucked': 1,\n",
       "                      'vanished': 1,\n",
       "                      'walked': 3,\n",
       "                      'wasted': 1,\n",
       "                      'weeks': 1,\n",
       "                      'were': 1,\n",
       "                      'while': 2,\n",
       "                      'whiskers': 1,\n",
       "                      'whooshing': 1,\n",
       "                      'with': 3,\n",
       "                      'without': 1,\n",
       "                      'wonder': 1,\n",
       "                      'zigzagging': 1,\n",
       "                      'zooming': 1}),\n",
       "             'want': Counter({'about': 1,\n",
       "                      'answered': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 2,\n",
       "                      'around': 1,\n",
       "                      'aside': 1,\n",
       "                      'attacked': 1,\n",
       "                      'back': 4,\n",
       "                      'beans': 1,\n",
       "                      'because': 1,\n",
       "                      'began': 1,\n",
       "                      'believe': 2,\n",
       "                      'bloody': 1,\n",
       "                      'books': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'burn': 1,\n",
       "                      'card': 1,\n",
       "                      'careful': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      \"d'you\": 1,\n",
       "                      'didn': 1,\n",
       "                      'does': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'ever': 1,\n",
       "                      'everybody': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'fang': 1,\n",
       "                      'feast': 1,\n",
       "                      'feet': 1,\n",
       "                      'firenze': 1,\n",
       "                      'first': 2,\n",
       "                      'foot': 1,\n",
       "                      'going': 1,\n",
       "                      'green': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 2,\n",
       "                      'harry': 6,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'hear': 2,\n",
       "                      'help': 1,\n",
       "                      'himself': 1,\n",
       "                      'home': 1,\n",
       "                      'hurry': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'kids': 1,\n",
       "                      'kill': 1,\n",
       "                      'know': 2,\n",
       "                      'least': 1,\n",
       "                      'letter': 1,\n",
       "                      'look': 1,\n",
       "                      'loudly': 1,\n",
       "                      'making': 1,\n",
       "                      'might': 1,\n",
       "                      'more': 3,\n",
       "                      'morning': 1,\n",
       "                      'mother': 1,\n",
       "                      'move': 2,\n",
       "                      'nice': 1,\n",
       "                      'normal': 1,\n",
       "                      'oliver': 1,\n",
       "                      'other': 1,\n",
       "                      'owls': 1,\n",
       "                      'parents': 1,\n",
       "                      'passed': 1,\n",
       "                      'pasty': 1,\n",
       "                      'play': 1,\n",
       "                      'potter': 1,\n",
       "                      'pressure': 1,\n",
       "                      'professor': 1,\n",
       "                      'read': 2,\n",
       "                      'said': 3,\n",
       "                      'severus': 1,\n",
       "                      'show': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'start': 1,\n",
       "                      'started': 1,\n",
       "                      'stay': 3,\n",
       "                      'stick': 1,\n",
       "                      'stop': 1,\n",
       "                      't-t-to': 1,\n",
       "                      'takin': 1,\n",
       "                      'talk': 1,\n",
       "                      'tell': 2,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'things': 2,\n",
       "                      'this': 1,\n",
       "                      'thousand': 1,\n",
       "                      'three': 1,\n",
       "                      'time': 1,\n",
       "                      'tonight': 3,\n",
       "                      'turban': 1,\n",
       "                      'unless': 1,\n",
       "                      'voice': 1,\n",
       "                      'walk': 1,\n",
       "                      'watch': 1,\n",
       "                      'what': 3,\n",
       "                      'whatever': 2,\n",
       "                      'wizard': 1,\n",
       "                      'wonder': 1,\n",
       "                      'word': 1,\n",
       "                      'would': 2,\n",
       "                      'your': 2,\n",
       "                      'yourselves': 1}),\n",
       "             'mixing': Counter({'dudley': 1,\n",
       "                      'simple': 1,\n",
       "                      'them': 1,\n",
       "                      'with': 1}),\n",
       "             'child': Counter({'every': 1, 'like': 1, 'with': 1, 'world': 1}),\n",
       "             'like': Counter({'about': 1,\n",
       "                      'acted': 1,\n",
       "                      'almost': 1,\n",
       "                      'along': 1,\n",
       "                      'angry': 1,\n",
       "                      'anxiously': 1,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 2,\n",
       "                      'anyway': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 4,\n",
       "                      'baby': 2,\n",
       "                      'badge': 1,\n",
       "                      'basketball': 1,\n",
       "                      'battered': 1,\n",
       "                      'before': 1,\n",
       "                      'being': 1,\n",
       "                      'believe': 1,\n",
       "                      'bill': 2,\n",
       "                      'black': 3,\n",
       "                      'blast': 1,\n",
       "                      'blood': 1,\n",
       "                      'body': 1,\n",
       "                      'bodyguards': 1,\n",
       "                      'bolt': 2,\n",
       "                      'boulder': 1,\n",
       "                      'broke': 1,\n",
       "                      'brooms': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'bullet': 1,\n",
       "                      'bullets': 1,\n",
       "                      'call': 1,\n",
       "                      'canary-yellow': 1,\n",
       "                      'cannon': 1,\n",
       "                      'cannonball': 1,\n",
       "                      'cats': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'child': 1,\n",
       "                      'chilled': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'cloak': 1,\n",
       "                      'club': 1,\n",
       "                      'coconut': 1,\n",
       "                      'come': 1,\n",
       "                      'cork': 1,\n",
       "                      'corned': 1,\n",
       "                      'crikey': 1,\n",
       "                      'crumpled': 1,\n",
       "                      \"d'yeh\": 1,\n",
       "                      'directing': 1,\n",
       "                      'dirty': 1,\n",
       "                      'does': 1,\n",
       "                      'doing': 1,\n",
       "                      'donkeys': 1,\n",
       "                      'dragon': 2,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dunno': 1,\n",
       "                      'eagle': 1,\n",
       "                      'ears': 1,\n",
       "                      'erised': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'exactly': 1,\n",
       "                      'eyes': 5,\n",
       "                      'face': 2,\n",
       "                      'families': 1,\n",
       "                      'father': 1,\n",
       "                      'feeble': 1,\n",
       "                      'feel': 2,\n",
       "                      'feels': 1,\n",
       "                      'feet': 1,\n",
       "                      'felt': 1,\n",
       "                      'filch': 2,\n",
       "                      'firecracker': 1,\n",
       "                      'fireplace': 1,\n",
       "                      'firework': 1,\n",
       "                      'fireworks': 1,\n",
       "                      'flitwick': 2,\n",
       "                      'flying': 1,\n",
       "                      'foghorn': 1,\n",
       "                      'folk': 1,\n",
       "                      'football': 1,\n",
       "                      'forgets': 1,\n",
       "                      'fortune-telling': 1,\n",
       "                      'from': 1,\n",
       "                      'game': 1,\n",
       "                      'giant': 1,\n",
       "                      'gigantic': 1,\n",
       "                      'glinting': 1,\n",
       "                      'going': 2,\n",
       "                      'great': 1,\n",
       "                      'ground': 2,\n",
       "                      'grunted': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'half': 1,\n",
       "                      'halloween': 1,\n",
       "                      'handle': 1,\n",
       "                      'hard': 1,\n",
       "                      'harp': 1,\n",
       "                      'harry': 8,\n",
       "                      'have': 2,\n",
       "                      'hawk': 2,\n",
       "                      'head': 1,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'home': 1,\n",
       "                      'hooves': 1,\n",
       "                      'horrible': 1,\n",
       "                      'horribly': 1,\n",
       "                      'horses': 1,\n",
       "                      'hours': 2,\n",
       "                      'howl': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'idea': 1,\n",
       "                      'inside': 1,\n",
       "                      'introduce': 1,\n",
       "                      'javelin': 1,\n",
       "                      'just': 7,\n",
       "                      'know': 1,\n",
       "                      'lake': 1,\n",
       "                      'lamp': 1,\n",
       "                      'large': 2,\n",
       "                      'laughed': 1,\n",
       "                      'lead': 1,\n",
       "                      'leaving': 1,\n",
       "                      'less': 1,\n",
       "                      'lightning': 1,\n",
       "                      'like': 2,\n",
       "                      'little': 3,\n",
       "                      'look': 4,\n",
       "                      'looked': 22,\n",
       "                      'looks': 2,\n",
       "                      'lumpy': 1,\n",
       "                      'made': 1,\n",
       "                      'malfay': 1,\n",
       "                      'maniacs': 1,\n",
       "                      'might': 1,\n",
       "                      'mimblewimble': 1,\n",
       "                      'mine': 1,\n",
       "                      'mirror': 1,\n",
       "                      'money': 1,\n",
       "                      'moons': 1,\n",
       "                      'more': 2,\n",
       "                      'mouse': 1,\n",
       "                      'mouth': 1,\n",
       "                      'much': 3,\n",
       "                      'muggle': 3,\n",
       "                      'muggles': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'noise': 1,\n",
       "                      'normal': 1,\n",
       "                      'norris': 1,\n",
       "                      'noses': 1,\n",
       "                      'nostrils': 1,\n",
       "                      'nothing': 2,\n",
       "                      'oldest': 1,\n",
       "                      'ones': 2,\n",
       "                      'other': 1,\n",
       "                      'outside': 1,\n",
       "                      'overgrown': 1,\n",
       "                      'pain': 1,\n",
       "                      'pair': 1,\n",
       "                      'palace': 1,\n",
       "                      'pale': 2,\n",
       "                      'parking': 1,\n",
       "                      'peeves': 1,\n",
       "                      'people': 1,\n",
       "                      'perched': 1,\n",
       "                      'person': 1,\n",
       "                      'professor': 3,\n",
       "                      'quick': 1,\n",
       "                      'radish': 1,\n",
       "                      'really': 1,\n",
       "                      'remarkably': 1,\n",
       "                      'riffraff': 1,\n",
       "                      'rock': 1,\n",
       "                      'said': 2,\n",
       "                      'sayin': 1,\n",
       "                      'second': 2,\n",
       "                      'seem': 1,\n",
       "                      'seemed': 3,\n",
       "                      'shaped': 2,\n",
       "                      'sharing': 1,\n",
       "                      'shining': 1,\n",
       "                      'short': 1,\n",
       "                      'silver': 1,\n",
       "                      'singing': 1,\n",
       "                      'sister': 1,\n",
       "                      'slug': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'soccer': 1,\n",
       "                      'some': 1,\n",
       "                      'somethin': 1,\n",
       "                      'something': 5,\n",
       "                      'sort': 1,\n",
       "                      'sound': 5,\n",
       "                      'sounded': 4,\n",
       "                      'sounds': 2,\n",
       "                      'sport': 1,\n",
       "                      'still': 1,\n",
       "                      'stop': 2,\n",
       "                      'straight': 1,\n",
       "                      'sword': 1,\n",
       "                      'tapping': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 13,\n",
       "                      'their': 1,\n",
       "                      'them': 3,\n",
       "                      'there': 2,\n",
       "                      'thern': 1,\n",
       "                      'they': 4,\n",
       "                      'thing': 1,\n",
       "                      'things': 2,\n",
       "                      'this': 9,\n",
       "                      'thought': 2,\n",
       "                      'tight': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 2,\n",
       "                      'toothless': 1,\n",
       "                      'torches': 1,\n",
       "                      'touch': 1,\n",
       "                      'trouble': 1,\n",
       "                      'trunk': 1,\n",
       "                      'twanging': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unless': 1,\n",
       "                      'unpleasant': 1,\n",
       "                      'unused': 1,\n",
       "                      'usually': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'wanted': 2,\n",
       "                      'water': 1,\n",
       "                      'wearing': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 2,\n",
       "                      'when': 2,\n",
       "                      'wide': 1,\n",
       "                      'windmill': 1,\n",
       "                      'wings': 1,\n",
       "                      'with': 1,\n",
       "                      'word': 3,\n",
       "                      'words': 1,\n",
       "                      'would': 2,\n",
       "                      'wounded': 1,\n",
       "                      'your': 2,\n",
       "                      'yours': 1,\n",
       "                      'yourself': 2}),\n",
       "             'when': Counter({\"'wand\": 1,\n",
       "                      'about': 1,\n",
       "                      'after': 2,\n",
       "                      'afternoon': 1,\n",
       "                      'again': 1,\n",
       "                      'always': 1,\n",
       "                      'amazed': 1,\n",
       "                      'angelina': 1,\n",
       "                      'ankles': 1,\n",
       "                      'another': 1,\n",
       "                      'answer': 1,\n",
       "                      'asked': 2,\n",
       "                      'aunt': 2,\n",
       "                      'back': 2,\n",
       "                      'been': 1,\n",
       "                      'being': 1,\n",
       "                      'believe': 1,\n",
       "                      'bell': 1,\n",
       "                      'blow': 1,\n",
       "                      'book': 1,\n",
       "                      'break': 1,\n",
       "                      'breathe': 1,\n",
       "                      'brother': 1,\n",
       "                      'call': 2,\n",
       "                      'came': 2,\n",
       "                      'cart': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'changed': 1,\n",
       "                      'charlie': 1,\n",
       "                      'cheered': 1,\n",
       "                      'clouds': 1,\n",
       "                      'color': 1,\n",
       "                      'compartment': 2,\n",
       "                      'corner': 2,\n",
       "                      'corridor': 1,\n",
       "                      'could': 3,\n",
       "                      'crash': 1,\n",
       "                      'crowd': 1,\n",
       "                      'darkly': 1,\n",
       "                      'delicately': 1,\n",
       "                      'delighted': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 2,\n",
       "                      'doorknob': 1,\n",
       "                      'draco': 1,\n",
       "                      'dressed': 1,\n",
       "                      'drew': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 3,\n",
       "                      'dungeons': 1,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'easily': 1,\n",
       "                      'easy': 1,\n",
       "                      'else': 1,\n",
       "                      'ends': 1,\n",
       "                      'entrance': 1,\n",
       "                      'envelope': 1,\n",
       "                      'even': 2,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'exams': 1,\n",
       "                      'expelled': 1,\n",
       "                      'eyes': 2,\n",
       "                      'face': 1,\n",
       "                      'faces': 1,\n",
       "                      'failed': 1,\n",
       "                      'fallen': 1,\n",
       "                      'favorite': 1,\n",
       "                      'finally': 1,\n",
       "                      'finish': 1,\n",
       "                      'finished': 2,\n",
       "                      'firenze': 1,\n",
       "                      'flint': 1,\n",
       "                      'fluttered': 1,\n",
       "                      'food': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'forward': 1,\n",
       "                      'fouls': 1,\n",
       "                      'found': 2,\n",
       "                      'frightening': 1,\n",
       "                      'game': 1,\n",
       "                      'gave': 1,\n",
       "                      'getting': 1,\n",
       "                      'ghost': 1,\n",
       "                      'going': 2,\n",
       "                      'great': 1,\n",
       "                      'green': 1,\n",
       "                      'ground': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'half': 2,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'handle': 1,\n",
       "                      'happen': 3,\n",
       "                      'happened': 3,\n",
       "                      'harry': 16,\n",
       "                      'hatched': 1,\n",
       "                      'hatches': 1,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 6,\n",
       "                      'hogwarts': 1,\n",
       "                      'hole': 1,\n",
       "                      'hope': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 1,\n",
       "                      'howling': 1,\n",
       "                      'idea': 1,\n",
       "                      'important': 1,\n",
       "                      'indeed': 1,\n",
       "                      'indoors': 1,\n",
       "                      'jerked': 1,\n",
       "                      'jinx': 1,\n",
       "                      'jumped': 1,\n",
       "                      'knew': 1,\n",
       "                      'leave': 1,\n",
       "                      'left': 3,\n",
       "                      'letter': 1,\n",
       "                      'letters': 1,\n",
       "                      'like': 2,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'lopsided': 1,\n",
       "                      'lord': 1,\n",
       "                      'lunchtime': 1,\n",
       "                      'mail': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'midnight': 1,\n",
       "                      'morning': 2,\n",
       "                      'mouthful': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'name': 1,\n",
       "                      'neville': 2,\n",
       "                      'night': 1,\n",
       "                      'nightmares': 1,\n",
       "                      'normally': 1,\n",
       "                      'number': 1,\n",
       "                      'occasions': 1,\n",
       "                      'older': 2,\n",
       "                      'only': 2,\n",
       "                      'open': 1,\n",
       "                      'over': 1,\n",
       "                      'owls': 2,\n",
       "                      'owner': 1,\n",
       "                      'paces': 1,\n",
       "                      'pain': 1,\n",
       "                      'parchment': 1,\n",
       "                      'parents': 1,\n",
       "                      'pass': 1,\n",
       "                      'path': 1,\n",
       "                      'petunia': 1,\n",
       "                      'places': 1,\n",
       "                      'pleased': 1,\n",
       "                      'polite': 1,\n",
       "                      'portrait': 2,\n",
       "                      'potato': 1,\n",
       "                      'potion': 1,\n",
       "                      'potter': 1,\n",
       "                      'powerful': 1,\n",
       "                      'presents': 1,\n",
       "                      'professor': 2,\n",
       "                      'quietly': 1,\n",
       "                      'quiver': 1,\n",
       "                      'rabbit': 1,\n",
       "                      'reached': 1,\n",
       "                      'ready': 2,\n",
       "                      'realized': 1,\n",
       "                      'reminded': 1,\n",
       "                      'rest': 1,\n",
       "                      'restaurant': 1,\n",
       "                      'return': 1,\n",
       "                      'said': 5,\n",
       "                      'scabbets': 1,\n",
       "                      'scared': 2,\n",
       "                      'screamed': 1,\n",
       "                      'seamus': 1,\n",
       "                      'send': 1,\n",
       "                      'september': 1,\n",
       "                      'share': 1,\n",
       "                      'sheet': 1,\n",
       "                      'shock': 2,\n",
       "                      'skipping': 1,\n",
       "                      'slept': 1,\n",
       "                      'slithering': 1,\n",
       "                      'slugs': 1,\n",
       "                      'snape': 1,\n",
       "                      'snatched': 1,\n",
       "                      'snitch': 1,\n",
       "                      'someone': 2,\n",
       "                      'something': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'soon': 1,\n",
       "                      'staircase': 1,\n",
       "                      'stopped': 1,\n",
       "                      'story': 1,\n",
       "                      'strained': 1,\n",
       "                      'street': 1,\n",
       "                      'surprise': 1,\n",
       "                      'swear': 1,\n",
       "                      'swore': 1,\n",
       "                      'table': 1,\n",
       "                      'tail': 2,\n",
       "                      'take': 1,\n",
       "                      'tell': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 3,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 19,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 3,\n",
       "                      'tired': 1,\n",
       "                      'toad': 1,\n",
       "                      'told': 3,\n",
       "                      'took': 2,\n",
       "                      'toward': 1,\n",
       "                      'train': 2,\n",
       "                      'traveled': 1,\n",
       "                      'tried': 1,\n",
       "                      'true': 1,\n",
       "                      'trying': 1,\n",
       "                      'turned': 2,\n",
       "                      'uncle': 1,\n",
       "                      'unlocked': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'usual': 2,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'vol-': 1,\n",
       "                      'wand': 4,\n",
       "                      'warm': 1,\n",
       "                      'were': 3,\n",
       "                      'what': 2,\n",
       "                      'with': 1,\n",
       "                      'wizards': 1,\n",
       "                      'woke': 2,\n",
       "                      'wristwatch': 1,\n",
       "                      'wrong': 1,\n",
       "                      'wrote': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1,\n",
       "                      'yourself': 1}),\n",
       "             'woke': Counter({'delicious': 1,\n",
       "                      'dull': 1,\n",
       "                      'dursley': 1,\n",
       "                      'early': 2,\n",
       "                      'exams': 1,\n",
       "                      'find': 1,\n",
       "                      'five': 1,\n",
       "                      'harry': 4,\n",
       "                      'hogwarts': 1,\n",
       "                      'last': 1,\n",
       "                      'next': 1,\n",
       "                      'sweating': 1,\n",
       "                      'they': 1,\n",
       "                      'when': 2,\n",
       "                      'with': 1}),\n",
       "             'dull': Counter({'granite': 1, 'gray': 1, 'skin': 1, 'woke': 1}),\n",
       "             'gray': Counter({'became': 1,\n",
       "                      'dull': 1,\n",
       "                      'fast': 1,\n",
       "                      'funny': 1,\n",
       "                      'glue': 1,\n",
       "                      'granite': 1,\n",
       "                      'great': 1,\n",
       "                      'hair': 1,\n",
       "                      'lake': 1,\n",
       "                      'look': 1,\n",
       "                      'lumpy': 1,\n",
       "                      'pulled': 1,\n",
       "                      'short': 1,\n",
       "                      'silvery': 1,\n",
       "                      'stayed': 1,\n",
       "                      'swimming': 1,\n",
       "                      'things': 1,\n",
       "                      'tuesday': 1,\n",
       "                      'water': 1,\n",
       "                      'went': 1,\n",
       "                      'which': 1,\n",
       "                      'would': 1}),\n",
       "             'tuesday': Counter({'gray': 1,\n",
       "                      'harry': 1,\n",
       "                      'next': 1,\n",
       "                      'said': 1,\n",
       "                      'story': 1,\n",
       "                      'tomorrow': 1}),\n",
       "             'story': Counter({'about': 1,\n",
       "                      'again': 1,\n",
       "                      'believed': 1,\n",
       "                      'came': 1,\n",
       "                      'cock-and-bull': 1,\n",
       "                      'even': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'heard': 1,\n",
       "                      'knowin': 1,\n",
       "                      'read': 1,\n",
       "                      'some': 1,\n",
       "                      'started': 1,\n",
       "                      'starts': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'thing': 1,\n",
       "                      'this': 2,\n",
       "                      'true': 1,\n",
       "                      'tuesday': 1,\n",
       "                      'when': 1}),\n",
       "             'starts': Counter({'beginning': 1,\n",
       "                      'everyone': 1,\n",
       "                      'story': 1,\n",
       "                      'there': 1,\n",
       "                      'understand': 1,\n",
       "                      'year': 1}),\n",
       "             'nothing': Counter({'-please': 1,\n",
       "                      'about': 2,\n",
       "                      'again': 1,\n",
       "                      'anxiously': 1,\n",
       "                      'been': 1,\n",
       "                      'catch': 1,\n",
       "                      'could': 3,\n",
       "                      'course': 1,\n",
       "                      'dark': 1,\n",
       "                      'dear': 2,\n",
       "                      'door': 1,\n",
       "                      'drowned': 1,\n",
       "                      'dudley': 1,\n",
       "                      'else': 2,\n",
       "                      'except': 2,\n",
       "                      'family': 1,\n",
       "                      'found': 1,\n",
       "                      'freedom': 1,\n",
       "                      'gives': 1,\n",
       "                      'going': 2,\n",
       "                      'good': 1,\n",
       "                      'haaa': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happened': 3,\n",
       "                      'happens': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'hidden': 1,\n",
       "                      'huge': 1,\n",
       "                      'interfere': 1,\n",
       "                      'jaws': 1,\n",
       "                      'just': 1,\n",
       "                      'knew': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 2,\n",
       "                      'little': 1,\n",
       "                      'longbottom': 1,\n",
       "                      'looking': 1,\n",
       "                      'lose': 1,\n",
       "                      'made': 1,\n",
       "                      'matter': 1,\n",
       "                      'middle': 1,\n",
       "                      'more': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'narrowed': 1,\n",
       "                      'neville': 2,\n",
       "                      'next': 1,\n",
       "                      'nothing': 2,\n",
       "                      'only': 1,\n",
       "                      'owls': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'please': 2,\n",
       "                      'pockets': 1,\n",
       "                      'probably': 1,\n",
       "                      'remember': 1,\n",
       "                      'said': 5,\n",
       "                      'second': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shows': 1,\n",
       "                      'sitting': 1,\n",
       "                      'stop': 1,\n",
       "                      'that': 4,\n",
       "                      'them': 2,\n",
       "                      'there': 6,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'today': 1,\n",
       "                      'tonight': 1,\n",
       "                      'trash': 1,\n",
       "                      'very': 1,\n",
       "                      'walked': 1,\n",
       "                      'wand': 2,\n",
       "                      'weasley': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 2,\n",
       "                      'wide': 1,\n",
       "                      'with': 2,\n",
       "                      'worse': 1,\n",
       "                      'would': 2}),\n",
       "             'cloudy': Counter({'about': 1,\n",
       "                      'dark': 1,\n",
       "                      'night': 1,\n",
       "                      'outside': 1}),\n",
       "             'outside': Counter({'apothecary': 2,\n",
       "                      'armchair': 1,\n",
       "                      'back': 2,\n",
       "                      'behaving': 1,\n",
       "                      'cans': 1,\n",
       "                      'cauldrons': 1,\n",
       "                      'classroom': 1,\n",
       "                      'classrooms': 1,\n",
       "                      'clattering': 1,\n",
       "                      'cloudy': 1,\n",
       "                      'cold': 1,\n",
       "                      'corridor': 4,\n",
       "                      'creak': 1,\n",
       "                      'door': 2,\n",
       "                      'dropped': 1,\n",
       "                      'enjoy': 1,\n",
       "                      'front': 1,\n",
       "                      'gloomy-looking': 1,\n",
       "                      'great': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'hoped': 1,\n",
       "                      'house': 1,\n",
       "                      'just': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knocking': 1,\n",
       "                      'last': 1,\n",
       "                      'library': 1,\n",
       "                      'like': 1,\n",
       "                      'lining': 1,\n",
       "                      'locker': 1,\n",
       "                      'luck': 1,\n",
       "                      'nearest': 1,\n",
       "                      'noise': 1,\n",
       "                      'people': 1,\n",
       "                      'read': 1,\n",
       "                      'school': 1,\n",
       "                      'scoop': 1,\n",
       "                      'shakily': 1,\n",
       "                      'showing': 1,\n",
       "                      'sitting': 1,\n",
       "                      'snape': 1,\n",
       "                      'someone': 1,\n",
       "                      'staff': 1,\n",
       "                      'standing': 1,\n",
       "                      'stay': 1,\n",
       "                      'stopped': 1,\n",
       "                      'storm': 1,\n",
       "                      'stuffing': 1,\n",
       "                      'suggest': 1,\n",
       "                      'sunlight': 1,\n",
       "                      'taken': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'third-floor': 2,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 1,\n",
       "                      'wait': 1,\n",
       "                      'waited': 1,\n",
       "                      'wall': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1,\n",
       "                      'woman': 1}),\n",
       "             'suggest': Counter({'back': 1,\n",
       "                      'books': 1,\n",
       "                      'make': 1,\n",
       "                      'outside': 1,\n",
       "                      'questions': 1,\n",
       "                      'school': 1,\n",
       "                      'smarten': 1,\n",
       "                      'that': 1}),\n",
       "             'things': Counter({'about': 1,\n",
       "                      'astonishing': 1,\n",
       "                      'astounding': 1,\n",
       "                      'banging': 1,\n",
       "                      'began': 1,\n",
       "                      'could': 3,\n",
       "                      'crackers': 1,\n",
       "                      'doormat': 1,\n",
       "                      'dudley': 1,\n",
       "                      'famous': 1,\n",
       "                      'fear': 1,\n",
       "                      'forest': 1,\n",
       "                      'forget': 1,\n",
       "                      'friendly': 1,\n",
       "                      'friendship': 1,\n",
       "                      'from': 2,\n",
       "                      'gettin': 1,\n",
       "                      'gray': 1,\n",
       "                      'great': 3,\n",
       "                      'guarding': 1,\n",
       "                      'happen': 3,\n",
       "                      'happened': 1,\n",
       "                      'harry': 2,\n",
       "                      'imagining': 2,\n",
       "                      'important': 1,\n",
       "                      'improve': 1,\n",
       "                      'keep': 1,\n",
       "                      'know': 1,\n",
       "                      'like': 2,\n",
       "                      'liked': 1,\n",
       "                      'made': 1,\n",
       "                      'many': 1,\n",
       "                      'meddle': 1,\n",
       "                      'meddlin': 1,\n",
       "                      'messin': 1,\n",
       "                      'most': 1,\n",
       "                      'much': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'name': 1,\n",
       "                      'often': 1,\n",
       "                      'only': 1,\n",
       "                      'ordinary': 1,\n",
       "                      'other': 3,\n",
       "                      'outside': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'pockets': 1,\n",
       "                      'potter': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 1,\n",
       "                      'saturday': 1,\n",
       "                      'share': 1,\n",
       "                      'shops': 1,\n",
       "                      'some': 2,\n",
       "                      'sorts': 2,\n",
       "                      'speed': 1,\n",
       "                      'spotting': 1,\n",
       "                      'stack': 1,\n",
       "                      'stop': 1,\n",
       "                      'strange': 2,\n",
       "                      'taking': 1,\n",
       "                      'teach': 1,\n",
       "                      'tell': 1,\n",
       "                      'terrible': 2,\n",
       "                      'that': 5,\n",
       "                      'there': 2,\n",
       "                      'these': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'those': 1,\n",
       "                      'three': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'torn': 1,\n",
       "                      'toys': 1,\n",
       "                      'useful': 1,\n",
       "                      'usual': 1,\n",
       "                      'view': 1,\n",
       "                      'want': 2,\n",
       "                      'wanted': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1,\n",
       "                      'worth': 1,\n",
       "                      'would': 2,\n",
       "                      'your': 1}),\n",
       "             'soon': Counter({'almost': 1,\n",
       "                      'answer': 1,\n",
       "                      'chat': 1,\n",
       "                      'drawn': 1,\n",
       "                      'expect': 1,\n",
       "                      'find': 2,\n",
       "                      'found': 1,\n",
       "                      'full': 1,\n",
       "                      'happening': 1,\n",
       "                      'harry': 3,\n",
       "                      'left': 1,\n",
       "                      'make': 1,\n",
       "                      'mercy': 1,\n",
       "                      'only': 1,\n",
       "                      'possible': 1,\n",
       "                      'realized': 1,\n",
       "                      'seeing': 1,\n",
       "                      'shall': 1,\n",
       "                      'started': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 2,\n",
       "                      'when': 1,\n",
       "                      'white': 1,\n",
       "                      'would': 1}),\n",
       "             'happening': Counter({'been': 1,\n",
       "                      'down': 1,\n",
       "                      'over': 1,\n",
       "                      'soon': 1,\n",
       "                      'that': 1,\n",
       "                      'what': 1,\n",
       "                      'while': 1,\n",
       "                      'wrestling': 1}),\n",
       "             'country': Counter({'blimey': 1,\n",
       "                      'down': 1,\n",
       "                      'dursley': 1,\n",
       "                      'over': 2,\n",
       "                      'part': 1,\n",
       "                      'started': 1,\n",
       "                      'were': 1}),\n",
       "             'hummed': Counter({'could': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 1,\n",
       "                      'little': 1,\n",
       "                      'picked': 1,\n",
       "                      'tiptoe': 1}),\n",
       "             'picked': Counter({'bathrobes': 1,\n",
       "                      'being': 1,\n",
       "                      'breath': 1,\n",
       "                      'briefcase': 1,\n",
       "                      'card': 1,\n",
       "                      'crime': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 1,\n",
       "                      'dursley': 1,\n",
       "                      'felt': 1,\n",
       "                      'frog': 1,\n",
       "                      'green': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 5,\n",
       "                      'hummed': 1,\n",
       "                      'most': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'once': 1,\n",
       "                      'parcel': 1,\n",
       "                      'piece': 1,\n",
       "                      'play': 1,\n",
       "                      'robes': 1,\n",
       "                      'shining': 1,\n",
       "                      'smallest': 1,\n",
       "                      'stared': 1,\n",
       "                      'teams': 1,\n",
       "                      'their': 1,\n",
       "                      'tucked': 1}),\n",
       "             'most': Counter({'anxious': 1,\n",
       "                      'back': 1,\n",
       "                      'beard': 1,\n",
       "                      'being': 1,\n",
       "                      'boring': 2,\n",
       "                      'certainly': 1,\n",
       "                      'childhood': 1,\n",
       "                      'complex': 1,\n",
       "                      'dearly': 1,\n",
       "                      'deepest': 1,\n",
       "                      'desperate': 1,\n",
       "                      'displeased': 1,\n",
       "                      'dragon': 1,\n",
       "                      'easily': 1,\n",
       "                      'face': 2,\n",
       "                      'feared': 1,\n",
       "                      'from': 1,\n",
       "                      'grin': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'harry': 1,\n",
       "                      'hated': 1,\n",
       "                      'horrible': 1,\n",
       "                      'human': 1,\n",
       "                      'important': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'miserable': 1,\n",
       "                      'must': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'overhead': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'picked': 1,\n",
       "                      'point': 1,\n",
       "                      'points': 1,\n",
       "                      'poisons': 1,\n",
       "                      'popular': 1,\n",
       "                      'ragged': 1,\n",
       "                      'reckon': 1,\n",
       "                      'relieved': 1,\n",
       "                      'rock': 1,\n",
       "                      'serious': 1,\n",
       "                      'snitch': 1,\n",
       "                      'some': 1,\n",
       "                      'spent': 3,\n",
       "                      'suddenly': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 2,\n",
       "                      'them': 1,\n",
       "                      'things': 1,\n",
       "                      'thinnest': 1,\n",
       "                      'will': 2,\n",
       "                      'with': 1,\n",
       "                      'wizards': 1}),\n",
       "             'boring': Counter({'class': 1,\n",
       "                      'dudley': 1,\n",
       "                      'most': 2,\n",
       "                      'this': 1,\n",
       "                      'work': 1}),\n",
       "             'work': Counter({'alchemy': 2,\n",
       "                      'also': 1,\n",
       "                      'anyway': 1,\n",
       "                      'believed': 1,\n",
       "                      'blood': 2,\n",
       "                      'boring': 1,\n",
       "                      'cats': 1,\n",
       "                      'charlie': 1,\n",
       "                      'charm': 1,\n",
       "                      'cloak': 1,\n",
       "                      'could': 1,\n",
       "                      'couldn': 1,\n",
       "                      'dark': 1,\n",
       "                      'didnt': 1,\n",
       "                      'does': 1,\n",
       "                      'draco': 1,\n",
       "                      'even': 1,\n",
       "                      'extra': 1,\n",
       "                      'finally': 1,\n",
       "                      'from': 1,\n",
       "                      'genius': 1,\n",
       "                      'hard': 2,\n",
       "                      'harry': 1,\n",
       "                      'help': 1,\n",
       "                      'make': 1,\n",
       "                      'minds': 2,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'pain': 1,\n",
       "                      'people': 1,\n",
       "                      'plain': 1,\n",
       "                      'plan': 1,\n",
       "                      'professor': 1,\n",
       "                      'robes': 1,\n",
       "                      'ruefully': 1,\n",
       "                      'show': 1,\n",
       "                      'sooner': 1,\n",
       "                      'spell': 1,\n",
       "                      'strange': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 1,\n",
       "                      'though': 1,\n",
       "                      'uncle': 1,\n",
       "                      'vernon': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 2,\n",
       "                      'would': 1}),\n",
       "             'gossiped': Counter({'away': 1, 'dursley': 1}),\n",
       "             'happily': Counter({'away': 1,\n",
       "                      'harry': 1,\n",
       "                      'nodding': 1,\n",
       "                      'shouting': 1,\n",
       "                      'sighed': 1,\n",
       "                      'still': 1,\n",
       "                      'stretching': 1,\n",
       "                      'they': 1,\n",
       "                      'wood': 1,\n",
       "                      'wrestled': 1}),\n",
       "             'wrestled': Counter({'happily': 1, 'screaming': 1}),\n",
       "             'screaming': Counter({'book': 1,\n",
       "                      'dudley': 1,\n",
       "                      'from': 1,\n",
       "                      'harry': 1,\n",
       "                      'street': 1,\n",
       "                      'sweets': 1,\n",
       "                      'whirled': 1,\n",
       "                      'wrestled': 1}),\n",
       "             'into': Counter({'account': 1,\n",
       "                      'again': 1,\n",
       "                      'animals': 1,\n",
       "                      'applause': 1,\n",
       "                      'armchairs': 2,\n",
       "                      'armed': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 13,\n",
       "                      'backed': 1,\n",
       "                      'bath': 1,\n",
       "                      'bean': 1,\n",
       "                      'beard': 1,\n",
       "                      'belt': 1,\n",
       "                      'bent': 1,\n",
       "                      'billowing': 1,\n",
       "                      'blackness': 1,\n",
       "                      'book': 1,\n",
       "                      'break': 1,\n",
       "                      'break-in': 1,\n",
       "                      'broke': 3,\n",
       "                      'bucket': 1,\n",
       "                      'burst': 5,\n",
       "                      'bursting': 1,\n",
       "                      'came': 3,\n",
       "                      'carefully': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'chair': 2,\n",
       "                      'chalk': 1,\n",
       "                      'changed': 1,\n",
       "                      'changing': 1,\n",
       "                      'class': 2,\n",
       "                      'classroom': 2,\n",
       "                      'clearing': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloak': 1,\n",
       "                      'cold': 1,\n",
       "                      'collapsed': 2,\n",
       "                      'common': 2,\n",
       "                      'continue': 1,\n",
       "                      'corner': 2,\n",
       "                      'corridor': 2,\n",
       "                      'crash': 1,\n",
       "                      'crashed': 2,\n",
       "                      'crate': 2,\n",
       "                      'crept': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'crowded': 1,\n",
       "                      'crumbling': 1,\n",
       "                      'crumpled': 1,\n",
       "                      'crushed': 1,\n",
       "                      'curled': 1,\n",
       "                      'darkness': 2,\n",
       "                      'deep': 2,\n",
       "                      'deeper': 1,\n",
       "                      'delicious': 1,\n",
       "                      'depths': 1,\n",
       "                      'desk': 1,\n",
       "                      'diagon': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'door': 1,\n",
       "                      'doors': 1,\n",
       "                      'down': 2,\n",
       "                      'drawn': 1,\n",
       "                      'drifting': 1,\n",
       "                      'drinks': 1,\n",
       "                      'driveway': 1,\n",
       "                      'drop': 1,\n",
       "                      'dudley': 4,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 2,\n",
       "                      'emerged': 1,\n",
       "                      'engine': 1,\n",
       "                      'escalator': 1,\n",
       "                      'exams': 1,\n",
       "                      'expected': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'faces': 1,\n",
       "                      'father': 1,\n",
       "                      'fell': 3,\n",
       "                      'fierce': 1,\n",
       "                      'filch': 1,\n",
       "                      'fire': 3,\n",
       "                      'firelight': 1,\n",
       "                      'first': 1,\n",
       "                      'fitted': 1,\n",
       "                      'flickered': 1,\n",
       "                      'flooded': 1,\n",
       "                      'followed': 1,\n",
       "                      'force': 1,\n",
       "                      'forest': 5,\n",
       "                      'frame': 1,\n",
       "                      'free': 1,\n",
       "                      'front': 3,\n",
       "                      'furniture': 1,\n",
       "                      'game': 1,\n",
       "                      'garden': 1,\n",
       "                      'gently': 1,\n",
       "                      'getting': 1,\n",
       "                      'going': 2,\n",
       "                      'gold': 1,\n",
       "                      'gone': 1,\n",
       "                      'gotten': 2,\n",
       "                      'goyle': 1,\n",
       "                      'great': 4,\n",
       "                      'grunted': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guarding': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 5,\n",
       "                      'hand': 3,\n",
       "                      'harbor': 1,\n",
       "                      'harry': 5,\n",
       "                      'head': 1,\n",
       "                      'headfirst': 1,\n",
       "                      'heap': 1,\n",
       "                      'heart': 1,\n",
       "                      'heavy': 1,\n",
       "                      'high': 5,\n",
       "                      'himself': 3,\n",
       "                      'hook-nosed': 1,\n",
       "                      'house': 3,\n",
       "                      'houses': 1,\n",
       "                      'hunched': 1,\n",
       "                      'hungrily': 1,\n",
       "                      'into': 2,\n",
       "                      'jumped': 1,\n",
       "                      'keyhole': 1,\n",
       "                      'kicked': 1,\n",
       "                      'kitchen': 2,\n",
       "                      'knocked': 1,\n",
       "                      'knot': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 2,\n",
       "                      'late': 2,\n",
       "                      'laughter': 1,\n",
       "                      'leapt': 2,\n",
       "                      'left': 1,\n",
       "                      'lessons': 1,\n",
       "                      'letters': 1,\n",
       "                      'life': 1,\n",
       "                      'light': 1,\n",
       "                      'line': 1,\n",
       "                      'little': 2,\n",
       "                      'living': 2,\n",
       "                      'loaded': 1,\n",
       "                      'lock': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 5,\n",
       "                      'matches': 1,\n",
       "                      'material': 1,\n",
       "                      'matter': 1,\n",
       "                      'metal': 1,\n",
       "                      'middle': 1,\n",
       "                      'midst': 1,\n",
       "                      'minute': 1,\n",
       "                      'miserably': 1,\n",
       "                      'money': 1,\n",
       "                      'mouse': 1,\n",
       "                      'mouth': 2,\n",
       "                      'move': 2,\n",
       "                      'moved': 2,\n",
       "                      'mrs.': 1,\n",
       "                      'needle': 1,\n",
       "                      'needles': 1,\n",
       "                      'night': 3,\n",
       "                      'nightmare': 1,\n",
       "                      'other': 1,\n",
       "                      'paddington': 1,\n",
       "                      'pairs': 2,\n",
       "                      'patch': 1,\n",
       "                      'peas': 1,\n",
       "                      'peered': 1,\n",
       "                      'picture': 1,\n",
       "                      'pieces': 1,\n",
       "                      'pillow': 1,\n",
       "                      'platform': 1,\n",
       "                      'plunged': 2,\n",
       "                      'pocket': 1,\n",
       "                      'pulled': 1,\n",
       "                      'pulling': 1,\n",
       "                      'pure': 1,\n",
       "                      'purpose': 1,\n",
       "                      'rammed': 1,\n",
       "                      'rats': 1,\n",
       "                      'reached': 1,\n",
       "                      'real': 1,\n",
       "                      'revolting': 1,\n",
       "                      'right': 4,\n",
       "                      'road': 1,\n",
       "                      'room': 4,\n",
       "                      'rose': 1,\n",
       "                      'roughly': 1,\n",
       "                      'running': 1,\n",
       "                      'safely': 1,\n",
       "                      'school': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'seat': 2,\n",
       "                      'second': 2,\n",
       "                      'shadows': 3,\n",
       "                      'shot': 1,\n",
       "                      'shoveling': 1,\n",
       "                      'shrank': 2,\n",
       "                      'shuffled': 1,\n",
       "                      'sight': 1,\n",
       "                      'sitting': 1,\n",
       "                      'skidding': 1,\n",
       "                      'slammed': 1,\n",
       "                      'slipped': 1,\n",
       "                      'slowly': 1,\n",
       "                      'small': 3,\n",
       "                      'smile': 1,\n",
       "                      'snakelike': 1,\n",
       "                      'snape': 1,\n",
       "                      'sneaking': 1,\n",
       "                      'sneer': 1,\n",
       "                      'snuffbox': 1,\n",
       "                      'soaring': 2,\n",
       "                      'sobbing': 2,\n",
       "                      'sofa': 1,\n",
       "                      'solid': 1,\n",
       "                      'some': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 2,\n",
       "                      'sort': 2,\n",
       "                      'sorted': 1,\n",
       "                      'spectacular': 1,\n",
       "                      'split': 1,\n",
       "                      'sprinting': 1,\n",
       "                      'squeezed': 1,\n",
       "                      'staircase': 1,\n",
       "                      'stared': 1,\n",
       "                      'station': 2,\n",
       "                      'stepped': 3,\n",
       "                      'stone': 1,\n",
       "                      'stooping': 1,\n",
       "                      'storm': 1,\n",
       "                      'straight': 4,\n",
       "                      'streaked': 1,\n",
       "                      'streamed': 1,\n",
       "                      'streaming': 1,\n",
       "                      'striding': 1,\n",
       "                      'suit': 1,\n",
       "                      'sunk': 1,\n",
       "                      'suppose': 1,\n",
       "                      'swam': 1,\n",
       "                      'sweat': 1,\n",
       "                      'taken': 1,\n",
       "                      'teacups': 1,\n",
       "                      'tears': 3,\n",
       "                      'teeth': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 6,\n",
       "                      'them': 6,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'thick': 1,\n",
       "                      'those': 1,\n",
       "                      'threw': 3,\n",
       "                      'through': 1,\n",
       "                      'tight': 1,\n",
       "                      'toppled': 1,\n",
       "                      'trash': 1,\n",
       "                      'trees': 1,\n",
       "                      'trembling': 1,\n",
       "                      'trip': 1,\n",
       "                      'tripped': 1,\n",
       "                      'trodden': 1,\n",
       "                      'trouble': 3,\n",
       "                      'trunk': 1,\n",
       "                      'trying': 2,\n",
       "                      'tuck': 1,\n",
       "                      'turn': 3,\n",
       "                      'turned': 3,\n",
       "                      'turning': 1,\n",
       "                      'twisted': 1,\n",
       "                      'uncle': 1,\n",
       "                      'uneasy': 1,\n",
       "                      'unfortunately': 1,\n",
       "                      'view': 2,\n",
       "                      'walk': 2,\n",
       "                      'walked': 1,\n",
       "                      'warty': 1,\n",
       "                      'water': 1,\n",
       "                      'went': 2,\n",
       "                      'what': 1,\n",
       "                      'wheeled': 1,\n",
       "                      'which': 1,\n",
       "                      'wide': 1,\n",
       "                      'willing': 1,\n",
       "                      'words': 1,\n",
       "                      'world': 1,\n",
       "                      'would': 2,\n",
       "                      'woven': 1,\n",
       "                      'wrapped': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1,\n",
       "                      'zoomed': 1}),\n",
       "             'high': Counter({'above': 3,\n",
       "                      'always': 1,\n",
       "                      'arching': 1,\n",
       "                      'around': 1,\n",
       "                      'atop': 1,\n",
       "                      'ball': 1,\n",
       "                      'banner': 1,\n",
       "                      'became': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'ceiling': 2,\n",
       "                      'center': 1,\n",
       "                      'chair': 1,\n",
       "                      'chamber': 1,\n",
       "                      'cold': 2,\n",
       "                      'could': 1,\n",
       "                      'eager': 1,\n",
       "                      'enough': 1,\n",
       "                      'feet': 1,\n",
       "                      'flew': 1,\n",
       "                      'from': 2,\n",
       "                      'goyle': 1,\n",
       "                      'grateful': 1,\n",
       "                      'hand': 1,\n",
       "                      'held': 1,\n",
       "                      'high': 4,\n",
       "                      'into': 5,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'lamp': 1,\n",
       "                      'life': 1,\n",
       "                      'like': 1,\n",
       "                      'local': 1,\n",
       "                      'looked': 1,\n",
       "                      'make': 1,\n",
       "                      'mice': 1,\n",
       "                      'mirror': 1,\n",
       "                      'mountain': 1,\n",
       "                      'petrified': 1,\n",
       "                      'piled': 1,\n",
       "                      'pointed': 1,\n",
       "                      'raised': 1,\n",
       "                      'reach': 1,\n",
       "                      'rose': 4,\n",
       "                      'security': 1,\n",
       "                      'sitting': 1,\n",
       "                      'still': 1,\n",
       "                      'stonewall': 3,\n",
       "                      'stools': 1,\n",
       "                      'stop': 1,\n",
       "                      'table': 6,\n",
       "                      'then': 1,\n",
       "                      'tried': 1,\n",
       "                      'unbroken': 1,\n",
       "                      'voice': 4,\n",
       "                      'waves': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'while': 1,\n",
       "                      'windows': 1,\n",
       "                      'with': 1}),\n",
       "             'chair': Counter({'albus': 1,\n",
       "                      'aunt': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'from': 1,\n",
       "                      'gold': 1,\n",
       "                      'high': 1,\n",
       "                      'into': 2,\n",
       "                      'more': 1,\n",
       "                      'nearest': 1,\n",
       "                      'next': 1,\n",
       "                      'none': 1,\n",
       "                      'slumped': 1,\n",
       "                      'spindly': 3,\n",
       "                      'standing': 1,\n",
       "                      'that': 1,\n",
       "                      'though': 1,\n",
       "                      'with': 1}),\n",
       "             'none': Counter({'chair': 1,\n",
       "                      'class': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'lessons': 1,\n",
       "                      'looking': 1,\n",
       "                      'move': 1,\n",
       "                      'other': 1,\n",
       "                      'really': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 4,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'thinking': 1,\n",
       "                      'this': 1,\n",
       "                      'wall': 1,\n",
       "                      'your': 1}),\n",
       "             'them': Counter({\"'snot\": 1,\n",
       "                      '-well': 1,\n",
       "                      'able': 1,\n",
       "                      'about': 5,\n",
       "                      'above': 2,\n",
       "                      'across': 1,\n",
       "                      'added': 1,\n",
       "                      'affect': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 2,\n",
       "                      'ahead': 3,\n",
       "                      'alive': 1,\n",
       "                      'allowed': 1,\n",
       "                      'almost': 1,\n",
       "                      'already': 1,\n",
       "                      'also': 1,\n",
       "                      'ambling': 1,\n",
       "                      'angrily': 1,\n",
       "                      'anything': 1,\n",
       "                      'anyway': 1,\n",
       "                      'apart': 1,\n",
       "                      'around': 5,\n",
       "                      'aunt': 1,\n",
       "                      'back': 3,\n",
       "                      'beckoned': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 6,\n",
       "                      'behind': 12,\n",
       "                      'believe': 1,\n",
       "                      'below': 1,\n",
       "                      'beneath': 1,\n",
       "                      'best': 1,\n",
       "                      'between': 2,\n",
       "                      'blame': 2,\n",
       "                      'block': 1,\n",
       "                      'bored': 1,\n",
       "                      'both': 7,\n",
       "                      'bothered': 1,\n",
       "                      'bowed': 2,\n",
       "                      'bright': 1,\n",
       "                      'brightly': 1,\n",
       "                      'brilliantly': 1,\n",
       "                      'brocklehurst': 1,\n",
       "                      'busy': 1,\n",
       "                      'called': 4,\n",
       "                      'carried': 2,\n",
       "                      'catch': 1,\n",
       "                      'caught': 1,\n",
       "                      'chapter': 1,\n",
       "                      'cheerfully': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloud': 1,\n",
       "                      'clutching': 1,\n",
       "                      'collect': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'conjured': 1,\n",
       "                      'copy': 1,\n",
       "                      'cost': 1,\n",
       "                      'could': 5,\n",
       "                      'couple': 1,\n",
       "                      'course': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'cups': 1,\n",
       "                      'curses': 1,\n",
       "                      'dark': 2,\n",
       "                      'deliver': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'disgusted': 1,\n",
       "                      'dodged': 1,\n",
       "                      'doorway': 1,\n",
       "                      'down': 7,\n",
       "                      'drag': 1,\n",
       "                      'dream': 1,\n",
       "                      'dreams': 1,\n",
       "                      'driving': 1,\n",
       "                      'dropped': 2,\n",
       "                      'drove': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dungeons': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'each': 1,\n",
       "                      'either': 3,\n",
       "                      'else': 1,\n",
       "                      'engulfed': 1,\n",
       "                      'enjoying': 1,\n",
       "                      'enter': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'exactly': 1,\n",
       "                      'examined': 1,\n",
       "                      'eyed': 1,\n",
       "                      'eyes': 3,\n",
       "                      'facing': 3,\n",
       "                      'family': 1,\n",
       "                      'fang': 1,\n",
       "                      'fast': 1,\n",
       "                      'favors': 1,\n",
       "                      'feel': 1,\n",
       "                      'feet': 1,\n",
       "                      'find': 3,\n",
       "                      'fingers': 1,\n",
       "                      'followed': 1,\n",
       "                      'following': 1,\n",
       "                      'fond': 1,\n",
       "                      'foot': 1,\n",
       "                      'forget': 1,\n",
       "                      'forward': 1,\n",
       "                      'found': 1,\n",
       "                      'four': 1,\n",
       "                      'friendly': 1,\n",
       "                      'from': 4,\n",
       "                      'front': 3,\n",
       "                      'full': 2,\n",
       "                      'gave': 2,\n",
       "                      'gawking': 1,\n",
       "                      'getting': 1,\n",
       "                      'giving': 1,\n",
       "                      'glared': 2,\n",
       "                      'glaring': 1,\n",
       "                      'glass': 1,\n",
       "                      'glided': 1,\n",
       "                      'good': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'greeted': 1,\n",
       "                      'grew': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'groan': 1,\n",
       "                      'group': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'happen': 2,\n",
       "                      'happened': 2,\n",
       "                      'hard': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 14,\n",
       "                      'hate': 2,\n",
       "                      'have': 1,\n",
       "                      'hear': 1,\n",
       "                      'heard': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hissing': 1,\n",
       "                      'hoisted': 1,\n",
       "                      'holding': 2,\n",
       "                      'homework': 2,\n",
       "                      'hope': 1,\n",
       "                      'horror': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 1,\n",
       "                      'howling': 1,\n",
       "                      'huge': 1,\n",
       "                      'hundreds': 3,\n",
       "                      'hushing': 1,\n",
       "                      'ignored': 1,\n",
       "                      'inside': 4,\n",
       "                      'into': 6,\n",
       "                      'invisible': 1,\n",
       "                      'join': 1,\n",
       "                      'joined': 2,\n",
       "                      'jostled': 1,\n",
       "                      'jump': 2,\n",
       "                      'just': 2,\n",
       "                      'keep': 3,\n",
       "                      'kept': 2,\n",
       "                      'kiss': 1,\n",
       "                      'knew': 2,\n",
       "                      'knock': 1,\n",
       "                      'know': 4,\n",
       "                      'landed': 1,\n",
       "                      'last': 2,\n",
       "                      'leading': 1,\n",
       "                      'leave': 1,\n",
       "                      'leaving': 1,\n",
       "                      'lecturin': 1,\n",
       "                      'leering': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'letting': 1,\n",
       "                      'like': 3,\n",
       "                      'liking': 1,\n",
       "                      'listened': 1,\n",
       "                      'loads': 1,\n",
       "                      'lock': 1,\n",
       "                      'locked': 1,\n",
       "                      'london': 1,\n",
       "                      'look': 5,\n",
       "                      'looked': 2,\n",
       "                      'looking': 4,\n",
       "                      'lucky': 1,\n",
       "                      'luminous': 1,\n",
       "                      'madam': 1,\n",
       "                      'made': 7,\n",
       "                      'magic': 1,\n",
       "                      'make': 4,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'many': 1,\n",
       "                      'matches': 1,\n",
       "                      'miss': 1,\n",
       "                      'mixing': 1,\n",
       "                      'moment': 2,\n",
       "                      'more': 2,\n",
       "                      'most': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'mount': 1,\n",
       "                      'nagging': 1,\n",
       "                      'nearest': 1,\n",
       "                      'nearly': 1,\n",
       "                      'neither': 1,\n",
       "                      'nervous': 1,\n",
       "                      'nervously': 1,\n",
       "                      'never': 2,\n",
       "                      'neville': 1,\n",
       "                      'newt': 1,\n",
       "                      'next': 1,\n",
       "                      'nice': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'noble': 1,\n",
       "                      'none': 4,\n",
       "                      'norbert': 1,\n",
       "                      'nothing': 2,\n",
       "                      'noticed': 1,\n",
       "                      'nuts': 1,\n",
       "                      'offered': 2,\n",
       "                      'only': 2,\n",
       "                      'open': 1,\n",
       "                      'opened': 1,\n",
       "                      'opinion': 1,\n",
       "                      'opposite': 1,\n",
       "                      'ordered': 1,\n",
       "                      'outside': 2,\n",
       "                      'over': 4,\n",
       "                      'overtook': 1,\n",
       "                      'pair': 1,\n",
       "                      'pairs': 1,\n",
       "                      'past': 3,\n",
       "                      'path': 1,\n",
       "                      'peeves': 1,\n",
       "                      'people': 1,\n",
       "                      'percy': 3,\n",
       "                      'photographs': 1,\n",
       "                      'pick': 1,\n",
       "                      'plant': 1,\n",
       "                      'platform': 1,\n",
       "                      'pointed': 1,\n",
       "                      'pointing': 3,\n",
       "                      'powerful': 1,\n",
       "                      'pretending': 1,\n",
       "                      'puffed': 1,\n",
       "                      'pull': 1,\n",
       "                      'pulled': 1,\n",
       "                      'pulling': 1,\n",
       "                      'pushing': 1,\n",
       "                      'rare': 1,\n",
       "                      'reach': 1,\n",
       "                      'reaching': 1,\n",
       "                      'really': 2,\n",
       "                      'reason': 1,\n",
       "                      'reflected': 1,\n",
       "                      'reminded': 1,\n",
       "                      'rest': 1,\n",
       "                      'return': 1,\n",
       "                      'right': 3,\n",
       "                      'rushed': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 4,\n",
       "                      'same': 1,\n",
       "                      'scared': 1,\n",
       "                      'seats': 1,\n",
       "                      'seeing': 1,\n",
       "                      'sent': 1,\n",
       "                      'shadows': 1,\n",
       "                      'shelves': 1,\n",
       "                      'sherry': 1,\n",
       "                      'shop': 1,\n",
       "                      'should': 2,\n",
       "                      'show': 1,\n",
       "                      'showed': 2,\n",
       "                      'showing': 2,\n",
       "                      'side': 1,\n",
       "                      'sight': 1,\n",
       "                      'since': 1,\n",
       "                      'sizing': 1,\n",
       "                      'slammed': 1,\n",
       "                      'smoking': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 3,\n",
       "                      'something': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'soon': 1,\n",
       "                      'sorting': 1,\n",
       "                      'sparkling': 1,\n",
       "                      'speak': 1,\n",
       "                      'spider': 1,\n",
       "                      'spotted': 1,\n",
       "                      'spray': 1,\n",
       "                      'sprinted': 1,\n",
       "                      'squinting': 1,\n",
       "                      'standing': 1,\n",
       "                      'staring': 2,\n",
       "                      'started': 1,\n",
       "                      'stifling': 1,\n",
       "                      'stoat': 1,\n",
       "                      'stood': 1,\n",
       "                      'stop': 1,\n",
       "                      'story': 1,\n",
       "                      'struggling': 1,\n",
       "                      'stupid': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'surrounding': 1,\n",
       "                      'take': 3,\n",
       "                      'taking': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking-to': 1,\n",
       "                      'taste': 1,\n",
       "                      'tell': 4,\n",
       "                      'telling': 2,\n",
       "                      'than': 1,\n",
       "                      'thanked': 1,\n",
       "                      'that': 7,\n",
       "                      'their': 2,\n",
       "                      'them': 2,\n",
       "                      'then': 2,\n",
       "                      'there': 9,\n",
       "                      'they': 14,\n",
       "                      'think': 2,\n",
       "                      'those': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 2,\n",
       "                      'three': 15,\n",
       "                      'threw': 1,\n",
       "                      'throat': 1,\n",
       "                      'through': 5,\n",
       "                      'throwing': 1,\n",
       "                      'ticked': 1,\n",
       "                      'tickled': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 8,\n",
       "                      'took': 2,\n",
       "                      'toppled': 1,\n",
       "                      'toward': 10,\n",
       "                      'trailing': 1,\n",
       "                      'trevor': 1,\n",
       "                      'troll': 2,\n",
       "                      'trouble': 1,\n",
       "                      'trying': 2,\n",
       "                      'turn': 1,\n",
       "                      'uncle': 1,\n",
       "                      'underground': 1,\n",
       "                      'underneath': 3,\n",
       "                      'understand': 1,\n",
       "                      'upon': 1,\n",
       "                      'upper': 1,\n",
       "                      'ushered': 1,\n",
       "                      'very': 4,\n",
       "                      'visiting': 1,\n",
       "                      'voice': 1,\n",
       "                      'waiting': 2,\n",
       "                      'want': 1,\n",
       "                      'warn': 1,\n",
       "                      'warning': 1,\n",
       "                      'watched': 1,\n",
       "                      'watchin': 1,\n",
       "                      'watching': 2,\n",
       "                      'weigh': 1,\n",
       "                      'well': 2,\n",
       "                      'were': 7,\n",
       "                      'werewolves': 1,\n",
       "                      'what': 9,\n",
       "                      'when': 1,\n",
       "                      'while': 2,\n",
       "                      'whistling': 1,\n",
       "                      'wide': 2,\n",
       "                      'with': 3,\n",
       "                      'without': 1,\n",
       "                      'work': 1,\n",
       "                      'worst': 1,\n",
       "                      'would': 2,\n",
       "                      'written': 1,\n",
       "                      'yeah': 1}),\n",
       "             'noticed': Counter({'anythin': 1,\n",
       "                      'anything': 1,\n",
       "                      'before': 1,\n",
       "                      'centaur': 1,\n",
       "                      'even': 1,\n",
       "                      'feathers': 1,\n",
       "                      'first': 2,\n",
       "                      'friends': 1,\n",
       "                      'glance': 1,\n",
       "                      'gripped': 1,\n",
       "                      'grubby': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 9,\n",
       "                      'have': 4,\n",
       "                      'just': 1,\n",
       "                      'large': 2,\n",
       "                      'mirror': 1,\n",
       "                      'must': 1,\n",
       "                      'never': 1,\n",
       "                      'night': 1,\n",
       "                      'once': 1,\n",
       "                      'paper': 1,\n",
       "                      'said': 1,\n",
       "                      'shiny': 1,\n",
       "                      'shouted': 1,\n",
       "                      'something': 1,\n",
       "                      'strange': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'that': 9,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'very': 1,\n",
       "                      'waited': 1}),\n",
       "             'tawny': Counter({'emporium': 1,\n",
       "                      'flutter': 1,\n",
       "                      'large': 1,\n",
       "                      'screech': 1}),\n",
       "             'flutter': Counter({'delighted': 1,\n",
       "                      'hand': 1,\n",
       "                      'past': 1,\n",
       "                      'tawny': 1,\n",
       "                      'toward': 1,\n",
       "                      'watched': 1}),\n",
       "             'past': Counter({'ages': 1,\n",
       "                      'already': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anything': 1,\n",
       "                      'around': 1,\n",
       "                      'back': 1,\n",
       "                      'been': 1,\n",
       "                      'broad': 1,\n",
       "                      'brother': 1,\n",
       "                      'dangerously': 1,\n",
       "                      'desperate': 1,\n",
       "                      'eight': 1,\n",
       "                      'evil': 1,\n",
       "                      'fell': 1,\n",
       "                      'fields': 1,\n",
       "                      'flashed': 1,\n",
       "                      'flick': 1,\n",
       "                      'fluffy': 9,\n",
       "                      'flutter': 1,\n",
       "                      'flying': 1,\n",
       "                      'found': 3,\n",
       "                      'giant': 1,\n",
       "                      'half': 3,\n",
       "                      'harder': 1,\n",
       "                      'harry': 2,\n",
       "                      'head': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hurried': 1,\n",
       "                      'knew': 1,\n",
       "                      'knows': 1,\n",
       "                      'looked': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'missing': 1,\n",
       "                      'mossy': 1,\n",
       "                      'muggle': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'roughly': 1,\n",
       "                      'rushed': 2,\n",
       "                      'shoot': 1,\n",
       "                      'snape': 1,\n",
       "                      'sped': 1,\n",
       "                      'speeding': 1,\n",
       "                      'spell': 1,\n",
       "                      'straight': 2,\n",
       "                      'stranger': 1,\n",
       "                      'swiftly': 1,\n",
       "                      'swoop': 1,\n",
       "                      'telling': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 3,\n",
       "                      'these': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'tree': 1,\n",
       "                      'tried': 2,\n",
       "                      'twelve': 1,\n",
       "                      'twice': 1,\n",
       "                      'uncle': 1,\n",
       "                      'walked': 2,\n",
       "                      'weeks': 1,\n",
       "                      'window': 3,\n",
       "                      'without': 1,\n",
       "                      'yeah': 1}),\n",
       "             'window': Counter({'again': 1,\n",
       "                      'against': 2,\n",
       "                      'ankles': 1,\n",
       "                      'back': 1,\n",
       "                      'becoming': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'blinked': 1,\n",
       "                      'claw': 1,\n",
       "                      'dark': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'dusty': 1,\n",
       "                      'even': 1,\n",
       "                      'feet': 1,\n",
       "                      'first': 1,\n",
       "                      'flew': 1,\n",
       "                      'front': 1,\n",
       "                      'getting': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'half': 1,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'hermione': 1,\n",
       "                      'jerked': 1,\n",
       "                      'kiss': 1,\n",
       "                      'leaned': 1,\n",
       "                      'library': 1,\n",
       "                      'living-room': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'next': 2,\n",
       "                      'office': 1,\n",
       "                      'open': 3,\n",
       "                      'opened': 1,\n",
       "                      'past': 3,\n",
       "                      'peered': 2,\n",
       "                      'pleased': 1,\n",
       "                      'pretending': 1,\n",
       "                      'quickly': 2,\n",
       "                      'room': 1,\n",
       "                      'small': 1,\n",
       "                      'staring': 1,\n",
       "                      'straight': 1,\n",
       "                      'talk': 2,\n",
       "                      'their': 1,\n",
       "                      'three': 1,\n",
       "                      'tinkling': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'while': 1,\n",
       "                      'with': 1}),\n",
       "             'half': Counter({'-harry': 1,\n",
       "                      'about': 1,\n",
       "                      'admiring': 1,\n",
       "                      'afford': 1,\n",
       "                      'after': 1,\n",
       "                      'around': 1,\n",
       "                      'blinded': 1,\n",
       "                      'candy': 1,\n",
       "                      'cross': 1,\n",
       "                      'crying': 1,\n",
       "                      'eight': 1,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'exasperated': 2,\n",
       "                      'expected': 2,\n",
       "                      'fire': 1,\n",
       "                      'furious': 1,\n",
       "                      'half': 2,\n",
       "                      'handle': 1,\n",
       "                      'hidden': 1,\n",
       "                      'hoping': 1,\n",
       "                      'hour': 7,\n",
       "                      'inches': 1,\n",
       "                      'inside': 1,\n",
       "                      'laughing': 2,\n",
       "                      'life': 1,\n",
       "                      'like': 1,\n",
       "                      'lost': 1,\n",
       "                      'mind': 1,\n",
       "                      'mustache': 1,\n",
       "                      'nearly': 1,\n",
       "                      'once': 1,\n",
       "                      'past': 3,\n",
       "                      'posts': 1,\n",
       "                      'sister': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sounding': 1,\n",
       "                      'speak': 1,\n",
       "                      'spent': 1,\n",
       "                      'terrible': 1,\n",
       "                      'terrified': 2,\n",
       "                      'waitin': 1,\n",
       "                      'wand': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 2,\n",
       "                      'where': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1}),\n",
       "             'eight': Counter({'about': 1,\n",
       "                      'chapter': 1,\n",
       "                      'dursley': 1,\n",
       "                      'great': 1,\n",
       "                      'hair': 1,\n",
       "                      'half': 1,\n",
       "                      'more': 1,\n",
       "                      'past': 1,\n",
       "                      'potions': 1,\n",
       "                      'until': 1}),\n",
       "             'briefcase': Counter({'pecked': 1, 'picked': 1}),\n",
       "             'pecked': Counter({'briefcase': 1, 'mrs.': 1}),\n",
       "             'cheek': Counter({'dursley': 1,\n",
       "                      'harry': 1,\n",
       "                      'left': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'percy': 1,\n",
       "                      'potter': 1,\n",
       "                      'tried': 1,\n",
       "                      'your': 1}),\n",
       "             'tried': Counter({'alohomora': 1,\n",
       "                      'along': 1,\n",
       "                      'back': 1,\n",
       "                      'bananas': 1,\n",
       "                      'because': 1,\n",
       "                      'behead': 1,\n",
       "                      'bezoar': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'breathlessly': 1,\n",
       "                      'buildings': 1,\n",
       "                      'calm': 1,\n",
       "                      'catch': 1,\n",
       "                      'cheek': 1,\n",
       "                      'closer': 1,\n",
       "                      'disgust': 1,\n",
       "                      'door': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'edge': 1,\n",
       "                      'empty': 1,\n",
       "                      'everyone': 1,\n",
       "                      'explain': 2,\n",
       "                      'flatten': 1,\n",
       "                      'frighten': 1,\n",
       "                      'frowning': 1,\n",
       "                      'goblin': 1,\n",
       "                      'good': 1,\n",
       "                      'grab': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hard': 1,\n",
       "                      'harder': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 11,\n",
       "                      'have': 1,\n",
       "                      'heavier': 1,\n",
       "                      'help': 1,\n",
       "                      'hermione': 2,\n",
       "                      'high': 1,\n",
       "                      'idea': 1,\n",
       "                      'ignore': 1,\n",
       "                      'jerk': 1,\n",
       "                      'kill': 6,\n",
       "                      'kiss': 1,\n",
       "                      'lift': 1,\n",
       "                      'lock': 1,\n",
       "                      'look': 2,\n",
       "                      'lost': 1,\n",
       "                      'nervously': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'night': 1,\n",
       "                      'normally': 1,\n",
       "                      'obviously': 1,\n",
       "                      'pack': 1,\n",
       "                      'past': 2,\n",
       "                      'percy': 1,\n",
       "                      'pile': 1,\n",
       "                      'pull': 2,\n",
       "                      'remember': 4,\n",
       "                      'retracing': 1,\n",
       "                      'saying': 1,\n",
       "                      'screamed': 1,\n",
       "                      'shouted': 1,\n",
       "                      'shut': 1,\n",
       "                      'side': 1,\n",
       "                      'simple': 1,\n",
       "                      'sleep': 1,\n",
       "                      'snape': 1,\n",
       "                      'snitch': 1,\n",
       "                      'someone': 2,\n",
       "                      'squeeze': 1,\n",
       "                      'start': 1,\n",
       "                      'stop': 1,\n",
       "                      'swearing': 1,\n",
       "                      'table': 2,\n",
       "                      'take': 2,\n",
       "                      'tell': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 3,\n",
       "                      'thing': 1,\n",
       "                      'think': 1,\n",
       "                      'though': 1,\n",
       "                      'throw': 1,\n",
       "                      'tried': 2,\n",
       "                      'turn': 2,\n",
       "                      'understand': 1,\n",
       "                      'wands': 1,\n",
       "                      'wave': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'without': 1,\n",
       "                      'youngest': 1}),\n",
       "             'kiss': Counter({'dudley': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'tried': 1,\n",
       "                      'whiskery': 1,\n",
       "                      'window': 1}),\n",
       "             'good-bye': Counter({'asked': 1,\n",
       "                      'came': 1,\n",
       "                      'common': 1,\n",
       "                      'could': 1,\n",
       "                      'dudley': 1,\n",
       "                      'harry': 1,\n",
       "                      'missed': 1,\n",
       "                      'norbert': 1,\n",
       "                      'said': 2,\n",
       "                      'their': 1,\n",
       "                      'them': 1}),\n",
       "             'missed': Counter({'because': 1,\n",
       "                      'case': 1,\n",
       "                      'course': 1,\n",
       "                      'five': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'hungry': 1,\n",
       "                      'just': 1,\n",
       "                      'last': 1}),\n",
       "             'having': Counter({'about': 2,\n",
       "                      'afternoon': 1,\n",
       "                      'anything': 1,\n",
       "                      'been': 2,\n",
       "                      'cupboard': 1,\n",
       "                      'dudley': 1,\n",
       "                      'furious': 1,\n",
       "                      'good': 1,\n",
       "                      'goyle': 1,\n",
       "                      'head': 1,\n",
       "                      'house': 1,\n",
       "                      'last': 1,\n",
       "                      'much': 1,\n",
       "                      'nightmares': 1,\n",
       "                      'party': 1,\n",
       "                      'proper': 1,\n",
       "                      'proud': 1,\n",
       "                      'room': 1,\n",
       "                      'spell': 1,\n",
       "                      'started': 1,\n",
       "                      'table': 1,\n",
       "                      'tantrum': 1,\n",
       "                      'teddy': 1,\n",
       "                      'than': 2,\n",
       "                      'wear': 1,\n",
       "                      'were': 1,\n",
       "                      'witch': 1}),\n",
       "             'tantrum': Counter({'because': 1,\n",
       "                      'coming': 1,\n",
       "                      'dudley': 2,\n",
       "                      'having': 1,\n",
       "                      'throwing': 1}),\n",
       "             'throwing': Counter({'after': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'back': 1,\n",
       "                      'caution': 1,\n",
       "                      'cereal': 1,\n",
       "                      'chest': 1,\n",
       "                      'dancing': 1,\n",
       "                      'down': 1,\n",
       "                      'firework': 1,\n",
       "                      'golf': 1,\n",
       "                      'harry': 1,\n",
       "                      'importantly': 1,\n",
       "                      'kept': 1,\n",
       "                      'said': 1,\n",
       "                      'started': 1,\n",
       "                      'tantrum': 1,\n",
       "                      'them': 1,\n",
       "                      'themselves': 1,\n",
       "                      'they': 1,\n",
       "                      'wood': 1}),\n",
       "             'cereal': Counter({'throwing': 1, 'walls': 1}),\n",
       "             'walls': Counter({'against': 1,\n",
       "                      'along': 2,\n",
       "                      'around': 2,\n",
       "                      'behind': 1,\n",
       "                      'bouncing': 1,\n",
       "                      'bundles': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'cereal': 1,\n",
       "                      'down': 1,\n",
       "                      'fierce': 1,\n",
       "                      'fireplace': 1,\n",
       "                      'floor': 1,\n",
       "                      'from': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'just': 1,\n",
       "                      'keeping': 1,\n",
       "                      'less': 1,\n",
       "                      'light': 1,\n",
       "                      'lined': 1,\n",
       "                      'little': 1,\n",
       "                      'passageway': 1,\n",
       "                      'sinks': 1,\n",
       "                      'snape': 1,\n",
       "                      'solid': 1,\n",
       "                      'splattered': 1,\n",
       "                      'stone': 1,\n",
       "                      'there': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'wooden': 1}),\n",
       "             'little': Counter({'about': 1,\n",
       "                      'ahem': 1,\n",
       "                      'another': 1,\n",
       "                      'apart': 1,\n",
       "                      'behind': 1,\n",
       "                      'boats': 3,\n",
       "                      'bottle': 1,\n",
       "                      'bronze': 3,\n",
       "                      'broomstick': 1,\n",
       "                      'bundle': 1,\n",
       "                      'bunny': 1,\n",
       "                      'celebrate': 1,\n",
       "                      'change': 1,\n",
       "                      'charm': 1,\n",
       "                      'chat': 3,\n",
       "                      'chuckled': 1,\n",
       "                      'clicked': 1,\n",
       "                      'closer': 1,\n",
       "                      'could': 1,\n",
       "                      'crybabies': 1,\n",
       "                      'dear': 1,\n",
       "                      'drained': 1,\n",
       "                      'drive': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dumpy': 1,\n",
       "                      'edging': 1,\n",
       "                      'even': 1,\n",
       "                      'eyes': 1,\n",
       "                      'faded': 1,\n",
       "                      'fidgeted': 1,\n",
       "                      'five': 1,\n",
       "                      'fleet': 2,\n",
       "                      'flick': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'fluttering': 1,\n",
       "                      'foolish': 1,\n",
       "                      'forgettin': 1,\n",
       "                      'friends': 1,\n",
       "                      'fuller': 1,\n",
       "                      'girl': 1,\n",
       "                      'gold': 1,\n",
       "                      'grubby': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'heads': 2,\n",
       "                      'heaps': 1,\n",
       "                      'heard': 1,\n",
       "                      'himself': 1,\n",
       "                      'hissing': 1,\n",
       "                      'hocus-pocus': 1,\n",
       "                      'hummed': 1,\n",
       "                      'instead': 1,\n",
       "                      'into': 2,\n",
       "                      'joke': 1,\n",
       "                      'just': 2,\n",
       "                      'kill': 1,\n",
       "                      'know': 1,\n",
       "                      'knows': 1,\n",
       "                      'knuts': 1,\n",
       "                      'like': 3,\n",
       "                      'looked': 2,\n",
       "                      'match': 1,\n",
       "                      'mean': 1,\n",
       "                      'mercy': 1,\n",
       "                      'miserable': 1,\n",
       "                      'moan': 1,\n",
       "                      'monk': 1,\n",
       "                      'more': 1,\n",
       "                      'need': 1,\n",
       "                      'neville': 1,\n",
       "                      'nothing': 1,\n",
       "                      'other': 1,\n",
       "                      'package': 2,\n",
       "                      'peevsie': 1,\n",
       "                      'pipe': 1,\n",
       "                      'planets': 1,\n",
       "                      'plastic': 2,\n",
       "                      'pliable': 1,\n",
       "                      'pocket': 1,\n",
       "                      'poor': 1,\n",
       "                      'precious': 1,\n",
       "                      'railway': 1,\n",
       "                      'round': 1,\n",
       "                      'shack': 1,\n",
       "                      'shake': 1,\n",
       "                      'sharp': 1,\n",
       "                      'shops': 1,\n",
       "                      'sign': 1,\n",
       "                      'silent': 1,\n",
       "                      'smiled': 1,\n",
       "                      'speech': 1,\n",
       "                      'tail': 1,\n",
       "                      'take': 1,\n",
       "                      'talking': 1,\n",
       "                      'teeth': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'through': 1,\n",
       "                      'tiny': 1,\n",
       "                      'took': 1,\n",
       "                      'town': 1,\n",
       "                      'tricky': 1,\n",
       "                      'turned': 1,\n",
       "                      'tyke': 2,\n",
       "                      'uncle': 1,\n",
       "                      'walk': 1,\n",
       "                      'walls': 1,\n",
       "                      'wand': 1,\n",
       "                      'were': 1,\n",
       "                      'while': 1,\n",
       "                      'whinging': 1,\n",
       "                      'witch': 1,\n",
       "                      'with': 2,\n",
       "                      'wizard': 1,\n",
       "                      'your': 2}),\n",
       "             'tyke': Counter({'chortled': 1, 'little': 2, 'wants': 1}),\n",
       "             'chortled': Counter({'dursley': 1,\n",
       "                      'harry': 1,\n",
       "                      'they': 1,\n",
       "                      'tyke': 1}),\n",
       "             'left': Counter({'above': 1,\n",
       "                      'ajar': 1,\n",
       "                      'alone': 3,\n",
       "                      'already': 1,\n",
       "                      'anyway': 1,\n",
       "                      'arrived': 1,\n",
       "                      'balls': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'being': 1,\n",
       "                      'best': 1,\n",
       "                      'bill': 1,\n",
       "                      'book': 1,\n",
       "                      'brick': 1,\n",
       "                      'building': 1,\n",
       "                      'cast': 1,\n",
       "                      'castle': 2,\n",
       "                      'chamber': 1,\n",
       "                      'charlie': 1,\n",
       "                      'cheek': 1,\n",
       "                      'clapped': 1,\n",
       "                      'days': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'dungeons': 1,\n",
       "                      'dursley': 1,\n",
       "                      'edge': 1,\n",
       "                      'eeylops': 1,\n",
       "                      'eleven': 1,\n",
       "                      'exploded': 1,\n",
       "                      'faces': 1,\n",
       "                      'family': 1,\n",
       "                      'father': 1,\n",
       "                      'finally': 2,\n",
       "                      'find': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'glared': 1,\n",
       "                      'ground': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 8,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hide': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'house': 1,\n",
       "                      'human': 2,\n",
       "                      'impossible': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'just': 2,\n",
       "                      'killed': 1,\n",
       "                      'knee': 1,\n",
       "                      'know': 1,\n",
       "                      'library': 1,\n",
       "                      'lights': 1,\n",
       "                      'liked': 1,\n",
       "                      'locker': 1,\n",
       "                      'married': 1,\n",
       "                      'mean': 2,\n",
       "                      'middle': 1,\n",
       "                      'minutes': 2,\n",
       "                      'moment': 1,\n",
       "                      'moon': 1,\n",
       "                      'much': 1,\n",
       "                      'ollivanders': 1,\n",
       "                      'only': 3,\n",
       "                      'parcel': 1,\n",
       "                      'passage': 1,\n",
       "                      'passed': 1,\n",
       "                      'path': 1,\n",
       "                      'people': 2,\n",
       "                      'places': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulled': 1,\n",
       "                      'quietly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'remember': 1,\n",
       "                      'right': 3,\n",
       "                      'room': 1,\n",
       "                      'second': 2,\n",
       "                      'seized': 1,\n",
       "                      'shop': 1,\n",
       "                      'side': 1,\n",
       "                      'singing': 2,\n",
       "                      'slightly': 1,\n",
       "                      'smile': 1,\n",
       "                      'smudged': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 1,\n",
       "                      'soon': 1,\n",
       "                      'sorted': 1,\n",
       "                      'spaces': 1,\n",
       "                      'stretching': 1,\n",
       "                      'table': 2,\n",
       "                      'taking': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 10,\n",
       "                      'this': 3,\n",
       "                      'took': 1,\n",
       "                      'train': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 1,\n",
       "                      'under': 1,\n",
       "                      'until': 1,\n",
       "                      'walking': 1,\n",
       "                      'wand': 1,\n",
       "                      'wanted': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 3,\n",
       "                      'which': 1,\n",
       "                      'white': 1,\n",
       "                      'whole': 1,\n",
       "                      'wine': 1,\n",
       "                      'without': 1,\n",
       "                      'yeah': 1}),\n",
       "             'house': Counter({'almost': 1,\n",
       "                      'awarded': 1,\n",
       "                      'becomes': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'blow': 1,\n",
       "                      'broken-down': 1,\n",
       "                      'came': 1,\n",
       "                      'care': 1,\n",
       "                      'caught': 1,\n",
       "                      'championship': 4,\n",
       "                      'common': 1,\n",
       "                      'cool': 1,\n",
       "                      'could': 1,\n",
       "                      'destroyed': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'dursleys': 3,\n",
       "                      'each': 1,\n",
       "                      'edge': 1,\n",
       "                      'even': 1,\n",
       "                      'every': 1,\n",
       "                      'everywhere': 1,\n",
       "                      'fifty': 2,\n",
       "                      'find': 1,\n",
       "                      'first': 1,\n",
       "                      'four': 1,\n",
       "                      'friar': 1,\n",
       "                      'from': 1,\n",
       "                      'getting': 1,\n",
       "                      'gold': 1,\n",
       "                      'great': 1,\n",
       "                      'gryffindor': 7,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'having': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 1,\n",
       "                      'holding': 1,\n",
       "                      'hope': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 3,\n",
       "                      'invented': 1,\n",
       "                      'know': 1,\n",
       "                      'left': 1,\n",
       "                      'lived': 1,\n",
       "                      'lose': 3,\n",
       "                      'malfoy': 1,\n",
       "                      'maybe': 2,\n",
       "                      'mentioned': 1,\n",
       "                      'must': 1,\n",
       "                      'myself': 1,\n",
       "                      'noble': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'outside': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'place': 1,\n",
       "                      'play': 1,\n",
       "                      'player': 1,\n",
       "                      'points': 3,\n",
       "                      'possible': 1,\n",
       "                      'privet': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'recorded': 1,\n",
       "                      'reptile': 3,\n",
       "                      'rest': 1,\n",
       "                      'rolled': 1,\n",
       "                      'round': 1,\n",
       "                      'ruined': 1,\n",
       "                      'ruins': 1,\n",
       "                      'safely': 1,\n",
       "                      'said': 3,\n",
       "                      'screamed': 1,\n",
       "                      'seventh': 1,\n",
       "                      'shock': 1,\n",
       "                      'shouted': 1,\n",
       "                      'sixty': 1,\n",
       "                      'sleep': 1,\n",
       "                      'slytherin': 4,\n",
       "                      'smelled': 1,\n",
       "                      'snake': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'stopped': 1,\n",
       "                      'teams': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 2,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'tied': 1,\n",
       "                      'trousers': 1,\n",
       "                      'understand': 1,\n",
       "                      'visited': 1,\n",
       "                      'vol-': 1,\n",
       "                      'wandering': 1,\n",
       "                      'watching': 2,\n",
       "                      'what': 3,\n",
       "                      'whatever': 1,\n",
       "                      'when': 1,\n",
       "                      'whichever': 1,\n",
       "                      'whole': 1,\n",
       "                      'will': 1,\n",
       "                      'winning': 1,\n",
       "                      'wins': 1,\n",
       "                      'with': 1,\n",
       "                      'wooden': 2,\n",
       "                      'year': 1,\n",
       "                      'youngest': 1,\n",
       "                      'your': 8}),\n",
       "             'backed': Counter({'away': 2,\n",
       "                      'into': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'number': 1,\n",
       "                      'solid': 1}),\n",
       "             'corner': Counter({'ahead': 1,\n",
       "                      'appeared': 1,\n",
       "                      'around': 3,\n",
       "                      'away': 1,\n",
       "                      'been': 1,\n",
       "                      'bleaaargh': 1,\n",
       "                      'blood': 1,\n",
       "                      'compartment': 1,\n",
       "                      'could': 1,\n",
       "                      'drinking': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 1,\n",
       "                      'filch': 1,\n",
       "                      'fire': 1,\n",
       "                      'fluttering': 1,\n",
       "                      'from': 1,\n",
       "                      'houses': 1,\n",
       "                      'into': 2,\n",
       "                      'lurking': 2,\n",
       "                      'neighbor': 1,\n",
       "                      'other': 1,\n",
       "                      'postman': 1,\n",
       "                      'privet': 3,\n",
       "                      'reached': 1,\n",
       "                      'road': 1,\n",
       "                      'room': 2,\n",
       "                      'round': 1,\n",
       "                      'rounded': 1,\n",
       "                      'sitting': 1,\n",
       "                      'standing': 1,\n",
       "                      'stood': 1,\n",
       "                      'stopped': 1,\n",
       "                      'street': 2,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'toilets': 1,\n",
       "                      'tree': 1,\n",
       "                      'turned': 1,\n",
       "                      'unblinkingly': 1,\n",
       "                      'when': 2,\n",
       "                      'would': 1}),\n",
       "             'first': Counter({'-lessons': 1,\n",
       "                      'about': 1,\n",
       "                      'after': 1,\n",
       "                      'airplane': 1,\n",
       "                      'alas': 1,\n",
       "                      'became': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'bicycle': 1,\n",
       "                      'boats': 1,\n",
       "                      'brooms': 1,\n",
       "                      'buying': 1,\n",
       "                      'carriages': 1,\n",
       "                      'championship': 1,\n",
       "                      'chess': 1,\n",
       "                      'class': 4,\n",
       "                      'come': 1,\n",
       "                      'courageous': 1,\n",
       "                      'dead': 1,\n",
       "                      'different': 1,\n",
       "                      'dish': 1,\n",
       "                      'disliked': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'drink': 1,\n",
       "                      'dudley': 1,\n",
       "                      'else': 1,\n",
       "                      'ever-': 1,\n",
       "                      'family': 1,\n",
       "                      'father': 1,\n",
       "                      'finds': 1,\n",
       "                      'finish': 1,\n",
       "                      'floor': 1,\n",
       "                      'flying': 1,\n",
       "                      'foot': 1,\n",
       "                      'found': 1,\n",
       "                      'four': 3,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'give': 1,\n",
       "                      'glancing': 1,\n",
       "                      'grades': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'heart': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 2,\n",
       "                      'innocent': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'juicy': 1,\n",
       "                      'kill': 1,\n",
       "                      'last': 1,\n",
       "                      'least': 1,\n",
       "                      'letter': 2,\n",
       "                      'line': 1,\n",
       "                      'look': 1,\n",
       "                      'made': 1,\n",
       "                      'make': 1,\n",
       "                      'many': 1,\n",
       "                      'match': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'merlin': 1,\n",
       "                      'moment': 1,\n",
       "                      'money': 1,\n",
       "                      'morning': 2,\n",
       "                      'never': 1,\n",
       "                      'night': 1,\n",
       "                      'noise': 1,\n",
       "                      'note': 1,\n",
       "                      'noticed': 2,\n",
       "                      'percy': 1,\n",
       "                      'piece': 1,\n",
       "                      'place': 2,\n",
       "                      'playing': 1,\n",
       "                      'plays': 1,\n",
       "                      'potions': 1,\n",
       "                      'potter': 1,\n",
       "                      'question': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'read': 1,\n",
       "                      'real': 1,\n",
       "                      'really': 1,\n",
       "                      'received': 1,\n",
       "                      'remember': 1,\n",
       "                      'riding': 1,\n",
       "                      'ronald': 1,\n",
       "                      'rule': 1,\n",
       "                      'said': 8,\n",
       "                      'scared-looking': 1,\n",
       "                      'school': 2,\n",
       "                      'september': 2,\n",
       "                      'shock': 1,\n",
       "                      'showed': 1,\n",
       "                      'sight': 1,\n",
       "                      'sign': 1,\n",
       "                      'sleep': 1,\n",
       "                      'slid': 1,\n",
       "                      'some': 1,\n",
       "                      'spell': 1,\n",
       "                      'spoke': 1,\n",
       "                      'stairs': 1,\n",
       "                      'stone': 1,\n",
       "                      'stonewall': 2,\n",
       "                      'stop': 1,\n",
       "                      'study': 1,\n",
       "                      'stupid': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 5,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'thing': 3,\n",
       "                      'this': 2,\n",
       "                      'thought': 2,\n",
       "                      'threatening': 1,\n",
       "                      'time': 15,\n",
       "                      'together': 1,\n",
       "                      'toilet': 1,\n",
       "                      'told': 2,\n",
       "                      'training': 1,\n",
       "                      'trunks': 1,\n",
       "                      'twin': 1,\n",
       "                      'very': 3,\n",
       "                      'victims': 1,\n",
       "                      'voicing': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 2,\n",
       "                      'week': 3,\n",
       "                      'were': 2,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'which': 2,\n",
       "                      'whispered': 1,\n",
       "                      'window': 1,\n",
       "                      'words': 1,\n",
       "                      'years': 19,\n",
       "                      'your': 3,\n",
       "                      'yourselves': 1}),\n",
       "             'sign': Counter({'again': 1,\n",
       "                      'bottom': 1,\n",
       "                      'cats': 1,\n",
       "                      'crowd': 1,\n",
       "                      'first': 1,\n",
       "                      'hanging': 1,\n",
       "                      'have': 1,\n",
       "                      'headlight': 1,\n",
       "                      'held': 1,\n",
       "                      'hoping': 1,\n",
       "                      'little': 1,\n",
       "                      'looking': 1,\n",
       "                      'next': 1,\n",
       "                      'overhead': 1,\n",
       "                      'people': 1,\n",
       "                      'pointing': 1,\n",
       "                      'reading': 1,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'showed': 1,\n",
       "                      'showing': 1,\n",
       "                      'sleepiness': 1,\n",
       "                      'snitch': 2,\n",
       "                      'some': 2,\n",
       "                      'something': 1,\n",
       "                      'tail': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 1,\n",
       "                      'visible': 1,\n",
       "                      'wanting': 1,\n",
       "                      'with': 1}),\n",
       "             'something': Counter({'a-creeping': 1,\n",
       "                      'about': 8,\n",
       "                      'ahead': 2,\n",
       "                      'alive': 1,\n",
       "                      'bacon': 1,\n",
       "                      'been': 2,\n",
       "                      'behind': 1,\n",
       "                      'better': 1,\n",
       "                      'bright': 1,\n",
       "                      'came': 2,\n",
       "                      'cleared': 1,\n",
       "                      'collecting': 1,\n",
       "                      'coughed': 1,\n",
       "                      'could': 4,\n",
       "                      'cracks': 1,\n",
       "                      'creak': 1,\n",
       "                      'defend': 1,\n",
       "                      'definitely': 1,\n",
       "                      'desperate': 1,\n",
       "                      'doing': 2,\n",
       "                      'done': 1,\n",
       "                      'doormat': 1,\n",
       "                      'down': 1,\n",
       "                      'dragon': 1,\n",
       "                      'drink': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'eating': 1,\n",
       "                      'else': 8,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'expected': 1,\n",
       "                      'facing': 1,\n",
       "                      'famous': 1,\n",
       "                      'father': 2,\n",
       "                      'felt': 1,\n",
       "                      'field': 1,\n",
       "                      'fluid': 1,\n",
       "                      'forgotten': 4,\n",
       "                      'found': 2,\n",
       "                      'galloping': 1,\n",
       "                      'goggle': 1,\n",
       "                      'going': 1,\n",
       "                      'gold': 2,\n",
       "                      'good': 1,\n",
       "                      'grass': 1,\n",
       "                      'grin': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guarding': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'handkerchief': 1,\n",
       "                      'happen': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 7,\n",
       "                      'have': 2,\n",
       "                      'hear': 1,\n",
       "                      'heard': 3,\n",
       "                      'heavy': 1,\n",
       "                      'held': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hiding': 1,\n",
       "                      'himself': 1,\n",
       "                      'huge': 1,\n",
       "                      'idea': 1,\n",
       "                      'imagining': 1,\n",
       "                      'important': 3,\n",
       "                      'inside': 1,\n",
       "                      'into': 2,\n",
       "                      'jinxing': 1,\n",
       "                      'jumped': 1,\n",
       "                      'knock': 1,\n",
       "                      'know': 3,\n",
       "                      'landed': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 5,\n",
       "                      'lines': 1,\n",
       "                      'listened': 1,\n",
       "                      'lived': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'lost': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'marked': 1,\n",
       "                      'maybe': 1,\n",
       "                      'might': 1,\n",
       "                      'mind': 1,\n",
       "                      'monday': 1,\n",
       "                      'more': 1,\n",
       "                      'moving': 2,\n",
       "                      'mumbling': 1,\n",
       "                      'must': 1,\n",
       "                      'muttered': 1,\n",
       "                      'need': 1,\n",
       "                      'nerves': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'note': 1,\n",
       "                      'notice': 1,\n",
       "                      'noticed': 1,\n",
       "                      'objects': 1,\n",
       "                      'obviously': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'places': 1,\n",
       "                      'please': 1,\n",
       "                      'poor': 1,\n",
       "                      'power': 1,\n",
       "                      'proud': 1,\n",
       "                      'pure': 1,\n",
       "                      'rattled': 1,\n",
       "                      'really': 2,\n",
       "                      'remembered': 1,\n",
       "                      'ronan': 1,\n",
       "                      'said': 4,\n",
       "                      'saints': 1,\n",
       "                      'saying': 3,\n",
       "                      'scarlet': 1,\n",
       "                      'seem': 1,\n",
       "                      'seemed': 1,\n",
       "                      'sent': 1,\n",
       "                      'shooting': 1,\n",
       "                      'should': 1,\n",
       "                      'shouted': 1,\n",
       "                      'sign': 1,\n",
       "                      'slain': 1,\n",
       "                      'slithering': 1,\n",
       "                      'smell': 1,\n",
       "                      'snape': 2,\n",
       "                      'snapped': 1,\n",
       "                      'snatching': 1,\n",
       "                      'soft': 1,\n",
       "                      'sort': 1,\n",
       "                      'squashy': 2,\n",
       "                      'started': 1,\n",
       "                      'steal': 1,\n",
       "                      'stood': 1,\n",
       "                      'strange': 1,\n",
       "                      'teach': 1,\n",
       "                      'tell': 2,\n",
       "                      'that': 14,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 5,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 2,\n",
       "                      'time': 2,\n",
       "                      'today': 1,\n",
       "                      'trodden': 1,\n",
       "                      'turning': 1,\n",
       "                      'unfortunately': 1,\n",
       "                      'unwrapped': 1,\n",
       "                      'useful': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 2,\n",
       "                      'waiting': 1,\n",
       "                      'wake': 1,\n",
       "                      'wanted': 3,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'whispered': 2,\n",
       "                      'white': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 5,\n",
       "                      'works': 1,\n",
       "                      'world': 1,\n",
       "                      'wrong': 1,\n",
       "                      'yelled': 1,\n",
       "                      'your': 1}),\n",
       "             'peculiar': Counter({'feeling': 1,\n",
       "                      'full': 1,\n",
       "                      'large': 1,\n",
       "                      'most': 1,\n",
       "                      'reading': 1,\n",
       "                      'something': 1,\n",
       "                      'symbols': 1,\n",
       "                      'very': 1}),\n",
       "             'reading': Counter({'background': 1,\n",
       "                      'interesting': 1,\n",
       "                      'late': 1,\n",
       "                      'light': 2,\n",
       "                      'mirror': 1,\n",
       "                      'modern': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'second': 1,\n",
       "                      'sign': 1}),\n",
       "             'second': Counter({'again': 1,\n",
       "                      'around': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 2,\n",
       "                      'bedroom': 1,\n",
       "                      'blankets': 1,\n",
       "                      'blocked': 1,\n",
       "                      'bludger': 1,\n",
       "                      'centaur': 1,\n",
       "                      'chance': 1,\n",
       "                      'cousin': 1,\n",
       "                      'different': 1,\n",
       "                      'door': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dursley': 1,\n",
       "                      'every': 1,\n",
       "                      'exactly': 1,\n",
       "                      'facing': 1,\n",
       "                      'fourth': 1,\n",
       "                      'from': 1,\n",
       "                      'gathering': 1,\n",
       "                      'give': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 3,\n",
       "                      'held': 1,\n",
       "                      'into': 2,\n",
       "                      'later': 5,\n",
       "                      'leapt': 1,\n",
       "                      'left': 2,\n",
       "                      'life': 1,\n",
       "                      'like': 2,\n",
       "                      'looking': 1,\n",
       "                      'mean': 1,\n",
       "                      'mention': 1,\n",
       "                      'miss': 1,\n",
       "                      'next': 6,\n",
       "                      'nicolas': 1,\n",
       "                      'nothing': 1,\n",
       "                      'only': 1,\n",
       "                      'pair': 1,\n",
       "                      'piece': 1,\n",
       "                      'piers': 1,\n",
       "                      'place': 1,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reading': 1,\n",
       "                      'right': 1,\n",
       "                      'room': 1,\n",
       "                      'side': 1,\n",
       "                      'split': 1,\n",
       "                      'table': 2,\n",
       "                      'tearing': 1,\n",
       "                      'television': 1,\n",
       "                      'there': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'troll': 1,\n",
       "                      'unfolded': 1,\n",
       "                      'vanish': 1,\n",
       "                      'very': 1,\n",
       "                      'wait': 1,\n",
       "                      'week': 1,\n",
       "                      'well': 2,\n",
       "                      'while': 1,\n",
       "                      'wider': 1,\n",
       "                      'witch': 1,\n",
       "                      'year': 1,\n",
       "                      'yours': 1}),\n",
       "             'realize': Counter({'being': 1,\n",
       "                      'crazy': 1,\n",
       "                      'dota': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 1,\n",
       "                      'harry': 1,\n",
       "                      'love': 1,\n",
       "                      'mule': 1,\n",
       "                      'need': 1,\n",
       "                      'risky': 1,\n",
       "                      'said': 1,\n",
       "                      'seem': 2,\n",
       "                      'snape': 1,\n",
       "                      'that': 4,\n",
       "                      'this': 1,\n",
       "                      'what': 1}),\n",
       "             'then': Counter({'able': 1,\n",
       "                      'abnormal': 1,\n",
       "                      'about': 1,\n",
       "                      'afraid': 1,\n",
       "                      'another': 2,\n",
       "                      'anyway': 1,\n",
       "                      'back': 2,\n",
       "                      'barks': 1,\n",
       "                      'barrier': 1,\n",
       "                      'beaming': 1,\n",
       "                      'became': 2,\n",
       "                      'because': 1,\n",
       "                      'before': 2,\n",
       "                      'better': 1,\n",
       "                      'blankets': 1,\n",
       "                      'blistering': 1,\n",
       "                      'books': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'breath': 1,\n",
       "                      'breaths': 1,\n",
       "                      'cage': 1,\n",
       "                      'came': 3,\n",
       "                      'card': 1,\n",
       "                      'care': 1,\n",
       "                      'catch': 1,\n",
       "                      'changed': 1,\n",
       "                      'choked': 1,\n",
       "                      'clambered': 1,\n",
       "                      'clean': 1,\n",
       "                      'clever': 1,\n",
       "                      'cloak': 1,\n",
       "                      'cold': 1,\n",
       "                      'come': 2,\n",
       "                      'corridor': 1,\n",
       "                      'could': 2,\n",
       "                      'course': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'does': 1,\n",
       "                      'done': 1,\n",
       "                      'doom': 1,\n",
       "                      'doorbell': 1,\n",
       "                      'down': 2,\n",
       "                      'dragon': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dudley': 1,\n",
       "                      'during': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'eating': 1,\n",
       "                      'empty': 1,\n",
       "                      'entrance': 1,\n",
       "                      'even': 1,\n",
       "                      'evening': 1,\n",
       "                      'every': 4,\n",
       "                      'everybody': 1,\n",
       "                      'expelled': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fear': 1,\n",
       "                      'feet': 1,\n",
       "                      'fell': 3,\n",
       "                      'feverishly': 1,\n",
       "                      'find': 1,\n",
       "                      'finger': 1,\n",
       "                      'fingertips': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 1,\n",
       "                      'flew': 1,\n",
       "                      'flint': 1,\n",
       "                      'fluttered': 1,\n",
       "                      'forced': 1,\n",
       "                      'forward': 1,\n",
       "                      'from': 1,\n",
       "                      'full': 1,\n",
       "                      'furiously': 1,\n",
       "                      'gets': 1,\n",
       "                      'glared': 1,\n",
       "                      'going': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hall': 1,\n",
       "                      'handed': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 9,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'heads': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hesitated': 2,\n",
       "                      'high': 1,\n",
       "                      'hold': 1,\n",
       "                      'hooch': 1,\n",
       "                      'hope': 1,\n",
       "                      'hour': 1,\n",
       "                      'hurt': 2,\n",
       "                      'hush': 1,\n",
       "                      'into': 1,\n",
       "                      'jerked': 1,\n",
       "                      'joining': 1,\n",
       "                      'jump': 1,\n",
       "                      'just': 2,\n",
       "                      'kick': 1,\n",
       "                      'kill': 1,\n",
       "                      'killed': 1,\n",
       "                      'killin': 1,\n",
       "                      'kiss': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knees': 1,\n",
       "                      'know': 2,\n",
       "                      'lamp': 1,\n",
       "                      'last': 1,\n",
       "                      'later': 2,\n",
       "                      'left': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 4,\n",
       "                      'made': 1,\n",
       "                      'magic': 1,\n",
       "                      'mail': 1,\n",
       "                      'making': 1,\n",
       "                      'malade': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'millicent': 1,\n",
       "                      'mind': 1,\n",
       "                      'moments': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'mouth': 1,\n",
       "                      'nerve': 1,\n",
       "                      'next': 1,\n",
       "                      'night': 1,\n",
       "                      'noise': 1,\n",
       "                      'none': 1,\n",
       "                      'noticed': 2,\n",
       "                      'nuts': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'order': 1,\n",
       "                      'ordered': 1,\n",
       "                      'other': 2,\n",
       "                      'ourselves': 1,\n",
       "                      'paced': 1,\n",
       "                      'pain': 1,\n",
       "                      'pair': 1,\n",
       "                      'parents': 1,\n",
       "                      'parkinson': 1,\n",
       "                      'patil': 1,\n",
       "                      'pause': 2,\n",
       "                      'peered': 1,\n",
       "                      'pelted': 1,\n",
       "                      'perks': 1,\n",
       "                      'please': 1,\n",
       "                      'posts': 1,\n",
       "                      'potter': 1,\n",
       "                      'punishing': 1,\n",
       "                      'quite': 1,\n",
       "                      'quivered': 1,\n",
       "                      'raised': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'realized': 2,\n",
       "                      'rebellions': 1,\n",
       "                      'relief': 1,\n",
       "                      'remember': 1,\n",
       "                      'remembered': 1,\n",
       "                      'right': 4,\n",
       "                      'rise': 1,\n",
       "                      'rounded': 1,\n",
       "                      'rushed': 1,\n",
       "                      'said': 13,\n",
       "                      'sally-anne': 1,\n",
       "                      'sank': 1,\n",
       "                      'school': 1,\n",
       "                      'seamus': 1,\n",
       "                      'seconds': 1,\n",
       "                      'seen': 1,\n",
       "                      'shadows': 1,\n",
       "                      'shape': 1,\n",
       "                      'shiny': 1,\n",
       "                      'shot': 1,\n",
       "                      'shouted': 2,\n",
       "                      'showed': 1,\n",
       "                      'shut': 1,\n",
       "                      'sick': 1,\n",
       "                      'sighed': 1,\n",
       "                      'sight': 1,\n",
       "                      'silence': 1,\n",
       "                      'since': 2,\n",
       "                      'slouched': 1,\n",
       "                      'slumped': 1,\n",
       "                      'small': 1,\n",
       "                      'smash': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 2,\n",
       "                      'sound': 1,\n",
       "                      'sped': 1,\n",
       "                      'speed': 1,\n",
       "                      'spinach': 1,\n",
       "                      'spot': 1,\n",
       "                      'staircase': 1,\n",
       "                      'stared': 2,\n",
       "                      'start': 1,\n",
       "                      'started': 1,\n",
       "                      'stone': 1,\n",
       "                      'stood': 1,\n",
       "                      'storm': 1,\n",
       "                      'story': 1,\n",
       "                      'struck': 1,\n",
       "                      'sudden': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'summer': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'tables': 1,\n",
       "                      'telescope': 1,\n",
       "                      'television': 1,\n",
       "                      'that': 4,\n",
       "                      'them': 2,\n",
       "                      'there': 4,\n",
       "                      'they': 5,\n",
       "                      'thirty-seven': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 3,\n",
       "                      'tied': 1,\n",
       "                      'tight-lipped': 1,\n",
       "                      'time-out': 1,\n",
       "                      'times': 1,\n",
       "                      'told': 2,\n",
       "                      'tomorrow': 1,\n",
       "                      'took': 1,\n",
       "                      'tower': 1,\n",
       "                      'training': 1,\n",
       "                      'trouble': 1,\n",
       "                      'truthful': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 2,\n",
       "                      'turning': 1,\n",
       "                      'twitched': 1,\n",
       "                      'uncle': 2,\n",
       "                      'underneath': 1,\n",
       "                      'upward': 1,\n",
       "                      'vaults': 1,\n",
       "                      'voice': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wake': 1,\n",
       "                      'walked': 2,\n",
       "                      'warned': 1,\n",
       "                      'watch': 1,\n",
       "                      'went': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whole': 1,\n",
       "                      'wishing': 1,\n",
       "                      'without': 1,\n",
       "                      'wizardry': 1,\n",
       "                      'wrist': 1,\n",
       "                      'yeah': 1,\n",
       "                      'years': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'young': 1,\n",
       "                      'your': 1}),\n",
       "             'jerked': Counter({'asleep': 1,\n",
       "                      'awake': 1,\n",
       "                      'dudley': 1,\n",
       "                      'head': 5,\n",
       "                      'mcgonagall': 1,\n",
       "                      'news': 1,\n",
       "                      'open': 1,\n",
       "                      'sharply': 1,\n",
       "                      'snake': 1,\n",
       "                      'sofa': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'take': 1,\n",
       "                      'then': 1,\n",
       "                      'uncle': 1,\n",
       "                      'when': 1,\n",
       "                      'window': 1}),\n",
       "             'head': Counter({'about': 1,\n",
       "                      'above': 2,\n",
       "                      'across': 1,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'back': 7,\n",
       "                      'bald': 1,\n",
       "                      'began': 1,\n",
       "                      'bill': 1,\n",
       "                      'bludger': 1,\n",
       "                      'bowed': 2,\n",
       "                      'brought': 1,\n",
       "                      'building': 1,\n",
       "                      'buzzing': 1,\n",
       "                      'charlie': 1,\n",
       "                      'crack': 1,\n",
       "                      'crisis': 1,\n",
       "                      'crying': 1,\n",
       "                      \"d'yeh\": 1,\n",
       "                      'deafening': 1,\n",
       "                      'down': 3,\n",
       "                      'dragon': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'every': 1,\n",
       "                      'explain': 1,\n",
       "                      'famous': 1,\n",
       "                      'fell': 1,\n",
       "                      'felt': 1,\n",
       "                      'firenze': 1,\n",
       "                      'flipped': 1,\n",
       "                      'floor': 1,\n",
       "                      'folk': 1,\n",
       "                      'game': 1,\n",
       "                      'girl': 1,\n",
       "                      'glad': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'hand': 1,\n",
       "                      'harry': 8,\n",
       "                      'have': 1,\n",
       "                      'having': 1,\n",
       "                      'helmeted': 1,\n",
       "                      'herself': 1,\n",
       "                      'himself': 1,\n",
       "                      'holding': 1,\n",
       "                      'hour': 1,\n",
       "                      'hung': 1,\n",
       "                      'hurt': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'jerked': 5,\n",
       "                      'just': 2,\n",
       "                      'keep': 1,\n",
       "                      'keeping': 1,\n",
       "                      'knew': 1,\n",
       "                      'knocking': 1,\n",
       "                      'know': 1,\n",
       "                      'lessened': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 3,\n",
       "                      'lose': 1,\n",
       "                      'lowered': 1,\n",
       "                      'lump': 1,\n",
       "                      'made': 2,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'measured': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'older': 1,\n",
       "                      'only': 1,\n",
       "                      'open': 1,\n",
       "                      'over': 9,\n",
       "                      'owner': 1,\n",
       "                      'pain': 1,\n",
       "                      'past': 1,\n",
       "                      'perched': 1,\n",
       "                      'pierced': 1,\n",
       "                      'poked': 1,\n",
       "                      'pound': 1,\n",
       "                      'professor': 1,\n",
       "                      'pull': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'raised': 2,\n",
       "                      'reflection': 1,\n",
       "                      'rested': 1,\n",
       "                      'round': 2,\n",
       "                      'said': 1,\n",
       "                      'scar': 1,\n",
       "                      'scratching': 2,\n",
       "                      'shaggy': 1,\n",
       "                      'shaking': 1,\n",
       "                      'sharp': 1,\n",
       "                      'shook': 9,\n",
       "                      'shorter': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'smaller': 1,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sorting': 1,\n",
       "                      'stared': 1,\n",
       "                      'start': 1,\n",
       "                      'sticking': 1,\n",
       "                      'still': 1,\n",
       "                      'strode': 1,\n",
       "                      'stuck': 1,\n",
       "                      'suspended': 1,\n",
       "                      'swimming': 1,\n",
       "                      'swung': 1,\n",
       "                      'that': 3,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 3,\n",
       "                      'thick': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'through': 2,\n",
       "                      'torn': 1,\n",
       "                      'touched': 1,\n",
       "                      'toward': 1,\n",
       "                      'troll': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 1,\n",
       "                      'under': 1,\n",
       "                      'understood': 1,\n",
       "                      'until': 1,\n",
       "                      'violently': 1,\n",
       "                      'want': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'which': 3,\n",
       "                      'whole': 1,\n",
       "                      'wingardium': 1,\n",
       "                      'with': 4,\n",
       "                      'your': 4}),\n",
       "             'around': Counter({'a-creeping': 1,\n",
       "                      'about': 1,\n",
       "                      'again': 1,\n",
       "                      'alone': 1,\n",
       "                      'ankles': 2,\n",
       "                      'another': 1,\n",
       "                      'anxiously': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anyway': 1,\n",
       "                      'arms': 4,\n",
       "                      'asking': 1,\n",
       "                      'beating': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'blew': 1,\n",
       "                      'blinking': 1,\n",
       "                      'board': 1,\n",
       "                      'bouncing': 1,\n",
       "                      'bush': 1,\n",
       "                      'business': 1,\n",
       "                      'came': 1,\n",
       "                      'carefully': 1,\n",
       "                      'carried': 1,\n",
       "                      'carved': 1,\n",
       "                      'chamber': 1,\n",
       "                      'chest': 1,\n",
       "                      'class': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cloak': 2,\n",
       "                      'come': 2,\n",
       "                      'corner': 3,\n",
       "                      'countryside': 1,\n",
       "                      'cracks': 1,\n",
       "                      'creeping': 1,\n",
       "                      'crowded': 1,\n",
       "                      'curled': 1,\n",
       "                      'curling': 1,\n",
       "                      'dark': 1,\n",
       "                      'darted': 1,\n",
       "                      'dive': 1,\n",
       "                      'doorpost': 1,\n",
       "                      'dragon': 1,\n",
       "                      'drove': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'dursley': 1,\n",
       "                      'echoed': 1,\n",
       "                      'edge': 1,\n",
       "                      'erised': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'eyes': 3,\n",
       "                      'fell': 1,\n",
       "                      'felt': 1,\n",
       "                      'field': 1,\n",
       "                      'flint': 1,\n",
       "                      'flitting': 1,\n",
       "                      'flying': 1,\n",
       "                      'frame': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gathered': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'grounds': 1,\n",
       "                      'half': 1,\n",
       "                      'hands': 1,\n",
       "                      'hang': 3,\n",
       "                      'hanging': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 8,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'heart': 1,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hooch': 1,\n",
       "                      'hoops': 1,\n",
       "                      'hope': 1,\n",
       "                      'hoping': 1,\n",
       "                      'however': 1,\n",
       "                      'huge': 1,\n",
       "                      'hung': 2,\n",
       "                      'jars': 1,\n",
       "                      'kick': 1,\n",
       "                      'know': 1,\n",
       "                      'leaves': 1,\n",
       "                      'like': 4,\n",
       "                      'living': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 7,\n",
       "                      'looking': 4,\n",
       "                      'lumbered': 1,\n",
       "                      'markings': 2,\n",
       "                      'mess': 1,\n",
       "                      'messing': 2,\n",
       "                      'middle': 2,\n",
       "                      'midnight': 1,\n",
       "                      'mirror': 1,\n",
       "                      'mountains': 1,\n",
       "                      'move': 1,\n",
       "                      'moving': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'nearly': 1,\n",
       "                      'neck': 3,\n",
       "                      'next': 1,\n",
       "                      'night': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 1,\n",
       "                      'other': 1,\n",
       "                      'pain': 1,\n",
       "                      'paraded': 1,\n",
       "                      'past': 1,\n",
       "                      'peering': 1,\n",
       "                      'people': 3,\n",
       "                      'poking': 2,\n",
       "                      'pulled': 1,\n",
       "                      'quickly': 2,\n",
       "                      'quidditch': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 1,\n",
       "                      'realized': 1,\n",
       "                      'right': 1,\n",
       "                      'rocket': 1,\n",
       "                      'rolling': 1,\n",
       "                      'ronald': 1,\n",
       "                      'room': 2,\n",
       "                      'ropes': 1,\n",
       "                      'rummaged': 1,\n",
       "                      'running': 2,\n",
       "                      'said': 2,\n",
       "                      'school': 5,\n",
       "                      'scurrying': 1,\n",
       "                      'seat': 1,\n",
       "                      'second': 1,\n",
       "                      'shelves': 1,\n",
       "                      'shook': 1,\n",
       "                      'shoulders': 2,\n",
       "                      'shrieked': 1,\n",
       "                      'silence': 1,\n",
       "                      'since': 1,\n",
       "                      'slinking': 1,\n",
       "                      'smiling': 1,\n",
       "                      'sneaking': 1,\n",
       "                      'sniff': 1,\n",
       "                      'snitch': 1,\n",
       "                      'sooner': 1,\n",
       "                      'spying': 1,\n",
       "                      'staggerin': 1,\n",
       "                      'standing': 2,\n",
       "                      'stands': 2,\n",
       "                      'stared': 2,\n",
       "                      'staring': 1,\n",
       "                      'stood': 1,\n",
       "                      'stumped': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'swarmin': 1,\n",
       "                      'sweet': 1,\n",
       "                      'swept': 1,\n",
       "                      'swooping': 1,\n",
       "                      'swung': 1,\n",
       "                      'tapping': 1,\n",
       "                      'tendrils': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 5,\n",
       "                      'they': 3,\n",
       "                      'thinking': 1,\n",
       "                      'thrashing': 1,\n",
       "                      'three': 1,\n",
       "                      'tight': 1,\n",
       "                      'tightly': 1,\n",
       "                      'time': 1,\n",
       "                      'traveled': 1,\n",
       "                      'troll': 1,\n",
       "                      'trolley': 1,\n",
       "                      'trunk': 1,\n",
       "                      'trying': 1,\n",
       "                      'tumbling': 1,\n",
       "                      'turban': 1,\n",
       "                      'turned': 1,\n",
       "                      'twice': 1,\n",
       "                      'twisted': 1,\n",
       "                      'uncle': 1,\n",
       "                      'under': 1,\n",
       "                      'underneath': 1,\n",
       "                      'unseen': 1,\n",
       "                      'vernon': 1,\n",
       "                      'waist': 2,\n",
       "                      'walk': 1,\n",
       "                      'walked': 1,\n",
       "                      'walking': 2,\n",
       "                      'walls': 2,\n",
       "                      'wander': 1,\n",
       "                      'wandering': 7,\n",
       "                      'want': 1,\n",
       "                      'waved': 1,\n",
       "                      'week': 1,\n",
       "                      'what': 1,\n",
       "                      'wheeling': 2,\n",
       "                      'whirled': 1,\n",
       "                      'whisked': 1,\n",
       "                      'wildly': 1,\n",
       "                      'with': 4,\n",
       "                      'wore': 1,\n",
       "                      'world': 1,\n",
       "                      'wound': 1,\n",
       "                      'yelled': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'zoom': 1,\n",
       "                      'zoomed': 1,\n",
       "                      'zooming': 1}),\n",
       "             'look': Counter({'-they': 1,\n",
       "                      'about': 1,\n",
       "                      'address': 1,\n",
       "                      'after': 3,\n",
       "                      'again': 2,\n",
       "                      'amazement': 1,\n",
       "                      'ancient': 1,\n",
       "                      'angry': 1,\n",
       "                      'another': 1,\n",
       "                      'anything': 1,\n",
       "                      'around': 1,\n",
       "                      'askin': 1,\n",
       "                      'back': 2,\n",
       "                      'before': 1,\n",
       "                      'belonged': 1,\n",
       "                      'better': 1,\n",
       "                      'bewitched': 1,\n",
       "                      'bless': 1,\n",
       "                      'board': 1,\n",
       "                      'both': 1,\n",
       "                      'broomsticks': 2,\n",
       "                      'burst': 1,\n",
       "                      'carefully': 1,\n",
       "                      'catching': 1,\n",
       "                      'christmas': 1,\n",
       "                      'closer': 2,\n",
       "                      'come': 1,\n",
       "                      'comets': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 2,\n",
       "                      'daring': 1,\n",
       "                      'desperate': 1,\n",
       "                      'different': 1,\n",
       "                      'dirty': 1,\n",
       "                      'does': 2,\n",
       "                      'doubled': 1,\n",
       "                      'down': 3,\n",
       "                      'dragons': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'enough': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'face': 3,\n",
       "                      'feeling': 1,\n",
       "                      'first': 1,\n",
       "                      'flashy': 1,\n",
       "                      'forest': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'fortunately': 1,\n",
       "                      'forward': 2,\n",
       "                      'full': 1,\n",
       "                      'fungi': 1,\n",
       "                      'funny': 1,\n",
       "                      'furious': 1,\n",
       "                      'giant': 1,\n",
       "                      'ginny': 1,\n",
       "                      'give': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 3,\n",
       "                      'grabbed': 1,\n",
       "                      'gray': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'harry': 8,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 3,\n",
       "                      'hidden': 1,\n",
       "                      'himself': 1,\n",
       "                      'hold': 1,\n",
       "                      'horror': 1,\n",
       "                      'hurried': 1,\n",
       "                      'hurry': 1,\n",
       "                      'image': 1,\n",
       "                      'interesting': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'keys': 2,\n",
       "                      'knows': 1,\n",
       "                      'last': 1,\n",
       "                      'laugh': 1,\n",
       "                      'lifted': 1,\n",
       "                      'like': 4,\n",
       "                      'look': 4,\n",
       "                      'lying': 1,\n",
       "                      'made': 1,\n",
       "                      'make': 2,\n",
       "                      'malfoy': 2,\n",
       "                      'mean': 1,\n",
       "                      'mirror': 4,\n",
       "                      'moment': 1,\n",
       "                      'mood': 1,\n",
       "                      'more': 1,\n",
       "                      'muggles': 1,\n",
       "                      'murmured': 1,\n",
       "                      'must': 2,\n",
       "                      'neville': 3,\n",
       "                      'next': 2,\n",
       "                      'older': 1,\n",
       "                      'only': 1,\n",
       "                      'paper': 1,\n",
       "                      'parvati': 1,\n",
       "                      'perfect': 1,\n",
       "                      'photographs': 1,\n",
       "                      'piercing': 2,\n",
       "                      'pleased': 2,\n",
       "                      'pockets': 1,\n",
       "                      'potter': 1,\n",
       "                      'properly': 1,\n",
       "                      'quiet': 1,\n",
       "                      'read': 2,\n",
       "                      'repeated': 1,\n",
       "                      'resting': 1,\n",
       "                      'restricted': 1,\n",
       "                      'rummaged': 1,\n",
       "                      'said': 6,\n",
       "                      'school': 1,\n",
       "                      'seen': 1,\n",
       "                      'severus': 1,\n",
       "                      'sharp': 1,\n",
       "                      'show': 1,\n",
       "                      'sick': 2,\n",
       "                      'sideways': 1,\n",
       "                      'sight': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snape': 5,\n",
       "                      'something': 1,\n",
       "                      'sparks': 1,\n",
       "                      'squealed': 1,\n",
       "                      'standing': 1,\n",
       "                      'stern': 1,\n",
       "                      'still': 1,\n",
       "                      'stunned': 1,\n",
       "                      'teacher': 1,\n",
       "                      'teachers': 1,\n",
       "                      'terrible': 1,\n",
       "                      'terrified': 1,\n",
       "                      'that': 4,\n",
       "                      'them': 5,\n",
       "                      'there': 3,\n",
       "                      'these': 1,\n",
       "                      'they': 2,\n",
       "                      'thinner': 1,\n",
       "                      'this': 3,\n",
       "                      'though': 2,\n",
       "                      'thought': 1,\n",
       "                      'tibbles': 1,\n",
       "                      'tiptoe': 1,\n",
       "                      'told': 1,\n",
       "                      'took': 2,\n",
       "                      'trapped': 1,\n",
       "                      'tried': 2,\n",
       "                      'troll': 1,\n",
       "                      'trying': 1,\n",
       "                      'turned': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 3,\n",
       "                      'voice': 1,\n",
       "                      'want': 1,\n",
       "                      'wanting': 1,\n",
       "                      'well': 2,\n",
       "                      'what': 4,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'white': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'would': 2,\n",
       "                      'yell': 1,\n",
       "                      'yourself': 1}),\n",
       "             'again': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 4,\n",
       "                      'alive': 1,\n",
       "                      'almost': 1,\n",
       "                      'always': 1,\n",
       "                      'anyway': 1,\n",
       "                      'around': 1,\n",
       "                      'asleep': 1,\n",
       "                      'back': 3,\n",
       "                      'blinding': 1,\n",
       "                      'blinked': 1,\n",
       "                      'bloody': 1,\n",
       "                      'bowl': 1,\n",
       "                      'budge': 1,\n",
       "                      'caught': 1,\n",
       "                      'clicked': 1,\n",
       "                      'close': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 3,\n",
       "                      'cupboard': 1,\n",
       "                      'cursed': 1,\n",
       "                      'delayed': 1,\n",
       "                      'different': 1,\n",
       "                      'door': 1,\n",
       "                      'doris': 1,\n",
       "                      'down': 2,\n",
       "                      'dreamed': 1,\n",
       "                      'drink': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'eager': 1,\n",
       "                      'erised': 1,\n",
       "                      'ever': 1,\n",
       "                      'eyes': 1,\n",
       "                      'failed': 1,\n",
       "                      'feet': 1,\n",
       "                      'flattened': 1,\n",
       "                      'flight': 1,\n",
       "                      'funny': 1,\n",
       "                      'going': 2,\n",
       "                      'grandfathers': 1,\n",
       "                      'grunted': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 4,\n",
       "                      'hedwig': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 3,\n",
       "                      'home': 1,\n",
       "                      'hope': 1,\n",
       "                      'howard': 1,\n",
       "                      'hurry': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 2,\n",
       "                      'kindling': 1,\n",
       "                      'knocked': 2,\n",
       "                      'last': 1,\n",
       "                      'lead': 1,\n",
       "                      'list': 2,\n",
       "                      'listen': 1,\n",
       "                      'look': 2,\n",
       "                      'looking': 2,\n",
       "                      'lucky': 2,\n",
       "                      'make': 2,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mirror': 1,\n",
       "                      'morgana': 1,\n",
       "                      'muttered': 1,\n",
       "                      'name': 1,\n",
       "                      'near': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'next': 1,\n",
       "                      'nice': 1,\n",
       "                      'nothing': 1,\n",
       "                      'only': 2,\n",
       "                      'open': 2,\n",
       "                      'over': 2,\n",
       "                      'paused': 1,\n",
       "                      'piers': 1,\n",
       "                      'pink': 1,\n",
       "                      'please': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 1,\n",
       "                      'properly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'raise': 1,\n",
       "                      'reflection': 2,\n",
       "                      'rest': 1,\n",
       "                      'rising': 1,\n",
       "                      'roared': 1,\n",
       "                      'ronan': 1,\n",
       "                      'room': 1,\n",
       "                      'rule': 1,\n",
       "                      'said': 8,\n",
       "                      'same': 1,\n",
       "                      'screeched': 1,\n",
       "                      'second': 1,\n",
       "                      'settling': 1,\n",
       "                      'should': 1,\n",
       "                      'shouted': 1,\n",
       "                      'sighed': 1,\n",
       "                      'sight': 1,\n",
       "                      'sign': 1,\n",
       "                      'silence': 1,\n",
       "                      'sixteen': 1,\n",
       "                      'smiling': 2,\n",
       "                      'snape': 1,\n",
       "                      'speak': 2,\n",
       "                      'spoke': 1,\n",
       "                      'staring': 1,\n",
       "                      'started': 2,\n",
       "                      'stepped': 1,\n",
       "                      'still': 1,\n",
       "                      'story': 1,\n",
       "                      'strange': 1,\n",
       "                      'summer': 1,\n",
       "                      'sure': 1,\n",
       "                      'susan': 1,\n",
       "                      'table': 1,\n",
       "                      'take': 1,\n",
       "                      'tapped': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 3,\n",
       "                      'think': 1,\n",
       "                      'this': 3,\n",
       "                      'though': 1,\n",
       "                      'toad': 1,\n",
       "                      'toadless': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tufty': 1,\n",
       "                      'turned': 1,\n",
       "                      'turning': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'vault': 1,\n",
       "                      'voice': 2,\n",
       "                      'voldemort': 1,\n",
       "                      'wait': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1,\n",
       "                      'woman': 1,\n",
       "                      'wondering': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 1,\n",
       "                      'your': 2}),\n",
       "             'tabby': Counter({'gone': 1,\n",
       "                      'make': 1,\n",
       "                      'mood': 1,\n",
       "                      'slinking': 1,\n",
       "                      'smile': 1,\n",
       "                      'spotted': 1,\n",
       "                      'standing': 1,\n",
       "                      'there': 1}),\n",
       "             'standing': Counter({'alone': 1,\n",
       "                      'around': 2,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'beside': 1,\n",
       "                      'black-haired': 1,\n",
       "                      'bottles': 1,\n",
       "                      'breath': 1,\n",
       "                      'centaur': 1,\n",
       "                      'chair': 1,\n",
       "                      'class': 1,\n",
       "                      'clawed': 1,\n",
       "                      'corner': 1,\n",
       "                      'crowded': 1,\n",
       "                      'doorway': 1,\n",
       "                      'edge': 1,\n",
       "                      'either': 1,\n",
       "                      'face': 1,\n",
       "                      'family': 1,\n",
       "                      'fangs': 1,\n",
       "                      'floor': 2,\n",
       "                      'footstool': 1,\n",
       "                      'frame': 1,\n",
       "                      'giant': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'himself': 1,\n",
       "                      'line': 1,\n",
       "                      'look': 1,\n",
       "                      'mean': 1,\n",
       "                      'next': 1,\n",
       "                      'outside': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 3,\n",
       "                      'rather': 1,\n",
       "                      'right': 2,\n",
       "                      'scratching': 1,\n",
       "                      'shops': 1,\n",
       "                      'snape': 1,\n",
       "                      'someone': 1,\n",
       "                      'still': 1,\n",
       "                      'tabby': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 3,\n",
       "                      'trapdoor': 1,\n",
       "                      'vernon': 1,\n",
       "                      'weirdos': 1,\n",
       "                      'were': 3,\n",
       "                      'what': 2,\n",
       "                      'with': 2,\n",
       "                      'woman': 1}),\n",
       "             'sight': Counter({'again': 1,\n",
       "                      'already': 1,\n",
       "                      'astonishing': 1,\n",
       "                      'beamed': 1,\n",
       "                      'catch': 1,\n",
       "                      'caught': 4,\n",
       "                      'feel': 1,\n",
       "                      'firs': 1,\n",
       "                      'first': 1,\n",
       "                      'flash': 1,\n",
       "                      'forest': 1,\n",
       "                      'from': 1,\n",
       "                      'gave': 1,\n",
       "                      'harry': 4,\n",
       "                      'hermione': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'horrible': 1,\n",
       "                      'into': 1,\n",
       "                      'leapt': 1,\n",
       "                      'look': 1,\n",
       "                      'madam': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 1,\n",
       "                      'reason': 1,\n",
       "                      'rose': 1,\n",
       "                      'seemed': 1,\n",
       "                      'sickening': 1,\n",
       "                      'snitch': 1,\n",
       "                      'splendid': 1,\n",
       "                      'strode': 1,\n",
       "                      'supporting': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'toppled': 1,\n",
       "                      'turned': 1,\n",
       "                      'twelve': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 1,\n",
       "                      'welcome': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1}),\n",
       "             'been': Counter({'able': 2,\n",
       "                      'accepted': 2,\n",
       "                      'acting': 1,\n",
       "                      'ages': 1,\n",
       "                      'allowed': 1,\n",
       "                      'already': 4,\n",
       "                      'also': 1,\n",
       "                      'always': 5,\n",
       "                      'anyone': 1,\n",
       "                      'armor': 1,\n",
       "                      'asked': 2,\n",
       "                      'asking': 1,\n",
       "                      'baby': 1,\n",
       "                      'back': 1,\n",
       "                      'badge': 1,\n",
       "                      'baron': 1,\n",
       "                      'barrier': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'behaving': 1,\n",
       "                      'bewitched': 2,\n",
       "                      'binns': 1,\n",
       "                      'bothering': 1,\n",
       "                      'bound': 1,\n",
       "                      'braver': 1,\n",
       "                      'brazil': 1,\n",
       "                      'broken': 1,\n",
       "                      'brooding': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'brought': 2,\n",
       "                      'busy': 1,\n",
       "                      'called': 1,\n",
       "                      'canceled': 1,\n",
       "                      'caught': 3,\n",
       "                      'celebrating': 2,\n",
       "                      'chasing': 1,\n",
       "                      'chosen': 1,\n",
       "                      'climbing': 1,\n",
       "                      'cloak': 1,\n",
       "                      'close': 1,\n",
       "                      'corner': 1,\n",
       "                      'could': 1,\n",
       "                      'creature': 1,\n",
       "                      'crying': 1,\n",
       "                      'dark': 1,\n",
       "                      'destroyed': 1,\n",
       "                      'doing': 2,\n",
       "                      'down': 2,\n",
       "                      'dream': 1,\n",
       "                      'drenched': 1,\n",
       "                      'drifting': 1,\n",
       "                      'driven': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'dying': 1,\n",
       "                      'easily': 1,\n",
       "                      'easy': 3,\n",
       "                      'emptied': 2,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'everyone': 1,\n",
       "                      'exactly': 1,\n",
       "                      'excellent': 1,\n",
       "                      'extremely': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fact': 2,\n",
       "                      'father': 1,\n",
       "                      'fighting': 2,\n",
       "                      'flamel': 1,\n",
       "                      'flying': 1,\n",
       "                      'foretold': 1,\n",
       "                      'found': 1,\n",
       "                      'front': 1,\n",
       "                      'games': 1,\n",
       "                      'gang': 1,\n",
       "                      'given': 3,\n",
       "                      'going': 3,\n",
       "                      'good': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'happening': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 7,\n",
       "                      'harvey': 1,\n",
       "                      'have': 48,\n",
       "                      'having': 2,\n",
       "                      'held': 1,\n",
       "                      'here': 3,\n",
       "                      'hermione': 2,\n",
       "                      'hiding': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hopefully': 1,\n",
       "                      'horrible': 1,\n",
       "                      'house': 1,\n",
       "                      'hugged': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'hurt': 1,\n",
       "                      'imagine': 1,\n",
       "                      'indeed': 1,\n",
       "                      'inside': 1,\n",
       "                      'just': 2,\n",
       "                      'keeping': 1,\n",
       "                      'killed': 2,\n",
       "                      'knew': 1,\n",
       "                      'knocked': 3,\n",
       "                      'known': 1,\n",
       "                      'last': 1,\n",
       "                      'legs': 1,\n",
       "                      'library': 1,\n",
       "                      'listening': 1,\n",
       "                      'loaded': 1,\n",
       "                      'london': 1,\n",
       "                      'long': 1,\n",
       "                      'longing': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 4,\n",
       "                      'lots': 1,\n",
       "                      'loved': 1,\n",
       "                      'lying': 2,\n",
       "                      'made': 1,\n",
       "                      'making': 2,\n",
       "                      'malfoy': 4,\n",
       "                      'many': 1,\n",
       "                      'might': 1,\n",
       "                      'mirror': 1,\n",
       "                      'mistake': 2,\n",
       "                      'more': 3,\n",
       "                      'moved': 1,\n",
       "                      'movement': 1,\n",
       "                      'must': 3,\n",
       "                      'muttering': 1,\n",
       "                      'nagging': 1,\n",
       "                      'name': 1,\n",
       "                      'never': 11,\n",
       "                      'neville': 4,\n",
       "                      'night': 3,\n",
       "                      'norbert': 1,\n",
       "                      'nothing': 1,\n",
       "                      'obviously': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'overshadowed': 1,\n",
       "                      'past': 1,\n",
       "                      'petunia': 1,\n",
       "                      'phoning': 1,\n",
       "                      'pillow': 1,\n",
       "                      'playing': 1,\n",
       "                      'polite': 1,\n",
       "                      'potter': 1,\n",
       "                      'powerful': 1,\n",
       "                      'practicing': 1,\n",
       "                      'professor': 1,\n",
       "                      'program': 1,\n",
       "                      'protecting': 1,\n",
       "                      'proud': 1,\n",
       "                      'pushed': 1,\n",
       "                      'quick': 1,\n",
       "                      'quicker': 1,\n",
       "                      'quite': 4,\n",
       "                      'read': 1,\n",
       "                      'really': 2,\n",
       "                      'reason': 1,\n",
       "                      'referees': 1,\n",
       "                      'said': 2,\n",
       "                      'same': 2,\n",
       "                      'scabbers': 1,\n",
       "                      'school': 1,\n",
       "                      'searching': 1,\n",
       "                      'secretly': 1,\n",
       "                      'section': 1,\n",
       "                      'seemed': 1,\n",
       "                      'seen': 2,\n",
       "                      'sent': 3,\n",
       "                      'sheared': 1,\n",
       "                      'sick': 1,\n",
       "                      'since': 1,\n",
       "                      'singled': 1,\n",
       "                      'sitting': 1,\n",
       "                      'small': 2,\n",
       "                      'snape': 2,\n",
       "                      'sobbing': 1,\n",
       "                      'somebody': 1,\n",
       "                      'something': 2,\n",
       "                      'spot': 1,\n",
       "                      'stick': 1,\n",
       "                      'stiff': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'stuck': 1,\n",
       "                      'stupid': 2,\n",
       "                      'such': 1,\n",
       "                      'surprised': 1,\n",
       "                      'taken': 3,\n",
       "                      'talking': 2,\n",
       "                      'telling': 1,\n",
       "                      'that': 6,\n",
       "                      'them': 1,\n",
       "                      'there': 5,\n",
       "                      'they': 13,\n",
       "                      'think': 1,\n",
       "                      'thinking': 3,\n",
       "                      'this': 1,\n",
       "                      'those': 1,\n",
       "                      'though': 3,\n",
       "                      'thought': 1,\n",
       "                      'thrashing': 1,\n",
       "                      'three-headed': 1,\n",
       "                      'through': 1,\n",
       "                      'told': 1,\n",
       "                      'touched': 1,\n",
       "                      'trained': 1,\n",
       "                      'trick': 1,\n",
       "                      'trunk': 1,\n",
       "                      'trying': 5,\n",
       "                      'tugging': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 2,\n",
       "                      'upset': 2,\n",
       "                      'vernon': 1,\n",
       "                      'very': 2,\n",
       "                      'waiting': 2,\n",
       "                      'wanting': 1,\n",
       "                      'warned': 2,\n",
       "                      'watching': 2,\n",
       "                      'weasley': 1,\n",
       "                      'week': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 6,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'which': 3,\n",
       "                      'wild': 1,\n",
       "                      'wishing': 1,\n",
       "                      'with': 2,\n",
       "                      'wondering': 1,\n",
       "                      'working': 1,\n",
       "                      'world': 1,\n",
       "                      'worried': 1,\n",
       "                      'worrying': 1,\n",
       "                      'worse': 2,\n",
       "                      'wrong': 1,\n",
       "                      'year': 1,\n",
       "                      'years': 1,\n",
       "                      'younger': 1}),\n",
       "             'thinking': Counter({'about': 5,\n",
       "                      'along': 1,\n",
       "                      'around': 1,\n",
       "                      'been': 3,\n",
       "                      'being': 1,\n",
       "                      'both': 1,\n",
       "                      'even': 1,\n",
       "                      'harry': 1,\n",
       "                      'help': 1,\n",
       "                      'must': 1,\n",
       "                      'mustache': 1,\n",
       "                      'needs': 1,\n",
       "                      'none': 1,\n",
       "                      'quicker': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 2,\n",
       "                      'seemed': 1,\n",
       "                      'some': 1,\n",
       "                      'that': 1,\n",
       "                      'were': 3,\n",
       "                      'what': 1,\n",
       "                      'whole': 1}),\n",
       "             'must': Counter({'about': 1,\n",
       "                      'added': 1,\n",
       "                      'agree': 1,\n",
       "                      'alongside': 1,\n",
       "                      'already': 1,\n",
       "                      'babble': 1,\n",
       "                      'been': 3,\n",
       "                      'brilliant': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'charms': 1,\n",
       "                      'cheerfully': 1,\n",
       "                      'cloak': 1,\n",
       "                      'come': 1,\n",
       "                      'cost': 1,\n",
       "                      'curse': 1,\n",
       "                      'decided': 1,\n",
       "                      'desperately': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'earn': 1,\n",
       "                      'edge': 1,\n",
       "                      'events': 1,\n",
       "                      'expect': 1,\n",
       "                      'filch': 2,\n",
       "                      'finally': 1,\n",
       "                      'finished': 1,\n",
       "                      'firenze': 1,\n",
       "                      'five': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'guarding': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 5,\n",
       "                      'have': 24,\n",
       "                      'hear': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hospital': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 1,\n",
       "                      'hurry': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 3,\n",
       "                      'look': 2,\n",
       "                      'lots': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mean': 1,\n",
       "                      'miles': 1,\n",
       "                      'most': 1,\n",
       "                      'muggles': 1,\n",
       "                      'muttered': 1,\n",
       "                      'never': 1,\n",
       "                      'noticed': 1,\n",
       "                      'percy': 1,\n",
       "                      'place': 1,\n",
       "                      'realized': 1,\n",
       "                      'really': 1,\n",
       "                      'relief': 1,\n",
       "                      'said': 1,\n",
       "                      'says': 1,\n",
       "                      'school': 1,\n",
       "                      'seem': 1,\n",
       "                      'seen': 1,\n",
       "                      'show': 1,\n",
       "                      'side': 1,\n",
       "                      'silently': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'staggerin': 1,\n",
       "                      'stone': 1,\n",
       "                      'stream': 1,\n",
       "                      'taken': 1,\n",
       "                      'tell': 1,\n",
       "                      'telling': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 4,\n",
       "                      'they': 2,\n",
       "                      'thick': 1,\n",
       "                      'think': 2,\n",
       "                      'thinking': 1,\n",
       "                      'thought': 1,\n",
       "                      'toward': 1,\n",
       "                      'transfer': 1,\n",
       "                      'trolls': 1,\n",
       "                      'trouble': 1,\n",
       "                      'uncomfortable': 1,\n",
       "                      'wake': 2,\n",
       "                      'wandering': 1,\n",
       "                      'what': 2,\n",
       "                      'wind': 1,\n",
       "                      'youngest': 1,\n",
       "                      'your': 1}),\n",
       "             'trick': Counter({'been': 1,\n",
       "                      'doors': 1,\n",
       "                      'light': 1,\n",
       "                      'mirror': 1,\n",
       "                      'staircase': 1,\n",
       "                      'that': 1}),\n",
       "             'light': Counter({'adventure': 1,\n",
       "                      'ahead': 1,\n",
       "                      'balls': 1,\n",
       "                      'before': 1,\n",
       "                      'breeze': 1,\n",
       "                      'bright': 1,\n",
       "                      'burn-': 1,\n",
       "                      'called': 1,\n",
       "                      'came': 1,\n",
       "                      'damp': 1,\n",
       "                      'dursley': 1,\n",
       "                      'fire': 1,\n",
       "                      'flickering': 1,\n",
       "                      'from': 1,\n",
       "                      'green': 6,\n",
       "                      'harry': 3,\n",
       "                      'hearts': 1,\n",
       "                      'into': 1,\n",
       "                      'more': 1,\n",
       "                      'nothing': 1,\n",
       "                      'reading': 2,\n",
       "                      'said': 1,\n",
       "                      'silk': 1,\n",
       "                      'size': 1,\n",
       "                      'sound': 1,\n",
       "                      'sped': 1,\n",
       "                      'speedy': 1,\n",
       "                      'spots': 1,\n",
       "                      'staring': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'there': 1,\n",
       "                      'trees': 1,\n",
       "                      'trick': 1,\n",
       "                      'turned': 1,\n",
       "                      'twinkling': 1,\n",
       "                      'unwrapped': 1,\n",
       "                      'very': 1,\n",
       "                      'violet': 1,\n",
       "                      'walls': 1,\n",
       "                      'warmth': 1,\n",
       "                      'weeks': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'while': 1}),\n",
       "             'blinked': Counter({'again': 1,\n",
       "                      'dursley': 1,\n",
       "                      'furiously': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'heavy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'snitch': 1,\n",
       "                      'stared': 1,\n",
       "                      'strange': 1,\n",
       "                      'window': 1}),\n",
       "             'stared': Counter({'after': 1,\n",
       "                      'around': 2,\n",
       "                      'back': 3,\n",
       "                      'barrier': 1,\n",
       "                      'bewildered': 1,\n",
       "                      'blinked': 1,\n",
       "                      'down': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'each': 1,\n",
       "                      'everyone': 1,\n",
       "                      'gasped': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 10,\n",
       "                      'head': 1,\n",
       "                      'heart': 1,\n",
       "                      'hungrily': 2,\n",
       "                      'immediately': 1,\n",
       "                      'into': 1,\n",
       "                      'knuts': 1,\n",
       "                      'mars': 1,\n",
       "                      'mirror': 1,\n",
       "                      'more': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'neck': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'note': 1,\n",
       "                      'other': 1,\n",
       "                      'pale': 1,\n",
       "                      'passersby': 1,\n",
       "                      'people': 1,\n",
       "                      'picked': 1,\n",
       "                      'platform': 1,\n",
       "                      'reached': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'scar': 1,\n",
       "                      'seconds': 1,\n",
       "                      'should': 1,\n",
       "                      'stared': 2,\n",
       "                      'staring': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'then': 2,\n",
       "                      'they': 2,\n",
       "                      'through': 1,\n",
       "                      'unblinkingly': 1,\n",
       "                      'uncle': 1,\n",
       "                      'wildly': 1,\n",
       "                      'woman': 1}),\n",
       "             'back': Counter({'about': 1,\n",
       "                      'across': 2,\n",
       "                      'again': 3,\n",
       "                      'ages': 1,\n",
       "                      'alley': 1,\n",
       "                      'almost': 1,\n",
       "                      'along': 1,\n",
       "                      'amid': 1,\n",
       "                      'answer': 1,\n",
       "                      'aunt': 1,\n",
       "                      'bane': 2,\n",
       "                      'bangs': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 3,\n",
       "                      'best': 1,\n",
       "                      'better': 2,\n",
       "                      'bike': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'biscuits': 1,\n",
       "                      'blame': 1,\n",
       "                      'bludger': 1,\n",
       "                      'book': 2,\n",
       "                      'books': 1,\n",
       "                      'bouncing': 1,\n",
       "                      'bring': 2,\n",
       "                      'bringing': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomshed': 1,\n",
       "                      'brought': 2,\n",
       "                      'came': 7,\n",
       "                      'cantered': 1,\n",
       "                      'card': 2,\n",
       "                      'castle': 5,\n",
       "                      'chamber': 2,\n",
       "                      'clamber': 1,\n",
       "                      'clearing': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloak': 2,\n",
       "                      'collecting': 1,\n",
       "                      'come': 9,\n",
       "                      'comin': 1,\n",
       "                      'coming': 7,\n",
       "                      'common': 1,\n",
       "                      'compartment': 1,\n",
       "                      'could': 1,\n",
       "                      'courage': 1,\n",
       "                      'crate': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dashed': 1,\n",
       "                      'dashing': 1,\n",
       "                      'dawn': 1,\n",
       "                      'dead': 1,\n",
       "                      'diagon': 1,\n",
       "                      'door': 1,\n",
       "                      'doors': 1,\n",
       "                      'dormitories': 1,\n",
       "                      'doubled': 1,\n",
       "                      'down': 13,\n",
       "                      'dragons': 1,\n",
       "                      'drew': 1,\n",
       "                      'drills': 1,\n",
       "                      'drinker': 1,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 5,\n",
       "                      'easily': 1,\n",
       "                      'enormous': 1,\n",
       "                      'except': 1,\n",
       "                      'fact': 1,\n",
       "                      'fall': 1,\n",
       "                      'fang': 3,\n",
       "                      'father': 1,\n",
       "                      'feelings': 1,\n",
       "                      'fell': 2,\n",
       "                      'find': 2,\n",
       "                      'firenze': 1,\n",
       "                      'flew': 1,\n",
       "                      'flopped': 1,\n",
       "                      'flung': 1,\n",
       "                      'forget': 1,\n",
       "                      'from': 6,\n",
       "                      'front': 2,\n",
       "                      'full': 1,\n",
       "                      'furiously': 1,\n",
       "                      \"g'night\": 1,\n",
       "                      'garden': 1,\n",
       "                      'gateway': 1,\n",
       "                      'gave': 1,\n",
       "                      'gets': 1,\n",
       "                      'getting': 1,\n",
       "                      'giant': 1,\n",
       "                      'girls': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 2,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'grab': 1,\n",
       "                      'grinned': 1,\n",
       "                      'ground': 2,\n",
       "                      'grow': 1,\n",
       "                      'grown': 1,\n",
       "                      'gryffindor': 3,\n",
       "                      'hagrid': 5,\n",
       "                      'hairs': 1,\n",
       "                      'hand': 2,\n",
       "                      'handing': 1,\n",
       "                      'harry': 13,\n",
       "                      'hating': 1,\n",
       "                      'have': 5,\n",
       "                      'head': 7,\n",
       "                      'health': 1,\n",
       "                      'held': 1,\n",
       "                      'here': 4,\n",
       "                      'houses': 1,\n",
       "                      'hung': 2,\n",
       "                      'hungrily': 1,\n",
       "                      'hurried': 1,\n",
       "                      'hurt': 1,\n",
       "                      'inside': 5,\n",
       "                      'instantly': 1,\n",
       "                      'instead': 1,\n",
       "                      'into': 13,\n",
       "                      'johnson': 2,\n",
       "                      'jumped': 1,\n",
       "                      'just': 2,\n",
       "                      'kicked': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'lady': 1,\n",
       "                      'last': 1,\n",
       "                      'later': 1,\n",
       "                      'lead': 1,\n",
       "                      'leaned': 1,\n",
       "                      'leaning': 1,\n",
       "                      'leapt': 1,\n",
       "                      'legs': 2,\n",
       "                      'letter': 1,\n",
       "                      'library': 2,\n",
       "                      'listen': 2,\n",
       "                      'locker': 1,\n",
       "                      'look': 2,\n",
       "                      'looked': 5,\n",
       "                      'looking': 1,\n",
       "                      'lucky': 1,\n",
       "                      'mail': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'marks': 1,\n",
       "                      'mean': 1,\n",
       "                      'might': 1,\n",
       "                      'mind': 2,\n",
       "                      'minute': 1,\n",
       "                      'mirror': 2,\n",
       "                      'more': 1,\n",
       "                      'morgana': 1,\n",
       "                      'most': 1,\n",
       "                      'muggle': 1,\n",
       "                      'muggles': 1,\n",
       "                      'nagging': 1,\n",
       "                      'nearly': 1,\n",
       "                      'neck': 1,\n",
       "                      'nervous': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'nimbus': 1,\n",
       "                      'normal': 2,\n",
       "                      'nose': 1,\n",
       "                      'note': 1,\n",
       "                      'nursed': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'onto': 3,\n",
       "                      'other': 1,\n",
       "                      'ours': 1,\n",
       "                      'outside': 2,\n",
       "                      'over': 5,\n",
       "                      'pass': 1,\n",
       "                      'passage': 1,\n",
       "                      'past': 1,\n",
       "                      'pocket': 2,\n",
       "                      'points': 1,\n",
       "                      'poked': 1,\n",
       "                      'possession': 1,\n",
       "                      'potter': 2,\n",
       "                      'privet': 1,\n",
       "                      'pulled': 3,\n",
       "                      'put-outer': 1,\n",
       "                      'quickly': 2,\n",
       "                      'quidditch': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rather': 1,\n",
       "                      'reason': 1,\n",
       "                      'receiver': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'reserve': 1,\n",
       "                      'right': 2,\n",
       "                      'room': 1,\n",
       "                      'runnin': 1,\n",
       "                      'said': 4,\n",
       "                      'saying': 1,\n",
       "                      'scared': 1,\n",
       "                      'school': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'scruff': 1,\n",
       "                      'scuttled': 1,\n",
       "                      'seat': 2,\n",
       "                      'second': 1,\n",
       "                      'seeker': 1,\n",
       "                      'senses': 1,\n",
       "                      'sharply': 1,\n",
       "                      'sheets': 1,\n",
       "                      'shelf': 1,\n",
       "                      'shop': 1,\n",
       "                      'shouted': 1,\n",
       "                      'shown': 1,\n",
       "                      'shrank': 1,\n",
       "                      'shutting': 1,\n",
       "                      'side': 1,\n",
       "                      'sidled': 1,\n",
       "                      'singing': 1,\n",
       "                      'sitting': 4,\n",
       "                      'skimming': 1,\n",
       "                      'sleep': 1,\n",
       "                      'sleep-': 1,\n",
       "                      'slid': 2,\n",
       "                      'slipped': 1,\n",
       "                      'slowly': 1,\n",
       "                      'smiling': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 2,\n",
       "                      'snatch': 1,\n",
       "                      'snatched': 1,\n",
       "                      'sniffling': 1,\n",
       "                      'sofa': 1,\n",
       "                      'some': 1,\n",
       "                      'sped': 1,\n",
       "                      'sprinted': 2,\n",
       "                      'stand': 3,\n",
       "                      'stared': 3,\n",
       "                      'staring': 2,\n",
       "                      'started': 2,\n",
       "                      'stone': 1,\n",
       "                      'stop': 1,\n",
       "                      'straight': 2,\n",
       "                      'streaked': 1,\n",
       "                      'strong': 1,\n",
       "                      'stuck': 1,\n",
       "                      'suggest': 1,\n",
       "                      'suppose': 1,\n",
       "                      'surged': 1,\n",
       "                      'table': 1,\n",
       "                      'take': 2,\n",
       "                      'talk': 2,\n",
       "                      'taunting': 1,\n",
       "                      'tell': 1,\n",
       "                      'temper': 1,\n",
       "                      'thank': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 5,\n",
       "                      'them': 3,\n",
       "                      'then': 2,\n",
       "                      'there': 4,\n",
       "                      'these': 2,\n",
       "                      'they': 3,\n",
       "                      'this': 3,\n",
       "                      'thousand': 1,\n",
       "                      'through': 5,\n",
       "                      'throwing': 1,\n",
       "                      'time': 1,\n",
       "                      'toadless': 1,\n",
       "                      'told': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tore': 1,\n",
       "                      'toward': 3,\n",
       "                      'train': 2,\n",
       "                      'tried': 1,\n",
       "                      'trudged': 1,\n",
       "                      'trying': 1,\n",
       "                      'turban': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 2,\n",
       "                      'turning': 1,\n",
       "                      'uncle': 1,\n",
       "                      'upstairs': 2,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'walked': 3,\n",
       "                      'walking': 1,\n",
       "                      'wall': 2,\n",
       "                      'wand': 2,\n",
       "                      'want': 4,\n",
       "                      'warned': 1,\n",
       "                      'waved': 1,\n",
       "                      'wearing': 1,\n",
       "                      'welcome': 2,\n",
       "                      'well': 1,\n",
       "                      'went': 4,\n",
       "                      'were': 3,\n",
       "                      'what': 1,\n",
       "                      'when': 2,\n",
       "                      'whether': 1,\n",
       "                      'which': 1,\n",
       "                      'whisperers': 1,\n",
       "                      'wild': 1,\n",
       "                      'will': 4,\n",
       "                      'window': 1,\n",
       "                      'with': 4,\n",
       "                      'wood': 1,\n",
       "                      'would': 1,\n",
       "                      'write': 1,\n",
       "                      'writing': 1,\n",
       "                      'yeah': 1,\n",
       "                      'your': 1}),\n",
       "             'drove': Counter({'around': 1,\n",
       "                      'dursley': 1,\n",
       "                      'even': 1,\n",
       "                      'knew': 1,\n",
       "                      'mind': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 3,\n",
       "                      'toward': 1,\n",
       "                      'uncle': 1,\n",
       "                      'while': 1}),\n",
       "             'road': Counter({'across': 2,\n",
       "                      'bustling': 1,\n",
       "                      'corner': 1,\n",
       "                      'down': 1,\n",
       "                      'even': 1,\n",
       "                      'front': 1,\n",
       "                      'himself': 1,\n",
       "                      'hurried': 1,\n",
       "                      'into': 1,\n",
       "                      'landed': 1,\n",
       "                      'lined': 1,\n",
       "                      'they': 1,\n",
       "                      'watched': 1}),\n",
       "             'watched': Counter({'because': 1,\n",
       "                      'being': 2,\n",
       "                      'birds': 1,\n",
       "                      'birthday': 1,\n",
       "                      'careful': 1,\n",
       "                      'closely': 1,\n",
       "                      'dudley': 1,\n",
       "                      'emerged': 1,\n",
       "                      'flutter': 1,\n",
       "                      'girl': 1,\n",
       "                      'goblin': 1,\n",
       "                      'gorilla': 1,\n",
       "                      'grip': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 5,\n",
       "                      'horror': 1,\n",
       "                      'impatiently': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mind': 1,\n",
       "                      'mirror': 1,\n",
       "                      'petrified': 1,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'recognized': 1,\n",
       "                      'road': 1,\n",
       "                      'shadows': 1,\n",
       "                      'snape': 1,\n",
       "                      'table': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 2,\n",
       "                      'though': 1,\n",
       "                      'time': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'with': 1}),\n",
       "             'mirror': Counter({'able': 1,\n",
       "                      'again': 1,\n",
       "                      'around': 1,\n",
       "                      'attention': 1,\n",
       "                      'back': 2,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'close': 1,\n",
       "                      'concentrating': 1,\n",
       "                      'could': 2,\n",
       "                      'dashed': 1,\n",
       "                      'delights': 1,\n",
       "                      'desperate': 1,\n",
       "                      'does': 1,\n",
       "                      'easily': 1,\n",
       "                      'erised': 6,\n",
       "                      'find': 2,\n",
       "                      'finding': 1,\n",
       "                      'front': 4,\n",
       "                      'glad': 1,\n",
       "                      'going': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'inside': 1,\n",
       "                      'interesting': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 4,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'magnificent': 1,\n",
       "                      'myself': 1,\n",
       "                      'nearer': 1,\n",
       "                      'normal': 1,\n",
       "                      'noticed': 1,\n",
       "                      'only': 2,\n",
       "                      'opened': 1,\n",
       "                      'other': 1,\n",
       "                      'people': 1,\n",
       "                      'possible': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'reading': 1,\n",
       "                      'room': 1,\n",
       "                      'seen': 1,\n",
       "                      'should': 2,\n",
       "                      'shoulders': 1,\n",
       "                      'show': 1,\n",
       "                      'shows': 1,\n",
       "                      'snape': 2,\n",
       "                      'stared': 1,\n",
       "                      'stone': 2,\n",
       "                      'sure': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 5,\n",
       "                      'there': 3,\n",
       "                      'this': 5,\n",
       "                      'trick': 1,\n",
       "                      'twelve': 1,\n",
       "                      'very': 1,\n",
       "                      'wanting': 1,\n",
       "                      'watched': 1,\n",
       "                      'what': 1,\n",
       "                      'whole': 1,\n",
       "                      'will': 2,\n",
       "                      'worked': 1}),\n",
       "             'said': Counter({\"'course\": 1,\n",
       "                      \"'harry\": 1,\n",
       "                      \"'nmat\": 1,\n",
       "                      '-for': 1,\n",
       "                      'abbott': 1,\n",
       "                      'about': 8,\n",
       "                      'absolutely': 1,\n",
       "                      'admirers': 1,\n",
       "                      'afternoon': 2,\n",
       "                      'afterward': 1,\n",
       "                      'again': 8,\n",
       "                      'ages': 1,\n",
       "                      'ahem': 1,\n",
       "                      'alas': 1,\n",
       "                      'allowed': 1,\n",
       "                      'along': 1,\n",
       "                      'always': 2,\n",
       "                      'anxiously': 1,\n",
       "                      'anymore': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anything': 7,\n",
       "                      'anytime': 1,\n",
       "                      'anyway': 1,\n",
       "                      'apart': 1,\n",
       "                      'around': 2,\n",
       "                      'asked': 1,\n",
       "                      'aunt': 4,\n",
       "                      'away': 1,\n",
       "                      'awkwardly': 1,\n",
       "                      'baby': 1,\n",
       "                      'back': 4,\n",
       "                      'bane': 1,\n",
       "                      'barking': 1,\n",
       "                      'baron': 1,\n",
       "                      'bartender': 1,\n",
       "                      'baruffio': 1,\n",
       "                      'basketball': 1,\n",
       "                      'bathrobe': 1,\n",
       "                      'beaming': 1,\n",
       "                      'because': 2,\n",
       "                      'bedroom': 1,\n",
       "                      'been': 2,\n",
       "                      'before': 1,\n",
       "                      'begins': 1,\n",
       "                      'bendy': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 2,\n",
       "                      'bitterly': 1,\n",
       "                      'black': 1,\n",
       "                      'blame': 1,\n",
       "                      'blimey': 1,\n",
       "                      'blown': 1,\n",
       "                      'blurted': 1,\n",
       "                      'body-bind': 1,\n",
       "                      'bored': 1,\n",
       "                      'bossy': 1,\n",
       "                      'both': 6,\n",
       "                      'bothered': 1,\n",
       "                      'bought': 1,\n",
       "                      'boys': 1,\n",
       "                      'brazil': 1,\n",
       "                      'breaking': 1,\n",
       "                      'brilliant': 3,\n",
       "                      'britain': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomstick': 2,\n",
       "                      'brought': 1,\n",
       "                      'business': 2,\n",
       "                      'calmly': 1,\n",
       "                      'cannon': 1,\n",
       "                      'cant': 1,\n",
       "                      'caput': 1,\n",
       "                      'card': 2,\n",
       "                      'careful': 1,\n",
       "                      'case': 1,\n",
       "                      'casually': 2,\n",
       "                      'catch': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'centaur': 1,\n",
       "                      'century': 2,\n",
       "                      'chained': 1,\n",
       "                      'chapter': 1,\n",
       "                      'charlie': 1,\n",
       "                      'chaser': 1,\n",
       "                      'cheer': 1,\n",
       "                      'cheerfully': 2,\n",
       "                      'chess': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'choked': 1,\n",
       "                      'christmas': 2,\n",
       "                      'circumstances': 1,\n",
       "                      'clear': 1,\n",
       "                      'cloak': 3,\n",
       "                      'coals': 1,\n",
       "                      'coldly': 2,\n",
       "                      'collapsible': 1,\n",
       "                      'come': 4,\n",
       "                      'coming': 2,\n",
       "                      'common': 1,\n",
       "                      'compartment': 1,\n",
       "                      'coolly': 1,\n",
       "                      'corridors': 1,\n",
       "                      'coughed': 1,\n",
       "                      'could': 4,\n",
       "                      'courage': 1,\n",
       "                      'course': 7,\n",
       "                      'coward': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'crate': 1,\n",
       "                      'crossly': 1,\n",
       "                      'crouching': 1,\n",
       "                      \"d'you\": 1,\n",
       "                      'dangerous': 1,\n",
       "                      'darkly': 1,\n",
       "                      'dashing': 1,\n",
       "                      'dawn': 1,\n",
       "                      'dead': 1,\n",
       "                      'dean': 2,\n",
       "                      'dear': 1,\n",
       "                      'decoration': 1,\n",
       "                      'dentists': 1,\n",
       "                      'desperate': 1,\n",
       "                      'desperately': 2,\n",
       "                      'destroyed': 1,\n",
       "                      'died': 1,\n",
       "                      'difference': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'disgust': 1,\n",
       "                      'disgusted': 1,\n",
       "                      'does': 2,\n",
       "                      'doing': 3,\n",
       "                      'done': 2,\n",
       "                      'door': 2,\n",
       "                      'down': 1,\n",
       "                      'draco': 1,\n",
       "                      'draconis': 1,\n",
       "                      'drag': 1,\n",
       "                      'dragon': 2,\n",
       "                      'dragons': 1,\n",
       "                      'drained': 1,\n",
       "                      'drawling': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 3,\n",
       "                      'duel': 1,\n",
       "                      'dumbledore': 38,\n",
       "                      'dunno': 1,\n",
       "                      'dursley': 2,\n",
       "                      'dying': 1,\n",
       "                      'each': 1,\n",
       "                      'eagerly': 2,\n",
       "                      'earlier': 1,\n",
       "                      'either': 1,\n",
       "                      'else': 1,\n",
       "                      'embarrassed': 1,\n",
       "                      'enchantments': 1,\n",
       "                      'enough': 2,\n",
       "                      'entered': 1,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'everyone': 2,\n",
       "                      'exactly': 2,\n",
       "                      'exasperation': 1,\n",
       "                      'excellent': 2,\n",
       "                      'expelled': 2,\n",
       "                      'explain': 1,\n",
       "                      'face': 2,\n",
       "                      'fact': 1,\n",
       "                      'family': 2,\n",
       "                      'famous': 1,\n",
       "                      'fang': 2,\n",
       "                      'fault': 1,\n",
       "                      'favored': 1,\n",
       "                      'field': 1,\n",
       "                      'fifty-eight': 1,\n",
       "                      'fighting': 1,\n",
       "                      'filch': 5,\n",
       "                      'finally': 7,\n",
       "                      'find': 1,\n",
       "                      'fine': 2,\n",
       "                      'firenze': 3,\n",
       "                      'firmly': 1,\n",
       "                      'first': 8,\n",
       "                      'five': 2,\n",
       "                      'flamel': 2,\n",
       "                      'flatter': 1,\n",
       "                      'flew': 1,\n",
       "                      'flopped': 1,\n",
       "                      'fluffy': 3,\n",
       "                      'follow': 2,\n",
       "                      'forest': 2,\n",
       "                      'forget': 2,\n",
       "                      'fortune': 1,\n",
       "                      'fred': 8,\n",
       "                      'free': 1,\n",
       "                      'freezing': 1,\n",
       "                      'friar': 2,\n",
       "                      'friendly': 1,\n",
       "                      'from': 3,\n",
       "                      'front': 1,\n",
       "                      'frown': 1,\n",
       "                      'furiously': 1,\n",
       "                      'game': 2,\n",
       "                      'gamekeeper': 1,\n",
       "                      'george': 4,\n",
       "                      'ghost': 2,\n",
       "                      'giant': 5,\n",
       "                      'girl': 2,\n",
       "                      'gloom': 1,\n",
       "                      'gloomy': 1,\n",
       "                      'goblin': 1,\n",
       "                      'going': 6,\n",
       "                      'gone': 2,\n",
       "                      'good': 6,\n",
       "                      'good-bye': 2,\n",
       "                      'goyle': 1,\n",
       "                      'granger': 1,\n",
       "                      'greasily': 1,\n",
       "                      'grinding': 1,\n",
       "                      'gringotts': 4,\n",
       "                      'grinning': 1,\n",
       "                      'griphook': 4,\n",
       "                      'ground': 1,\n",
       "                      'gruffly': 1,\n",
       "                      'grumpily': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'guard': 2,\n",
       "                      'guarding': 1,\n",
       "                      'guess': 1,\n",
       "                      'hagrid': 110,\n",
       "                      'hagrid.': 1,\n",
       "                      'half-and-half': 1,\n",
       "                      'hand': 2,\n",
       "                      'handing': 1,\n",
       "                      'hands': 1,\n",
       "                      'hang': 1,\n",
       "                      'happen': 1,\n",
       "                      'happened': 1,\n",
       "                      'hard': 1,\n",
       "                      'harp': 1,\n",
       "                      'harry': 163,\n",
       "                      'hatched': 1,\n",
       "                      'hates': 1,\n",
       "                      'have': 6,\n",
       "                      'haven': 1,\n",
       "                      'head': 1,\n",
       "                      'hear': 1,\n",
       "                      'heard': 3,\n",
       "                      'heavily': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'held': 1,\n",
       "                      'hello': 2,\n",
       "                      'help': 1,\n",
       "                      'here': 3,\n",
       "                      'hermione': 48,\n",
       "                      'hmmm': 1,\n",
       "                      'hoarse': 2,\n",
       "                      'hogwarts': 9,\n",
       "                      'holiday': 1,\n",
       "                      'home': 2,\n",
       "                      'honestly': 1,\n",
       "                      'hoodlums': 1,\n",
       "                      'hope': 1,\n",
       "                      'house': 3,\n",
       "                      'hufflepuff': 2,\n",
       "                      'hullo': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'hurting': 1,\n",
       "                      'hurts': 1,\n",
       "                      'hushed': 1,\n",
       "                      'idea': 1,\n",
       "                      'idiot': 1,\n",
       "                      'impatiently': 1,\n",
       "                      'impressively': 1,\n",
       "                      'instead': 3,\n",
       "                      'invisibility': 1,\n",
       "                      'invisible': 1,\n",
       "                      'irritably': 1,\n",
       "                      'jokes': 1,\n",
       "                      'journey': 1,\n",
       "                      'july': 1,\n",
       "                      'just': 4,\n",
       "                      'keep': 1,\n",
       "                      'keeper': 1,\n",
       "                      'kill': 1,\n",
       "                      'killed': 1,\n",
       "                      'kindly': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knew': 1,\n",
       "                      'knight': 1,\n",
       "                      'knocked': 1,\n",
       "                      'know': 8,\n",
       "                      'knuts': 1,\n",
       "                      'last': 2,\n",
       "                      'late': 1,\n",
       "                      'laws': 1,\n",
       "                      'least': 1,\n",
       "                      'leave': 1,\n",
       "                      'leaves': 1,\n",
       "                      'leering': 1,\n",
       "                      'letter': 2,\n",
       "                      'letters': 1,\n",
       "                      'library': 2,\n",
       "                      'life': 1,\n",
       "                      'light': 1,\n",
       "                      'lighter': 1,\n",
       "                      'like': 2,\n",
       "                      'longbottom': 1,\n",
       "                      'look': 6,\n",
       "                      'looked': 2,\n",
       "                      'lookin': 1,\n",
       "                      'looking': 6,\n",
       "                      'lord': 1,\n",
       "                      'losing': 2,\n",
       "                      'lost': 1,\n",
       "                      'loudly': 2,\n",
       "                      'lucky': 3,\n",
       "                      'lump': 1,\n",
       "                      'madam': 1,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 10,\n",
       "                      'malkin': 2,\n",
       "                      'maybe': 1,\n",
       "                      'mcgonagall': 3,\n",
       "                      'mean': 1,\n",
       "                      'meant': 1,\n",
       "                      'measured': 1,\n",
       "                      'mention': 1,\n",
       "                      'mere': 1,\n",
       "                      'midnight': 1,\n",
       "                      'mind': 3,\n",
       "                      'mine': 1,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 2,\n",
       "                      'miserably': 1,\n",
       "                      'mistake': 2,\n",
       "                      'moment': 1,\n",
       "                      'mommy': 1,\n",
       "                      'morning': 1,\n",
       "                      'mother': 2,\n",
       "                      'motorcycle': 2,\n",
       "                      'mrs.': 3,\n",
       "                      'much': 2,\n",
       "                      'muggle': 1,\n",
       "                      'muggles': 1,\n",
       "                      'music': 1,\n",
       "                      'must': 1,\n",
       "                      'name': 5,\n",
       "                      'nearly': 2,\n",
       "                      'needin': 1,\n",
       "                      'neither': 1,\n",
       "                      'nerve': 1,\n",
       "                      'nervously': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 12,\n",
       "                      'nice': 2,\n",
       "                      'nicolas': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'nobody': 1,\n",
       "                      'nope': 1,\n",
       "                      'norbert': 1,\n",
       "                      'nose': 1,\n",
       "                      'nosie': 1,\n",
       "                      'note': 2,\n",
       "                      'nothin': 1,\n",
       "                      'nothing': 5,\n",
       "                      'noticed': 1,\n",
       "                      'number': 2,\n",
       "                      'obvious': 2,\n",
       "                      'offended': 2,\n",
       "                      'often': 2,\n",
       "                      'okay': 2,\n",
       "                      'ollivander': 3,\n",
       "                      'once': 5,\n",
       "                      'only': 2,\n",
       "                      'oooooooh': 1,\n",
       "                      'open': 2,\n",
       "                      'other': 5,\n",
       "                      'over': 1,\n",
       "                      'overhead': 1,\n",
       "                      'owls': 1,\n",
       "                      'pale': 2,\n",
       "                      'pansy': 1,\n",
       "                      'password': 1,\n",
       "                      'pasty': 1,\n",
       "                      'peering': 2,\n",
       "                      'peeves': 5,\n",
       "                      'people': 2,\n",
       "                      'percy': 9,\n",
       "                      'place': 4,\n",
       "                      'platform': 1,\n",
       "                      'play': 2,\n",
       "                      'playing': 1,\n",
       "                      'please': 2,\n",
       "                      'plump': 1,\n",
       "                      'pocket': 1,\n",
       "                      'point': 1,\n",
       "                      'poison': 1,\n",
       "                      'positive': 1,\n",
       "                      'potter': 7,\n",
       "                      'prefect': 1,\n",
       "                      'pretend': 2,\n",
       "                      'private': 1,\n",
       "                      'privet': 1,\n",
       "                      'probably': 2,\n",
       "                      'problem': 2,\n",
       "                      'professor': 18,\n",
       "                      'promise': 1,\n",
       "                      'proof': 1,\n",
       "                      'proud': 1,\n",
       "                      'proudly': 1,\n",
       "                      'prune': 1,\n",
       "                      'punching': 1,\n",
       "                      'pushed': 1,\n",
       "                      'putting': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'questions': 1,\n",
       "                      'quickly': 3,\n",
       "                      'quidditch': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quietly': 2,\n",
       "                      'quirrell': 10,\n",
       "                      'quite': 1,\n",
       "                      'rations': 1,\n",
       "                      'read': 1,\n",
       "                      'readin': 1,\n",
       "                      'ready': 1,\n",
       "                      'realize': 1,\n",
       "                      'really': 3,\n",
       "                      'reasonably': 1,\n",
       "                      'remember': 1,\n",
       "                      'reminds': 1,\n",
       "                      'right': 12,\n",
       "                      'right-handed': 1,\n",
       "                      'rocker': 2,\n",
       "                      'ronan': 4,\n",
       "                      'room': 1,\n",
       "                      'rubbing': 1,\n",
       "                      'rubbish': 5,\n",
       "                      'ruefully': 1,\n",
       "                      'ruined': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 8,\n",
       "                      'same': 1,\n",
       "                      'sandwich': 1,\n",
       "                      'saturday': 2,\n",
       "                      'school': 4,\n",
       "                      'scowling': 1,\n",
       "                      'seamus': 3,\n",
       "                      'secret': 1,\n",
       "                      'section': 1,\n",
       "                      'seeker': 2,\n",
       "                      'seems': 1,\n",
       "                      'seen': 1,\n",
       "                      'sending': 1,\n",
       "                      'shame': 1,\n",
       "                      'sharp': 1,\n",
       "                      'sharply': 3,\n",
       "                      'shhhh': 1,\n",
       "                      'shifty': 1,\n",
       "                      'shoo': 1,\n",
       "                      'shop': 1,\n",
       "                      'shortly': 1,\n",
       "                      'should': 1,\n",
       "                      'show': 1,\n",
       "                      'showing': 1,\n",
       "                      'shut': 6,\n",
       "                      'sign': 1,\n",
       "                      'simply': 1,\n",
       "                      'sister': 1,\n",
       "                      'sleep': 1,\n",
       "                      'sleepily': 2,\n",
       "                      'slipped': 1,\n",
       "                      'sloped': 1,\n",
       "                      'slowly': 3,\n",
       "                      'slytherin': 3,\n",
       "                      'slytherins': 1,\n",
       "                      'small': 2,\n",
       "                      'smallest': 1,\n",
       "                      'smile': 1,\n",
       "                      'smiling': 2,\n",
       "                      'smirking': 1,\n",
       "                      'smoothly': 1,\n",
       "                      'snape': 14,\n",
       "                      'snitch': 1,\n",
       "                      'socks': 1,\n",
       "                      'soft': 1,\n",
       "                      'softly': 3,\n",
       "                      'some': 1,\n",
       "                      'somethin': 2,\n",
       "                      'something': 4,\n",
       "                      'sometimes': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'sorry': 7,\n",
       "                      'sorted': 1,\n",
       "                      'sorting': 1,\n",
       "                      'sounding': 1,\n",
       "                      'speak': 1,\n",
       "                      'speaking': 2,\n",
       "                      'special': 1,\n",
       "                      'spell': 1,\n",
       "                      'sprinted': 1,\n",
       "                      'squeaky': 1,\n",
       "                      'stalagmite': 1,\n",
       "                      'stand': 1,\n",
       "                      'stared': 1,\n",
       "                      'starving': 1,\n",
       "                      'stiffily': 1,\n",
       "                      'stop': 2,\n",
       "                      'stranger': 1,\n",
       "                      'strength': 1,\n",
       "                      'students': 1,\n",
       "                      'stupid': 2,\n",
       "                      'stupidly': 1,\n",
       "                      'suddenly': 5,\n",
       "                      'suggested': 1,\n",
       "                      'summer': 1,\n",
       "                      'suppose': 4,\n",
       "                      'supposed': 1,\n",
       "                      'sure': 1,\n",
       "                      'surprise': 1,\n",
       "                      'sweater': 1,\n",
       "                      'sweetums': 1,\n",
       "                      'sword': 1,\n",
       "                      'take': 2,\n",
       "                      'tape': 1,\n",
       "                      'team': 1,\n",
       "                      'tearing': 1,\n",
       "                      'tears': 1,\n",
       "                      'tell': 1,\n",
       "                      'temper': 1,\n",
       "                      'term': 1,\n",
       "                      'terrified': 1,\n",
       "                      'thank': 1,\n",
       "                      'thanks': 5,\n",
       "                      'that': 22,\n",
       "                      'their': 2,\n",
       "                      'them': 4,\n",
       "                      'then': 13,\n",
       "                      'there': 10,\n",
       "                      'these': 5,\n",
       "                      'they': 14,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 7,\n",
       "                      'thinking': 1,\n",
       "                      'thirty-six': 1,\n",
       "                      'this': 12,\n",
       "                      'those': 1,\n",
       "                      'though': 3,\n",
       "                      'thought': 1,\n",
       "                      'thousand': 1,\n",
       "                      'three': 3,\n",
       "                      'threw': 1,\n",
       "                      'throwing': 1,\n",
       "                      'time': 2,\n",
       "                      'times': 1,\n",
       "                      'toad': 1,\n",
       "                      'together': 2,\n",
       "                      'told': 1,\n",
       "                      'tomorrow': 2,\n",
       "                      'tonight': 3,\n",
       "                      'tosh': 1,\n",
       "                      'toward': 1,\n",
       "                      'tower': 1,\n",
       "                      'true': 1,\n",
       "                      'tuesday': 1,\n",
       "                      'tune': 1,\n",
       "                      'turn': 1,\n",
       "                      'turning': 2,\n",
       "                      'turnips': 1,\n",
       "                      'twin': 1,\n",
       "                      'twins': 5,\n",
       "                      'twitching': 1,\n",
       "                      'typical': 1,\n",
       "                      'uncertainly': 1,\n",
       "                      'uncle': 13,\n",
       "                      'understand': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'uniform': 2,\n",
       "                      'unless': 1,\n",
       "                      'until': 1,\n",
       "                      'unwrapping': 1,\n",
       "                      'used': 1,\n",
       "                      'vernon': 3,\n",
       "                      'very': 3,\n",
       "                      'victims': 1,\n",
       "                      'voice': 4,\n",
       "                      'voldemort': 1,\n",
       "                      'waited': 1,\n",
       "                      'waitin': 1,\n",
       "                      'waiting': 2,\n",
       "                      'wall': 1,\n",
       "                      'wand': 1,\n",
       "                      'wands': 1,\n",
       "                      'want': 3,\n",
       "                      'ward': 1,\n",
       "                      'warning': 2,\n",
       "                      'weasley': 1,\n",
       "                      'weatherman': 1,\n",
       "                      'week': 1,\n",
       "                      'weird': 1,\n",
       "                      'welcome': 3,\n",
       "                      'well': 6,\n",
       "                      'went': 2,\n",
       "                      'what': 18,\n",
       "                      'wheeling': 1,\n",
       "                      'whelk': 1,\n",
       "                      'when': 5,\n",
       "                      'where': 4,\n",
       "                      'wherever': 1,\n",
       "                      'will': 3,\n",
       "                      'wingardium': 1,\n",
       "                      'wiping': 1,\n",
       "                      'wished': 2,\n",
       "                      'witch': 1,\n",
       "                      'with': 5,\n",
       "                      'wizardry': 1,\n",
       "                      'woken': 1,\n",
       "                      'woman': 1,\n",
       "                      'women': 2,\n",
       "                      'wood': 14,\n",
       "                      'word': 1,\n",
       "                      'worried': 1,\n",
       "                      'worry': 1,\n",
       "                      'worse': 1,\n",
       "                      'would': 3,\n",
       "                      'wrong': 1,\n",
       "                      'yeah': 6,\n",
       "                      'year': 3,\n",
       "                      'years': 3,\n",
       "                      'you-know-who': 2,\n",
       "                      'your': 4,\n",
       "                      'yourself': 2}),\n",
       "             'looking': Counter({'about': 1,\n",
       "                      'again': 2,\n",
       "                      'angry': 1,\n",
       "                      'another': 1,\n",
       "                      'around': 4,\n",
       "                      'ashen-faced': 1,\n",
       "                      'asked': 2,\n",
       "                      'back': 1,\n",
       "                      'barbers': 1,\n",
       "                      'been': 4,\n",
       "                      'black': 1,\n",
       "                      'both': 1,\n",
       "                      'busy': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'class': 1,\n",
       "                      'cloak': 1,\n",
       "                      'coins': 1,\n",
       "                      'confused': 1,\n",
       "                      'could': 1,\n",
       "                      'curiously': 1,\n",
       "                      'depressed': 1,\n",
       "                      'diggle': 1,\n",
       "                      'disapproving': 1,\n",
       "                      'disapprovingly': 1,\n",
       "                      'disgruntled': 1,\n",
       "                      'dittany': 1,\n",
       "                      'door': 2,\n",
       "                      'down': 1,\n",
       "                      'dragon': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'each': 3,\n",
       "                      'even': 1,\n",
       "                      'everyone': 2,\n",
       "                      'excuse': 1,\n",
       "                      'family': 1,\n",
       "                      'famous': 1,\n",
       "                      'fang': 1,\n",
       "                      'feet': 1,\n",
       "                      'fingers': 1,\n",
       "                      'flushed': 1,\n",
       "                      'forward': 5,\n",
       "                      'frantically': 1,\n",
       "                      'furious': 1,\n",
       "                      'furiously': 1,\n",
       "                      'gallery': 1,\n",
       "                      'gloomy': 1,\n",
       "                      'goyle': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 10,\n",
       "                      'hawk': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'home': 1,\n",
       "                      'inside': 1,\n",
       "                      'instead': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 3,\n",
       "                      'kept': 3,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'listening': 1,\n",
       "                      'longingly': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mirror': 1,\n",
       "                      'miss': 1,\n",
       "                      'mother': 1,\n",
       "                      'moving': 1,\n",
       "                      'name': 1,\n",
       "                      'nervous': 1,\n",
       "                      'nervously': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'none': 1,\n",
       "                      'nothing': 1,\n",
       "                      'old-fashioned': 1,\n",
       "                      'opposite': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 2,\n",
       "                      'pain': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pleased': 2,\n",
       "                      'properly': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quill': 1,\n",
       "                      'quite': 1,\n",
       "                      'really': 1,\n",
       "                      'reason': 2,\n",
       "                      'said': 6,\n",
       "                      'seat': 1,\n",
       "                      'second': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shaken': 1,\n",
       "                      'shop': 1,\n",
       "                      'sign': 1,\n",
       "                      'snape': 2,\n",
       "                      'sneer': 1,\n",
       "                      'snitch': 1,\n",
       "                      'socks': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 1,\n",
       "                      'stairs': 1,\n",
       "                      'started': 2,\n",
       "                      'still': 1,\n",
       "                      'stood': 1,\n",
       "                      'straight': 2,\n",
       "                      'street': 1,\n",
       "                      'stuff': 1,\n",
       "                      'stunned': 1,\n",
       "                      'suggested': 1,\n",
       "                      'sweets': 1,\n",
       "                      'table': 1,\n",
       "                      'telephone': 1,\n",
       "                      'terrified': 1,\n",
       "                      'than': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 4,\n",
       "                      'this': 1,\n",
       "                      'though': 2,\n",
       "                      'thousands': 1,\n",
       "                      'time': 1,\n",
       "                      'tired': 2,\n",
       "                      'troll': 1,\n",
       "                      'uncertainly': 1,\n",
       "                      'very': 4,\n",
       "                      'wand': 1,\n",
       "                      'wands': 1,\n",
       "                      'weeks': 1,\n",
       "                      'went': 2,\n",
       "                      'were': 4,\n",
       "                      'what': 4,\n",
       "                      'while': 1,\n",
       "                      'woman': 1,\n",
       "                      'wonder': 1,\n",
       "                      'wood': 2,\n",
       "                      'worried': 1}),\n",
       "             'cats': Counter({'after': 1,\n",
       "                      'could': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'like': 1,\n",
       "                      'over': 1,\n",
       "                      'photographs': 1,\n",
       "                      'seem': 1,\n",
       "                      'sign': 1,\n",
       "                      'they': 1,\n",
       "                      'while': 1,\n",
       "                      'work': 1}),\n",
       "             'read': Counter({'able': 1,\n",
       "                      'about': 3,\n",
       "                      'albus': 1,\n",
       "                      'ancient': 1,\n",
       "                      'anything': 1,\n",
       "                      'asking': 1,\n",
       "                      'aunt': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 2,\n",
       "                      'card': 1,\n",
       "                      'could': 4,\n",
       "                      'curiously': 1,\n",
       "                      'danger': 1,\n",
       "                      'door': 1,\n",
       "                      'first': 1,\n",
       "                      'flaming': 1,\n",
       "                      'goblin': 1,\n",
       "                      'grateful': 1,\n",
       "                      'green': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 4,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'honestly': 1,\n",
       "                      'interesting': 1,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'lamp': 1,\n",
       "                      'letter': 4,\n",
       "                      'long': 1,\n",
       "                      'look': 2,\n",
       "                      'maps': 1,\n",
       "                      'minds': 1,\n",
       "                      'name': 3,\n",
       "                      'never': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'note': 2,\n",
       "                      \"o'clock\": 1,\n",
       "                      'older': 1,\n",
       "                      'ollivanders': 1,\n",
       "                      'only': 1,\n",
       "                      'outside': 1,\n",
       "                      'paper': 1,\n",
       "                      'said': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'story': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 2,\n",
       "                      'this': 1,\n",
       "                      'those': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 1,\n",
       "                      'titles': 1,\n",
       "                      'together': 1,\n",
       "                      'told': 1,\n",
       "                      'train': 1,\n",
       "                      'uncle': 1,\n",
       "                      'upside': 1,\n",
       "                      'want': 2,\n",
       "                      'what': 1,\n",
       "                      'wrongly': 1}),\n",
       "             'maps': Counter({'read': 1, 'signs': 1}),\n",
       "             'signs': Counter({'dursley': 1, 'maps': 1}),\n",
       "             'gave': Counter({'another': 1,\n",
       "                      'back': 1,\n",
       "                      'bills': 1,\n",
       "                      'broom': 1,\n",
       "                      'brother': 1,\n",
       "                      'called': 1,\n",
       "                      'card': 1,\n",
       "                      'caught': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'christmas': 1,\n",
       "                      'clever': 1,\n",
       "                      'creeps': 1,\n",
       "                      'days': 1,\n",
       "                      'dumbledore': 3,\n",
       "                      'dursley': 1,\n",
       "                      'encouraging': 1,\n",
       "                      'excited': 1,\n",
       "                      'father': 1,\n",
       "                      'gasp': 1,\n",
       "                      'george': 1,\n",
       "                      'great': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 4,\n",
       "                      'heart': 2,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'hooch': 1,\n",
       "                      'horrible': 1,\n",
       "                      'ignored': 1,\n",
       "                      'just': 1,\n",
       "                      'knew': 1,\n",
       "                      'leap': 1,\n",
       "                      'lift': 1,\n",
       "                      'loud': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'name': 1,\n",
       "                      'neville': 1,\n",
       "                      'note': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pointy': 1,\n",
       "                      'right': 1,\n",
       "                      'shoulders': 1,\n",
       "                      'sight': 1,\n",
       "                      'slight': 1,\n",
       "                      'small': 1,\n",
       "                      'snape': 1,\n",
       "                      'squeal': 1,\n",
       "                      'stern': 1,\n",
       "                      'sudden': 1,\n",
       "                      'team': 1,\n",
       "                      'television': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'thumbs': 1,\n",
       "                      'wand': 2,\n",
       "                      'weak': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 2,\n",
       "                      'wood': 1,\n",
       "                      'yell': 1,\n",
       "                      'yesterday': 1}),\n",
       "             'himself': Counter({\"'course\": 1,\n",
       "                      'about': 1,\n",
       "                      'against': 1,\n",
       "                      'allowed': 1,\n",
       "                      'around': 1,\n",
       "                      'ashamed': 1,\n",
       "                      'asleep': 1,\n",
       "                      'baked': 1,\n",
       "                      'black': 1,\n",
       "                      'boat': 1,\n",
       "                      'braced': 1,\n",
       "                      'caught': 1,\n",
       "                      'chapter': 1,\n",
       "                      'charlie': 1,\n",
       "                      'convince': 1,\n",
       "                      'could': 1,\n",
       "                      'danger': 1,\n",
       "                      'darted': 1,\n",
       "                      'defend': 1,\n",
       "                      'director': 1,\n",
       "                      'done': 1,\n",
       "                      'dreading': 1,\n",
       "                      'drew': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'exactly': 1,\n",
       "                      'examined': 1,\n",
       "                      'felt': 2,\n",
       "                      'firmly': 1,\n",
       "                      'first': 1,\n",
       "                      'flattened': 1,\n",
       "                      'floor': 1,\n",
       "                      'forced': 1,\n",
       "                      'found': 3,\n",
       "                      'friend': 1,\n",
       "                      'from': 2,\n",
       "                      'front': 1,\n",
       "                      'gave': 1,\n",
       "                      'gettin': 1,\n",
       "                      'grin': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'heard': 2,\n",
       "                      'helped': 1,\n",
       "                      'helping': 1,\n",
       "                      'hermione': 1,\n",
       "                      'into': 3,\n",
       "                      'joking': 1,\n",
       "                      'keep': 1,\n",
       "                      'know': 1,\n",
       "                      'laughed': 1,\n",
       "                      'like': 1,\n",
       "                      'little': 1,\n",
       "                      'look': 1,\n",
       "                      'looking': 1,\n",
       "                      'lowered': 2,\n",
       "                      'made': 1,\n",
       "                      'make': 2,\n",
       "                      'meddle': 1,\n",
       "                      'mirror': 1,\n",
       "                      'only': 1,\n",
       "                      'onto': 1,\n",
       "                      'player': 1,\n",
       "                      'pointed': 1,\n",
       "                      'power': 1,\n",
       "                      'promised': 1,\n",
       "                      'proudly': 1,\n",
       "                      'pull': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'reflected': 1,\n",
       "                      'reflection': 1,\n",
       "                      'reminded': 1,\n",
       "                      'right': 1,\n",
       "                      'road': 1,\n",
       "                      'scratch': 1,\n",
       "                      'sees': 1,\n",
       "                      'shaking': 1,\n",
       "                      'silly': 1,\n",
       "                      'somethin': 1,\n",
       "                      'something': 1,\n",
       "                      'sorry': 1,\n",
       "                      'speak': 1,\n",
       "                      'standing': 1,\n",
       "                      'steadied': 1,\n",
       "                      'steeling': 1,\n",
       "                      'stop': 2,\n",
       "                      'suppose': 1,\n",
       "                      'swore': 1,\n",
       "                      'swung': 1,\n",
       "                      'talking': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'there': 2,\n",
       "                      'this': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 2,\n",
       "                      'together': 2,\n",
       "                      'told': 1,\n",
       "                      'took': 1,\n",
       "                      'treacle': 1,\n",
       "                      'trust': 1,\n",
       "                      'turning': 1,\n",
       "                      'unpopular': 1,\n",
       "                      'want': 1,\n",
       "                      'what': 2,\n",
       "                      'whittled': 1,\n",
       "                      'with': 4,\n",
       "                      'would': 1}),\n",
       "             'shake': Counter({'could': 1,\n",
       "                      'feeling': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'harder': 1,\n",
       "                      'harry': 1,\n",
       "                      'little': 1,\n",
       "                      'lurking': 1,\n",
       "                      'mind': 1,\n",
       "                      \"shake'em\": 1,\n",
       "                      'stood': 1,\n",
       "                      'wanted': 1,\n",
       "                      'would': 1,\n",
       "                      'your': 1}),\n",
       "             'mind': Counter({'about': 2,\n",
       "                      'admitted': 1,\n",
       "                      'anythin': 1,\n",
       "                      'back': 2,\n",
       "                      'bewitching': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'brought': 1,\n",
       "                      'centaurs': 1,\n",
       "                      'change': 1,\n",
       "                      'changed': 3,\n",
       "                      'could': 1,\n",
       "                      'courage': 1,\n",
       "                      'death': 2,\n",
       "                      'deep': 1,\n",
       "                      'driven': 1,\n",
       "                      'drove': 1,\n",
       "                      'either': 1,\n",
       "                      'empty': 1,\n",
       "                      'ensnaring': 1,\n",
       "                      'expelled': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fine': 1,\n",
       "                      'from': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'half': 1,\n",
       "                      'harry': 5,\n",
       "                      'houses': 1,\n",
       "                      'keeping': 1,\n",
       "                      'kept': 1,\n",
       "                      'last': 1,\n",
       "                      'leaving': 1,\n",
       "                      'lessons': 1,\n",
       "                      'meet': 1,\n",
       "                      'mentionin': 1,\n",
       "                      'misery': 1,\n",
       "                      'more': 1,\n",
       "                      'moving': 1,\n",
       "                      'needed': 1,\n",
       "                      'nerves': 1,\n",
       "                      'never': 4,\n",
       "                      'open': 1,\n",
       "                      'over': 2,\n",
       "                      'parking': 1,\n",
       "                      'rabbitin': 1,\n",
       "                      'racing': 2,\n",
       "                      'ready': 1,\n",
       "                      'receiver': 1,\n",
       "                      'said': 3,\n",
       "                      'save': 1,\n",
       "                      'shake': 1,\n",
       "                      'slipped': 1,\n",
       "                      'something': 1,\n",
       "                      'starting': 1,\n",
       "                      'step': 1,\n",
       "                      'stronger': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'take': 2,\n",
       "                      'tell': 2,\n",
       "                      'than': 1,\n",
       "                      'that': 3,\n",
       "                      'then': 1,\n",
       "                      'tiny': 1,\n",
       "                      'until': 1,\n",
       "                      'usually': 1,\n",
       "                      'watched': 1,\n",
       "                      'well-organized': 2,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 4,\n",
       "                      'wriggles': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1}),\n",
       "             'toward': Counter({'back': 3,\n",
       "                      'barrier': 1,\n",
       "                      'before': 1,\n",
       "                      'book': 1,\n",
       "                      'briskly': 1,\n",
       "                      'castle': 2,\n",
       "                      'changed': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'climbed': 1,\n",
       "                      'could': 1,\n",
       "                      'crept': 1,\n",
       "                      'damp': 1,\n",
       "                      'door': 3,\n",
       "                      'doors': 1,\n",
       "                      'drove': 1,\n",
       "                      'dungeon': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'dusk': 1,\n",
       "                      'edged': 1,\n",
       "                      'face': 1,\n",
       "                      'feelings': 1,\n",
       "                      'fire': 1,\n",
       "                      'flame': 1,\n",
       "                      'flutter': 1,\n",
       "                      'forbidden': 2,\n",
       "                      'forest': 1,\n",
       "                      'forward': 1,\n",
       "                      'front': 2,\n",
       "                      'furiously': 1,\n",
       "                      'gateway': 1,\n",
       "                      'girls': 1,\n",
       "                      'glided': 1,\n",
       "                      'goal': 1,\n",
       "                      'goblin': 1,\n",
       "                      'griphook': 1,\n",
       "                      'ground': 3,\n",
       "                      'grounds': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'halfway': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 2,\n",
       "                      'head': 1,\n",
       "                      'highway': 1,\n",
       "                      'hurried': 1,\n",
       "                      'hurtled': 1,\n",
       "                      'instead': 1,\n",
       "                      'jupiter': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'know': 1,\n",
       "                      'land': 1,\n",
       "                      'lawns': 1,\n",
       "                      'lazily': 1,\n",
       "                      'madam': 1,\n",
       "                      'malfay': 1,\n",
       "                      'marched': 1,\n",
       "                      'marcus': 1,\n",
       "                      'moving': 1,\n",
       "                      'must': 1,\n",
       "                      'narrowed': 1,\n",
       "                      'nearest': 1,\n",
       "                      'nodding': 2,\n",
       "                      'number': 1,\n",
       "                      'open': 1,\n",
       "                      'other': 1,\n",
       "                      'peeves': 1,\n",
       "                      'people': 1,\n",
       "                      'platforms': 1,\n",
       "                      'possible': 1,\n",
       "                      'pull': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'reached': 1,\n",
       "                      'running': 2,\n",
       "                      'rushed': 1,\n",
       "                      'said': 1,\n",
       "                      'school': 1,\n",
       "                      'shakily': 1,\n",
       "                      'shot': 1,\n",
       "                      'silently': 1,\n",
       "                      'smooth': 1,\n",
       "                      'snitch': 1,\n",
       "                      'snout': 1,\n",
       "                      'sped': 2,\n",
       "                      'speeding': 3,\n",
       "                      'speeds': 1,\n",
       "                      'sprang': 1,\n",
       "                      'started': 2,\n",
       "                      'step': 3,\n",
       "                      'steps': 1,\n",
       "                      'stone': 1,\n",
       "                      'streaked': 1,\n",
       "                      'street': 1,\n",
       "                      'stretching': 1,\n",
       "                      'striding': 1,\n",
       "                      'strode': 1,\n",
       "                      'struggled': 1,\n",
       "                      'swiftly': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 10,\n",
       "                      'tiptoed': 1,\n",
       "                      'town': 1,\n",
       "                      'tracks': 1,\n",
       "                      'train': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'trophy': 1,\n",
       "                      'trunk': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 1,\n",
       "                      'waddling': 1,\n",
       "                      'wait': 1,\n",
       "                      'walk': 1,\n",
       "                      'walked': 1,\n",
       "                      'walking': 1,\n",
       "                      'wall': 1,\n",
       "                      'when': 1}),\n",
       "             'town': Counter({'books': 1,\n",
       "                      'drills': 1,\n",
       "                      'edge': 1,\n",
       "                      'little': 1,\n",
       "                      'loudly': 1,\n",
       "                      'people': 1,\n",
       "                      'station': 1,\n",
       "                      'thought': 1,\n",
       "                      'today': 1,\n",
       "                      'toward': 1}),\n",
       "             'thought': Counter({'-well': 1,\n",
       "                      'about': 2,\n",
       "                      'acting': 1,\n",
       "                      'afraid': 1,\n",
       "                      'all-': 1,\n",
       "                      'also': 1,\n",
       "                      'august': 1,\n",
       "                      'awake': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'best': 1,\n",
       "                      'better': 2,\n",
       "                      'blood': 1,\n",
       "                      'brooms': 1,\n",
       "                      'burst': 1,\n",
       "                      'cheer': 1,\n",
       "                      'comforting': 1,\n",
       "                      'copying': 1,\n",
       "                      'could': 2,\n",
       "                      'desperately': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'dungeons': 1,\n",
       "                      'edging': 1,\n",
       "                      'empty': 1,\n",
       "                      'faint': 1,\n",
       "                      'family': 1,\n",
       "                      'find': 1,\n",
       "                      'firenze': 2,\n",
       "                      'first': 2,\n",
       "                      'flint': 1,\n",
       "                      'going': 1,\n",
       "                      'granger': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 24,\n",
       "                      'have': 4,\n",
       "                      'head': 1,\n",
       "                      'heart': 1,\n",
       "                      'hermione': 1,\n",
       "                      'horrible': 1,\n",
       "                      'just': 5,\n",
       "                      'keep': 1,\n",
       "                      'know': 1,\n",
       "                      'licking': 1,\n",
       "                      'like': 2,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'make': 1,\n",
       "                      'maybe': 4,\n",
       "                      'might': 4,\n",
       "                      'moment': 2,\n",
       "                      'more': 1,\n",
       "                      'must': 1,\n",
       "                      'never': 3,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'nobody': 1,\n",
       "                      'nothing': 1,\n",
       "                      'obviously': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'others': 1,\n",
       "                      'ought': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'possession': 1,\n",
       "                      'potter': 2,\n",
       "                      'probably': 1,\n",
       "                      'professor': 1,\n",
       "                      'quills': 1,\n",
       "                      'racing': 1,\n",
       "                      'ribs': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 1,\n",
       "                      'second': 1,\n",
       "                      'seeing': 1,\n",
       "                      'seemed': 1,\n",
       "                      'severus': 1,\n",
       "                      'should': 1,\n",
       "                      'shoved': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'snape': 4,\n",
       "                      'sobbing': 1,\n",
       "                      'some': 1,\n",
       "                      'somehow': 1,\n",
       "                      'something': 2,\n",
       "                      'sometimes': 1,\n",
       "                      'speak': 1,\n",
       "                      'stool': 1,\n",
       "                      'stretch': 1,\n",
       "                      'struck': 1,\n",
       "                      'students': 1,\n",
       "                      'teachers': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 5,\n",
       "                      'them': 2,\n",
       "                      'then': 3,\n",
       "                      'there': 3,\n",
       "                      'they': 6,\n",
       "                      'this': 4,\n",
       "                      'though': 2,\n",
       "                      'time': 1,\n",
       "                      'town': 1,\n",
       "                      'very': 2,\n",
       "                      'voldemort': 1,\n",
       "                      'weeks': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'whisper': 1,\n",
       "                      'wildly': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 4}),\n",
       "             'except': Counter({'anyone': 1,\n",
       "                      'anything': 1,\n",
       "                      'back': 1,\n",
       "                      'bald': 1,\n",
       "                      'bangs': 1,\n",
       "                      'before': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'chess': 1,\n",
       "                      'classes': 1,\n",
       "                      'company': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'empty': 2,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 2,\n",
       "                      'hermione': 2,\n",
       "                      'hide': 1,\n",
       "                      'kill': 1,\n",
       "                      'killed': 1,\n",
       "                      'knows': 1,\n",
       "                      'large': 1,\n",
       "                      'laughing': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'much': 1,\n",
       "                      'nightmare': 1,\n",
       "                      'nothing': 2,\n",
       "                      'out-of-bounds': 1,\n",
       "                      'peeves': 1,\n",
       "                      'peppermints': 1,\n",
       "                      'perhaps': 2,\n",
       "                      'powerful': 1,\n",
       "                      'seemed': 1,\n",
       "                      'single': 1,\n",
       "                      'snap': 1,\n",
       "                      'stupid': 1,\n",
       "                      'that': 4,\n",
       "                      'through': 1,\n",
       "                      'very': 1,\n",
       "                      'watch': 1,\n",
       "                      'world': 1}),\n",
       "             'order': Counter({'affairs': 1,\n",
       "                      'also': 1,\n",
       "                      'drills': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'large': 1,\n",
       "                      'merlin': 1,\n",
       "                      'seems': 1,\n",
       "                      'then': 1}),\n",
       "             'hoping': Counter({'around': 1,\n",
       "                      'asked': 1,\n",
       "                      'catch': 1,\n",
       "                      'come': 1,\n",
       "                      'drills': 1,\n",
       "                      'fall': 1,\n",
       "                      'gamekeeper': 1,\n",
       "                      'going': 1,\n",
       "                      'half': 1,\n",
       "                      'home': 1,\n",
       "                      'imagining': 1,\n",
       "                      'knees': 1,\n",
       "                      'notes': 1,\n",
       "                      'obviously': 1,\n",
       "                      'reason': 1,\n",
       "                      'room': 1,\n",
       "                      'sign': 1,\n",
       "                      'sounded': 1,\n",
       "                      'that': 1,\n",
       "                      'though': 2,\n",
       "                      'weasley': 1}),\n",
       "             'edge': Counter({'around': 1,\n",
       "                      'bush': 1,\n",
       "                      'clearing': 1,\n",
       "                      'forbidden': 1,\n",
       "                      'forest': 2,\n",
       "                      'granger': 1,\n",
       "                      'great': 1,\n",
       "                      'grounds': 1,\n",
       "                      'house': 1,\n",
       "                      'huge': 1,\n",
       "                      'left': 1,\n",
       "                      'must': 1,\n",
       "                      'onto': 1,\n",
       "                      'over': 1,\n",
       "                      'seat': 1,\n",
       "                      'sofa': 1,\n",
       "                      'standing': 1,\n",
       "                      'that': 1,\n",
       "                      'town': 1,\n",
       "                      'tried': 1,\n",
       "                      'very': 1}),\n",
       "             'driven': Counter({'been': 1,\n",
       "                      'knowing': 1,\n",
       "                      'mind': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'were': 1}),\n",
       "             'else': Counter({'anyone': 5,\n",
       "                      'anything': 6,\n",
       "                      'because': 2,\n",
       "                      'course': 1,\n",
       "                      'dinner': 1,\n",
       "                      'direction': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'dragon': 1,\n",
       "                      'everybody': 1,\n",
       "                      'everyone': 7,\n",
       "                      'everything': 1,\n",
       "                      'everywhere': 1,\n",
       "                      'excuse': 1,\n",
       "                      'family': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 1,\n",
       "                      'full': 1,\n",
       "                      'gone': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'know': 1,\n",
       "                      'looked': 1,\n",
       "                      'lots': 1,\n",
       "                      'merry': 1,\n",
       "                      'might': 1,\n",
       "                      'nothing': 2,\n",
       "                      'owned': 1,\n",
       "                      'prepared': 1,\n",
       "                      'right': 1,\n",
       "                      'running': 1,\n",
       "                      'said': 1,\n",
       "                      'should': 1,\n",
       "                      'someone': 2,\n",
       "                      'something': 8,\n",
       "                      'somewhere': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'think': 1,\n",
       "                      'until': 1,\n",
       "                      'usual': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'with': 1,\n",
       "                      'world': 1,\n",
       "                      'worry': 1,\n",
       "                      'would': 2}),\n",
       "             'morning': Counter({'although': 1,\n",
       "                      'askin': 1,\n",
       "                      'barked': 1,\n",
       "                      'best': 1,\n",
       "                      'bitten': 1,\n",
       "                      'break': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'coming': 1,\n",
       "                      'counter': 1,\n",
       "                      'dawned': 1,\n",
       "                      'defense': 1,\n",
       "                      'during': 1,\n",
       "                      'early': 1,\n",
       "                      'every': 2,\n",
       "                      'excited': 1,\n",
       "                      'explain': 1,\n",
       "                      'filch': 1,\n",
       "                      'first': 2,\n",
       "                      'following': 1,\n",
       "                      'greeting': 1,\n",
       "                      'ground': 1,\n",
       "                      'halloween': 1,\n",
       "                      'harry': 2,\n",
       "                      'however': 3,\n",
       "                      'long': 1,\n",
       "                      'mid-december': 1,\n",
       "                      'motorcycles': 1,\n",
       "                      'next': 12,\n",
       "                      'notes': 1,\n",
       "                      \"o'clock\": 1,\n",
       "                      'owl-free': 1,\n",
       "                      'owls': 1,\n",
       "                      'said': 1,\n",
       "                      'sitting': 1,\n",
       "                      'sunday': 1,\n",
       "                      'teach': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 2,\n",
       "                      'traffic': 1,\n",
       "                      'uncle': 1,\n",
       "                      'usual': 1,\n",
       "                      'want': 1,\n",
       "                      'when': 2,\n",
       "                      'yelled': 1}),\n",
       "             'traffic': Counter({'could': 1,\n",
       "                      'lights': 1,\n",
       "                      'morning': 1,\n",
       "                      'moved': 1,\n",
       "                      'than': 1,\n",
       "                      'would': 1}),\n",
       "             'help': Counter({'apart': 1,\n",
       "                      'asked': 2,\n",
       "                      \"c'mere\": 1,\n",
       "                      'cheering': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 5,\n",
       "                      'does': 1,\n",
       "                      'either': 1,\n",
       "                      'enough': 2,\n",
       "                      'expelled': 1,\n",
       "                      'forevermore': 1,\n",
       "                      'ghosts': 1,\n",
       "                      'going': 1,\n",
       "                      'great': 1,\n",
       "                      'greatness': 1,\n",
       "                      'hang': 1,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'house': 1,\n",
       "                      'lady': 1,\n",
       "                      'life': 1,\n",
       "                      'master': 1,\n",
       "                      'might': 1,\n",
       "                      'much': 1,\n",
       "                      'name': 1,\n",
       "                      'noticing': 1,\n",
       "                      'overhearing': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 1,\n",
       "                      'seat': 1,\n",
       "                      'snarled': 1,\n",
       "                      'snout': 1,\n",
       "                      'sort': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'think': 1,\n",
       "                      'thinking': 1,\n",
       "                      'tried': 1,\n",
       "                      'trusting': 1,\n",
       "                      'twins': 1,\n",
       "                      'unwrapped': 1,\n",
       "                      'want': 1,\n",
       "                      'which': 1,\n",
       "                      'will': 2,\n",
       "                      'with': 2,\n",
       "                      'work': 1,\n",
       "                      'would': 1,\n",
       "                      'your': 1,\n",
       "                      'yourself': 1}),\n",
       "             'noticing': Counter({'anyone': 1,\n",
       "                      'anything': 1,\n",
       "                      'carelessly': 1,\n",
       "                      'come': 1,\n",
       "                      'from': 1,\n",
       "                      'help': 1,\n",
       "                      'hermione': 1,\n",
       "                      'keeping': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ropes': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 2,\n",
       "                      'thing': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'without': 1}),\n",
       "             'seemed': Counter({'about': 1,\n",
       "                      'accidents': 1,\n",
       "                      'ages': 1,\n",
       "                      'always': 2,\n",
       "                      'amuse': 1,\n",
       "                      'anger': 1,\n",
       "                      'arguing': 1,\n",
       "                      'asking': 1,\n",
       "                      'because': 1,\n",
       "                      'become': 2,\n",
       "                      'been': 1,\n",
       "                      'blood': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'cart': 1,\n",
       "                      'certainly': 2,\n",
       "                      'chasers': 1,\n",
       "                      'cheer': 1,\n",
       "                      'cheering': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'clinking': 1,\n",
       "                      'coat': 1,\n",
       "                      'come': 2,\n",
       "                      'coming': 2,\n",
       "                      'driving': 1,\n",
       "                      'drops': 1,\n",
       "                      'ears': 1,\n",
       "                      'easiest': 1,\n",
       "                      'echoes': 1,\n",
       "                      'everyone': 1,\n",
       "                      'except': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fill': 1,\n",
       "                      'fire': 1,\n",
       "                      'full': 1,\n",
       "                      'getting': 1,\n",
       "                      'gloom': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'handsome': 1,\n",
       "                      'happen': 1,\n",
       "                      'happier': 1,\n",
       "                      'harry': 2,\n",
       "                      'hate': 1,\n",
       "                      'have': 9,\n",
       "                      'hear': 1,\n",
       "                      'here': 1,\n",
       "                      'imagining': 1,\n",
       "                      'impress': 1,\n",
       "                      'keep': 1,\n",
       "                      'know': 5,\n",
       "                      'like': 3,\n",
       "                      'looking': 1,\n",
       "                      'made': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'move': 1,\n",
       "                      'nobody': 1,\n",
       "                      'notice': 1,\n",
       "                      'overhead': 1,\n",
       "                      'pasties': 1,\n",
       "                      'picking': 1,\n",
       "                      'pink': 1,\n",
       "                      'pocket': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'quiver': 1,\n",
       "                      'ranting': 1,\n",
       "                      'really': 1,\n",
       "                      'school': 1,\n",
       "                      'settling': 1,\n",
       "                      'sharper': 1,\n",
       "                      'sight': 1,\n",
       "                      'silver': 1,\n",
       "                      'smaller': 1,\n",
       "                      'sneaked': 1,\n",
       "                      'somehow': 1,\n",
       "                      'something': 1,\n",
       "                      'sort': 1,\n",
       "                      'speaking': 1,\n",
       "                      'stands': 1,\n",
       "                      'steep': 1,\n",
       "                      'stopped': 1,\n",
       "                      'straining': 1,\n",
       "                      'strangely': 1,\n",
       "                      'street': 1,\n",
       "                      'students': 1,\n",
       "                      'taking': 1,\n",
       "                      'teachers': 1,\n",
       "                      'that': 5,\n",
       "                      'there': 2,\n",
       "                      'they': 5,\n",
       "                      'think': 2,\n",
       "                      'thinking': 1,\n",
       "                      'this': 2,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'tingle': 1,\n",
       "                      'tower': 1,\n",
       "                      'trees': 1,\n",
       "                      'trying': 1,\n",
       "                      'turned': 1,\n",
       "                      'vanish': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'watching': 1,\n",
       "                      'what': 4,\n",
       "                      'which': 3,\n",
       "                      'whom': 1,\n",
       "                      'with': 1}),\n",
       "             'strangely': Counter({'behaving': 1,\n",
       "                      'carrying-': 1,\n",
       "                      'dressed': 1,\n",
       "                      'felt': 1,\n",
       "                      'kind': 1,\n",
       "                      'looked': 1,\n",
       "                      'seemed': 1,\n",
       "                      'small': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1}),\n",
       "             'dressed': Counter({'even': 1,\n",
       "                      'funny': 1,\n",
       "                      'green': 1,\n",
       "                      'mauve': 1,\n",
       "                      'muggle': 1,\n",
       "                      'people': 2,\n",
       "                      'quickly': 1,\n",
       "                      'silently': 1,\n",
       "                      'strangely': 1,\n",
       "                      'went': 1,\n",
       "                      'when': 1,\n",
       "                      'witch': 1,\n",
       "                      'woman': 1}),\n",
       "             'cloaks': Counter({'dursley': 1,\n",
       "                      'enough': 1,\n",
       "                      'found': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 4,\n",
       "                      'think': 1,\n",
       "                      'until': 1}),\n",
       "             'funny': Counter({'again': 1,\n",
       "                      'another': 1,\n",
       "                      'attract': 1,\n",
       "                      'because': 1,\n",
       "                      'breathed': 1,\n",
       "                      'business': 1,\n",
       "                      'clicking': 1,\n",
       "                      'clothes': 1,\n",
       "                      'crunching': 1,\n",
       "                      'dreamily': 1,\n",
       "                      'dressed': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'everyone': 1,\n",
       "                      'feeling': 2,\n",
       "                      'folk': 1,\n",
       "                      'gray': 1,\n",
       "                      'inside': 1,\n",
       "                      'look': 1,\n",
       "                      'looks': 1,\n",
       "                      'made': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'muffled': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'nibble': 1,\n",
       "                      'noise': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'rasping': 1,\n",
       "                      'really': 2,\n",
       "                      'saying': 1,\n",
       "                      'sharply': 1,\n",
       "                      'smell': 2,\n",
       "                      'spoke': 1,\n",
       "                      'stuff': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 3,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thoughtfully': 1,\n",
       "                      'unusual': 1,\n",
       "                      'very': 2,\n",
       "                      'warning': 1,\n",
       "                      'whelk': 1,\n",
       "                      'with': 1,\n",
       "                      'wizards': 1,\n",
       "                      'words': 1}),\n",
       "             'clothes': Counter({'arguments': 1,\n",
       "                      'baggy': 2,\n",
       "                      'broken': 1,\n",
       "                      'dudley': 2,\n",
       "                      'funny': 1,\n",
       "                      'getups': 1,\n",
       "                      'muggle': 1,\n",
       "                      'never': 1,\n",
       "                      'pupils': 1,\n",
       "                      'should': 1,\n",
       "                      'some': 1,\n",
       "                      'swapping': 1,\n",
       "                      'taped': 1,\n",
       "                      'were': 1}),\n",
       "             'getups': Counter({'clothes': 1, 'young': 1}),\n",
       "             'young': Counter({'another': 1,\n",
       "                      'bald': 1,\n",
       "                      'being': 1,\n",
       "                      'face': 1,\n",
       "                      'foolish': 1,\n",
       "                      'from': 1,\n",
       "                      'getups': 1,\n",
       "                      'hoodlums': 1,\n",
       "                      'made': 1,\n",
       "                      'maniacs': 1,\n",
       "                      'nervous': 1,\n",
       "                      'pale': 1,\n",
       "                      'people': 1,\n",
       "                      'sirius': 1,\n",
       "                      'spoke': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1}),\n",
       "             'supposed': Counter({'course': 1,\n",
       "                      'crash': 1,\n",
       "                      'doing': 1,\n",
       "                      'forget': 1,\n",
       "                      'good': 1,\n",
       "                      'harry': 2,\n",
       "                      'keep': 1,\n",
       "                      'know': 2,\n",
       "                      'magic': 2,\n",
       "                      'mentioned': 1,\n",
       "                      'people': 1,\n",
       "                      'really': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'sending': 1,\n",
       "                      'students': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 2,\n",
       "                      'this': 4,\n",
       "                      'very': 1,\n",
       "                      'were': 2}),\n",
       "             'some': Counter({\"'course\": 1,\n",
       "                      'about': 2,\n",
       "                      'afraid': 1,\n",
       "                      'alone': 1,\n",
       "                      'already': 1,\n",
       "                      'amber': 1,\n",
       "                      'anti-dark': 1,\n",
       "                      'anything': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'bacon': 1,\n",
       "                      'basic': 1,\n",
       "                      'best': 2,\n",
       "                      'bottle': 1,\n",
       "                      'brandy': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'broom': 1,\n",
       "                      'cakes': 1,\n",
       "                      'came': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'clothes': 1,\n",
       "                      'cock-and-bull': 1,\n",
       "                      'could': 1,\n",
       "                      'crackpot': 1,\n",
       "                      'died': 2,\n",
       "                      'difficulty': 1,\n",
       "                      'doin': 1,\n",
       "                      'done': 1,\n",
       "                      'dreamed': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dunno': 1,\n",
       "                      'dyeing': 1,\n",
       "                      'earn': 1,\n",
       "                      'everything': 1,\n",
       "                      'expelled': 1,\n",
       "                      'extra': 1,\n",
       "                      'families': 1,\n",
       "                      'feeling': 1,\n",
       "                      'fighting': 1,\n",
       "                      'find': 2,\n",
       "                      'first': 1,\n",
       "                      'firsthand': 1,\n",
       "                      'followers': 1,\n",
       "                      'food': 1,\n",
       "                      'force': 1,\n",
       "                      'friday': 1,\n",
       "                      'friends': 1,\n",
       "                      'give': 1,\n",
       "                      'glittering': 1,\n",
       "                      'goyle': 1,\n",
       "                      'hands': 1,\n",
       "                      'hanging': 1,\n",
       "                      'have': 2,\n",
       "                      'huge': 1,\n",
       "                      'icicles': 1,\n",
       "                      'interesting': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'ketchup': 1,\n",
       "                      'killed': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'know': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 1,\n",
       "                      'mighta': 1,\n",
       "                      'money': 2,\n",
       "                      'most': 1,\n",
       "                      'nerve': 1,\n",
       "                      'nettle': 1,\n",
       "                      'ones': 1,\n",
       "                      'other': 1,\n",
       "                      'ours': 1,\n",
       "                      'pack': 1,\n",
       "                      'paying': 1,\n",
       "                      'pile': 1,\n",
       "                      'point': 1,\n",
       "                      'powerful': 1,\n",
       "                      'presents': 1,\n",
       "                      'probably': 1,\n",
       "                      'protection': 1,\n",
       "                      'rations': 1,\n",
       "                      'rats': 1,\n",
       "                      'readin': 1,\n",
       "                      'reason': 3,\n",
       "                      'room': 1,\n",
       "                      'sacrifices': 1,\n",
       "                      'said': 1,\n",
       "                      'secret': 1,\n",
       "                      'sign': 2,\n",
       "                      'silly': 1,\n",
       "                      'sitting': 1,\n",
       "                      'sleep': 1,\n",
       "                      'sort': 4,\n",
       "                      'sparkling': 1,\n",
       "                      'spotted': 1,\n",
       "                      'stalking': 1,\n",
       "                      'still': 1,\n",
       "                      'stole': 1,\n",
       "                      'stood': 1,\n",
       "                      'story': 1,\n",
       "                      'strange': 1,\n",
       "                      'street': 2,\n",
       "                      'students': 1,\n",
       "                      'stupid': 1,\n",
       "                      'supply': 1,\n",
       "                      'take': 1,\n",
       "                      'teachers': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 3,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'these': 1,\n",
       "                      'they': 1,\n",
       "                      'things': 2,\n",
       "                      'thinking': 1,\n",
       "                      'this': 3,\n",
       "                      'those': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'title': 1,\n",
       "                      'transfiguration': 1,\n",
       "                      'troll': 1,\n",
       "                      'twigs': 1,\n",
       "                      'understand': 1,\n",
       "                      'unknown': 1,\n",
       "                      'ways': 1,\n",
       "                      'were': 2,\n",
       "                      'with': 6,\n",
       "                      'wizarding': 1,\n",
       "                      'world': 1,\n",
       "                      'year': 1}),\n",
       "             'stupid': Counter({'almost': 1,\n",
       "                      'been': 2,\n",
       "                      'being': 2,\n",
       "                      'completely': 1,\n",
       "                      'dota': 1,\n",
       "                      'dudley': 1,\n",
       "                      'except': 1,\n",
       "                      'fashion': 1,\n",
       "                      'first': 1,\n",
       "                      'forget': 1,\n",
       "                      'know': 1,\n",
       "                      'mean': 1,\n",
       "                      'minute': 1,\n",
       "                      'more': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'other': 1,\n",
       "                      'people': 1,\n",
       "                      'potter': 1,\n",
       "                      'purpose': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'seen': 1,\n",
       "                      'snapped': 1,\n",
       "                      'some': 1,\n",
       "                      'spell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'took': 1,\n",
       "                      'trunk': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1,\n",
       "                      'yellow': 1}),\n",
       "             'fashion': Counter({'drummed': 1,\n",
       "                      'outta': 1,\n",
       "                      'stupid': 1,\n",
       "                      'years': 1}),\n",
       "             'drummed': Counter({'fashion': 1, 'fingers': 1}),\n",
       "             'fingers': Counter({'crossed': 3,\n",
       "                      'drummed': 1,\n",
       "                      'feet': 1,\n",
       "                      'glass': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hermione': 1,\n",
       "                      'inside': 1,\n",
       "                      'long': 2,\n",
       "                      'looking': 1,\n",
       "                      'mouth': 1,\n",
       "                      'professor': 1,\n",
       "                      'raised': 1,\n",
       "                      'ropes': 1,\n",
       "                      'showing': 1,\n",
       "                      'simply': 1,\n",
       "                      'snapped': 2,\n",
       "                      'steering': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'through': 1,\n",
       "                      'trembling': 1,\n",
       "                      'under': 1,\n",
       "                      'warmth': 1}),\n",
       "             'steering': Counter({'fingers': 1,\n",
       "                      'griphook': 1,\n",
       "                      'harry': 1,\n",
       "                      'wheel': 1}),\n",
       "             'wheel': Counter({'eyes': 1, 'steering': 1}),\n",
       "             'eyes': Counter({'again': 1,\n",
       "                      'ages': 1,\n",
       "                      'around': 3,\n",
       "                      'away': 4,\n",
       "                      'beady': 1,\n",
       "                      'beast': 1,\n",
       "                      'been': 1,\n",
       "                      'beetle': 2,\n",
       "                      'before': 2,\n",
       "                      'began': 1,\n",
       "                      'believe': 1,\n",
       "                      'beneath': 1,\n",
       "                      'black': 1,\n",
       "                      'blazing': 1,\n",
       "                      'blue': 3,\n",
       "                      'ceiling': 1,\n",
       "                      'class': 1,\n",
       "                      'closed': 2,\n",
       "                      'cold': 1,\n",
       "                      'collecting': 1,\n",
       "                      'dabbed': 1,\n",
       "                      'dark': 1,\n",
       "                      'doors': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'eels': 1,\n",
       "                      'eyes': 2,\n",
       "                      'fell': 3,\n",
       "                      'filled': 1,\n",
       "                      'five': 1,\n",
       "                      'fixed': 3,\n",
       "                      'flashed': 1,\n",
       "                      'from': 1,\n",
       "                      'gaunt': 1,\n",
       "                      'giant': 1,\n",
       "                      'glaring': 1,\n",
       "                      'glinting': 2,\n",
       "                      'glittered': 1,\n",
       "                      'green': 2,\n",
       "                      'ground': 1,\n",
       "                      'hair': 2,\n",
       "                      'hall': 1,\n",
       "                      'harry': 8,\n",
       "                      'hermione': 2,\n",
       "                      'home': 1,\n",
       "                      'into': 1,\n",
       "                      'jacket': 1,\n",
       "                      'jewel-bright': 1,\n",
       "                      'just': 2,\n",
       "                      'keep': 1,\n",
       "                      'kept': 2,\n",
       "                      'know': 1,\n",
       "                      'laid': 1,\n",
       "                      'lamplike': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 5,\n",
       "                      'lingered': 1,\n",
       "                      'lingering': 1,\n",
       "                      'little': 1,\n",
       "                      'looked': 2,\n",
       "                      'luminous': 1,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'meet': 1,\n",
       "                      'mind': 1,\n",
       "                      'misty': 2,\n",
       "                      'monstrous': 1,\n",
       "                      'more': 1,\n",
       "                      'mother': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'narrowed': 1,\n",
       "                      'nervously': 1,\n",
       "                      'noses': 1,\n",
       "                      'only': 1,\n",
       "                      'open': 2,\n",
       "                      'opened': 1,\n",
       "                      'orange': 1,\n",
       "                      'over': 3,\n",
       "                      'pale': 2,\n",
       "                      'raised': 1,\n",
       "                      'ready': 1,\n",
       "                      'really': 1,\n",
       "                      'rolling': 1,\n",
       "                      'rubbish': 1,\n",
       "                      'scarlet': 1,\n",
       "                      'scene': 1,\n",
       "                      'seemed': 1,\n",
       "                      'seems': 1,\n",
       "                      'seize': 1,\n",
       "                      'sharp': 1,\n",
       "                      'sheet': 1,\n",
       "                      'shining': 1,\n",
       "                      'shoo': 1,\n",
       "                      'shut': 1,\n",
       "                      'silvery': 1,\n",
       "                      'slid': 1,\n",
       "                      'slits': 1,\n",
       "                      'slowly': 1,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sneezed': 1,\n",
       "                      'staring': 3,\n",
       "                      'statue': 1,\n",
       "                      'stepped': 1,\n",
       "                      'still': 1,\n",
       "                      'strayed': 1,\n",
       "                      'streaming': 1,\n",
       "                      'stung': 1,\n",
       "                      'swore': 1,\n",
       "                      'take': 3,\n",
       "                      'taking': 1,\n",
       "                      'tearing': 1,\n",
       "                      'tears': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 3,\n",
       "                      'them': 3,\n",
       "                      'then': 1,\n",
       "                      'thick': 1,\n",
       "                      'this': 1,\n",
       "                      'three': 2,\n",
       "                      'time': 1,\n",
       "                      'tore': 3,\n",
       "                      'tottering': 1,\n",
       "                      'turned': 1,\n",
       "                      'twinkled': 1,\n",
       "                      'twinkling': 1,\n",
       "                      'twitched': 1,\n",
       "                      'twitching': 1,\n",
       "                      'uncle': 2,\n",
       "                      'until': 1,\n",
       "                      'used': 1,\n",
       "                      'voice': 1,\n",
       "                      'waiting': 1,\n",
       "                      'watching': 1,\n",
       "                      'watering': 1,\n",
       "                      'wearing': 1,\n",
       "                      'welcome': 1,\n",
       "                      'were': 9,\n",
       "                      'what': 1,\n",
       "                      'wheel': 1,\n",
       "                      'when': 2,\n",
       "                      'wide': 1,\n",
       "                      'wild': 1,\n",
       "                      'wiping': 1,\n",
       "                      'with': 1,\n",
       "                      'wood': 1,\n",
       "                      'wore': 1,\n",
       "                      'yellow': 1,\n",
       "                      'your': 2}),\n",
       "             'fell': Counter({'almost': 2,\n",
       "                      'around': 1,\n",
       "                      'asleep': 6,\n",
       "                      'away': 1,\n",
       "                      'back': 2,\n",
       "                      'backward': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'bother': 1,\n",
       "                      'broom': 1,\n",
       "                      'called': 1,\n",
       "                      'catch': 1,\n",
       "                      'coat': 1,\n",
       "                      'diggle': 1,\n",
       "                      'down': 1,\n",
       "                      'dursley': 1,\n",
       "                      'empty': 1,\n",
       "                      'everyone': 1,\n",
       "                      'excitement': 1,\n",
       "                      'eyes': 3,\n",
       "                      'face': 2,\n",
       "                      'flat': 2,\n",
       "                      'flute': 1,\n",
       "                      'from': 1,\n",
       "                      'full': 1,\n",
       "                      'gold': 1,\n",
       "                      'gradually': 1,\n",
       "                      'hall': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 1,\n",
       "                      'huddle': 1,\n",
       "                      'into': 3,\n",
       "                      'knees': 2,\n",
       "                      'landed': 1,\n",
       "                      'lost': 1,\n",
       "                      'marcus': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'mouth': 2,\n",
       "                      'nearly': 2,\n",
       "                      'neck': 1,\n",
       "                      'night': 1,\n",
       "                      'note': 1,\n",
       "                      'onto': 1,\n",
       "                      'open': 2,\n",
       "                      'over': 4,\n",
       "                      'pajamas': 1,\n",
       "                      'past': 1,\n",
       "                      'paws': 1,\n",
       "                      'play': 1,\n",
       "                      'promised': 1,\n",
       "                      'right': 1,\n",
       "                      'seconds': 1,\n",
       "                      'shock': 1,\n",
       "                      'silent': 3,\n",
       "                      'spiders': 1,\n",
       "                      'tart': 1,\n",
       "                      'then': 3,\n",
       "                      'they': 1,\n",
       "                      'thirty-six': 1,\n",
       "                      'tree': 1,\n",
       "                      'tripped': 1,\n",
       "                      'turban': 1,\n",
       "                      'wall': 1,\n",
       "                      'which': 1}),\n",
       "             'huddle': Counter({'fell': 1, 'limp': 1, 'there': 1, 'these': 1}),\n",
       "             'these': Counter({\"'undred\": 1,\n",
       "                      'about': 2,\n",
       "                      'anything': 1,\n",
       "                      'back': 2,\n",
       "                      'because': 1,\n",
       "                      'birds': 2,\n",
       "                      'bludgers': 1,\n",
       "                      'books': 1,\n",
       "                      'broom': 1,\n",
       "                      'clues': 1,\n",
       "                      'days': 4,\n",
       "                      'dragon': 1,\n",
       "                      'drearns': 1,\n",
       "                      'especially': 1,\n",
       "                      'exams': 1,\n",
       "                      'fantastic': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'give': 2,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 1,\n",
       "                      'huddle': 1,\n",
       "                      'indeed': 1,\n",
       "                      'last': 1,\n",
       "                      'letter': 1,\n",
       "                      'look': 1,\n",
       "                      'muggles': 1,\n",
       "                      'never': 1,\n",
       "                      'pass': 1,\n",
       "                      'past': 1,\n",
       "                      'people': 5,\n",
       "                      'pulled': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 5,\n",
       "                      'sent': 1,\n",
       "                      'separated': 1,\n",
       "                      'sightings': 1,\n",
       "                      'sitting': 1,\n",
       "                      'some': 1,\n",
       "                      'start': 1,\n",
       "                      'strengthened': 1,\n",
       "                      'stunt': 1,\n",
       "                      'swap': 1,\n",
       "                      'sweets': 1,\n",
       "                      'swelled': 1,\n",
       "                      'table': 1,\n",
       "                      'tables': 1,\n",
       "                      'things': 2,\n",
       "                      'think': 1,\n",
       "                      'thousand': 1,\n",
       "                      'vernon': 1,\n",
       "                      'weirdos': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 2,\n",
       "                      'wizarding': 1,\n",
       "                      'words': 3,\n",
       "                      'years': 1}),\n",
       "             'weirdos': Counter({'denying': 1,\n",
       "                      'standing': 1,\n",
       "                      'these': 1,\n",
       "                      'were': 1}),\n",
       "             'quite': Counter({'agree': 1,\n",
       "                      'apart': 2,\n",
       "                      'around': 1,\n",
       "                      'bald': 1,\n",
       "                      'bartender': 1,\n",
       "                      'became': 1,\n",
       "                      'been': 4,\n",
       "                      'clear': 1,\n",
       "                      'clearly': 1,\n",
       "                      'close': 1,\n",
       "                      'cool': 1,\n",
       "                      'creepy': 1,\n",
       "                      'delighted': 1,\n",
       "                      'different': 1,\n",
       "                      'effect': 1,\n",
       "                      'felt': 1,\n",
       "                      'fond': 1,\n",
       "                      'glad': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'headmaster': 1,\n",
       "                      'horribly': 1,\n",
       "                      'impressed': 1,\n",
       "                      'inches': 1,\n",
       "                      'keen': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'meet': 1,\n",
       "                      'never': 1,\n",
       "                      'painful': 1,\n",
       "                      'personal': 1,\n",
       "                      'phoenixes': 1,\n",
       "                      'plainly': 1,\n",
       "                      'remember': 1,\n",
       "                      'right': 2,\n",
       "                      'rock': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 1,\n",
       "                      'seem': 1,\n",
       "                      'sound': 1,\n",
       "                      'sounding': 1,\n",
       "                      'standing': 3,\n",
       "                      'still': 5,\n",
       "                      'stood': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sure': 2,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'took': 1,\n",
       "                      'troll': 1,\n",
       "                      'truthful': 1,\n",
       "                      'were': 2,\n",
       "                      'where': 1,\n",
       "                      'while': 1,\n",
       "                      'whippy': 1,\n",
       "                      'years': 1}),\n",
       "             'close': Counter({'again': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 3,\n",
       "                      'broom': 1,\n",
       "                      'came': 1,\n",
       "                      'come': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'glass': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 4,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'many': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moved': 1,\n",
       "                      'pain': 1,\n",
       "                      'possible': 1,\n",
       "                      'quite': 1,\n",
       "                      'right': 2,\n",
       "                      'seconds': 1,\n",
       "                      'shaves': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'stay': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'together': 1,\n",
       "                      'very': 2,\n",
       "                      'were': 2,\n",
       "                      'wrist': 1}),\n",
       "             'whispering': Counter({'coming': 1,\n",
       "                      'excitedly': 2,\n",
       "                      'faint': 1,\n",
       "                      'granger': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 2}),\n",
       "             'excitedly': Counter({'asked': 1,\n",
       "                      'could': 1,\n",
       "                      'harry': 1,\n",
       "                      'look': 1,\n",
       "                      'opened': 1,\n",
       "                      'showed': 1,\n",
       "                      'this': 1,\n",
       "                      'together': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whispering': 2,\n",
       "                      'wood': 1}),\n",
       "             'together': Counter({'block': 1,\n",
       "                      'class': 1,\n",
       "                      'close': 1,\n",
       "                      'closer': 2,\n",
       "                      'could': 1,\n",
       "                      'dursley': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'felt': 1,\n",
       "                      'first': 1,\n",
       "                      'gateway': 1,\n",
       "                      'give': 1,\n",
       "                      'hands': 2,\n",
       "                      'harry': 1,\n",
       "                      'heads': 1,\n",
       "                      'held': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 2,\n",
       "                      'jammed': 1,\n",
       "                      'last': 1,\n",
       "                      'learning': 1,\n",
       "                      'made': 1,\n",
       "                      'next': 1,\n",
       "                      'read': 1,\n",
       "                      'said': 2,\n",
       "                      'sprang': 1,\n",
       "                      'squeezed': 1,\n",
       "                      'stick': 1,\n",
       "                      'stuck': 1,\n",
       "                      'summat': 1,\n",
       "                      'than': 1,\n",
       "                      'there': 1,\n",
       "                      'this': 1,\n",
       "                      'typical': 1,\n",
       "                      'whole': 1,\n",
       "                      'with': 2}),\n",
       "             'enraged': Counter({'dursley': 1, 'that': 1}),\n",
       "             'couple': Counter({'broken': 1,\n",
       "                      'done': 1,\n",
       "                      'dormice': 1,\n",
       "                      'enough': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'loop-the-loops': 1,\n",
       "                      'other': 1,\n",
       "                      'points': 1,\n",
       "                      'sneezed': 1,\n",
       "                      'sparks': 1,\n",
       "                      'spiders': 1,\n",
       "                      'still': 1,\n",
       "                      'terms': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'vernon': 1}),\n",
       "             'older': Counter({'head': 1,\n",
       "                      'know': 1,\n",
       "                      'look': 1,\n",
       "                      'pupils': 1,\n",
       "                      'read': 1,\n",
       "                      'students': 2,\n",
       "                      'than': 1,\n",
       "                      'that': 1,\n",
       "                      'when': 2,\n",
       "                      'written': 1}),\n",
       "             'than': Counter({'albus': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anything': 4,\n",
       "                      'asking': 1,\n",
       "                      'became': 1,\n",
       "                      'before': 1,\n",
       "                      'better': 9,\n",
       "                      'bigger': 3,\n",
       "                      'blinking': 1,\n",
       "                      'bravely': 1,\n",
       "                      'braver': 2,\n",
       "                      'cannonball': 1,\n",
       "                      'charlie': 1,\n",
       "                      'children': 1,\n",
       "                      'clearly': 1,\n",
       "                      'come': 1,\n",
       "                      'crack': 1,\n",
       "                      'deepest': 1,\n",
       "                      'dozen': 1,\n",
       "                      'dudley': 1,\n",
       "                      'earshot': 1,\n",
       "                      'easier': 1,\n",
       "                      'emptier': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 5,\n",
       "                      'exciting': 1,\n",
       "                      'faster': 4,\n",
       "                      'feeble': 1,\n",
       "                      'feet': 1,\n",
       "                      'felt': 1,\n",
       "                      'fewer': 1,\n",
       "                      'fire': 1,\n",
       "                      'found': 1,\n",
       "                      'frogs': 1,\n",
       "                      'fuller': 1,\n",
       "                      'furiously': 1,\n",
       "                      'haircuts': 1,\n",
       "                      'harder': 1,\n",
       "                      'harry': 3,\n",
       "                      'having': 2,\n",
       "                      'here': 2,\n",
       "                      'higgs': 1,\n",
       "                      'home': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'important': 1,\n",
       "                      'interest': 1,\n",
       "                      'joined': 1,\n",
       "                      'july': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'larger': 1,\n",
       "                      'last': 3,\n",
       "                      'later': 2,\n",
       "                      'less': 4,\n",
       "                      'letter': 1,\n",
       "                      'london': 1,\n",
       "                      'looking': 1,\n",
       "                      'main': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 1,\n",
       "                      'mind': 1,\n",
       "                      'ministry': 1,\n",
       "                      'money': 2,\n",
       "                      'more': 14,\n",
       "                      'noise': 1,\n",
       "                      'norbert': 1,\n",
       "                      'older': 1,\n",
       "                      'other': 2,\n",
       "                      'others': 1,\n",
       "                      'ours': 1,\n",
       "                      'pack': 1,\n",
       "                      'past': 1,\n",
       "                      'peeves': 1,\n",
       "                      'points': 1,\n",
       "                      'poorer': 1,\n",
       "                      'privet': 1,\n",
       "                      'professor': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quicker': 1,\n",
       "                      'quickly': 1,\n",
       "                      'really': 1,\n",
       "                      'rest': 1,\n",
       "                      'ronan': 1,\n",
       "                      'school': 1,\n",
       "                      'sharper': 1,\n",
       "                      'shorter': 1,\n",
       "                      'shown': 1,\n",
       "                      'silk': 1,\n",
       "                      'skinnier': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'smaller': 1,\n",
       "                      'smarter': 1,\n",
       "                      'smoother': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'taller': 2,\n",
       "                      'teacher': 1,\n",
       "                      'team': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 7,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'together': 1,\n",
       "                      'traffic': 1,\n",
       "                      'treasure': 1,\n",
       "                      'twelve': 2,\n",
       "                      'unpleasant': 1,\n",
       "                      'usual': 3,\n",
       "                      'vernon': 1,\n",
       "                      'waving': 1,\n",
       "                      'wearing': 1,\n",
       "                      'weasley': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'whisper': 1,\n",
       "                      'whole': 1,\n",
       "                      'wild': 1,\n",
       "                      'wilder-looking': 1,\n",
       "                      'winning': 1,\n",
       "                      'wise': 1,\n",
       "                      'worse': 7,\n",
       "                      'would': 1,\n",
       "                      'yesterday': 1}),\n",
       "             'wearing': Counter({'already': 1,\n",
       "                      'back': 1,\n",
       "                      'badge': 1,\n",
       "                      'ball': 1,\n",
       "                      'belt': 1,\n",
       "                      'bits': 1,\n",
       "                      'blue': 1,\n",
       "                      'cloak': 1,\n",
       "                      'come': 1,\n",
       "                      'different-colored': 1,\n",
       "                      'doors': 1,\n",
       "                      'dream': 1,\n",
       "                      'emerald-green': 1,\n",
       "                      'eyes': 1,\n",
       "                      'family': 1,\n",
       "                      'ghost': 1,\n",
       "                      'glasses': 1,\n",
       "                      'granger': 1,\n",
       "                      'hair': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'like': 1,\n",
       "                      'long': 1,\n",
       "                      'ours': 1,\n",
       "                      'pink': 1,\n",
       "                      'professor': 1,\n",
       "                      'ruff': 1,\n",
       "                      'square': 1,\n",
       "                      'still': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 1,\n",
       "                      'uniform': 1,\n",
       "                      'violet': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'woman': 1,\n",
       "                      'yours': 1}),\n",
       "             'emerald-green': Counter({'cloak': 1,\n",
       "                      'robes': 1,\n",
       "                      'there': 1,\n",
       "                      'wearing': 1,\n",
       "                      'witch': 1,\n",
       "                      'written': 1}),\n",
       "             'cloak': Counter({'admirable': 1,\n",
       "                      'admiring': 1,\n",
       "                      'around': 2,\n",
       "                      'back': 2,\n",
       "                      'become': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'better': 2,\n",
       "                      'black': 2,\n",
       "                      'covered': 1,\n",
       "                      'crept': 1,\n",
       "                      'down': 1,\n",
       "                      'dropped': 1,\n",
       "                      'emerald': 1,\n",
       "                      'emerald-green': 1,\n",
       "                      'everything': 1,\n",
       "                      'excitement': 1,\n",
       "                      'eyed': 1,\n",
       "                      'father': 2,\n",
       "                      'felt': 1,\n",
       "                      'folded': 1,\n",
       "                      'forget': 1,\n",
       "                      'from': 2,\n",
       "                      'give': 1,\n",
       "                      'glad': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 1,\n",
       "                      'here': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'invisibility': 14,\n",
       "                      'know': 1,\n",
       "                      'leaving': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 1,\n",
       "                      'looking': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'must': 1,\n",
       "                      'muttered': 1,\n",
       "                      'need': 2,\n",
       "                      'nerve': 1,\n",
       "                      'neville': 1,\n",
       "                      'over': 2,\n",
       "                      'pulled': 3,\n",
       "                      'purple': 1,\n",
       "                      'putted': 1,\n",
       "                      'putting': 1,\n",
       "                      'quickly': 1,\n",
       "                      'really': 1,\n",
       "                      'rummaging': 1,\n",
       "                      'said': 3,\n",
       "                      'seem': 1,\n",
       "                      'seized': 1,\n",
       "                      'sent': 1,\n",
       "                      'slipped': 1,\n",
       "                      'stayed': 1,\n",
       "                      'stepped': 1,\n",
       "                      'stop': 1,\n",
       "                      'stuffed': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'swish': 1,\n",
       "                      'take': 2,\n",
       "                      'that': 2,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'three': 1,\n",
       "                      'threw': 3,\n",
       "                      'throw': 1,\n",
       "                      'tight': 1,\n",
       "                      'tower': 1,\n",
       "                      'trailing': 1,\n",
       "                      'tucked': 1,\n",
       "                      'underneath': 1,\n",
       "                      'violet': 1,\n",
       "                      'watching': 1,\n",
       "                      'wearing': 1,\n",
       "                      'which': 1,\n",
       "                      'whoever': 1,\n",
       "                      'winter': 1,\n",
       "                      'work': 1,\n",
       "                      'wrapped': 1}),\n",
       "             'nerve': Counter({'chivalry': 1,\n",
       "                      'cloak': 1,\n",
       "                      'daring': 1,\n",
       "                      'furious': 1,\n",
       "                      'harry': 1,\n",
       "                      'outstanding': 1,\n",
       "                      'pure': 1,\n",
       "                      'said': 1,\n",
       "                      'some': 1,\n",
       "                      'then': 1}),\n",
       "             'struck': Counter({'dursley': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'pounced': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'thought': 1}),\n",
       "             'probably': Counter({'about': 1,\n",
       "                      'before': 1,\n",
       "                      'best': 1,\n",
       "                      'dudley': 1,\n",
       "                      'enchantments': 1,\n",
       "                      'guarded': 1,\n",
       "                      'hiding': 1,\n",
       "                      'knew': 2,\n",
       "                      'mutter': 1,\n",
       "                      'nothing': 1,\n",
       "                      'old-fashioned': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 2,\n",
       "                      'silver': 1,\n",
       "                      'skin': 1,\n",
       "                      'some': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'would': 1}),\n",
       "             'silly': Counter({'harry': 1,\n",
       "                      'himself': 1,\n",
       "                      'some': 1,\n",
       "                      'stunt': 1,\n",
       "                      'suggested': 1,\n",
       "                      'vernon': 1}),\n",
       "             'stunt': Counter({'silly': 1, 'these': 1}),\n",
       "             'obviously': Counter({'been': 1,\n",
       "                      'beneath': 1,\n",
       "                      'collecting': 1,\n",
       "                      'going': 1,\n",
       "                      'guarding': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hoping': 1,\n",
       "                      'just': 1,\n",
       "                      'makes': 1,\n",
       "                      'mood': 1,\n",
       "                      'petunia': 1,\n",
       "                      'potter': 1,\n",
       "                      'scented': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 1,\n",
       "                      'spotted': 1,\n",
       "                      'sweater': 1,\n",
       "                      'there': 1,\n",
       "                      'thought': 1,\n",
       "                      'towers': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'tried': 1,\n",
       "                      'used': 1,\n",
       "                      'were': 2,\n",
       "                      'whittled': 1}),\n",
       "             'collecting': Counter({'back': 1,\n",
       "                      'eyes': 1,\n",
       "                      'obviously': 1,\n",
       "                      'single': 1,\n",
       "                      'something': 1,\n",
       "                      'start': 1}),\n",
       "             'moved': Counter({'angry': 1,\n",
       "                      'appeared': 1,\n",
       "                      'aside': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'boats': 1,\n",
       "                      'close': 1,\n",
       "                      'closer': 3,\n",
       "                      'cupboard': 1,\n",
       "                      'definitely': 1,\n",
       "                      'forward': 2,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'harry': 5,\n",
       "                      'hermione': 1,\n",
       "                      'home': 1,\n",
       "                      'into': 2,\n",
       "                      'knew': 1,\n",
       "                      'minutes': 1,\n",
       "                      'nearer': 1,\n",
       "                      'neville': 1,\n",
       "                      'nice': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 1,\n",
       "                      'pawn': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'silently': 1,\n",
       "                      'stone': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'three': 1,\n",
       "                      'traffic': 1,\n",
       "                      'will': 1}),\n",
       "             'minutes': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'almost': 1,\n",
       "                      'argue': 1,\n",
       "                      'away': 1,\n",
       "                      'bags': 1,\n",
       "                      'board': 1,\n",
       "                      'books': 1,\n",
       "                      'crept': 1,\n",
       "                      'dragged': 1,\n",
       "                      'during': 1,\n",
       "                      'eleven': 1,\n",
       "                      'fifteen': 1,\n",
       "                      'five': 9,\n",
       "                      'four': 1,\n",
       "                      'front': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'harry': 3,\n",
       "                      'later': 8,\n",
       "                      'left': 2,\n",
       "                      'loudly': 1,\n",
       "                      'maybe': 1,\n",
       "                      'moved': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'place': 2,\n",
       "                      'pocket': 1,\n",
       "                      'ready': 1,\n",
       "                      'said': 2,\n",
       "                      'stammered': 1,\n",
       "                      'that': 2,\n",
       "                      'three': 1,\n",
       "                      'time': 3,\n",
       "                      'twenty': 2,\n",
       "                      'what': 2}),\n",
       "             'later': Counter({'babble': 1,\n",
       "                      'back': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'brother': 1,\n",
       "                      'come': 1,\n",
       "                      'desserts': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'dying': 1,\n",
       "                      'everybody': 1,\n",
       "                      'filch': 1,\n",
       "                      'four': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 4,\n",
       "                      'hermione': 2,\n",
       "                      'hour': 3,\n",
       "                      'hours': 2,\n",
       "                      'leave': 1,\n",
       "                      'life': 1,\n",
       "                      'listening': 1,\n",
       "                      'made': 1,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 8,\n",
       "                      'moment': 5,\n",
       "                      'moments': 1,\n",
       "                      'months': 1,\n",
       "                      'much': 2,\n",
       "                      'neville': 1,\n",
       "                      'owls': 1,\n",
       "                      'please': 1,\n",
       "                      'professor': 1,\n",
       "                      'promisin': 1,\n",
       "                      'reflection': 1,\n",
       "                      'ride': 1,\n",
       "                      'sahara': 1,\n",
       "                      'second': 5,\n",
       "                      'seconds': 2,\n",
       "                      'shouted': 1,\n",
       "                      'snape': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'take': 1,\n",
       "                      'than': 2,\n",
       "                      'then': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 7,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'training': 1,\n",
       "                      'uncle': 1,\n",
       "                      'understand': 1,\n",
       "                      'week': 1,\n",
       "                      'wishing': 1,\n",
       "                      'with': 1,\n",
       "                      'your': 1}),\n",
       "             'parking': Counter({'garage': 1,\n",
       "                      'grunnings': 1,\n",
       "                      'like': 1,\n",
       "                      'meters': 1,\n",
       "                      'mind': 1,\n",
       "                      'multilevel': 1}),\n",
       "             'always': Counter({'adventure': 1,\n",
       "                      'again': 1,\n",
       "                      'been': 5,\n",
       "                      'bringing': 1,\n",
       "                      'dared': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dursley': 2,\n",
       "                      'eagle': 1,\n",
       "                      'either': 1,\n",
       "                      'expected': 1,\n",
       "                      'favors': 1,\n",
       "                      'find': 2,\n",
       "                      'flew': 1,\n",
       "                      'forgets': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happy': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'hissed': 1,\n",
       "                      'holidays': 1,\n",
       "                      'hope': 1,\n",
       "                      'innocent': 1,\n",
       "                      'knew': 1,\n",
       "                      'liked': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'maroon': 1,\n",
       "                      'mine': 1,\n",
       "                      'nasty': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nick': 1,\n",
       "                      'ones': 1,\n",
       "                      'plays': 1,\n",
       "                      'proper': 1,\n",
       "                      'proud': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'school': 1,\n",
       "                      'seekers': 1,\n",
       "                      'seemed': 2,\n",
       "                      'snape': 2,\n",
       "                      'sobs': 1,\n",
       "                      'spoils': 1,\n",
       "                      'taken': 1,\n",
       "                      'taking': 1,\n",
       "                      'that': 5,\n",
       "                      'they': 2,\n",
       "                      'thoughts': 1,\n",
       "                      'tremblin': 1,\n",
       "                      'unlocked': 1,\n",
       "                      'upset': 1,\n",
       "                      'value': 1,\n",
       "                      'wanted': 3,\n",
       "                      'weasley': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'white': 1,\n",
       "                      'will': 2,\n",
       "                      'with': 1}),\n",
       "             'office': Counter({'dairy': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'hurried': 1,\n",
       "                      'keep': 1,\n",
       "                      'ninth': 1,\n",
       "                      'post': 1,\n",
       "                      'snapped': 1,\n",
       "                      'still': 1,\n",
       "                      'they': 1,\n",
       "                      'window': 1}),\n",
       "             'ninth': Counter({'floor': 1, 'office': 1}),\n",
       "             'floor': Counter({'along': 1,\n",
       "                      'bacon': 1,\n",
       "                      'because': 1,\n",
       "                      'began': 1,\n",
       "                      'burning': 1,\n",
       "                      'carefully': 1,\n",
       "                      'ceiling': 2,\n",
       "                      'cloth': 1,\n",
       "                      'concrete': 1,\n",
       "                      'could': 1,\n",
       "                      'crashed': 1,\n",
       "                      'curled': 1,\n",
       "                      \"d'you\": 1,\n",
       "                      'dead': 1,\n",
       "                      'decided': 1,\n",
       "                      'desk': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 2,\n",
       "                      'dragged': 1,\n",
       "                      'fast': 1,\n",
       "                      'feel': 1,\n",
       "                      'first': 1,\n",
       "                      'flat': 2,\n",
       "                      'fright': 1,\n",
       "                      'front': 2,\n",
       "                      'giant': 1,\n",
       "                      'griphook': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 1,\n",
       "                      'heads': 1,\n",
       "                      'heap': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'hut-on-the-rock': 1,\n",
       "                      'jars': 1,\n",
       "                      'knee': 1,\n",
       "                      'looked': 2,\n",
       "                      'lying': 1,\n",
       "                      'might': 1,\n",
       "                      'motionless': 1,\n",
       "                      'never': 1,\n",
       "                      'ninth': 1,\n",
       "                      'onto': 2,\n",
       "                      'over': 2,\n",
       "                      'peeves': 1,\n",
       "                      'people': 1,\n",
       "                      'picking': 1,\n",
       "                      'potter': 1,\n",
       "                      'right': 1,\n",
       "                      'sank': 1,\n",
       "                      'seventh': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'slithering': 1,\n",
       "                      'smashed': 1,\n",
       "                      'softest': 1,\n",
       "                      'standing': 2,\n",
       "                      'stone': 2,\n",
       "                      'stood': 1,\n",
       "                      'strange': 1,\n",
       "                      'sunk': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'third': 8,\n",
       "                      'three': 1,\n",
       "                      'tiptoed': 1,\n",
       "                      'tracks': 1,\n",
       "                      'vernon': 1,\n",
       "                      'walls': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 3,\n",
       "                      'wished': 1,\n",
       "                      'with': 2,\n",
       "                      'would': 1}),\n",
       "             'might': Counter({'able': 2,\n",
       "                      'agrippa': 1,\n",
       "                      'already': 1,\n",
       "                      'although': 1,\n",
       "                      'apart': 1,\n",
       "                      'back': 1,\n",
       "                      'been': 1,\n",
       "                      'belong': 2,\n",
       "                      'birthday': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dare': 1,\n",
       "                      'dark': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 1,\n",
       "                      'else': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'faint': 1,\n",
       "                      'fair': 1,\n",
       "                      'feared': 1,\n",
       "                      'felt': 1,\n",
       "                      'finally': 1,\n",
       "                      'firenze': 1,\n",
       "                      'flamel': 1,\n",
       "                      'floor': 1,\n",
       "                      'following': 1,\n",
       "                      'fred': 1,\n",
       "                      'frog': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'happen': 1,\n",
       "                      'have': 15,\n",
       "                      'help': 1,\n",
       "                      'hiding': 1,\n",
       "                      'humor': 1,\n",
       "                      'late': 1,\n",
       "                      'like': 1,\n",
       "                      'lose': 1,\n",
       "                      'lucky': 1,\n",
       "                      'lurking': 1,\n",
       "                      'magic': 1,\n",
       "                      'mean': 1,\n",
       "                      'need': 1,\n",
       "                      'nice': 1,\n",
       "                      'ought': 1,\n",
       "                      'overtake': 1,\n",
       "                      'raised': 1,\n",
       "                      'ribs': 1,\n",
       "                      'safe': 1,\n",
       "                      'save': 1,\n",
       "                      'scar': 1,\n",
       "                      'seats': 1,\n",
       "                      'seen': 1,\n",
       "                      'sick': 1,\n",
       "                      'snape': 1,\n",
       "                      'snoozing': 1,\n",
       "                      'something': 1,\n",
       "                      'spying': 1,\n",
       "                      'surprise': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'think': 3,\n",
       "                      'this': 1,\n",
       "                      'though': 2,\n",
       "                      'thought': 4,\n",
       "                      'thrown': 1,\n",
       "                      'trouble': 1,\n",
       "                      'very': 1,\n",
       "                      'want': 1,\n",
       "                      'warmer': 1,\n",
       "                      'well': 3,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1,\n",
       "                      'worth': 1}),\n",
       "             'harder': Counter({'balls': 1,\n",
       "                      'come': 1,\n",
       "                      'concentrate': 2,\n",
       "                      'found': 2,\n",
       "                      'have': 1,\n",
       "                      'past': 1,\n",
       "                      'shake': 1,\n",
       "                      'team': 1,\n",
       "                      'than': 1,\n",
       "                      'think': 1,\n",
       "                      'time': 1,\n",
       "                      'tried': 1}),\n",
       "             'concentrate': Counter({'drills': 2,\n",
       "                      'finding': 1,\n",
       "                      'harder': 2,\n",
       "                      'trying': 1}),\n",
       "             'owls': Counter({'about': 1,\n",
       "                      'although': 1,\n",
       "                      'britain': 1,\n",
       "                      'every': 1,\n",
       "                      'explain': 1,\n",
       "                      'flocks': 1,\n",
       "                      'flooded': 1,\n",
       "                      'flying': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 2,\n",
       "                      'hooted': 1,\n",
       "                      'hundred': 1,\n",
       "                      'later': 1,\n",
       "                      'legs': 1,\n",
       "                      'loads': 1,\n",
       "                      'morning': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'nation': 1,\n",
       "                      'normally': 1,\n",
       "                      'nothing': 1,\n",
       "                      'only': 2,\n",
       "                      'parents': 1,\n",
       "                      'said': 1,\n",
       "                      'school': 1,\n",
       "                      'screech': 1,\n",
       "                      'send': 1,\n",
       "                      'sent': 1,\n",
       "                      'shooting': 2,\n",
       "                      'showers': 1,\n",
       "                      'soared': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'swoop': 1,\n",
       "                      'swooped': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'tonight': 1,\n",
       "                      'turban': 1,\n",
       "                      'want': 1,\n",
       "                      'when': 2,\n",
       "                      'with': 1}),\n",
       "             'swoop': Counter({'owls': 1, 'past': 1}),\n",
       "             'broad': Counter({'daylight': 2, 'past': 1, 'streets': 1}),\n",
       "             'daylight': Counter({'broad': 2,\n",
       "                      'even': 1,\n",
       "                      'flying': 1,\n",
       "                      'kept': 1,\n",
       "                      'mysterious': 1,\n",
       "                      'seen': 1,\n",
       "                      'tell': 1,\n",
       "                      'there': 1,\n",
       "                      'though': 1}),\n",
       "             'though': Counter({'about': 3,\n",
       "                      'acted': 1,\n",
       "                      'added': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'again': 1,\n",
       "                      'agreed': 1,\n",
       "                      'annoyed': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 3,\n",
       "                      'being': 1,\n",
       "                      'books': 1,\n",
       "                      'bottom': 1,\n",
       "                      'broom': 1,\n",
       "                      'chair': 1,\n",
       "                      'chance': 1,\n",
       "                      'choice': 1,\n",
       "                      'coldly': 1,\n",
       "                      'could': 3,\n",
       "                      'cousin': 1,\n",
       "                      'cracked': 1,\n",
       "                      'crash': 1,\n",
       "                      'crooked': 1,\n",
       "                      'dare': 1,\n",
       "                      'daylight': 1,\n",
       "                      'different': 1,\n",
       "                      'does': 1,\n",
       "                      'down': 1,\n",
       "                      'dreams': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'entered': 1,\n",
       "                      'even': 7,\n",
       "                      'everything': 1,\n",
       "                      'feel': 1,\n",
       "                      'felt': 5,\n",
       "                      'flamel': 1,\n",
       "                      'flooding': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'frighten': 1,\n",
       "                      'glass': 2,\n",
       "                      'hands': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 9,\n",
       "                      'have': 3,\n",
       "                      'head': 1,\n",
       "                      'here': 1,\n",
       "                      'hoping': 2,\n",
       "                      'idea': 1,\n",
       "                      'indeed': 1,\n",
       "                      'insides': 1,\n",
       "                      'iron': 1,\n",
       "                      'just': 1,\n",
       "                      'large': 1,\n",
       "                      'legs': 1,\n",
       "                      'life': 1,\n",
       "                      'look': 2,\n",
       "                      'looked': 9,\n",
       "                      'looking': 2,\n",
       "                      'might': 2,\n",
       "                      'mouth': 1,\n",
       "                      'needs': 1,\n",
       "                      'nothing': 1,\n",
       "                      'oddly': 1,\n",
       "                      'only': 1,\n",
       "                      'opinion': 1,\n",
       "                      'ours': 1,\n",
       "                      'over': 1,\n",
       "                      'pajamas': 1,\n",
       "                      'people': 2,\n",
       "                      'person': 1,\n",
       "                      'petrified': 1,\n",
       "                      'pieces': 1,\n",
       "                      'pinning': 1,\n",
       "                      'planned': 1,\n",
       "                      'points': 1,\n",
       "                      'poor': 1,\n",
       "                      'quirrell': 3,\n",
       "                      'rather': 2,\n",
       "                      'repeated': 1,\n",
       "                      'said': 3,\n",
       "                      'scar': 1,\n",
       "                      'seamus': 1,\n",
       "                      'seconds': 1,\n",
       "                      'seemed': 1,\n",
       "                      'several': 1,\n",
       "                      'shame': 1,\n",
       "                      'sitting': 1,\n",
       "                      'slow': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 1,\n",
       "                      'sounded': 1,\n",
       "                      'spoke': 1,\n",
       "                      'staring': 1,\n",
       "                      'stiffily': 1,\n",
       "                      'still': 1,\n",
       "                      'strangely': 1,\n",
       "                      'such': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'sunk': 1,\n",
       "                      'sure': 1,\n",
       "                      'tasted': 1,\n",
       "                      'teddy': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 5,\n",
       "                      'thought': 2,\n",
       "                      'tree': 1,\n",
       "                      'tried': 1,\n",
       "                      'trouble': 1,\n",
       "                      'watched': 1,\n",
       "                      'were': 1,\n",
       "                      'wide-eyed': 1,\n",
       "                      'wish': 1,\n",
       "                      'work': 1}),\n",
       "             'down': Counter({'again': 2,\n",
       "                      'agreed': 1,\n",
       "                      'allowed': 1,\n",
       "                      'argue': 1,\n",
       "                      'back': 13,\n",
       "                      'bacon': 1,\n",
       "                      'been': 2,\n",
       "                      'bent': 5,\n",
       "                      'between': 1,\n",
       "                      'blackness': 1,\n",
       "                      'boat': 1,\n",
       "                      'books': 1,\n",
       "                      'both': 1,\n",
       "                      'bottle': 1,\n",
       "                      'bounced': 1,\n",
       "                      'boxes': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'breathing': 2,\n",
       "                      'broom': 1,\n",
       "                      'calm': 2,\n",
       "                      'calming': 1,\n",
       "                      'carefully': 1,\n",
       "                      'cart': 1,\n",
       "                      'catch': 1,\n",
       "                      'charms': 1,\n",
       "                      'cheering': 1,\n",
       "                      'classes': 1,\n",
       "                      'climbing': 1,\n",
       "                      'cloak': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'common': 1,\n",
       "                      'copying': 1,\n",
       "                      'corridor': 4,\n",
       "                      'corridors': 1,\n",
       "                      'could': 1,\n",
       "                      'counting': 1,\n",
       "                      'country': 1,\n",
       "                      'creep': 1,\n",
       "                      'crept': 1,\n",
       "                      'crouched': 1,\n",
       "                      'dancing': 1,\n",
       "                      'dark': 1,\n",
       "                      'darkness': 1,\n",
       "                      'dear': 1,\n",
       "                      'deserted': 1,\n",
       "                      'diagon': 1,\n",
       "                      'different': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'down': 8,\n",
       "                      'dribbling': 1,\n",
       "                      'dropped': 1,\n",
       "                      'ducking': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dungeons': 4,\n",
       "                      'empty': 1,\n",
       "                      'end-of-year': 1,\n",
       "                      'enough': 1,\n",
       "                      'entrance': 1,\n",
       "                      'ever': 1,\n",
       "                      'everybody': 1,\n",
       "                      'everything': 1,\n",
       "                      'eyes': 1,\n",
       "                      'feet': 1,\n",
       "                      'fell': 1,\n",
       "                      'field': 1,\n",
       "                      'finally': 1,\n",
       "                      'first': 1,\n",
       "                      'fleet': 1,\n",
       "                      'floor': 2,\n",
       "                      'flump': 1,\n",
       "                      'fluttered': 1,\n",
       "                      'freed': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 5,\n",
       "                      'gallery': 1,\n",
       "                      'galloped': 1,\n",
       "                      'garden': 1,\n",
       "                      'gathered': 1,\n",
       "                      'glanced': 2,\n",
       "                      'going': 2,\n",
       "                      'great': 2,\n",
       "                      'ground': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hall': 3,\n",
       "                      'handle': 1,\n",
       "                      'happened': 1,\n",
       "                      'happening': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 2,\n",
       "                      'head': 3,\n",
       "                      'heads': 2,\n",
       "                      'heavily': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hopped': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'hurried': 1,\n",
       "                      'into': 2,\n",
       "                      'jumping': 1,\n",
       "                      'just': 1,\n",
       "                      'kent': 1,\n",
       "                      'kitchen': 2,\n",
       "                      'knocked': 1,\n",
       "                      'laden': 1,\n",
       "                      'lake': 1,\n",
       "                      'lamp': 1,\n",
       "                      'leaking': 1,\n",
       "                      'leaning': 1,\n",
       "                      'legs': 1,\n",
       "                      'lights': 1,\n",
       "                      'line': 1,\n",
       "                      'living': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 3,\n",
       "                      'looked': 7,\n",
       "                      'looking': 1,\n",
       "                      'lying': 1,\n",
       "                      'made': 2,\n",
       "                      'many': 1,\n",
       "                      'marched': 1,\n",
       "                      'middle': 1,\n",
       "                      'might': 1,\n",
       "                      'moments': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'names': 1,\n",
       "                      'narrow': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 5,\n",
       "                      'night': 1,\n",
       "                      'oliver': 1,\n",
       "                      'once': 1,\n",
       "                      'opposite': 1,\n",
       "                      'over': 3,\n",
       "                      'paced': 2,\n",
       "                      'pacing': 1,\n",
       "                      'parts': 1,\n",
       "                      'path': 1,\n",
       "                      'pavement': 1,\n",
       "                      'peered': 1,\n",
       "                      'people': 1,\n",
       "                      'picked': 1,\n",
       "                      'place': 1,\n",
       "                      'plastic': 1,\n",
       "                      'platform': 1,\n",
       "                      'play': 1,\n",
       "                      'pleased': 1,\n",
       "                      'pointed': 1,\n",
       "                      'pointing': 1,\n",
       "                      'postcard': 1,\n",
       "                      'privet': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulled': 2,\n",
       "                      'quickly': 2,\n",
       "                      'quill': 1,\n",
       "                      'racing': 1,\n",
       "                      'reason': 1,\n",
       "                      'right': 3,\n",
       "                      'road': 1,\n",
       "                      'room': 2,\n",
       "                      'rows': 1,\n",
       "                      'safely': 1,\n",
       "                      'said': 1,\n",
       "                      'sank': 2,\n",
       "                      'saying': 1,\n",
       "                      'scribbled': 1,\n",
       "                      'seat': 2,\n",
       "                      'september': 1,\n",
       "                      'settled': 1,\n",
       "                      'slipped': 1,\n",
       "                      'sloping': 1,\n",
       "                      'slowing': 1,\n",
       "                      'slowly': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snapped': 1,\n",
       "                      'soared': 1,\n",
       "                      'sofa': 3,\n",
       "                      'something': 1,\n",
       "                      'sped': 1,\n",
       "                      'spiral': 2,\n",
       "                      'sprinted': 1,\n",
       "                      'staffroom': 1,\n",
       "                      'stairs': 1,\n",
       "                      'stands': 1,\n",
       "                      'stared': 2,\n",
       "                      'staring': 2,\n",
       "                      'stars': 1,\n",
       "                      'stick': 1,\n",
       "                      'stone': 1,\n",
       "                      'straight': 1,\n",
       "                      'strapping': 1,\n",
       "                      'street': 4,\n",
       "                      'strode': 1,\n",
       "                      'stroked': 1,\n",
       "                      'students': 1,\n",
       "                      'swiftly': 1,\n",
       "                      'swishing': 2,\n",
       "                      'swooped': 1,\n",
       "                      'swooping': 2,\n",
       "                      'table': 3,\n",
       "                      'take': 1,\n",
       "                      'taking': 1,\n",
       "                      'tarantula': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 6,\n",
       "                      'them': 7,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 3,\n",
       "                      'though': 1,\n",
       "                      'through': 3,\n",
       "                      'throwing': 1,\n",
       "                      'toilet': 2,\n",
       "                      'took': 1,\n",
       "                      'train': 1,\n",
       "                      'trickling': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'upside': 1,\n",
       "                      'vernon': 1,\n",
       "                      'village': 2,\n",
       "                      'visit': 1,\n",
       "                      'voice': 1,\n",
       "                      'walked': 4,\n",
       "                      'wall': 2,\n",
       "                      'walls': 1,\n",
       "                      'wand': 1,\n",
       "                      'wandered': 1,\n",
       "                      'weighed': 1,\n",
       "                      'went': 4,\n",
       "                      'what': 2,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whizzing': 1,\n",
       "                      'with': 2,\n",
       "                      'wizards': 1,\n",
       "                      'wolfing': 1,\n",
       "                      'working': 1,\n",
       "                      'write': 1,\n",
       "                      'yelled': 1}),\n",
       "             'pointed': Counter({'attention': 1,\n",
       "                      'beard': 1,\n",
       "                      'black': 1,\n",
       "                      'broom': 1,\n",
       "                      'down': 1,\n",
       "                      'face': 2,\n",
       "                      'fangs': 1,\n",
       "                      'feet': 1,\n",
       "                      'forward': 1,\n",
       "                      'gazed': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'long': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'nose': 1,\n",
       "                      'pale': 1,\n",
       "                      'passage': 1,\n",
       "                      'people': 1,\n",
       "                      'plain': 1,\n",
       "                      'ribs': 1,\n",
       "                      'rounded': 1,\n",
       "                      'showing': 1,\n",
       "                      'stool': 1,\n",
       "                      'swapped': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 3,\n",
       "                      'three': 1,\n",
       "                      'trouble': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wizard': 2}),\n",
       "             'gazed': Counter({'open-': 1, 'pointed': 1}),\n",
       "             'open-': Counter({'gazed': 1, 'mouthed': 1}),\n",
       "             'mouthed': Counter({'after': 1,\n",
       "                      'harry': 1,\n",
       "                      'open-': 1,\n",
       "                      'others': 1}),\n",
       "             'after': Counter({\"'til\": 1,\n",
       "                      'afford': 1,\n",
       "                      'again': 1,\n",
       "                      'angry': 1,\n",
       "                      'anyone': 1,\n",
       "                      'asking': 1,\n",
       "                      'baby': 2,\n",
       "                      'bacon': 1,\n",
       "                      'behind': 1,\n",
       "                      'bottom': 1,\n",
       "                      'burning': 1,\n",
       "                      'called': 1,\n",
       "                      'cart': 1,\n",
       "                      'cats': 1,\n",
       "                      'chasing': 1,\n",
       "                      'corridor': 1,\n",
       "                      'decided': 1,\n",
       "                      'delighted': 1,\n",
       "                      'depressing': 1,\n",
       "                      'dinner': 1,\n",
       "                      'done': 1,\n",
       "                      'donkeys': 1,\n",
       "                      'downward': 1,\n",
       "                      'dudley': 1,\n",
       "                      'evening': 2,\n",
       "                      'everyone': 1,\n",
       "                      'excitement': 1,\n",
       "                      'faces': 1,\n",
       "                      'fifty-foot': 1,\n",
       "                      'firmly': 1,\n",
       "                      'first': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'gloomy': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      'good': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'half': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 1,\n",
       "                      'heard': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hungry': 1,\n",
       "                      'hurry': 1,\n",
       "                      'hurtled': 1,\n",
       "                      'imagination': 1,\n",
       "                      'knows': 1,\n",
       "                      'last': 1,\n",
       "                      'lived': 1,\n",
       "                      'long': 2,\n",
       "                      'look': 3,\n",
       "                      'lunch': 1,\n",
       "                      'marks': 1,\n",
       "                      'match': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'meal': 1,\n",
       "                      'mean': 1,\n",
       "                      'minute': 2,\n",
       "                      'minutes': 1,\n",
       "                      'moment': 1,\n",
       "                      'more': 1,\n",
       "                      'mouth': 1,\n",
       "                      'mouthed': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 1,\n",
       "                      'path': 1,\n",
       "                      'people': 1,\n",
       "                      'potter': 1,\n",
       "                      'pulling': 1,\n",
       "                      'punished': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'right': 1,\n",
       "                      'rock': 1,\n",
       "                      'school': 1,\n",
       "                      'seconds': 1,\n",
       "                      'side': 1,\n",
       "                      'sides': 1,\n",
       "                      'snape': 2,\n",
       "                      'someone': 1,\n",
       "                      'sped': 2,\n",
       "                      'stared': 1,\n",
       "                      'stone': 1,\n",
       "                      'storm': 1,\n",
       "                      'stray': 1,\n",
       "                      'streak': 1,\n",
       "                      'streaked': 1,\n",
       "                      'taking': 1,\n",
       "                      'that': 8,\n",
       "                      'them': 1,\n",
       "                      'they': 3,\n",
       "                      'this': 1,\n",
       "                      'throwing': 1,\n",
       "                      'time': 1,\n",
       "                      'tired': 1,\n",
       "                      'told': 2,\n",
       "                      'took': 1,\n",
       "                      'training': 1,\n",
       "                      'uncertainly': 1,\n",
       "                      'uncle': 1,\n",
       "                      'under': 1,\n",
       "                      'very': 1,\n",
       "                      'weeks': 2,\n",
       "                      'well-organized': 1,\n",
       "                      'what': 5,\n",
       "                      'whatever': 1,\n",
       "                      'when': 2,\n",
       "                      'while': 1,\n",
       "                      'who-must-not-be-named': 1,\n",
       "                      'world': 1,\n",
       "                      'worry': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'sped': Counter({'after': 2,\n",
       "                      'back': 1,\n",
       "                      'down': 1,\n",
       "                      'harry': 1,\n",
       "                      'light': 1,\n",
       "                      'overhead': 1,\n",
       "                      'past': 1,\n",
       "                      'staircase': 1,\n",
       "                      'straight': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 3,\n",
       "                      'toward': 2}),\n",
       "             'overhead': Counter({'castle': 1,\n",
       "                      'fact': 1,\n",
       "                      'glittering': 1,\n",
       "                      'most': 1,\n",
       "                      'said': 1,\n",
       "                      'seemed': 1,\n",
       "                      'sign': 1,\n",
       "                      'soaring': 1,\n",
       "                      'sped': 1,\n",
       "                      'stars': 1,\n",
       "                      'swooped': 1,\n",
       "                      'towered': 1}),\n",
       "             'nighttime': Counter({'dursley': 1,\n",
       "                      'even': 1,\n",
       "                      'gone': 1,\n",
       "                      'more': 1,\n",
       "                      'visit': 1,\n",
       "                      'wanderings': 1}),\n",
       "             'however': Counter({'around': 1,\n",
       "                      'catch': 1,\n",
       "                      'caution': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'choosing': 1,\n",
       "                      'dean': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'dursley': 1,\n",
       "                      'felt': 1,\n",
       "                      'first': 2,\n",
       "                      'fluttered': 1,\n",
       "                      'gotten': 1,\n",
       "                      'grandfather': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 2,\n",
       "                      'more': 1,\n",
       "                      'morning': 3,\n",
       "                      'must': 1,\n",
       "                      'nearer': 1,\n",
       "                      'perfectly': 1,\n",
       "                      'pleased': 1,\n",
       "                      'pomfrey': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'recent': 1,\n",
       "                      'shall': 1,\n",
       "                      'slyly': 1,\n",
       "                      'snape': 1,\n",
       "                      'stood': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'trees': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'working': 1}),\n",
       "             'owl-free': Counter({'morning': 1, 'normal': 1}),\n",
       "             'yelled': Counter({'around': 1,\n",
       "                      'between': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 1,\n",
       "                      'five': 1,\n",
       "                      'forbid': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'hermione': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'morning': 1,\n",
       "                      'pea-brain': 1,\n",
       "                      'potter': 1,\n",
       "                      'seat': 1,\n",
       "                      'shrieked': 1,\n",
       "                      'silence': 1,\n",
       "                      'something': 1,\n",
       "                      'split': 1,\n",
       "                      'struggling': 1,\n",
       "                      'that': 1,\n",
       "                      'tricks': 1,\n",
       "                      'twins': 1,\n",
       "                      'uncle': 3}),\n",
       "             'five': Counter({'about': 1,\n",
       "                      'brothers': 2,\n",
       "                      'building': 1,\n",
       "                      'chapter': 1,\n",
       "                      'counted': 1,\n",
       "                      'diagon': 1,\n",
       "                      'different': 1,\n",
       "                      'eyes': 1,\n",
       "                      'floors': 1,\n",
       "                      'four-posters': 1,\n",
       "                      'give': 2,\n",
       "                      'granger': 1,\n",
       "                      'grumbled': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hundred': 1,\n",
       "                      'just': 1,\n",
       "                      'knuts': 2,\n",
       "                      'last': 2,\n",
       "                      'lasted': 1,\n",
       "                      'least': 1,\n",
       "                      'little': 1,\n",
       "                      'london': 1,\n",
       "                      'mean': 1,\n",
       "                      'minutes': 9,\n",
       "                      'missed': 1,\n",
       "                      'must': 1,\n",
       "                      'necks': 1,\n",
       "                      \"o'clock\": 2,\n",
       "                      'paces': 1,\n",
       "                      'points': 4,\n",
       "                      'said': 2,\n",
       "                      'scored': 1,\n",
       "                      'silkily': 1,\n",
       "                      'television': 1,\n",
       "                      'three': 1,\n",
       "                      'times': 2,\n",
       "                      'walked': 1,\n",
       "                      'with': 3,\n",
       "                      'woke': 1,\n",
       "                      'writer': 1,\n",
       "                      'yelled': 1}),\n",
       "             'different': Counter({'about': 1,\n",
       "                      'admiring': 1,\n",
       "                      'again': 1,\n",
       "                      'alone': 1,\n",
       "                      'bits': 1,\n",
       "                      'brooms': 1,\n",
       "                      'clearly': 1,\n",
       "                      'colors': 1,\n",
       "                      'directions': 1,\n",
       "                      'down': 1,\n",
       "                      'everyone': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 1,\n",
       "                      'flashed': 1,\n",
       "                      'friday': 1,\n",
       "                      'groups': 1,\n",
       "                      'harry': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'look': 1,\n",
       "                      'names': 1,\n",
       "                      'need': 1,\n",
       "                      'passed': 1,\n",
       "                      'people': 1,\n",
       "                      'quite': 1,\n",
       "                      'second': 1,\n",
       "                      'shouting': 1,\n",
       "                      'size': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'song': 1,\n",
       "                      'stars': 1,\n",
       "                      'those': 1,\n",
       "                      'though': 1,\n",
       "                      'times': 1,\n",
       "                      'took': 1,\n",
       "                      'view': 1,\n",
       "                      'ways': 1}),\n",
       "             'important': Counter({'anymore': 1,\n",
       "                      'ball': 1,\n",
       "                      'best': 1,\n",
       "                      'ceremony': 1,\n",
       "                      'friday': 1,\n",
       "                      'from': 1,\n",
       "                      'gets': 1,\n",
       "                      'harry': 1,\n",
       "                      'modern': 1,\n",
       "                      'more': 2,\n",
       "                      'most': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'several': 1,\n",
       "                      'should': 1,\n",
       "                      'something': 3,\n",
       "                      'stuff': 1,\n",
       "                      'telephone': 1,\n",
       "                      'than': 1,\n",
       "                      'things': 1,\n",
       "                      'this': 3,\n",
       "                      'very': 5,\n",
       "                      'when': 1}),\n",
       "             'telephone': Counter({'almost': 1,\n",
       "                      'calls': 2,\n",
       "                      'from': 1,\n",
       "                      'furious': 1,\n",
       "                      'harry': 1,\n",
       "                      'important': 1,\n",
       "                      'looking': 1,\n",
       "                      'moment': 1,\n",
       "                      'rang': 1,\n",
       "                      'seized': 1,\n",
       "                      'talking': 1}),\n",
       "             'calls': Counter({'post': 1, 'shouted': 1, 'telephone': 2}),\n",
       "             'shouted': Counter({'again': 1,\n",
       "                      'back': 1,\n",
       "                      'broom': 1,\n",
       "                      'calls': 1,\n",
       "                      'demanded': 1,\n",
       "                      'detention': 1,\n",
       "                      'everyone': 2,\n",
       "                      'finally': 1,\n",
       "                      'groaned': 1,\n",
       "                      'gryffindor': 3,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 4,\n",
       "                      'hermione': 2,\n",
       "                      'house': 1,\n",
       "                      'hufflepuff': 2,\n",
       "                      'hurry': 1,\n",
       "                      'later': 1,\n",
       "                      'letter': 1,\n",
       "                      'leviosa': 1,\n",
       "                      'more': 1,\n",
       "                      'neville': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'noticed': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'return': 1,\n",
       "                      'snitch': 1,\n",
       "                      'something': 1,\n",
       "                      'squeaked': 1,\n",
       "                      'stay': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'table': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 2,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'threw': 1,\n",
       "                      'thumping': 1,\n",
       "                      'tried': 1,\n",
       "                      'trying': 1,\n",
       "                      'twenty': 1,\n",
       "                      'uncle': 2,\n",
       "                      'understand': 1,\n",
       "                      'warn': 1,\n",
       "                      'waving': 2}),\n",
       "             'more': Counter({'after': 1,\n",
       "                      'ashamed': 1,\n",
       "                      'awkward': 1,\n",
       "                      'back': 1,\n",
       "                      'barely': 1,\n",
       "                      'became': 1,\n",
       "                      'become': 1,\n",
       "                      'becoming': 1,\n",
       "                      'been': 3,\n",
       "                      'bravely': 1,\n",
       "                      'breaking': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'called': 1,\n",
       "                      'careful': 2,\n",
       "                      'chair': 1,\n",
       "                      'cheerful': 1,\n",
       "                      'children': 1,\n",
       "                      'clearly': 1,\n",
       "                      'climbed': 1,\n",
       "                      'comfortable': 1,\n",
       "                      'could': 1,\n",
       "                      'dragon': 1,\n",
       "                      'each': 1,\n",
       "                      'eager': 1,\n",
       "                      'effort': 1,\n",
       "                      'eight': 1,\n",
       "                      'even': 5,\n",
       "                      'evening': 1,\n",
       "                      'expected': 1,\n",
       "                      'eyes': 1,\n",
       "                      'famous': 1,\n",
       "                      'feeble': 1,\n",
       "                      'feeling': 1,\n",
       "                      'felt': 1,\n",
       "                      'ferociously': 1,\n",
       "                      'finding': 1,\n",
       "                      'firs': 1,\n",
       "                      'follow': 1,\n",
       "                      'found': 1,\n",
       "                      'freckles': 1,\n",
       "                      'furiously': 1,\n",
       "                      'galloping': 1,\n",
       "                      'gettin': 1,\n",
       "                      'give': 1,\n",
       "                      'goblins': 2,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      'gotten': 1,\n",
       "                      'grateful': 1,\n",
       "                      'haircuts': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 2,\n",
       "                      'hated': 1,\n",
       "                      'have': 2,\n",
       "                      'holding': 1,\n",
       "                      'however': 1,\n",
       "                      'hundred': 1,\n",
       "                      'important': 2,\n",
       "                      'interest': 1,\n",
       "                      'interested': 1,\n",
       "                      'interesting': 3,\n",
       "                      'just': 2,\n",
       "                      'knows': 1,\n",
       "                      'learning': 1,\n",
       "                      'less': 2,\n",
       "                      'life': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 2,\n",
       "                      'likely': 1,\n",
       "                      'little': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'lose': 1,\n",
       "                      'luck': 1,\n",
       "                      'magic': 2,\n",
       "                      'make': 1,\n",
       "                      'makes': 1,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'marble': 1,\n",
       "                      'meant': 1,\n",
       "                      'mind': 1,\n",
       "                      'money': 2,\n",
       "                      'more': 8,\n",
       "                      'move': 1,\n",
       "                      'much': 3,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'nervous': 2,\n",
       "                      'nighttime': 1,\n",
       "                      'noise': 1,\n",
       "                      'nothing': 1,\n",
       "                      'once': 1,\n",
       "                      'pale': 1,\n",
       "                      'pelting': 1,\n",
       "                      'please': 1,\n",
       "                      'pleased': 1,\n",
       "                      'point': 1,\n",
       "                      'points': 2,\n",
       "                      'popkin': 1,\n",
       "                      'potter': 1,\n",
       "                      'pounding': 1,\n",
       "                      'power': 1,\n",
       "                      'powerful': 1,\n",
       "                      'presents': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 2,\n",
       "                      'raged': 1,\n",
       "                      'rats': 1,\n",
       "                      'relaxed': 1,\n",
       "                      'rules': 1,\n",
       "                      'sense': 1,\n",
       "                      'shallows': 1,\n",
       "                      'shouted': 1,\n",
       "                      'showers': 1,\n",
       "                      'silence': 1,\n",
       "                      'slowly': 3,\n",
       "                      'smile': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'sound': 1,\n",
       "                      'staircases': 1,\n",
       "                      'stared': 1,\n",
       "                      'still': 1,\n",
       "                      'strange': 1,\n",
       "                      'students': 1,\n",
       "                      'study': 1,\n",
       "                      'studying': 1,\n",
       "                      'stunned': 1,\n",
       "                      'stupid': 1,\n",
       "                      'swooped': 1,\n",
       "                      'take': 1,\n",
       "                      'teach': 1,\n",
       "                      'telling': 1,\n",
       "                      'than': 14,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 3,\n",
       "                      'they': 2,\n",
       "                      'thing': 2,\n",
       "                      'thought': 1,\n",
       "                      'thousand': 1,\n",
       "                      'time': 2,\n",
       "                      'trouble': 2,\n",
       "                      'unpleasant': 1,\n",
       "                      'very': 1,\n",
       "                      'walked': 2,\n",
       "                      'wands': 1,\n",
       "                      'want': 3,\n",
       "                      'wants': 1,\n",
       "                      'warning': 1,\n",
       "                      'waste': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'wine': 1,\n",
       "                      'with': 1,\n",
       "                      'word': 2,\n",
       "                      'words': 1,\n",
       "                      'yourselves': 1}),\n",
       "             'mood': Counter({'class': 1,\n",
       "                      'fact': 1,\n",
       "                      'good': 2,\n",
       "                      'improve': 1,\n",
       "                      'look': 1,\n",
       "                      'obviously': 1,\n",
       "                      'tabby': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 1}),\n",
       "             'until': Counter({'ages': 1,\n",
       "                      'asleep': 1,\n",
       "                      'bane': 1,\n",
       "                      'become': 1,\n",
       "                      'believe': 1,\n",
       "                      'brains': 1,\n",
       "                      'castle': 1,\n",
       "                      'catch': 1,\n",
       "                      'cheer': 1,\n",
       "                      'christmas': 1,\n",
       "                      'climbed': 1,\n",
       "                      'cloaks': 1,\n",
       "                      'crowd': 1,\n",
       "                      'distant': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'early': 1,\n",
       "                      'eight': 1,\n",
       "                      'else': 1,\n",
       "                      'eyes': 1,\n",
       "                      'finally': 1,\n",
       "                      'forest': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 1,\n",
       "                      'gathered': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hanging': 1,\n",
       "                      'happened': 1,\n",
       "                      'head': 1,\n",
       "                      'heard': 2,\n",
       "                      'hogwarts': 1,\n",
       "                      'hole': 1,\n",
       "                      'holidays': 1,\n",
       "                      'keep': 1,\n",
       "                      'kind': 1,\n",
       "                      'knows': 1,\n",
       "                      'learn': 1,\n",
       "                      'learned': 1,\n",
       "                      'left': 1,\n",
       "                      'life': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'lunchtime': 1,\n",
       "                      'mind': 1,\n",
       "                      'month': 1,\n",
       "                      'mood': 1,\n",
       "                      'next': 1,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'passed': 1,\n",
       "                      'path': 1,\n",
       "                      'piers': 1,\n",
       "                      'professor': 1,\n",
       "                      'put-outer': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ready': 1,\n",
       "                      'rest': 1,\n",
       "                      'running': 1,\n",
       "                      'said': 1,\n",
       "                      'scared': 1,\n",
       "                      'sight': 1,\n",
       "                      'speak': 1,\n",
       "                      'tables': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'they': 14,\n",
       "                      'train': 1,\n",
       "                      'trees': 2,\n",
       "                      'uncle': 1,\n",
       "                      'waited': 2,\n",
       "                      'week': 1}),\n",
       "             'lunchtime': Counter({'animals': 1,\n",
       "                      'until': 1,\n",
       "                      'when': 1,\n",
       "                      'would': 1}),\n",
       "             'stretch': Counter({'legs': 1, 'thought': 1}),\n",
       "             'legs': Counter({'already': 1,\n",
       "                      'anger': 2,\n",
       "                      'arms': 1,\n",
       "                      'back': 2,\n",
       "                      'backward': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'bent': 1,\n",
       "                      'bloody': 1,\n",
       "                      'caught': 1,\n",
       "                      'come': 1,\n",
       "                      'down': 1,\n",
       "                      'front': 1,\n",
       "                      'harry': 2,\n",
       "                      'hind': 1,\n",
       "                      'idiot': 1,\n",
       "                      'knees': 1,\n",
       "                      'massive': 1,\n",
       "                      'neville': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'owls': 1,\n",
       "                      'short': 1,\n",
       "                      'sides': 1,\n",
       "                      'slender': 1,\n",
       "                      'sprang': 2,\n",
       "                      'stretch': 1,\n",
       "                      'stumbled': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 2,\n",
       "                      'thick': 1,\n",
       "                      'though': 1,\n",
       "                      'turned': 1,\n",
       "                      'walk': 1,\n",
       "                      'were': 2,\n",
       "                      'would': 1}),\n",
       "             'walk': Counter({'across': 1,\n",
       "                      'around': 1,\n",
       "                      'before': 1,\n",
       "                      'careful': 1,\n",
       "                      'could': 1,\n",
       "                      'ghosts': 1,\n",
       "                      'have': 1,\n",
       "                      'into': 2,\n",
       "                      'legs': 1,\n",
       "                      'little': 1,\n",
       "                      'much': 1,\n",
       "                      'prowling': 1,\n",
       "                      'right': 1,\n",
       "                      'slowed': 1,\n",
       "                      'snape': 1,\n",
       "                      'started': 1,\n",
       "                      'straight': 1,\n",
       "                      'talk': 1,\n",
       "                      'they': 2,\n",
       "                      'toward': 1,\n",
       "                      'want': 1,\n",
       "                      'warned': 1}),\n",
       "             'across': Counter({'back': 2,\n",
       "                      'black': 1,\n",
       "                      'board': 1,\n",
       "                      'bright': 1,\n",
       "                      'chamber': 1,\n",
       "                      'come': 2,\n",
       "                      'common': 1,\n",
       "                      'crawling': 1,\n",
       "                      'crept': 2,\n",
       "                      'dark': 2,\n",
       "                      'desk': 1,\n",
       "                      'enchantments': 1,\n",
       "                      'entrance': 1,\n",
       "                      'ever': 1,\n",
       "                      'flagged': 1,\n",
       "                      'flitted': 1,\n",
       "                      'fought': 1,\n",
       "                      'glided': 1,\n",
       "                      'gliding': 1,\n",
       "                      'ground': 1,\n",
       "                      'grounds': 2,\n",
       "                      'halfway': 2,\n",
       "                      'hall': 2,\n",
       "                      'hard': 1,\n",
       "                      'harry': 3,\n",
       "                      'head': 1,\n",
       "                      'join': 1,\n",
       "                      'kept': 1,\n",
       "                      'lake': 2,\n",
       "                      'leaned': 1,\n",
       "                      'marched': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'muttered': 1,\n",
       "                      'peering': 1,\n",
       "                      'play': 1,\n",
       "                      'pompously': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rang': 1,\n",
       "                      'road': 2,\n",
       "                      'room': 3,\n",
       "                      'sailed': 1,\n",
       "                      'scar': 1,\n",
       "                      'school': 1,\n",
       "                      'scrawled': 1,\n",
       "                      'scudding': 1,\n",
       "                      'seared': 1,\n",
       "                      'seeping': 1,\n",
       "                      'shot': 1,\n",
       "                      'sprinted': 1,\n",
       "                      'sprinting': 1,\n",
       "                      'stairs': 1,\n",
       "                      'stand': 1,\n",
       "                      'stone': 1,\n",
       "                      'suspension': 1,\n",
       "                      'table': 1,\n",
       "                      'tapdance': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'three': 1,\n",
       "                      'tower': 1,\n",
       "                      'vomitflavored': 1,\n",
       "                      'walk': 1,\n",
       "                      'will': 1}),\n",
       "             'from': Counter({'above': 1,\n",
       "                      'ahead': 1,\n",
       "                      'allowed': 1,\n",
       "                      'another': 1,\n",
       "                      'anything': 1,\n",
       "                      'anyway': 2,\n",
       "                      'apart': 8,\n",
       "                      'appeared': 1,\n",
       "                      'around': 1,\n",
       "                      'arrived': 1,\n",
       "                      'away': 17,\n",
       "                      'back': 6,\n",
       "                      'bakery': 1,\n",
       "                      'barbers': 1,\n",
       "                      'bark': 1,\n",
       "                      'before': 1,\n",
       "                      'behind': 8,\n",
       "                      'being': 3,\n",
       "                      'bludgers': 1,\n",
       "                      'book': 2,\n",
       "                      'books': 2,\n",
       "                      'breaking': 1,\n",
       "                      'broke': 1,\n",
       "                      'brooms': 1,\n",
       "                      'business': 1,\n",
       "                      'came': 2,\n",
       "                      'card': 1,\n",
       "                      'carved': 1,\n",
       "                      'castle': 1,\n",
       "                      'ceiling': 5,\n",
       "                      'chair': 1,\n",
       "                      'chamber': 1,\n",
       "                      'changed': 1,\n",
       "                      'cheers': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cloak': 2,\n",
       "                      'come': 6,\n",
       "                      'coming': 7,\n",
       "                      'concentrating': 1,\n",
       "                      'corner': 1,\n",
       "                      'could': 1,\n",
       "                      'cracked': 1,\n",
       "                      'crowd': 1,\n",
       "                      'cupboard': 2,\n",
       "                      'curling': 1,\n",
       "                      'curses': 1,\n",
       "                      'cutting': 1,\n",
       "                      'daily': 1,\n",
       "                      'dangling': 2,\n",
       "                      'dark': 1,\n",
       "                      'death': 1,\n",
       "                      'deeply': 1,\n",
       "                      'dining': 1,\n",
       "                      'disappeared': 2,\n",
       "                      'doing': 1,\n",
       "                      'doorway': 1,\n",
       "                      'down': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'drained': 1,\n",
       "                      'drawl': 1,\n",
       "                      'drink': 1,\n",
       "                      'druidess': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'echoed': 1,\n",
       "                      'engine': 1,\n",
       "                      'erupted': 1,\n",
       "                      'escape': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everything': 1,\n",
       "                      'expelled': 1,\n",
       "                      'exploding': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 2,\n",
       "                      'faded': 3,\n",
       "                      'faster': 1,\n",
       "                      'feet': 1,\n",
       "                      'fell': 1,\n",
       "                      'filch': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 1,\n",
       "                      'flat': 1,\n",
       "                      'flatten': 1,\n",
       "                      'fluffy': 5,\n",
       "                      'fluttered': 1,\n",
       "                      'flying-': 1,\n",
       "                      'following': 1,\n",
       "                      'foot': 2,\n",
       "                      'footstool': 1,\n",
       "                      'forest': 1,\n",
       "                      'frogs': 1,\n",
       "                      'galloping': 1,\n",
       "                      'game': 2,\n",
       "                      'giving': 2,\n",
       "                      'goblet': 1,\n",
       "                      'going': 1,\n",
       "                      'gotten': 2,\n",
       "                      'grandmother': 1,\n",
       "                      'grasp': 1,\n",
       "                      'green': 1,\n",
       "                      'grew': 1,\n",
       "                      'gringotts': 3,\n",
       "                      'ground': 4,\n",
       "                      'gryffindor': 9,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 7,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'here': 3,\n",
       "                      'hermione': 5,\n",
       "                      'high': 2,\n",
       "                      'himself': 2,\n",
       "                      'holding': 1,\n",
       "                      'home': 1,\n",
       "                      'horse': 1,\n",
       "                      'hospital': 1,\n",
       "                      'house': 1,\n",
       "                      'hung': 1,\n",
       "                      'hurried': 2,\n",
       "                      'idea': 1,\n",
       "                      'important': 1,\n",
       "                      'inch': 1,\n",
       "                      'incredible': 1,\n",
       "                      'inferno': 1,\n",
       "                      'inside': 5,\n",
       "                      'ireland': 1,\n",
       "                      'itself': 1,\n",
       "                      'journey': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'kick': 1,\n",
       "                      'kicked': 1,\n",
       "                      'killing': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'kitchens': 1,\n",
       "                      'knees': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 1,\n",
       "                      'last': 1,\n",
       "                      'leaky': 1,\n",
       "                      'leapt': 2,\n",
       "                      'learned': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 2,\n",
       "                      'letters': 1,\n",
       "                      'library': 3,\n",
       "                      'life': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 1,\n",
       "                      'lonely': 1,\n",
       "                      'madam': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'miles': 1,\n",
       "                      'mind': 1,\n",
       "                      'ministry': 1,\n",
       "                      'missing': 1,\n",
       "                      'moans': 1,\n",
       "                      'moment': 2,\n",
       "                      'mommy': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'most': 1,\n",
       "                      'mother': 1,\n",
       "                      'mountain': 1,\n",
       "                      'moved': 1,\n",
       "                      'muggle': 4,\n",
       "                      'muggles': 2,\n",
       "                      'name': 1,\n",
       "                      'neck': 2,\n",
       "                      'note': 2,\n",
       "                      'noticing': 1,\n",
       "                      'once': 1,\n",
       "                      'other': 3,\n",
       "                      'over': 1,\n",
       "                      'owned': 1,\n",
       "                      'package': 3,\n",
       "                      'pale': 1,\n",
       "                      'people': 1,\n",
       "                      'percy': 2,\n",
       "                      'plant': 1,\n",
       "                      'plates': 2,\n",
       "                      'platform': 2,\n",
       "                      'pocket': 1,\n",
       "                      'points': 6,\n",
       "                      'poker': 1,\n",
       "                      'postcard': 1,\n",
       "                      'potter': 1,\n",
       "                      'present': 1,\n",
       "                      'presents': 1,\n",
       "                      'professor': 4,\n",
       "                      'pulled': 1,\n",
       "                      'puzzlement': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'quirrell': 3,\n",
       "                      'reflection': 1,\n",
       "                      'resign': 1,\n",
       "                      'rest': 2,\n",
       "                      'right': 1,\n",
       "                      'room': 4,\n",
       "                      'ropes': 1,\n",
       "                      'round': 1,\n",
       "                      'route': 1,\n",
       "                      'rugs': 1,\n",
       "                      'ruined': 1,\n",
       "                      'said': 3,\n",
       "                      'sausages': 1,\n",
       "                      'save': 1,\n",
       "                      'saved': 2,\n",
       "                      'scoring': 1,\n",
       "                      'scrabbling': 1,\n",
       "                      'screamed': 1,\n",
       "                      'screaming': 1,\n",
       "                      'seat': 1,\n",
       "                      'second': 1,\n",
       "                      'seen': 1,\n",
       "                      'shelves': 1,\n",
       "                      'shone': 1,\n",
       "                      'shop': 1,\n",
       "                      'shot': 2,\n",
       "                      'shoulder': 1,\n",
       "                      'side': 1,\n",
       "                      'sight': 1,\n",
       "                      'slid': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'slytherins': 1,\n",
       "                      'smell': 2,\n",
       "                      'smoke': 1,\n",
       "                      'sofa': 1,\n",
       "                      'sounded': 1,\n",
       "                      'spoke': 1,\n",
       "                      'spray': 1,\n",
       "                      'staring': 1,\n",
       "                      'staying': 1,\n",
       "                      'stomach': 1,\n",
       "                      'stone': 1,\n",
       "                      'stop': 7,\n",
       "                      'stopped': 1,\n",
       "                      'stops': 1,\n",
       "                      'stuff': 1,\n",
       "                      'sweets': 1,\n",
       "                      'swig': 1,\n",
       "                      'take': 1,\n",
       "                      'taken': 4,\n",
       "                      'teacher': 1,\n",
       "                      'teachers': 1,\n",
       "                      'team': 1,\n",
       "                      'telephone': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 3,\n",
       "                      'them': 4,\n",
       "                      'then': 1,\n",
       "                      'these': 1,\n",
       "                      'they': 1,\n",
       "                      'things': 2,\n",
       "                      'this': 3,\n",
       "                      'tokens': 1,\n",
       "                      'took': 1,\n",
       "                      'touched': 1,\n",
       "                      'train': 1,\n",
       "                      'trembling': 1,\n",
       "                      'trophy': 1,\n",
       "                      'trying': 1,\n",
       "                      'tune': 1,\n",
       "                      'turn': 1,\n",
       "                      'turned': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'uncle': 3,\n",
       "                      'under': 3,\n",
       "                      'until': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'urgent': 1,\n",
       "                      'vault': 1,\n",
       "                      'vernon': 2,\n",
       "                      'view': 2,\n",
       "                      'voice': 2,\n",
       "                      'voices': 1,\n",
       "                      'walls': 1,\n",
       "                      'wand': 1,\n",
       "                      'wanting': 1,\n",
       "                      'watch': 1,\n",
       "                      'watchin': 1,\n",
       "                      'waving': 1,\n",
       "                      'weasley': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 3,\n",
       "                      'which': 1,\n",
       "                      'while': 1,\n",
       "                      'whimpering': 1,\n",
       "                      'whirl': 1,\n",
       "                      'whoop': 1,\n",
       "                      'winning': 1,\n",
       "                      'with': 1,\n",
       "                      'wizarding': 1,\n",
       "                      'work': 1,\n",
       "                      'wrenched': 1,\n",
       "                      'wrists': 1,\n",
       "                      'years': 1,\n",
       "                      'yelled': 1,\n",
       "                      'yellowish': 1,\n",
       "                      'young': 1,\n",
       "                      'your': 3}),\n",
       "             'bakery': Counter({'forgotten': 1, 'from': 1}),\n",
       "             'forgotten': Counter({'about': 3,\n",
       "                      'almost': 3,\n",
       "                      'also': 1,\n",
       "                      'bakery': 1,\n",
       "                      'hang': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 4,\n",
       "                      'look': 1,\n",
       "                      'mouth': 1,\n",
       "                      'sandwiches': 1,\n",
       "                      'scarlet': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 4,\n",
       "                      'tell': 1,\n",
       "                      'that': 4,\n",
       "                      'they': 1,\n",
       "                      'what': 3,\n",
       "                      'when': 1}),\n",
       "             'passed': Counter({'angrily': 1,\n",
       "                      'armor': 1,\n",
       "                      'bend': 1,\n",
       "                      'book': 1,\n",
       "                      'both': 1,\n",
       "                      'different': 1,\n",
       "                      'dozen': 1,\n",
       "                      'filch': 1,\n",
       "                      'ghost': 1,\n",
       "                      'group': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heels': 1,\n",
       "                      'hermione': 1,\n",
       "                      'just': 2,\n",
       "                      'know': 1,\n",
       "                      'left': 1,\n",
       "                      'people': 1,\n",
       "                      'platform': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'round-faced': 1,\n",
       "                      'sausages': 1,\n",
       "                      'saying': 1,\n",
       "                      'seat': 1,\n",
       "                      'shame': 1,\n",
       "                      'shelf': 1,\n",
       "                      'since': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 6,\n",
       "                      'third-floor': 1,\n",
       "                      'through': 1,\n",
       "                      'thrown': 1,\n",
       "                      'time': 2,\n",
       "                      'until': 1,\n",
       "                      'want': 1,\n",
       "                      'with': 1,\n",
       "                      'worry': 1,\n",
       "                      'years': 2}),\n",
       "             'group': Counter({'moment': 1,\n",
       "                      'passed': 1,\n",
       "                      'people': 1,\n",
       "                      'them': 1}),\n",
       "             'next': Counter({'afternoon': 1,\n",
       "                      'again': 1,\n",
       "                      'along': 1,\n",
       "                      'around': 1,\n",
       "                      'baker': 1,\n",
       "                      'battle': 1,\n",
       "                      'before': 1,\n",
       "                      'bottles': 1,\n",
       "                      'bowl': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'came': 2,\n",
       "                      'chair': 1,\n",
       "                      'chairs': 1,\n",
       "                      'chamber': 1,\n",
       "                      'class': 1,\n",
       "                      'corridor': 1,\n",
       "                      'death': 2,\n",
       "                      'door': 6,\n",
       "                      'doorway': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'down': 5,\n",
       "                      'during': 1,\n",
       "                      'early': 1,\n",
       "                      'father': 1,\n",
       "                      'fire': 1,\n",
       "                      'food': 1,\n",
       "                      'forget': 1,\n",
       "                      'forward': 1,\n",
       "                      'fred': 1,\n",
       "                      'frogs': 1,\n",
       "                      'george': 1,\n",
       "                      'glass': 2,\n",
       "                      'glasses': 1,\n",
       "                      'gone': 2,\n",
       "                      'great': 2,\n",
       "                      'hannah': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 1,\n",
       "                      'hermione': 2,\n",
       "                      'hitch': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'inches': 1,\n",
       "                      'indeed': 1,\n",
       "                      'instead': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'lamp': 1,\n",
       "                      'landed': 2,\n",
       "                      'leapt': 1,\n",
       "                      'look': 2,\n",
       "                      'looking': 1,\n",
       "                      'lumpy': 1,\n",
       "                      'lying': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 2,\n",
       "                      'melted': 1,\n",
       "                      'middle': 1,\n",
       "                      'moment': 2,\n",
       "                      'morning': 12,\n",
       "                      'mrs.': 1,\n",
       "                      'need': 1,\n",
       "                      'neville': 2,\n",
       "                      'night': 1,\n",
       "                      'noise': 1,\n",
       "                      'normal': 1,\n",
       "                      'nothing': 1,\n",
       "                      \"o'clock\": 2,\n",
       "                      'open': 2,\n",
       "                      'over': 2,\n",
       "                      'overgrown': 1,\n",
       "                      'passageway': 1,\n",
       "                      'people': 1,\n",
       "                      'platform': 1,\n",
       "                      'plump': 1,\n",
       "                      'points': 1,\n",
       "                      'present': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reciting': 1,\n",
       "                      'reckon': 1,\n",
       "                      'remember': 1,\n",
       "                      'right': 1,\n",
       "                      'ronan': 1,\n",
       "                      'room': 1,\n",
       "                      'rooms': 1,\n",
       "                      'rumors': 1,\n",
       "                      'sandy-haired': 1,\n",
       "                      'school': 1,\n",
       "                      'scuttled': 1,\n",
       "                      'second': 6,\n",
       "                      'seeker': 1,\n",
       "                      'seize': 1,\n",
       "                      'sheets': 1,\n",
       "                      'sign': 1,\n",
       "                      'sitting': 1,\n",
       "                      'sixty-five': 1,\n",
       "                      'slammed': 1,\n",
       "                      'slipped': 1,\n",
       "                      'slowly': 1,\n",
       "                      'spend': 1,\n",
       "                      'sprawled': 1,\n",
       "                      'sprout': 1,\n",
       "                      'squeal': 1,\n",
       "                      'stand': 1,\n",
       "                      'standing': 1,\n",
       "                      'stands': 2,\n",
       "                      'station': 1,\n",
       "                      'stool': 1,\n",
       "                      'stopped': 1,\n",
       "                      'street': 1,\n",
       "                      'table': 2,\n",
       "                      'tall': 1,\n",
       "                      'tasty': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'together': 1,\n",
       "                      'training': 1,\n",
       "                      'tuesday': 1,\n",
       "                      'turn': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 1,\n",
       "                      'visit': 1,\n",
       "                      'waiting': 1,\n",
       "                      'wall': 1,\n",
       "                      'week': 4,\n",
       "                      'weeks': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 1,\n",
       "                      'where': 2,\n",
       "                      'window': 2,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'woke': 1,\n",
       "                      'working': 1,\n",
       "                      'would': 1,\n",
       "                      'year': 2,\n",
       "                      'your': 1}),\n",
       "             'baker': Counter({'eyed': 1, 'next': 1}),\n",
       "             'eyed': Counter({'baker': 1,\n",
       "                      'cloak': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'them': 1,\n",
       "                      'with': 1}),\n",
       "             'angrily': Counter({'burst': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'everyone': 1,\n",
       "                      'flint': 1,\n",
       "                      'harry': 1,\n",
       "                      'jumping': 1,\n",
       "                      'muttered': 1,\n",
       "                      'passed': 1,\n",
       "                      'scar': 1,\n",
       "                      'snape': 1,\n",
       "                      'sniffed': 1,\n",
       "                      'spoke': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1}),\n",
       "             'know': Counter({'abou': 2,\n",
       "                      'about': 12,\n",
       "                      'adventure': 1,\n",
       "                      'agree': 1,\n",
       "                      'allowed': 1,\n",
       "                      'aloud': 1,\n",
       "                      'already': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anythin': 2,\n",
       "                      'anything': 2,\n",
       "                      'anyway': 2,\n",
       "                      'around': 1,\n",
       "                      'asked': 3,\n",
       "                      'away': 1,\n",
       "                      'because': 2,\n",
       "                      'best': 1,\n",
       "                      'better': 1,\n",
       "                      'bothered': 1,\n",
       "                      'brother': 1,\n",
       "                      'brought': 1,\n",
       "                      'cake': 1,\n",
       "                      'called': 2,\n",
       "                      'calm': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'change': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'cloak': 1,\n",
       "                      'collect': 1,\n",
       "                      'could': 1,\n",
       "                      'crowd': 1,\n",
       "                      \"d'yeh\": 1,\n",
       "                      'd-do': 1,\n",
       "                      'days': 1,\n",
       "                      'deep': 1,\n",
       "                      'depressed': 1,\n",
       "                      'didn': 1,\n",
       "                      'difference': 1,\n",
       "                      'does': 4,\n",
       "                      'dudley': 1,\n",
       "                      'duels': 1,\n",
       "                      'either': 1,\n",
       "                      'else': 1,\n",
       "                      'erised': 1,\n",
       "                      'even': 2,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'excitement': 1,\n",
       "                      'expect': 1,\n",
       "                      'eyes': 1,\n",
       "                      'famous': 1,\n",
       "                      'father': 1,\n",
       "                      'finally': 1,\n",
       "                      'flamel': 2,\n",
       "                      'flavor': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'found': 1,\n",
       "                      'fred': 1,\n",
       "                      'friday': 1,\n",
       "                      'friend': 1,\n",
       "                      'from': 1,\n",
       "                      'george': 1,\n",
       "                      'getting': 1,\n",
       "                      'ghost': 1,\n",
       "                      'giant': 1,\n",
       "                      'glad': 1,\n",
       "                      'glared': 2,\n",
       "                      'going': 2,\n",
       "                      'good': 2,\n",
       "                      'goodness': 1,\n",
       "                      'great': 1,\n",
       "                      'grunted': 1,\n",
       "                      'hagrid': 5,\n",
       "                      'hard': 2,\n",
       "                      'harry': 17,\n",
       "                      'hate': 1,\n",
       "                      'have': 5,\n",
       "                      'haven': 1,\n",
       "                      'head': 1,\n",
       "                      'here': 3,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 1,\n",
       "                      'hint': 1,\n",
       "                      'hissed': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hotly': 1,\n",
       "                      'house': 1,\n",
       "                      'impressively': 1,\n",
       "                      'incredible': 1,\n",
       "                      'into': 1,\n",
       "                      'jinx': 1,\n",
       "                      'keep': 1,\n",
       "                      'know': 6,\n",
       "                      'knowin': 1,\n",
       "                      'laughter': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 1,\n",
       "                      'little': 1,\n",
       "                      'loads': 1,\n",
       "                      'longed': 1,\n",
       "                      'looking': 1,\n",
       "                      'magic': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'many': 1,\n",
       "                      'math': 1,\n",
       "                      'meself': 1,\n",
       "                      'month': 1,\n",
       "                      'move': 1,\n",
       "                      'much': 3,\n",
       "                      'muggle': 1,\n",
       "                      'muggles': 1,\n",
       "                      'must': 3,\n",
       "                      'name': 4,\n",
       "                      'need': 1,\n",
       "                      'never': 4,\n",
       "                      'neville': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'nose': 1,\n",
       "                      'noses': 1,\n",
       "                      'number': 2,\n",
       "                      'older': 1,\n",
       "                      'oliver': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'onto': 1,\n",
       "                      'ordinary': 1,\n",
       "                      'ought': 1,\n",
       "                      'passed': 1,\n",
       "                      'percy': 1,\n",
       "                      'perfectly': 1,\n",
       "                      'pleased': 1,\n",
       "                      'pointed': 1,\n",
       "                      'possibly': 2,\n",
       "                      'potter': 3,\n",
       "                      'pound': 1,\n",
       "                      'professor': 1,\n",
       "                      'purple': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'read': 1,\n",
       "                      'really': 3,\n",
       "                      'received': 1,\n",
       "                      'reckon': 1,\n",
       "                      'reflections': 1,\n",
       "                      'right': 1,\n",
       "                      'ruffled': 1,\n",
       "                      \"s'pposed\": 1,\n",
       "                      'said': 8,\n",
       "                      'school': 1,\n",
       "                      'seemed': 5,\n",
       "                      'seen': 1,\n",
       "                      'sent': 1,\n",
       "                      'shortcut': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'size': 1,\n",
       "                      'sleeve': 1,\n",
       "                      'slow': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 2,\n",
       "                      'sniggered': 1,\n",
       "                      'snitch': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 3,\n",
       "                      'sounds': 1,\n",
       "                      'spluttered': 1,\n",
       "                      'stare': 1,\n",
       "                      'station': 1,\n",
       "                      'stone': 1,\n",
       "                      'stupid': 1,\n",
       "                      'supposed': 2,\n",
       "                      'teapot': 1,\n",
       "                      'tell': 2,\n",
       "                      'that': 9,\n",
       "                      'them': 4,\n",
       "                      'then': 2,\n",
       "                      'there': 4,\n",
       "                      'they': 12,\n",
       "                      'thing': 2,\n",
       "                      'things': 1,\n",
       "                      'think': 4,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 2,\n",
       "                      'toward': 1,\n",
       "                      'tower': 1,\n",
       "                      'transfiguration': 1,\n",
       "                      'troll': 1,\n",
       "                      'trust': 1,\n",
       "                      'truth': 1,\n",
       "                      'turning': 1,\n",
       "                      'very': 2,\n",
       "                      'want': 2,\n",
       "                      'wanted': 1,\n",
       "                      'watch': 1,\n",
       "                      'ways': 1,\n",
       "                      'weatherman': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 26,\n",
       "                      'where': 7,\n",
       "                      'whether': 3,\n",
       "                      'which': 2,\n",
       "                      'will': 3,\n",
       "                      'with': 5,\n",
       "                      'wizard': 1,\n",
       "                      'would': 4,\n",
       "                      'years': 1,\n",
       "                      'yerself': 1,\n",
       "                      'youngest': 1}),\n",
       "             'uneasy': Counter({'into': 1, 'made': 1, 'sleep': 1, 'this': 1}),\n",
       "             'bunch': Counter({'death': 1,\n",
       "                      'dunderheads': 1,\n",
       "                      'this': 1,\n",
       "                      'were': 1}),\n",
       "             'single': Counter({'collecting': 1,\n",
       "                      'could': 1,\n",
       "                      'every': 2,\n",
       "                      'except': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 1,\n",
       "                      'letter': 1,\n",
       "                      'miss': 1,\n",
       "                      'pair': 1,\n",
       "                      'piers': 1,\n",
       "                      'since': 1,\n",
       "                      'spindly': 1,\n",
       "                      'there': 1,\n",
       "                      'wand': 2,\n",
       "                      'witch': 1,\n",
       "                      'wood': 1}),\n",
       "             'clutching': Counter({'armchair': 1,\n",
       "                      'best': 1,\n",
       "                      'gasped': 1,\n",
       "                      'harry': 1,\n",
       "                      'heart': 1,\n",
       "                      'large': 1,\n",
       "                      'legged': 1,\n",
       "                      'stitch': 1,\n",
       "                      'tear-streaked': 1,\n",
       "                      'them': 1,\n",
       "                      'toilet': 1,\n",
       "                      'trevor': 1,\n",
       "                      'walking': 1,\n",
       "                      'wrist': 1}),\n",
       "             'doughnut': Counter({'large': 1, 'that': 1}),\n",
       "             'caught': Counter({'again': 1,\n",
       "                      'ages': 1,\n",
       "                      'already': 1,\n",
       "                      'attention': 1,\n",
       "                      'been': 3,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'being': 1,\n",
       "                      'bound': 1,\n",
       "                      'concen': 1,\n",
       "                      'disappointment': 1,\n",
       "                      'either': 1,\n",
       "                      'every': 2,\n",
       "                      'faces': 1,\n",
       "                      'feet': 1,\n",
       "                      'filch': 2,\n",
       "                      'gave': 1,\n",
       "                      'glimpse': 1,\n",
       "                      'going': 1,\n",
       "                      'ground': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'house': 1,\n",
       "                      'just': 1,\n",
       "                      'legs': 1,\n",
       "                      'mid-': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'once': 2,\n",
       "                      'peeves': 1,\n",
       "                      'prodding': 1,\n",
       "                      'pulled': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ribs': 1,\n",
       "                      'says': 1,\n",
       "                      'seamus': 1,\n",
       "                      'sharply': 1,\n",
       "                      'shock': 1,\n",
       "                      'sight': 4,\n",
       "                      'smile': 1,\n",
       "                      'snape': 2,\n",
       "                      'snitch': 1,\n",
       "                      'spoke': 1,\n",
       "                      'stuffed': 1,\n",
       "                      'suppose': 1,\n",
       "                      'surprise': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'twice': 1,\n",
       "                      'useful': 1,\n",
       "                      'volume': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'words': 2}),\n",
       "             'words': Counter({'blackboard': 1,\n",
       "                      'bright': 1,\n",
       "                      'came': 1,\n",
       "                      'caught': 2,\n",
       "                      'chosen': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dunno': 1,\n",
       "                      'engraved': 1,\n",
       "                      'everyone': 2,\n",
       "                      'find': 1,\n",
       "                      'first': 1,\n",
       "                      'following': 1,\n",
       "                      'funny': 1,\n",
       "                      'gulped': 1,\n",
       "                      'harry': 1,\n",
       "                      'hatching': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'into': 1,\n",
       "                      'knight': 1,\n",
       "                      'languages': 1,\n",
       "                      'last': 1,\n",
       "                      'like': 1,\n",
       "                      'lost': 2,\n",
       "                      'magic': 1,\n",
       "                      'more': 1,\n",
       "                      'only': 1,\n",
       "                      'platform': 1,\n",
       "                      'properly': 1,\n",
       "                      'rude': 1,\n",
       "                      'snape': 1,\n",
       "                      'spelled': 1,\n",
       "                      'thank': 1,\n",
       "                      'that': 2,\n",
       "                      'these': 3,\n",
       "                      'they': 1,\n",
       "                      'what': 2,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'your': 1}),\n",
       "             'saying': Counter({\"'you-know-who\": 1,\n",
       "                      'about': 1,\n",
       "                      'anything': 1,\n",
       "                      'back': 1,\n",
       "                      'brooms': 1,\n",
       "                      'chaser': 1,\n",
       "                      'comfortable': 1,\n",
       "                      'could': 1,\n",
       "                      'd-do': 1,\n",
       "                      'down': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'eeylops': 1,\n",
       "                      'everyone': 2,\n",
       "                      'filch': 1,\n",
       "                      'flick': 1,\n",
       "                      'forgive': 1,\n",
       "                      'frightened': 1,\n",
       "                      'funny': 1,\n",
       "                      'glass': 1,\n",
       "                      'glasses': 1,\n",
       "                      'going': 2,\n",
       "                      'gran': 1,\n",
       "                      'heart': 1,\n",
       "                      'hushed': 1,\n",
       "                      'jordan': 1,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'leave': 1,\n",
       "                      'loudly': 1,\n",
       "                      'magic': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'meters': 1,\n",
       "                      'monk': 1,\n",
       "                      'name': 3,\n",
       "                      'needed': 1,\n",
       "                      'packed': 1,\n",
       "                      'passed': 1,\n",
       "                      'petunia': 1,\n",
       "                      'potters': 1,\n",
       "                      'pressed': 1,\n",
       "                      'quick': 1,\n",
       "                      'quivering': 1,\n",
       "                      'rang': 1,\n",
       "                      'remember': 1,\n",
       "                      'round-faced': 1,\n",
       "                      'sign': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 3,\n",
       "                      'stop': 2,\n",
       "                      'supposed': 1,\n",
       "                      'that': 5,\n",
       "                      'their': 1,\n",
       "                      'they': 4,\n",
       "                      'tried': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'usual': 1,\n",
       "                      'voldemort': 2,\n",
       "                      'wand': 1,\n",
       "                      'were': 6,\n",
       "                      'what': 2,\n",
       "                      'where': 1,\n",
       "                      'windmill': 1,\n",
       "                      'without': 1,\n",
       "                      'word': 1,\n",
       "                      'wrong': 1}),\n",
       "             'right': Counter({'-please': 1,\n",
       "                      '-the': 1,\n",
       "                      'aargh': 1,\n",
       "                      'aback': 1,\n",
       "                      'after': 1,\n",
       "                      'already': 1,\n",
       "                      'answers': 1,\n",
       "                      'around': 1,\n",
       "                      'arrived': 1,\n",
       "                      'away': 3,\n",
       "                      'back': 2,\n",
       "                      'balls': 1,\n",
       "                      'before': 1,\n",
       "                      'began': 1,\n",
       "                      'behind': 3,\n",
       "                      'blood': 1,\n",
       "                      'body': 1,\n",
       "                      'bottle': 1,\n",
       "                      'branches': 1,\n",
       "                      'catch': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'centaurs': 1,\n",
       "                      'change': 1,\n",
       "                      'changin': 1,\n",
       "                      'cheered': 1,\n",
       "                      'cleared': 1,\n",
       "                      'close': 2,\n",
       "                      'closer': 1,\n",
       "                      'come': 1,\n",
       "                      'corridor': 1,\n",
       "                      'course': 2,\n",
       "                      'daddy': 1,\n",
       "                      'dark': 1,\n",
       "                      'dead': 1,\n",
       "                      'dear': 1,\n",
       "                      'destroyed': 1,\n",
       "                      'direction': 2,\n",
       "                      'dived': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 1,\n",
       "                      'doorway': 1,\n",
       "                      'down': 3,\n",
       "                      'dream': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'else': 1,\n",
       "                      'enough': 1,\n",
       "                      'exactly': 1,\n",
       "                      'face': 2,\n",
       "                      'fall': 1,\n",
       "                      'famous': 1,\n",
       "                      'fell': 1,\n",
       "                      'flint': 1,\n",
       "                      'floor': 1,\n",
       "                      'follow': 1,\n",
       "                      'followed': 1,\n",
       "                      'fondly': 1,\n",
       "                      'fork': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gasped': 1,\n",
       "                      'gave': 1,\n",
       "                      'gaze': 1,\n",
       "                      'gives': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'grass': 1,\n",
       "                      'grimly': 1,\n",
       "                      'gritted': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hand': 1,\n",
       "                      'harry': 8,\n",
       "                      'heard': 1,\n",
       "                      'heart': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 4,\n",
       "                      'himself': 1,\n",
       "                      'into': 4,\n",
       "                      'keep': 1,\n",
       "                      'knock': 1,\n",
       "                      'know': 1,\n",
       "                      'leaning': 1,\n",
       "                      'left': 3,\n",
       "                      'length': 1,\n",
       "                      'line': 1,\n",
       "                      'lives': 1,\n",
       "                      'looked': 1,\n",
       "                      'makin': 1,\n",
       "                      'meet': 1,\n",
       "                      'midnight': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'muttered': 1,\n",
       "                      'neatly': 1,\n",
       "                      'needed': 1,\n",
       "                      'next': 1,\n",
       "                      'only': 2,\n",
       "                      'others': 1,\n",
       "                      'parcel': 1,\n",
       "                      'path': 2,\n",
       "                      'percy': 1,\n",
       "                      'person': 1,\n",
       "                      'place': 2,\n",
       "                      'places': 1,\n",
       "                      'power': 1,\n",
       "                      'probably': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quite': 2,\n",
       "                      'really': 1,\n",
       "                      'right': 8,\n",
       "                      'rocker': 1,\n",
       "                      'sagged': 1,\n",
       "                      'said': 12,\n",
       "                      'says': 1,\n",
       "                      'school': 1,\n",
       "                      'second': 1,\n",
       "                      'section': 1,\n",
       "                      'shadow': 1,\n",
       "                      'slowed': 1,\n",
       "                      'smash': 1,\n",
       "                      'snapped': 1,\n",
       "                      'somehow': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'sounds': 1,\n",
       "                      'sparks': 1,\n",
       "                      'spell': 1,\n",
       "                      'split': 1,\n",
       "                      'squares': 1,\n",
       "                      'stand': 1,\n",
       "                      'standing': 2,\n",
       "                      'start': 1,\n",
       "                      'stone': 1,\n",
       "                      'stop': 1,\n",
       "                      'stumped': 1,\n",
       "                      'table': 1,\n",
       "                      'take': 1,\n",
       "                      'talk': 1,\n",
       "                      'taste': 1,\n",
       "                      'teeth': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 6,\n",
       "                      'their': 2,\n",
       "                      'them': 3,\n",
       "                      'then': 4,\n",
       "                      'there': 5,\n",
       "                      'they': 2,\n",
       "                      'think': 2,\n",
       "                      'thirty-seven': 1,\n",
       "                      'thought': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 1,\n",
       "                      'took': 1,\n",
       "                      'toppled': 1,\n",
       "                      'troll': 1,\n",
       "                      'turned': 2,\n",
       "                      'twins': 1,\n",
       "                      'underneath': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'voice': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'voldemort.': 1,\n",
       "                      'wait': 2,\n",
       "                      'walk': 1,\n",
       "                      'wands': 1,\n",
       "                      'warn': 1,\n",
       "                      'warned': 1,\n",
       "                      'warning': 1,\n",
       "                      'weighing': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 2,\n",
       "                      'witch': 1,\n",
       "                      'would': 1,\n",
       "                      'yeah': 1,\n",
       "                      'you-know-': 1,\n",
       "                      'your': 1}),\n",
       "             'heard': Counter({'about': 2,\n",
       "                      'after': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'alley': 1,\n",
       "                      'anythin': 1,\n",
       "                      'backward': 1,\n",
       "                      'banging': 1,\n",
       "                      'centaur': 1,\n",
       "                      'click': 1,\n",
       "                      'closer': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 2,\n",
       "                      'crashes': 1,\n",
       "                      'crashing': 1,\n",
       "                      'days': 1,\n",
       "                      'dead': 1,\n",
       "                      'distant': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'earlier': 1,\n",
       "                      'even': 1,\n",
       "                      'exactly': 1,\n",
       "                      'familiar': 1,\n",
       "                      'family': 1,\n",
       "                      'filch': 2,\n",
       "                      'flocks': 1,\n",
       "                      'footsteps': 2,\n",
       "                      'frantic': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'gasped': 1,\n",
       "                      'going': 1,\n",
       "                      'grunting': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 11,\n",
       "                      'have': 3,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'higher': 1,\n",
       "                      'himself': 2,\n",
       "                      'hogwarts': 2,\n",
       "                      'hooves': 1,\n",
       "                      'just': 1,\n",
       "                      'learned': 1,\n",
       "                      'little': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'money': 1,\n",
       "                      'much': 1,\n",
       "                      'mutter': 2,\n",
       "                      'muttered': 1,\n",
       "                      'name': 1,\n",
       "                      'never': 5,\n",
       "                      'neville': 2,\n",
       "                      'none': 1,\n",
       "                      'over': 1,\n",
       "                      'panicking': 1,\n",
       "                      'quick': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'right': 1,\n",
       "                      'said': 3,\n",
       "                      'screams': 1,\n",
       "                      'seen': 1,\n",
       "                      'sharply': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'shout': 1,\n",
       "                      'simply': 1,\n",
       "                      'snape': 3,\n",
       "                      'somebody': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 3,\n",
       "                      'sort': 2,\n",
       "                      'sound': 1,\n",
       "                      'stars': 1,\n",
       "                      'story': 1,\n",
       "                      'such': 1,\n",
       "                      'tell': 1,\n",
       "                      'telling': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 14,\n",
       "                      'think': 1,\n",
       "                      'those': 1,\n",
       "                      'uncle': 1,\n",
       "                      'until': 2,\n",
       "                      'voices': 1,\n",
       "                      'walking': 1,\n",
       "                      'warn': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'werewolves': 1,\n",
       "                      'what': 4,\n",
       "                      'window': 1,\n",
       "                      'wizard': 1,\n",
       "                      'woman': 1,\n",
       "                      'word': 2,\n",
       "                      'yell': 1,\n",
       "                      'zooming': 1}),\n",
       "             'stopped': Counter({'away': 1,\n",
       "                      'cart': 1,\n",
       "                      'chatter': 1,\n",
       "                      'corner': 1,\n",
       "                      'crying': 1,\n",
       "                      'dead': 4,\n",
       "                      'draw': 1,\n",
       "                      'drawing': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'everyone': 1,\n",
       "                      'excellent': 1,\n",
       "                      'family': 1,\n",
       "                      'feet': 1,\n",
       "                      'finally': 2,\n",
       "                      'from': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 1,\n",
       "                      'heart': 1,\n",
       "                      'hermione': 1,\n",
       "                      'house': 1,\n",
       "                      'just': 1,\n",
       "                      'last': 2,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'music': 1,\n",
       "                      'next': 1,\n",
       "                      'nodded': 1,\n",
       "                      'outside': 1,\n",
       "                      'parchment': 1,\n",
       "                      'passing': 1,\n",
       "                      'people': 1,\n",
       "                      'pound': 1,\n",
       "                      'pretending': 1,\n",
       "                      'quickly': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shocked': 1,\n",
       "                      'should': 1,\n",
       "                      'someone': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'talking': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 3,\n",
       "                      'took': 1,\n",
       "                      'troll': 2,\n",
       "                      'vernon': 2,\n",
       "                      'when': 1}),\n",
       "             'dead': Counter({'already': 1,\n",
       "                      'back': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'eating': 1,\n",
       "                      'facing': 1,\n",
       "                      'faint': 1,\n",
       "                      'family': 1,\n",
       "                      'fear': 1,\n",
       "                      'first': 1,\n",
       "                      'flies': 1,\n",
       "                      'floor': 1,\n",
       "                      'found': 2,\n",
       "                      'full': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'james': 1,\n",
       "                      'last': 1,\n",
       "                      'leaves': 1,\n",
       "                      'listen': 1,\n",
       "                      'mice': 1,\n",
       "                      'night': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'poor': 1,\n",
       "                      'rats': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'school': 1,\n",
       "                      'shows': 1,\n",
       "                      'stopped': 4,\n",
       "                      'that': 1,\n",
       "                      'they': 3,\n",
       "                      'think': 1,\n",
       "                      'tracks': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'useful': 1,\n",
       "                      'wanted': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1}),\n",
       "             'flooded': Counter({'excitement': 1,\n",
       "                      'fear': 1,\n",
       "                      'into': 1,\n",
       "                      'looked': 1,\n",
       "                      'owls': 1,\n",
       "                      'room': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'through': 1}),\n",
       "             'looked': Counter({'about': 1,\n",
       "                      'allowed': 1,\n",
       "                      'alone': 1,\n",
       "                      'along': 1,\n",
       "                      'already': 1,\n",
       "                      'another': 2,\n",
       "                      'anyone': 1,\n",
       "                      'arguments': 1,\n",
       "                      'around': 7,\n",
       "                      'arrived': 1,\n",
       "                      'back': 5,\n",
       "                      'bald': 1,\n",
       "                      'barrier': 1,\n",
       "                      'bean': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 2,\n",
       "                      'both': 2,\n",
       "                      'bowl': 1,\n",
       "                      'burned': 1,\n",
       "                      'came': 1,\n",
       "                      'carefully': 2,\n",
       "                      'class': 1,\n",
       "                      'closely': 1,\n",
       "                      'closer': 1,\n",
       "                      'convinced': 1,\n",
       "                      'could': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'desperate': 1,\n",
       "                      'distinctly': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 2,\n",
       "                      'down': 7,\n",
       "                      'dragon': 1,\n",
       "                      'dudley': 4,\n",
       "                      'dudleykins': 1,\n",
       "                      'dumbfounded': 1,\n",
       "                      'dursley': 1,\n",
       "                      'each': 2,\n",
       "                      'else': 1,\n",
       "                      'even': 2,\n",
       "                      'everything': 1,\n",
       "                      'excited': 1,\n",
       "                      'extremely': 2,\n",
       "                      'eyes': 2,\n",
       "                      'face': 2,\n",
       "                      'fade': 1,\n",
       "                      'famous': 1,\n",
       "                      'feet': 1,\n",
       "                      'fierce': 1,\n",
       "                      'figure': 1,\n",
       "                      'flint': 1,\n",
       "                      'floating': 1,\n",
       "                      'flooded': 1,\n",
       "                      'floor': 2,\n",
       "                      'forest': 1,\n",
       "                      'furious': 1,\n",
       "                      'giant': 1,\n",
       "                      'glanced': 1,\n",
       "                      'goblin': 1,\n",
       "                      'grandfather': 1,\n",
       "                      'green': 1,\n",
       "                      'grim': 1,\n",
       "                      'hagrid': 11,\n",
       "                      'hall': 1,\n",
       "                      'handsome': 1,\n",
       "                      'harry': 25,\n",
       "                      'have': 1,\n",
       "                      'head': 3,\n",
       "                      'hermione': 6,\n",
       "                      'hidden': 1,\n",
       "                      'high': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'horribly': 1,\n",
       "                      'horrified': 1,\n",
       "                      'huge': 1,\n",
       "                      'indeed': 1,\n",
       "                      'instead': 1,\n",
       "                      'intently': 1,\n",
       "                      'into': 5,\n",
       "                      'invisible': 1,\n",
       "                      'just': 1,\n",
       "                      'lamp': 1,\n",
       "                      'lessened': 1,\n",
       "                      'life': 1,\n",
       "                      'like': 22,\n",
       "                      'little': 2,\n",
       "                      'looked': 2,\n",
       "                      'm-myself': 1,\n",
       "                      'malfoy': 3,\n",
       "                      'mean': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moment': 2,\n",
       "                      'more': 2,\n",
       "                      'move': 1,\n",
       "                      'names': 1,\n",
       "                      'nerves': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'nicholas': 1,\n",
       "                      'norbert': 1,\n",
       "                      'occurred': 1,\n",
       "                      'over': 5,\n",
       "                      'pale': 2,\n",
       "                      'past': 1,\n",
       "                      'petunia': 1,\n",
       "                      'presents': 1,\n",
       "                      'pretending': 1,\n",
       "                      'quickly': 5,\n",
       "                      'quite': 1,\n",
       "                      'ready': 1,\n",
       "                      'reflection': 1,\n",
       "                      'relieved': 1,\n",
       "                      'remarkably': 1,\n",
       "                      'right': 1,\n",
       "                      'ronan': 1,\n",
       "                      'said': 2,\n",
       "                      'sapphires': 1,\n",
       "                      'seat': 1,\n",
       "                      'seen': 1,\n",
       "                      'shadow': 1,\n",
       "                      'shocked': 3,\n",
       "                      'shoulder': 1,\n",
       "                      'side': 1,\n",
       "                      'simply': 1,\n",
       "                      'skinny': 1,\n",
       "                      'skyward': 1,\n",
       "                      'sleepy': 1,\n",
       "                      'smiling': 1,\n",
       "                      'some': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 1,\n",
       "                      'spectacular': 1,\n",
       "                      'still': 2,\n",
       "                      'stood': 1,\n",
       "                      'straight': 1,\n",
       "                      'strange': 1,\n",
       "                      'strangely': 1,\n",
       "                      'stumped': 1,\n",
       "                      'stunned': 1,\n",
       "                      'suddenly': 4,\n",
       "                      'swallowed': 1,\n",
       "                      'taken': 1,\n",
       "                      'tank': 1,\n",
       "                      'teacher': 1,\n",
       "                      'tearful': 1,\n",
       "                      'terrified': 2,\n",
       "                      'that': 5,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'then': 4,\n",
       "                      'they': 10,\n",
       "                      'thickset': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 2,\n",
       "                      'though': 9,\n",
       "                      'thought': 2,\n",
       "                      'through': 1,\n",
       "                      'tight': 1,\n",
       "                      'tiny': 1,\n",
       "                      'toad': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncomfortable': 1,\n",
       "                      'until': 2,\n",
       "                      'upward': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 5,\n",
       "                      'watch': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 11,\n",
       "                      'when': 1,\n",
       "                      'which': 1,\n",
       "                      'wide': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'younger': 1}),\n",
       "             'whisperers': Counter({'back': 1, 'wanted': 1}),\n",
       "             'better': Counter({'anyway': 1,\n",
       "                      'back': 2,\n",
       "                      'change': 1,\n",
       "                      'cloak': 2,\n",
       "                      'curse': 1,\n",
       "                      'dashed': 1,\n",
       "                      'deaths': 1,\n",
       "                      'dodge': 1,\n",
       "                      'drifted': 1,\n",
       "                      'ducking': 1,\n",
       "                      'duster': 1,\n",
       "                      'even': 1,\n",
       "                      'face': 1,\n",
       "                      'firenze': 1,\n",
       "                      'forest': 1,\n",
       "                      'gloomily': 1,\n",
       "                      'going': 1,\n",
       "                      'growing': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'hurry': 1,\n",
       "                      'hurt': 1,\n",
       "                      'just': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'life': 1,\n",
       "                      'look': 1,\n",
       "                      'lost': 1,\n",
       "                      'madam': 1,\n",
       "                      'mistake': 1,\n",
       "                      'much': 2,\n",
       "                      'need': 1,\n",
       "                      'percy': 1,\n",
       "                      'professor': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 2,\n",
       "                      'save': 1,\n",
       "                      'school': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'speak': 1,\n",
       "                      'stay': 1,\n",
       "                      'sure': 1,\n",
       "                      'team': 1,\n",
       "                      'than': 9,\n",
       "                      'that': 2,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 2,\n",
       "                      'thrown': 1,\n",
       "                      'toad': 1,\n",
       "                      'took': 1,\n",
       "                      'trying': 1,\n",
       "                      'turn': 1,\n",
       "                      'what': 1,\n",
       "                      'without': 2,\n",
       "                      'world': 1,\n",
       "                      'would': 1}),\n",
       "             'dashed': Counter({'back': 1,\n",
       "                      'better': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 1,\n",
       "                      'mirror': 1,\n",
       "                      'suddenly': 1}),\n",
       "             'hurried': Counter({'back': 1,\n",
       "                      'chamber': 1,\n",
       "                      'corridor': 1,\n",
       "                      'disgruntled': 1,\n",
       "                      'down': 1,\n",
       "                      'examine': 1,\n",
       "                      'from': 2,\n",
       "                      'gryffindors': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'home': 1,\n",
       "                      'honor': 1,\n",
       "                      'library': 1,\n",
       "                      'look': 1,\n",
       "                      'office': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'past': 1,\n",
       "                      'plates': 1,\n",
       "                      'rattled': 1,\n",
       "                      'road': 1,\n",
       "                      'thanks': 1,\n",
       "                      'they': 2,\n",
       "                      'through': 1,\n",
       "                      'toward': 1}),\n",
       "             'snapped': Counter({'arms': 1,\n",
       "                      'aunt': 3,\n",
       "                      'back': 2,\n",
       "                      'beak': 1,\n",
       "                      'before': 1,\n",
       "                      'chess': 1,\n",
       "                      'down': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fingers': 2,\n",
       "                      'half': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 1,\n",
       "                      'hermione': 3,\n",
       "                      'know': 2,\n",
       "                      'majorca': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 3,\n",
       "                      'mrs.': 1,\n",
       "                      'office': 1,\n",
       "                      'parvati': 1,\n",
       "                      'percy': 2,\n",
       "                      'questions': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'right': 1,\n",
       "                      'secretary': 1,\n",
       "                      'shut': 1,\n",
       "                      'sides': 1,\n",
       "                      'something': 1,\n",
       "                      'stupid': 1,\n",
       "                      'taking': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 2,\n",
       "                      'through': 1,\n",
       "                      'today': 1,\n",
       "                      'uncle': 1,\n",
       "                      'wand': 1,\n",
       "                      'wave': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 1}),\n",
       "             'secretary': Counter({'disturb': 1, 'snapped': 1}),\n",
       "             'disturb': Counter({'long': 1,\n",
       "                      'secretary': 1,\n",
       "                      'seized': 1,\n",
       "                      'trying': 1}),\n",
       "             'seized': Counter({'broomstick': 1,\n",
       "                      'cloak': 1,\n",
       "                      'disturb': 1,\n",
       "                      'each': 1,\n",
       "                      'flint': 1,\n",
       "                      'fred': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hand': 1,\n",
       "                      'harry': 3,\n",
       "                      'hermione': 2,\n",
       "                      'irritably': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'package': 1,\n",
       "                      'prefect': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'roll': 1,\n",
       "                      'telephone': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'vernon': 1}),\n",
       "             'almost': Counter({'again': 1,\n",
       "                      'asleep': 2,\n",
       "                      'astride': 1,\n",
       "                      'back': 1,\n",
       "                      'bald': 1,\n",
       "                      'barrier': 1,\n",
       "                      'became': 1,\n",
       "                      'becoming': 1,\n",
       "                      'being': 1,\n",
       "                      'blinding': 1,\n",
       "                      'broke': 1,\n",
       "                      'clearing': 1,\n",
       "                      'completely': 1,\n",
       "                      'criticizing': 1,\n",
       "                      'dark': 1,\n",
       "                      'destroyed': 1,\n",
       "                      'drag': 1,\n",
       "                      'drop': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'everyone': 1,\n",
       "                      'exactly': 1,\n",
       "                      'face': 1,\n",
       "                      'fell': 2,\n",
       "                      'finished': 1,\n",
       "                      'flew': 1,\n",
       "                      'forgotten': 3,\n",
       "                      'given': 1,\n",
       "                      'glad': 1,\n",
       "                      'goyle': 1,\n",
       "                      'granger': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'hang': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hidden': 1,\n",
       "                      'house': 1,\n",
       "                      'impossible': 3,\n",
       "                      'jumped': 1,\n",
       "                      'knocked': 1,\n",
       "                      'like': 1,\n",
       "                      'many': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'minutes': 1,\n",
       "                      'nervous': 1,\n",
       "                      'nose': 1,\n",
       "                      'once': 2,\n",
       "                      'peeves': 1,\n",
       "                      'quickly': 1,\n",
       "                      'reached': 1,\n",
       "                      'reason': 1,\n",
       "                      'scar': 1,\n",
       "                      'short': 1,\n",
       "                      'skipping': 1,\n",
       "                      'soon': 1,\n",
       "                      'speechless': 1,\n",
       "                      'stolen': 1,\n",
       "                      'stool': 2,\n",
       "                      'stumbled': 1,\n",
       "                      'stupid': 1,\n",
       "                      'table': 1,\n",
       "                      'taking': 1,\n",
       "                      'tall': 1,\n",
       "                      'telephone': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 3,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'tonight': 1,\n",
       "                      'took': 1,\n",
       "                      'twice': 1,\n",
       "                      'unbearable': 1,\n",
       "                      'unseated': 1,\n",
       "                      'were': 1,\n",
       "                      'which': 1,\n",
       "                      'whole': 1,\n",
       "                      'wood': 1,\n",
       "                      'worked': 1,\n",
       "                      'years': 1}),\n",
       "             'finished': Counter({'about': 1,\n",
       "                      'almost': 1,\n",
       "                      'applause': 1,\n",
       "                      'breathlessly': 1,\n",
       "                      'calling': 1,\n",
       "                      'dialing': 1,\n",
       "                      'everybody': 1,\n",
       "                      'exams': 1,\n",
       "                      'harry': 3,\n",
       "                      'just': 2,\n",
       "                      'means': 1,\n",
       "                      'must': 1,\n",
       "                      'once': 1,\n",
       "                      'school': 1,\n",
       "                      'smiling': 1,\n",
       "                      'snape': 1,\n",
       "                      'song': 2,\n",
       "                      'telling': 1,\n",
       "                      'they': 1,\n",
       "                      'those': 1,\n",
       "                      'when': 2}),\n",
       "             'dialing': Counter({'finished': 1, 'home': 1}),\n",
       "             'home': Counter({'again': 1,\n",
       "                      'came': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dear': 1,\n",
       "                      'dialing': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'every': 1,\n",
       "                      'eyes': 1,\n",
       "                      'from': 1,\n",
       "                      'going': 1,\n",
       "                      'hoping': 1,\n",
       "                      'hurried': 1,\n",
       "                      'just': 1,\n",
       "                      'like': 1,\n",
       "                      'looking': 1,\n",
       "                      'magic': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'moved': 1,\n",
       "                      'nailed': 1,\n",
       "                      'nearer': 1,\n",
       "                      'number': 1,\n",
       "                      'report': 1,\n",
       "                      'said': 2,\n",
       "                      'stayed': 2,\n",
       "                      'than': 1,\n",
       "                      'told': 1,\n",
       "                      'tomorrow': 2,\n",
       "                      'train': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'yerselves': 1}),\n",
       "             'changed': Counter({'already': 1,\n",
       "                      'color': 1,\n",
       "                      'desk': 1,\n",
       "                      'expression': 1,\n",
       "                      'from': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hardly': 1,\n",
       "                      'have': 1,\n",
       "                      'into': 1,\n",
       "                      'mind': 3,\n",
       "                      'mouth': 1,\n",
       "                      'rose': 1,\n",
       "                      'subject': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'this': 1,\n",
       "                      'toward': 1,\n",
       "                      'when': 1}),\n",
       "             'receiver': Counter({'back': 1, 'mind': 1}),\n",
       "             'stroked': Counter({'beard': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 1,\n",
       "                      'importantly': 1,\n",
       "                      'mustache': 1,\n",
       "                      'umbrella': 1}),\n",
       "             'being': Counter({'able': 1,\n",
       "                      'almost': 1,\n",
       "                      'alone': 1,\n",
       "                      'balloon': 1,\n",
       "                      'bear': 1,\n",
       "                      'caught': 1,\n",
       "                      'clouted': 1,\n",
       "                      'creeping': 1,\n",
       "                      'danger': 1,\n",
       "                      'downright': 1,\n",
       "                      'expelled': 1,\n",
       "                      'father': 1,\n",
       "                      'fitted': 1,\n",
       "                      'found': 1,\n",
       "                      'frightened': 1,\n",
       "                      'from': 3,\n",
       "                      'frying': 1,\n",
       "                      'harry': 2,\n",
       "                      'hufflepuff': 1,\n",
       "                      'hugged': 1,\n",
       "                      'ignored': 1,\n",
       "                      'imagine': 1,\n",
       "                      'invisible': 2,\n",
       "                      'kept': 1,\n",
       "                      'left': 1,\n",
       "                      'life': 1,\n",
       "                      'like': 1,\n",
       "                      'made': 2,\n",
       "                      'most': 1,\n",
       "                      'mouse': 1,\n",
       "                      'nearsighted': 1,\n",
       "                      'people': 1,\n",
       "                      'picked': 1,\n",
       "                      'prodded': 1,\n",
       "                      'realize': 1,\n",
       "                      'reasons': 1,\n",
       "                      'remember': 1,\n",
       "                      'remembered': 1,\n",
       "                      'roaming': 1,\n",
       "                      'seem': 1,\n",
       "                      'share': 1,\n",
       "                      'sister': 1,\n",
       "                      'snitch': 1,\n",
       "                      'solid': 1,\n",
       "                      'speared': 1,\n",
       "                      'stove': 1,\n",
       "                      'stupid': 2,\n",
       "                      'tallest': 1,\n",
       "                      'taught': 1,\n",
       "                      'their': 1,\n",
       "                      'thinking': 1,\n",
       "                      'though': 1,\n",
       "                      'trodden': 1,\n",
       "                      'trouble': 1,\n",
       "                      'truly': 1,\n",
       "                      'upset': 1,\n",
       "                      'used': 1,\n",
       "                      'watched': 2,\n",
       "                      'weeks': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'woken': 1,\n",
       "                      'worth': 1,\n",
       "                      'young': 1,\n",
       "                      'your': 1}),\n",
       "             'unusual': Counter({'anythin': 2,\n",
       "                      'combination': 1,\n",
       "                      'funny': 1,\n",
       "                      'mars': 1,\n",
       "                      'name': 1,\n",
       "                      'nearer': 1,\n",
       "                      'such': 1,\n",
       "                      'that': 1,\n",
       "                      'wonder': 1}),\n",
       "             'name': Counter({'aconite': 1,\n",
       "                      'again': 1,\n",
       "                      'albus': 2,\n",
       "                      'asleep': 1,\n",
       "                      'been': 1,\n",
       "                      'boots': 1,\n",
       "                      'call': 1,\n",
       "                      'called': 1,\n",
       "                      'calling': 1,\n",
       "                      'carry': 1,\n",
       "                      'common': 1,\n",
       "                      'dedalus': 1,\n",
       "                      'diggle': 1,\n",
       "                      'ever': 1,\n",
       "                      'everyone': 1,\n",
       "                      'exactly': 1,\n",
       "                      'famous': 1,\n",
       "                      'fear': 1,\n",
       "                      'firenze': 1,\n",
       "                      'flamel': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 1,\n",
       "                      'funny': 1,\n",
       "                      'gave': 1,\n",
       "                      'gives': 1,\n",
       "                      'goes': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'heaven': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'help': 1,\n",
       "                      'hissed': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'increases': 1,\n",
       "                      'know': 4,\n",
       "                      'knowin': 1,\n",
       "                      'knows': 1,\n",
       "                      'looking': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'more': 1,\n",
       "                      'parents': 1,\n",
       "                      'picture': 1,\n",
       "                      'please': 1,\n",
       "                      'potter': 1,\n",
       "                      'proper': 2,\n",
       "                      'read': 3,\n",
       "                      'said': 5,\n",
       "                      'sayin': 1,\n",
       "                      'saying': 3,\n",
       "                      'scabbers': 1,\n",
       "                      'somewhere': 3,\n",
       "                      'stop': 1,\n",
       "                      'stupid': 1,\n",
       "                      'sure': 1,\n",
       "                      'tags': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 4,\n",
       "                      'unusual': 1,\n",
       "                      'voldemort': 3,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'will': 1,\n",
       "                      'worse': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'your': 2}),\n",
       "             'sure': Counter({'able': 1,\n",
       "                      'about': 1,\n",
       "                      'again': 1,\n",
       "                      'anyone': 1,\n",
       "                      'asleep': 1,\n",
       "                      'better': 1,\n",
       "                      'coats': 1,\n",
       "                      'could': 4,\n",
       "                      'covers': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'everything': 1,\n",
       "                      'expelled': 1,\n",
       "                      'face': 1,\n",
       "                      'firenze': 1,\n",
       "                      'first': 1,\n",
       "                      'fred': 1,\n",
       "                      'give': 1,\n",
       "                      'harry': 5,\n",
       "                      'knew': 1,\n",
       "                      'leaned': 1,\n",
       "                      'liked': 1,\n",
       "                      'lost': 1,\n",
       "                      'made': 1,\n",
       "                      'make': 7,\n",
       "                      'making': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moment': 1,\n",
       "                      'name': 1,\n",
       "                      'nephew': 1,\n",
       "                      'nervously': 1,\n",
       "                      'once': 1,\n",
       "                      'peeves': 1,\n",
       "                      'penalty': 1,\n",
       "                      'play': 1,\n",
       "                      'professor': 1,\n",
       "                      'proof': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'quite': 2,\n",
       "                      'read': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 1,\n",
       "                      'seems': 1,\n",
       "                      'shivered': 1,\n",
       "                      'snake': 1,\n",
       "                      'still': 1,\n",
       "                      'that': 3,\n",
       "                      'there': 2,\n",
       "                      'they': 3,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'thrown': 1,\n",
       "                      'unsettled': 1,\n",
       "                      'voice': 1,\n",
       "                      'walked': 1,\n",
       "                      'wall': 1,\n",
       "                      'wanted': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 5,\n",
       "                      'which': 1,\n",
       "                      'would': 1,\n",
       "                      'young': 1}),\n",
       "             'lots': Counter({'been': 1,\n",
       "                      'bushy': 1,\n",
       "                      'come': 1,\n",
       "                      'crate': 1,\n",
       "                      'else': 1,\n",
       "                      'harry': 1,\n",
       "                      'late': 1,\n",
       "                      'must': 1,\n",
       "                      'people': 2,\n",
       "                      'pictures': 1,\n",
       "                      'rats': 1,\n",
       "                      'today': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'voice': 1,\n",
       "                      'were': 1}),\n",
       "             'come': Counter({\"'quidditch\": 1,\n",
       "                      'able': 1,\n",
       "                      'about': 1,\n",
       "                      'across': 2,\n",
       "                      'ahead': 1,\n",
       "                      'angelina': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'around': 2,\n",
       "                      'asked': 1,\n",
       "                      'back': 9,\n",
       "                      'breathe': 1,\n",
       "                      'bring': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'bursting': 2,\n",
       "                      'called': 1,\n",
       "                      'chapter': 1,\n",
       "                      'cheer': 1,\n",
       "                      'christmas': 1,\n",
       "                      'close': 1,\n",
       "                      'come': 2,\n",
       "                      'could': 3,\n",
       "                      'crash': 1,\n",
       "                      'crossly': 1,\n",
       "                      'dear': 1,\n",
       "                      'decided': 1,\n",
       "                      'demanded': 1,\n",
       "                      'directly': 1,\n",
       "                      'down': 1,\n",
       "                      'dreams': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 2,\n",
       "                      'dursley': 1,\n",
       "                      'enough': 1,\n",
       "                      'everyone': 1,\n",
       "                      'everythin': 1,\n",
       "                      'fall': 1,\n",
       "                      'feet': 1,\n",
       "                      'fetch': 1,\n",
       "                      'find': 1,\n",
       "                      'finish': 1,\n",
       "                      'first': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'from': 6,\n",
       "                      'george': 1,\n",
       "                      'goblin': 1,\n",
       "                      'gone': 1,\n",
       "                      'granger': 1,\n",
       "                      'great': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'handy': 1,\n",
       "                      'harder': 1,\n",
       "                      'harry': 5,\n",
       "                      'have': 3,\n",
       "                      'hear': 1,\n",
       "                      'heard': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 4,\n",
       "                      'hermione': 2,\n",
       "                      'hoping': 1,\n",
       "                      'hurry': 1,\n",
       "                      'interfering': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'knocking': 1,\n",
       "                      'later': 1,\n",
       "                      'leave': 1,\n",
       "                      'legs': 1,\n",
       "                      'lemon': 1,\n",
       "                      'lies': 1,\n",
       "                      'like': 1,\n",
       "                      'lips': 1,\n",
       "                      'listen': 1,\n",
       "                      'live': 1,\n",
       "                      'look': 1,\n",
       "                      'lots': 1,\n",
       "                      'mcgonagall': 2,\n",
       "                      'meet': 1,\n",
       "                      'mighta': 1,\n",
       "                      'mistaken': 1,\n",
       "                      'movements': 1,\n",
       "                      'must': 1,\n",
       "                      'mutter': 1,\n",
       "                      'near': 1,\n",
       "                      'noticing': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'path': 1,\n",
       "                      'pelting': 1,\n",
       "                      'people': 2,\n",
       "                      'percy': 2,\n",
       "                      'petunia': 1,\n",
       "                      'piece': 1,\n",
       "                      'places': 1,\n",
       "                      'potter': 5,\n",
       "                      'prefect': 1,\n",
       "                      'pulled': 1,\n",
       "                      'quickly': 2,\n",
       "                      'right': 1,\n",
       "                      'round': 2,\n",
       "                      'said': 4,\n",
       "                      'scars': 1,\n",
       "                      'seemed': 2,\n",
       "                      'shall': 1,\n",
       "                      'snape': 1,\n",
       "                      'sparks': 1,\n",
       "                      'stay': 1,\n",
       "                      'sticky': 1,\n",
       "                      'still': 1,\n",
       "                      'straight': 1,\n",
       "                      't-t-to': 1,\n",
       "                      'take': 1,\n",
       "                      'than': 1,\n",
       "                      'thanksss': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'they': 3,\n",
       "                      'think': 2,\n",
       "                      'three': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'tonight': 1,\n",
       "                      'true': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'vacuum': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'want': 1,\n",
       "                      'watch': 1,\n",
       "                      'wearing': 1,\n",
       "                      'what': 3,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wing': 1,\n",
       "                      'with': 3,\n",
       "                      'world': 1,\n",
       "                      'would': 1,\n",
       "                      'years': 1,\n",
       "                      'youth': 1}),\n",
       "             'nephew': Counter({'called': 1,\n",
       "                      'front': 1,\n",
       "                      'sure': 1,\n",
       "                      'their': 1}),\n",
       "             'harvey': Counter({'been': 1, 'harold': 1}),\n",
       "             'harold': Counter({'harvey': 1, 'there': 1}),\n",
       "             'point': Counter({'another': 1,\n",
       "                      'beating': 1,\n",
       "                      'breaking': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 1,\n",
       "                      'lost': 1,\n",
       "                      'more': 1,\n",
       "                      'most': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'reached': 1,\n",
       "                      'rude': 1,\n",
       "                      'said': 1,\n",
       "                      'some': 1,\n",
       "                      'taste': 1,\n",
       "                      'there': 2,\n",
       "                      'through': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'unfolding': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 2,\n",
       "                      'worrying': 1}),\n",
       "             'worrying': Counter({'been': 1,\n",
       "                      'lately': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'point': 1,\n",
       "                      'what': 1,\n",
       "                      'without': 1}),\n",
       "             'upset': Counter({'always': 1,\n",
       "                      'angry': 1,\n",
       "                      'been': 2,\n",
       "                      'being': 1,\n",
       "                      'could': 1,\n",
       "                      'hermione': 1,\n",
       "                      'mention': 1,\n",
       "                      'seem': 1,\n",
       "                      'today': 1}),\n",
       "             'mention': Counter({'anything': 1,\n",
       "                      'could': 1,\n",
       "                      'dare': 1,\n",
       "                      'determined': 1,\n",
       "                      'grateful': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'platform': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 1,\n",
       "                      'second': 1,\n",
       "                      'sister': 1,\n",
       "                      'that': 1,\n",
       "                      'this': 1,\n",
       "                      'upset': 1,\n",
       "                      'wanted': 1}),\n",
       "             'blame': Counter({'back': 1,\n",
       "                      'could': 1,\n",
       "                      'said': 1,\n",
       "                      'sense': 1,\n",
       "                      'sister': 2,\n",
       "                      'them': 2}),\n",
       "             'same': Counter({'again': 1,\n",
       "                      'along': 1,\n",
       "                      'been': 2,\n",
       "                      'bein': 1,\n",
       "                      'bluebell': 1,\n",
       "                      'called': 1,\n",
       "                      'course': 1,\n",
       "                      'crying': 1,\n",
       "                      'dream': 1,\n",
       "                      'emptied': 1,\n",
       "                      'exactly': 3,\n",
       "                      'feeling': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'have': 1,\n",
       "                      'heavy': 1,\n",
       "                      'hermione': 1,\n",
       "                      'instant': 1,\n",
       "                      'just': 4,\n",
       "                      'league': 1,\n",
       "                      'lines': 1,\n",
       "                      'markings': 1,\n",
       "                      'meddling': 1,\n",
       "                      'meet': 1,\n",
       "                      'mustache': 1,\n",
       "                      'neck': 1,\n",
       "                      'night': 1,\n",
       "                      'plant': 1,\n",
       "                      'politer': 1,\n",
       "                      'purple': 1,\n",
       "                      'question': 1,\n",
       "                      'quite': 1,\n",
       "                      'room': 1,\n",
       "                      'rose': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 2,\n",
       "                      'sent': 1,\n",
       "                      'shape': 1,\n",
       "                      'since': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 1,\n",
       "                      'stay': 1,\n",
       "                      'sure': 1,\n",
       "                      'telling': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'they': 3,\n",
       "                      'thing': 2,\n",
       "                      'thinking': 2,\n",
       "                      'those': 1,\n",
       "                      'thought': 1,\n",
       "                      'tidy': 1,\n",
       "                      'time': 2,\n",
       "                      'vanished': 1,\n",
       "                      'wands': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 1,\n",
       "                      'written': 1,\n",
       "                      'your': 3}),\n",
       "             'those': Counter({'been': 1,\n",
       "                      'blink': 1,\n",
       "                      'brooms': 1,\n",
       "                      'clapped': 1,\n",
       "                      'class': 1,\n",
       "                      'clearly': 1,\n",
       "                      'cold': 1,\n",
       "                      'could': 1,\n",
       "                      'cunning': 1,\n",
       "                      'deafening': 1,\n",
       "                      'different': 1,\n",
       "                      'finished': 1,\n",
       "                      'friends': 1,\n",
       "                      'greed': 1,\n",
       "                      'happened': 1,\n",
       "                      'heard': 1,\n",
       "                      'into': 1,\n",
       "                      'last': 1,\n",
       "                      'learning': 1,\n",
       "                      'leave': 1,\n",
       "                      'letters': 2,\n",
       "                      'loyal': 1,\n",
       "                      'misty': 1,\n",
       "                      'patient': 1,\n",
       "                      'people': 3,\n",
       "                      'points': 1,\n",
       "                      'power': 1,\n",
       "                      'precisely': 1,\n",
       "                      'rare': 1,\n",
       "                      'read': 1,\n",
       "                      'reflected': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 1,\n",
       "                      'silvery': 1,\n",
       "                      'some': 1,\n",
       "                      'stand': 1,\n",
       "                      'take': 1,\n",
       "                      'them': 1,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'thunderous': 1,\n",
       "                      'times': 1,\n",
       "                      'warned': 1,\n",
       "                      'weak': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'willing': 1,\n",
       "                      'with': 1,\n",
       "                      'wizarding': 1}),\n",
       "             'afternoon': Counter({'bite': 1,\n",
       "                      'burst': 1,\n",
       "                      'events': 1,\n",
       "                      'excitement': 1,\n",
       "                      'good': 3,\n",
       "                      'happy': 1,\n",
       "                      'harry': 3,\n",
       "                      'having': 1,\n",
       "                      'heard': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hung': 1,\n",
       "                      'late': 1,\n",
       "                      'library': 1,\n",
       "                      'next': 1,\n",
       "                      'said': 2,\n",
       "                      'seen': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'throwing': 1,\n",
       "                      'uncle': 1,\n",
       "                      'when': 1,\n",
       "                      'wood': 1}),\n",
       "             'building': Counter({'could': 1,\n",
       "                      'five': 1,\n",
       "                      'head': 1,\n",
       "                      'left': 1,\n",
       "                      'that': 1,\n",
       "                      'white': 1}),\n",
       "             \"o'clock\": Counter({'drew': 1,\n",
       "                      'eleven': 6,\n",
       "                      'five': 2,\n",
       "                      'guard': 1,\n",
       "                      'harry': 1,\n",
       "                      'morning': 1,\n",
       "                      'next': 2,\n",
       "                      'rang': 1,\n",
       "                      'read': 1,\n",
       "                      'seven': 2,\n",
       "                      'still': 1,\n",
       "                      'that': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tower': 1,\n",
       "                      'whole': 1,\n",
       "                      'your': 1}),\n",
       "             'still': Counter({\"'smatter\": 1,\n",
       "                      'abou': 1,\n",
       "                      'again': 1,\n",
       "                      'alive': 1,\n",
       "                      'ashen-faced': 1,\n",
       "                      'been': 1,\n",
       "                      'black': 1,\n",
       "                      'both': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'carts': 1,\n",
       "                      'chains': 1,\n",
       "                      'cheering': 1,\n",
       "                      'cold': 1,\n",
       "                      'come': 1,\n",
       "                      'commentating': 1,\n",
       "                      'completely': 1,\n",
       "                      'could': 2,\n",
       "                      'couple': 1,\n",
       "                      'daring': 1,\n",
       "                      'dark': 1,\n",
       "                      'detentions': 1,\n",
       "                      'determined': 1,\n",
       "                      'difficult': 1,\n",
       "                      'discussing': 1,\n",
       "                      'evil': 1,\n",
       "                      'eyes': 1,\n",
       "                      'facedown': 1,\n",
       "                      'famous': 1,\n",
       "                      'feet': 1,\n",
       "                      'fire': 1,\n",
       "                      'first-year': 1,\n",
       "                      'flat': 1,\n",
       "                      'flint': 1,\n",
       "                      'fluffy': 3,\n",
       "                      'food': 1,\n",
       "                      'garden': 1,\n",
       "                      'glowing': 1,\n",
       "                      'growling': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'happily': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 2,\n",
       "                      'head': 1,\n",
       "                      'high': 1,\n",
       "                      'higher': 1,\n",
       "                      'hired': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'house': 1,\n",
       "                      'howling': 1,\n",
       "                      'ignored': 1,\n",
       "                      'ignoring': 1,\n",
       "                      'inside': 1,\n",
       "                      'jordan': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'laughter': 1,\n",
       "                      'letter': 1,\n",
       "                      'letters': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'lookin': 1,\n",
       "                      'looking': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'meanwhile': 1,\n",
       "                      'melted': 1,\n",
       "                      'more': 1,\n",
       "                      'move': 1,\n",
       "                      'mustached': 2,\n",
       "                      'muttering': 1,\n",
       "                      'neville': 1,\n",
       "                      'nose': 1,\n",
       "                      \"o'clock\": 1,\n",
       "                      'office': 1,\n",
       "                      'open': 1,\n",
       "                      'paper': 1,\n",
       "                      'people': 2,\n",
       "                      'pieces': 1,\n",
       "                      'pink': 1,\n",
       "                      'playing': 1,\n",
       "                      'possession': 1,\n",
       "                      'potter': 2,\n",
       "                      'professor': 1,\n",
       "                      'purple-faced': 2,\n",
       "                      'questions': 1,\n",
       "                      'quite': 5,\n",
       "                      'raised': 1,\n",
       "                      'really': 2,\n",
       "                      'reckon': 1,\n",
       "                      'ringing': 1,\n",
       "                      'rising': 1,\n",
       "                      'roof': 1,\n",
       "                      'room': 1,\n",
       "                      'safe': 1,\n",
       "                      'scared': 1,\n",
       "                      'seem': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'shrieks': 1,\n",
       "                      'silent': 1,\n",
       "                      'single-handed': 1,\n",
       "                      'sinking': 1,\n",
       "                      'sitting': 1,\n",
       "                      'slippers': 1,\n",
       "                      'slytherins': 1,\n",
       "                      'snape': 1,\n",
       "                      'snoozing': 1,\n",
       "                      'snow': 1,\n",
       "                      'socks': 1,\n",
       "                      'some': 1,\n",
       "                      'sorry': 1,\n",
       "                      'spots': 1,\n",
       "                      'standing': 1,\n",
       "                      'staring': 3,\n",
       "                      'statue': 2,\n",
       "                      'stone': 1,\n",
       "                      'streaming': 1,\n",
       "                      'sure': 1,\n",
       "                      'suspicious': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking': 1,\n",
       "                      'tent': 1,\n",
       "                      'there': 10,\n",
       "                      'they': 3,\n",
       "                      'think': 1,\n",
       "                      'though': 1,\n",
       "                      'toad': 1,\n",
       "                      'unseated': 1,\n",
       "                      'vernon': 2,\n",
       "                      'very': 2,\n",
       "                      'wand': 2,\n",
       "                      'wearing': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 8,\n",
       "                      'which': 1,\n",
       "                      'while': 1,\n",
       "                      'witches': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'worried': 1,\n",
       "                      'yeah': 2}),\n",
       "             'worried': Counter({'about': 2,\n",
       "                      'angry': 1,\n",
       "                      'been': 1,\n",
       "                      'could': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'extremely': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'grim': 1,\n",
       "                      'harry': 1,\n",
       "                      'looking': 1,\n",
       "                      'news': 1,\n",
       "                      'said': 1,\n",
       "                      'seem': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'whole': 1}),\n",
       "             'walked': Counter({'around': 1,\n",
       "                      'away': 3,\n",
       "                      'back': 3,\n",
       "                      'bane': 1,\n",
       "                      'black': 1,\n",
       "                      'board': 1,\n",
       "                      'break': 1,\n",
       "                      'chamber': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'clapped': 1,\n",
       "                      'down': 4,\n",
       "                      'dursley': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fast': 1,\n",
       "                      'five': 1,\n",
       "                      'flight': 1,\n",
       "                      'forward': 2,\n",
       "                      'front': 1,\n",
       "                      'give': 1,\n",
       "                      'harry': 5,\n",
       "                      'have': 2,\n",
       "                      'hermione': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'library': 1,\n",
       "                      'middle': 1,\n",
       "                      'more': 2,\n",
       "                      'nearly': 1,\n",
       "                      'neville': 1,\n",
       "                      'nothing': 1,\n",
       "                      'onto': 1,\n",
       "                      'over': 2,\n",
       "                      'past': 2,\n",
       "                      'pieces': 1,\n",
       "                      'polkiss': 1,\n",
       "                      'quickly': 1,\n",
       "                      'relief': 1,\n",
       "                      'round': 1,\n",
       "                      'seen': 1,\n",
       "                      'shakily': 1,\n",
       "                      'silence': 1,\n",
       "                      'sliding': 1,\n",
       "                      'straight': 4,\n",
       "                      'street': 1,\n",
       "                      'sure': 1,\n",
       "                      'sweet': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 14,\n",
       "                      'through': 2,\n",
       "                      'took': 1,\n",
       "                      'toward': 1,\n",
       "                      'turned': 2,\n",
       "                      'wall': 1,\n",
       "                      'white': 1,\n",
       "                      'with': 1}),\n",
       "             'straight': Counter({'answer': 1,\n",
       "                      'back': 2,\n",
       "                      'barrier': 1,\n",
       "                      'bounded': 1,\n",
       "                      'broom': 1,\n",
       "                      'come': 1,\n",
       "                      'down': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'follow': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 1,\n",
       "                      'headed': 1,\n",
       "                      'herbology': 1,\n",
       "                      'into': 4,\n",
       "                      'irritably': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 2,\n",
       "                      'music': 1,\n",
       "                      'neat': 1,\n",
       "                      'owlery': 2,\n",
       "                      'past': 2,\n",
       "                      'pelted': 1,\n",
       "                      'rising': 1,\n",
       "                      'sleep': 1,\n",
       "                      'snape': 1,\n",
       "                      'sped': 1,\n",
       "                      'started': 1,\n",
       "                      'third': 1,\n",
       "                      'through': 2,\n",
       "                      'toppled': 1,\n",
       "                      'troll': 1,\n",
       "                      'turban': 1,\n",
       "                      'twigs': 1,\n",
       "                      'walk': 1,\n",
       "                      'walked': 4,\n",
       "                      'went': 2,\n",
       "                      'window': 1}),\n",
       "             'someone': Counter({'after': 1,\n",
       "                      'already': 1,\n",
       "                      'belonged': 1,\n",
       "                      'called': 1,\n",
       "                      'complain': 1,\n",
       "                      'course': 1,\n",
       "                      'cross': 1,\n",
       "                      'door': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'else': 2,\n",
       "                      'find': 1,\n",
       "                      'finds': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'going': 2,\n",
       "                      'have': 2,\n",
       "                      'heard': 1,\n",
       "                      'hinge': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'honestly': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 2,\n",
       "                      'knew': 4,\n",
       "                      'knocked': 1,\n",
       "                      'less': 1,\n",
       "                      'longbottom': 1,\n",
       "                      'looked': 1,\n",
       "                      'lookin': 1,\n",
       "                      'looking': 1,\n",
       "                      'matter': 1,\n",
       "                      'muggles': 1,\n",
       "                      'obviously': 1,\n",
       "                      'ouch': 1,\n",
       "                      'outside': 1,\n",
       "                      'poked': 1,\n",
       "                      'practice': 1,\n",
       "                      'room': 1,\n",
       "                      'speak': 1,\n",
       "                      'standing': 1,\n",
       "                      'stopped': 1,\n",
       "                      'take': 2,\n",
       "                      'tell': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 3,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'threatening': 1,\n",
       "                      'tried': 2,\n",
       "                      'when': 2,\n",
       "                      'yeah': 1}),\n",
       "             'door': Counter({'again': 1,\n",
       "                      'ahead': 1,\n",
       "                      'ajar': 1,\n",
       "                      'alone': 1,\n",
       "                      'already': 1,\n",
       "                      'another': 2,\n",
       "                      'away': 1,\n",
       "                      'back': 1,\n",
       "                      'behind': 5,\n",
       "                      'between': 1,\n",
       "                      'bolted': 1,\n",
       "                      'both': 1,\n",
       "                      'buying': 1,\n",
       "                      'castle': 1,\n",
       "                      'catch': 1,\n",
       "                      'chapter': 1,\n",
       "                      'check': 1,\n",
       "                      'clicked': 1,\n",
       "                      'clock': 1,\n",
       "                      'compartment': 4,\n",
       "                      'corridor': 1,\n",
       "                      'could': 2,\n",
       "                      'creaked': 1,\n",
       "                      'crept': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dashing': 1,\n",
       "                      'demanded': 1,\n",
       "                      'done': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'ears': 1,\n",
       "                      'empty': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fitted': 1,\n",
       "                      'fixed': 1,\n",
       "                      'flame': 1,\n",
       "                      'floor': 1,\n",
       "                      'flung': 1,\n",
       "                      'fred': 1,\n",
       "                      'front': 7,\n",
       "                      'gamekeeper': 1,\n",
       "                      'gently': 1,\n",
       "                      'green': 1,\n",
       "                      'hammering': 1,\n",
       "                      'hand': 1,\n",
       "                      'handle': 1,\n",
       "                      'harry': 5,\n",
       "                      'heaved': 1,\n",
       "                      'held': 1,\n",
       "                      'helplessly': 1,\n",
       "                      'into': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'knock': 1,\n",
       "                      'knocked': 1,\n",
       "                      'knocking': 1,\n",
       "                      'laid': 1,\n",
       "                      'leaving': 1,\n",
       "                      'lock': 2,\n",
       "                      'locked': 4,\n",
       "                      'looked': 2,\n",
       "                      'looking': 2,\n",
       "                      'make': 1,\n",
       "                      'milk': 1,\n",
       "                      'moment': 1,\n",
       "                      'mouths': 1,\n",
       "                      'neighbor': 1,\n",
       "                      'next': 6,\n",
       "                      'nothing': 1,\n",
       "                      'open': 11,\n",
       "                      'opened': 1,\n",
       "                      'outside': 2,\n",
       "                      'over': 1,\n",
       "                      'passage': 1,\n",
       "                      'peering': 1,\n",
       "                      'picked': 1,\n",
       "                      'poked': 1,\n",
       "                      'problems': 1,\n",
       "                      'pull': 1,\n",
       "                      'pulled': 4,\n",
       "                      'pushed': 3,\n",
       "                      'quickly': 1,\n",
       "                      'quietly': 1,\n",
       "                      'rapped': 1,\n",
       "                      'reached': 2,\n",
       "                      'read': 1,\n",
       "                      'right': 1,\n",
       "                      'round': 1,\n",
       "                      'said': 2,\n",
       "                      'second': 1,\n",
       "                      'separating': 1,\n",
       "                      'shut': 5,\n",
       "                      'shutting': 1,\n",
       "                      'slam': 1,\n",
       "                      'slammed': 5,\n",
       "                      'sleeping': 1,\n",
       "                      'slid': 2,\n",
       "                      'slotted': 1,\n",
       "                      'small': 1,\n",
       "                      'smash': 1,\n",
       "                      'somehow': 1,\n",
       "                      'someone': 1,\n",
       "                      'sorry': 1,\n",
       "                      'sorting': 1,\n",
       "                      'spoke': 1,\n",
       "                      'staring': 1,\n",
       "                      'stood': 2,\n",
       "                      'stroked': 1,\n",
       "                      'struggling': 1,\n",
       "                      'sweltering': 1,\n",
       "                      'swung': 2,\n",
       "                      'that': 1,\n",
       "                      'their': 3,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'threw': 1,\n",
       "                      'through': 10,\n",
       "                      'tiny': 1,\n",
       "                      'toward': 3,\n",
       "                      'train': 1,\n",
       "                      'trapped': 1,\n",
       "                      'tried': 1,\n",
       "                      'turned': 1,\n",
       "                      'under': 1,\n",
       "                      'unlocked': 1,\n",
       "                      'untouched': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'waiting': 1,\n",
       "                      'wake': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 2,\n",
       "                      'wide': 1,\n",
       "                      'with': 1,\n",
       "                      'wooden': 2,\n",
       "                      'would': 1,\n",
       "                      'writing': 1}),\n",
       "             'sorry': Counter({'about': 1,\n",
       "                      'came': 1,\n",
       "                      'curious..': 1,\n",
       "                      'dear': 1,\n",
       "                      'door': 1,\n",
       "                      'excuse': 1,\n",
       "                      'feel': 4,\n",
       "                      'felt': 1,\n",
       "                      'finger': 1,\n",
       "                      'foghorn': 1,\n",
       "                      'george': 2,\n",
       "                      'grunted': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'happened': 1,\n",
       "                      'harry': 4,\n",
       "                      'himself': 1,\n",
       "                      'idiot': 1,\n",
       "                      'jordan': 1,\n",
       "                      'knew': 1,\n",
       "                      'knocked': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mean': 2,\n",
       "                      'neville': 2,\n",
       "                      'professor': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 7,\n",
       "                      'shocked': 1,\n",
       "                      'should': 1,\n",
       "                      'sold': 1,\n",
       "                      'sounding': 1,\n",
       "                      'stairs': 1,\n",
       "                      'stare': 1,\n",
       "                      'still': 1,\n",
       "                      'stop': 1,\n",
       "                      'tearful': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'vol-': 2,\n",
       "                      'weasley': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'your': 1}),\n",
       "             'grunted': Counter({'again': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'into': 1,\n",
       "                      'know': 1,\n",
       "                      'like': 1,\n",
       "                      'offered': 1,\n",
       "                      'show': 1,\n",
       "                      'sleep': 1,\n",
       "                      'sorry': 1,\n",
       "                      'time': 1,\n",
       "                      'tiny': 1,\n",
       "                      'vernon': 2}),\n",
       "             'tiny': Counter({'about': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'bottle': 1,\n",
       "                      'could': 1,\n",
       "                      'dark': 1,\n",
       "                      'door': 1,\n",
       "                      'drinking': 1,\n",
       "                      'glasses': 1,\n",
       "                      'golden': 1,\n",
       "                      'grubby-looking': 1,\n",
       "                      'grunted': 1,\n",
       "                      'holding': 1,\n",
       "                      'hope': 1,\n",
       "                      'icicles': 1,\n",
       "                      'inside': 1,\n",
       "                      'little': 1,\n",
       "                      'looked': 1,\n",
       "                      'making': 1,\n",
       "                      'mind': 1,\n",
       "                      'pinpricks': 1,\n",
       "                      'place': 2,\n",
       "                      'stumbled': 1,\n",
       "                      'teacher': 1,\n",
       "                      'violet': 1,\n",
       "                      'were': 2,\n",
       "                      'with': 1}),\n",
       "             'stumbled': Counter({'almost': 1,\n",
       "                      'backward': 2,\n",
       "                      'legs': 1,\n",
       "                      'line': 1,\n",
       "                      'note': 1,\n",
       "                      'pigtails': 1,\n",
       "                      'tiny': 1}),\n",
       "             'seconds': Counter({'after': 1,\n",
       "                      'another': 1,\n",
       "                      'before': 2,\n",
       "                      'boys': 1,\n",
       "                      'close': 1,\n",
       "                      'fell': 1,\n",
       "                      'fire': 1,\n",
       "                      'grayish': 1,\n",
       "                      'have': 1,\n",
       "                      'later': 2,\n",
       "                      'matter': 2,\n",
       "                      'over': 1,\n",
       "                      'silence': 1,\n",
       "                      'snape': 1,\n",
       "                      'sound': 1,\n",
       "                      'stared': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'thirty': 2,\n",
       "                      'though': 1,\n",
       "                      'twenty': 1,\n",
       "                      'wheezing': 1,\n",
       "                      'whispered': 1,\n",
       "                      'whole': 1,\n",
       "                      'within': 2}),\n",
       "             'before': Counter({\"'quidditch\": 1,\n",
       "                      'although': 1,\n",
       "                      'answered': 1,\n",
       "                      'anyway': 1,\n",
       "                      'asked': 1,\n",
       "                      'attacked': 1,\n",
       "                      'aunt': 2,\n",
       "                      'away': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'begin': 1,\n",
       "                      'bite': 1,\n",
       "                      'blistering': 1,\n",
       "                      'book': 1,\n",
       "                      'called': 1,\n",
       "                      'caught': 1,\n",
       "                      'clean': 1,\n",
       "                      'collapsed': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 6,\n",
       "                      'dashing': 1,\n",
       "                      'declared': 1,\n",
       "                      'died': 1,\n",
       "                      'done': 1,\n",
       "                      'draco': 1,\n",
       "                      'dream': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dudley': 1,\n",
       "                      'duel': 1,\n",
       "                      'dursley': 1,\n",
       "                      'empty': 1,\n",
       "                      'england': 1,\n",
       "                      'entranced': 1,\n",
       "                      'even': 2,\n",
       "                      'exams': 1,\n",
       "                      'except': 1,\n",
       "                      'eyes': 2,\n",
       "                      'famous': 1,\n",
       "                      'father': 1,\n",
       "                      'fell': 1,\n",
       "                      'felt': 1,\n",
       "                      'find': 1,\n",
       "                      'forward': 1,\n",
       "                      'from': 1,\n",
       "                      'game': 1,\n",
       "                      'goes': 1,\n",
       "                      'going': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'happened': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 7,\n",
       "                      'have': 2,\n",
       "                      'herself': 1,\n",
       "                      'high': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'holidays': 1,\n",
       "                      'homework': 1,\n",
       "                      'hoped': 1,\n",
       "                      'hour': 1,\n",
       "                      'house': 1,\n",
       "                      'hundreds': 2,\n",
       "                      'hurt': 1,\n",
       "                      'indeed': 1,\n",
       "                      'inside': 1,\n",
       "                      'just': 2,\n",
       "                      'least': 1,\n",
       "                      'leave': 1,\n",
       "                      'left': 1,\n",
       "                      'lies': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 1,\n",
       "                      'london': 1,\n",
       "                      'look': 1,\n",
       "                      'looks': 1,\n",
       "                      'lunch': 1,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'managed': 1,\n",
       "                      'meals': 1,\n",
       "                      'midnight': 1,\n",
       "                      'minute': 1,\n",
       "                      'miss': 1,\n",
       "                      'mist': 1,\n",
       "                      'moment': 1,\n",
       "                      'moved': 1,\n",
       "                      'much': 2,\n",
       "                      'muggles': 1,\n",
       "                      'nervous': 1,\n",
       "                      'never': 1,\n",
       "                      'next': 1,\n",
       "                      'nicer': 1,\n",
       "                      'night': 2,\n",
       "                      'notes': 1,\n",
       "                      'noticed': 1,\n",
       "                      'okay': 1,\n",
       "                      'other': 1,\n",
       "                      'paces': 1,\n",
       "                      'passageway': 1,\n",
       "                      'pieces': 1,\n",
       "                      'pierced': 1,\n",
       "                      'plant': 1,\n",
       "                      'possession': 1,\n",
       "                      'private': 1,\n",
       "                      'probably': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quick': 1,\n",
       "                      'quills': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'read': 2,\n",
       "                      'remembered': 4,\n",
       "                      'removed': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'seconds': 2,\n",
       "                      'seen': 3,\n",
       "                      'share': 1,\n",
       "                      'shortly': 1,\n",
       "                      'shutting': 1,\n",
       "                      'side': 1,\n",
       "                      'sing': 1,\n",
       "                      'sink': 1,\n",
       "                      'snape': 2,\n",
       "                      'snapped': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'stadium': 1,\n",
       "                      'standing': 1,\n",
       "                      'starting': 2,\n",
       "                      'stone': 2,\n",
       "                      'study': 1,\n",
       "                      'suppose': 1,\n",
       "                      'take': 1,\n",
       "                      'taking': 1,\n",
       "                      'term': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'them': 6,\n",
       "                      'then': 2,\n",
       "                      'they': 6,\n",
       "                      'thing': 1,\n",
       "                      'think': 1,\n",
       "                      'thought': 1,\n",
       "                      'toast': 1,\n",
       "                      'toward': 1,\n",
       "                      'train': 1,\n",
       "                      'trouble': 2,\n",
       "                      'twig': 1,\n",
       "                      'visited': 1,\n",
       "                      'waffle': 1,\n",
       "                      'walk': 1,\n",
       "                      'walking': 1,\n",
       "                      'wanted': 1,\n",
       "                      'wears': 1,\n",
       "                      'week': 3,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'werewolves': 1,\n",
       "                      'what': 1,\n",
       "                      'while': 2,\n",
       "                      'whistle': 1,\n",
       "                      'windows': 1,\n",
       "                      'with': 1,\n",
       "                      'wrongly': 1,\n",
       "                      'year': 1}),\n",
       "             'realized': Counter({'around': 1,\n",
       "                      'dursley': 1,\n",
       "                      'expect': 1,\n",
       "                      'fierce': 1,\n",
       "                      'found': 1,\n",
       "                      'harry': 3,\n",
       "                      'hungry': 1,\n",
       "                      'just': 1,\n",
       "                      'loudly': 1,\n",
       "                      'mouth': 1,\n",
       "                      'must': 1,\n",
       "                      'only': 1,\n",
       "                      'soon': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'that': 6,\n",
       "                      'then': 2,\n",
       "                      'they': 3,\n",
       "                      'what': 4,\n",
       "                      'when': 1,\n",
       "                      'where': 1}),\n",
       "             'violet': Counter({'bowed': 1,\n",
       "                      'cloak': 1,\n",
       "                      'flash': 1,\n",
       "                      'light': 1,\n",
       "                      'tiny': 1,\n",
       "                      'wearing': 1}),\n",
       "             'seem': Counter({'being': 1,\n",
       "                      'cats': 1,\n",
       "                      'cloak': 1,\n",
       "                      'does': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'easy': 1,\n",
       "                      'even': 1,\n",
       "                      'flamel': 1,\n",
       "                      'followed': 1,\n",
       "                      'getting': 1,\n",
       "                      'going': 1,\n",
       "                      'have': 2,\n",
       "                      'hear': 1,\n",
       "                      'hermione': 1,\n",
       "                      'interested': 1,\n",
       "                      'like': 1,\n",
       "                      'must': 1,\n",
       "                      'notice': 1,\n",
       "                      'quite': 1,\n",
       "                      'realize': 2,\n",
       "                      'slowing': 1,\n",
       "                      'something': 1,\n",
       "                      'still': 1,\n",
       "                      'they': 1,\n",
       "                      'train': 1,\n",
       "                      'type': 1,\n",
       "                      'upset': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'worried': 1}),\n",
       "             'knocked': Counter({'accidentally': 1,\n",
       "                      'again': 2,\n",
       "                      'almost': 1,\n",
       "                      'answer': 1,\n",
       "                      'backward': 1,\n",
       "                      'been': 3,\n",
       "                      'bent': 1,\n",
       "                      'bike': 1,\n",
       "                      'coulda': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 1,\n",
       "                      'fist': 1,\n",
       "                      'ground': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 2,\n",
       "                      'into': 1,\n",
       "                      'nose': 1,\n",
       "                      'over': 2,\n",
       "                      'professor': 1,\n",
       "                      'said': 1,\n",
       "                      'shaking': 1,\n",
       "                      'someone': 1,\n",
       "                      'sorry': 1,\n",
       "                      'staffroom': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 3,\n",
       "                      'three': 1,\n",
       "                      'vernon': 1,\n",
       "                      'with': 1}),\n",
       "             'ground': Counter({'across': 1,\n",
       "                      'admiring': 1,\n",
       "                      'against': 1,\n",
       "                      'along': 1,\n",
       "                      'back': 2,\n",
       "                      'bitterly': 1,\n",
       "                      'caught': 1,\n",
       "                      'contrary': 1,\n",
       "                      'could': 1,\n",
       "                      'covered': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 1,\n",
       "                      'every': 1,\n",
       "                      'eyes': 1,\n",
       "                      'falling': 1,\n",
       "                      'fast': 1,\n",
       "                      'feet': 2,\n",
       "                      'from': 4,\n",
       "                      'gleaming': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 4,\n",
       "                      'hermione': 1,\n",
       "                      'high-heeled': 1,\n",
       "                      'knight': 1,\n",
       "                      'knocked': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 2,\n",
       "                      'lines': 1,\n",
       "                      'madam': 1,\n",
       "                      'managed': 1,\n",
       "                      'money': 1,\n",
       "                      'morning': 1,\n",
       "                      'nervously': 1,\n",
       "                      'neville': 2,\n",
       "                      'over': 1,\n",
       "                      'pawed': 2,\n",
       "                      'popped': 1,\n",
       "                      'pushed': 1,\n",
       "                      'said': 1,\n",
       "                      'shinin': 1,\n",
       "                      'silvery': 1,\n",
       "                      'slumped': 1,\n",
       "                      'soared': 1,\n",
       "                      'swept': 1,\n",
       "                      'tail': 1,\n",
       "                      'they': 1,\n",
       "                      'toward': 3,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'with': 1,\n",
       "                      'wood': 1,\n",
       "                      'wrestling': 1,\n",
       "                      'your': 1}),\n",
       "             'contrary': Counter({'bolt': 1,\n",
       "                      'face': 1,\n",
       "                      'ground': 1,\n",
       "                      'soothe': 1}),\n",
       "             'face': Counter({'aaaargh': 1,\n",
       "                      'added': 1,\n",
       "                      'albus': 1,\n",
       "                      'almost': 1,\n",
       "                      'appeared': 1,\n",
       "                      'arms': 1,\n",
       "                      'beamed': 1,\n",
       "                      'become': 1,\n",
       "                      'better': 1,\n",
       "                      'black': 1,\n",
       "                      'blank': 1,\n",
       "                      'blistering': 1,\n",
       "                      'bludger': 1,\n",
       "                      'boys': 1,\n",
       "                      'buried': 1,\n",
       "                      'burying': 1,\n",
       "                      'c-c-ca': 1,\n",
       "                      'called': 2,\n",
       "                      'clever': 1,\n",
       "                      'cliff': 1,\n",
       "                      'contrary': 1,\n",
       "                      'covered': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'doorway': 1,\n",
       "                      'drain': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'during': 1,\n",
       "                      'everyone': 1,\n",
       "                      'evil': 1,\n",
       "                      'fell': 2,\n",
       "                      'filch': 1,\n",
       "                      'fire': 1,\n",
       "                      'flat': 2,\n",
       "                      'forced': 1,\n",
       "                      'from': 2,\n",
       "                      'gaunt': 1,\n",
       "                      'glancing': 1,\n",
       "                      'glasses': 1,\n",
       "                      'glimpse': 1,\n",
       "                      'going': 1,\n",
       "                      'great': 1,\n",
       "                      'grin': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hair': 1,\n",
       "                      'hairy': 3,\n",
       "                      'hands': 2,\n",
       "                      'hard': 1,\n",
       "                      'harry': 9,\n",
       "                      'hermione': 1,\n",
       "                      'into': 1,\n",
       "                      'kept': 2,\n",
       "                      'knobbly': 1,\n",
       "                      'laughter': 1,\n",
       "                      'leapt': 1,\n",
       "                      'like': 2,\n",
       "                      'logic': 1,\n",
       "                      'look': 3,\n",
       "                      'looked': 2,\n",
       "                      'loomed': 1,\n",
       "                      'malfoy': 5,\n",
       "                      'most': 2,\n",
       "                      'mother': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 2,\n",
       "                      'over': 1,\n",
       "                      'pale': 1,\n",
       "                      'pink': 1,\n",
       "                      'pointed': 2,\n",
       "                      'presents': 1,\n",
       "                      'purple': 2,\n",
       "                      'quirrell': 2,\n",
       "                      'really': 1,\n",
       "                      'redder': 1,\n",
       "                      'right': 2,\n",
       "                      'robes': 1,\n",
       "                      'rolled': 1,\n",
       "                      'said': 2,\n",
       "                      'scar': 1,\n",
       "                      'scared': 1,\n",
       "                      'screwed': 1,\n",
       "                      'seat': 1,\n",
       "                      'shadowy': 1,\n",
       "                      'sharply': 1,\n",
       "                      'showed': 1,\n",
       "                      'smiled': 1,\n",
       "                      'smiling': 3,\n",
       "                      'snape': 4,\n",
       "                      'snarled': 1,\n",
       "                      'sneering': 1,\n",
       "                      'sobbed': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'spite': 1,\n",
       "                      'split': 1,\n",
       "                      'standing': 1,\n",
       "                      'startled': 1,\n",
       "                      'stern': 1,\n",
       "                      'stiff': 1,\n",
       "                      'stunned': 1,\n",
       "                      'stuttering': 1,\n",
       "                      'sure': 1,\n",
       "                      'sweat': 1,\n",
       "                      'tear-streaked': 1,\n",
       "                      'terrible': 1,\n",
       "                      'terror': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thin': 1,\n",
       "                      'this': 1,\n",
       "                      'toward': 1,\n",
       "                      'turned': 2,\n",
       "                      'turns': 1,\n",
       "                      'twisted': 1,\n",
       "                      'twitching': 1,\n",
       "                      'uncle': 2,\n",
       "                      'voldemort': 1,\n",
       "                      'wailed': 1,\n",
       "                      'weeks': 1,\n",
       "                      'well': 2,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'wherever': 1,\n",
       "                      'whispered': 1,\n",
       "                      'white': 2,\n",
       "                      'with': 3,\n",
       "                      'wore': 1,\n",
       "                      'yeah': 1,\n",
       "                      'young': 1}),\n",
       "             'split': Counter({'about': 1,\n",
       "                      'face': 1,\n",
       "                      'inter': 1,\n",
       "                      'into': 1,\n",
       "                      'lurch': 1,\n",
       "                      'noise': 1,\n",
       "                      'open': 1,\n",
       "                      'right': 1,\n",
       "                      'second': 1,\n",
       "                      'shriek': 1,\n",
       "                      'silence': 1,\n",
       "                      'yelled': 1}),\n",
       "             'wide': Counter({'door': 1,\n",
       "                      'entrance': 1,\n",
       "                      'eyes': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'into': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'mouth': 1,\n",
       "                      'nostrils': 1,\n",
       "                      'nothing': 1,\n",
       "                      'open': 1,\n",
       "                      'opened': 2,\n",
       "                      'opening': 1,\n",
       "                      'pale': 1,\n",
       "                      'smile': 1,\n",
       "                      'sweeping': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'times': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1}),\n",
       "             'smile': Counter({'about': 1,\n",
       "                      'caught': 1,\n",
       "                      'class': 1,\n",
       "                      'crinkled': 1,\n",
       "                      'forced': 1,\n",
       "                      'into': 1,\n",
       "                      'kind': 1,\n",
       "                      'left': 1,\n",
       "                      'lurking': 1,\n",
       "                      'more': 1,\n",
       "                      'nastier': 1,\n",
       "                      'rare': 1,\n",
       "                      'said': 1,\n",
       "                      'small': 1,\n",
       "                      'sort': 1,\n",
       "                      'started': 1,\n",
       "                      'tabby': 1,\n",
       "                      'time': 1,\n",
       "                      'turned': 1,\n",
       "                      'twisted': 1,\n",
       "                      'unwrapped': 1,\n",
       "                      'weak': 1,\n",
       "                      'were': 1,\n",
       "                      'which': 1,\n",
       "                      'wide': 1,\n",
       "                      'worry': 1}),\n",
       "             'squeaky': Counter({'said': 1, 'voice': 1}),\n",
       "             'voice': Counter({'again': 2,\n",
       "                      'angry': 1,\n",
       "                      'answered': 2,\n",
       "                      'bane': 1,\n",
       "                      'began': 1,\n",
       "                      'cackled': 1,\n",
       "                      'calm': 1,\n",
       "                      'came': 2,\n",
       "                      'cracking': 1,\n",
       "                      'difficult': 1,\n",
       "                      'dirt': 1,\n",
       "                      'down': 1,\n",
       "                      'drawling': 1,\n",
       "                      'dropping': 1,\n",
       "                      'echoed': 1,\n",
       "                      'eyes': 1,\n",
       "                      'familiar': 1,\n",
       "                      'fear': 1,\n",
       "                      'filch': 2,\n",
       "                      'firs': 1,\n",
       "                      'flattering': 1,\n",
       "                      'found': 3,\n",
       "                      'from': 2,\n",
       "                      'fury': 1,\n",
       "                      'george': 1,\n",
       "                      'getting': 1,\n",
       "                      'girl': 1,\n",
       "                      'gloomy': 1,\n",
       "                      'greasy': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'high': 4,\n",
       "                      'hissing': 1,\n",
       "                      'hoarse': 1,\n",
       "                      'horror': 1,\n",
       "                      'hushed': 1,\n",
       "                      'idea': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'look': 1,\n",
       "                      'lots': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'muffled': 2,\n",
       "                      'neville': 2,\n",
       "                      'packed': 1,\n",
       "                      'panic': 1,\n",
       "                      'peeves': 1,\n",
       "                      'professor': 2,\n",
       "                      'quirrell': 2,\n",
       "                      'quivering': 1,\n",
       "                      'raised': 1,\n",
       "                      'rang': 1,\n",
       "                      'relief': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 4,\n",
       "                      'saintly': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shaking': 1,\n",
       "                      'sharp': 1,\n",
       "                      'shifty': 1,\n",
       "                      'shrill': 1,\n",
       "                      'singsong': 1,\n",
       "                      'small': 4,\n",
       "                      'snape': 1,\n",
       "                      'sniffy': 1,\n",
       "                      'soft': 1,\n",
       "                      'sorrowful': 1,\n",
       "                      'sort': 1,\n",
       "                      'sorting': 1,\n",
       "                      'spoke': 3,\n",
       "                      'squeaky': 1,\n",
       "                      'stop': 1,\n",
       "                      'students': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sure': 1,\n",
       "                      'takin': 1,\n",
       "                      'that': 4,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'trailed': 1,\n",
       "                      'train': 1,\n",
       "                      'trembled': 1,\n",
       "                      'want': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'with': 1,\n",
       "                      'wood': 1,\n",
       "                      'worried': 1,\n",
       "                      'your': 1}),\n",
       "             'passersby': Counter({'made': 1,\n",
       "                      'stare': 1,\n",
       "                      'stared': 1,\n",
       "                      'street': 1}),\n",
       "             'stare': Counter({'bewildered': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'know': 1,\n",
       "                      'pale': 1,\n",
       "                      'passersby': 1,\n",
       "                      'piercing': 1,\n",
       "                      'plain': 1,\n",
       "                      'remember': 1,\n",
       "                      'sorry': 1,\n",
       "                      'turning': 1}),\n",
       "             'dear': Counter({'asked': 1,\n",
       "                      'aunt': 1,\n",
       "                      'chance': 1,\n",
       "                      'clinging': 1,\n",
       "                      'come': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'friar': 1,\n",
       "                      'george': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'hello': 1,\n",
       "                      'holding': 1,\n",
       "                      'home': 1,\n",
       "                      'life': 2,\n",
       "                      'little': 1,\n",
       "                      'neville': 1,\n",
       "                      'note': 1,\n",
       "                      'nothing': 2,\n",
       "                      'only': 1,\n",
       "                      'petunia': 1,\n",
       "                      'poor': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 3,\n",
       "                      'ready': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'scrawl': 1,\n",
       "                      'sorry': 1,\n",
       "                      'thanks': 1,\n",
       "                      'well': 1,\n",
       "                      'wizards': 1,\n",
       "                      'wonder': 1,\n",
       "                      'yourself': 1}),\n",
       "             'today': Counter({'although': 1,\n",
       "                      'either': 1,\n",
       "                      'goblins': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'insisted': 1,\n",
       "                      'jump': 1,\n",
       "                      'known': 1,\n",
       "                      'letters': 1,\n",
       "                      'london': 1,\n",
       "                      'lots': 1,\n",
       "                      'nothing': 1,\n",
       "                      'oddly': 1,\n",
       "                      'other': 1,\n",
       "                      'prefects': 1,\n",
       "                      'rather': 1,\n",
       "                      'rejoice': 1,\n",
       "                      'rule': 1,\n",
       "                      'snapped': 1,\n",
       "                      'something': 1,\n",
       "                      'surprised': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'town': 1,\n",
       "                      'unusually': 1,\n",
       "                      'upset': 1,\n",
       "                      'viewers': 1,\n",
       "                      'while': 1,\n",
       "                      'will': 1}),\n",
       "             'rejoice': Counter({'today': 1, 'you-know-who': 1}),\n",
       "             'you-know-who': Counter({'afraid': 1,\n",
       "                      'after': 1,\n",
       "                      'anyway': 1,\n",
       "                      'around': 1,\n",
       "                      'behind': 1,\n",
       "                      'case': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'gone': 2,\n",
       "                      'good': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'killed': 1,\n",
       "                      'looks': 1,\n",
       "                      'mean': 2,\n",
       "                      \"myst'ry\": 1,\n",
       "                      'name': 1,\n",
       "                      'never': 1,\n",
       "                      'only': 2,\n",
       "                      'rejoice': 1,\n",
       "                      'said': 2,\n",
       "                      'slytherin': 1,\n",
       "                      'sorry': 1,\n",
       "                      'touch': 1,\n",
       "                      'vol-': 1,\n",
       "                      'what': 2,\n",
       "                      'where': 1,\n",
       "                      'with': 1,\n",
       "                      'yeah': 1}),\n",
       "             'gone': Counter({\"'harry\": 1,\n",
       "                      'after': 1,\n",
       "                      'alarm': 1,\n",
       "                      'angry': 1,\n",
       "                      'back': 2,\n",
       "                      'believe': 1,\n",
       "                      'bellowed': 1,\n",
       "                      'breeze': 1,\n",
       "                      \"can't\": 1,\n",
       "                      'centaur': 1,\n",
       "                      'chapter': 1,\n",
       "                      'chasing': 1,\n",
       "                      'class': 1,\n",
       "                      'cloak': 1,\n",
       "                      'clock': 1,\n",
       "                      'come': 1,\n",
       "                      'completely': 1,\n",
       "                      'daddy': 1,\n",
       "                      'dashed': 1,\n",
       "                      'dear': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'done': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 3,\n",
       "                      'else': 1,\n",
       "                      'england': 1,\n",
       "                      'fields': 1,\n",
       "                      'figure': 1,\n",
       "                      'filch': 1,\n",
       "                      'finally': 1,\n",
       "                      'flew': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 3,\n",
       "                      'have': 4,\n",
       "                      'hunched': 1,\n",
       "                      'instead': 1,\n",
       "                      'into': 1,\n",
       "                      'jumped': 1,\n",
       "                      'lady': 2,\n",
       "                      'last': 1,\n",
       "                      'later': 1,\n",
       "                      'long': 2,\n",
       "                      'loved': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mean': 1,\n",
       "                      'more': 1,\n",
       "                      'never': 2,\n",
       "                      'next': 2,\n",
       "                      'nighttime': 1,\n",
       "                      'once': 1,\n",
       "                      'pain': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'realizing': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'silver': 1,\n",
       "                      'single': 1,\n",
       "                      'snape': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'stone': 3,\n",
       "                      'straight': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'tabby': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 2,\n",
       "                      'vol-': 1,\n",
       "                      'well': 2,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'will': 1,\n",
       "                      'year': 1,\n",
       "                      'you-know-who': 2}),\n",
       "             'muggles': Counter({'alarming': 1,\n",
       "                      'back': 1,\n",
       "                      'before': 1,\n",
       "                      'biggest': 1,\n",
       "                      'braver': 1,\n",
       "                      'course': 1,\n",
       "                      'dream': 1,\n",
       "                      'escaping': 1,\n",
       "                      'even': 2,\n",
       "                      'ever': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 2,\n",
       "                      'have': 1,\n",
       "                      'helicopters': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'like': 1,\n",
       "                      'line': 1,\n",
       "                      'look': 1,\n",
       "                      'manage': 1,\n",
       "                      'must': 1,\n",
       "                      's-s-sorry': 1,\n",
       "                      'said': 1,\n",
       "                      'someone': 1,\n",
       "                      'spells': 1,\n",
       "                      'spotted': 1,\n",
       "                      'started': 1,\n",
       "                      'stop': 1,\n",
       "                      'that': 1,\n",
       "                      'these': 1,\n",
       "                      'very': 1,\n",
       "                      'wake': 1,\n",
       "                      'with': 4}),\n",
       "             'yourself': Counter({'call': 2,\n",
       "                      'calm': 1,\n",
       "                      'dear': 1,\n",
       "                      'enjoying': 1,\n",
       "                      'fool': 1,\n",
       "                      'gamekeeper': 1,\n",
       "                      'grip': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'help': 1,\n",
       "                      'last': 1,\n",
       "                      'like': 2,\n",
       "                      'look': 1,\n",
       "                      'loud': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mother': 1,\n",
       "                      'prove': 1,\n",
       "                      'said': 2,\n",
       "                      'save': 1,\n",
       "                      'should': 1,\n",
       "                      'show': 1,\n",
       "                      'that': 1,\n",
       "                      'unlike': 1,\n",
       "                      'when': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1}),\n",
       "             'should': Counter({'acting': 1,\n",
       "                      'afraid': 1,\n",
       "                      'again': 1,\n",
       "                      'believes': 1,\n",
       "                      'break': 1,\n",
       "                      'breaking': 1,\n",
       "                      'burns': 1,\n",
       "                      'call': 1,\n",
       "                      'carry': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'chucked': 1,\n",
       "                      'clothes': 1,\n",
       "                      'contact': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'destined': 1,\n",
       "                      'difficult': 1,\n",
       "                      'else': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'families': 1,\n",
       "                      'filch': 2,\n",
       "                      'firenze': 1,\n",
       "                      'friendly': 1,\n",
       "                      'glee': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'happy': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 12,\n",
       "                      'hermione': 1,\n",
       "                      'important': 1,\n",
       "                      'inside': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'knew': 1,\n",
       "                      'leave': 1,\n",
       "                      'library': 1,\n",
       "                      'lunch': 1,\n",
       "                      'magic': 1,\n",
       "                      'matter': 1,\n",
       "                      'mirror': 2,\n",
       "                      'money': 1,\n",
       "                      'muttered': 1,\n",
       "                      'myseff': 1,\n",
       "                      'note': 1,\n",
       "                      'other': 1,\n",
       "                      'place': 1,\n",
       "                      'platform': 1,\n",
       "                      'please': 1,\n",
       "                      'said': 1,\n",
       "                      'saved': 1,\n",
       "                      'sleep': 1,\n",
       "                      'something': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'sorry': 1,\n",
       "                      'stared': 1,\n",
       "                      'start': 1,\n",
       "                      'stopped': 1,\n",
       "                      'students': 1,\n",
       "                      'surprise': 1,\n",
       "                      'team': 1,\n",
       "                      'teams': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 2,\n",
       "                      'there': 2,\n",
       "                      'therefore': 1,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'think': 1,\n",
       "                      'thought': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'trouble': 1,\n",
       "                      'used': 1,\n",
       "                      'vernon': 2,\n",
       "                      'wand': 1,\n",
       "                      'what': 4,\n",
       "                      'where': 1,\n",
       "                      'wondered': 1,\n",
       "                      'write': 1,\n",
       "                      'years': 1,\n",
       "                      'yourself': 1}),\n",
       "             'celebrating': Counter({'been': 2,\n",
       "                      'bonfire': 1,\n",
       "                      'downfall': 1,\n",
       "                      'everyone': 1,\n",
       "                      'must': 1,\n",
       "                      'right': 1,\n",
       "                      'should': 1,\n",
       "                      'this': 1,\n",
       "                      'were': 1}),\n",
       "             'happy': Counter({'afternoon': 1,\n",
       "                      'always': 1,\n",
       "                      'balloon': 1,\n",
       "                      'bane': 1,\n",
       "                      'birthday': 2,\n",
       "                      'blur': 1,\n",
       "                      'crying': 1,\n",
       "                      'feet': 1,\n",
       "                      'felt': 1,\n",
       "                      'happy': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hugged': 1,\n",
       "                      'join': 1,\n",
       "                      'point': 1,\n",
       "                      'post': 1,\n",
       "                      'quite': 1,\n",
       "                      'rather': 1,\n",
       "                      'should': 1,\n",
       "                      'spent': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'very': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1}),\n",
       "             'hugged': Counter({'been': 1,\n",
       "                      'being': 1,\n",
       "                      'complete': 1,\n",
       "                      'dursley': 1,\n",
       "                      'happy': 1,\n",
       "                      'kissed': 1}),\n",
       "             'middle': Counter({'around': 2,\n",
       "                      'down': 1,\n",
       "                      'field': 1,\n",
       "                      'forest': 1,\n",
       "                      'fork': 1,\n",
       "                      'happened': 1,\n",
       "                      'into': 1,\n",
       "                      'left': 1,\n",
       "                      'next': 1,\n",
       "                      'night': 1,\n",
       "                      'nothing': 1,\n",
       "                      'once': 1,\n",
       "                      'plowed': 1,\n",
       "                      'recognized': 1,\n",
       "                      'small': 1,\n",
       "                      'snape': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'stands': 1,\n",
       "                      'station': 1,\n",
       "                      'stood': 1,\n",
       "                      'stranded': 1,\n",
       "                      'they': 1,\n",
       "                      'train': 1,\n",
       "                      'walked': 1,\n",
       "                      'wriggled': 1}),\n",
       "             'stood': Counter({'ajar': 2,\n",
       "                      'alone': 1,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'behind': 1,\n",
       "                      'blinking': 1,\n",
       "                      'bush': 1,\n",
       "                      'chance': 1,\n",
       "                      'classrooms': 1,\n",
       "                      'clearing': 1,\n",
       "                      'corner': 1,\n",
       "                      'crossed': 1,\n",
       "                      'door': 2,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'fang': 1,\n",
       "                      'floor': 1,\n",
       "                      'glaring': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 5,\n",
       "                      'heads': 1,\n",
       "                      'hermione': 3,\n",
       "                      'however': 1,\n",
       "                      'killed': 1,\n",
       "                      'livid': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'malkin': 1,\n",
       "                      'massive': 1,\n",
       "                      'middle': 1,\n",
       "                      'nobody': 1,\n",
       "                      'only': 1,\n",
       "                      'professor': 1,\n",
       "                      'quite': 1,\n",
       "                      'racing': 1,\n",
       "                      'ravenclaws': 1,\n",
       "                      'refereeing': 1,\n",
       "                      'robes': 1,\n",
       "                      'rooted': 2,\n",
       "                      'shake': 1,\n",
       "                      'snape': 2,\n",
       "                      'some': 1,\n",
       "                      'something': 1,\n",
       "                      'stuff': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 2,\n",
       "                      'through': 1,\n",
       "                      'tiptoe': 1,\n",
       "                      'transfixed': 1,\n",
       "                      'trees': 1,\n",
       "                      'undergrowth': 1,\n",
       "                      'where': 2,\n",
       "                      'which': 1,\n",
       "                      'with': 1,\n",
       "                      'yell': 1}),\n",
       "             'rooted': Counter({'spot': 2, 'stood': 2}),\n",
       "             'spot': Counter({'above': 1,\n",
       "                      'been': 1,\n",
       "                      'could': 2,\n",
       "                      'dancing': 1,\n",
       "                      'filch': 1,\n",
       "                      'harry': 1,\n",
       "                      'rooted': 2,\n",
       "                      'rooting': 1,\n",
       "                      'silver-blue': 1,\n",
       "                      'slowly': 1,\n",
       "                      'swayed': 1,\n",
       "                      'then': 1,\n",
       "                      'trouble': 1,\n",
       "                      'with': 1}),\n",
       "             'complete': Counter({'confusion': 1,\n",
       "                      'ended': 1,\n",
       "                      'hugged': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'secret': 1,\n",
       "                      'silence': 1,\n",
       "                      'stranger': 1,\n",
       "                      'there': 1}),\n",
       "             'stranger': Counter({'also': 1,\n",
       "                      'complete': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dudley': 1,\n",
       "                      'enter': 1,\n",
       "                      'past': 1,\n",
       "                      'said': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 1,\n",
       "                      'think': 1,\n",
       "                      'turns': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 1}),\n",
       "             'muggle': Counter({'ages': 1,\n",
       "                      'all-': 1,\n",
       "                      'back': 1,\n",
       "                      'called': 1,\n",
       "                      'chess': 1,\n",
       "                      'children': 1,\n",
       "                      'clothes': 1,\n",
       "                      'dressed': 1,\n",
       "                      'families': 3,\n",
       "                      'family': 1,\n",
       "                      'feeble': 1,\n",
       "                      'from': 4,\n",
       "                      'great': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'interested': 1,\n",
       "                      'kind': 1,\n",
       "                      'know': 1,\n",
       "                      'like': 3,\n",
       "                      'live': 1,\n",
       "                      'magic': 1,\n",
       "                      'money': 1,\n",
       "                      'ones': 1,\n",
       "                      'past': 1,\n",
       "                      'said': 1,\n",
       "                      'seamus': 1,\n",
       "                      'soccer': 1,\n",
       "                      'sticks': 1,\n",
       "                      'sweet': 1,\n",
       "                      'tell': 1,\n",
       "                      'towns': 1,\n",
       "                      'understand': 1,\n",
       "                      'whatever': 1,\n",
       "                      'world': 4}),\n",
       "             'whatever': Counter({'after': 1,\n",
       "                      'everyone': 1,\n",
       "                      'guarding': 2,\n",
       "                      'house': 1,\n",
       "                      'hurt': 1,\n",
       "                      'muggle': 1,\n",
       "                      'nervous': 1,\n",
       "                      'professor': 1,\n",
       "                      'steal': 1,\n",
       "                      'that': 2,\n",
       "                      'told': 1,\n",
       "                      'tone': 1,\n",
       "                      'want': 2,\n",
       "                      'what': 1,\n",
       "                      'with': 1}),\n",
       "             'rattled': Counter({'doorknob': 1,\n",
       "                      'filthy': 1,\n",
       "                      'hurried': 1,\n",
       "                      'something': 1,\n",
       "                      'that': 1,\n",
       "                      'wind': 2,\n",
       "                      'windows': 1}),\n",
       "             'imagining': Counter({'hoping': 1,\n",
       "                      'maybe': 2,\n",
       "                      'night': 1,\n",
       "                      'school': 1,\n",
       "                      'seemed': 1,\n",
       "                      'something': 1,\n",
       "                      'things': 2,\n",
       "                      'whether': 1}),\n",
       "             'hoped': Counter({'before': 1,\n",
       "                      'maybe': 1,\n",
       "                      'never': 1,\n",
       "                      'outside': 1,\n",
       "                      'roof': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1}),\n",
       "             'approve': Counter({'because': 1, 'imagination': 1}),\n",
       "             'imagination': Counter({'after': 1,\n",
       "                      'approve': 1,\n",
       "                      'harry': 1,\n",
       "                      'pulled': 1}),\n",
       "             'pulled': Counter({'around': 1,\n",
       "                      'arrow': 1,\n",
       "                      'back': 3,\n",
       "                      'bathrobe': 1,\n",
       "                      'bent': 1,\n",
       "                      'blood-red': 1,\n",
       "                      'breathe': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'caught': 1,\n",
       "                      'chocolate': 1,\n",
       "                      'cloak': 3,\n",
       "                      'come': 1,\n",
       "                      'crack': 1,\n",
       "                      'dive': 1,\n",
       "                      'door': 4,\n",
       "                      'down': 2,\n",
       "                      'fright': 1,\n",
       "                      'from': 1,\n",
       "                      'gray': 1,\n",
       "                      'groaned': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'halfheartedly': 1,\n",
       "                      'handful': 1,\n",
       "                      'handle': 1,\n",
       "                      'harry': 9,\n",
       "                      'here': 1,\n",
       "                      'hut-on-the-rock': 1,\n",
       "                      'imagination': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'invisibility': 1,\n",
       "                      'invisible': 1,\n",
       "                      'jacket': 1,\n",
       "                      'jackets': 1,\n",
       "                      'jeans': 1,\n",
       "                      'jupiter': 1,\n",
       "                      'lace': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'long': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'nodded': 1,\n",
       "                      'nowhere': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'open': 1,\n",
       "                      'ordinary': 1,\n",
       "                      'over': 2,\n",
       "                      'overcoat': 2,\n",
       "                      'pink': 1,\n",
       "                      'pocket': 1,\n",
       "                      'potter': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'real': 1,\n",
       "                      'ring': 1,\n",
       "                      'robes': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'side': 1,\n",
       "                      'sleep': 1,\n",
       "                      'slightly': 1,\n",
       "                      'station': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'talk': 1,\n",
       "                      'their': 3,\n",
       "                      'them': 1,\n",
       "                      'these': 1,\n",
       "                      'they': 2,\n",
       "                      'ticket': 1,\n",
       "                      'time': 1,\n",
       "                      'towering': 1,\n",
       "                      'train': 1,\n",
       "                      'trunk': 1,\n",
       "                      'untouched': 1,\n",
       "                      'very': 2,\n",
       "                      'wand': 3,\n",
       "                      'whole': 1,\n",
       "                      'with': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wonderful': 1}),\n",
       "             'driveway': Counter({'into': 1, 'number': 1}),\n",
       "             'thing': Counter({'about': 1,\n",
       "                      'arrived': 1,\n",
       "                      'before': 1,\n",
       "                      'best': 1,\n",
       "                      'certain': 1,\n",
       "                      'cloak': 1,\n",
       "                      'delighted': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'easiest': 1,\n",
       "                      'every': 1,\n",
       "                      'fear': 1,\n",
       "                      'felt': 1,\n",
       "                      'fine': 1,\n",
       "                      'first': 3,\n",
       "                      'fishy': 1,\n",
       "                      'goes': 1,\n",
       "                      'hand': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 4,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'however': 1,\n",
       "                      'imagine': 1,\n",
       "                      'improve': 1,\n",
       "                      'itself': 1,\n",
       "                      'just': 1,\n",
       "                      'keeping': 1,\n",
       "                      'know': 2,\n",
       "                      'last': 3,\n",
       "                      'like': 1,\n",
       "                      'locked': 1,\n",
       "                      'longbottom': 1,\n",
       "                      'might': 1,\n",
       "                      'monstrous': 1,\n",
       "                      'more': 2,\n",
       "                      'much': 1,\n",
       "                      \"myst'ry\": 1,\n",
       "                      'noticing': 1,\n",
       "                      'only': 4,\n",
       "                      'plant': 2,\n",
       "                      'poor': 1,\n",
       "                      'properly': 1,\n",
       "                      'said': 1,\n",
       "                      'same': 2,\n",
       "                      'saved': 1,\n",
       "                      'should': 1,\n",
       "                      'slay': 1,\n",
       "                      'small': 1,\n",
       "                      'sort': 3,\n",
       "                      'story': 1,\n",
       "                      'stupid': 1,\n",
       "                      'such': 2,\n",
       "                      'suppose': 1,\n",
       "                      'tell': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 5,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'thing': 2,\n",
       "                      'this': 1,\n",
       "                      'tried': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'want': 1,\n",
       "                      'weirdest': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'whole': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'world': 1,\n",
       "                      'worst': 1,\n",
       "                      'would': 1}),\n",
       "             'improve': Counter({'gryffindors': 1,\n",
       "                      'mood': 1,\n",
       "                      'thing': 1,\n",
       "                      'things': 1}),\n",
       "             'spotted': Counter({'dirty': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'handkerchief': 2,\n",
       "                      'harry': 3,\n",
       "                      'large': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'muggles': 1,\n",
       "                      'notice': 1,\n",
       "                      'obviously': 1,\n",
       "                      'professor': 1,\n",
       "                      'relief': 1,\n",
       "                      'some': 1,\n",
       "                      'suit': 1,\n",
       "                      'tabby': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 2}),\n",
       "             'sitting': Counter({'alone': 2,\n",
       "                      'anyone': 1,\n",
       "                      'armchair': 1,\n",
       "                      'askew': 1,\n",
       "                      'astride': 1,\n",
       "                      'awake': 1,\n",
       "                      'back': 4,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'boarhound': 1,\n",
       "                      'boats': 1,\n",
       "                      'brick': 1,\n",
       "                      'chimney': 1,\n",
       "                      'corner': 1,\n",
       "                      'desks': 1,\n",
       "                      'faintly': 1,\n",
       "                      'feeling': 1,\n",
       "                      'garden': 1,\n",
       "                      'ghost': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 1,\n",
       "                      'heavily': 1,\n",
       "                      'high': 1,\n",
       "                      'into': 1,\n",
       "                      'luck': 1,\n",
       "                      'morning': 1,\n",
       "                      'next': 1,\n",
       "                      'nothing': 1,\n",
       "                      'outside': 1,\n",
       "                      'professor': 1,\n",
       "                      'sleepiness': 1,\n",
       "                      'some': 1,\n",
       "                      'still': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 4,\n",
       "                      'these': 1,\n",
       "                      'though': 1,\n",
       "                      'water': 1,\n",
       "                      'were': 4,\n",
       "                      'windowsill': 1,\n",
       "                      'with': 1}),\n",
       "             'wall': Counter({'above': 1,\n",
       "                      'against': 9,\n",
       "                      'along': 1,\n",
       "                      'back': 2,\n",
       "                      'behind': 1,\n",
       "                      'breathing': 1,\n",
       "                      'brick': 1,\n",
       "                      'bricks': 1,\n",
       "                      'clock': 1,\n",
       "                      'cold': 1,\n",
       "                      'counting': 1,\n",
       "                      'covered': 1,\n",
       "                      'damp': 1,\n",
       "                      'desks': 1,\n",
       "                      'down': 2,\n",
       "                      'facing': 1,\n",
       "                      'fell': 1,\n",
       "                      'form': 1,\n",
       "                      'garden': 2,\n",
       "                      'hagrid': 3,\n",
       "                      'harbor': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 1,\n",
       "                      'hole': 1,\n",
       "                      'joined': 1,\n",
       "                      'just': 1,\n",
       "                      'making': 1,\n",
       "                      'mean': 1,\n",
       "                      'mouth': 1,\n",
       "                      'neither': 1,\n",
       "                      'next': 1,\n",
       "                      'none': 1,\n",
       "                      'once': 1,\n",
       "                      'opposite': 2,\n",
       "                      'outside': 1,\n",
       "                      'passage': 1,\n",
       "                      'pearly-white': 1,\n",
       "                      'pinned': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'shone': 1,\n",
       "                      'sleep': 1,\n",
       "                      'solid': 2,\n",
       "                      'stop': 1,\n",
       "                      'struggle': 1,\n",
       "                      'sure': 1,\n",
       "                      'tail': 1,\n",
       "                      'tapped': 1,\n",
       "                      'they': 1,\n",
       "                      'three': 1,\n",
       "                      'through': 1,\n",
       "                      'toward': 1,\n",
       "                      'troll': 1,\n",
       "                      'twice': 1,\n",
       "                      'walked': 1,\n",
       "                      'wiping': 2}),\n",
       "             'markings': Counter({'around': 2,\n",
       "                      'pocket': 1,\n",
       "                      'same': 1,\n",
       "                      'shape': 1,\n",
       "                      'silver': 1}),\n",
       "             'shoo': Counter({'eyes': 1, 'said': 1}),\n",
       "             'loudly': Counter({'about': 1,\n",
       "                      'began': 1,\n",
       "                      'clanged': 1,\n",
       "                      'clapped': 1,\n",
       "                      'complained': 2,\n",
       "                      'dursley': 1,\n",
       "                      'fact': 1,\n",
       "                      'give': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'hooted': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'minutes': 1,\n",
       "                      'move': 1,\n",
       "                      'once': 1,\n",
       "                      'realized': 1,\n",
       "                      'said': 2,\n",
       "                      'saying': 1,\n",
       "                      'shut': 1,\n",
       "                      'snoring': 1,\n",
       "                      'stretched': 1,\n",
       "                      'swooped': 1,\n",
       "                      'talking': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'town': 1,\n",
       "                      'want': 1,\n",
       "                      'with': 1,\n",
       "                      'yawned': 1}),\n",
       "             'move': Counter({'ahead': 1,\n",
       "                      'along': 3,\n",
       "                      'around': 1,\n",
       "                      'began': 1,\n",
       "                      'could': 3,\n",
       "                      'diagonally': 1,\n",
       "                      'everything': 1,\n",
       "                      'excellent': 1,\n",
       "                      'fear': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'harry': 3,\n",
       "                      'into': 2,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'looked': 1,\n",
       "                      'loudly': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'more': 1,\n",
       "                      'muscle': 1,\n",
       "                      'neville': 1,\n",
       "                      'none': 1,\n",
       "                      'onward': 1,\n",
       "                      'over': 1,\n",
       "                      'players': 1,\n",
       "                      'relief': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shouts': 1,\n",
       "                      'sounded': 1,\n",
       "                      'still': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'told': 1,\n",
       "                      'trying': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'want': 2,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'while': 1,\n",
       "                      'whined': 1,\n",
       "                      'will': 1,\n",
       "                      'would': 3}),\n",
       "             'stern': Counter({'face': 1,\n",
       "                      'forbid': 1,\n",
       "                      'gave': 1,\n",
       "                      'look': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'they': 1,\n",
       "                      'very': 2}),\n",
       "             'behavior': Counter({'dursley': 1, 'normal': 1}),\n",
       "             'wondered': Counter({'alley': 1,\n",
       "                      'alone': 1,\n",
       "                      'aloud': 2,\n",
       "                      'calmly': 1,\n",
       "                      'could': 1,\n",
       "                      'desperate': 1,\n",
       "                      'done': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 2,\n",
       "                      'even': 1,\n",
       "                      'ever': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'just': 1,\n",
       "                      'never': 1,\n",
       "                      'only': 1,\n",
       "                      'should': 1,\n",
       "                      'that': 1,\n",
       "                      'trying': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'whether': 3}),\n",
       "             'trying': Counter({'around': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 5,\n",
       "                      'better': 1,\n",
       "                      'brave': 1,\n",
       "                      'break': 1,\n",
       "                      'breath': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'buck': 1,\n",
       "                      'catch': 4,\n",
       "                      'comfortable': 1,\n",
       "                      'concentrate': 1,\n",
       "                      'convince': 1,\n",
       "                      'could': 1,\n",
       "                      'countercurse': 1,\n",
       "                      'dairy': 1,\n",
       "                      'darkened': 1,\n",
       "                      'died': 1,\n",
       "                      'disturb': 1,\n",
       "                      'dragon': 1,\n",
       "                      'earn': 1,\n",
       "                      'find': 6,\n",
       "                      'flick': 1,\n",
       "                      'following': 1,\n",
       "                      'force': 3,\n",
       "                      'from': 1,\n",
       "                      'fudge': 1,\n",
       "                      'glass': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hamburger': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 5,\n",
       "                      'hermione': 1,\n",
       "                      'ignore': 1,\n",
       "                      'imagine': 1,\n",
       "                      'into': 2,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'knock': 2,\n",
       "                      'laugh': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'make': 2,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 1,\n",
       "                      'move': 1,\n",
       "                      'neville': 1,\n",
       "                      'nice': 1,\n",
       "                      'night': 1,\n",
       "                      'open': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'persuade': 1,\n",
       "                      'protect': 1,\n",
       "                      'pull': 2,\n",
       "                      'reason': 1,\n",
       "                      'remember': 3,\n",
       "                      'responsible': 1,\n",
       "                      'save': 2,\n",
       "                      'seemed': 1,\n",
       "                      'send': 1,\n",
       "                      'shouted': 1,\n",
       "                      'shut': 1,\n",
       "                      'snape': 5,\n",
       "                      'snatch': 1,\n",
       "                      'sneer': 1,\n",
       "                      'speak': 1,\n",
       "                      'started': 1,\n",
       "                      'steal': 3,\n",
       "                      'stop': 3,\n",
       "                      'street': 1,\n",
       "                      'take': 2,\n",
       "                      'team': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'think': 1,\n",
       "                      'through': 2,\n",
       "                      'time': 1,\n",
       "                      'turn': 1,\n",
       "                      'vernon': 2,\n",
       "                      'viridian': 1,\n",
       "                      'weakly': 1,\n",
       "                      'were': 2,\n",
       "                      'when': 1,\n",
       "                      'with': 1,\n",
       "                      'wondered': 1}),\n",
       "             'pull': Counter({'able': 2,\n",
       "                      'broom': 1,\n",
       "                      'door': 1,\n",
       "                      'flew': 1,\n",
       "                      'fought': 1,\n",
       "                      'free': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 1,\n",
       "                      'himself': 1,\n",
       "                      'over': 1,\n",
       "                      'plant': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rugs': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'tightened': 1,\n",
       "                      'time': 2,\n",
       "                      'toward': 1,\n",
       "                      'tried': 2,\n",
       "                      'trying': 2}),\n",
       "             'determined': Counter({'harry': 1,\n",
       "                      'here': 1,\n",
       "                      'mention': 1,\n",
       "                      'pale': 1,\n",
       "                      'remember': 1,\n",
       "                      'still': 1}),\n",
       "             'wife': Counter({'anything': 1,\n",
       "                      'means': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'perenelle': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1}),\n",
       "             'nice': Counter({\"'gar\": 1,\n",
       "                      'again': 1,\n",
       "                      'brazil': 1,\n",
       "                      'dive': 1,\n",
       "                      'dursley': 1,\n",
       "                      'empty': 1,\n",
       "                      'fair': 1,\n",
       "                      'feeling': 1,\n",
       "                      'flexible': 1,\n",
       "                      'goodness': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'hear': 1,\n",
       "                      'inches': 2,\n",
       "                      'long': 2,\n",
       "                      'might': 1,\n",
       "                      'moved': 1,\n",
       "                      'needed': 1,\n",
       "                      'normal': 1,\n",
       "                      'nurse': 1,\n",
       "                      'play': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'scales': 1,\n",
       "                      'supple': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 1,\n",
       "                      'thirst': 1,\n",
       "                      'toffee': 1,\n",
       "                      'trying': 1,\n",
       "                      'very': 2,\n",
       "                      'wand': 1,\n",
       "                      'want': 1,\n",
       "                      'which': 1,\n",
       "                      'willow': 1,\n",
       "                      'with': 2,\n",
       "                      'woman': 1,\n",
       "                      'would': 1,\n",
       "                      'wrist': 1}),\n",
       "             'told': Counter({'-you': 1,\n",
       "                      'about': 7,\n",
       "                      'after': 2,\n",
       "                      'almost': 1,\n",
       "                      'already': 1,\n",
       "                      'amazed': 1,\n",
       "                      'anyway': 1,\n",
       "                      'back': 1,\n",
       "                      'been': 1,\n",
       "                      'binns': 1,\n",
       "                      'blown': 1,\n",
       "                      'break': 1,\n",
       "                      'brightly': 1,\n",
       "                      'brothers': 1,\n",
       "                      'chest': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 2,\n",
       "                      'done': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dream': 1,\n",
       "                      'drop': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'even': 1,\n",
       "                      'evil': 1,\n",
       "                      'expect': 1,\n",
       "                      'famous': 1,\n",
       "                      'father': 1,\n",
       "                      'feast': 1,\n",
       "                      'find': 1,\n",
       "                      'finnigan': 1,\n",
       "                      'first': 2,\n",
       "                      'flamel': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'fluffy': 2,\n",
       "                      'fred': 1,\n",
       "                      'frightening': 1,\n",
       "                      'gamekeeper': 1,\n",
       "                      'getting': 1,\n",
       "                      'going': 1,\n",
       "                      'haaa': 1,\n",
       "                      'hagrid': 10,\n",
       "                      'hands': 1,\n",
       "                      'harry': 18,\n",
       "                      'have': 3,\n",
       "                      'here': 2,\n",
       "                      'hermione': 6,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'home': 1,\n",
       "                      'hooch': 1,\n",
       "                      'keeper': 1,\n",
       "                      'know': 2,\n",
       "                      'later': 1,\n",
       "                      'like': 2,\n",
       "                      'liked': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'madam': 2,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'mcgonagall': 3,\n",
       "                      'mean': 1,\n",
       "                      'monday': 1,\n",
       "                      'month': 1,\n",
       "                      'mother': 1,\n",
       "                      'move': 1,\n",
       "                      'never': 3,\n",
       "                      'night': 1,\n",
       "                      'normal': 1,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 1,\n",
       "                      'parcel': 1,\n",
       "                      'play': 1,\n",
       "                      'pomfrey': 1,\n",
       "                      'prefects': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'read': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'secret': 1,\n",
       "                      \"shouldn'ta\": 1,\n",
       "                      'sound': 1,\n",
       "                      'spent': 1,\n",
       "                      'spluttering': 1,\n",
       "                      'stand': 1,\n",
       "                      'stonewall': 1,\n",
       "                      'suppose': 1,\n",
       "                      'team': 1,\n",
       "                      'teams': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 8,\n",
       "                      'then': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 3,\n",
       "                      'think': 2,\n",
       "                      'told': 2,\n",
       "                      'true': 1,\n",
       "                      'turban': 2,\n",
       "                      'unbelievable': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 2,\n",
       "                      'whatever': 1,\n",
       "                      'when': 3,\n",
       "                      'where': 1,\n",
       "                      'while': 1,\n",
       "                      'wood': 3,\n",
       "                      'would': 1,\n",
       "                      'wrist': 1,\n",
       "                      'yelp': 1,\n",
       "                      'your': 1}),\n",
       "             'dinner': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'bolted': 1,\n",
       "                      'castle': 1,\n",
       "                      'christmas': 2,\n",
       "                      'else': 1,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 1,\n",
       "                      'hundred': 1,\n",
       "                      'over': 1,\n",
       "                      'round': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'three': 1,\n",
       "                      'what': 1}),\n",
       "             'problems': Counter({'best': 1,\n",
       "                      'door': 1,\n",
       "                      'lent': 1,\n",
       "                      'their': 1,\n",
       "                      'ticket': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 2}),\n",
       "             'daughter': Counter({'dudley': 1, 'with': 1}),\n",
       "             'learned': Counter({'about': 1,\n",
       "                      'course': 2,\n",
       "                      'dudley': 1,\n",
       "                      'from': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'parents': 1,\n",
       "                      'spells': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 3,\n",
       "                      'they': 1,\n",
       "                      'until': 1,\n",
       "                      'what': 1,\n",
       "                      'wondering': 1,\n",
       "                      'word': 1}),\n",
       "             'word': Counter({'another': 3,\n",
       "                      'comfort': 1,\n",
       "                      'danger': 1,\n",
       "                      'desperate': 1,\n",
       "                      'dursley': 1,\n",
       "                      'each': 1,\n",
       "                      'every': 3,\n",
       "                      'frightened': 1,\n",
       "                      'harry': 1,\n",
       "                      'heard': 2,\n",
       "                      'hermione': 1,\n",
       "                      'last': 2,\n",
       "                      'learned': 1,\n",
       "                      'like': 3,\n",
       "                      'lost': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'more': 2,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'subject': 1,\n",
       "                      'they': 1,\n",
       "                      'want': 1,\n",
       "                      'weirdest': 1,\n",
       "                      'what': 1,\n",
       "                      'whole': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'wood': 1,\n",
       "                      'wrenched': 1}),\n",
       "             'normally': Counter({'hunt': 1,\n",
       "                      'owls': 1,\n",
       "                      'pretended': 1,\n",
       "                      'they': 1,\n",
       "                      'tried': 1,\n",
       "                      'when': 1}),\n",
       "             'went': Counter({'again': 1,\n",
       "                      'answer': 1,\n",
       "                      'back': 4,\n",
       "                      'bang': 1,\n",
       "                      'beak': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'bright': 1,\n",
       "                      'broom': 1,\n",
       "                      'club': 1,\n",
       "                      'confuse': 1,\n",
       "                      'could': 1,\n",
       "                      'deadly': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 4,\n",
       "                      'dressed': 1,\n",
       "                      'dunno': 1,\n",
       "                      'ears': 2,\n",
       "                      'exhausted': 1,\n",
       "                      'face': 1,\n",
       "                      'feverishly': 1,\n",
       "                      'find': 1,\n",
       "                      'fine': 1,\n",
       "                      'from': 1,\n",
       "                      'gray': 1,\n",
       "                      'greenhouses': 1,\n",
       "                      'hannah': 1,\n",
       "                      'harry': 11,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'hermione': 1,\n",
       "                      'herself': 1,\n",
       "                      'high': 1,\n",
       "                      'hollow': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 2,\n",
       "                      'join': 1,\n",
       "                      'lamp': 1,\n",
       "                      'last': 1,\n",
       "                      'live': 1,\n",
       "                      'looking': 2,\n",
       "                      'lumpy': 1,\n",
       "                      'lunch': 1,\n",
       "                      'mail': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mandy': 1,\n",
       "                      'mouth': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'night': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'outta': 1,\n",
       "                      'pea-brain': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pink': 3,\n",
       "                      'please': 1,\n",
       "                      'purple': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ranting': 1,\n",
       "                      'rather': 1,\n",
       "                      'rattling': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'reptile': 1,\n",
       "                      'room': 3,\n",
       "                      'said': 2,\n",
       "                      'shriek': 1,\n",
       "                      'side': 1,\n",
       "                      'sink': 1,\n",
       "                      'sleep': 1,\n",
       "                      'slithering': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 2,\n",
       "                      'something': 1,\n",
       "                      'speeding': 1,\n",
       "                      'spinning': 1,\n",
       "                      'stick': 1,\n",
       "                      'straight': 2,\n",
       "                      'suspected': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 2,\n",
       "                      'then': 1,\n",
       "                      'they': 8,\n",
       "                      'times': 1,\n",
       "                      'toads': 1,\n",
       "                      'trembled': 1,\n",
       "                      'twin': 1,\n",
       "                      'twitching': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'walls': 1,\n",
       "                      'weasley': 1,\n",
       "                      'well': 1,\n",
       "                      'wherever': 2,\n",
       "                      'which': 2,\n",
       "                      'with': 3,\n",
       "                      'wizard': 2,\n",
       "                      'wondered': 1,\n",
       "                      'wood': 1}),\n",
       "             'living': Counter({'around': 1,\n",
       "                      'cabbage-smelling': 1,\n",
       "                      'dark': 1,\n",
       "                      'death': 1,\n",
       "                      'down': 1,\n",
       "                      'draught': 1,\n",
       "                      'halloween': 1,\n",
       "                      'into': 2,\n",
       "                      'room': 7,\n",
       "                      'their': 1,\n",
       "                      'through': 1,\n",
       "                      'where': 1,\n",
       "                      'with': 1}),\n",
       "             'room': Counter({'about': 1,\n",
       "                      'account': 1,\n",
       "                      'across': 3,\n",
       "                      'again': 1,\n",
       "                      'alone': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 2,\n",
       "                      'back': 1,\n",
       "                      'behind': 2,\n",
       "                      'better': 1,\n",
       "                      'bouncing': 1,\n",
       "                      'carrying': 1,\n",
       "                      'cast': 1,\n",
       "                      'climbed': 1,\n",
       "                      'closely': 1,\n",
       "                      'collapsed': 1,\n",
       "                      'common': 20,\n",
       "                      'corner': 2,\n",
       "                      'could': 1,\n",
       "                      'cozy': 1,\n",
       "                      'cross': 1,\n",
       "                      'dining': 1,\n",
       "                      'down': 2,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'either': 1,\n",
       "                      'embers': 1,\n",
       "                      'emptied': 1,\n",
       "                      'emptier': 1,\n",
       "                      'empty': 2,\n",
       "                      'expected': 1,\n",
       "                      'fact': 1,\n",
       "                      'family': 1,\n",
       "                      'fire': 1,\n",
       "                      'flooded': 1,\n",
       "                      'flying-': 1,\n",
       "                      'follow': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 4,\n",
       "                      'full': 2,\n",
       "                      'gradually': 1,\n",
       "                      'great': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 1,\n",
       "                      'having': 1,\n",
       "                      'held': 1,\n",
       "                      'hidden': 1,\n",
       "                      'holding': 1,\n",
       "                      'hoping': 1,\n",
       "                      'inside': 2,\n",
       "                      'into': 4,\n",
       "                      'kept': 1,\n",
       "                      'keys': 1,\n",
       "                      'left': 1,\n",
       "                      'living': 7,\n",
       "                      'locker': 4,\n",
       "                      'long': 1,\n",
       "                      'made': 2,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'managed': 1,\n",
       "                      'mirror': 1,\n",
       "                      'mother': 1,\n",
       "                      'much': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'nobody': 1,\n",
       "                      'only': 1,\n",
       "                      'opposite': 1,\n",
       "                      'other': 1,\n",
       "                      'paced': 1,\n",
       "                      'packed': 1,\n",
       "                      'potter': 1,\n",
       "                      'railview': 1,\n",
       "                      'reveal': 1,\n",
       "                      'round': 2,\n",
       "                      'said': 1,\n",
       "                      'same': 1,\n",
       "                      'second': 1,\n",
       "                      'shared': 1,\n",
       "                      'slowly': 1,\n",
       "                      'snow': 1,\n",
       "                      'some': 1,\n",
       "                      'someone': 1,\n",
       "                      'staff': 2,\n",
       "                      'still': 1,\n",
       "                      'supposed': 1,\n",
       "                      'talking': 1,\n",
       "                      'that': 4,\n",
       "                      'they': 2,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'time': 1,\n",
       "                      'tower': 1,\n",
       "                      'tremble': 1,\n",
       "                      'trophy': 5,\n",
       "                      'uncle': 2,\n",
       "                      'very': 1,\n",
       "                      'wait': 1,\n",
       "                      'waiting': 2,\n",
       "                      'went': 3,\n",
       "                      'were': 1,\n",
       "                      'where': 3,\n",
       "                      'which': 1,\n",
       "                      'while': 2,\n",
       "                      'whole': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 2,\n",
       "                      'without': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 1}),\n",
       "             'catch': Counter({'anythin': 1,\n",
       "                      'arms': 1,\n",
       "                      'because': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'confusion': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 1,\n",
       "                      'easy': 1,\n",
       "                      'fell': 1,\n",
       "                      'filch': 1,\n",
       "                      'finds': 1,\n",
       "                      'going': 2,\n",
       "                      'guard': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 3,\n",
       "                      'hoping': 1,\n",
       "                      'however': 1,\n",
       "                      'impossible': 1,\n",
       "                      'last': 1,\n",
       "                      'lucky': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nothing': 1,\n",
       "                      'often': 1,\n",
       "                      'potions': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'seeker': 1,\n",
       "                      'sight': 1,\n",
       "                      'strained': 1,\n",
       "                      'terrible': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'tried': 1,\n",
       "                      'trying': 4,\n",
       "                      'uncle': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'until': 1,\n",
       "                      'weave': 1,\n",
       "                      'what': 1}),\n",
       "             'report': Counter({'about': 1,\n",
       "                      'evening': 1,\n",
       "                      'home': 1,\n",
       "                      'last': 1,\n",
       "                      'neville': 2,\n",
       "                      'news': 1,\n",
       "                      'school': 1}),\n",
       "             'evening': Counter({'after': 2,\n",
       "                      'best': 1,\n",
       "                      'dudley': 1,\n",
       "                      'giving': 1,\n",
       "                      'good': 3,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'more': 1,\n",
       "                      'never': 1,\n",
       "                      'news': 1,\n",
       "                      'report': 1,\n",
       "                      'said': 1,\n",
       "                      'sighed': 1,\n",
       "                      'spent': 1,\n",
       "                      'that': 4,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'when': 1,\n",
       "                      'without': 1}),\n",
       "             'news': Counter({'dursley': 1,\n",
       "                      'evening': 1,\n",
       "                      'fateful': 1,\n",
       "                      'finally': 1,\n",
       "                      'jerked': 1,\n",
       "                      'just': 1,\n",
       "                      'over': 1,\n",
       "                      'report': 1,\n",
       "                      'secret': 1,\n",
       "                      'stuff': 1,\n",
       "                      'such': 1,\n",
       "                      'team': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'vernon': 1,\n",
       "                      'worried': 1}),\n",
       "             'finally': Counter({'bird-watchers': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'flamel': 1,\n",
       "                      'flew': 1,\n",
       "                      'giant': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 2,\n",
       "                      'hooch': 1,\n",
       "                      'ignore': 1,\n",
       "                      'jordan': 1,\n",
       "                      'kissing': 1,\n",
       "                      'know': 1,\n",
       "                      'left': 2,\n",
       "                      'managed': 1,\n",
       "                      'merlin': 1,\n",
       "                      'might': 1,\n",
       "                      'must': 1,\n",
       "                      'needs': 1,\n",
       "                      'news': 1,\n",
       "                      'nobody': 1,\n",
       "                      'said': 7,\n",
       "                      'scabbets': 1,\n",
       "                      'shouted': 1,\n",
       "                      'stopped': 2,\n",
       "                      'teabags': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'tore': 1,\n",
       "                      'uncle': 1,\n",
       "                      'until': 1,\n",
       "                      'vernon': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'wine': 1,\n",
       "                      'work': 1}),\n",
       "             'bird-watchers': Counter({'everywhere': 1, 'finally': 1}),\n",
       "             'everywhere': Counter({'bird-watchers': 1,\n",
       "                      'carried': 1,\n",
       "                      'else': 1,\n",
       "                      'fitch': 1,\n",
       "                      'follows': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'house': 1,\n",
       "                      'needles': 1,\n",
       "                      'smirking': 1,\n",
       "                      'table': 1}),\n",
       "             'reported': Counter({'have': 1, 'that': 1}),\n",
       "             'nation': Counter({'owls': 1, 'that': 1}),\n",
       "             'behaving': Counter({'been': 1,\n",
       "                      'broom': 1,\n",
       "                      'outside': 1,\n",
       "                      'strangely': 1,\n",
       "                      'very': 2}),\n",
       "             'unusually': Counter({'bright': 1,\n",
       "                      'impatiently': 1,\n",
       "                      'today': 1,\n",
       "                      'very': 1}),\n",
       "             'hunt': Counter({'night': 1, 'normally': 1}),\n",
       "             'night': Counter({'alone': 1,\n",
       "                      'around': 1,\n",
       "                      'been': 3,\n",
       "                      'before': 2,\n",
       "                      'bolted': 1,\n",
       "                      'bonfire': 1,\n",
       "                      'cheer': 1,\n",
       "                      'cloudy': 1,\n",
       "                      'cold': 2,\n",
       "                      'could': 1,\n",
       "                      'counted': 1,\n",
       "                      'dare': 1,\n",
       "                      'dead': 1,\n",
       "                      'down': 1,\n",
       "                      'early': 1,\n",
       "                      'especially': 1,\n",
       "                      'every': 1,\n",
       "                      'fell': 1,\n",
       "                      'ferociously': 1,\n",
       "                      'first': 1,\n",
       "                      'found': 2,\n",
       "                      'give': 1,\n",
       "                      'good': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'halfway': 1,\n",
       "                      'hardly': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'here': 1,\n",
       "                      'hour': 1,\n",
       "                      'hunt': 1,\n",
       "                      'imagining': 1,\n",
       "                      'into': 3,\n",
       "                      'last': 5,\n",
       "                      'learn': 1,\n",
       "                      'least': 1,\n",
       "                      'mean': 1,\n",
       "                      'middle': 1,\n",
       "                      'never': 1,\n",
       "                      'next': 1,\n",
       "                      'norbert': 1,\n",
       "                      'noticed': 1,\n",
       "                      'parents': 1,\n",
       "                      'place': 1,\n",
       "                      'promise': 1,\n",
       "                      'really': 1,\n",
       "                      'same': 1,\n",
       "                      'school': 2,\n",
       "                      'shall': 1,\n",
       "                      'skies': 1,\n",
       "                      'sleep': 2,\n",
       "                      'sleepless': 1,\n",
       "                      'somebody': 1,\n",
       "                      'sore': 1,\n",
       "                      'students': 1,\n",
       "                      'study': 1,\n",
       "                      'studying': 1,\n",
       "                      'surprises': 1,\n",
       "                      'that': 5,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 6,\n",
       "                      'think': 1,\n",
       "                      'third': 1,\n",
       "                      'told': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tried': 1,\n",
       "                      'trying': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wednesday': 1,\n",
       "                      'went': 1,\n",
       "                      'when': 1,\n",
       "                      'whole': 1,\n",
       "                      'with': 1}),\n",
       "             'ever': Counter({'across': 1,\n",
       "                      'afraid': 1,\n",
       "                      'again': 1,\n",
       "                      'albus': 1,\n",
       "                      'alive': 1,\n",
       "                      'animal': 1,\n",
       "                      'band': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'believe': 1,\n",
       "                      'best': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'bothering': 1,\n",
       "                      'brightly': 1,\n",
       "                      'brothers': 1,\n",
       "                      'bungler': 1,\n",
       "                      'cats': 1,\n",
       "                      'christmas': 2,\n",
       "                      'could': 3,\n",
       "                      'down': 1,\n",
       "                      'drive': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dying': 1,\n",
       "                      'even': 1,\n",
       "                      'failed': 1,\n",
       "                      'fastest': 1,\n",
       "                      'finding': 1,\n",
       "                      'forget': 1,\n",
       "                      'from': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hardly': 2,\n",
       "                      'harry': 3,\n",
       "                      'hermione': 2,\n",
       "                      'hogwarts': 2,\n",
       "                      'hope': 1,\n",
       "                      'killed': 1,\n",
       "                      'knew': 1,\n",
       "                      'laid': 1,\n",
       "                      'lessons': 1,\n",
       "                      'letter': 1,\n",
       "                      'lived': 1,\n",
       "                      'lost': 1,\n",
       "                      'made': 1,\n",
       "                      'magic': 1,\n",
       "                      'make': 1,\n",
       "                      'might': 1,\n",
       "                      'muggles': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'needed': 1,\n",
       "                      'never': 1,\n",
       "                      'normal': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'owned': 1,\n",
       "                      'pleased': 1,\n",
       "                      'polite': 1,\n",
       "                      'potter': 1,\n",
       "                      'problem': 1,\n",
       "                      'refereed': 1,\n",
       "                      'remember': 4,\n",
       "                      'remembered': 1,\n",
       "                      'said': 1,\n",
       "                      'seen': 3,\n",
       "                      'sent': 1,\n",
       "                      'since': 6,\n",
       "                      'sold': 1,\n",
       "                      'something': 1,\n",
       "                      'such': 1,\n",
       "                      'than': 5,\n",
       "                      'that': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 3,\n",
       "                      'this': 1,\n",
       "                      'time': 1,\n",
       "                      'train': 1,\n",
       "                      'turnin': 1,\n",
       "                      'wakes': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 1,\n",
       "                      'whole': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wondered': 1,\n",
       "                      'would': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'hundreds': Counter({'been': 1,\n",
       "                      'before': 2,\n",
       "                      'books': 1,\n",
       "                      'candles': 1,\n",
       "                      'drone': 1,\n",
       "                      'faces': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'like': 1,\n",
       "                      'miles': 1,\n",
       "                      'narrow': 1,\n",
       "                      'questions': 1,\n",
       "                      'seats': 1,\n",
       "                      'shelves': 1,\n",
       "                      'sightings': 1,\n",
       "                      'them': 3,\n",
       "                      'there': 1,\n",
       "                      'through': 1,\n",
       "                      'voices': 1,\n",
       "                      'with': 1}),\n",
       "             'sightings': Counter({'hundreds': 1, 'these': 1}),\n",
       "             'birds': Counter({'fluttering': 1,\n",
       "                      'flying': 1,\n",
       "                      'harry': 1,\n",
       "                      'jewel-bright': 1,\n",
       "                      'soaring': 1,\n",
       "                      'these': 2,\n",
       "                      'they': 2,\n",
       "                      'watched': 1}),\n",
       "             'flying': Counter({'about': 2,\n",
       "                      'around': 1,\n",
       "                      'been': 1,\n",
       "                      'birds': 1,\n",
       "                      'complained': 1,\n",
       "                      'countryside': 1,\n",
       "                      'daylight': 1,\n",
       "                      'dodges': 1,\n",
       "                      'every': 1,\n",
       "                      'first': 1,\n",
       "                      'flint': 1,\n",
       "                      'groan': 1,\n",
       "                      'imagine': 1,\n",
       "                      'lesson': 1,\n",
       "                      'lessons': 1,\n",
       "                      'like': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'neville': 1,\n",
       "                      'owls': 1,\n",
       "                      'past': 1,\n",
       "                      'really': 1,\n",
       "                      'seems': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'that': 1,\n",
       "                      'tips': 1,\n",
       "                      'uncle': 1,\n",
       "                      'with': 1}),\n",
       "             'every': Counter({'about': 1,\n",
       "                      'blood': 1,\n",
       "                      'bott': 4,\n",
       "                      'cats': 1,\n",
       "                      'caught': 2,\n",
       "                      'child': 1,\n",
       "                      'color': 1,\n",
       "                      'could': 1,\n",
       "                      'cracked': 1,\n",
       "                      'crackers': 1,\n",
       "                      'cracking': 1,\n",
       "                      'cream': 1,\n",
       "                      'direction': 3,\n",
       "                      'distant': 1,\n",
       "                      'dropping': 1,\n",
       "                      'eating': 1,\n",
       "                      'eleven': 1,\n",
       "                      'fear': 1,\n",
       "                      'feet': 1,\n",
       "                      'filch': 1,\n",
       "                      'flavor': 9,\n",
       "                      'flying': 1,\n",
       "                      'from': 1,\n",
       "                      'fudge': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'ground': 1,\n",
       "                      'grounds': 1,\n",
       "                      'half': 1,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 1,\n",
       "                      'hermione': 1,\n",
       "                      'home': 1,\n",
       "                      'house': 1,\n",
       "                      'know': 1,\n",
       "                      'leap': 1,\n",
       "                      'less': 1,\n",
       "                      'mean': 1,\n",
       "                      'mice': 1,\n",
       "                      'morning': 2,\n",
       "                      'movies': 1,\n",
       "                      'night': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 1,\n",
       "                      'owls': 1,\n",
       "                      'page': 1,\n",
       "                      'picking': 1,\n",
       "                      'points': 1,\n",
       "                      'potter': 1,\n",
       "                      'remember': 1,\n",
       "                      'said': 1,\n",
       "                      'second': 1,\n",
       "                      'sigh': 1,\n",
       "                      'single': 2,\n",
       "                      'spoke': 1,\n",
       "                      'state': 1,\n",
       "                      'statue': 1,\n",
       "                      'steel': 1,\n",
       "                      'syllable': 1,\n",
       "                      'telescopes': 1,\n",
       "                      'then': 4,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'through': 1,\n",
       "                      'time': 7,\n",
       "                      'toads': 1,\n",
       "                      'turn': 1,\n",
       "                      'uncle': 1,\n",
       "                      'vacation': 1,\n",
       "                      'wand': 1,\n",
       "                      'wednesday': 1,\n",
       "                      'when': 1,\n",
       "                      'wind': 1,\n",
       "                      'windows': 1,\n",
       "                      'word': 3,\n",
       "                      'world': 1,\n",
       "                      'year': 3,\n",
       "                      'years': 1}),\n",
       "             'direction': Counter({'dudley': 1,\n",
       "                      'else': 1,\n",
       "                      'even': 1,\n",
       "                      'every': 3,\n",
       "                      'flashed': 1,\n",
       "                      'harry': 2,\n",
       "                      'opposite': 2,\n",
       "                      'peeves': 1,\n",
       "                      'right': 2,\n",
       "                      'since': 1,\n",
       "                      'speeding': 1,\n",
       "                      'staffroom': 1,\n",
       "                      'strode': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 2,\n",
       "                      'they': 2,\n",
       "                      'three': 1,\n",
       "                      'weasley': 1,\n",
       "                      'while': 1}),\n",
       "             'since': Counter({'around': 1,\n",
       "                      'been': 1,\n",
       "                      'born': 1,\n",
       "                      'charlie': 1,\n",
       "                      'direction': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'dying': 1,\n",
       "                      'ever': 6,\n",
       "                      'excited': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'last': 1,\n",
       "                      'letter': 1,\n",
       "                      'madam': 1,\n",
       "                      'mentioned': 1,\n",
       "                      'much': 1,\n",
       "                      'passed': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'really': 1,\n",
       "                      'rules': 1,\n",
       "                      'same': 1,\n",
       "                      'scared': 1,\n",
       "                      'seek': 1,\n",
       "                      'single': 1,\n",
       "                      'sunrise': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'they': 2,\n",
       "                      'trip': 1,\n",
       "                      'usual': 1,\n",
       "                      'vomitflavored': 1,\n",
       "                      'wands': 1,\n",
       "                      'years': 1}),\n",
       "             'sunrise': Counter({'experts': 1, 'since': 1}),\n",
       "             'experts': Counter({'sunrise': 1, 'unable': 1}),\n",
       "             'unable': Counter({'experts': 1,\n",
       "                      'explain': 1,\n",
       "                      'keep': 1,\n",
       "                      'malfoy': 1}),\n",
       "             'explain': Counter({'able': 1,\n",
       "                      'about': 1,\n",
       "                      'anything': 1,\n",
       "                      'could': 2,\n",
       "                      'everything': 1,\n",
       "                      'grown': 1,\n",
       "                      'happiest': 1,\n",
       "                      'hard': 1,\n",
       "                      'head': 1,\n",
       "                      'just': 1,\n",
       "                      'morning': 1,\n",
       "                      'owls': 1,\n",
       "                      'rules': 1,\n",
       "                      'said': 1,\n",
       "                      'that': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 2,\n",
       "                      'time': 1,\n",
       "                      'tried': 2,\n",
       "                      'unable': 1,\n",
       "                      'yourselves': 1}),\n",
       "             'suddenly': Counter({'able': 1,\n",
       "                      'anxious': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'appeared': 2,\n",
       "                      'around': 1,\n",
       "                      'awake': 1,\n",
       "                      'became': 1,\n",
       "                      'broke': 1,\n",
       "                      'brothers': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'changed': 1,\n",
       "                      'clearing': 1,\n",
       "                      'clenched': 1,\n",
       "                      'cloak': 1,\n",
       "                      'color': 1,\n",
       "                      'could': 1,\n",
       "                      'darkness': 1,\n",
       "                      'dashed': 1,\n",
       "                      'decide': 1,\n",
       "                      'does': 1,\n",
       "                      'drained': 1,\n",
       "                      'dudley': 1,\n",
       "                      'feeling': 1,\n",
       "                      'firenze': 2,\n",
       "                      'flew': 1,\n",
       "                      'flooded': 1,\n",
       "                      'flying': 1,\n",
       "                      'found': 1,\n",
       "                      'frightened': 1,\n",
       "                      'ghosts': 1,\n",
       "                      'glided': 1,\n",
       "                      'glowed': 2,\n",
       "                      'golden': 1,\n",
       "                      'gone': 2,\n",
       "                      'grabbed': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 10,\n",
       "                      'have': 3,\n",
       "                      'hermione': 1,\n",
       "                      'hook-nosed': 1,\n",
       "                      'jerked': 1,\n",
       "                      'jumped': 1,\n",
       "                      'knew': 1,\n",
       "                      'life': 1,\n",
       "                      'light': 1,\n",
       "                      'looked': 4,\n",
       "                      'loomed': 1,\n",
       "                      'loud': 1,\n",
       "                      'most': 1,\n",
       "                      'mother': 1,\n",
       "                      'muttered': 1,\n",
       "                      'neville': 1,\n",
       "                      'nodding': 1,\n",
       "                      'note': 1,\n",
       "                      'noticed': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'onto': 1,\n",
       "                      'opened': 2,\n",
       "                      'orange': 1,\n",
       "                      'owls': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pointing': 1,\n",
       "                      'pulled': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 1,\n",
       "                      'rang': 1,\n",
       "                      'realized': 2,\n",
       "                      'reared': 1,\n",
       "                      'remembering': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'said': 5,\n",
       "                      'shivered': 1,\n",
       "                      'shouted': 1,\n",
       "                      'silently': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'sound': 2,\n",
       "                      'stern': 1,\n",
       "                      'stopped': 1,\n",
       "                      'streamed': 1,\n",
       "                      'surged': 1,\n",
       "                      'suspicious': 1,\n",
       "                      'swooped': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 3,\n",
       "                      'think': 1,\n",
       "                      'though': 2,\n",
       "                      'thousands': 1,\n",
       "                      'through': 1,\n",
       "                      'tights': 1,\n",
       "                      'trembled': 1,\n",
       "                      'troll': 1,\n",
       "                      'turned': 1,\n",
       "                      'twins': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'whispers': 1}),\n",
       "             'sleeping': Counter({'clearly': 1,\n",
       "                      'door': 1,\n",
       "                      'make': 1,\n",
       "                      'pattern': 1,\n",
       "                      'potion': 1,\n",
       "                      'their': 1}),\n",
       "             'pattern': Counter({'newscaster': 1, 'sleeping': 1}),\n",
       "             'newscaster': Counter({'allowed': 1, 'pattern': 1}),\n",
       "             'allowed': Counter({'been': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'down': 1,\n",
       "                      'even': 1,\n",
       "                      'expelled': 1,\n",
       "                      'finish': 1,\n",
       "                      'follow': 1,\n",
       "                      'from': 1,\n",
       "                      'harry': 2,\n",
       "                      'himself': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 1,\n",
       "                      'looked': 1,\n",
       "                      'magic': 1,\n",
       "                      'much': 1,\n",
       "                      'newscaster': 1,\n",
       "                      'reason': 1,\n",
       "                      'said': 1,\n",
       "                      'says': 1,\n",
       "                      'simply': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'speak': 1,\n",
       "                      'speakin': 1,\n",
       "                      'stay': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'unfortunately': 1,\n",
       "                      'where': 1,\n",
       "                      'wild': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1,\n",
       "                      'years': 2}),\n",
       "             'grin': Counter({'face': 1,\n",
       "                      'himself': 1,\n",
       "                      'most': 1,\n",
       "                      'nasty': 3,\n",
       "                      'rowboat': 1,\n",
       "                      'something': 1,\n",
       "                      'surprised': 1,\n",
       "                      'that': 1,\n",
       "                      'through': 1,\n",
       "                      'wicked': 1}),\n",
       "             'mcguffin': Counter({'over': 1, 'with': 1}),\n",
       "             'weather': Counter({'about': 1,\n",
       "                      'another': 1,\n",
       "                      'going': 1,\n",
       "                      'horrible': 1,\n",
       "                      'november': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'turned': 1,\n",
       "                      'with': 1}),\n",
       "             'going': Counter({'able': 1,\n",
       "                      'about': 4,\n",
       "                      'after': 1,\n",
       "                      'again': 2,\n",
       "                      'aloud': 1,\n",
       "                      'always': 1,\n",
       "                      'anything': 1,\n",
       "                      'asked': 1,\n",
       "                      'away': 1,\n",
       "                      'back': 2,\n",
       "                      'bane': 1,\n",
       "                      'baseball': 1,\n",
       "                      'been': 3,\n",
       "                      'before': 1,\n",
       "                      'believe': 2,\n",
       "                      'better': 1,\n",
       "                      'bother': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'cane': 1,\n",
       "                      'castle': 1,\n",
       "                      'catch': 2,\n",
       "                      'caught': 1,\n",
       "                      'changing': 1,\n",
       "                      'chat': 1,\n",
       "                      'christmas': 1,\n",
       "                      'cross': 1,\n",
       "                      'cursed': 1,\n",
       "                      'down': 2,\n",
       "                      'drag': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dreading': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'earth': 1,\n",
       "                      'either': 1,\n",
       "                      'even': 1,\n",
       "                      'every': 1,\n",
       "                      'expelled': 1,\n",
       "                      'face': 1,\n",
       "                      'faces': 1,\n",
       "                      'fair': 1,\n",
       "                      'fall': 2,\n",
       "                      'fight': 1,\n",
       "                      'find': 1,\n",
       "                      'firelight': 1,\n",
       "                      'forest': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'give': 3,\n",
       "                      'glittering': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hair': 1,\n",
       "                      'hand': 1,\n",
       "                      'handkerchief': 1,\n",
       "                      'happen': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 2,\n",
       "                      'heard': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'hissed': 2,\n",
       "                      'home': 1,\n",
       "                      'hope': 1,\n",
       "                      'hoping': 1,\n",
       "                      'hufflepuffs': 1,\n",
       "                      'instead': 1,\n",
       "                      'into': 2,\n",
       "                      'just': 2,\n",
       "                      'kept': 1,\n",
       "                      'kill': 1,\n",
       "                      'knight': 1,\n",
       "                      'know': 2,\n",
       "                      'late': 1,\n",
       "                      'leave': 1,\n",
       "                      'lights': 1,\n",
       "                      'like': 2,\n",
       "                      'listen': 1,\n",
       "                      'lives': 1,\n",
       "                      'london': 2,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 2,\n",
       "                      'meet': 1,\n",
       "                      'might': 1,\n",
       "                      'mind': 1,\n",
       "                      'mirror': 1,\n",
       "                      'more': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'must': 1,\n",
       "                      'near': 1,\n",
       "                      'never': 3,\n",
       "                      'norbert': 2,\n",
       "                      'nothing': 2,\n",
       "                      'obviously': 1,\n",
       "                      'once': 1,\n",
       "                      'other': 2,\n",
       "                      'over': 1,\n",
       "                      'painful': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'planets': 1,\n",
       "                      'play': 1,\n",
       "                      'points': 1,\n",
       "                      'polkiss': 1,\n",
       "                      'potter': 1,\n",
       "                      'problem': 1,\n",
       "                      'promise': 1,\n",
       "                      'punishment': 1,\n",
       "                      'quickly': 1,\n",
       "                      'right': 1,\n",
       "                      'romania': 1,\n",
       "                      'roof': 1,\n",
       "                      'said': 6,\n",
       "                      'saying': 2,\n",
       "                      'school': 2,\n",
       "                      'secondary': 1,\n",
       "                      'seem': 1,\n",
       "                      'shoot': 1,\n",
       "                      'show': 1,\n",
       "                      'side': 1,\n",
       "                      'sleep': 1,\n",
       "                      'smash': 1,\n",
       "                      'snape': 2,\n",
       "                      'someone': 2,\n",
       "                      'something': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'stand': 1,\n",
       "                      'stared': 1,\n",
       "                      'starting': 1,\n",
       "                      'stay': 1,\n",
       "                      'steal': 1,\n",
       "                      'stone': 2,\n",
       "                      'stonewall': 2,\n",
       "                      'stop': 2,\n",
       "                      'stopped': 1,\n",
       "                      'suppose': 1,\n",
       "                      'teach': 1,\n",
       "                      'team': 1,\n",
       "                      'tell': 5,\n",
       "                      'that': 8,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'this': 2,\n",
       "                      'thought': 1,\n",
       "                      'through': 2,\n",
       "                      'told': 1,\n",
       "                      'tonight': 2,\n",
       "                      'took': 1,\n",
       "                      'treacle': 1,\n",
       "                      'troll': 1,\n",
       "                      'trophy': 1,\n",
       "                      'trouble': 1,\n",
       "                      'turban': 1,\n",
       "                      'vernon': 1,\n",
       "                      'visit': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wait': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'weather': 1,\n",
       "                      'were': 13,\n",
       "                      'what': 14,\n",
       "                      'when': 2,\n",
       "                      'where': 6,\n",
       "                      'with': 1,\n",
       "                      'wood': 1,\n",
       "                      'working': 1,\n",
       "                      'would': 1,\n",
       "                      'wrong': 1,\n",
       "                      'yawned': 1,\n",
       "                      'years': 1}),\n",
       "             'showers': Counter({'more': 1, 'owls': 1}),\n",
       "             'tonight': Counter({'again': 1,\n",
       "                      'almost': 1,\n",
       "                      'back': 1,\n",
       "                      'bright': 3,\n",
       "                      'come': 1,\n",
       "                      'dunno': 1,\n",
       "                      'dursley': 1,\n",
       "                      'forecast': 1,\n",
       "                      'forget': 1,\n",
       "                      'found': 1,\n",
       "                      'going': 2,\n",
       "                      'harry': 1,\n",
       "                      'here': 1,\n",
       "                      'humberto': 1,\n",
       "                      'kill': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'meet': 2,\n",
       "                      'night': 1,\n",
       "                      'nothing': 1,\n",
       "                      \"o'clock\": 1,\n",
       "                      'owls': 1,\n",
       "                      'place': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ronan': 1,\n",
       "                      'said': 3,\n",
       "                      'they': 1,\n",
       "                      'trapdoor': 2,\n",
       "                      'want': 3,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'will': 1,\n",
       "                      'yeah': 1}),\n",
       "             'well': Counter({\"'cause\": 1,\n",
       "                      'aconite': 1,\n",
       "                      'admitted': 1,\n",
       "                      'ajar': 1,\n",
       "                      'alive': 1,\n",
       "                      'back': 1,\n",
       "                      'baron': 1,\n",
       "                      'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'best': 1,\n",
       "                      'calm': 1,\n",
       "                      'confusion': 1,\n",
       "                      'copying': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 2,\n",
       "                      'curious': 1,\n",
       "                      'darkness': 1,\n",
       "                      'dear': 1,\n",
       "                      'does': 1,\n",
       "                      'doin': 1,\n",
       "                      'done': 5,\n",
       "                      'dumbledore': 2,\n",
       "                      'dursley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'either': 1,\n",
       "                      'enough': 1,\n",
       "                      'everything': 1,\n",
       "                      'exams': 1,\n",
       "                      'expect': 1,\n",
       "                      'expects': 1,\n",
       "                      'face': 2,\n",
       "                      'feeling': 1,\n",
       "                      'finish': 1,\n",
       "                      'footstool': 1,\n",
       "                      'garlic': 1,\n",
       "                      'girl': 1,\n",
       "                      'give': 1,\n",
       "                      'goes': 1,\n",
       "                      'gone': 2,\n",
       "                      'good': 2,\n",
       "                      'gran': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'grumpily': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 3,\n",
       "                      'hawk': 1,\n",
       "                      'heads': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 4,\n",
       "                      'hogwarts': 2,\n",
       "                      'hope': 2,\n",
       "                      'hovering': 1,\n",
       "                      'hurry': 1,\n",
       "                      'itself': 1,\n",
       "                      'join': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'known': 1,\n",
       "                      'knows': 1,\n",
       "                      'left': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 2,\n",
       "                      'lucky': 1,\n",
       "                      'magic': 1,\n",
       "                      'might': 3,\n",
       "                      'minute': 1,\n",
       "                      'miserably': 2,\n",
       "                      'move': 1,\n",
       "                      'never': 1,\n",
       "                      'next': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'noble': 1,\n",
       "                      'note': 1,\n",
       "                      'oiled': 1,\n",
       "                      'once': 1,\n",
       "                      'others': 1,\n",
       "                      'over': 1,\n",
       "                      'packing': 1,\n",
       "                      'pair': 1,\n",
       "                      'parents': 1,\n",
       "                      'perfectly': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 1,\n",
       "                      'properly': 1,\n",
       "                      'protected': 1,\n",
       "                      'proudly': 1,\n",
       "                      'really': 1,\n",
       "                      'remember': 3,\n",
       "                      'returned': 1,\n",
       "                      'right-handed': 1,\n",
       "                      \"s'pose\": 1,\n",
       "                      'said': 6,\n",
       "                      'second': 2,\n",
       "                      'secret': 1,\n",
       "                      'section': 1,\n",
       "                      'shows': 1,\n",
       "                      'sight': 1,\n",
       "                      'sleep': 1,\n",
       "                      'snape': 1,\n",
       "                      'stars': 2,\n",
       "                      'steal': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 3,\n",
       "                      'suddenly': 1,\n",
       "                      'suppose': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 9,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 3,\n",
       "                      'they': 5,\n",
       "                      'think': 2,\n",
       "                      'thought': 1,\n",
       "                      'timidly': 1,\n",
       "                      'tonight': 1,\n",
       "                      'transfiguration': 1,\n",
       "                      'true': 2,\n",
       "                      'underground': 1,\n",
       "                      'uniform': 1,\n",
       "                      'very': 9,\n",
       "                      'voldemort': 2,\n",
       "                      'wand': 1,\n",
       "                      'well': 10,\n",
       "                      'went': 1,\n",
       "                      'what': 4,\n",
       "                      'whispered': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1,\n",
       "                      'yeah': 1,\n",
       "                      'your': 2}),\n",
       "             'weatherman': Counter({'know': 1, 'said': 1}),\n",
       "             'only': Counter({'about': 1,\n",
       "                      'again': 2,\n",
       "                      'baby': 3,\n",
       "                      'ball': 1,\n",
       "                      'baron': 1,\n",
       "                      'because': 2,\n",
       "                      'bedroom': 1,\n",
       "                      'books': 1,\n",
       "                      'boot': 1,\n",
       "                      'came': 1,\n",
       "                      'care': 1,\n",
       "                      'centuries': 1,\n",
       "                      'chance': 2,\n",
       "                      'chess': 1,\n",
       "                      'clearly': 1,\n",
       "                      'contact': 1,\n",
       "                      'control': 1,\n",
       "                      'could': 3,\n",
       "                      'dear': 1,\n",
       "                      'does': 1,\n",
       "                      'dramatically': 1,\n",
       "                      'dream': 1,\n",
       "                      'dumbledore': 4,\n",
       "                      'dying': 1,\n",
       "                      'ends': 1,\n",
       "                      'enough': 1,\n",
       "                      'ever': 1,\n",
       "                      'existed': 1,\n",
       "                      'eyes': 1,\n",
       "                      'family': 2,\n",
       "                      'feet': 1,\n",
       "                      'felt': 1,\n",
       "                      'firenze': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'form': 1,\n",
       "                      'forward': 1,\n",
       "                      'george': 1,\n",
       "                      'gibber': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'guess': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'hair': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 2,\n",
       "                      'head': 1,\n",
       "                      'hear': 1,\n",
       "                      'helicopters': 1,\n",
       "                      'hermione': 2,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hold': 1,\n",
       "                      'holding': 1,\n",
       "                      'hope': 1,\n",
       "                      'horribly': 1,\n",
       "                      'house': 1,\n",
       "                      'inside': 1,\n",
       "                      'joking': 3,\n",
       "                      'just': 6,\n",
       "                      'killed': 1,\n",
       "                      'known': 1,\n",
       "                      'knows': 2,\n",
       "                      'last': 1,\n",
       "                      'left': 3,\n",
       "                      'legs': 1,\n",
       "                      'lesson': 1,\n",
       "                      'lights': 1,\n",
       "                      'look': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'maybe': 1,\n",
       "                      'mentioned': 1,\n",
       "                      'minutes': 1,\n",
       "                      'mirror': 2,\n",
       "                      'moment': 1,\n",
       "                      'moments': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'nettle': 1,\n",
       "                      'nose': 2,\n",
       "                      'nothing': 1,\n",
       "                      'ones': 1,\n",
       "                      'others': 1,\n",
       "                      'owls': 2,\n",
       "                      'pain': 1,\n",
       "                      'people': 1,\n",
       "                      'photographs': 1,\n",
       "                      'place': 1,\n",
       "                      'plate': 1,\n",
       "                      'playin': 1,\n",
       "                      'potions': 1,\n",
       "                      'potter': 2,\n",
       "                      'power': 1,\n",
       "                      'prewetts': 1,\n",
       "                      'proper': 1,\n",
       "                      'question': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'rats': 1,\n",
       "                      'read': 1,\n",
       "                      'realized': 1,\n",
       "                      'reason': 1,\n",
       "                      'reserve': 1,\n",
       "                      'right': 2,\n",
       "                      'room': 1,\n",
       "                      'rooms': 1,\n",
       "                      'safe': 2,\n",
       "                      'said': 2,\n",
       "                      'second': 1,\n",
       "                      'seems': 1,\n",
       "                      'seen': 1,\n",
       "                      'shows': 1,\n",
       "                      'smiling': 1,\n",
       "                      'snape': 1,\n",
       "                      'softly': 1,\n",
       "                      'something': 1,\n",
       "                      'soon': 1,\n",
       "                      'speak': 1,\n",
       "                      'speed': 1,\n",
       "                      'stone': 2,\n",
       "                      'stood': 1,\n",
       "                      'survive': 1,\n",
       "                      'taken': 1,\n",
       "                      'taught': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 5,\n",
       "                      'them': 2,\n",
       "                      'then': 1,\n",
       "                      'there': 4,\n",
       "                      'they': 2,\n",
       "                      'thing': 4,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'three': 1,\n",
       "                      'time': 2,\n",
       "                      'told': 1,\n",
       "                      'took': 1,\n",
       "                      'troll': 1,\n",
       "                      'twice': 1,\n",
       "                      'until': 1,\n",
       "                      'used': 1,\n",
       "                      'visitor': 1,\n",
       "                      'wands': 1,\n",
       "                      'wanted': 1,\n",
       "                      'weasley': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 5,\n",
       "                      'what': 1,\n",
       "                      'when': 2,\n",
       "                      'where': 1,\n",
       "                      'which': 2,\n",
       "                      'while': 1,\n",
       "                      'whistling': 1,\n",
       "                      'with': 3,\n",
       "                      'wondered': 1,\n",
       "                      'words': 1,\n",
       "                      'written': 1,\n",
       "                      'year': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'you-know-': 1,\n",
       "                      'you-know-who': 2}),\n",
       "             'acting': Counter({'anything': 1,\n",
       "                      'been': 1,\n",
       "                      'best': 1,\n",
       "                      'oddly': 1,\n",
       "                      'should': 1,\n",
       "                      'thought': 1}),\n",
       "             'oddly': Counter({'acting': 1,\n",
       "                      'feeling': 1,\n",
       "                      'though': 1,\n",
       "                      'today': 1}),\n",
       "             'viewers': Counter({'apart': 1, 'today': 1}),\n",
       "             'apart': Counter({'common': 1,\n",
       "                      'feet': 1,\n",
       "                      'from': 8,\n",
       "                      'gryffindors': 1,\n",
       "                      'hear': 1,\n",
       "                      'help': 1,\n",
       "                      'kent': 1,\n",
       "                      'little': 1,\n",
       "                      'might': 1,\n",
       "                      'nervously': 1,\n",
       "                      'quite': 2,\n",
       "                      'said': 1,\n",
       "                      'sprang': 1,\n",
       "                      'stone': 3,\n",
       "                      'them': 1,\n",
       "                      'viewers': 1}),\n",
       "             'kent': Counter({'apart': 1,\n",
       "                      'down': 1,\n",
       "                      'that': 1,\n",
       "                      'yorkshire': 1}),\n",
       "             'yorkshire': Counter({'dundee': 1,\n",
       "                      'fries': 1,\n",
       "                      'kent': 1,\n",
       "                      'pudding': 1}),\n",
       "             'dundee': Counter({'have': 1, 'yorkshire': 1}),\n",
       "             'phoning': Counter({'been': 1, 'tell': 1}),\n",
       "             'tell': Counter({\"'please\": 1,\n",
       "                      'able': 1,\n",
       "                      'anyone': 4,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'beaters': 1,\n",
       "                      'began': 1,\n",
       "                      'brave': 1,\n",
       "                      'came': 1,\n",
       "                      'cara': 1,\n",
       "                      'could': 5,\n",
       "                      'dare': 1,\n",
       "                      'dared': 1,\n",
       "                      'daylight': 1,\n",
       "                      'diggle': 1,\n",
       "                      'even': 1,\n",
       "                      'everythin': 1,\n",
       "                      'exactly': 1,\n",
       "                      'expelled': 1,\n",
       "                      'filch': 1,\n",
       "                      'forbid': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'george': 1,\n",
       "                      'going': 5,\n",
       "                      'growled': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hard': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hurt': 1,\n",
       "                      'just': 2,\n",
       "                      'kind': 1,\n",
       "                      'know': 2,\n",
       "                      'like': 1,\n",
       "                      'mean': 1,\n",
       "                      'mind': 2,\n",
       "                      'mirror': 1,\n",
       "                      'much': 2,\n",
       "                      'muggle': 1,\n",
       "                      'must': 1,\n",
       "                      'need': 1,\n",
       "                      'never': 2,\n",
       "                      'neville': 1,\n",
       "                      'only': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'person': 1,\n",
       "                      'phoning': 1,\n",
       "                      'please': 1,\n",
       "                      'potter': 1,\n",
       "                      'promisin': 1,\n",
       "                      'quick': 1,\n",
       "                      'quills': 1,\n",
       "                      'reason': 1,\n",
       "                      'said': 1,\n",
       "                      'save': 1,\n",
       "                      'should': 1,\n",
       "                      'shouted': 1,\n",
       "                      'smiling': 1,\n",
       "                      'someone': 1,\n",
       "                      'something': 2,\n",
       "                      'such': 1,\n",
       "                      'that': 9,\n",
       "                      'them': 4,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'threatening': 1,\n",
       "                      'three': 1,\n",
       "                      'today': 1,\n",
       "                      'tried': 1,\n",
       "                      'truth': 3,\n",
       "                      'want': 2,\n",
       "                      'weasley': 1,\n",
       "                      'week': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 9,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'whether': 1,\n",
       "                      'which': 1,\n",
       "                      'will': 1,\n",
       "                      'witch': 1,\n",
       "                      'without': 1,\n",
       "                      'worth': 1,\n",
       "                      'would': 2,\n",
       "                      'wouldn': 1,\n",
       "                      'wrong': 1,\n",
       "                      'yeah': 1}),\n",
       "             'instead': Counter({'among': 1,\n",
       "                      'anyway': 1,\n",
       "                      'back': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'dare': 1,\n",
       "                      'ears': 1,\n",
       "                      'feeling': 1,\n",
       "                      'found': 1,\n",
       "                      'giant': 1,\n",
       "                      'giving': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 1,\n",
       "                      'lifting': 1,\n",
       "                      'little': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'made': 1,\n",
       "                      'next': 1,\n",
       "                      'numbers': 1,\n",
       "                      'rain': 1,\n",
       "                      'sacked': 1,\n",
       "                      'said': 3,\n",
       "                      'scabbers': 1,\n",
       "                      'smiling': 1,\n",
       "                      'stopping': 1,\n",
       "                      'that': 2,\n",
       "                      'thousands': 1,\n",
       "                      'toward': 1}),\n",
       "             'rain': Counter({'crept': 1,\n",
       "                      'endless': 1,\n",
       "                      'great': 1,\n",
       "                      'instead': 1,\n",
       "                      'promised': 1,\n",
       "                      'spray': 1,\n",
       "                      'started': 1,\n",
       "                      'that': 1}),\n",
       "             'promised': Counter({'fell': 1,\n",
       "                      'himself': 1,\n",
       "                      'rain': 1,\n",
       "                      'storm': 1,\n",
       "                      'what': 1,\n",
       "                      'yesterday': 1}),\n",
       "             'yesterday': Counter({\"'course\": 1,\n",
       "                      'bitterly': 1,\n",
       "                      'gave': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'make': 1,\n",
       "                      'only': 1,\n",
       "                      'promised': 1,\n",
       "                      'stretched': 1,\n",
       "                      'than': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'yellow': 1}),\n",
       "             'downpour': Counter({'shooting': 1, 'they': 1}),\n",
       "             'shooting': Counter({'armchair': 1,\n",
       "                      'came': 1,\n",
       "                      'classroom': 1,\n",
       "                      'downpour': 1,\n",
       "                      'owls': 2,\n",
       "                      'something': 1,\n",
       "                      'stars': 5}),\n",
       "             'stars': Counter({'ceiling': 1,\n",
       "                      'different': 1,\n",
       "                      'down': 1,\n",
       "                      'heard': 1,\n",
       "                      'movements': 1,\n",
       "                      'over': 1,\n",
       "                      'overhead': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'shooting': 5,\n",
       "                      'there': 1,\n",
       "                      'well': 2,\n",
       "                      'with': 1,\n",
       "                      'written': 1}),\n",
       "             'perhaps': Counter({'because': 2,\n",
       "                      'brooms': 1,\n",
       "                      'could': 1,\n",
       "                      'dragons': 1,\n",
       "                      'except': 2,\n",
       "                      'fast': 1,\n",
       "                      'gamekeeper': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 2,\n",
       "                      'hogwarts': 1,\n",
       "                      'kind': 1,\n",
       "                      'looking': 1,\n",
       "                      'mouth': 1,\n",
       "                      'moved': 1,\n",
       "                      'nothing': 1,\n",
       "                      'once': 2,\n",
       "                      'people': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'stars': 1,\n",
       "                      'sweets': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 2,\n",
       "                      'thirty': 1,\n",
       "                      'took': 1,\n",
       "                      'watching': 1,\n",
       "                      'weasley': 1}),\n",
       "             'bonfire': Counter({'celebrating': 1, 'night': 1}),\n",
       "             'early': Counter({'capture': 1,\n",
       "                      'morning': 1,\n",
       "                      'need': 1,\n",
       "                      'next': 1,\n",
       "                      'night': 1,\n",
       "                      'until': 1,\n",
       "                      'woke': 2}),\n",
       "             'week': Counter({'about': 2,\n",
       "                      'around': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 3,\n",
       "                      'cupboard': 1,\n",
       "                      'days': 1,\n",
       "                      'dragged': 1,\n",
       "                      'evenings': 1,\n",
       "                      'first': 3,\n",
       "                      'folks': 1,\n",
       "                      'following': 1,\n",
       "                      'found': 1,\n",
       "                      'fred': 1,\n",
       "                      'given': 1,\n",
       "                      'harry': 1,\n",
       "                      'homework': 1,\n",
       "                      'just': 1,\n",
       "                      'last': 1,\n",
       "                      'later': 1,\n",
       "                      'made': 1,\n",
       "                      'next': 4,\n",
       "                      'once': 1,\n",
       "                      'opened': 1,\n",
       "                      'quill': 1,\n",
       "                      'said': 1,\n",
       "                      'second': 1,\n",
       "                      'send': 1,\n",
       "                      'smoke': 1,\n",
       "                      'snape': 1,\n",
       "                      'tell': 1,\n",
       "                      'term': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'times': 2,\n",
       "                      'trouble': 1,\n",
       "                      'uncle': 1,\n",
       "                      'until': 1,\n",
       "                      'wonderful': 1}),\n",
       "             'folks': Counter({'promise': 1, 'week': 1}),\n",
       "             'promise': Counter({'folks': 1,\n",
       "                      'going': 1,\n",
       "                      'night': 1,\n",
       "                      'said': 1}),\n",
       "             'frozen': Counter({'armchair': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'with': 1}),\n",
       "             'armchair': Counter({'behind': 1,\n",
       "                      'clutching': 1,\n",
       "                      'frozen': 1,\n",
       "                      'outside': 1,\n",
       "                      'shooting': 1,\n",
       "                      'sitting': 1}),\n",
       "             'britain': Counter({'dragons': 1,\n",
       "                      'great': 1,\n",
       "                      'ireland': 1,\n",
       "                      'over': 1,\n",
       "                      'owls': 1,\n",
       "                      'said': 1}),\n",
       "             'place': Counter({'best': 1,\n",
       "                      'could': 1,\n",
       "                      'doors': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'eleven': 1,\n",
       "                      'empty': 1,\n",
       "                      'famous': 2,\n",
       "                      'first': 2,\n",
       "                      'found': 1,\n",
       "                      'fourth': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'harry': 1,\n",
       "                      'house': 1,\n",
       "                      'last': 2,\n",
       "                      'loud': 1,\n",
       "                      'minutes': 2,\n",
       "                      'moleskin': 1,\n",
       "                      'must': 1,\n",
       "                      'night': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 3,\n",
       "                      'perfect': 1,\n",
       "                      'right': 2,\n",
       "                      'safest': 2,\n",
       "                      'said': 4,\n",
       "                      'second': 1,\n",
       "                      'should': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'splendid': 1,\n",
       "                      'stands': 1,\n",
       "                      'take': 4,\n",
       "                      'taken': 1,\n",
       "                      'that': 3,\n",
       "                      'this': 2,\n",
       "                      'thousands': 1,\n",
       "                      'three': 1,\n",
       "                      'tiny': 2,\n",
       "                      'tonight': 1,\n",
       "                      'took': 2,\n",
       "                      'very': 2,\n",
       "                      'wands': 1,\n",
       "                      'whisper': 1,\n",
       "                      'world': 2,\n",
       "                      'would': 1,\n",
       "                      'your': 1}),\n",
       "             'whisper': Counter({'about': 1,\n",
       "                      'added': 1,\n",
       "                      'bewitched': 1,\n",
       "                      'bloody': 1,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hoarse': 1,\n",
       "                      'matter': 1,\n",
       "                      'place': 1,\n",
       "                      'terrified': 1,\n",
       "                      'than': 1,\n",
       "                      'they': 1,\n",
       "                      'thought': 1,\n",
       "                      'whisper': 2}),\n",
       "             'carrying': Counter({'also': 1,\n",
       "                      'arrived': 1,\n",
       "                      'books': 1,\n",
       "                      'cage': 1,\n",
       "                      'cups': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'heel': 1,\n",
       "                      'illegal': 1,\n",
       "                      'large': 3,\n",
       "                      'long': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'room': 1,\n",
       "                      'seen': 1,\n",
       "                      'tumbled': 1}),\n",
       "             'cups': Counter({'carrying': 1,\n",
       "                      'good': 1,\n",
       "                      'shields': 1,\n",
       "                      'them': 1}),\n",
       "             'cleared': Counter({'away': 1,\n",
       "                      'backpack': 1,\n",
       "                      'billowing': 1,\n",
       "                      'harry': 1,\n",
       "                      'right': 1,\n",
       "                      'something': 1,\n",
       "                      'television': 1,\n",
       "                      'throat': 4,\n",
       "                      'wood': 1}),\n",
       "             'throat': Counter({'cleared': 4,\n",
       "                      'clutched': 1,\n",
       "                      'made': 1,\n",
       "                      'nervously': 1,\n",
       "                      'silence': 1,\n",
       "                      'sunshine': 1,\n",
       "                      'them': 1}),\n",
       "             'nervously': Counter({'about': 1,\n",
       "                      'apart': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fiddling': 1,\n",
       "                      'g-getting': 1,\n",
       "                      'ground': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'laughed': 1,\n",
       "                      'looking': 1,\n",
       "                      'over': 1,\n",
       "                      'petunia': 1,\n",
       "                      'said': 1,\n",
       "                      'sure': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'throat': 1,\n",
       "                      'tried': 1,\n",
       "                      'very': 1,\n",
       "                      'welcome': 1,\n",
       "                      'with': 1}),\n",
       "             'petunia': Counter({'aunt': 52,\n",
       "                      'awake': 1,\n",
       "                      'been': 1,\n",
       "                      'burst': 1,\n",
       "                      'came': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 3,\n",
       "                      'dare': 1,\n",
       "                      'dear': 1,\n",
       "                      'decided': 1,\n",
       "                      'dudley': 5,\n",
       "                      'dully': 1,\n",
       "                      'dyeing': 1,\n",
       "                      'found': 1,\n",
       "                      'frantically': 1,\n",
       "                      'funny': 1,\n",
       "                      'gave': 1,\n",
       "                      'gotten': 1,\n",
       "                      'hammering': 1,\n",
       "                      'house': 1,\n",
       "                      'just': 1,\n",
       "                      'kept': 1,\n",
       "                      'knocking': 1,\n",
       "                      'large': 1,\n",
       "                      'liked': 1,\n",
       "                      'lips': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'nervously': 1,\n",
       "                      'obviously': 1,\n",
       "                      'often': 1,\n",
       "                      'rushed': 1,\n",
       "                      'saying': 1,\n",
       "                      'sheared': 1,\n",
       "                      'shredded': 1,\n",
       "                      'slowly': 1,\n",
       "                      'strong': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'suggested': 1,\n",
       "                      'swear': 1,\n",
       "                      'talked': 1,\n",
       "                      'taped': 1,\n",
       "                      'they': 1,\n",
       "                      'thought': 1,\n",
       "                      'through': 2,\n",
       "                      'tired': 1,\n",
       "                      'took': 2,\n",
       "                      'uncle': 2,\n",
       "                      'visitors': 1,\n",
       "                      'ways': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'would': 1}),\n",
       "             'your': Counter({\"'snot\": 1,\n",
       "                      'about': 2,\n",
       "                      'again': 2,\n",
       "                      'answer': 1,\n",
       "                      'aunt': 1,\n",
       "                      'await': 1,\n",
       "                      'back': 1,\n",
       "                      'baskets': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'befuddle': 1,\n",
       "                      'being': 1,\n",
       "                      'believe': 1,\n",
       "                      'best': 1,\n",
       "                      'bewitch': 1,\n",
       "                      'black': 1,\n",
       "                      'blankly': 1,\n",
       "                      'bloodiness': 1,\n",
       "                      'bowlers': 1,\n",
       "                      'bravery': 1,\n",
       "                      'break': 2,\n",
       "                      'broken': 1,\n",
       "                      'broom': 2,\n",
       "                      'brooms': 2,\n",
       "                      'broomstick': 1,\n",
       "                      'brother': 2,\n",
       "                      'brothers': 2,\n",
       "                      'business': 2,\n",
       "                      'call': 1,\n",
       "                      'charlie': 1,\n",
       "                      'cheek': 1,\n",
       "                      'choice': 1,\n",
       "                      'christmas': 1,\n",
       "                      'comb': 1,\n",
       "                      'conk': 1,\n",
       "                      'contains': 1,\n",
       "                      'could': 1,\n",
       "                      'creepy': 1,\n",
       "                      'cupboard': 2,\n",
       "                      'cursing': 1,\n",
       "                      'detention': 1,\n",
       "                      'dirt': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'earn': 1,\n",
       "                      'enclose': 1,\n",
       "                      'enemies': 1,\n",
       "                      'enemy': 1,\n",
       "                      'equipment': 1,\n",
       "                      'eyes': 2,\n",
       "                      'families': 1,\n",
       "                      'family': 6,\n",
       "                      'father': 13,\n",
       "                      'feather': 1,\n",
       "                      'feet': 1,\n",
       "                      'fight': 1,\n",
       "                      'first': 3,\n",
       "                      'forever': 1,\n",
       "                      'forget': 1,\n",
       "                      'friend': 5,\n",
       "                      'friends': 3,\n",
       "                      'from': 3,\n",
       "                      'g-getting': 1,\n",
       "                      'good': 1,\n",
       "                      'grab': 1,\n",
       "                      'ground': 1,\n",
       "                      'hair': 2,\n",
       "                      'hand': 2,\n",
       "                      'hang': 1,\n",
       "                      'hating': 1,\n",
       "                      'hats': 1,\n",
       "                      'have': 2,\n",
       "                      'head': 4,\n",
       "                      'heads': 1,\n",
       "                      'help': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 3,\n",
       "                      'hidden': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hold': 1,\n",
       "                      'hope': 1,\n",
       "                      'hopefully': 1,\n",
       "                      'horrible': 1,\n",
       "                      'house': 8,\n",
       "                      'houses': 2,\n",
       "                      'human': 1,\n",
       "                      'hurry': 1,\n",
       "                      'information': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 6,\n",
       "                      'kill': 1,\n",
       "                      'killed': 2,\n",
       "                      'known': 1,\n",
       "                      'later': 1,\n",
       "                      'lead': 1,\n",
       "                      'leave': 2,\n",
       "                      'life': 1,\n",
       "                      'like': 2,\n",
       "                      'lips': 1,\n",
       "                      'little': 2,\n",
       "                      'long': 1,\n",
       "                      'loyalties': 1,\n",
       "                      'luck': 1,\n",
       "                      'luggage': 1,\n",
       "                      'make': 2,\n",
       "                      'mean': 2,\n",
       "                      'message': 1,\n",
       "                      'mimsy-porpington': 1,\n",
       "                      'mind': 1,\n",
       "                      'mother': 4,\n",
       "                      'mount': 1,\n",
       "                      'must': 1,\n",
       "                      'name': 2,\n",
       "                      'neck': 2,\n",
       "                      'need': 1,\n",
       "                      'neither': 1,\n",
       "                      'next': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'none': 1,\n",
       "                      'nose': 3,\n",
       "                      'noses': 1,\n",
       "                      \"o'clock\": 1,\n",
       "                      'oldest': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 1,\n",
       "                      'parents': 7,\n",
       "                      'place': 1,\n",
       "                      'platform': 2,\n",
       "                      'pocket': 1,\n",
       "                      'powerful': 1,\n",
       "                      'problem': 2,\n",
       "                      'question': 1,\n",
       "                      'questions': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'real': 1,\n",
       "                      'received': 1,\n",
       "                      'referee': 1,\n",
       "                      'rest': 1,\n",
       "                      'right': 1,\n",
       "                      'robes': 1,\n",
       "                      'said': 4,\n",
       "                      'same': 3,\n",
       "                      'save': 2,\n",
       "                      'school': 1,\n",
       "                      'screech': 1,\n",
       "                      'seats': 1,\n",
       "                      'sending': 1,\n",
       "                      'sent': 1,\n",
       "                      'service': 1,\n",
       "                      'shake': 1,\n",
       "                      'show': 1,\n",
       "                      'showed': 1,\n",
       "                      'sister': 1,\n",
       "                      'sleep': 1,\n",
       "                      'smelting': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'sorry': 1,\n",
       "                      'special': 1,\n",
       "                      'spoil': 1,\n",
       "                      'stick': 1,\n",
       "                      'stone': 1,\n",
       "                      'strength': 1,\n",
       "                      'suppose': 1,\n",
       "                      'surname': 1,\n",
       "                      'take': 1,\n",
       "                      'teachers': 1,\n",
       "                      'that': 4,\n",
       "                      'then': 1,\n",
       "                      'thern': 1,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'time': 1,\n",
       "                      'toad': 1,\n",
       "                      'told': 1,\n",
       "                      'touch': 1,\n",
       "                      'touches': 1,\n",
       "                      'triumphs': 1,\n",
       "                      'troll': 1,\n",
       "                      'under': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'wand': 3,\n",
       "                      'want': 2,\n",
       "                      'waving': 1,\n",
       "                      'well': 2,\n",
       "                      'what': 4,\n",
       "                      \"what's-her-name\": 1,\n",
       "                      'when': 1,\n",
       "                      'where': 2,\n",
       "                      'which': 1,\n",
       "                      'wickedly': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 2,\n",
       "                      'words': 1,\n",
       "                      'world': 1,\n",
       "                      'wrists': 1}),\n",
       "             'lately': Counter({'have': 1,\n",
       "                      'here': 1,\n",
       "                      'sister': 1,\n",
       "                      'there': 1,\n",
       "                      'worrying': 1,\n",
       "                      'worst': 1}),\n",
       "             'expected': Counter({'always': 1,\n",
       "                      'damage': 1,\n",
       "                      'effect': 1,\n",
       "                      'feel': 1,\n",
       "                      'half': 2,\n",
       "                      'harry': 2,\n",
       "                      'have': 2,\n",
       "                      'hermione': 1,\n",
       "                      'into': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'more': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'never': 1,\n",
       "                      'refuse': 1,\n",
       "                      'room': 1,\n",
       "                      'something': 1,\n",
       "                      'that': 1,\n",
       "                      'this': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'what': 2}),\n",
       "             'shocked': Counter({'angry': 1,\n",
       "                      'both': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 1,\n",
       "                      'impressed': 1,\n",
       "                      'listen': 1,\n",
       "                      'looked': 3,\n",
       "                      'sorry': 1,\n",
       "                      'stopped': 1,\n",
       "                      'that': 1,\n",
       "                      'vernon': 1}),\n",
       "             'angry': Counter({'after': 1,\n",
       "                      'asked': 1,\n",
       "                      'bane': 1,\n",
       "                      'boils': 1,\n",
       "                      'both': 1,\n",
       "                      'came': 1,\n",
       "                      'chased': 1,\n",
       "                      'could': 1,\n",
       "                      'gone': 1,\n",
       "                      'goose': 1,\n",
       "                      'harry': 2,\n",
       "                      'jealous': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 1,\n",
       "                      'lips': 1,\n",
       "                      'look': 1,\n",
       "                      'looking': 1,\n",
       "                      'moved': 1,\n",
       "                      'pain': 1,\n",
       "                      'scared': 1,\n",
       "                      'shocked': 1,\n",
       "                      'teams': 1,\n",
       "                      'upset': 1,\n",
       "                      'very': 3,\n",
       "                      'voice': 1,\n",
       "                      'with': 1,\n",
       "                      'worried': 1}),\n",
       "             'sharply': Counter({'back': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'caught': 1,\n",
       "                      'face': 1,\n",
       "                      'funny': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 1,\n",
       "                      'heard': 1,\n",
       "                      'jerked': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'said': 3,\n",
       "                      'touch': 1}),\n",
       "             'stuff': Counter({'about': 1,\n",
       "                      'cakes': 1,\n",
       "                      'fetchin': 1,\n",
       "                      'from': 1,\n",
       "                      'funny': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'important': 1,\n",
       "                      'interesting': 1,\n",
       "                      'letters': 1,\n",
       "                      'london': 1,\n",
       "                      'looking': 1,\n",
       "                      'math': 1,\n",
       "                      'news': 1,\n",
       "                      'people': 1,\n",
       "                      'reasons': 1,\n",
       "                      'school': 1,\n",
       "                      'servant': 1,\n",
       "                      'shinin': 1,\n",
       "                      'silvery': 1,\n",
       "                      'slimy': 1,\n",
       "                      'stood': 1,\n",
       "                      'students': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 2,\n",
       "                      'this': 2,\n",
       "                      'upstairs': 1,\n",
       "                      'were': 1}),\n",
       "             'mumbled': Counter({'dursley': 1,\n",
       "                      'getting': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'owls': 1,\n",
       "                      'right': 1,\n",
       "                      'stand': 1,\n",
       "                      'stared': 1,\n",
       "                      'trouble': 1}),\n",
       "             'funny-looking': Counter({'people': 1, 'were': 1}),\n",
       "             'maybe': Counter({\"'cept\": 1,\n",
       "                      'anyway': 1,\n",
       "                      'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'blood': 1,\n",
       "                      'change': 1,\n",
       "                      'chickened': 1,\n",
       "                      'even': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hoped': 1,\n",
       "                      'house': 2,\n",
       "                      'imagining': 2,\n",
       "                      'just': 2,\n",
       "                      'late': 1,\n",
       "                      'minutes': 1,\n",
       "                      'nine': 1,\n",
       "                      'only': 1,\n",
       "                      'peeves': 1,\n",
       "                      'persuade': 1,\n",
       "                      'prickled': 1,\n",
       "                      'said': 1,\n",
       "                      'side': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'suppose': 1,\n",
       "                      'taking': 1,\n",
       "                      'they': 1,\n",
       "                      'thought': 4,\n",
       "                      'voices': 1,\n",
       "                      'wake': 1}),\n",
       "             'crowd': Counter({'adrian': 1,\n",
       "                      'bein': 1,\n",
       "                      'chattering': 1,\n",
       "                      'clap': 1,\n",
       "                      'confused': 1,\n",
       "                      'easily': 1,\n",
       "                      'feet': 1,\n",
       "                      'frantically': 1,\n",
       "                      'from': 1,\n",
       "                      'gasped': 1,\n",
       "                      'give': 1,\n",
       "                      'heart': 1,\n",
       "                      'hermione': 1,\n",
       "                      'joined': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'over': 1,\n",
       "                      'parted': 1,\n",
       "                      'people': 1,\n",
       "                      'sign': 1,\n",
       "                      'small': 1,\n",
       "                      'thronging': 1,\n",
       "                      'through': 3,\n",
       "                      'tourists': 1,\n",
       "                      'until': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'whole': 3}),\n",
       "             'sipped': Counter({'dursley': 1, 'through': 1}),\n",
       "             'through': Counter({'about': 1,\n",
       "                      'ages': 4,\n",
       "                      'ahead': 1,\n",
       "                      'another': 1,\n",
       "                      'archway': 1,\n",
       "                      'away': 2,\n",
       "                      'back': 5,\n",
       "                      'barrier': 1,\n",
       "                      'been': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'black': 2,\n",
       "                      'boarded-up': 1,\n",
       "                      'books': 3,\n",
       "                      'boys': 1,\n",
       "                      'branches': 2,\n",
       "                      'break': 1,\n",
       "                      'bubbles': 1,\n",
       "                      'bursting': 2,\n",
       "                      'charged': 1,\n",
       "                      'chattering': 1,\n",
       "                      'cheering': 1,\n",
       "                      'climb': 1,\n",
       "                      'climbed': 2,\n",
       "                      'coming': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 1,\n",
       "                      'creep': 1,\n",
       "                      'crowd': 3,\n",
       "                      'curtain': 1,\n",
       "                      'curtains': 1,\n",
       "                      'dark': 1,\n",
       "                      'dense': 1,\n",
       "                      'door': 10,\n",
       "                      'doorways': 1,\n",
       "                      'down': 3,\n",
       "                      'dusty': 1,\n",
       "                      'echoed': 1,\n",
       "                      'every': 1,\n",
       "                      'exams': 1,\n",
       "                      'except': 1,\n",
       "                      'excuse': 1,\n",
       "                      'extra': 1,\n",
       "                      'eyeglasses': 1,\n",
       "                      'finer': 1,\n",
       "                      'fingers': 1,\n",
       "                      'flew': 1,\n",
       "                      'floating': 1,\n",
       "                      'flooded': 1,\n",
       "                      'followed': 2,\n",
       "                      'foot': 1,\n",
       "                      'forced': 1,\n",
       "                      'frantically': 1,\n",
       "                      'gaps': 1,\n",
       "                      'gate': 1,\n",
       "                      'gateway': 1,\n",
       "                      'girls': 1,\n",
       "                      'glass': 1,\n",
       "                      'gloom': 1,\n",
       "                      'goes': 1,\n",
       "                      'going': 2,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'greenhouse': 1,\n",
       "                      'grin': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hair': 2,\n",
       "                      'halfway': 2,\n",
       "                      'hall': 1,\n",
       "                      'hangings': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 2,\n",
       "                      'heavily': 1,\n",
       "                      'heavy': 1,\n",
       "                      'himself': 1,\n",
       "                      'holding': 1,\n",
       "                      'hole': 3,\n",
       "                      'homework': 1,\n",
       "                      'hoops': 3,\n",
       "                      'human': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'hurried': 1,\n",
       "                      'hurtled': 1,\n",
       "                      'into': 1,\n",
       "                      'leaky': 1,\n",
       "                      'leaves': 1,\n",
       "                      'liked': 1,\n",
       "                      'little': 1,\n",
       "                      'living': 1,\n",
       "                      'locked': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 1,\n",
       "                      'lookin': 1,\n",
       "                      'mail': 1,\n",
       "                      'managed': 1,\n",
       "                      'maze': 1,\n",
       "                      'mean': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'moons': 1,\n",
       "                      'mother': 1,\n",
       "                      'mouthful': 2,\n",
       "                      'murmur': 1,\n",
       "                      'murmured': 1,\n",
       "                      'neville': 1,\n",
       "                      'notes': 1,\n",
       "                      'open': 1,\n",
       "                      'opposite': 1,\n",
       "                      'other': 1,\n",
       "                      'pages': 1,\n",
       "                      'pair': 1,\n",
       "                      'particularly': 1,\n",
       "                      'passed': 1,\n",
       "                      'passing': 1,\n",
       "                      'percy': 1,\n",
       "                      'petunia': 2,\n",
       "                      'piled': 1,\n",
       "                      'point': 1,\n",
       "                      'poking': 1,\n",
       "                      'portrait': 3,\n",
       "                      'pressed': 1,\n",
       "                      'purple': 3,\n",
       "                      'pursed': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'quidditch': 4,\n",
       "                      'reach': 1,\n",
       "                      'read': 1,\n",
       "                      'right': 1,\n",
       "                      'ripped': 1,\n",
       "                      'rushed': 1,\n",
       "                      'safely': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'scraped': 1,\n",
       "                      'shut': 1,\n",
       "                      'sides': 1,\n",
       "                      'sidled': 1,\n",
       "                      'silver': 1,\n",
       "                      'sipped': 1,\n",
       "                      'sixteen': 1,\n",
       "                      'skies': 1,\n",
       "                      'skimming': 2,\n",
       "                      'slotted': 1,\n",
       "                      'small': 1,\n",
       "                      'snapped': 1,\n",
       "                      'spluttered': 1,\n",
       "                      'squeezed': 2,\n",
       "                      'squinting': 1,\n",
       "                      'stared': 1,\n",
       "                      'stepped': 1,\n",
       "                      'stones': 1,\n",
       "                      'stood': 1,\n",
       "                      'stormy': 1,\n",
       "                      'straight': 2,\n",
       "                      'streamed': 1,\n",
       "                      'struggled': 1,\n",
       "                      'sucked': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'tangled': 1,\n",
       "                      'tapestry': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 9,\n",
       "                      'them': 5,\n",
       "                      'they': 1,\n",
       "                      'tiptoe': 1,\n",
       "                      'took': 1,\n",
       "                      'tortoise': 1,\n",
       "                      'train': 2,\n",
       "                      'transfiguration': 1,\n",
       "                      'trapdoor': 3,\n",
       "                      'trees': 2,\n",
       "                      'trying': 2,\n",
       "                      'tulips': 1,\n",
       "                      'undergrowth': 1,\n",
       "                      'unwrapping': 1,\n",
       "                      'vernon': 1,\n",
       "                      'wafting': 1,\n",
       "                      'walked': 2,\n",
       "                      'wall': 1,\n",
       "                      'when': 1,\n",
       "                      'whirl': 1,\n",
       "                      'whistled': 1,\n",
       "                      'will': 1,\n",
       "                      'zigzagging': 1}),\n",
       "             'pursed': Counter({'lips': 1, 'through': 1}),\n",
       "             'lips': Counter({'angry': 1,\n",
       "                      'blew': 1,\n",
       "                      'come': 1,\n",
       "                      'curled': 1,\n",
       "                      'dursley': 1,\n",
       "                      'flute': 1,\n",
       "                      'harry': 1,\n",
       "                      'hooch': 1,\n",
       "                      'lies': 1,\n",
       "                      'moving': 1,\n",
       "                      'neville': 1,\n",
       "                      'petunia': 1,\n",
       "                      'pursed': 1,\n",
       "                      'snape': 1,\n",
       "                      'tightened': 1,\n",
       "                      'twitched': 1,\n",
       "                      'were': 1,\n",
       "                      'your': 1}),\n",
       "             'whether': Counter({'back': 1,\n",
       "                      'bald': 1,\n",
       "                      'dared': 1,\n",
       "                      'filch': 1,\n",
       "                      'hermione': 1,\n",
       "                      'imagining': 1,\n",
       "                      'know': 3,\n",
       "                      'laugh': 1,\n",
       "                      'meeting': 1,\n",
       "                      'please': 1,\n",
       "                      'safe': 1,\n",
       "                      'snape': 1,\n",
       "                      'tell': 1,\n",
       "                      'they': 1,\n",
       "                      'wondered': 3,\n",
       "                      'wondering': 1}),\n",
       "             'dared': Counter({'always': 1,\n",
       "                      'argue': 1,\n",
       "                      'question': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'whether': 1}),\n",
       "             'decided': Counter({'after': 1,\n",
       "                      'bludger': 1,\n",
       "                      'call': 2,\n",
       "                      'come': 1,\n",
       "                      'company': 1,\n",
       "                      'dare': 1,\n",
       "                      'floor': 1,\n",
       "                      'harry': 1,\n",
       "                      'kill': 1,\n",
       "                      'must': 1,\n",
       "                      'over': 1,\n",
       "                      'petunia': 1,\n",
       "                      'potter': 1,\n",
       "                      'punished': 1,\n",
       "                      'search': 1,\n",
       "                      'that': 1,\n",
       "                      'titles': 1,\n",
       "                      'truth': 1,\n",
       "                      'where': 1,\n",
       "                      'wood': 1,\n",
       "                      'would': 1}),\n",
       "             'dare': Counter({'afraid': 1,\n",
       "                      'against': 1,\n",
       "                      'bacon': 1,\n",
       "                      'burn': 1,\n",
       "                      'decided': 1,\n",
       "                      'fred': 1,\n",
       "                      'friendly': 1,\n",
       "                      'furiously': 1,\n",
       "                      'guard': 1,\n",
       "                      'hurt': 1,\n",
       "                      'instead': 1,\n",
       "                      'make': 1,\n",
       "                      'mention': 1,\n",
       "                      'might': 1,\n",
       "                      'night': 1,\n",
       "                      'petunia': 1,\n",
       "                      'rubbish': 1,\n",
       "                      'takin': 1,\n",
       "                      'tell': 1,\n",
       "                      'though': 1,\n",
       "                      'trust': 1,\n",
       "                      'understand': 1,\n",
       "                      'where': 1,\n",
       "                      'would': 1}),\n",
       "             'casually': Counter({'could': 1,\n",
       "                      'getting': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'heavens': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 2,\n",
       "                      'wouldn': 1}),\n",
       "             'suppose': Counter({'about': 1,\n",
       "                      'added': 1,\n",
       "                      'back': 1,\n",
       "                      'bane': 1,\n",
       "                      'before': 1,\n",
       "                      'begins': 1,\n",
       "                      'caught': 1,\n",
       "                      'clean': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 1,\n",
       "                      'equipment': 1,\n",
       "                      'g-got': 1,\n",
       "                      'going': 1,\n",
       "                      'here': 1,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'into': 1,\n",
       "                      'kill': 1,\n",
       "                      'late': 1,\n",
       "                      'listening': 1,\n",
       "                      'maybe': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'much': 1,\n",
       "                      \"myst'ry\": 1,\n",
       "                      'observed': 1,\n",
       "                      'people': 1,\n",
       "                      'prophet': 1,\n",
       "                      'ravenclaw': 2,\n",
       "                      'really': 1,\n",
       "                      'said': 4,\n",
       "                      'sorted': 1,\n",
       "                      'take': 1,\n",
       "                      'team': 1,\n",
       "                      'temper': 1,\n",
       "                      'that': 4,\n",
       "                      'their': 1,\n",
       "                      'they': 3,\n",
       "                      'thing': 1,\n",
       "                      'think': 4,\n",
       "                      'thinks': 1,\n",
       "                      'told': 1,\n",
       "                      'vicious': 1,\n",
       "                      'wand': 1,\n",
       "                      'well': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1,\n",
       "                      'your': 1}),\n",
       "             'stiffly': Counter({'began': 1,\n",
       "                      'dursley': 1,\n",
       "                      'sandy-haired': 1,\n",
       "                      'seen': 1,\n",
       "                      'stiff': 1,\n",
       "                      'what': 1}),\n",
       "             'howard': Counter({'again': 1, 'harry': 1}),\n",
       "             'nasty': Counter({'always': 1,\n",
       "                      'common': 1,\n",
       "                      'crack': 1,\n",
       "                      'crunching': 1,\n",
       "                      'feeling': 2,\n",
       "                      'grin': 3,\n",
       "                      'harry': 3,\n",
       "                      'married': 1,\n",
       "                      'rather': 1,\n",
       "                      'shade': 1,\n",
       "                      'shock': 2,\n",
       "                      'shoulder': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'thud': 1,\n",
       "                      'trouble': 1,\n",
       "                      'turned': 1,\n",
       "                      'very': 2,\n",
       "                      'with': 2}),\n",
       "             'common': Counter({'across': 1,\n",
       "                      'alone': 1,\n",
       "                      'apart': 1,\n",
       "                      'back': 1,\n",
       "                      'dark': 1,\n",
       "                      'down': 1,\n",
       "                      'entered': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'gryffindor': 7,\n",
       "                      'house': 1,\n",
       "                      'into': 2,\n",
       "                      'mule': 1,\n",
       "                      'name': 1,\n",
       "                      'nasty': 1,\n",
       "                      'room': 20,\n",
       "                      'said': 1,\n",
       "                      'shame': 1,\n",
       "                      'themselves': 1,\n",
       "                      'waiting': 1,\n",
       "                      'welsh': 1}),\n",
       "             'heart': Counter({'around': 1,\n",
       "                      'book': 1,\n",
       "                      'books': 2,\n",
       "                      'brave': 1,\n",
       "                      'clutching': 1,\n",
       "                      'course': 1,\n",
       "                      'crowd': 1,\n",
       "                      'dursley': 1,\n",
       "                      'either': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 1,\n",
       "                      'forest': 1,\n",
       "                      'fred': 1,\n",
       "                      'gave': 2,\n",
       "                      'hammered': 1,\n",
       "                      'hammering': 1,\n",
       "                      'harry': 5,\n",
       "                      'into': 1,\n",
       "                      'jolt': 1,\n",
       "                      'learn': 1,\n",
       "                      'memorize': 1,\n",
       "                      'over': 1,\n",
       "                      'potter': 1,\n",
       "                      'pounding': 1,\n",
       "                      'racing': 1,\n",
       "                      'remembered': 1,\n",
       "                      'right': 1,\n",
       "                      'rose': 1,\n",
       "                      'sank': 1,\n",
       "                      'saying': 1,\n",
       "                      'sinking': 2,\n",
       "                      'skipped': 1,\n",
       "                      'snape': 1,\n",
       "                      'somersault': 1,\n",
       "                      'speech': 1,\n",
       "                      'spells': 1,\n",
       "                      'stared': 1,\n",
       "                      'stopped': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'thought': 1,\n",
       "                      'twanging': 1,\n",
       "                      'very': 1}),\n",
       "             'sinking': Counter({'heart': 2, 'horribly': 1, 'still': 1}),\n",
       "             'horribly': Counter({'killed': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'only': 1,\n",
       "                      'quite': 1,\n",
       "                      'sinking': 1}),\n",
       "             'agree': Counter({'another': 1,\n",
       "                      'know': 1,\n",
       "                      'must': 1,\n",
       "                      'quite': 1}),\n",
       "             'subject': Counter({'changed': 1,\n",
       "                      'purpose': 1,\n",
       "                      'scared': 1,\n",
       "                      'they': 1,\n",
       "                      'where': 1,\n",
       "                      'word': 1}),\n",
       "             'upstairs': Counter({'asked': 1,\n",
       "                      'back': 2,\n",
       "                      'barred': 1,\n",
       "                      'clicked': 1,\n",
       "                      'come': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 1,\n",
       "                      'hanging': 1,\n",
       "                      'harry': 1,\n",
       "                      'headed': 1,\n",
       "                      'horror': 1,\n",
       "                      'move': 1,\n",
       "                      'practice': 1,\n",
       "                      'rushed': 1,\n",
       "                      'smothering': 1,\n",
       "                      'stuff': 1,\n",
       "                      'their': 1,\n",
       "                      'trip': 1,\n",
       "                      'went': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'window': 1,\n",
       "                      'windows': 1,\n",
       "                      'with': 1}),\n",
       "             'while': Counter({'after': 1,\n",
       "                      'alone': 1,\n",
       "                      'answer': 2,\n",
       "                      'apologized': 1,\n",
       "                      'armchairs': 1,\n",
       "                      'arts': 1,\n",
       "                      'aunt': 1,\n",
       "                      'away': 2,\n",
       "                      'backs': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 2,\n",
       "                      'bitten': 1,\n",
       "                      'cats': 1,\n",
       "                      'ceiling': 2,\n",
       "                      'chamber': 1,\n",
       "                      'change': 1,\n",
       "                      'copying': 1,\n",
       "                      'could': 1,\n",
       "                      'crowd': 1,\n",
       "                      'decide': 1,\n",
       "                      'direction': 1,\n",
       "                      'droned': 1,\n",
       "                      'drove': 1,\n",
       "                      'dudley': 1,\n",
       "                      'enough': 1,\n",
       "                      'everyone': 2,\n",
       "                      'fine': 1,\n",
       "                      'flamel': 1,\n",
       "                      'footstool': 1,\n",
       "                      'forest': 1,\n",
       "                      'from': 1,\n",
       "                      'giant': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'happening': 1,\n",
       "                      'harry': 3,\n",
       "                      'here': 1,\n",
       "                      'high': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'leaving': 1,\n",
       "                      'light': 1,\n",
       "                      'little': 1,\n",
       "                      'looking': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 1,\n",
       "                      'move': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'much': 1,\n",
       "                      'near': 1,\n",
       "                      'necks': 1,\n",
       "                      'neville': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'other': 2,\n",
       "                      'path': 1,\n",
       "                      'piers': 1,\n",
       "                      'playing': 1,\n",
       "                      'points': 1,\n",
       "                      'presents': 1,\n",
       "                      'purpose': 1,\n",
       "                      'quite': 1,\n",
       "                      'repeated': 1,\n",
       "                      'room': 2,\n",
       "                      'rulebreaking': 1,\n",
       "                      'safety': 1,\n",
       "                      'search': 1,\n",
       "                      'second': 1,\n",
       "                      \"shake'em\": 1,\n",
       "                      'shopping': 1,\n",
       "                      'smoke': 1,\n",
       "                      'snape': 3,\n",
       "                      'start': 1,\n",
       "                      'still': 1,\n",
       "                      'stools': 1,\n",
       "                      'strode': 1,\n",
       "                      'studyin': 1,\n",
       "                      'stumped': 1,\n",
       "                      'sweet': 1,\n",
       "                      'take': 1,\n",
       "                      'teachers': 1,\n",
       "                      'them': 2,\n",
       "                      'they': 4,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'thousand': 1,\n",
       "                      'today': 1,\n",
       "                      'told': 1,\n",
       "                      'took': 2,\n",
       "                      'tried': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unfortunately': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'vigorously': 1,\n",
       "                      'waiting': 1,\n",
       "                      'weasley': 1,\n",
       "                      'were': 2,\n",
       "                      'window': 1,\n",
       "                      'wizards': 2,\n",
       "                      'wondering': 1,\n",
       "                      'yelling': 1}),\n",
       "             'bathroom': Counter({'downstairs': 1,\n",
       "                      'dursley': 2,\n",
       "                      'girls': 3,\n",
       "                      'harry': 1,\n",
       "                      'they': 1,\n",
       "                      'uncle': 1,\n",
       "                      'wanted': 1}),\n",
       "             'crept': Counter({'across': 2,\n",
       "                      'alone': 1,\n",
       "                      'along': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'cloak': 1,\n",
       "                      'days': 1,\n",
       "                      'door': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'down': 1,\n",
       "                      'dursley': 1,\n",
       "                      'hammered': 1,\n",
       "                      'into': 1,\n",
       "                      'late': 1,\n",
       "                      'minutes': 1,\n",
       "                      'nearer': 1,\n",
       "                      'rain': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'toward': 1,\n",
       "                      'wands': 1}),\n",
       "             'bedroom': Counter({'crept': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'first': 1,\n",
       "                      'only': 1,\n",
       "                      'privet': 1,\n",
       "                      'said': 1,\n",
       "                      'second': 1,\n",
       "                      'smallest': 1,\n",
       "                      'wheezed': 1,\n",
       "                      'where': 1,\n",
       "                      'window': 1,\n",
       "                      'your': 1}),\n",
       "             'peered': Counter({'ajar': 1,\n",
       "                      'constrictor': 1,\n",
       "                      'doorway': 1,\n",
       "                      'down': 1,\n",
       "                      'harry': 2,\n",
       "                      'inside': 2,\n",
       "                      'into': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'sternly': 1,\n",
       "                      'then': 1,\n",
       "                      'window': 2}),\n",
       "             'front': Counter({'around': 1,\n",
       "                      'asleep': 1,\n",
       "                      'back': 2,\n",
       "                      'been': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'clap': 1,\n",
       "                      'classroom': 1,\n",
       "                      'conductor': 1,\n",
       "                      'constrictor': 1,\n",
       "                      'desk': 1,\n",
       "                      'dishes': 1,\n",
       "                      'door': 7,\n",
       "                      'doorstep': 1,\n",
       "                      'down': 5,\n",
       "                      'dursleys': 1,\n",
       "                      'everyone': 1,\n",
       "                      'feet': 1,\n",
       "                      'fire': 1,\n",
       "                      'first': 1,\n",
       "                      'floor': 2,\n",
       "                      'foot': 1,\n",
       "                      'garden': 1,\n",
       "                      'gardens': 1,\n",
       "                      'glass': 2,\n",
       "                      'halt': 1,\n",
       "                      'harry': 2,\n",
       "                      'himself': 1,\n",
       "                      'hooch': 1,\n",
       "                      'huge': 1,\n",
       "                      'into': 3,\n",
       "                      'just': 1,\n",
       "                      'knocking': 1,\n",
       "                      'large': 1,\n",
       "                      'left': 1,\n",
       "                      'legs': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'minutes': 1,\n",
       "                      'mirror': 4,\n",
       "                      'moved': 1,\n",
       "                      'nephew': 1,\n",
       "                      'opened': 1,\n",
       "                      'outside': 1,\n",
       "                      'patil': 1,\n",
       "                      'portrait': 1,\n",
       "                      'prefects': 1,\n",
       "                      'reaching': 1,\n",
       "                      'rest': 1,\n",
       "                      'right': 1,\n",
       "                      'road': 1,\n",
       "                      'rule': 1,\n",
       "                      'said': 1,\n",
       "                      'staff': 1,\n",
       "                      'stand': 1,\n",
       "                      'step': 1,\n",
       "                      'stepped': 2,\n",
       "                      'steps': 3,\n",
       "                      'stool': 1,\n",
       "                      'swarming': 1,\n",
       "                      'tall': 1,\n",
       "                      'tank': 1,\n",
       "                      'teeth': 1,\n",
       "                      'test': 1,\n",
       "                      'them': 3,\n",
       "                      'these': 1,\n",
       "                      'they': 1,\n",
       "                      'tidy': 1,\n",
       "                      'time': 1,\n",
       "                      'toward': 2,\n",
       "                      'turned': 1,\n",
       "                      'walked': 1,\n",
       "                      'weasley': 1,\n",
       "                      'were': 1,\n",
       "                      'whole': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1}),\n",
       "             'staring': Counter({'again': 1,\n",
       "                      'around': 1,\n",
       "                      'avoid': 1,\n",
       "                      'back': 2,\n",
       "                      'blank': 1,\n",
       "                      'clearing': 1,\n",
       "                      'dark': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 2,\n",
       "                      'eyes': 3,\n",
       "                      'faces': 1,\n",
       "                      'from': 1,\n",
       "                      'glass': 1,\n",
       "                      'glistening': 1,\n",
       "                      'great': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 2,\n",
       "                      'letter': 1,\n",
       "                      'light': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'over': 1,\n",
       "                      'question': 1,\n",
       "                      'raised': 1,\n",
       "                      'shadows': 1,\n",
       "                      'silent': 1,\n",
       "                      'slippers': 1,\n",
       "                      'stared': 1,\n",
       "                      'still': 3,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'though': 1,\n",
       "                      'three': 1,\n",
       "                      'transfixed': 1,\n",
       "                      'upright': 1,\n",
       "                      'what': 1,\n",
       "                      'window': 1,\n",
       "                      'windowsill': 1}),\n",
       "             'waiting': Counter({'b-but': 1,\n",
       "                      'barked': 1,\n",
       "                      'been': 2,\n",
       "                      'bidden': 1,\n",
       "                      'cold': 1,\n",
       "                      'common': 1,\n",
       "                      'door': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'engine': 1,\n",
       "                      'everyone': 1,\n",
       "                      'eyes': 1,\n",
       "                      'field': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'foot': 1,\n",
       "                      'forest': 1,\n",
       "                      'frogs': 1,\n",
       "                      'hocus-pocus': 1,\n",
       "                      'killers': 1,\n",
       "                      'next': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'pile': 1,\n",
       "                      'pretend': 1,\n",
       "                      'professor': 1,\n",
       "                      'room': 2,\n",
       "                      'said': 2,\n",
       "                      'something': 1,\n",
       "                      'teams': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'unwrapped': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'while': 1}),\n",
       "             'related': Counter({'pair': 1, 'were': 1}),\n",
       "             'pair': Counter({'binoculars': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'doors': 1,\n",
       "                      'double': 1,\n",
       "                      'found': 1,\n",
       "                      'galoshes': 1,\n",
       "                      'glasses': 1,\n",
       "                      'goblins': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hanger': 1,\n",
       "                      'holding': 1,\n",
       "                      'human': 1,\n",
       "                      'kitchen': 1,\n",
       "                      'large': 1,\n",
       "                      'like': 1,\n",
       "                      'people': 1,\n",
       "                      'protective': 1,\n",
       "                      'related': 1,\n",
       "                      'second': 1,\n",
       "                      'single': 1,\n",
       "                      'snitch': 1,\n",
       "                      'taken': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'thick': 1,\n",
       "                      'through': 1,\n",
       "                      'twin': 1,\n",
       "                      'uncle': 1,\n",
       "                      'under': 1,\n",
       "                      'waist': 1,\n",
       "                      'wear': 1,\n",
       "                      'well': 1}),\n",
       "             'asleep': Counter({'again': 1,\n",
       "                      'almost': 2,\n",
       "                      'cage': 1,\n",
       "                      'collapsed': 1,\n",
       "                      'dark': 1,\n",
       "                      'dudley': 1,\n",
       "                      'fallen': 2,\n",
       "                      'falling': 1,\n",
       "                      'fast': 6,\n",
       "                      'fell': 6,\n",
       "                      'flyin': 1,\n",
       "                      'front': 1,\n",
       "                      'harry': 1,\n",
       "                      'himself': 1,\n",
       "                      'jerked': 1,\n",
       "                      'keep': 2,\n",
       "                      'moment': 1,\n",
       "                      'name': 1,\n",
       "                      'neville': 1,\n",
       "                      'quickly': 1,\n",
       "                      'snowy': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'under': 1,\n",
       "                      'until': 1,\n",
       "                      'were': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1}),\n",
       "             'quickly': Counter({'added': 2,\n",
       "                      'almost': 1,\n",
       "                      'another': 2,\n",
       "                      'anyone': 1,\n",
       "                      'around': 2,\n",
       "                      'asleep': 1,\n",
       "                      'back': 2,\n",
       "                      'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'caught': 1,\n",
       "                      'cloak': 1,\n",
       "                      'closed': 1,\n",
       "                      'come': 2,\n",
       "                      'dived': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 2,\n",
       "                      'dressed': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursley': 1,\n",
       "                      'enough': 1,\n",
       "                      'faded': 1,\n",
       "                      'follow': 1,\n",
       "                      'following': 1,\n",
       "                      'found': 2,\n",
       "                      'from': 1,\n",
       "                      'getting': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 6,\n",
       "                      'hide': 1,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'landed': 1,\n",
       "                      'looked': 5,\n",
       "                      'looking': 1,\n",
       "                      'malfoy': 3,\n",
       "                      'more': 2,\n",
       "                      'noise': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'possible': 2,\n",
       "                      'pressed': 1,\n",
       "                      'robes': 1,\n",
       "                      'said': 3,\n",
       "                      'shut': 1,\n",
       "                      'sight': 1,\n",
       "                      'sony': 1,\n",
       "                      'spindly': 1,\n",
       "                      'standing': 1,\n",
       "                      'stopped': 1,\n",
       "                      'surprise': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'turned': 1,\n",
       "                      'walked': 1,\n",
       "                      'wanting': 1,\n",
       "                      'where': 2,\n",
       "                      'whimper': 1,\n",
       "                      'window': 2}),\n",
       "             'awake': Counter({'dursley': 1,\n",
       "                      'jerked': 1,\n",
       "                      'matter': 1,\n",
       "                      'much': 1,\n",
       "                      'petunia': 1,\n",
       "                      'shook': 1,\n",
       "                      'shrill': 1,\n",
       "                      'sitting': 1,\n",
       "                      'stayed': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'they': 1,\n",
       "                      'thought': 1,\n",
       "                      'turning': 1,\n",
       "                      'where': 1}),\n",
       "             'turning': Counter({'again': 1,\n",
       "                      'armchairs': 1,\n",
       "                      'awake': 1,\n",
       "                      'back': 1,\n",
       "                      'envelope': 1,\n",
       "                      'fireplace': 1,\n",
       "                      'giant': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'himself': 1,\n",
       "                      'into': 1,\n",
       "                      'know': 1,\n",
       "                      'lights': 1,\n",
       "                      'muttered': 1,\n",
       "                      'over': 3,\n",
       "                      'page': 1,\n",
       "                      'pile': 1,\n",
       "                      'pink': 1,\n",
       "                      'said': 2,\n",
       "                      'something': 1,\n",
       "                      'spawn': 1,\n",
       "                      'stamp': 1,\n",
       "                      'stare': 1,\n",
       "                      'teacups': 1,\n",
       "                      'then': 1,\n",
       "                      'ugly': 1,\n",
       "                      'were': 1,\n",
       "                      'without': 1}),\n",
       "             'comforting': Counter({'call': 1,\n",
       "                      'harry': 1,\n",
       "                      'last': 1,\n",
       "                      'thought': 1}),\n",
       "             'near': Counter({'again': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'armor': 1,\n",
       "                      'black-haired': 1,\n",
       "                      'brim': 1,\n",
       "                      'broom': 1,\n",
       "                      'came': 1,\n",
       "                      'come': 1,\n",
       "                      'compartment': 1,\n",
       "                      'enough': 1,\n",
       "                      'going': 1,\n",
       "                      'gold': 1,\n",
       "                      'here': 1,\n",
       "                      'just': 1,\n",
       "                      'kick': 1,\n",
       "                      'kitchens': 1,\n",
       "                      'midnight': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'never': 1,\n",
       "                      'nowhere': 1,\n",
       "                      'privately': 1,\n",
       "                      'seven': 1,\n",
       "                      'skulking': 1,\n",
       "                      'snape': 1,\n",
       "                      'started': 1,\n",
       "                      'station': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'third': 1,\n",
       "                      'train': 1,\n",
       "                      'twitched': 1,\n",
       "                      'while': 1}),\n",
       "             'kind': Counter({'ache': 1,\n",
       "                      'could': 1,\n",
       "                      'have': 1,\n",
       "                      'muggle': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'powerful': 1,\n",
       "                      'public': 1,\n",
       "                      'reached': 1,\n",
       "                      'smile': 1,\n",
       "                      'socks': 1,\n",
       "                      'strangely': 1,\n",
       "                      'tell': 1,\n",
       "                      'their': 2,\n",
       "                      'they': 1,\n",
       "                      'underground': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 2}),\n",
       "             'mixed': Counter({'anything': 1,\n",
       "                      'brandy': 1,\n",
       "                      'could': 1,\n",
       "                      'getting': 1,\n",
       "                      'oddball': 1,\n",
       "                      'professor': 1,\n",
       "                      'with': 2}),\n",
       "             'yawned': Counter({'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'loudly': 1,\n",
       "                      'turned': 1}),\n",
       "             'turned': Counter({'afford': 1,\n",
       "                      'again': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 1,\n",
       "                      'back': 2,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'blank': 1,\n",
       "                      'bottle': 1,\n",
       "                      'bright': 1,\n",
       "                      'broken': 1,\n",
       "                      'broomstick': 2,\n",
       "                      'cantered': 1,\n",
       "                      'card': 1,\n",
       "                      'castle': 1,\n",
       "                      'charlie': 1,\n",
       "                      'chips': 1,\n",
       "                      'choice': 1,\n",
       "                      'corner': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'door': 1,\n",
       "                      'doorstep': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'entrance': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 2,\n",
       "                      'fast': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'fumbling': 1,\n",
       "                      'godric': 1,\n",
       "                      'griphook': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 11,\n",
       "                      'head': 1,\n",
       "                      'heel': 1,\n",
       "                      'helmeted': 1,\n",
       "                      'hermione': 4,\n",
       "                      'hufflepuffs': 1,\n",
       "                      'insides': 1,\n",
       "                      'into': 3,\n",
       "                      'joke': 1,\n",
       "                      'just': 1,\n",
       "                      'knight': 1,\n",
       "                      'knows': 1,\n",
       "                      'lamplike': 1,\n",
       "                      'lead': 1,\n",
       "                      'left': 1,\n",
       "                      'legs': 1,\n",
       "                      'lesson': 1,\n",
       "                      'lessons': 1,\n",
       "                      'light': 1,\n",
       "                      'little': 1,\n",
       "                      'lock': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'magic': 1,\n",
       "                      'malfoy': 3,\n",
       "                      'mcgonagall': 3,\n",
       "                      'murmured': 1,\n",
       "                      'nastily': 1,\n",
       "                      'nasty': 1,\n",
       "                      'nodded': 1,\n",
       "                      'norris': 1,\n",
       "                      'other': 2,\n",
       "                      'others': 1,\n",
       "                      'outside': 1,\n",
       "                      'over': 3,\n",
       "                      'pepper': 1,\n",
       "                      'person': 1,\n",
       "                      'portrait': 1,\n",
       "                      'queen': 1,\n",
       "                      'quickly': 1,\n",
       "                      'rations': 1,\n",
       "                      'rest': 1,\n",
       "                      'right': 2,\n",
       "                      'safe': 1,\n",
       "                      'seat': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shivered': 1,\n",
       "                      'side': 1,\n",
       "                      'sight': 1,\n",
       "                      'slowly': 3,\n",
       "                      'smile': 1,\n",
       "                      'snape': 1,\n",
       "                      'somehow': 1,\n",
       "                      'started': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'table': 1,\n",
       "                      'talk': 1,\n",
       "                      'teacher': 1,\n",
       "                      'their': 2,\n",
       "                      'then': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'thousand': 1,\n",
       "                      'times': 1,\n",
       "                      'toward': 1,\n",
       "                      'twins': 1,\n",
       "                      'twisted': 1,\n",
       "                      'unluckily': 1,\n",
       "                      'usual': 1,\n",
       "                      'very': 2,\n",
       "                      'village': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'walked': 2,\n",
       "                      'weather': 1,\n",
       "                      'welcome': 1,\n",
       "                      'when': 2,\n",
       "                      'wherever': 1,\n",
       "                      'which': 2,\n",
       "                      'white': 1,\n",
       "                      'wood': 1,\n",
       "                      'worked': 1,\n",
       "                      'worst': 1,\n",
       "                      'yawned': 1}),\n",
       "             'affect': Counter({'could': 1, 'them': 1}),\n",
       "             'wrong': Counter({'anything': 1,\n",
       "                      'been': 1,\n",
       "                      'doing': 1,\n",
       "                      'done': 1,\n",
       "                      'dursley': 1,\n",
       "                      'even': 1,\n",
       "                      'fourteen': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 1,\n",
       "                      'managed': 1,\n",
       "                      'powerful': 1,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'showed': 1,\n",
       "                      'shut': 1,\n",
       "                      'side': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'sort': 2,\n",
       "                      'tell': 1,\n",
       "                      'tellin': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'very': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'with': 4,\n",
       "                      'worse': 1,\n",
       "                      'years': 1,\n",
       "                      'yehve': 1}),\n",
       "             'drifting': Counter({'been': 1, 'into': 1}),\n",
       "             'sleep': Counter({'back': 1,\n",
       "                      'could': 3,\n",
       "                      'deep': 1,\n",
       "                      'first': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'going': 1,\n",
       "                      'grunted': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'house': 1,\n",
       "                      'late': 1,\n",
       "                      'needed': 2,\n",
       "                      'night': 2,\n",
       "                      'owlery': 1,\n",
       "                      'pulled': 1,\n",
       "                      'said': 1,\n",
       "                      'shivered': 1,\n",
       "                      'should': 1,\n",
       "                      'some': 1,\n",
       "                      'straight': 1,\n",
       "                      'tried': 1,\n",
       "                      'truth': 1,\n",
       "                      'uneasy': 1,\n",
       "                      'wall': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 1,\n",
       "                      'your': 1}),\n",
       "             'showing': Counter({'about': 1,\n",
       "                      'banner': 1,\n",
       "                      'fingers': 1,\n",
       "                      'neville': 1,\n",
       "                      'outside': 1,\n",
       "                      'people': 1,\n",
       "                      'pointed': 1,\n",
       "                      'said': 1,\n",
       "                      'sign': 1,\n",
       "                      'slytherin': 2,\n",
       "                      'them': 2,\n",
       "                      'were': 1}),\n",
       "             'sleepiness': Counter({'sign': 1, 'sitting': 1}),\n",
       "             'statue': Counter({'behind': 1,\n",
       "                      'every': 1,\n",
       "                      'eyes': 1,\n",
       "                      'gregory': 1,\n",
       "                      'shadow': 1,\n",
       "                      'still': 2,\n",
       "                      'think': 1}),\n",
       "             'fixed': Counter({'door': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'eyes': 3,\n",
       "                      'harry': 2,\n",
       "                      'ollivander': 1,\n",
       "                      'rather': 1,\n",
       "                      'unblinkingly': 1,\n",
       "                      'woman': 1}),\n",
       "             'unblinkingly': Counter({'corner': 1,\n",
       "                      'fixed': 1,\n",
       "                      'stared': 1,\n",
       "                      'upward': 1}),\n",
       "             'quiver': Counter({'arrows': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'much': 1,\n",
       "                      'percy': 1,\n",
       "                      'seemed': 1,\n",
       "                      'when': 1}),\n",
       "             'slammed': Counter({'arms': 1,\n",
       "                      'door': 5,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'next': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'vernon': 1}),\n",
       "             'swooped': Counter({'cursing': 1,\n",
       "                      'down': 1,\n",
       "                      'dropped': 1,\n",
       "                      'feeling': 1,\n",
       "                      'goal': 1,\n",
       "                      'loudly': 1,\n",
       "                      'more': 1,\n",
       "                      'open': 1,\n",
       "                      'over': 1,\n",
       "                      'overhead': 1,\n",
       "                      'owls': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'they': 1,\n",
       "                      'what': 1}),\n",
       "             'midnight': Counter({'around': 1,\n",
       "                      'before': 1,\n",
       "                      'chimed': 1,\n",
       "                      'duel': 1,\n",
       "                      'ickle': 1,\n",
       "                      'knew': 1,\n",
       "                      'learn': 1,\n",
       "                      'lighted': 1,\n",
       "                      'near': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nine': 1,\n",
       "                      'over': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'saturday': 3,\n",
       "                      'sweat': 1,\n",
       "                      'ticked': 1,\n",
       "                      'tower': 1,\n",
       "                      'wednesday': 1,\n",
       "                      'when': 1}),\n",
       "             'appeared': Counter({'blocks': 1,\n",
       "                      'corner': 1,\n",
       "                      'crack': 1,\n",
       "                      'desserts': 1,\n",
       "                      'face': 1,\n",
       "                      'feast': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'floating': 1,\n",
       "                      'from': 1,\n",
       "                      'grew': 1,\n",
       "                      'hole': 1,\n",
       "                      'leading': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mouth': 1,\n",
       "                      'moved': 1,\n",
       "                      'neville': 1,\n",
       "                      'nowhere': 1,\n",
       "                      'open': 1,\n",
       "                      'pale': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'tinge': 1,\n",
       "                      'watching': 1}),\n",
       "             'watching': Counter({'anyone': 2,\n",
       "                      'appeared': 1,\n",
       "                      'been': 2,\n",
       "                      'cloak': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'everyone': 1,\n",
       "                      'eyes': 1,\n",
       "                      'feet': 1,\n",
       "                      'fields': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'house': 2,\n",
       "                      'imagined': 1,\n",
       "                      'other': 1,\n",
       "                      'others': 1,\n",
       "                      'people': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quiz': 1,\n",
       "                      'sadly': 2,\n",
       "                      'seamus': 1,\n",
       "                      'seemed': 1,\n",
       "                      'spying': 1,\n",
       "                      'stretched': 1,\n",
       "                      'terrified': 1,\n",
       "                      'them': 2,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'time': 1,\n",
       "                      'were': 1}),\n",
       "             'silently': Counter({'dressed': 1,\n",
       "                      'gliding': 1,\n",
       "                      'have': 2,\n",
       "                      'mcgonagall': 1,\n",
       "                      'moved': 1,\n",
       "                      'must': 1,\n",
       "                      'nodded': 1,\n",
       "                      'over': 1,\n",
       "                      'placed': 1,\n",
       "                      'scurried': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'toward': 1,\n",
       "                      'wherever': 1}),\n",
       "             'popped': Counter({'golden-brown': 1,\n",
       "                      'ground': 1,\n",
       "                      'just': 1,\n",
       "                      'smiled': 1}),\n",
       "             'tail': Counter({'bandaged': 1,\n",
       "                      'banged': 1,\n",
       "                      'curly': 1,\n",
       "                      'feather': 1,\n",
       "                      'feathers': 1,\n",
       "                      'ground': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 1,\n",
       "                      'horn': 1,\n",
       "                      'jabbed': 2,\n",
       "                      'little': 1,\n",
       "                      'long': 1,\n",
       "                      'neat': 1,\n",
       "                      'phoenix': 1,\n",
       "                      'poking': 1,\n",
       "                      'reddish': 1,\n",
       "                      'removed': 1,\n",
       "                      'ruddy': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'sign': 1,\n",
       "                      'snape': 1,\n",
       "                      'think': 1,\n",
       "                      'twitched': 1,\n",
       "                      'wall': 1,\n",
       "                      'when': 2,\n",
       "                      'whose': 1}),\n",
       "             'twitched': Counter({'beard': 1,\n",
       "                      'eyes': 1,\n",
       "                      'growled': 1,\n",
       "                      'lips': 1,\n",
       "                      'moment': 1,\n",
       "                      'near': 1,\n",
       "                      'tail': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'weak': 1}),\n",
       "             'narrowed': Counter({'eyes': 1,\n",
       "                      'nothing': 1,\n",
       "                      'toward': 1,\n",
       "                      'wicked': 1}),\n",
       "             'tall': Counter({'almost': 1,\n",
       "                      'anyone': 1,\n",
       "                      'black-haired': 1,\n",
       "                      'drive': 1,\n",
       "                      'feet': 1,\n",
       "                      'front': 1,\n",
       "                      'ghost': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'next': 1,\n",
       "                      'normal': 1,\n",
       "                      'once': 1,\n",
       "                      'skin': 1,\n",
       "                      'sleek': 1,\n",
       "                      'sons': 1,\n",
       "                      'suit': 1,\n",
       "                      'thin': 3,\n",
       "                      'time': 1,\n",
       "                      'twice': 2,\n",
       "                      'twins': 1,\n",
       "                      'witch': 1,\n",
       "                      'with': 1}),\n",
       "             'judging': Counter({'silver': 1, 'very': 1}),\n",
       "             'silver': Counter({'badge': 1,\n",
       "                      'beard': 1,\n",
       "                      'became': 1,\n",
       "                      'black': 2,\n",
       "                      'blast': 1,\n",
       "                      'blood': 1,\n",
       "                      'boats': 1,\n",
       "                      'celebrate': 1,\n",
       "                      'cigarette': 1,\n",
       "                      'columns': 1,\n",
       "                      'dappled': 1,\n",
       "                      'doors': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'eleven': 1,\n",
       "                      'examined': 1,\n",
       "                      'fastenings': 1,\n",
       "                      'flowing': 1,\n",
       "                      'fluttering': 1,\n",
       "                      'gold': 2,\n",
       "                      'gone': 1,\n",
       "                      'green': 1,\n",
       "                      'hair': 3,\n",
       "                      'heaps': 1,\n",
       "                      'instruments': 1,\n",
       "                      'judging': 1,\n",
       "                      'large': 1,\n",
       "                      'like': 1,\n",
       "                      'mainly': 1,\n",
       "                      'markings': 1,\n",
       "                      'misty': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'peas': 1,\n",
       "                      'pewter': 1,\n",
       "                      'pointy': 1,\n",
       "                      'probably': 1,\n",
       "                      'put-outer': 1,\n",
       "                      'ready': 1,\n",
       "                      'scarlet': 1,\n",
       "                      'seemed': 1,\n",
       "                      'self-stirring': 1,\n",
       "                      'seventeen': 1,\n",
       "                      'shiny': 1,\n",
       "                      'sickle': 1,\n",
       "                      'sickles': 2,\n",
       "                      'strange': 1,\n",
       "                      'teeth': 1,\n",
       "                      'that': 2,\n",
       "                      'this': 1,\n",
       "                      'through': 1,\n",
       "                      'took': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'volume': 1,\n",
       "                      'whistle': 1,\n",
       "                      'wings': 1,\n",
       "                      'winked': 1,\n",
       "                      'with': 2}),\n",
       "             'hair': Counter({'barked': 1,\n",
       "                      'bathrobe': 1,\n",
       "                      'beard': 4,\n",
       "                      'black': 4,\n",
       "                      'blond': 1,\n",
       "                      'bright': 1,\n",
       "                      'brown': 1,\n",
       "                      'dark': 1,\n",
       "                      'difference': 1,\n",
       "                      'drawn': 1,\n",
       "                      'dudley': 1,\n",
       "                      'each': 1,\n",
       "                      'eight': 1,\n",
       "                      'exactly': 1,\n",
       "                      'eyes': 2,\n",
       "                      'face': 1,\n",
       "                      'find': 1,\n",
       "                      'fixing': 1,\n",
       "                      'flaming': 1,\n",
       "                      'flatten': 1,\n",
       "                      'freckles': 1,\n",
       "                      'giant': 1,\n",
       "                      'glasses': 1,\n",
       "                      'going': 1,\n",
       "                      'gray': 1,\n",
       "                      'have': 1,\n",
       "                      'hooked': 1,\n",
       "                      'jet-black': 1,\n",
       "                      'loss': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mane': 1,\n",
       "                      'nearly': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'palomino': 1,\n",
       "                      'potions': 1,\n",
       "                      'rather': 1,\n",
       "                      'revenges': 1,\n",
       "                      'robes': 1,\n",
       "                      'sandy': 1,\n",
       "                      'scissors': 1,\n",
       "                      'shall': 1,\n",
       "                      'short': 1,\n",
       "                      'silver': 3,\n",
       "                      'simply': 1,\n",
       "                      'sweaty': 1,\n",
       "                      'tail': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'through': 2,\n",
       "                      'under': 1,\n",
       "                      'unicorn': 2,\n",
       "                      'very': 1,\n",
       "                      'wearing': 1,\n",
       "                      'whistle': 1,\n",
       "                      'white-blond': 1,\n",
       "                      'wild': 1,\n",
       "                      'with': 3,\n",
       "                      'yellow': 1,\n",
       "                      'your': 2}),\n",
       "             'beard': Counter({'below': 1,\n",
       "                      'could': 1,\n",
       "                      'eyebrows': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hair': 4,\n",
       "                      'harry': 2,\n",
       "                      'into': 1,\n",
       "                      'most': 1,\n",
       "                      'mustache': 1,\n",
       "                      'pointed': 1,\n",
       "                      \"shouldn'ta\": 1,\n",
       "                      'silver': 1,\n",
       "                      'stroked': 1,\n",
       "                      'tangled': 1,\n",
       "                      'that': 1,\n",
       "                      'twitched': 1,\n",
       "                      'which': 1,\n",
       "                      'wild': 1,\n",
       "                      'with': 1}),\n",
       "             'both': Counter({'angry': 1,\n",
       "                      'boys': 1,\n",
       "                      'breath': 1,\n",
       "                      'brought': 1,\n",
       "                      'came': 1,\n",
       "                      'croaked': 1,\n",
       "                      'dentists': 1,\n",
       "                      'door': 1,\n",
       "                      'down': 1,\n",
       "                      'feet': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hands': 3,\n",
       "                      'harry': 3,\n",
       "                      'heads': 1,\n",
       "                      'hermione': 1,\n",
       "                      'landing': 1,\n",
       "                      'leapt': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'looking': 1,\n",
       "                      'made': 1,\n",
       "                      'making': 1,\n",
       "                      'mine': 1,\n",
       "                      'much': 1,\n",
       "                      'passed': 1,\n",
       "                      'said': 6,\n",
       "                      'send': 1,\n",
       "                      'shocked': 1,\n",
       "                      'shut': 1,\n",
       "                      'sounding': 1,\n",
       "                      'still': 1,\n",
       "                      'surprise': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 7,\n",
       "                      'they': 4,\n",
       "                      'thinking': 1,\n",
       "                      'tightly': 1,\n",
       "                      'took': 1,\n",
       "                      'vaults': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 3}),\n",
       "             'long': Counter({'after': 2,\n",
       "                      'alive': 1,\n",
       "                      'animals': 1,\n",
       "                      'another': 1,\n",
       "                      'arms': 1,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'beautiful': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'black': 3,\n",
       "                      'boastful': 1,\n",
       "                      'body': 1,\n",
       "                      'both': 1,\n",
       "                      'bundled': 1,\n",
       "                      'carrying': 1,\n",
       "                      'confiscated': 1,\n",
       "                      'could': 2,\n",
       "                      'counter': 1,\n",
       "                      'creepers': 1,\n",
       "                      'crooked': 2,\n",
       "                      'disturb': 1,\n",
       "                      'down': 1,\n",
       "                      'drink': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'during': 1,\n",
       "                      'ears': 1,\n",
       "                      'enough': 2,\n",
       "                      'fang': 1,\n",
       "                      'feet': 1,\n",
       "                      'fingers': 2,\n",
       "                      'four': 1,\n",
       "                      'gallery': 1,\n",
       "                      'glasses': 1,\n",
       "                      'going': 1,\n",
       "                      'golden': 1,\n",
       "                      'gone': 2,\n",
       "                      'hairy': 1,\n",
       "                      'handle': 1,\n",
       "                      'have': 1,\n",
       "                      'hidden': 1,\n",
       "                      'holding': 1,\n",
       "                      'hours': 1,\n",
       "                      'inches': 2,\n",
       "                      'just': 1,\n",
       "                      'lightning': 1,\n",
       "                      'liked': 2,\n",
       "                      'line': 1,\n",
       "                      'magic': 1,\n",
       "                      'moleskin': 1,\n",
       "                      'moment': 1,\n",
       "                      'morning': 1,\n",
       "                      'mother': 1,\n",
       "                      'nice': 2,\n",
       "                      'nose': 1,\n",
       "                      'once': 1,\n",
       "                      'pinned': 1,\n",
       "                      'pipe': 1,\n",
       "                      'pointed': 1,\n",
       "                      'poked': 1,\n",
       "                      'potter': 1,\n",
       "                      'pulled': 1,\n",
       "                      'purple': 1,\n",
       "                      'quill': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'read': 1,\n",
       "                      'reddish': 1,\n",
       "                      'robe': 1,\n",
       "                      'robes': 1,\n",
       "                      'roll': 1,\n",
       "                      'room': 1,\n",
       "                      'ruffled-looking': 1,\n",
       "                      'sadness': 1,\n",
       "                      'safe': 2,\n",
       "                      'search': 1,\n",
       "                      'shaggy': 1,\n",
       "                      'silence': 1,\n",
       "                      'slender': 1,\n",
       "                      'slipped': 1,\n",
       "                      'smoking': 1,\n",
       "                      'snout': 1,\n",
       "                      'stay': 1,\n",
       "                      'stick': 1,\n",
       "                      'stood': 1,\n",
       "                      'swishy': 1,\n",
       "                      'table': 1,\n",
       "                      'tables': 1,\n",
       "                      'tail': 1,\n",
       "                      'tangles': 1,\n",
       "                      'tape': 1,\n",
       "                      'teeth': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'thin': 3,\n",
       "                      'through': 1,\n",
       "                      'tightly': 1,\n",
       "                      'time': 3,\n",
       "                      'told': 1,\n",
       "                      'took': 3,\n",
       "                      'troll': 1,\n",
       "                      'trying': 1,\n",
       "                      'very': 4,\n",
       "                      'waggled': 1,\n",
       "                      'waving': 1,\n",
       "                      'wearing': 1,\n",
       "                      'were': 1,\n",
       "                      'white': 1,\n",
       "                      'wild': 1,\n",
       "                      'wiping': 1,\n",
       "                      'with': 3,\n",
       "                      'without': 2,\n",
       "                      'wonder': 1,\n",
       "                      'wood': 1,\n",
       "                      'worse': 1,\n",
       "                      'years': 1,\n",
       "                      'your': 1}),\n",
       "             'enough': Counter({'about': 1,\n",
       "                      'been': 1,\n",
       "                      'brave': 2,\n",
       "                      'cloaks': 1,\n",
       "                      'come': 1,\n",
       "                      'couple': 1,\n",
       "                      'cover': 1,\n",
       "                      'cream': 1,\n",
       "                      'creepy': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'drink': 1,\n",
       "                      'dunno': 2,\n",
       "                      'easy': 2,\n",
       "                      'elixir': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fascinating': 1,\n",
       "                      'fast': 2,\n",
       "                      'force': 1,\n",
       "                      'ginny': 1,\n",
       "                      'good': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'happened': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 4,\n",
       "                      'hear': 2,\n",
       "                      'help': 2,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'human': 2,\n",
       "                      'keep': 1,\n",
       "                      'knows': 1,\n",
       "                      'large': 1,\n",
       "                      'long': 2,\n",
       "                      'look': 1,\n",
       "                      'magic': 2,\n",
       "                      'make': 1,\n",
       "                      'near': 1,\n",
       "                      'nibble': 1,\n",
       "                      'only': 1,\n",
       "                      'pain': 1,\n",
       "                      'poking': 1,\n",
       "                      'questions': 1,\n",
       "                      'quick': 1,\n",
       "                      'quickly': 1,\n",
       "                      'reflection': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 2,\n",
       "                      'should': 1,\n",
       "                      'socks': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'space': 1,\n",
       "                      'stormed': 1,\n",
       "                      'strength': 1,\n",
       "                      'strong': 1,\n",
       "                      'sure': 1,\n",
       "                      'taught': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 2,\n",
       "                      'trusted': 1,\n",
       "                      'tuck': 1,\n",
       "                      'turn': 1,\n",
       "                      'understand': 1,\n",
       "                      'unfortunate': 1,\n",
       "                      'wake': 1,\n",
       "                      'weasley': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'while': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'working': 1,\n",
       "                      'would': 1,\n",
       "                      'youth': 1}),\n",
       "             'tuck': Counter({'enough': 1, 'into': 1}),\n",
       "             'belt': Counter({'into': 1, 'wearing': 1}),\n",
       "             'robes': Counter({'above': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anyway': 1,\n",
       "                      'barely': 1,\n",
       "                      'bill': 1,\n",
       "                      'black': 3,\n",
       "                      'change': 1,\n",
       "                      'charlie': 1,\n",
       "                      'dropped': 1,\n",
       "                      'emerald-green': 1,\n",
       "                      'face': 1,\n",
       "                      'gets': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 2,\n",
       "                      'hogwarts': 2,\n",
       "                      'holding': 1,\n",
       "                      'just': 1,\n",
       "                      'long': 1,\n",
       "                      'madam': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'malkin': 1,\n",
       "                      'neville': 1,\n",
       "                      'occasions': 1,\n",
       "                      'over': 2,\n",
       "                      'picked': 1,\n",
       "                      'pocket': 1,\n",
       "                      'provoked': 1,\n",
       "                      'pulled': 1,\n",
       "                      'purple': 1,\n",
       "                      'putting': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quidditch': 2,\n",
       "                      'selling': 1,\n",
       "                      'shops': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snape': 1,\n",
       "                      'stained': 1,\n",
       "                      'stood': 1,\n",
       "                      'their': 1,\n",
       "                      'took': 1,\n",
       "                      'were': 1,\n",
       "                      'whipped': 1,\n",
       "                      'wizard': 2,\n",
       "                      'work': 1,\n",
       "                      'your': 1}),\n",
       "             'purple': Counter({'cloak': 1,\n",
       "                      'coat': 1,\n",
       "                      'cushion': 1,\n",
       "                      'deep': 1,\n",
       "                      'either': 1,\n",
       "                      'face': 2,\n",
       "                      'faded': 1,\n",
       "                      'fire': 1,\n",
       "                      'firecrackers': 1,\n",
       "                      'flames': 1,\n",
       "                      'harry': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 2,\n",
       "                      'long': 1,\n",
       "                      'robes': 1,\n",
       "                      'same': 1,\n",
       "                      'seal': 1,\n",
       "                      'several': 1,\n",
       "                      'through': 3,\n",
       "                      'train': 1,\n",
       "                      'turban': 1,\n",
       "                      'went': 1}),\n",
       "             'swept': Counter({'around': 1,\n",
       "                      'boils': 1,\n",
       "                      'ground': 1,\n",
       "                      'that': 1}),\n",
       "             'high-heeled': Counter({'buckled': 1, 'ground': 1}),\n",
       "             'buckled': Counter({'boots': 1, 'high-heeled': 1}),\n",
       "             'boots': Counter({'beaverskin': 1,\n",
       "                      'blue': 1,\n",
       "                      'buckled': 1,\n",
       "                      'have': 1,\n",
       "                      'huge': 1,\n",
       "                      'leather': 1,\n",
       "                      'name': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'unwelcome': 1,\n",
       "                      'were': 1}),\n",
       "             'blue': Counter({'astonishingly': 1,\n",
       "                      'boots': 1,\n",
       "                      'bright': 4,\n",
       "                      'cloud': 1,\n",
       "                      'eyes': 3,\n",
       "                      'fire': 1,\n",
       "                      'flames': 1,\n",
       "                      'forget-me-not': 1,\n",
       "                      'kept': 1,\n",
       "                      'note': 1,\n",
       "                      'smoke': 1,\n",
       "                      'sweaters': 1,\n",
       "                      'teacher': 1,\n",
       "                      'there': 1,\n",
       "                      'watery': 1,\n",
       "                      'wearing': 1,\n",
       "                      'wings': 1}),\n",
       "             'bright': Counter({'across': 1,\n",
       "                      'ball': 1,\n",
       "                      'blue': 4,\n",
       "                      'clouds': 1,\n",
       "                      'cold': 1,\n",
       "                      'glass': 1,\n",
       "                      'gold': 1,\n",
       "                      'green': 2,\n",
       "                      'hair': 1,\n",
       "                      'light': 1,\n",
       "                      'mars': 3,\n",
       "                      'moon': 1,\n",
       "                      'powders': 1,\n",
       "                      'roots': 1,\n",
       "                      'something': 1,\n",
       "                      'sparkling': 1,\n",
       "                      'them': 1,\n",
       "                      'tonight': 3,\n",
       "                      'took': 1,\n",
       "                      'turned': 1,\n",
       "                      'unusually': 1,\n",
       "                      'very': 1,\n",
       "                      'walnut': 1,\n",
       "                      'went': 1,\n",
       "                      'white': 1,\n",
       "                      'with': 1,\n",
       "                      'words': 1,\n",
       "                      'yeah': 1}),\n",
       "             'sparkling': Counter({'behind': 1,\n",
       "                      'bright': 1,\n",
       "                      'clean': 1,\n",
       "                      'some': 1,\n",
       "                      'starry': 1,\n",
       "                      'them': 1,\n",
       "                      'windows': 1,\n",
       "                      'with': 1}),\n",
       "             'behind': Counter({'-and': 1,\n",
       "                      'able': 1,\n",
       "                      'after': 1,\n",
       "                      'along': 2,\n",
       "                      'armchair': 1,\n",
       "                      'arms': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 3,\n",
       "                      'bane': 1,\n",
       "                      'binns': 1,\n",
       "                      'black': 1,\n",
       "                      'body': 1,\n",
       "                      'castle': 1,\n",
       "                      'caught': 1,\n",
       "                      'chessboard': 1,\n",
       "                      'cloak': 1,\n",
       "                      'close': 3,\n",
       "                      'counter': 1,\n",
       "                      'crash': 1,\n",
       "                      'door': 5,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fallen': 1,\n",
       "                      'felt': 1,\n",
       "                      'fine': 1,\n",
       "                      'footsteps': 1,\n",
       "                      'from': 8,\n",
       "                      'galloping': 1,\n",
       "                      'glass': 1,\n",
       "                      'goyle': 1,\n",
       "                      'greenhouses': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'half-moon': 1,\n",
       "                      'harry': 4,\n",
       "                      'hidden': 1,\n",
       "                      'hide': 1,\n",
       "                      'hiding': 1,\n",
       "                      'high': 1,\n",
       "                      'hooves': 1,\n",
       "                      'invisible': 1,\n",
       "                      'jump': 1,\n",
       "                      'just': 2,\n",
       "                      'kicked': 1,\n",
       "                      'large': 1,\n",
       "                      'leaving': 1,\n",
       "                      'left': 1,\n",
       "                      'lies': 1,\n",
       "                      'line': 1,\n",
       "                      'little': 1,\n",
       "                      'locked': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 2,\n",
       "                      'make': 1,\n",
       "                      'maybe': 1,\n",
       "                      'miles': 1,\n",
       "                      'mirror': 1,\n",
       "                      'miserably': 1,\n",
       "                      'mother': 1,\n",
       "                      'neville': 1,\n",
       "                      'paper': 1,\n",
       "                      'path': 1,\n",
       "                      'people': 2,\n",
       "                      'quickly': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'really': 1,\n",
       "                      'reflected': 1,\n",
       "                      'reflection': 1,\n",
       "                      'right': 3,\n",
       "                      'ronan': 1,\n",
       "                      'room': 2,\n",
       "                      'rushed': 1,\n",
       "                      'screamed': 1,\n",
       "                      'shivering': 1,\n",
       "                      'shout': 1,\n",
       "                      'shut': 1,\n",
       "                      'sitting': 1,\n",
       "                      'sliding': 1,\n",
       "                      'sneak': 1,\n",
       "                      'sneaked': 1,\n",
       "                      'sniggered': 1,\n",
       "                      'something': 1,\n",
       "                      'sparkling': 1,\n",
       "                      'sprang': 1,\n",
       "                      'standing': 1,\n",
       "                      'statue': 1,\n",
       "                      'stood': 1,\n",
       "                      'stools': 1,\n",
       "                      'table': 1,\n",
       "                      'teachers': 1,\n",
       "                      'terrified': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 3,\n",
       "                      'them': 12,\n",
       "                      'they': 2,\n",
       "                      'three-thirty': 1,\n",
       "                      'times': 1,\n",
       "                      'towering': 1,\n",
       "                      'trash': 1,\n",
       "                      'tree': 1,\n",
       "                      'trees': 1,\n",
       "                      'troll': 1,\n",
       "                      'turned': 1,\n",
       "                      'uncle': 2,\n",
       "                      'wall': 1,\n",
       "                      'walls': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'whipped': 1,\n",
       "                      'white': 1,\n",
       "                      'wild': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 3,\n",
       "                      'wrought-iron': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'half-moon': Counter({'behind': 1,\n",
       "                      'glasses': 1,\n",
       "                      'over': 1,\n",
       "                      'spectacles': 1}),\n",
       "             'spectacles': Counter({'beneath': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'half-moon': 1,\n",
       "                      'nose': 1}),\n",
       "             'nose': Counter({'against': 1,\n",
       "                      'almost': 1,\n",
       "                      'already': 1,\n",
       "                      'back': 1,\n",
       "                      'blew': 2,\n",
       "                      'breaking': 1,\n",
       "                      'broke': 1,\n",
       "                      'covered': 1,\n",
       "                      'crooked': 1,\n",
       "                      'flowing': 1,\n",
       "                      'geroff': 1,\n",
       "                      'harry': 5,\n",
       "                      'hooked': 1,\n",
       "                      'knocked': 1,\n",
       "                      'know': 1,\n",
       "                      'long': 1,\n",
       "                      'mark': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nose': 2,\n",
       "                      'only': 2,\n",
       "                      'open': 1,\n",
       "                      'over': 1,\n",
       "                      'pointed': 1,\n",
       "                      'pressed': 2,\n",
       "                      'professor': 1,\n",
       "                      'punch': 1,\n",
       "                      'punched': 1,\n",
       "                      'reply': 1,\n",
       "                      'rubbing': 1,\n",
       "                      'said': 1,\n",
       "                      'sallow': 1,\n",
       "                      'scratching': 1,\n",
       "                      'screech': 1,\n",
       "                      'sent': 1,\n",
       "                      'smudged': 1,\n",
       "                      'spectacles': 1,\n",
       "                      'still': 1,\n",
       "                      'suggested': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 1,\n",
       "                      'troll': 1,\n",
       "                      'twins': 1,\n",
       "                      'very': 1,\n",
       "                      'wand': 1,\n",
       "                      'wiped': 1,\n",
       "                      'with': 3,\n",
       "                      'wood': 1,\n",
       "                      'wrinkled': 1,\n",
       "                      'youngest': 1,\n",
       "                      'your': 3}),\n",
       "             'crooked': Counter({'long': 2, 'nose': 1, 'though': 1}),\n",
       "             'broken': Counter({'already': 1,\n",
       "                      'been': 1,\n",
       "                      'clothes': 1,\n",
       "                      'couple': 1,\n",
       "                      'easy': 1,\n",
       "                      'figg': 2,\n",
       "                      'glasses': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'jaws': 1,\n",
       "                      'least': 1,\n",
       "                      'month-old': 1,\n",
       "                      'rules': 1,\n",
       "                      'silence': 1,\n",
       "                      'sound': 1,\n",
       "                      'take': 1,\n",
       "                      'tripping': 1,\n",
       "                      'turned': 1,\n",
       "                      'video': 1,\n",
       "                      'white': 1,\n",
       "                      'wrist': 1,\n",
       "                      'your': 1}),\n",
       "             'least': Counter({'before': 1,\n",
       "                      'broken': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 1,\n",
       "                      'found': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'much': 1,\n",
       "                      'night': 1,\n",
       "                      'normal': 1,\n",
       "                      'others': 1,\n",
       "                      'piers': 1,\n",
       "                      'prefects': 1,\n",
       "                      'said': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 1,\n",
       "                      'twice': 1,\n",
       "                      'very': 1,\n",
       "                      'visit': 1,\n",
       "                      'wake': 1,\n",
       "                      'want': 1,\n",
       "                      'were': 1}),\n",
       "             'albus': Counter({'ages': 1,\n",
       "                      'believe': 1,\n",
       "                      'chair': 1,\n",
       "                      'dumbled': 1,\n",
       "                      'dumbledore': 11,\n",
       "                      'ever': 1,\n",
       "                      'face': 1,\n",
       "                      'headmaster': 1,\n",
       "                      'name': 2,\n",
       "                      'read': 1,\n",
       "                      'than': 1}),\n",
       "             'dumbledore': Counter({'about': 1,\n",
       "                      'again': 1,\n",
       "                      'albus': 11,\n",
       "                      'another': 1,\n",
       "                      'anyway': 1,\n",
       "                      'around': 2,\n",
       "                      'arrived': 1,\n",
       "                      'asked': 1,\n",
       "                      'beaming': 1,\n",
       "                      'became': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'believes': 1,\n",
       "                      'bend': 1,\n",
       "                      'betray': 1,\n",
       "                      'blimey': 1,\n",
       "                      'bowed': 1,\n",
       "                      'bristol': 1,\n",
       "                      'business': 1,\n",
       "                      'called': 1,\n",
       "                      'calmly': 1,\n",
       "                      'card': 1,\n",
       "                      'certainly': 1,\n",
       "                      'chair': 1,\n",
       "                      'chuckle': 1,\n",
       "                      'close': 1,\n",
       "                      'come': 2,\n",
       "                      'conducted': 1,\n",
       "                      'contact': 1,\n",
       "                      'convinced': 1,\n",
       "                      'could': 2,\n",
       "                      'cried': 1,\n",
       "                      'currently': 1,\n",
       "                      'dead': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'dreamily': 1,\n",
       "                      'enjoys': 1,\n",
       "                      'even': 1,\n",
       "                      'everything': 1,\n",
       "                      'except': 1,\n",
       "                      'eyed': 2,\n",
       "                      'eyes': 2,\n",
       "                      'face': 1,\n",
       "                      'feet': 1,\n",
       "                      'finally': 1,\n",
       "                      'firmly': 1,\n",
       "                      'fixed': 2,\n",
       "                      'flamel': 1,\n",
       "                      'flinched': 1,\n",
       "                      'fortunately': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'frowning': 1,\n",
       "                      'funny': 1,\n",
       "                      'gave': 3,\n",
       "                      'gently': 2,\n",
       "                      'gingerly': 1,\n",
       "                      'given': 2,\n",
       "                      'glance': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 3,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'great': 1,\n",
       "                      'grounds': 1,\n",
       "                      'guard': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 5,\n",
       "                      'hate': 1,\n",
       "                      'have': 3,\n",
       "                      'hear': 1,\n",
       "                      'heard': 1,\n",
       "                      'hedwig': 2,\n",
       "                      'here': 2,\n",
       "                      'himself': 2,\n",
       "                      'hogwarts': 1,\n",
       "                      'hope': 1,\n",
       "                      'however': 2,\n",
       "                      'hummed': 1,\n",
       "                      'hurt': 1,\n",
       "                      'into': 1,\n",
       "                      'invented': 1,\n",
       "                      'keep': 1,\n",
       "                      'keeping': 1,\n",
       "                      'laughter': 1,\n",
       "                      'leave': 1,\n",
       "                      'left': 2,\n",
       "                      'lent': 1,\n",
       "                      'lets': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 1,\n",
       "                      'lived': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looking': 1,\n",
       "                      'march': 1,\n",
       "                      'means': 1,\n",
       "                      'might': 1,\n",
       "                      'minister': 1,\n",
       "                      'moment': 1,\n",
       "                      'morgana': 1,\n",
       "                      'myself': 1,\n",
       "                      'need': 1,\n",
       "                      'needs': 1,\n",
       "                      'never': 1,\n",
       "                      'nicolas': 1,\n",
       "                      'nodded': 1,\n",
       "                      'nodding': 1,\n",
       "                      'office': 1,\n",
       "                      'only': 4,\n",
       "                      'order': 1,\n",
       "                      'orders': 1,\n",
       "                      'particularly': 1,\n",
       "                      'pavement': 1,\n",
       "                      'pelts': 1,\n",
       "                      'place': 1,\n",
       "                      'point': 1,\n",
       "                      'professor': 25,\n",
       "                      'quietly': 2,\n",
       "                      'quirrell': 2,\n",
       "                      'raised': 1,\n",
       "                      'reached': 1,\n",
       "                      'realize': 1,\n",
       "                      'really': 1,\n",
       "                      'reckon': 1,\n",
       "                      'reply': 1,\n",
       "                      'right': 2,\n",
       "                      'rocker': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 38,\n",
       "                      'saying': 1,\n",
       "                      'says': 2,\n",
       "                      'school': 1,\n",
       "                      'seem': 1,\n",
       "                      'sense': 1,\n",
       "                      'sent': 1,\n",
       "                      'sidled': 1,\n",
       "                      'sighed': 2,\n",
       "                      'silver': 1,\n",
       "                      'slipped': 1,\n",
       "                      'slipping': 1,\n",
       "                      'smiled': 2,\n",
       "                      'smiling': 2,\n",
       "                      'somersault': 1,\n",
       "                      'something': 2,\n",
       "                      'sounding': 2,\n",
       "                      'spectacles': 1,\n",
       "                      'stared': 1,\n",
       "                      'stay': 1,\n",
       "                      'stepped': 1,\n",
       "                      'swam': 1,\n",
       "                      'swapped': 1,\n",
       "                      'table': 1,\n",
       "                      'taking': 1,\n",
       "                      'that': 3,\n",
       "                      'there': 1,\n",
       "                      'think': 3,\n",
       "                      'thinks': 1,\n",
       "                      'this': 2,\n",
       "                      'though': 1,\n",
       "                      'thought': 1,\n",
       "                      'times': 1,\n",
       "                      'told': 2,\n",
       "                      'took': 1,\n",
       "                      'train': 1,\n",
       "                      'true': 1,\n",
       "                      'trust': 1,\n",
       "                      'trusted': 2,\n",
       "                      'truth': 1,\n",
       "                      'turned': 1,\n",
       "                      'turns': 1,\n",
       "                      'twinkling': 1,\n",
       "                      'unsticking': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'watching': 2,\n",
       "                      'well': 2,\n",
       "                      'were': 1,\n",
       "                      'when': 3,\n",
       "                      'where': 2,\n",
       "                      'will': 3,\n",
       "                      'wiping': 1,\n",
       "                      'with': 6,\n",
       "                      'wondered': 1,\n",
       "                      'words': 1,\n",
       "                      'worried': 1,\n",
       "                      'yeah': 1}),\n",
       "             'where': Counter({'allowed': 1,\n",
       "                      'already': 1,\n",
       "                      'angles': 1,\n",
       "                      'anything': 2,\n",
       "                      'archway': 1,\n",
       "                      'attention': 1,\n",
       "                      'awake': 1,\n",
       "                      'ball': 1,\n",
       "                      'barrier': 1,\n",
       "                      'beasts': 1,\n",
       "                      'bedroom': 1,\n",
       "                      'been': 1,\n",
       "                      'begin': 1,\n",
       "                      'blotts': 1,\n",
       "                      'board': 1,\n",
       "                      'brooms': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'cannon': 1,\n",
       "                      'classroom': 1,\n",
       "                      'come': 1,\n",
       "                      'corridor': 2,\n",
       "                      'could': 2,\n",
       "                      'courtyard': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dare': 1,\n",
       "                      'decided': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 3,\n",
       "                      'dumbledore': 2,\n",
       "                      'dungeons': 1,\n",
       "                      'dwell': 1,\n",
       "                      'earth': 1,\n",
       "                      'everything': 1,\n",
       "                      'fallen': 1,\n",
       "                      'feet': 1,\n",
       "                      'field': 1,\n",
       "                      'find': 2,\n",
       "                      'first': 1,\n",
       "                      'floor': 3,\n",
       "                      'found': 2,\n",
       "                      'four': 1,\n",
       "                      'freeze': 1,\n",
       "                      'game': 1,\n",
       "                      'glass': 1,\n",
       "                      'gleaming': 1,\n",
       "                      'glimmered': 1,\n",
       "                      'goin': 1,\n",
       "                      'going': 6,\n",
       "                      'green': 1,\n",
       "                      'grinning': 1,\n",
       "                      'grubby': 1,\n",
       "                      'gryffindor': 2,\n",
       "                      'hagrid': 2,\n",
       "                      'half': 1,\n",
       "                      'hall': 3,\n",
       "                      'halloween': 1,\n",
       "                      'harbor': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hidden': 1,\n",
       "                      'holidays': 1,\n",
       "                      'hufflepuff': 1,\n",
       "                      'huge': 1,\n",
       "                      'idea': 1,\n",
       "                      'imagine': 1,\n",
       "                      'interesting': 1,\n",
       "                      'know': 7,\n",
       "                      'lake': 1,\n",
       "                      'last': 1,\n",
       "                      'learning': 1,\n",
       "                      'leave': 1,\n",
       "                      'letter': 2,\n",
       "                      'library': 1,\n",
       "                      'living': 1,\n",
       "                      'look': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'marge': 1,\n",
       "                      'master': 1,\n",
       "                      'means': 1,\n",
       "                      'mind': 1,\n",
       "                      'mommy': 1,\n",
       "                      'moonlight': 1,\n",
       "                      'mother': 1,\n",
       "                      'next': 2,\n",
       "                      'norbert': 1,\n",
       "                      'noticing': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'only': 1,\n",
       "                      'ought': 1,\n",
       "                      'parents': 1,\n",
       "                      'peeves': 1,\n",
       "                      'percy': 1,\n",
       "                      'pince': 1,\n",
       "                      'pink': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 1,\n",
       "                      'quickly': 2,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 1,\n",
       "                      'realized': 1,\n",
       "                      'recognize': 1,\n",
       "                      'remember': 1,\n",
       "                      'rest': 1,\n",
       "                      'rock': 1,\n",
       "                      'room': 3,\n",
       "                      'said': 4,\n",
       "                      'saying': 1,\n",
       "                      'shall': 1,\n",
       "                      'shelves': 1,\n",
       "                      'should': 1,\n",
       "                      'sleeps': 1,\n",
       "                      'slept': 2,\n",
       "                      'snape': 3,\n",
       "                      'sofa': 1,\n",
       "                      'sound': 1,\n",
       "                      'sprout': 1,\n",
       "                      'stand': 2,\n",
       "                      'stood': 2,\n",
       "                      'stop': 1,\n",
       "                      'street': 1,\n",
       "                      'subject': 1,\n",
       "                      'swayed': 1,\n",
       "                      'table': 1,\n",
       "                      'tables': 1,\n",
       "                      'teachers': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 7,\n",
       "                      'their': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 14,\n",
       "                      'this': 2,\n",
       "                      'those': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'uncle': 1,\n",
       "                      'vigorously': 1,\n",
       "                      'village': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wildly': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1,\n",
       "                      'wonder': 1,\n",
       "                      'wondering': 1,\n",
       "                      'would': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'your': 2}),\n",
       "             'unwelcome': Counter({'boots': 1, 'busy': 1}),\n",
       "             'busy': Counter({'because': 1,\n",
       "                      'been': 1,\n",
       "                      'excellent': 1,\n",
       "                      'feet': 1,\n",
       "                      'getting': 1,\n",
       "                      'keeping': 2,\n",
       "                      'looking': 1,\n",
       "                      'peeves': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'rummaging': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'unwelcome': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 1,\n",
       "                      'with': 3,\n",
       "                      'writing': 1,\n",
       "                      'year': 1}),\n",
       "             'rummaging': Counter({'busy': 1,\n",
       "                      'cloak': 1,\n",
       "                      'quills': 1,\n",
       "                      'sudden': 1}),\n",
       "             'other': Counter({'about': 1,\n",
       "                      'agreed': 1,\n",
       "                      'ajar': 1,\n",
       "                      'around': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'boys': 1,\n",
       "                      'brothers': 1,\n",
       "                      'choice': 1,\n",
       "                      'clobbered': 1,\n",
       "                      'corner': 1,\n",
       "                      'corridor': 1,\n",
       "                      'couple': 1,\n",
       "                      'darkly': 1,\n",
       "                      'dudley': 1,\n",
       "                      'during': 1,\n",
       "                      'each': 18,\n",
       "                      'equipment': 1,\n",
       "                      'faces': 1,\n",
       "                      'facing': 1,\n",
       "                      'fang': 1,\n",
       "                      'father': 1,\n",
       "                      'feet': 1,\n",
       "                      'find': 1,\n",
       "                      'finds': 1,\n",
       "                      'followed': 1,\n",
       "                      'found': 1,\n",
       "                      'friends': 1,\n",
       "                      'from': 3,\n",
       "                      'full': 1,\n",
       "                      'going': 2,\n",
       "                      'gryffindors': 1,\n",
       "                      'hand': 6,\n",
       "                      'harry': 7,\n",
       "                      'hermione': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'kill': 1,\n",
       "                      'knight': 1,\n",
       "                      'knocking': 1,\n",
       "                      'like': 1,\n",
       "                      'little': 1,\n",
       "                      'locked': 1,\n",
       "                      'looking': 1,\n",
       "                      'lump': 1,\n",
       "                      'madly': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moment': 1,\n",
       "                      'mountain': 1,\n",
       "                      'neither': 1,\n",
       "                      'never': 1,\n",
       "                      'none': 1,\n",
       "                      'noses': 1,\n",
       "                      'number': 1,\n",
       "                      'over': 1,\n",
       "                      'pairs': 1,\n",
       "                      'people': 2,\n",
       "                      'prefects': 1,\n",
       "                      'pretending': 1,\n",
       "                      'punished': 1,\n",
       "                      'relatives': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 5,\n",
       "                      'school': 1,\n",
       "                      'seeming': 1,\n",
       "                      'shelves': 1,\n",
       "                      'shop': 1,\n",
       "                      'should': 1,\n",
       "                      'side': 6,\n",
       "                      'slipped': 1,\n",
       "                      'slytherins': 2,\n",
       "                      'some': 1,\n",
       "                      'sort': 1,\n",
       "                      'sounding': 1,\n",
       "                      'squinted': 1,\n",
       "                      'stared': 1,\n",
       "                      'stop': 1,\n",
       "                      'strange': 1,\n",
       "                      'street': 3,\n",
       "                      'students': 1,\n",
       "                      'stupid': 1,\n",
       "                      'teachers': 4,\n",
       "                      'team': 4,\n",
       "                      'telling': 1,\n",
       "                      'than': 2,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 2,\n",
       "                      'they': 2,\n",
       "                      'things': 3,\n",
       "                      'this': 1,\n",
       "                      'three': 1,\n",
       "                      'through': 1,\n",
       "                      'today': 1,\n",
       "                      'told': 1,\n",
       "                      'toward': 1,\n",
       "                      'trimble': 1,\n",
       "                      'trying': 1,\n",
       "                      'turned': 2,\n",
       "                      'twin': 3,\n",
       "                      'unlike': 1,\n",
       "                      'until': 1,\n",
       "                      'very': 2,\n",
       "                      'voices': 1,\n",
       "                      'want': 1,\n",
       "                      'watching': 1,\n",
       "                      'ways': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'while': 2,\n",
       "                      'with': 2,\n",
       "                      'yellow': 1,\n",
       "                      'your': 1}),\n",
       "             'amuse': Counter({'chuckled': 1,\n",
       "                      'madam': 1,\n",
       "                      'seemed': 1,\n",
       "                      'would': 1}),\n",
       "             'chuckled': Counter({'amuse': 1,\n",
       "                      'bombs': 1,\n",
       "                      'darkly': 1,\n",
       "                      'giant': 2,\n",
       "                      'goyle': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'joke': 1,\n",
       "                      'little': 1,\n",
       "                      'muttered': 1,\n",
       "                      'true': 1,\n",
       "                      'vernon': 1,\n",
       "                      'wizard': 1}),\n",
       "             'muttered': Counter({'across': 1,\n",
       "                      'again': 1,\n",
       "                      'angrily': 1,\n",
       "                      'arts': 1,\n",
       "                      'chuckled': 1,\n",
       "                      'cloak': 1,\n",
       "                      'could': 2,\n",
       "                      'desperately': 1,\n",
       "                      'eleven': 1,\n",
       "                      'following': 1,\n",
       "                      'food': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 6,\n",
       "                      'heard': 1,\n",
       "                      'hermione': 2,\n",
       "                      'jordan': 1,\n",
       "                      'last': 1,\n",
       "                      'marbles': 1,\n",
       "                      'must': 1,\n",
       "                      'others': 1,\n",
       "                      'percy': 1,\n",
       "                      'professor': 1,\n",
       "                      'push': 1,\n",
       "                      'right': 1,\n",
       "                      'serious': 1,\n",
       "                      'should': 1,\n",
       "                      'slipped': 1,\n",
       "                      'something': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'turning': 1,\n",
       "                      'uncle': 1,\n",
       "                      'waved': 1,\n",
       "                      'weasley': 1}),\n",
       "             'known': Counter({'about': 1,\n",
       "                      'been': 1,\n",
       "                      'draught': 1,\n",
       "                      'family': 1,\n",
       "                      'found': 1,\n",
       "                      'good': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 3,\n",
       "                      'maker': 1,\n",
       "                      'never': 1,\n",
       "                      'only': 1,\n",
       "                      'powerful': 1,\n",
       "                      'that': 1,\n",
       "                      'today': 1,\n",
       "                      'vanish': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'your': 1}),\n",
       "             'inside': Counter({'ache': 1,\n",
       "                      'alone': 1,\n",
       "                      'anyone': 1,\n",
       "                      'back': 5,\n",
       "                      'balloon': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'black': 1,\n",
       "                      'blankets': 2,\n",
       "                      'cards': 1,\n",
       "                      'cloak': 1,\n",
       "                      'coat': 2,\n",
       "                      'crate': 3,\n",
       "                      'deep': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'doing': 1,\n",
       "                      'each': 1,\n",
       "                      'envelope': 1,\n",
       "                      'even': 1,\n",
       "                      'excuse': 1,\n",
       "                      'exploded': 2,\n",
       "                      'extraordinary': 1,\n",
       "                      'famous': 1,\n",
       "                      'fingers': 1,\n",
       "                      'first': 1,\n",
       "                      'found': 1,\n",
       "                      'from': 5,\n",
       "                      'funny': 1,\n",
       "                      'gasped': 1,\n",
       "                      'growling': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'half': 1,\n",
       "                      'hams': 1,\n",
       "                      'harry': 4,\n",
       "                      'hats': 1,\n",
       "                      'head': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hidden': 1,\n",
       "                      'horrible': 2,\n",
       "                      'house': 1,\n",
       "                      'jacket': 1,\n",
       "                      'just': 1,\n",
       "                      'large': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 1,\n",
       "                      'looking': 1,\n",
       "                      'lying': 1,\n",
       "                      'managed': 1,\n",
       "                      'mirror': 1,\n",
       "                      'moving': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'overcoat': 1,\n",
       "                      'peered': 2,\n",
       "                      'peeves': 1,\n",
       "                      'pocket': 3,\n",
       "                      'pockets': 1,\n",
       "                      'poked': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulled': 1,\n",
       "                      'puncture': 1,\n",
       "                      'reached': 1,\n",
       "                      'room': 2,\n",
       "                      'roughly': 1,\n",
       "                      'sandwiches': 1,\n",
       "                      'several': 1,\n",
       "                      'should': 1,\n",
       "                      'show': 1,\n",
       "                      'silence': 1,\n",
       "                      'snape': 1,\n",
       "                      'something': 1,\n",
       "                      'stadium': 1,\n",
       "                      'staircase': 1,\n",
       "                      'stand': 1,\n",
       "                      'steered': 1,\n",
       "                      'stepped': 1,\n",
       "                      'stifling': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'swelling': 1,\n",
       "                      'them': 4,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'tiny': 1,\n",
       "                      'tucked': 1,\n",
       "                      'waggled': 1,\n",
       "                      'waited': 1,\n",
       "                      'walked': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 3}),\n",
       "             'pocket': Counter({'another': 1,\n",
       "                      'back': 2,\n",
       "                      'balls': 1,\n",
       "                      'black': 1,\n",
       "                      'envelope': 1,\n",
       "                      'examined': 1,\n",
       "                      'felt': 1,\n",
       "                      'from': 1,\n",
       "                      'full': 1,\n",
       "                      'given': 1,\n",
       "                      'good': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'inside': 3,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'knew': 1,\n",
       "                      'lift': 1,\n",
       "                      'little': 1,\n",
       "                      'many': 1,\n",
       "                      'markings': 1,\n",
       "                      'minutes': 1,\n",
       "                      'pulled': 1,\n",
       "                      'real': 1,\n",
       "                      'robes': 1,\n",
       "                      'said': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'seemed': 1,\n",
       "                      'somehow': 1,\n",
       "                      'which': 1,\n",
       "                      'your': 1}),\n",
       "             'cigarette': Counter({'lighter': 1, 'silver': 1}),\n",
       "             'lighter': Counter({'cigarette': 1,\n",
       "                      'flicked': 1,\n",
       "                      'said': 1,\n",
       "                      'whiskers': 1}),\n",
       "             'flicked': Counter({'feather': 1,\n",
       "                      'gown': 1,\n",
       "                      'lighter': 1,\n",
       "                      'open': 1,\n",
       "                      'swished': 1,\n",
       "                      'wand': 1}),\n",
       "             'open': Counter({'again': 2,\n",
       "                      'appeared': 1,\n",
       "                      'baby': 1,\n",
       "                      'began': 1,\n",
       "                      'bertie': 1,\n",
       "                      'bill': 1,\n",
       "                      'boiling': 2,\n",
       "                      'book': 1,\n",
       "                      'burst': 1,\n",
       "                      'clicked': 1,\n",
       "                      'closed': 1,\n",
       "                      'disgusting': 1,\n",
       "                      'dishes': 1,\n",
       "                      'door': 11,\n",
       "                      'doors': 1,\n",
       "                      'eyes': 2,\n",
       "                      'fall': 1,\n",
       "                      'fell': 2,\n",
       "                      'fire': 1,\n",
       "                      'flicked': 1,\n",
       "                      'flung': 1,\n",
       "                      'fred': 1,\n",
       "                      'hang': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 1,\n",
       "                      'heavens': 1,\n",
       "                      'held': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'horror': 1,\n",
       "                      'jerked': 1,\n",
       "                      'letter': 2,\n",
       "                      'mind': 1,\n",
       "                      'mouth': 3,\n",
       "                      'nearly': 1,\n",
       "                      'next': 2,\n",
       "                      'nose': 1,\n",
       "                      'once': 3,\n",
       "                      'parcel': 2,\n",
       "                      'piercing': 1,\n",
       "                      'portrait': 1,\n",
       "                      'pulled': 1,\n",
       "                      'pushed': 2,\n",
       "                      'revolting': 1,\n",
       "                      'ripped': 2,\n",
       "                      'said': 2,\n",
       "                      'seeing': 1,\n",
       "                      'simply': 1,\n",
       "                      'slid': 3,\n",
       "                      'split': 1,\n",
       "                      'still': 1,\n",
       "                      'swooped': 1,\n",
       "                      'swooping': 1,\n",
       "                      'swung': 4,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'through': 1,\n",
       "                      'took': 1,\n",
       "                      'tore': 1,\n",
       "                      'torn': 1,\n",
       "                      'toward': 1,\n",
       "                      'train': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'trying': 1,\n",
       "                      'unless': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 1,\n",
       "                      'wide': 1,\n",
       "                      'window': 3,\n",
       "                      'with': 2,\n",
       "                      'worry': 1,\n",
       "                      'would': 2,\n",
       "                      'wrenched': 1,\n",
       "                      'yellow': 1,\n",
       "                      'youngest': 1}),\n",
       "             'held': Counter({'about-face': 1,\n",
       "                      'back': 1,\n",
       "                      'beak': 1,\n",
       "                      'beautiful': 1,\n",
       "                      'been': 1,\n",
       "                      'broom': 1,\n",
       "                      'clicked': 1,\n",
       "                      'coins': 1,\n",
       "                      'desk': 1,\n",
       "                      'door': 1,\n",
       "                      'enormous': 1,\n",
       "                      'field': 1,\n",
       "                      'give': 1,\n",
       "                      'glad': 1,\n",
       "                      'glasses': 1,\n",
       "                      'glittered': 1,\n",
       "                      'griphook': 1,\n",
       "                      'hand': 2,\n",
       "                      'harry': 1,\n",
       "                      'herself': 1,\n",
       "                      'high': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'lamp': 1,\n",
       "                      'letter': 1,\n",
       "                      'library': 1,\n",
       "                      'madam': 1,\n",
       "                      'never': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'once': 1,\n",
       "                      'open': 1,\n",
       "                      'parrot': 1,\n",
       "                      'people': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 1,\n",
       "                      'second': 1,\n",
       "                      'sign': 1,\n",
       "                      'something': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'together': 1,\n",
       "                      'usually': 1,\n",
       "                      'vernon': 1,\n",
       "                      'will': 1}),\n",
       "             'clicked': Counter({'again': 1,\n",
       "                      'door': 1,\n",
       "                      'held': 1,\n",
       "                      'lights': 1,\n",
       "                      'little': 1,\n",
       "                      'lock': 2,\n",
       "                      'nearest': 1,\n",
       "                      'once': 1,\n",
       "                      'open': 1,\n",
       "                      'put-outer': 2,\n",
       "                      'times': 1,\n",
       "                      'upstairs': 1}),\n",
       "             'nearest': Counter({'chair': 1,\n",
       "                      'clicked': 1,\n",
       "                      'escape': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'outside': 1,\n",
       "                      'parcel': 1,\n",
       "                      'properly': 1,\n",
       "                      'shop': 1,\n",
       "                      'street': 1,\n",
       "                      'them': 1,\n",
       "                      'toward': 1}),\n",
       "             'lamp': Counter({'along': 1,\n",
       "                      'away': 1,\n",
       "                      'bobbing': 1,\n",
       "                      'books': 1,\n",
       "                      'bulging': 1,\n",
       "                      'came': 1,\n",
       "                      'castle': 1,\n",
       "                      'coming': 1,\n",
       "                      'down': 1,\n",
       "                      'flared': 1,\n",
       "                      'flickered': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'held': 1,\n",
       "                      'high': 1,\n",
       "                      'holding': 1,\n",
       "                      'leading': 1,\n",
       "                      'lighting': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'next': 1,\n",
       "                      'over': 1,\n",
       "                      'read': 1,\n",
       "                      'setting': 1,\n",
       "                      'street': 1,\n",
       "                      'then': 1,\n",
       "                      'went': 1,\n",
       "                      'which': 1}),\n",
       "             'flickered': Counter({'hermione': 1, 'into': 1, 'lamp': 2}),\n",
       "             'darkness': Counter({'ahead': 1,\n",
       "                      'away': 1,\n",
       "                      'charlie': 1,\n",
       "                      'down': 1,\n",
       "                      'gold': 1,\n",
       "                      'into': 2,\n",
       "                      'looming': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'twelve': 1,\n",
       "                      'well': 1}),\n",
       "             'twelve': Counter({'balls': 1,\n",
       "                      'bottle': 1,\n",
       "                      'chapter': 1,\n",
       "                      'darkness': 1,\n",
       "                      'discovery': 2,\n",
       "                      'feet': 2,\n",
       "                      'gambled': 1,\n",
       "                      'hands': 1,\n",
       "                      'hundred': 2,\n",
       "                      'letters': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'mirror': 1,\n",
       "                      'once': 1,\n",
       "                      'past': 1,\n",
       "                      'percent': 1,\n",
       "                      'points': 1,\n",
       "                      'reciting': 1,\n",
       "                      'sight': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'than': 2,\n",
       "                      'there': 1,\n",
       "                      'times': 1,\n",
       "                      'towering': 1,\n",
       "                      'uses': 3,\n",
       "                      'watch': 1,\n",
       "                      'worth': 2}),\n",
       "             'times': Counter({'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'bigger': 1,\n",
       "                      'castle': 1,\n",
       "                      'clicked': 1,\n",
       "                      'different': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'even': 1,\n",
       "                      'five': 2,\n",
       "                      'four': 1,\n",
       "                      'last': 1,\n",
       "                      'length': 1,\n",
       "                      'lives': 1,\n",
       "                      'many': 2,\n",
       "                      'modern': 1,\n",
       "                      'said': 1,\n",
       "                      'several': 1,\n",
       "                      'then': 1,\n",
       "                      'those': 1,\n",
       "                      'three': 5,\n",
       "                      'turned': 1,\n",
       "                      'twelve': 1,\n",
       "                      'very': 1,\n",
       "                      'week': 2,\n",
       "                      'went': 1,\n",
       "                      'wide': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1}),\n",
       "             'put-outer': Counter({'back': 1,\n",
       "                      'clicked': 2,\n",
       "                      'silver': 1,\n",
       "                      'slipped': 1,\n",
       "                      'until': 1}),\n",
       "             'lights': Counter({'alive': 1,\n",
       "                      'clicked': 1,\n",
       "                      'down': 1,\n",
       "                      'going': 1,\n",
       "                      'left': 1,\n",
       "                      'only': 1,\n",
       "                      'passing': 1,\n",
       "                      'stop': 1,\n",
       "                      'traffic': 1,\n",
       "                      'turning': 1}),\n",
       "             'whole': Counter({'almost': 1,\n",
       "                      'attention': 1,\n",
       "                      'body': 1,\n",
       "                      'boom': 1,\n",
       "                      'castle': 1,\n",
       "                      'class': 1,\n",
       "                      'crowd': 3,\n",
       "                      'damp': 1,\n",
       "                      'dursleys': 2,\n",
       "                      'ever': 1,\n",
       "                      'fill': 1,\n",
       "                      'filled': 2,\n",
       "                      'free': 1,\n",
       "                      'front': 1,\n",
       "                      'giving': 1,\n",
       "                      'hall': 3,\n",
       "                      'harry': 1,\n",
       "                      'have': 2,\n",
       "                      'head': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'house': 1,\n",
       "                      'left': 1,\n",
       "                      'life': 2,\n",
       "                      'longer': 1,\n",
       "                      'made': 1,\n",
       "                      'minute': 1,\n",
       "                      'mirror': 1,\n",
       "                      'much': 1,\n",
       "                      'naturally': 1,\n",
       "                      'night': 1,\n",
       "                      \"o'clock\": 1,\n",
       "                      'pulled': 1,\n",
       "                      'room': 1,\n",
       "                      'school': 5,\n",
       "                      'seconds': 1,\n",
       "                      'shack': 1,\n",
       "                      'space': 1,\n",
       "                      'street': 1,\n",
       "                      'summer': 1,\n",
       "                      'than': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'thing': 1,\n",
       "                      'thinking': 1,\n",
       "                      'this': 1,\n",
       "                      'together': 1,\n",
       "                      'wake': 1,\n",
       "                      'what': 1,\n",
       "                      'wide-awake': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'word': 1,\n",
       "                      'worried': 1,\n",
       "                      'would': 1,\n",
       "                      'year': 1}),\n",
       "             'pinpricks': Counter({'distance': 1, 'tiny': 1}),\n",
       "             'distance': Counter({'darkly': 1,\n",
       "                      'even': 1,\n",
       "                      'hermione': 1,\n",
       "                      'jumping': 1,\n",
       "                      'pinpricks': 1,\n",
       "                      'slytherins': 1,\n",
       "                      'there': 1,\n",
       "                      'which': 1}),\n",
       "             'beady-eyed': Counter({'even': 1, 'mrs.': 1}),\n",
       "             'able': Counter({'afford': 1,\n",
       "                      'anything': 1,\n",
       "                      'been': 2,\n",
       "                      'behind': 1,\n",
       "                      'being': 1,\n",
       "                      'breathe': 1,\n",
       "                      'clamber': 1,\n",
       "                      'come': 1,\n",
       "                      'create': 1,\n",
       "                      'explain': 1,\n",
       "                      'find': 1,\n",
       "                      'glad': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'hold': 2,\n",
       "                      'hopefully': 1,\n",
       "                      'kick': 1,\n",
       "                      'library': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'might': 2,\n",
       "                      'mirror': 1,\n",
       "                      'otherwise': 1,\n",
       "                      'pull': 2,\n",
       "                      'read': 1,\n",
       "                      'send': 1,\n",
       "                      'show': 1,\n",
       "                      'steal': 1,\n",
       "                      'stop': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sure': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'think': 2,\n",
       "                      'true': 1,\n",
       "                      'watch': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'were': 2,\n",
       "                      'will': 3,\n",
       "                      'would': 4}),\n",
       "             'pavement': Counter({'down': 1, 'dumbledore': 1}),\n",
       "             'slipped': Counter({'back': 1,\n",
       "                      'cloak': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'long': 1,\n",
       "                      'mind': 1,\n",
       "                      'muttered': 1,\n",
       "                      'next': 1,\n",
       "                      'once': 1,\n",
       "                      'other': 1,\n",
       "                      'pick-me-up': 1,\n",
       "                      'put-outer': 1,\n",
       "                      'said': 1,\n",
       "                      'they': 2,\n",
       "                      'under': 1,\n",
       "                      'wand': 1,\n",
       "                      'wrapped': 1}),\n",
       "             'moment': Counter({'after': 1,\n",
       "                      'asleep': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'blood': 1,\n",
       "                      'boat': 1,\n",
       "                      'burst': 1,\n",
       "                      'could': 1,\n",
       "                      'days': 1,\n",
       "                      'door': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'first': 1,\n",
       "                      'frantically': 1,\n",
       "                      'from': 2,\n",
       "                      'group': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'landed': 1,\n",
       "                      'later': 5,\n",
       "                      'left': 1,\n",
       "                      'lemon': 1,\n",
       "                      'life': 1,\n",
       "                      'line': 1,\n",
       "                      'lingered': 1,\n",
       "                      'lock': 1,\n",
       "                      'long': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'madam': 1,\n",
       "                      'made': 1,\n",
       "                      'neville': 2,\n",
       "                      'next': 2,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'people': 1,\n",
       "                      'proudest': 1,\n",
       "                      'quick-witted': 1,\n",
       "                      'roars': 1,\n",
       "                      'said': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'spoke': 1,\n",
       "                      'stop': 1,\n",
       "                      'sure': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking-to': 1,\n",
       "                      'telephone': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 9,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thirty': 1,\n",
       "                      'this': 4,\n",
       "                      'thought': 2,\n",
       "                      'trash': 1,\n",
       "                      'twitched': 1,\n",
       "                      'uncle': 2,\n",
       "                      'very': 2,\n",
       "                      'wait': 1,\n",
       "                      'wake': 1,\n",
       "                      'what': 1,\n",
       "                      'wood': 2,\n",
       "                      'worked': 1,\n",
       "                      'world': 1}),\n",
       "             'spoke': Counter({'about': 2,\n",
       "                      'actually': 1,\n",
       "                      'again': 1,\n",
       "                      'angrily': 1,\n",
       "                      'barely': 1,\n",
       "                      'began': 1,\n",
       "                      'caught': 1,\n",
       "                      'chimney': 1,\n",
       "                      'crabbe': 1,\n",
       "                      'door': 1,\n",
       "                      'every': 1,\n",
       "                      'fancy': 1,\n",
       "                      'first': 1,\n",
       "                      'from': 1,\n",
       "                      'funny': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hmmm': 1,\n",
       "                      'hooch': 1,\n",
       "                      'ignored': 1,\n",
       "                      'moment': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'much': 1,\n",
       "                      'never': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'nobody': 1,\n",
       "                      'often': 1,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'tightly': 1,\n",
       "                      'usual': 1,\n",
       "                      'voice': 3,\n",
       "                      'young': 1}),\n",
       "             'fancy': Counter({'seeing': 1, 'spoke': 1}),\n",
       "             'seeing': Counter({'fancy': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'here': 1,\n",
       "                      'open': 1,\n",
       "                      'soon': 1,\n",
       "                      'them': 1,\n",
       "                      'thought': 1,\n",
       "                      'would': 1}),\n",
       "             'here': Counter({'about': 1,\n",
       "                      'again': 1,\n",
       "                      'alone': 1,\n",
       "                      'already': 1,\n",
       "                      'another': 1,\n",
       "                      'anythin': 1,\n",
       "                      'anything': 1,\n",
       "                      'armor': 1,\n",
       "                      'asked': 2,\n",
       "                      'back': 4,\n",
       "                      'because': 1,\n",
       "                      'bedtime': 1,\n",
       "                      'been': 3,\n",
       "                      'bend': 1,\n",
       "                      'best': 1,\n",
       "                      'beyond': 1,\n",
       "                      'blood': 1,\n",
       "                      'brazil': 1,\n",
       "                      'break': 1,\n",
       "                      'broken': 1,\n",
       "                      'business': 1,\n",
       "                      'came': 1,\n",
       "                      'clapped': 1,\n",
       "                      'cloak': 1,\n",
       "                      'colder': 1,\n",
       "                      'come': 4,\n",
       "                      'coming': 1,\n",
       "                      'course': 1,\n",
       "                      'cried': 1,\n",
       "                      'determined': 1,\n",
       "                      'doing': 1,\n",
       "                      'dotted': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'everyone': 2,\n",
       "                      'everything': 1,\n",
       "                      'fault': 1,\n",
       "                      'find': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 1,\n",
       "                      'flames': 1,\n",
       "                      'forever': 1,\n",
       "                      'forevermore': 1,\n",
       "                      'frightening': 1,\n",
       "                      'from': 3,\n",
       "                      'gamekeeper': 1,\n",
       "                      'getting': 2,\n",
       "                      'ghost': 1,\n",
       "                      'give': 3,\n",
       "                      'goes': 2,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'goyle': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hang': 1,\n",
       "                      'harry': 6,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'herself': 1,\n",
       "                      'hour': 1,\n",
       "                      'hours': 1,\n",
       "                      'house': 1,\n",
       "                      'just': 4,\n",
       "                      'keep': 1,\n",
       "                      'know': 3,\n",
       "                      'lately': 1,\n",
       "                      'learn': 1,\n",
       "                      'leave': 1,\n",
       "                      'letter': 2,\n",
       "                      'listen': 3,\n",
       "                      'live': 2,\n",
       "                      'longbottom': 1,\n",
       "                      'look': 1,\n",
       "                      'make': 1,\n",
       "                      'malfoy': 2,\n",
       "                      'many': 1,\n",
       "                      'match': 1,\n",
       "                      'meet': 1,\n",
       "                      'meeting': 1,\n",
       "                      'mighta': 1,\n",
       "                      'miss': 1,\n",
       "                      'moment': 1,\n",
       "                      'near': 1,\n",
       "                      'need': 1,\n",
       "                      'needs': 1,\n",
       "                      'night': 1,\n",
       "                      'over': 2,\n",
       "                      'p-places': 1,\n",
       "                      'parties': 1,\n",
       "                      'peeves': 1,\n",
       "                      'people': 1,\n",
       "                      'places': 1,\n",
       "                      'potter': 1,\n",
       "                      'prefects': 1,\n",
       "                      'present': 1,\n",
       "                      'pretending': 1,\n",
       "                      'professor': 4,\n",
       "                      'pulled': 1,\n",
       "                      'punished': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'really': 1,\n",
       "                      'recognize': 1,\n",
       "                      'right': 2,\n",
       "                      'round': 1,\n",
       "                      'rules': 1,\n",
       "                      'said': 3,\n",
       "                      'save': 1,\n",
       "                      'seeing': 1,\n",
       "                      'seemed': 1,\n",
       "                      'silence': 1,\n",
       "                      'since': 1,\n",
       "                      'snarled': 1,\n",
       "                      'somewhere': 5,\n",
       "                      'speak': 1,\n",
       "                      'stand': 1,\n",
       "                      'stay': 3,\n",
       "                      'staying': 2,\n",
       "                      'stone': 1,\n",
       "                      'storm': 2,\n",
       "                      'stuck': 1,\n",
       "                      'students': 1,\n",
       "                      'summat': 2,\n",
       "                      'suppose': 1,\n",
       "                      'tell': 1,\n",
       "                      'telling': 1,\n",
       "                      'than': 2,\n",
       "                      'that': 4,\n",
       "                      'them': 2,\n",
       "                      'there': 6,\n",
       "                      'they': 8,\n",
       "                      'thing': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'three': 1,\n",
       "                      'today': 1,\n",
       "                      'told': 2,\n",
       "                      'tonight': 1,\n",
       "                      'tunnels': 1,\n",
       "                      'under': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'wait': 2,\n",
       "                      'wand-waving': 1,\n",
       "                      'well': 2,\n",
       "                      'what': 1,\n",
       "                      'when': 2,\n",
       "                      'while': 1,\n",
       "                      'whispered': 1,\n",
       "                      'without': 1,\n",
       "                      'words': 1,\n",
       "                      'wound': 1,\n",
       "                      'years': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'your': 2}),\n",
       "             'professor': Counter({'about': 1,\n",
       "                      'absolutely': 2,\n",
       "                      'again': 1,\n",
       "                      'answer': 1,\n",
       "                      'anyone': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'better': 1,\n",
       "                      'between': 2,\n",
       "                      'binns': 2,\n",
       "                      'borrowed': 1,\n",
       "                      'boxes': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'called': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'christmas': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cried': 2,\n",
       "                      'cursing': 1,\n",
       "                      'dear': 3,\n",
       "                      'desk': 1,\n",
       "                      'directly': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'dive': 1,\n",
       "                      'dived': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 25,\n",
       "                      'earmuffs': 1,\n",
       "                      'enchantments': 1,\n",
       "                      'even': 1,\n",
       "                      'excuse': 1,\n",
       "                      'expect': 1,\n",
       "                      'faltered': 1,\n",
       "                      'fault': 1,\n",
       "                      'fingers': 1,\n",
       "                      'flamel': 1,\n",
       "                      'flared': 2,\n",
       "                      'flitwick': 16,\n",
       "                      'followed': 1,\n",
       "                      'fortune-telling': 1,\n",
       "                      'found': 1,\n",
       "                      'frantically': 1,\n",
       "                      'from': 4,\n",
       "                      \"g'night\": 1,\n",
       "                      'ghost': 2,\n",
       "                      'goblet': 1,\n",
       "                      'growled': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 4,\n",
       "                      'head': 1,\n",
       "                      'heavily': 1,\n",
       "                      'here': 4,\n",
       "                      'hissed': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'inside': 1,\n",
       "                      'joke': 1,\n",
       "                      'joking': 1,\n",
       "                      'kissing': 1,\n",
       "                      'knocked': 1,\n",
       "                      'know': 1,\n",
       "                      'later': 1,\n",
       "                      'left': 1,\n",
       "                      'like': 3,\n",
       "                      'line': 1,\n",
       "                      'malfay': 1,\n",
       "                      'match': 1,\n",
       "                      'mcgonagall': 97,\n",
       "                      'mixed': 1,\n",
       "                      'more': 1,\n",
       "                      'muttered': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'nodding': 1,\n",
       "                      'nose': 1,\n",
       "                      'numbly': 1,\n",
       "                      'opinion': 1,\n",
       "                      'please': 2,\n",
       "                      'points': 1,\n",
       "                      'potter': 1,\n",
       "                      'protected': 1,\n",
       "                      'provoked': 1,\n",
       "                      'quiet': 1,\n",
       "                      'quirrell': 18,\n",
       "                      'quirtell': 1,\n",
       "                      'reached': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'repeated': 1,\n",
       "                      'rescued': 1,\n",
       "                      'said': 18,\n",
       "                      'scowling': 1,\n",
       "                      'second': 1,\n",
       "                      'serious': 1,\n",
       "                      'session': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shall': 1,\n",
       "                      'shook': 1,\n",
       "                      'sight': 1,\n",
       "                      'sitting': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'slytherins': 1,\n",
       "                      'snape': 9,\n",
       "                      'sorry': 1,\n",
       "                      'speak': 1,\n",
       "                      'spluttered': 1,\n",
       "                      'spotted': 1,\n",
       "                      'sprout': 4,\n",
       "                      'squeaked': 1,\n",
       "                      'stammered': 1,\n",
       "                      'start': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'stood': 1,\n",
       "                      'sure': 1,\n",
       "                      'surely': 1,\n",
       "                      'suspicion': 1,\n",
       "                      'take': 1,\n",
       "                      'talk': 1,\n",
       "                      'talking': 2,\n",
       "                      'teach': 1,\n",
       "                      'team': 1,\n",
       "                      'than': 1,\n",
       "                      'that': 5,\n",
       "                      'think': 1,\n",
       "                      'thought': 1,\n",
       "                      'troll': 1,\n",
       "                      'twitching': 1,\n",
       "                      'understand': 1,\n",
       "                      'until': 1,\n",
       "                      'vindictus': 1,\n",
       "                      'voice': 2,\n",
       "                      'voldemort': 1,\n",
       "                      'waiting': 1,\n",
       "                      'want': 1,\n",
       "                      'watched': 1,\n",
       "                      'wearing': 1,\n",
       "                      'weasley': 1,\n",
       "                      'weeks': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'whatever': 1,\n",
       "                      'when': 2,\n",
       "                      'where': 1,\n",
       "                      'whispered': 1,\n",
       "                      'winds': 1,\n",
       "                      'with': 1,\n",
       "                      'work': 1,\n",
       "                      'would': 1,\n",
       "                      'yeah': 1,\n",
       "                      'years': 1}),\n",
       "             'mcgonagall': Counter({'across': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 1,\n",
       "                      'almost': 1,\n",
       "                      'appeared': 1,\n",
       "                      'bent': 1,\n",
       "                      'blew': 1,\n",
       "                      'blinked': 1,\n",
       "                      'breathing': 1,\n",
       "                      'carrying': 1,\n",
       "                      'cheek': 1,\n",
       "                      'coldly': 1,\n",
       "                      'come': 2,\n",
       "                      'could': 1,\n",
       "                      'crisply': 1,\n",
       "                      'deputy': 1,\n",
       "                      'does': 1,\n",
       "                      'earshot': 1,\n",
       "                      'expected': 1,\n",
       "                      'explained': 1,\n",
       "                      'faintly': 1,\n",
       "                      'favored': 1,\n",
       "                      'first': 1,\n",
       "                      'flinched': 1,\n",
       "                      'four': 1,\n",
       "                      'gasped': 1,\n",
       "                      'giant': 1,\n",
       "                      'grudgingly': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 2,\n",
       "                      'head': 1,\n",
       "                      'hermione': 1,\n",
       "                      'irritably': 1,\n",
       "                      'jerked': 1,\n",
       "                      'jumping': 1,\n",
       "                      'keys': 1,\n",
       "                      'knowing': 1,\n",
       "                      'looking': 1,\n",
       "                      'mean': 1,\n",
       "                      'meant': 1,\n",
       "                      'minerva': 1,\n",
       "                      'nostrils': 1,\n",
       "                      'opened': 1,\n",
       "                      'past': 1,\n",
       "                      'peered': 1,\n",
       "                      'piece': 1,\n",
       "                      'please': 1,\n",
       "                      'pointed': 1,\n",
       "                      'professor': 97,\n",
       "                      'pulled': 1,\n",
       "                      'reached': 1,\n",
       "                      'really': 1,\n",
       "                      'repeated': 1,\n",
       "                      'returned': 1,\n",
       "                      'rolled': 1,\n",
       "                      'running': 1,\n",
       "                      'said': 3,\n",
       "                      'says': 1,\n",
       "                      'seen': 1,\n",
       "                      'shot': 1,\n",
       "                      'showed': 2,\n",
       "                      'silently': 1,\n",
       "                      'slammed': 1,\n",
       "                      'snape': 3,\n",
       "                      'sniffed': 1,\n",
       "                      'sounding': 1,\n",
       "                      'staring': 1,\n",
       "                      'start-of-term': 1,\n",
       "                      'stepped': 1,\n",
       "                      'stopped': 1,\n",
       "                      'study': 1,\n",
       "                      'suppose': 1,\n",
       "                      'sweeping': 1,\n",
       "                      'talking': 1,\n",
       "                      'tartan': 1,\n",
       "                      'they': 2,\n",
       "                      'ticked': 1,\n",
       "                      'told': 3,\n",
       "                      'transfigured': 1,\n",
       "                      'turned': 3,\n",
       "                      'very': 1,\n",
       "                      'voice': 1,\n",
       "                      'wake': 2,\n",
       "                      'watched': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wish': 1,\n",
       "                      'with': 1,\n",
       "                      'word': 1,\n",
       "                      'would': 2}),\n",
       "             'smiling': Counter({'again': 2,\n",
       "                      'also': 1,\n",
       "                      'around': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'corridor': 1,\n",
       "                      'crying': 2,\n",
       "                      'dimpled': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'face': 3,\n",
       "                      'father': 1,\n",
       "                      'finished': 1,\n",
       "                      'friar': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'instead': 1,\n",
       "                      'lady': 1,\n",
       "                      'looked': 1,\n",
       "                      'only': 1,\n",
       "                      'photographs': 1,\n",
       "                      'rather': 1,\n",
       "                      'reflection': 1,\n",
       "                      'said': 2,\n",
       "                      'slowly': 1,\n",
       "                      'squat': 1,\n",
       "                      'takes': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 3,\n",
       "                      'touching': 1,\n",
       "                      'very': 1,\n",
       "                      'waving': 2,\n",
       "                      'witch': 1}),\n",
       "             'rather': Counter({'afraid': 1,\n",
       "                      'alot': 1,\n",
       "                      'asking': 1,\n",
       "                      'attractive': 1,\n",
       "                      'back': 1,\n",
       "                      'become': 1,\n",
       "                      'bendy': 1,\n",
       "                      'bravely': 1,\n",
       "                      'closer': 1,\n",
       "                      'detest': 1,\n",
       "                      'everyone': 1,\n",
       "                      'father': 1,\n",
       "                      'fixed': 1,\n",
       "                      'fond': 1,\n",
       "                      'girl': 1,\n",
       "                      'hair': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'inches': 1,\n",
       "                      'large': 1,\n",
       "                      'live': 1,\n",
       "                      'lost': 1,\n",
       "                      'nasty': 1,\n",
       "                      'quiet': 2,\n",
       "                      'ruffled-looking': 1,\n",
       "                      'severe-looking': 1,\n",
       "                      'smiling': 1,\n",
       "                      'standing': 1,\n",
       "                      'sweet': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'though': 2,\n",
       "                      'tired': 1,\n",
       "                      'today': 1,\n",
       "                      'went': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'wicked': 1,\n",
       "                      'with': 2}),\n",
       "             'severe-looking': Counter({'rather': 1, 'woman': 1}),\n",
       "             'woman': Counter({'again': 1,\n",
       "                      'call': 1,\n",
       "                      'carry': 1,\n",
       "                      'dark': 1,\n",
       "                      'dimpled': 1,\n",
       "                      'dressed': 1,\n",
       "                      'eleven': 1,\n",
       "                      'fixed': 1,\n",
       "                      'hand': 1,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'hello': 1,\n",
       "                      'honestly': 1,\n",
       "                      'looking': 1,\n",
       "                      'neither': 1,\n",
       "                      'nice': 1,\n",
       "                      'outside': 1,\n",
       "                      'paid': 1,\n",
       "                      'pink': 1,\n",
       "                      'plump': 4,\n",
       "                      'pretty': 1,\n",
       "                      'said': 1,\n",
       "                      'severe-looking': 1,\n",
       "                      'sigh': 1,\n",
       "                      'slid': 1,\n",
       "                      'standing': 1,\n",
       "                      'stared': 1,\n",
       "                      'talking': 1,\n",
       "                      'very': 2,\n",
       "                      'wearing': 1,\n",
       "                      'wild-looking': 1,\n",
       "                      'with': 1}),\n",
       "             'square': Counter({'glasses': 1,\n",
       "                      'stayed': 1,\n",
       "                      'wearing': 1,\n",
       "                      'white': 1}),\n",
       "             'glasses': Counter({'askew': 1,\n",
       "                      'broken': 1,\n",
       "                      'dangling': 1,\n",
       "                      'exactly': 1,\n",
       "                      'face': 1,\n",
       "                      'flashed': 1,\n",
       "                      'hair': 1,\n",
       "                      'half-moon': 1,\n",
       "                      'harry': 2,\n",
       "                      'held': 1,\n",
       "                      'knocking': 1,\n",
       "                      'long': 1,\n",
       "                      'moon': 1,\n",
       "                      'next': 1,\n",
       "                      'nobody': 1,\n",
       "                      'over': 1,\n",
       "                      'pair': 1,\n",
       "                      'round': 1,\n",
       "                      'saying': 1,\n",
       "                      'sherry': 1,\n",
       "                      'shock': 1,\n",
       "                      'square': 1,\n",
       "                      'strange': 1,\n",
       "                      'taped': 1,\n",
       "                      'their': 1,\n",
       "                      'tiny': 1,\n",
       "                      'wearing': 1,\n",
       "                      'wore': 1,\n",
       "                      'would': 1}),\n",
       "             'exactly': Counter({'almost': 1,\n",
       "                      'been': 1,\n",
       "                      'believe': 1,\n",
       "                      'bike': 1,\n",
       "                      'curse': 1,\n",
       "                      'does': 1,\n",
       "                      'dudley': 1,\n",
       "                      'glasses': 1,\n",
       "                      'green': 1,\n",
       "                      'grow': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 1,\n",
       "                      'hear': 1,\n",
       "                      'heard': 1,\n",
       "                      'himself': 1,\n",
       "                      'last': 1,\n",
       "                      'like': 1,\n",
       "                      'name': 1,\n",
       "                      'never': 2,\n",
       "                      'points': 1,\n",
       "                      'pretty': 1,\n",
       "                      'recent': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 2,\n",
       "                      'same': 3,\n",
       "                      'second': 1,\n",
       "                      'secret': 1,\n",
       "                      'shape': 1,\n",
       "                      'sort': 1,\n",
       "                      'starved': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'table': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'what': 2}),\n",
       "             'shape': Counter({\"'nmat\": 1,\n",
       "                      'exactly': 1,\n",
       "                      'markings': 1,\n",
       "                      'same': 1,\n",
       "                      'then': 1,\n",
       "                      'this': 1}),\n",
       "             'emerald': Counter({'addressed': 1,\n",
       "                      'black': 1,\n",
       "                      'cloak': 1,\n",
       "                      'green': 2,\n",
       "                      'sweater': 1}),\n",
       "             'black': Counter({'across': 1,\n",
       "                      'ball': 1,\n",
       "                      'balls': 1,\n",
       "                      'beetles': 1,\n",
       "                      'behind': 1,\n",
       "                      'billowing': 1,\n",
       "                      'boarhound': 1,\n",
       "                      'bowlers': 1,\n",
       "                      'bushy': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'cloak': 2,\n",
       "                      'clouds': 1,\n",
       "                      'coat': 1,\n",
       "                      'crumpled': 1,\n",
       "                      'dean': 1,\n",
       "                      'direct': 1,\n",
       "                      'emerald': 1,\n",
       "                      'enormous': 1,\n",
       "                      'even': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'fire': 2,\n",
       "                      'flames': 3,\n",
       "                      'forest': 2,\n",
       "                      'greasy': 1,\n",
       "                      'great': 1,\n",
       "                      'hair': 4,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'huge': 1,\n",
       "                      'hunched': 1,\n",
       "                      'inside': 1,\n",
       "                      'instant': 1,\n",
       "                      'just': 1,\n",
       "                      'knees': 1,\n",
       "                      'knight': 2,\n",
       "                      'large': 1,\n",
       "                      'lent': 1,\n",
       "                      'like': 3,\n",
       "                      'limp': 1,\n",
       "                      'long': 3,\n",
       "                      'looking': 1,\n",
       "                      'lost': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mark': 1,\n",
       "                      'neville': 1,\n",
       "                      'once': 1,\n",
       "                      'ones': 1,\n",
       "                      'overcoat': 1,\n",
       "                      'pieces': 2,\n",
       "                      'plain': 1,\n",
       "                      'players': 1,\n",
       "                      'pocket': 1,\n",
       "                      'pointed': 1,\n",
       "                      'robes': 3,\n",
       "                      'said': 1,\n",
       "                      'shadows': 1,\n",
       "                      'shiny': 1,\n",
       "                      'shoes': 1,\n",
       "                      'silent': 1,\n",
       "                      'silver': 2,\n",
       "                      'sirius': 1,\n",
       "                      'slightly': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'tables': 1,\n",
       "                      'take': 1,\n",
       "                      'there': 1,\n",
       "                      'thick': 2,\n",
       "                      'three': 1,\n",
       "                      'through': 2,\n",
       "                      'trees': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'vampires': 1,\n",
       "                      'velvety': 1,\n",
       "                      'walked': 1,\n",
       "                      'wear': 1,\n",
       "                      'were': 1,\n",
       "                      'wicked': 1,\n",
       "                      'your': 1}),\n",
       "             'drawn': Counter({'curtains': 1,\n",
       "                      'hair': 1,\n",
       "                      'into': 1,\n",
       "                      'soon': 1}),\n",
       "             'tight': Counter({'around': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'cloak': 1,\n",
       "                      'corners': 1,\n",
       "                      'could': 1,\n",
       "                      'dream': 1,\n",
       "                      'hold': 1,\n",
       "                      'holding': 1,\n",
       "                      'hung': 1,\n",
       "                      'into': 1,\n",
       "                      'like': 1,\n",
       "                      'looked': 1,\n",
       "                      'round': 1,\n",
       "                      'shut': 1,\n",
       "                      'tripped': 1,\n",
       "                      'were': 1}),\n",
       "             'distinctly': Counter({'looked': 1, 'ruffled': 1}),\n",
       "             'ruffled': Counter({'breeze': 1,\n",
       "                      'distinctly': 1,\n",
       "                      'dudley': 2,\n",
       "                      'know': 1,\n",
       "                      'neat': 1}),\n",
       "             'asked': Counter({'about': 2,\n",
       "                      'angry': 1,\n",
       "                      'aunt': 2,\n",
       "                      'been': 2,\n",
       "                      'before': 1,\n",
       "                      'behind': 1,\n",
       "                      'blood': 1,\n",
       "                      'brothers': 1,\n",
       "                      'came': 1,\n",
       "                      'come': 1,\n",
       "                      'counted': 1,\n",
       "                      'dear': 1,\n",
       "                      'dudley': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'fast': 1,\n",
       "                      'filch': 1,\n",
       "                      'finnigan': 1,\n",
       "                      'glad': 1,\n",
       "                      'going': 1,\n",
       "                      'good-bye': 1,\n",
       "                      'hagrid': 4,\n",
       "                      'harry': 24,\n",
       "                      'help': 2,\n",
       "                      'here': 2,\n",
       "                      'hermione': 2,\n",
       "                      'holding': 1,\n",
       "                      'hoping': 1,\n",
       "                      'houses': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'knew': 1,\n",
       "                      'know': 3,\n",
       "                      'lady': 1,\n",
       "                      'laugh': 1,\n",
       "                      'leading': 1,\n",
       "                      'liked': 1,\n",
       "                      'looking': 2,\n",
       "                      'magic': 1,\n",
       "                      'never': 1,\n",
       "                      'onto': 1,\n",
       "                      'opinion': 1,\n",
       "                      'other': 1,\n",
       "                      'percy': 3,\n",
       "                      'pointing': 1,\n",
       "                      'politely': 1,\n",
       "                      'potter': 1,\n",
       "                      'poured': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'said': 1,\n",
       "                      'scar': 1,\n",
       "                      'seamus': 1,\n",
       "                      'shrilly': 1,\n",
       "                      'snake': 1,\n",
       "                      'some': 1,\n",
       "                      'spells': 1,\n",
       "                      'sticking': 1,\n",
       "                      'stone': 1,\n",
       "                      'team': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 2,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'train': 1,\n",
       "                      'trying': 1,\n",
       "                      'unless': 1,\n",
       "                      'upstairs': 1,\n",
       "                      'urgently': 1,\n",
       "                      'what': 6,\n",
       "                      'when': 2,\n",
       "                      'wizards': 1,\n",
       "                      'yeah': 1}),\n",
       "             'stiff': Counter({'been': 1,\n",
       "                      'board': 1,\n",
       "                      'face': 1,\n",
       "                      'stiffly': 1}),\n",
       "             'brick': Counter({'left': 1,\n",
       "                      'sitting': 1,\n",
       "                      'third': 1,\n",
       "                      'touched': 1,\n",
       "                      'umbrella': 1,\n",
       "                      'wall': 1}),\n",
       "             'dozen': Counter({'each': 1,\n",
       "                      'eggs': 1,\n",
       "                      'feasts': 1,\n",
       "                      'paces': 1,\n",
       "                      'passed': 1,\n",
       "                      'than': 1}),\n",
       "             'feasts': Counter({'could': 1,\n",
       "                      'dozen': 1,\n",
       "                      'parties': 1,\n",
       "                      'risky': 1}),\n",
       "             'parties': Counter({'feasts': 1,\n",
       "                      'follow': 1,\n",
       "                      'here': 1,\n",
       "                      'inter': 1}),\n",
       "             'sniffed': Counter({'angrily': 1,\n",
       "                      'foul': 1,\n",
       "                      'harry': 1,\n",
       "                      'madly': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'noses': 1,\n",
       "                      'once': 1,\n",
       "                      'toad': 1}),\n",
       "             'everyone': Counter({\"'course\": 1,\n",
       "                      '1709': 1,\n",
       "                      'after': 1,\n",
       "                      'almost': 1,\n",
       "                      'angrily': 1,\n",
       "                      'around': 1,\n",
       "                      'attention': 1,\n",
       "                      'barked': 1,\n",
       "                      'beasts': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'bounds': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'broom': 1,\n",
       "                      'brothers': 1,\n",
       "                      'cake': 1,\n",
       "                      'celebrating': 1,\n",
       "                      'chatter': 1,\n",
       "                      'clapping': 1,\n",
       "                      'class': 1,\n",
       "                      'come': 1,\n",
       "                      'different': 1,\n",
       "                      'does': 2,\n",
       "                      'door': 1,\n",
       "                      'eaten': 1,\n",
       "                      'eating': 1,\n",
       "                      'else': 7,\n",
       "                      'enough': 1,\n",
       "                      'except': 1,\n",
       "                      'expects': 1,\n",
       "                      'face': 1,\n",
       "                      'fell': 1,\n",
       "                      'felt': 1,\n",
       "                      'follows': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'funny': 1,\n",
       "                      'gets': 1,\n",
       "                      'glass': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 2,\n",
       "                      'hear': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 1,\n",
       "                      'interested': 1,\n",
       "                      'knows': 4,\n",
       "                      'laughing': 1,\n",
       "                      'leaky': 2,\n",
       "                      'like': 1,\n",
       "                      'look': 1,\n",
       "                      'looking': 2,\n",
       "                      'marks': 1,\n",
       "                      'name': 1,\n",
       "                      'noisy': 1,\n",
       "                      'pick': 1,\n",
       "                      'quietly': 1,\n",
       "                      'rather': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'saying': 2,\n",
       "                      'says': 2,\n",
       "                      'seemed': 1,\n",
       "                      'shouted': 2,\n",
       "                      'silent': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'smelting': 1,\n",
       "                      'stand': 1,\n",
       "                      'stared': 1,\n",
       "                      'starts': 1,\n",
       "                      'stopped': 1,\n",
       "                      'telling': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'thinks': 2,\n",
       "                      'tower': 1,\n",
       "                      'tried': 1,\n",
       "                      'usual': 1,\n",
       "                      'very': 1,\n",
       "                      'waiting': 1,\n",
       "                      'walked': 1,\n",
       "                      'want': 1,\n",
       "                      'wantin': 1,\n",
       "                      'watching': 1,\n",
       "                      'what': 3,\n",
       "                      'whatever': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 2,\n",
       "                      'while': 2,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'words': 2,\n",
       "                      'world': 2}),\n",
       "             'impatiently': Counter({'quirrell': 1,\n",
       "                      'said': 1,\n",
       "                      'think': 1,\n",
       "                      'unusually': 1,\n",
       "                      'watched': 1,\n",
       "                      'what': 1}),\n",
       "             'careful': Counter({'blink': 1,\n",
       "                      'cheeks': 1,\n",
       "                      'drink': 1,\n",
       "                      'even': 1,\n",
       "                      'find': 1,\n",
       "                      'follow': 1,\n",
       "                      'forest': 1,\n",
       "                      'harry': 1,\n",
       "                      'more': 2,\n",
       "                      'ronan': 1,\n",
       "                      'said': 1,\n",
       "                      'shoot': 1,\n",
       "                      'they': 1,\n",
       "                      'time': 1,\n",
       "                      'walk': 1,\n",
       "                      'want': 1,\n",
       "                      'watched': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1}),\n",
       "             'dark': Counter({'about': 1,\n",
       "                      'across': 2,\n",
       "                      'against': 3,\n",
       "                      'almost': 1,\n",
       "                      'along': 2,\n",
       "                      'around': 1,\n",
       "                      'arts': 6,\n",
       "                      'asleep': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'book': 1,\n",
       "                      'bottom': 1,\n",
       "                      'chamber': 1,\n",
       "                      'classroom': 1,\n",
       "                      'cloudy': 1,\n",
       "                      'common': 1,\n",
       "                      'cool': 1,\n",
       "                      'corridors': 1,\n",
       "                      'could': 1,\n",
       "                      'crate': 1,\n",
       "                      'cupboard': 2,\n",
       "                      'damp': 1,\n",
       "                      'days': 1,\n",
       "                      'defeat': 2,\n",
       "                      'dense': 1,\n",
       "                      'dormitory': 1,\n",
       "                      'down': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'either': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fall': 1,\n",
       "                      'fang': 1,\n",
       "                      'fire': 1,\n",
       "                      'forces': 1,\n",
       "                      'from': 1,\n",
       "                      'full': 1,\n",
       "                      'getting': 1,\n",
       "                      'green': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hair': 1,\n",
       "                      'hall': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'leaves': 1,\n",
       "                      'likes': 1,\n",
       "                      'living': 1,\n",
       "                      'living-room': 1,\n",
       "                      'lucky': 1,\n",
       "                      'magic': 2,\n",
       "                      'might': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'nothing': 1,\n",
       "                      'outlines': 1,\n",
       "                      'over': 2,\n",
       "                      'passageways': 1,\n",
       "                      'path': 2,\n",
       "                      'pearly-white': 1,\n",
       "                      'platform': 1,\n",
       "                      'powerful': 3,\n",
       "                      'recognize': 1,\n",
       "                      'right': 1,\n",
       "                      'rivers': 1,\n",
       "                      'scamander': 1,\n",
       "                      'school': 1,\n",
       "                      'send': 1,\n",
       "                      'shabby': 1,\n",
       "                      'shapes': 1,\n",
       "                      'shop': 1,\n",
       "                      'side': 3,\n",
       "                      'silence': 1,\n",
       "                      'squinting': 1,\n",
       "                      'stain': 1,\n",
       "                      'staring': 1,\n",
       "                      'still': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 3,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'through': 1,\n",
       "                      'tiny': 1,\n",
       "                      'trees': 1,\n",
       "                      'tunnel': 1,\n",
       "                      'tunnels': 1,\n",
       "                      'very': 2,\n",
       "                      'warn': 1,\n",
       "                      'wicked': 1,\n",
       "                      'window': 1,\n",
       "                      'with': 1,\n",
       "                      'wizard': 3,\n",
       "                      'wizards': 1,\n",
       "                      'woman': 1,\n",
       "                      'work': 1}),\n",
       "             'living-room': Counter({'dark': 1, 'window': 1}),\n",
       "             'flocks': Counter({'heard': 1, 'owls': 1}),\n",
       "             'completely': Counter({'almost': 1,\n",
       "                      'body': 1,\n",
       "                      'broom': 1,\n",
       "                      'control': 1,\n",
       "                      'gone': 1,\n",
       "                      'hidden': 1,\n",
       "                      'invisible': 1,\n",
       "                      'still': 1,\n",
       "                      'stupid': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'vanished': 1}),\n",
       "             'bound': Counter({'been': 1,\n",
       "                      'caught': 1,\n",
       "                      'leather': 1,\n",
       "                      'notice': 1,\n",
       "                      'really': 1,\n",
       "                      'stones': 1,\n",
       "                      'tightly': 1,\n",
       "                      'were': 1}),\n",
       "             'notice': Counter({'bound': 1,\n",
       "                      'course': 1,\n",
       "                      'even': 2,\n",
       "                      'gets': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'much': 1,\n",
       "                      'pinned': 1,\n",
       "                      'pipe': 1,\n",
       "                      'quick': 1,\n",
       "                      'seem': 1,\n",
       "                      'seemed': 1,\n",
       "                      'something': 1,\n",
       "                      'spotted': 1,\n",
       "                      'stick': 1,\n",
       "                      'will': 1}),\n",
       "             'dedalus': Counter({'cried': 1,\n",
       "                      'diggle': 4,\n",
       "                      'harry': 1,\n",
       "                      'name': 1,\n",
       "                      'that': 1}),\n",
       "             'diggle': Counter({'dedalus': 4,\n",
       "                      'fell': 1,\n",
       "                      'looking': 1,\n",
       "                      'name': 1,\n",
       "                      'never': 1,\n",
       "                      'seen': 1,\n",
       "                      'tell': 1}),\n",
       "             'sense': Counter({'blame': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'humor': 1,\n",
       "                      'made': 1,\n",
       "                      'more': 1,\n",
       "                      'much': 1,\n",
       "                      'potter': 1}),\n",
       "             'gently': Counter({'bumped': 1,\n",
       "                      'door': 1,\n",
       "                      'doorstep': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'onto': 1,\n",
       "                      'precious': 1,\n",
       "                      'think': 1,\n",
       "                      'toppled': 1,\n",
       "                      'with': 1}),\n",
       "             'precious': Counter({'examining': 1,\n",
       "                      'gently': 1,\n",
       "                      'little': 1,\n",
       "                      'stones': 1}),\n",
       "             'celebrate': Counter({'eleven': 1,\n",
       "                      'little': 1,\n",
       "                      'silver': 1,\n",
       "                      'slytherin': 1}),\n",
       "             'eleven': Counter({'celebrate': 1,\n",
       "                      'chapter': 1,\n",
       "                      'every': 1,\n",
       "                      'express': 1,\n",
       "                      'feather': 1,\n",
       "                      'half-past': 1,\n",
       "                      'harry': 1,\n",
       "                      'inches': 2,\n",
       "                      'left': 1,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 1,\n",
       "                      'muttered': 1,\n",
       "                      'nonsense': 1,\n",
       "                      \"o'clock\": 6,\n",
       "                      'place': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'sausages': 1,\n",
       "                      'silver': 1,\n",
       "                      'they': 1,\n",
       "                      'thirty': 1,\n",
       "                      'three-quarters': 1,\n",
       "                      'wand': 1,\n",
       "                      'were': 1,\n",
       "                      'woman': 1,\n",
       "                      'years': 2}),\n",
       "             'irritably': Counter({'hagrid': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'said': 1,\n",
       "                      'seized': 1,\n",
       "                      'straight': 1,\n",
       "                      'that': 1}),\n",
       "             'lose': Counter({'afford': 2,\n",
       "                      'christmas': 1,\n",
       "                      'does': 1,\n",
       "                      'everything': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'head': 1,\n",
       "                      'heads': 1,\n",
       "                      'house': 3,\n",
       "                      'lead': 1,\n",
       "                      'match': 1,\n",
       "                      'might': 1,\n",
       "                      'more': 1,\n",
       "                      'nothing': 1,\n",
       "                      'points': 2,\n",
       "                      'quick': 1,\n",
       "                      'reason': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'that': 1,\n",
       "                      'toad': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'would': 1}),\n",
       "             'heads': Counter({'boil': 1,\n",
       "                      'both': 1,\n",
       "                      \"c'mon\": 1,\n",
       "                      'chattering': 1,\n",
       "                      'could': 1,\n",
       "                      'down': 2,\n",
       "                      'floor': 1,\n",
       "                      'giant': 1,\n",
       "                      'knees': 1,\n",
       "                      'little': 2,\n",
       "                      'lose': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 3,\n",
       "                      'people': 2,\n",
       "                      'stood': 1,\n",
       "                      'students': 1,\n",
       "                      'their': 6,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'three': 3,\n",
       "                      'together': 1,\n",
       "                      'wailed': 1,\n",
       "                      'well': 1,\n",
       "                      'with': 1,\n",
       "                      'your': 1}),\n",
       "             'downright': Counter({'being': 1,\n",
       "                      'careless': 1,\n",
       "                      'teacher': 1,\n",
       "                      'telling': 1}),\n",
       "             'careless': Counter({'does': 1,\n",
       "                      'downright': 1,\n",
       "                      'pretend': 1,\n",
       "                      'streets': 1}),\n",
       "             'streets': Counter({'away': 1,\n",
       "                      'broad': 1,\n",
       "                      'careless': 1,\n",
       "                      'lived': 1}),\n",
       "             'swapping': Counter({'clothes': 1, 'rumors': 1}),\n",
       "             'rumors': Counter({'harry': 1,\n",
       "                      'next': 1,\n",
       "                      'swapping': 1,\n",
       "                      'that': 1,\n",
       "                      'threw': 1,\n",
       "                      'wild': 1}),\n",
       "             'threw': Counter({'arms': 1,\n",
       "                      'chalk': 1,\n",
       "                      'chamber': 1,\n",
       "                      'cloak': 3,\n",
       "                      'coat': 1,\n",
       "                      'crown': 1,\n",
       "                      'dirty': 1,\n",
       "                      'door': 1,\n",
       "                      'glass': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 4,\n",
       "                      'into': 3,\n",
       "                      'knowin': 1,\n",
       "                      'loyalties': 1,\n",
       "                      'metal': 1,\n",
       "                      'necks': 1,\n",
       "                      'peeves': 1,\n",
       "                      'quick': 1,\n",
       "                      'rubber': 1,\n",
       "                      'rumors': 1,\n",
       "                      'said': 1,\n",
       "                      'seizing': 1,\n",
       "                      'sharp': 1,\n",
       "                      'shouted': 1,\n",
       "                      'them': 1,\n",
       "                      'waist': 1,\n",
       "                      'wand': 1}),\n",
       "             'sharp': Counter({'about-face': 1,\n",
       "                      'beaks': 1,\n",
       "                      'cold': 1,\n",
       "                      'eyes': 1,\n",
       "                      'father': 1,\n",
       "                      'feel': 1,\n",
       "                      'finger': 1,\n",
       "                      'firecracker': 1,\n",
       "                      'head': 1,\n",
       "                      'little': 1,\n",
       "                      'look': 1,\n",
       "                      'made': 1,\n",
       "                      'pain': 1,\n",
       "                      'said': 1,\n",
       "                      'severus': 1,\n",
       "                      'shot': 1,\n",
       "                      'sideways': 1,\n",
       "                      'squeal': 1,\n",
       "                      'take': 1,\n",
       "                      'threw': 1,\n",
       "                      'turn': 1,\n",
       "                      'voice': 1}),\n",
       "             'sideways': Counter({'another': 1,\n",
       "                      'broom': 1,\n",
       "                      'cast': 1,\n",
       "                      'glance': 1,\n",
       "                      'look': 1,\n",
       "                      'looks': 1,\n",
       "                      'sharp': 1,\n",
       "                      'slip': 1}),\n",
       "             'glance': Counter({'dumbledore': 1,\n",
       "                      'fire': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'noticed': 1,\n",
       "                      'sideways': 1,\n",
       "                      'their': 1}),\n",
       "             'fine': Counter({'behind': 1,\n",
       "                      'harry': 1,\n",
       "                      'just': 2,\n",
       "                      'makers': 1,\n",
       "                      'mind': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 2,\n",
       "                      'they': 1,\n",
       "                      'thing': 1,\n",
       "                      'wands': 1,\n",
       "                      'went': 1,\n",
       "                      'while': 1}),\n",
       "             'youknow-who': Counter({'seems': 1, 'very': 1}),\n",
       "             'seems': Counter({'certainly': 1,\n",
       "                      'clean': 1,\n",
       "                      'eyes': 1,\n",
       "                      'flying': 1,\n",
       "                      'have': 1,\n",
       "                      'incredible': 1,\n",
       "                      'losing': 1,\n",
       "                      'only': 1,\n",
       "                      'order': 1,\n",
       "                      'said': 1,\n",
       "                      'shame': 1,\n",
       "                      'sure': 1,\n",
       "                      'that': 1,\n",
       "                      'toilet': 1,\n",
       "                      'what': 1,\n",
       "                      'youknow-who': 1}),\n",
       "             'disappeared': Counter({'about': 2,\n",
       "                      'corridor': 1,\n",
       "                      'desserts': 1,\n",
       "                      'face': 1,\n",
       "                      'footsteps': 1,\n",
       "                      'from': 2,\n",
       "                      'gone': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'last': 1,\n",
       "                      'mice': 1,\n",
       "                      'once': 1,\n",
       "                      'professor': 1,\n",
       "                      'said': 1,\n",
       "                      'shock': 1,\n",
       "                      'snitch': 1,\n",
       "                      'started': 1,\n",
       "                      'that': 2,\n",
       "                      'that-that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'turned': 1,\n",
       "                      'under': 1,\n",
       "                      'vanished': 1,\n",
       "                      'when': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'really': Counter({'afford': 1,\n",
       "                      'always': 1,\n",
       "                      'annoying': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 2,\n",
       "                      'behind': 1,\n",
       "                      'belting': 1,\n",
       "                      'blew': 1,\n",
       "                      'bound': 1,\n",
       "                      'break': 1,\n",
       "                      'cloak': 1,\n",
       "                      'cried': 1,\n",
       "                      'crying': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'done': 1,\n",
       "                      'doors': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'either': 1,\n",
       "                      'even': 1,\n",
       "                      'everyone': 1,\n",
       "                      'extraordinary': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'fact': 1,\n",
       "                      'fall': 1,\n",
       "                      'fallen': 1,\n",
       "                      'favored': 1,\n",
       "                      'fine': 1,\n",
       "                      'first': 1,\n",
       "                      'flying': 1,\n",
       "                      'fred': 1,\n",
       "                      'frogs': 1,\n",
       "                      'funny': 2,\n",
       "                      'getting': 1,\n",
       "                      'goes': 1,\n",
       "                      'goggle': 1,\n",
       "                      'gone': 1,\n",
       "                      'good': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'guarding': 1,\n",
       "                      'happened': 1,\n",
       "                      'happier': 1,\n",
       "                      'harry': 4,\n",
       "                      'hate': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hope': 1,\n",
       "                      'horrible': 1,\n",
       "                      'hurting': 1,\n",
       "                      'know': 3,\n",
       "                      'knows': 2,\n",
       "                      'like': 1,\n",
       "                      'looking': 1,\n",
       "                      'lucky': 1,\n",
       "                      'mantelpiece': 1,\n",
       "                      'match': 1,\n",
       "                      'mattress': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mean': 1,\n",
       "                      'meant': 1,\n",
       "                      'must': 1,\n",
       "                      'natural': 1,\n",
       "                      'need': 1,\n",
       "                      'needed': 1,\n",
       "                      'nice': 1,\n",
       "                      'night': 1,\n",
       "                      'none': 1,\n",
       "                      'once': 1,\n",
       "                      'perenelle': 1,\n",
       "                      'piles': 1,\n",
       "                      'pleased': 1,\n",
       "                      'rare': 2,\n",
       "                      'really': 2,\n",
       "                      'right': 1,\n",
       "                      'said': 3,\n",
       "                      'scar': 1,\n",
       "                      'seemed': 1,\n",
       "                      'selfish': 1,\n",
       "                      'shops': 1,\n",
       "                      'showed': 1,\n",
       "                      'since': 1,\n",
       "                      'something': 2,\n",
       "                      'sorry': 1,\n",
       "                      'stared': 1,\n",
       "                      'still': 2,\n",
       "                      'stole': 1,\n",
       "                      'stone': 1,\n",
       "                      'stupid': 1,\n",
       "                      'such': 1,\n",
       "                      'suggested': 1,\n",
       "                      'suppose': 1,\n",
       "                      'supposed': 1,\n",
       "                      'than': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 4,\n",
       "                      'they': 5,\n",
       "                      'think': 1,\n",
       "                      'thinking': 1,\n",
       "                      'told': 1,\n",
       "                      'tune': 1,\n",
       "                      'understand': 1,\n",
       "                      'valuable': 3,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'wall': 1,\n",
       "                      'wand': 1,\n",
       "                      'wanted': 3,\n",
       "                      'weasley': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 3,\n",
       "                      'will': 1,\n",
       "                      'wipe': 1,\n",
       "                      'wizard': 1}),\n",
       "             'certainly': Counter({'dumbledore': 1,\n",
       "                      'events': 1,\n",
       "                      'have': 1,\n",
       "                      'malfay': 1,\n",
       "                      'most': 1,\n",
       "                      'puppet': 1,\n",
       "                      'scared': 1,\n",
       "                      'seemed': 2,\n",
       "                      'seems': 1,\n",
       "                      'talk': 1,\n",
       "                      'troll': 1,\n",
       "                      'vernon': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'will': 1,\n",
       "                      'would': 1}),\n",
       "             'thankful': Counter({'much': 1, 'would': 1}),\n",
       "             'care': Counter({'about': 2,\n",
       "                      'goose': 1,\n",
       "                      'hermione': 2,\n",
       "                      'house': 1,\n",
       "                      'lemon': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'only': 1,\n",
       "                      'strange': 1,\n",
       "                      'take': 3,\n",
       "                      'then': 1,\n",
       "                      'took': 1,\n",
       "                      'would': 1}),\n",
       "             'lemon': Counter({'another': 1,\n",
       "                      'care': 1,\n",
       "                      'cheap': 1,\n",
       "                      'come': 1,\n",
       "                      'drop': 3,\n",
       "                      'drops': 2,\n",
       "                      'either': 1,\n",
       "                      'moment': 1,\n",
       "                      'swallowed': 1,\n",
       "                      'unsticking': 1,\n",
       "                      'what': 1}),\n",
       "             'drop': Counter({'almost': 1,\n",
       "                      'answer': 1,\n",
       "                      'crate': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'heavy': 1,\n",
       "                      'into': 1,\n",
       "                      'lemon': 3,\n",
       "                      'nothin': 1,\n",
       "                      'they': 1,\n",
       "                      'told': 1,\n",
       "                      'wastepaper': 1,\n",
       "                      'what': 1,\n",
       "                      'would': 1}),\n",
       "             'sweet': Counter({'around': 1,\n",
       "                      'muggle': 1,\n",
       "                      'rather': 1,\n",
       "                      'smelled': 1,\n",
       "                      'strong': 1,\n",
       "                      'they': 1,\n",
       "                      'walked': 1,\n",
       "                      'while': 1}),\n",
       "             'fond': Counter({'quite': 1, 'rather': 1, 'thank': 1, 'them': 1}),\n",
       "             'coldly': Counter({'filch': 1,\n",
       "                      'harry': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'received': 1,\n",
       "                      'said': 2,\n",
       "                      'they': 1,\n",
       "                      'though': 1}),\n",
       "             'drops': Counter({'beat': 1,\n",
       "                      'even': 1,\n",
       "                      'great': 1,\n",
       "                      'lemon': 2,\n",
       "                      'seemed': 1}),\n",
       "             'surely': Counter({'letter': 1,\n",
       "                      'meant': 1,\n",
       "                      'professor': 1,\n",
       "                      'sensible': 1,\n",
       "                      'that': 1,\n",
       "                      'which': 1}),\n",
       "             'sensible': Counter({'person': 1, 'surely': 1}),\n",
       "             'person': Counter({'anything': 1,\n",
       "                      'burly': 1,\n",
       "                      'called': 1,\n",
       "                      'granger': 1,\n",
       "                      'last': 1,\n",
       "                      'like': 1,\n",
       "                      'loved': 1,\n",
       "                      'marked': 1,\n",
       "                      'peace': 1,\n",
       "                      'right': 1,\n",
       "                      'sensible': 1,\n",
       "                      'tell': 1,\n",
       "                      'though': 1,\n",
       "                      'touch': 1,\n",
       "                      'turned': 1,\n",
       "                      'with': 1}),\n",
       "             'call': Counter({'comforting': 1,\n",
       "                      'could': 1,\n",
       "                      'decided': 2,\n",
       "                      'emptying': 1,\n",
       "                      'filch': 1,\n",
       "                      'fitch': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hand': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'idiot': 2,\n",
       "                      'like': 1,\n",
       "                      'name': 1,\n",
       "                      'nicholas': 1,\n",
       "                      'nonmagic': 1,\n",
       "                      'norbert': 1,\n",
       "                      'people': 1,\n",
       "                      'perfect': 1,\n",
       "                      'prefer': 1,\n",
       "                      'proper': 1,\n",
       "                      'roll': 2,\n",
       "                      'should': 1,\n",
       "                      'time-out': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'what': 3,\n",
       "                      'when': 2,\n",
       "                      'woman': 1,\n",
       "                      'wood': 1,\n",
       "                      'you-know-': 1,\n",
       "                      'your': 1,\n",
       "                      'yourself': 2}),\n",
       "             \"'you-\": Counter({'know-who': 1, 'this': 1}),\n",
       "             'know-who': Counter({\"'you-\": 1,\n",
       "                      'mentioned': 1,\n",
       "                      'nonsense': 1,\n",
       "                      'you-': 1}),\n",
       "             'persuade': Counter({'could': 1,\n",
       "                      'maybe': 1,\n",
       "                      'people': 1,\n",
       "                      'trying': 1}),\n",
       "             'proper': Counter({'always': 1,\n",
       "                      'birthday': 1,\n",
       "                      'call': 1,\n",
       "                      'duels': 1,\n",
       "                      'family': 1,\n",
       "                      'getting': 1,\n",
       "                      'having': 1,\n",
       "                      'name': 2,\n",
       "                      'only': 1}),\n",
       "             'voldemort': Counter({'again': 1,\n",
       "                      'call': 1,\n",
       "                      'calmly': 1,\n",
       "                      'certainly': 1,\n",
       "                      'chapter': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 2,\n",
       "                      'could': 4,\n",
       "                      'door': 1,\n",
       "                      'even': 1,\n",
       "                      'expected': 1,\n",
       "                      'face': 1,\n",
       "                      'find': 1,\n",
       "                      'frightened': 1,\n",
       "                      'gasped': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'hermione': 1,\n",
       "                      'idea': 1,\n",
       "                      'kill': 1,\n",
       "                      'killed': 1,\n",
       "                      'lord': 2,\n",
       "                      'name': 3,\n",
       "                      'night': 1,\n",
       "                      'parents': 1,\n",
       "                      'potter': 1,\n",
       "                      'power': 1,\n",
       "                      'powers': 1,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'saying': 2,\n",
       "                      'screamed': 1,\n",
       "                      'screeched': 1,\n",
       "                      'showed': 1,\n",
       "                      'shrieked': 1,\n",
       "                      'shrieks': 1,\n",
       "                      'side': 1,\n",
       "                      'snape': 1,\n",
       "                      'stone': 3,\n",
       "                      'stop': 1,\n",
       "                      'talking': 1,\n",
       "                      'that': 2,\n",
       "                      'then': 1,\n",
       "                      'thing': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'turned': 1,\n",
       "                      'under': 1,\n",
       "                      'understand': 1,\n",
       "                      'voldemort': 2,\n",
       "                      'wait': 1,\n",
       "                      'waiting': 1,\n",
       "                      'well': 2,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1,\n",
       "                      'yells': 1}),\n",
       "             'flinched': Counter({'dumbledore': 1, 'mcgonagall': 1}),\n",
       "             'unsticking': Counter({'dumbledore': 1, 'lemon': 1}),\n",
       "             'gets': Counter({'anyone': 1,\n",
       "                      'back': 1,\n",
       "                      'case': 1,\n",
       "                      'confusing': 1,\n",
       "                      'drunk': 1,\n",
       "                      'everyone': 1,\n",
       "                      'hold': 1,\n",
       "                      'important': 1,\n",
       "                      'lonely': 1,\n",
       "                      'notice': 1,\n",
       "                      'percy': 1,\n",
       "                      'robes': 1,\n",
       "                      'scared': 1,\n",
       "                      'snape': 1,\n",
       "                      'then': 1,\n",
       "                      'time': 1,\n",
       "                      'trouble': 1,\n",
       "                      'usually': 1}),\n",
       "             'confusing': Counter({'gets': 1,\n",
       "                      'keep': 1,\n",
       "                      'send': 1,\n",
       "                      'which': 1}),\n",
       "             'keep': Counter({'alive': 1,\n",
       "                      'asked': 1,\n",
       "                      'asleep': 2,\n",
       "                      'beaters': 1,\n",
       "                      'best': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'bringing': 1,\n",
       "                      'chance': 1,\n",
       "                      'close': 1,\n",
       "                      'closer': 1,\n",
       "                      'confusing': 1,\n",
       "                      'contact': 1,\n",
       "                      'could': 1,\n",
       "                      'didn': 1,\n",
       "                      'doing': 1,\n",
       "                      'done': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'enough': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fair': 1,\n",
       "                      'fear': 1,\n",
       "                      'feet': 1,\n",
       "                      'fire': 1,\n",
       "                      'forever': 1,\n",
       "                      'forgettin': 1,\n",
       "                      'from': 1,\n",
       "                      'give': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 2,\n",
       "                      'head': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'hold': 2,\n",
       "                      'hooch': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'know': 1,\n",
       "                      'looking': 3,\n",
       "                      'magnificent': 1,\n",
       "                      'main': 1,\n",
       "                      'money': 1,\n",
       "                      'mouth': 1,\n",
       "                      'office': 1,\n",
       "                      'panting': 1,\n",
       "                      'password': 1,\n",
       "                      'path': 1,\n",
       "                      'plan': 1,\n",
       "                      'playing': 1,\n",
       "                      'putting': 1,\n",
       "                      'quirrell': 4,\n",
       "                      'rest': 1,\n",
       "                      'right': 1,\n",
       "                      'running': 2,\n",
       "                      'safe': 2,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'secret': 1,\n",
       "                      'seemed': 1,\n",
       "                      'should': 1,\n",
       "                      'snape': 1,\n",
       "                      'struggling': 1,\n",
       "                      'supposed': 1,\n",
       "                      'terms': 1,\n",
       "                      'than': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 3,\n",
       "                      'themselves': 1,\n",
       "                      'there': 3,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'trying': 1,\n",
       "                      'unable': 1,\n",
       "                      'until': 1,\n",
       "                      'urgently': 1,\n",
       "                      'visiting': 1,\n",
       "                      'voice': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'wants': 1,\n",
       "                      'well': 1,\n",
       "                      'will': 2,\n",
       "                      'with': 1,\n",
       "                      'wizarding': 1,\n",
       "                      'your': 6}),\n",
       "             \"'you-know-who\": Counter({'have': 1, 'saying': 1}),\n",
       "             'frightened': Counter({'being': 1,\n",
       "                      'flatter': 1,\n",
       "                      'jumpy': 1,\n",
       "                      'reason': 1,\n",
       "                      'saying': 1,\n",
       "                      'squeak': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'very': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'word': 1}),\n",
       "             'haven': Counter({'know': 1, 'said': 1}),\n",
       "             'sounding': Counter({'both': 1,\n",
       "                      'delighted': 1,\n",
       "                      'dumbledore': 2,\n",
       "                      'half': 1,\n",
       "                      'just': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'other': 1,\n",
       "                      'quite': 1,\n",
       "                      'relieved': 1,\n",
       "                      'said': 1,\n",
       "                      'sorry': 1,\n",
       "                      'thanks': 1,\n",
       "                      'would': 1}),\n",
       "             'exasperated': Counter({'half': 2}),\n",
       "             'admiring': Counter({'cloak': 1,\n",
       "                      'different': 1,\n",
       "                      'ground': 1,\n",
       "                      'half': 1,\n",
       "                      'note': 1,\n",
       "                      'whoop': 1}),\n",
       "             'knows': Counter({'after': 1,\n",
       "                      'anyone': 1,\n",
       "                      'awful': 1,\n",
       "                      'believe': 1,\n",
       "                      'enough': 1,\n",
       "                      'everyone': 4,\n",
       "                      'except': 1,\n",
       "                      'forget': 1,\n",
       "                      'gran': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'heaven': 1,\n",
       "                      'little': 1,\n",
       "                      'look': 1,\n",
       "                      'mommy': 1,\n",
       "                      'more': 1,\n",
       "                      'name': 1,\n",
       "                      'need': 1,\n",
       "                      'neither': 1,\n",
       "                      'nothin': 1,\n",
       "                      'only': 2,\n",
       "                      'past': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'really': 2,\n",
       "                      'school': 1,\n",
       "                      'soul': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'trust': 1,\n",
       "                      'turned': 1,\n",
       "                      'until': 1,\n",
       "                      'watch': 1,\n",
       "                      'well': 1,\n",
       "                      'world': 2}),\n",
       "             'you-know-': Counter({'call': 1,\n",
       "                      'mean': 1,\n",
       "                      'only': 1,\n",
       "                      'right': 1}),\n",
       "             'flatter': Counter({'frightened': 1, 'said': 1}),\n",
       "             'calmly': Counter({'dumbledore': 1,\n",
       "                      'pulling': 1,\n",
       "                      'said': 1,\n",
       "                      'speak': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wondered': 1}),\n",
       "             'powers': Counter({'astonishing': 1,\n",
       "                      'lost': 1,\n",
       "                      'stone': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'weak': 1,\n",
       "                      'will': 1}),\n",
       "             'will': Counter({'able': 3,\n",
       "                      'across': 1,\n",
       "                      'always': 2,\n",
       "                      'another': 1,\n",
       "                      'back': 4,\n",
       "                      'banquet': 1,\n",
       "                      'begin': 1,\n",
       "                      'behind': 1,\n",
       "                      'books': 1,\n",
       "                      'bottle': 1,\n",
       "                      'bring': 1,\n",
       "                      'brooms': 1,\n",
       "                      'caught': 1,\n",
       "                      'ceremony': 1,\n",
       "                      'certainly': 1,\n",
       "                      'class': 1,\n",
       "                      'copy': 1,\n",
       "                      'course': 2,\n",
       "                      'cover': 1,\n",
       "                      'credit': 1,\n",
       "                      'detention': 1,\n",
       "                      'dumbledore': 3,\n",
       "                      'each': 1,\n",
       "                      'earn': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'expect': 1,\n",
       "                      'expelled': 1,\n",
       "                      'fire': 1,\n",
       "                      'forever': 1,\n",
       "                      'give': 2,\n",
       "                      'goat': 1,\n",
       "                      'gone': 1,\n",
       "                      'granger': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hall': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 4,\n",
       "                      'held': 1,\n",
       "                      'help': 2,\n",
       "                      'hide': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'hope': 1,\n",
       "                      'house': 1,\n",
       "                      'informed': 1,\n",
       "                      'insist': 1,\n",
       "                      'keep': 2,\n",
       "                      'know': 3,\n",
       "                      'learn': 2,\n",
       "                      'learning': 1,\n",
       "                      'leave': 1,\n",
       "                      'life': 1,\n",
       "                      'look': 1,\n",
       "                      'lose': 1,\n",
       "                      'lunch': 1,\n",
       "                      'magic': 2,\n",
       "                      'make': 1,\n",
       "                      'many': 1,\n",
       "                      'mean': 1,\n",
       "                      'meet': 1,\n",
       "                      'merely': 1,\n",
       "                      'mirror': 2,\n",
       "                      'mommy': 1,\n",
       "                      'most': 2,\n",
       "                      'move': 1,\n",
       "                      'moved': 1,\n",
       "                      'name': 1,\n",
       "                      'never': 4,\n",
       "                      'neville': 1,\n",
       "                      'notice': 1,\n",
       "                      'people': 3,\n",
       "                      'personally': 1,\n",
       "                      'play': 1,\n",
       "                      'point': 1,\n",
       "                      'points': 2,\n",
       "                      'pomfrey': 1,\n",
       "                      'power': 1,\n",
       "                      'powers': 1,\n",
       "                      'prepared': 1,\n",
       "                      'quicker': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reaching': 1,\n",
       "                      'ready': 1,\n",
       "                      'real': 1,\n",
       "                      'really': 1,\n",
       "                      'receive': 1,\n",
       "                      'require': 1,\n",
       "                      'ride': 1,\n",
       "                      'rulebreaking': 1,\n",
       "                      'safely': 1,\n",
       "                      'said': 3,\n",
       "                      'save': 1,\n",
       "                      'send': 1,\n",
       "                      'seven': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'slytherins': 1,\n",
       "                      'something': 1,\n",
       "                      'sorted': 1,\n",
       "                      'sorting': 1,\n",
       "                      'stone': 1,\n",
       "                      'stool': 1,\n",
       "                      'stop': 2,\n",
       "                      'students': 1,\n",
       "                      'take': 3,\n",
       "                      'taken': 4,\n",
       "                      'tell': 1,\n",
       "                      'that': 3,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'thing': 1,\n",
       "                      'think': 2,\n",
       "                      'three': 1,\n",
       "                      'through': 1,\n",
       "                      'today': 1,\n",
       "                      'tonight': 1,\n",
       "                      'train': 2,\n",
       "                      'transform': 1,\n",
       "                      'transport': 1,\n",
       "                      'trials': 1,\n",
       "                      'triumphs': 1,\n",
       "                      'troll': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'unpleasant': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wanderings': 1,\n",
       "                      'well': 1,\n",
       "                      'which': 2,\n",
       "                      'wife': 1,\n",
       "                      'wine': 1,\n",
       "                      'wood': 1,\n",
       "                      'world': 1,\n",
       "                      'your': 1,\n",
       "                      'yourself': 1}),\n",
       "             'noble': Counter({'history': 1,\n",
       "                      'house': 1,\n",
       "                      'them': 1,\n",
       "                      'well': 1}),\n",
       "             'lucky': Counter({'again': 2,\n",
       "                      'attention': 1,\n",
       "                      'back': 1,\n",
       "                      'because': 1,\n",
       "                      'catch': 1,\n",
       "                      'dark': 1,\n",
       "                      'free': 1,\n",
       "                      'harry': 1,\n",
       "                      'just': 1,\n",
       "                      'many': 1,\n",
       "                      'might': 1,\n",
       "                      'once': 1,\n",
       "                      'pleased': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 3,\n",
       "                      'shrieked': 1,\n",
       "                      'sparks': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'wand': 1,\n",
       "                      'well': 1,\n",
       "                      'were': 3,\n",
       "                      'which': 1,\n",
       "                      'wizard': 1}),\n",
       "             'blushed': Counter({'giggled': 1,\n",
       "                      'have': 1,\n",
       "                      'lopsided': 1,\n",
       "                      'much': 1}),\n",
       "             'madam': Counter({'alas': 1,\n",
       "                      'amuse': 1,\n",
       "                      'answer': 2,\n",
       "                      'better': 1,\n",
       "                      'called': 1,\n",
       "                      'cheers': 1,\n",
       "                      'cold': 1,\n",
       "                      'contact': 1,\n",
       "                      'entered': 1,\n",
       "                      'everything': 1,\n",
       "                      'from': 1,\n",
       "                      'granger': 1,\n",
       "                      'ground': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'harry': 1,\n",
       "                      'held': 1,\n",
       "                      'hooch': 12,\n",
       "                      'malkin': 7,\n",
       "                      'moment': 1,\n",
       "                      'nervous': 1,\n",
       "                      'pate': 1,\n",
       "                      'pince': 3,\n",
       "                      'pomfrey': 13,\n",
       "                      'pomftey': 1,\n",
       "                      'relax': 1,\n",
       "                      'robes': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 1,\n",
       "                      'sight': 1,\n",
       "                      'since': 1,\n",
       "                      'teacher': 1,\n",
       "                      'them': 1,\n",
       "                      'this': 1,\n",
       "                      'thousand': 1,\n",
       "                      'told': 2,\n",
       "                      'touched': 1,\n",
       "                      'toward': 1,\n",
       "                      'with': 1,\n",
       "                      'without': 1}),\n",
       "             'pomfrey': Counter({'bustled': 1,\n",
       "                      'came': 1,\n",
       "                      'fussing': 1,\n",
       "                      'hermione': 1,\n",
       "                      'however': 1,\n",
       "                      'madam': 13,\n",
       "                      'mended': 1,\n",
       "                      'nurse': 1,\n",
       "                      'straightened': 1,\n",
       "                      'told': 1,\n",
       "                      'very': 1,\n",
       "                      'wanted': 1,\n",
       "                      'will': 1,\n",
       "                      'would': 1}),\n",
       "             'liked': Counter({'about': 1,\n",
       "                      'always': 1,\n",
       "                      'asked': 1,\n",
       "                      'complain': 1,\n",
       "                      'disagree': 1,\n",
       "                      'dudley': 1,\n",
       "                      'earmuffs': 1,\n",
       "                      'finch-fletchley': 1,\n",
       "                      'great': 1,\n",
       "                      'hardly': 1,\n",
       "                      'harry': 1,\n",
       "                      'just': 1,\n",
       "                      'killin': 1,\n",
       "                      'left': 1,\n",
       "                      'long': 2,\n",
       "                      'much': 1,\n",
       "                      'nobody': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'people': 1,\n",
       "                      'petunia': 1,\n",
       "                      'snape': 1,\n",
       "                      'sure': 1,\n",
       "                      'table': 1,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'through': 1,\n",
       "                      'told': 1}),\n",
       "             'earmuffs': Counter({'liked': 1, 'professor': 1}),\n",
       "             'shot': Counter({'across': 1,\n",
       "                      'bottle': 1,\n",
       "                      'cork': 1,\n",
       "                      'doorway': 1,\n",
       "                      'everything': 1,\n",
       "                      'flames': 2,\n",
       "                      'free': 1,\n",
       "                      'from': 2,\n",
       "                      'goal': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'pain': 1,\n",
       "                      'sharp': 1,\n",
       "                      'sparks': 1,\n",
       "                      'then': 1,\n",
       "                      'toward': 1,\n",
       "                      'wood': 1}),\n",
       "             'reached': Counter({'almost': 1,\n",
       "                      'another': 1,\n",
       "                      'bartender': 1,\n",
       "                      'began': 1,\n",
       "                      'boats': 1,\n",
       "                      'cliff': 1,\n",
       "                      'corner': 1,\n",
       "                      'corridor': 2,\n",
       "                      'dividing': 1,\n",
       "                      'door': 2,\n",
       "                      'dumbledore': 1,\n",
       "                      'even': 1,\n",
       "                      'figure': 1,\n",
       "                      'fork': 1,\n",
       "                      'giant': 1,\n",
       "                      'glass': 1,\n",
       "                      'goyle': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'hand': 2,\n",
       "                      'happened': 1,\n",
       "                      'harry': 2,\n",
       "                      'inside': 1,\n",
       "                      'instinct': 1,\n",
       "                      'into': 1,\n",
       "                      'just': 1,\n",
       "                      'kind': 1,\n",
       "                      'king': 1,\n",
       "                      'london': 1,\n",
       "                      'marble': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'murmured': 1,\n",
       "                      'nostrils': 1,\n",
       "                      'over': 1,\n",
       "                      'passageway': 1,\n",
       "                      'patted': 1,\n",
       "                      'percy': 1,\n",
       "                      'point': 1,\n",
       "                      'portrait': 3,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rock': 1,\n",
       "                      'shed': 1,\n",
       "                      'snowy': 1,\n",
       "                      'sooner': 1,\n",
       "                      'staircase': 1,\n",
       "                      'stared': 1,\n",
       "                      'station': 1,\n",
       "                      'stench': 1,\n",
       "                      'they': 15,\n",
       "                      'toward': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'waving': 1,\n",
       "                      'when': 1,\n",
       "                      'wood': 1}),\n",
       "             'anxious': Counter({'discuss': 1,\n",
       "                      'most': 1,\n",
       "                      'never': 1,\n",
       "                      'suddenly': 1}),\n",
       "             'discuss': Counter({'anxious': 1, 'real': 1}),\n",
       "             'real': Counter({'damage': 1,\n",
       "                      'discuss': 1,\n",
       "                      'even': 1,\n",
       "                      'first': 1,\n",
       "                      'friends': 1,\n",
       "                      'into': 1,\n",
       "                      'live': 1,\n",
       "                      'magic': 1,\n",
       "                      \"myst'ry\": 1,\n",
       "                      'pocket': 1,\n",
       "                      'pulled': 1,\n",
       "                      'reason': 1,\n",
       "                      'rifle': 1,\n",
       "                      'school': 1,\n",
       "                      'shock': 2,\n",
       "                      'shows': 1,\n",
       "                      'spell': 1,\n",
       "                      'that': 1,\n",
       "                      'this': 1,\n",
       "                      'will': 1,\n",
       "                      'with': 1,\n",
       "                      'wizards': 1,\n",
       "                      'your': 1}),\n",
       "             'cold': Counter({'against': 1,\n",
       "                      'bright': 1,\n",
       "                      'catching': 1,\n",
       "                      'cornflakes': 1,\n",
       "                      'cruel': 1,\n",
       "                      'damp': 1,\n",
       "                      'drawl': 1,\n",
       "                      'either': 1,\n",
       "                      'empty': 1,\n",
       "                      'eyes': 1,\n",
       "                      'filled': 1,\n",
       "                      'fury': 1,\n",
       "                      'gasping': 1,\n",
       "                      'gloomy': 1,\n",
       "                      'great': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 2,\n",
       "                      'high': 2,\n",
       "                      'into': 1,\n",
       "                      'last': 1,\n",
       "                      'madam': 1,\n",
       "                      'malfoys': 1,\n",
       "                      'mountains': 1,\n",
       "                      'night': 2,\n",
       "                      'outside': 1,\n",
       "                      'rushed': 1,\n",
       "                      'sharp': 1,\n",
       "                      'shivered': 1,\n",
       "                      'still': 1,\n",
       "                      'stung': 1,\n",
       "                      'tackled': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'those': 1,\n",
       "                      'tinned': 1,\n",
       "                      'very': 3,\n",
       "                      'waiting': 1,\n",
       "                      'wall': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 4,\n",
       "                      'wouldn': 1}),\n",
       "             'hard': Counter({'across': 1,\n",
       "                      'against': 1,\n",
       "                      'almost': 1,\n",
       "                      'always': 1,\n",
       "                      'balls': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'believe': 1,\n",
       "                      'bell': 1,\n",
       "                      'catch': 1,\n",
       "                      'cold': 1,\n",
       "                      'concrete': 1,\n",
       "                      'could': 2,\n",
       "                      'explain': 1,\n",
       "                      'face': 1,\n",
       "                      'fell': 1,\n",
       "                      'find': 1,\n",
       "                      'follow': 1,\n",
       "                      'granger': 1,\n",
       "                      'ground': 1,\n",
       "                      'have': 1,\n",
       "                      'history': 1,\n",
       "                      'kicked': 1,\n",
       "                      'know': 2,\n",
       "                      'like': 1,\n",
       "                      'listen': 1,\n",
       "                      'ones': 1,\n",
       "                      'panic': 1,\n",
       "                      'potter': 1,\n",
       "                      'protect': 1,\n",
       "                      'pushed': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'relax': 1,\n",
       "                      'remember': 1,\n",
       "                      'rock': 1,\n",
       "                      'said': 1,\n",
       "                      'slapping': 1,\n",
       "                      'sorta': 1,\n",
       "                      'stop': 1,\n",
       "                      'struck': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'threw': 1,\n",
       "                      'training': 1,\n",
       "                      'tried': 1,\n",
       "                      'trying': 1,\n",
       "                      'very': 4,\n",
       "                      'vibrating': 1,\n",
       "                      'wall': 1,\n",
       "                      'work': 2,\n",
       "                      'worked': 1}),\n",
       "             'neither': Counter({'anything': 1,\n",
       "                      'cake': 1,\n",
       "                      'clues': 1,\n",
       "                      'dwarf': 1,\n",
       "                      'give': 1,\n",
       "                      'knowledge': 1,\n",
       "                      'knows': 1,\n",
       "                      'neville': 1,\n",
       "                      'onward': 1,\n",
       "                      'other': 1,\n",
       "                      'said': 1,\n",
       "                      'size': 1,\n",
       "                      'teachers': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'unicorn': 1,\n",
       "                      'wall': 1,\n",
       "                      'wizards': 1,\n",
       "                      'woman': 1,\n",
       "                      'your': 1}),\n",
       "             'piercing': Counter({'bloodcurdling': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'look': 2,\n",
       "                      'open': 1,\n",
       "                      'stare': 1,\n",
       "                      'such': 1,\n",
       "                      'swift': 1}),\n",
       "             'plain': Counter({'black': 1,\n",
       "                      'pointed': 1,\n",
       "                      'sets': 1,\n",
       "                      'stare': 1,\n",
       "                      'that': 1,\n",
       "                      'work': 1}),\n",
       "             'believe': Counter({'albus': 1,\n",
       "                      'anyone': 1,\n",
       "                      'could': 5,\n",
       "                      'debt': 1,\n",
       "                      'does': 1,\n",
       "                      'done': 1,\n",
       "                      'ever': 1,\n",
       "                      'exactly': 1,\n",
       "                      'eyes': 1,\n",
       "                      'going': 2,\n",
       "                      'gone': 1,\n",
       "                      'hard': 1,\n",
       "                      'hardly': 2,\n",
       "                      'ickle': 1,\n",
       "                      'james': 1,\n",
       "                      'knows': 1,\n",
       "                      'like': 1,\n",
       "                      'luck': 1,\n",
       "                      'meeting': 1,\n",
       "                      'people': 1,\n",
       "                      'potter': 1,\n",
       "                      'says': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'snake': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'until': 1,\n",
       "                      'vernon': 1,\n",
       "                      'want': 2,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'worked': 1,\n",
       "                      'would': 1,\n",
       "                      'your': 1}),\n",
       "             'true': Counter({'able': 1,\n",
       "                      'alley': 1,\n",
       "                      'because': 1,\n",
       "                      'chuckled': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 2,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'faltered': 1,\n",
       "                      'family': 1,\n",
       "                      'glumly': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'hufflepuffis': 1,\n",
       "                      'once': 1,\n",
       "                      'said': 1,\n",
       "                      'story': 1,\n",
       "                      'that': 2,\n",
       "                      'this': 1,\n",
       "                      'told': 1,\n",
       "                      'unafraid': 1,\n",
       "                      'well': 2,\n",
       "                      'when': 1,\n",
       "                      'wish': 1}),\n",
       "             'choosing': Counter({'another': 1,\n",
       "                      'however': 1,\n",
       "                      'knack': 1,\n",
       "                      'precisely': 1}),\n",
       "             'answer': Counter({'about': 1,\n",
       "                      'astonishingly': 1,\n",
       "                      'aunt': 1,\n",
       "                      'back': 1,\n",
       "                      'branches': 1,\n",
       "                      'centaur': 2,\n",
       "                      'chance': 1,\n",
       "                      'charlie': 1,\n",
       "                      'could': 2,\n",
       "                      'drop': 1,\n",
       "                      'failed': 1,\n",
       "                      'forest': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happiness': 1,\n",
       "                      'harry': 1,\n",
       "                      'immediately': 1,\n",
       "                      'knocked': 1,\n",
       "                      'last': 1,\n",
       "                      'madam': 2,\n",
       "                      'package': 1,\n",
       "                      'professor': 1,\n",
       "                      'ronan': 1,\n",
       "                      'send': 2,\n",
       "                      'shall': 1,\n",
       "                      'snape': 1,\n",
       "                      'soon': 1,\n",
       "                      'straight': 1,\n",
       "                      'teacher': 1,\n",
       "                      'that': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'three': 1,\n",
       "                      'weasley': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 2,\n",
       "                      'your': 1}),\n",
       "             'pressed': Counter({'against': 2,\n",
       "                      'flat': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 1,\n",
       "                      'nose': 2,\n",
       "                      'noses': 1,\n",
       "                      'quickly': 1,\n",
       "                      'saying': 1,\n",
       "                      'seat': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'through': 1}),\n",
       "             'godric': Counter({'hollow': 1, 'turned': 1}),\n",
       "             'hollow': Counter({'godric': 1, 'went': 1}),\n",
       "             'find': Counter({'able': 1,\n",
       "                      'about': 1,\n",
       "                      'accident': 1,\n",
       "                      'already': 1,\n",
       "                      'always': 2,\n",
       "                      'among': 1,\n",
       "                      'anything': 1,\n",
       "                      'anyway': 1,\n",
       "                      'anywhere': 1,\n",
       "                      'back': 2,\n",
       "                      'badly': 1,\n",
       "                      'before': 1,\n",
       "                      'bezoar': 1,\n",
       "                      'breathlessly': 1,\n",
       "                      'careful': 1,\n",
       "                      'come': 1,\n",
       "                      'cost': 1,\n",
       "                      'could': 4,\n",
       "                      'curse': 1,\n",
       "                      'easy': 1,\n",
       "                      'empty': 1,\n",
       "                      'enclosed': 1,\n",
       "                      'flamel': 3,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'gringotts': 1,\n",
       "                      'hair': 1,\n",
       "                      'hard': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'house': 1,\n",
       "                      'itself': 1,\n",
       "                      'left': 1,\n",
       "                      'longbottom': 1,\n",
       "                      'managed': 2,\n",
       "                      'mirror': 2,\n",
       "                      'myself': 1,\n",
       "                      'oliver': 1,\n",
       "                      'other': 1,\n",
       "                      'ourselves': 1,\n",
       "                      'parcel': 1,\n",
       "                      'people': 1,\n",
       "                      'perfect': 1,\n",
       "                      'please': 1,\n",
       "                      'poor': 1,\n",
       "                      'potters': 1,\n",
       "                      'relieved': 1,\n",
       "                      'said': 1,\n",
       "                      'send': 1,\n",
       "                      'smarter': 1,\n",
       "                      'softest': 1,\n",
       "                      'some': 2,\n",
       "                      'someone': 1,\n",
       "                      'soon': 2,\n",
       "                      'stone': 3,\n",
       "                      'suspected': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 3,\n",
       "                      'them': 3,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'thick': 1,\n",
       "                      'thought': 1,\n",
       "                      'told': 1,\n",
       "                      'took': 1,\n",
       "                      'trying': 6,\n",
       "                      'voldemort': 1,\n",
       "                      'wanted': 1,\n",
       "                      'warn': 1,\n",
       "                      'wednesday': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 2,\n",
       "                      'where': 2,\n",
       "                      'wing': 1,\n",
       "                      'woke': 1,\n",
       "                      'woken': 1,\n",
       "                      'words': 1,\n",
       "                      'worry': 1,\n",
       "                      'would': 2}),\n",
       "             'rumor': Counter({'potters': 1, 'that': 1}),\n",
       "             'lily': Counter({'father': 1,\n",
       "                      'gasped': 1,\n",
       "                      'james': 5,\n",
       "                      'kill': 1,\n",
       "                      'stand': 1,\n",
       "                      'stop': 1,\n",
       "                      'that': 2,\n",
       "                      'this': 2}),\n",
       "             'james': Counter({'believe': 1,\n",
       "                      'dead': 1,\n",
       "                      'lily': 5,\n",
       "                      'potter': 3}),\n",
       "             'bowed': Counter({'case': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'each': 1,\n",
       "                      'excitement': 1,\n",
       "                      'feet': 1,\n",
       "                      'goblins': 1,\n",
       "                      'head': 2,\n",
       "                      'leaving': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'once': 2,\n",
       "                      'parted': 1,\n",
       "                      'song': 1,\n",
       "                      'them': 2,\n",
       "                      'they': 1,\n",
       "                      'violet': 1}),\n",
       "             'gasped': Counter({'clutching': 1,\n",
       "                      'crowd': 1,\n",
       "                      'dudley': 1,\n",
       "                      'ever-': 1,\n",
       "                      'folds': 1,\n",
       "                      'glass': 1,\n",
       "                      'harry': 10,\n",
       "                      'heard': 1,\n",
       "                      'hermione': 4,\n",
       "                      'inside': 1,\n",
       "                      'lily': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'p-p-petunia': 1,\n",
       "                      'people': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'right': 1,\n",
       "                      'snape': 1,\n",
       "                      'stared': 1,\n",
       "                      'table': 1,\n",
       "                      'they': 2,\n",
       "                      'troll': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'what': 3,\n",
       "                      'with': 1,\n",
       "                      'wrestling': 1}),\n",
       "             'patted': Counter({'ghost': 1,\n",
       "                      'giving': 1,\n",
       "                      'reached': 1,\n",
       "                      'shoulder': 1}),\n",
       "             'shoulder': Counter({'abou': 1,\n",
       "                      'archway': 1,\n",
       "                      'elbow': 1,\n",
       "                      'finger': 1,\n",
       "                      'flash': 1,\n",
       "                      'floor': 1,\n",
       "                      'from': 1,\n",
       "                      'hand': 1,\n",
       "                      'harry': 1,\n",
       "                      'heard': 1,\n",
       "                      'hinge': 1,\n",
       "                      'hitting': 1,\n",
       "                      'know': 1,\n",
       "                      'looked': 1,\n",
       "                      'making': 1,\n",
       "                      'nasty': 1,\n",
       "                      'onto': 1,\n",
       "                      'over': 7,\n",
       "                      'patted': 1,\n",
       "                      'read': 1,\n",
       "                      'round': 1,\n",
       "                      'still': 1,\n",
       "                      'tapped': 1,\n",
       "                      'time': 1}),\n",
       "             'heavily': Counter({'breathing': 2,\n",
       "                      'down': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'professor': 1,\n",
       "                      'said': 1,\n",
       "                      'sitting': 1,\n",
       "                      'through': 1}),\n",
       "             'trembled': Counter({'hermione': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'syllable': 1,\n",
       "                      'voice': 1,\n",
       "                      'went': 1,\n",
       "                      'with': 1}),\n",
       "             'kill': Counter({'could': 3,\n",
       "                      'crash': 1,\n",
       "                      'decided': 1,\n",
       "                      'except': 1,\n",
       "                      'first': 1,\n",
       "                      'fool': 1,\n",
       "                      'fred': 1,\n",
       "                      'going': 1,\n",
       "                      'harry': 3,\n",
       "                      'just': 1,\n",
       "                      'kill': 2,\n",
       "                      'lily': 1,\n",
       "                      'little': 1,\n",
       "                      'makes': 1,\n",
       "                      'other': 1,\n",
       "                      'potter': 1,\n",
       "                      'remember': 1,\n",
       "                      'said': 1,\n",
       "                      'student': 1,\n",
       "                      'suppose': 1,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'tonight': 1,\n",
       "                      'tried': 6,\n",
       "                      'voldemort': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'wouldn': 1,\n",
       "                      'yells': 1,\n",
       "                      'your': 1}),\n",
       "             'power': Counter({\"'cause\": 1,\n",
       "                      'clung': 1,\n",
       "                      'delicate': 1,\n",
       "                      'excellent': 1,\n",
       "                      'harry': 1,\n",
       "                      'himself': 1,\n",
       "                      'liquids': 1,\n",
       "                      'more': 1,\n",
       "                      'only': 1,\n",
       "                      'return': 3,\n",
       "                      'right': 1,\n",
       "                      'somehow': 1,\n",
       "                      'something': 1,\n",
       "                      'strength': 1,\n",
       "                      'those': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wanted': 1,\n",
       "                      'will': 1}),\n",
       "             'somehow': Counter({'broke': 1,\n",
       "                      'door': 1,\n",
       "                      'even': 1,\n",
       "                      'found': 2,\n",
       "                      'gang': 1,\n",
       "                      'harry': 2,\n",
       "                      'incredibly': 1,\n",
       "                      'knew': 1,\n",
       "                      'leaked': 1,\n",
       "                      'managed': 1,\n",
       "                      'neville': 1,\n",
       "                      'pocket': 1,\n",
       "                      'power': 1,\n",
       "                      'right': 1,\n",
       "                      'seemed': 1,\n",
       "                      'smuggle': 1,\n",
       "                      'steal': 1,\n",
       "                      'strange': 1,\n",
       "                      'that': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'three': 1,\n",
       "                      'turned': 1,\n",
       "                      'what': 1}),\n",
       "             'broke': Counter({'almost': 1,\n",
       "                      'cart': 1,\n",
       "                      'chess': 1,\n",
       "                      'contact': 1,\n",
       "                      'from': 1,\n",
       "                      'harry': 1,\n",
       "                      'hope': 1,\n",
       "                      'into': 3,\n",
       "                      'like': 1,\n",
       "                      'match': 1,\n",
       "                      'nearly': 1,\n",
       "                      'nose': 1,\n",
       "                      'somehow': 1,\n",
       "                      'squeak': 1,\n",
       "                      'stamping': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'teeth': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'upright': 1}),\n",
       "             'nodded': Counter({'-well': 1,\n",
       "                      'could': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'glumly': 1,\n",
       "                      'harry': 5,\n",
       "                      'knight': 1,\n",
       "                      'mutely': 1,\n",
       "                      'people': 1,\n",
       "                      'pulled': 1,\n",
       "                      'silently': 1,\n",
       "                      'snake': 1,\n",
       "                      'stopped': 1,\n",
       "                      'they': 1,\n",
       "                      'turned': 1,\n",
       "                      'vigorously': 1,\n",
       "                      'worry': 1}),\n",
       "             'glumly': Counter({'nodded': 1, 'true': 1}),\n",
       "             'faltered': Counter({'professor': 1, 'true': 1}),\n",
       "             'done': Counter({'after': 1,\n",
       "                      'ages': 1,\n",
       "                      'already': 1,\n",
       "                      'anything': 1,\n",
       "                      'badly': 1,\n",
       "                      'bane': 1,\n",
       "                      'because': 1,\n",
       "                      'before': 1,\n",
       "                      'behead': 1,\n",
       "                      'believe': 1,\n",
       "                      'comin': 1,\n",
       "                      'could': 1,\n",
       "                      'couple': 1,\n",
       "                      'cried': 1,\n",
       "                      'dear': 1,\n",
       "                      'door': 1,\n",
       "                      'drawing': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'excellent': 1,\n",
       "                      'fiercely': 1,\n",
       "                      'first': 1,\n",
       "                      'flatly': 1,\n",
       "                      'fool': 1,\n",
       "                      'game': 1,\n",
       "                      'gone': 1,\n",
       "                      'granger': 1,\n",
       "                      'guarding': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 7,\n",
       "                      'hermione': 1,\n",
       "                      'himself': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'large': 1,\n",
       "                      'lead': 1,\n",
       "                      'never': 1,\n",
       "                      'peering': 1,\n",
       "                      'people': 1,\n",
       "                      'properly': 1,\n",
       "                      'really': 1,\n",
       "                      'remembered': 1,\n",
       "                      'said': 2,\n",
       "                      'scooping': 1,\n",
       "                      'screeched': 1,\n",
       "                      'seven': 1,\n",
       "                      'shown': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'smoke': 1,\n",
       "                      'snake': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 4,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'third': 1,\n",
       "                      'this': 2,\n",
       "                      'three-quarters': 1,\n",
       "                      'told': 1,\n",
       "                      'very': 1,\n",
       "                      'well': 5,\n",
       "                      'what': 2,\n",
       "                      'wondered': 1,\n",
       "                      'wonderful': 1,\n",
       "                      'wood': 1,\n",
       "                      'wrong': 1}),\n",
       "             'killed': Counter({'alive': 1,\n",
       "                      'anyone': 1,\n",
       "                      'been': 2,\n",
       "                      'brave': 1,\n",
       "                      'could': 1,\n",
       "                      'ever': 1,\n",
       "                      'except': 1,\n",
       "                      'have': 1,\n",
       "                      'horribly': 1,\n",
       "                      'left': 1,\n",
       "                      'mother': 1,\n",
       "                      'nearly': 1,\n",
       "                      'only': 1,\n",
       "                      'parents': 1,\n",
       "                      'people': 1,\n",
       "                      'said': 1,\n",
       "                      'some': 1,\n",
       "                      'stood': 1,\n",
       "                      'terrible': 1,\n",
       "                      'then': 1,\n",
       "                      'understand': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'were': 1,\n",
       "                      'worse': 1,\n",
       "                      'you-know-who': 1,\n",
       "                      'your': 2}),\n",
       "             'astounding': Counter({'just': 1, 'things': 1}),\n",
       "             'stop': Counter({'able': 1,\n",
       "                      'back': 1,\n",
       "                      'below': 1,\n",
       "                      'cart': 1,\n",
       "                      'cloak': 1,\n",
       "                      'commanded': 2,\n",
       "                      'could': 2,\n",
       "                      'does': 1,\n",
       "                      'drink': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'even': 1,\n",
       "                      'excuse': 1,\n",
       "                      'first': 1,\n",
       "                      'forbid': 1,\n",
       "                      'from': 7,\n",
       "                      'going': 2,\n",
       "                      'gringotts': 1,\n",
       "                      'growled': 1,\n",
       "                      'gryffindor': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 1,\n",
       "                      'hearts': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 2,\n",
       "                      'holding': 1,\n",
       "                      'hoops': 1,\n",
       "                      'knees': 1,\n",
       "                      'lights': 1,\n",
       "                      'like': 2,\n",
       "                      'lily': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'messing': 1,\n",
       "                      'moment': 1,\n",
       "                      'mouth': 1,\n",
       "                      'moving': 1,\n",
       "                      'muggles': 1,\n",
       "                      'name': 1,\n",
       "                      'nine': 1,\n",
       "                      'nothing': 1,\n",
       "                      'other': 1,\n",
       "                      'pain': 1,\n",
       "                      'plant': 1,\n",
       "                      'playing': 1,\n",
       "                      'prefect': 1,\n",
       "                      'rich': 1,\n",
       "                      'right': 1,\n",
       "                      'running': 1,\n",
       "                      'said': 2,\n",
       "                      'saying': 2,\n",
       "                      'scared': 1,\n",
       "                      'snape': 1,\n",
       "                      'sorry': 1,\n",
       "                      'stammering': 1,\n",
       "                      'talking': 2,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 2,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'took': 1,\n",
       "                      'tried': 1,\n",
       "                      'trying': 3,\n",
       "                      'voice': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'wall': 1,\n",
       "                      'want': 1,\n",
       "                      'where': 1,\n",
       "                      'will': 2,\n",
       "                      'with': 1}),\n",
       "             'heaven': Counter({'harry': 1, 'knows': 1, 'name': 1, 'rule': 1}),\n",
       "             'survive': Counter({'harry': 1, 'only': 1}),\n",
       "             'guess': Counter({'anyone': 1,\n",
       "                      'because': 1,\n",
       "                      'just': 1,\n",
       "                      'only': 1,\n",
       "                      'rubbed': 1,\n",
       "                      'said': 1,\n",
       "                      'what': 2}),\n",
       "             'lace': Counter({'handkerchief': 1, 'pulled': 1}),\n",
       "             'handkerchief': Counter({'blew': 1,\n",
       "                      'bloody': 1,\n",
       "                      'burying': 1,\n",
       "                      'dabbed': 1,\n",
       "                      'going': 1,\n",
       "                      'lace': 1,\n",
       "                      'something': 1,\n",
       "                      'spotted': 2,\n",
       "                      'taken': 1}),\n",
       "             'dabbed': Counter({'eyes': 1, 'handkerchief': 1}),\n",
       "             'beneath': Counter({'circled': 1,\n",
       "                      'corridor': 1,\n",
       "                      'dudley': 1,\n",
       "                      'eyes': 1,\n",
       "                      'floors': 1,\n",
       "                      'hidden': 1,\n",
       "                      'miles': 1,\n",
       "                      'obviously': 1,\n",
       "                      'seek': 1,\n",
       "                      'spectacles': 1,\n",
       "                      'tallest': 1,\n",
       "                      'them': 1}),\n",
       "             'great': Counter({'-the': 1,\n",
       "                      'adventure': 2,\n",
       "                      'ages': 1,\n",
       "                      'arts': 1,\n",
       "                      'auntie': 1,\n",
       "                      'bent': 1,\n",
       "                      'black': 1,\n",
       "                      'book': 1,\n",
       "                      'britain': 1,\n",
       "                      'budge': 1,\n",
       "                      'castle': 1,\n",
       "                      'caution': 1,\n",
       "                      'checkup': 1,\n",
       "                      'clapping': 1,\n",
       "                      'clattering': 1,\n",
       "                      'cold': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'crowds': 1,\n",
       "                      'crunching': 1,\n",
       "                      'darkly': 1,\n",
       "                      'deal': 1,\n",
       "                      'delight': 1,\n",
       "                      'down': 2,\n",
       "                      'drops': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'dursley': 1,\n",
       "                      'edge': 1,\n",
       "                      'eight': 1,\n",
       "                      'entered': 1,\n",
       "                      'everythin': 1,\n",
       "                      'expect': 2,\n",
       "                      'face': 1,\n",
       "                      'felt': 1,\n",
       "                      'food': 1,\n",
       "                      'gamekeeper': 1,\n",
       "                      'gave': 1,\n",
       "                      'gray': 1,\n",
       "                      'hall': 15,\n",
       "                      'hand': 1,\n",
       "                      'harry': 3,\n",
       "                      'have': 1,\n",
       "                      'help': 1,\n",
       "                      'hermione': 1,\n",
       "                      'honor': 1,\n",
       "                      'house': 1,\n",
       "                      'humberto': 1,\n",
       "                      'idea': 1,\n",
       "                      'instructions': 1,\n",
       "                      'interest': 1,\n",
       "                      'into': 4,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'leap': 2,\n",
       "                      'like': 1,\n",
       "                      'liked': 1,\n",
       "                      'lump': 2,\n",
       "                      'lumpy': 1,\n",
       "                      'mother': 1,\n",
       "                      'muggle': 2,\n",
       "                      \"myst'ry\": 1,\n",
       "                      'next': 2,\n",
       "                      'outside': 1,\n",
       "                      'prune': 1,\n",
       "                      'puddin': 1,\n",
       "                      'pulling': 1,\n",
       "                      'rain': 1,\n",
       "                      'relief': 1,\n",
       "                      'remorse': 1,\n",
       "                      'room': 1,\n",
       "                      'running': 1,\n",
       "                      'rush': 1,\n",
       "                      'scraping': 1,\n",
       "                      'seats': 1,\n",
       "                      'shaggy': 1,\n",
       "                      'sigh': 1,\n",
       "                      'snake': 1,\n",
       "                      'sniff': 1,\n",
       "                      'species': 1,\n",
       "                      'staring': 1,\n",
       "                      'surprise': 2,\n",
       "                      'takes': 1,\n",
       "                      'tears': 1,\n",
       "                      'terrible': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 2,\n",
       "                      'there': 2,\n",
       "                      'things': 3,\n",
       "                      'time': 1,\n",
       "                      'toilet': 1,\n",
       "                      'took': 1,\n",
       "                      'tufts': 1,\n",
       "                      'uncle': 3,\n",
       "                      'vanished': 1,\n",
       "                      'very': 1,\n",
       "                      'wants': 1,\n",
       "                      'wash': 1,\n",
       "                      'when': 1,\n",
       "                      'who-must-not-be-named': 1,\n",
       "                      'with': 6,\n",
       "                      'wizard': 3,\n",
       "                      'wizarding': 1,\n",
       "                      'wizards': 1}),\n",
       "             'sniff': Counter({'around': 1,\n",
       "                      'great': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'took': 1}),\n",
       "             'took': Counter({'after': 1,\n",
       "                      'almost': 1,\n",
       "                      'anything': 1,\n",
       "                      'better': 1,\n",
       "                      'both': 1,\n",
       "                      'bright': 1,\n",
       "                      'care': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'choice': 1,\n",
       "                      'class': 1,\n",
       "                      'crate': 1,\n",
       "                      'creatures': 1,\n",
       "                      'crown': 1,\n",
       "                      'curiously': 1,\n",
       "                      'deep': 3,\n",
       "                      'different': 1,\n",
       "                      'doing': 1,\n",
       "                      'doorstep': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'fang': 1,\n",
       "                      'filch': 1,\n",
       "                      'find': 1,\n",
       "                      'flight': 1,\n",
       "                      'fourth': 1,\n",
       "                      'friend': 1,\n",
       "                      'from': 1,\n",
       "                      'giant': 1,\n",
       "                      'gliding': 1,\n",
       "                      'going': 1,\n",
       "                      'golden': 1,\n",
       "                      'great': 1,\n",
       "                      'gulp': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hall': 1,\n",
       "                      'harry': 8,\n",
       "                      'hermione': 3,\n",
       "                      'himself': 1,\n",
       "                      'king': 1,\n",
       "                      'knees': 1,\n",
       "                      'left': 1,\n",
       "                      'lessons': 1,\n",
       "                      'letter': 1,\n",
       "                      'lion': 1,\n",
       "                      'list': 1,\n",
       "                      'little': 1,\n",
       "                      'long': 3,\n",
       "                      'look': 2,\n",
       "                      'malfoy': 1,\n",
       "                      'minute': 1,\n",
       "                      'only': 1,\n",
       "                      'open': 1,\n",
       "                      'others': 1,\n",
       "                      'parchment': 1,\n",
       "                      'parents': 1,\n",
       "                      'percy': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'petunia': 2,\n",
       "                      'place': 2,\n",
       "                      'quirrell': 1,\n",
       "                      'quite': 1,\n",
       "                      'racing': 1,\n",
       "                      'right': 1,\n",
       "                      'robes': 1,\n",
       "                      'roll': 1,\n",
       "                      'ronan': 1,\n",
       "                      'sadly': 1,\n",
       "                      'scroll': 1,\n",
       "                      'seats': 1,\n",
       "                      'several': 1,\n",
       "                      'silver': 1,\n",
       "                      'sniff': 1,\n",
       "                      'sorting': 1,\n",
       "                      'stamp': 1,\n",
       "                      'started': 1,\n",
       "                      'station': 1,\n",
       "                      'step': 2,\n",
       "                      'stool': 1,\n",
       "                      'stop': 1,\n",
       "                      'stopped': 1,\n",
       "                      'stupid': 1,\n",
       "                      'swig': 1,\n",
       "                      'that': 3,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'thick': 1,\n",
       "                      'thousand': 1,\n",
       "                      'through': 1,\n",
       "                      'touches': 1,\n",
       "                      'uproar': 1,\n",
       "                      'vernon': 1,\n",
       "                      'walked': 1,\n",
       "                      'wand': 3,\n",
       "                      'when': 2,\n",
       "                      'while': 2,\n",
       "                      'white': 1,\n",
       "                      'wood': 1,\n",
       "                      'year': 1}),\n",
       "             'golden': Counter({'bubbles': 1,\n",
       "                      'course': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'glittering': 1,\n",
       "                      'goblin': 1,\n",
       "                      'long': 1,\n",
       "                      'plates': 2,\n",
       "                      'poles': 1,\n",
       "                      'ribbon': 1,\n",
       "                      'snitch': 2,\n",
       "                      'suddenly': 1,\n",
       "                      'three': 1,\n",
       "                      'tiny': 1,\n",
       "                      'took': 1,\n",
       "                      'watch': 1,\n",
       "                      'wood': 1}),\n",
       "             'watch': Counter({'able': 1,\n",
       "                      'agreed': 1,\n",
       "                      'closer': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'dudley': 1,\n",
       "                      'except': 1,\n",
       "                      'from': 1,\n",
       "                      'golden': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 4,\n",
       "                      'know': 1,\n",
       "                      'knows': 1,\n",
       "                      'looked': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'midair': 1,\n",
       "                      'norbert': 1,\n",
       "                      'peeves': 1,\n",
       "                      'percy': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'red-haired': 1,\n",
       "                      'seat': 1,\n",
       "                      'snape': 1,\n",
       "                      'talking': 1,\n",
       "                      'television': 1,\n",
       "                      'then': 1,\n",
       "                      'twelve': 1,\n",
       "                      'very': 1,\n",
       "                      'want': 1,\n",
       "                      'wanted': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'wishing': 1}),\n",
       "             'examined': Counter({'himself': 1,\n",
       "                      'lock': 1,\n",
       "                      'pocket': 1,\n",
       "                      'silver': 1,\n",
       "                      'them': 1,\n",
       "                      'very': 1}),\n",
       "             'hands': Counter({'again': 1,\n",
       "                      'around': 1,\n",
       "                      'bent': 1,\n",
       "                      'both': 3,\n",
       "                      'clap': 1,\n",
       "                      'clapped': 3,\n",
       "                      'clapping': 1,\n",
       "                      'clasped': 1,\n",
       "                      'face': 2,\n",
       "                      'feet': 1,\n",
       "                      'freckles': 1,\n",
       "                      'hands': 2,\n",
       "                      'have': 1,\n",
       "                      'hold': 1,\n",
       "                      'holding': 1,\n",
       "                      'instant': 1,\n",
       "                      'knees': 1,\n",
       "                      'manage': 1,\n",
       "                      'mouth': 1,\n",
       "                      'numbers': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'pressed': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rifle': 1,\n",
       "                      'rubbing': 1,\n",
       "                      'safe': 1,\n",
       "                      'said': 1,\n",
       "                      'shake': 1,\n",
       "                      'shaken': 1,\n",
       "                      'shaking': 2,\n",
       "                      'shook': 2,\n",
       "                      'shot': 1,\n",
       "                      'size': 1,\n",
       "                      'smoother': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'summat': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 2,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'together': 2,\n",
       "                      'told': 1,\n",
       "                      'twelve': 1,\n",
       "                      'vernon': 1,\n",
       "                      'well': 1,\n",
       "                      'wild': 1,\n",
       "                      'with': 6,\n",
       "                      'wringing': 1,\n",
       "                      'wrong': 1}),\n",
       "             'numbers': Counter({'book': 1,\n",
       "                      'goblin': 1,\n",
       "                      'hands': 1,\n",
       "                      'instead': 1}),\n",
       "             'planets': Counter({'firenze': 1,\n",
       "                      'going': 1,\n",
       "                      'have': 2,\n",
       "                      'little': 1,\n",
       "                      'movements': 2,\n",
       "                      'ronan': 1,\n",
       "                      'that': 1,\n",
       "                      'three': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1}),\n",
       "             'moving': Counter({'around': 1,\n",
       "                      'came': 1,\n",
       "                      'hermione': 1,\n",
       "                      'huge': 1,\n",
       "                      'inside': 1,\n",
       "                      'lips': 1,\n",
       "                      'looking': 1,\n",
       "                      'mind': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'something': 2,\n",
       "                      'stop': 1,\n",
       "                      'they': 1,\n",
       "                      'toward': 1,\n",
       "                      'were': 2}),\n",
       "             'hagrid': Counter({'about': 8,\n",
       "                      'added': 1,\n",
       "                      'after': 1,\n",
       "                      'again': 3,\n",
       "                      'agreed': 1,\n",
       "                      'almost': 1,\n",
       "                      'along': 1,\n",
       "                      'although': 1,\n",
       "                      'always': 1,\n",
       "                      'announced': 1,\n",
       "                      'answer': 1,\n",
       "                      'anyone': 1,\n",
       "                      'anyway': 1,\n",
       "                      'apothecary': 1,\n",
       "                      'archway': 1,\n",
       "                      'arriving': 1,\n",
       "                      'asked': 4,\n",
       "                      'asking': 1,\n",
       "                      'assistant': 1,\n",
       "                      'attack': 1,\n",
       "                      'aunt': 1,\n",
       "                      'b-b-but': 1,\n",
       "                      'back': 5,\n",
       "                      'barked': 1,\n",
       "                      'beaming': 1,\n",
       "                      'beard': 2,\n",
       "                      'beast': 1,\n",
       "                      'beautiful': 1,\n",
       "                      'because': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 2,\n",
       "                      'behind': 2,\n",
       "                      'bellowed': 1,\n",
       "                      'bent': 1,\n",
       "                      'better': 1,\n",
       "                      'binoculars': 1,\n",
       "                      'blankets': 1,\n",
       "                      'blinked': 1,\n",
       "                      'boat': 2,\n",
       "                      'both': 1,\n",
       "                      'bottom': 1,\n",
       "                      'bought': 1,\n",
       "                      'breathing': 1,\n",
       "                      'bringing': 1,\n",
       "                      'bundle': 1,\n",
       "                      'business': 1,\n",
       "                      'call': 2,\n",
       "                      'called': 6,\n",
       "                      'came': 2,\n",
       "                      'carrying': 1,\n",
       "                      'casually': 1,\n",
       "                      'caught': 1,\n",
       "                      'changed': 1,\n",
       "                      'charlie': 1,\n",
       "                      'checked': 1,\n",
       "                      'checking': 1,\n",
       "                      'cheer': 1,\n",
       "                      'chest': 1,\n",
       "                      'chuckled': 1,\n",
       "                      'clapping': 2,\n",
       "                      'climbed': 1,\n",
       "                      'closed': 1,\n",
       "                      'coat': 3,\n",
       "                      'collected': 1,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 3,\n",
       "                      'crammed': 1,\n",
       "                      'cream': 1,\n",
       "                      'crikey': 1,\n",
       "                      'crossbow': 1,\n",
       "                      'darkened': 1,\n",
       "                      'darkly': 1,\n",
       "                      'date': 1,\n",
       "                      'dead': 1,\n",
       "                      'decorations': 1,\n",
       "                      'definitely': 1,\n",
       "                      'diagon': 1,\n",
       "                      'died': 1,\n",
       "                      'doing': 1,\n",
       "                      'down': 3,\n",
       "                      'dream': 1,\n",
       "                      'drew': 1,\n",
       "                      'drinking': 1,\n",
       "                      'dropped': 1,\n",
       "                      'drunk': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'earths': 1,\n",
       "                      'easy': 1,\n",
       "                      'emptied': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'evening': 2,\n",
       "                      'ever': 1,\n",
       "                      'everything': 1,\n",
       "                      'exactly': 1,\n",
       "                      'expelled': 1,\n",
       "                      'face': 1,\n",
       "                      'fact': 1,\n",
       "                      'fang': 1,\n",
       "                      'fiddling': 1,\n",
       "                      'fiercely': 1,\n",
       "                      'fingers': 1,\n",
       "                      'first': 1,\n",
       "                      'fists': 1,\n",
       "                      'flatly': 1,\n",
       "                      'flew': 1,\n",
       "                      'floor': 1,\n",
       "                      'fluffy': 2,\n",
       "                      'flute': 3,\n",
       "                      'folded': 1,\n",
       "                      'followed': 3,\n",
       "                      'following': 1,\n",
       "                      'football': 1,\n",
       "                      'forest': 2,\n",
       "                      'found': 2,\n",
       "                      'free': 1,\n",
       "                      'from': 4,\n",
       "                      'frost': 1,\n",
       "                      'frowned': 1,\n",
       "                      'frowning': 2,\n",
       "                      'fuming': 1,\n",
       "                      'furiously': 1,\n",
       "                      'gave': 2,\n",
       "                      'getting': 2,\n",
       "                      'gingerly': 1,\n",
       "                      'give': 1,\n",
       "                      'given': 2,\n",
       "                      'giving': 2,\n",
       "                      'glancing': 2,\n",
       "                      'glaring': 1,\n",
       "                      'goes': 2,\n",
       "                      'going': 2,\n",
       "                      'gone': 3,\n",
       "                      'good': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'grate': 1,\n",
       "                      'greeted': 1,\n",
       "                      'grimly': 1,\n",
       "                      'grinned': 1,\n",
       "                      'groaned': 1,\n",
       "                      'ground': 1,\n",
       "                      'grounds': 1,\n",
       "                      'growled': 2,\n",
       "                      'grubby-looking': 1,\n",
       "                      'gruffly': 2,\n",
       "                      'grumpily': 1,\n",
       "                      'grunted': 2,\n",
       "                      'guarding': 1,\n",
       "                      'guide': 1,\n",
       "                      'gulped': 1,\n",
       "                      'hagrid': 10,\n",
       "                      'hairy': 2,\n",
       "                      'happen': 1,\n",
       "                      'harry': 16,\n",
       "                      'have': 5,\n",
       "                      'health': 1,\n",
       "                      'hear': 1,\n",
       "                      'heard': 2,\n",
       "                      'heavy': 1,\n",
       "                      'hedwig': 1,\n",
       "                      'helped': 2,\n",
       "                      'helping': 1,\n",
       "                      'here': 2,\n",
       "                      'hermione': 4,\n",
       "                      'himself': 1,\n",
       "                      'hogwarts': 3,\n",
       "                      'holidays': 1,\n",
       "                      'hope': 1,\n",
       "                      'hotly': 1,\n",
       "                      'house': 1,\n",
       "                      'however': 1,\n",
       "                      'howl': 1,\n",
       "                      'huge': 1,\n",
       "                      'hurried': 1,\n",
       "                      'hurry': 1,\n",
       "                      'importantly': 1,\n",
       "                      'indoors': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 1,\n",
       "                      'irritably': 1,\n",
       "                      'jacket': 1,\n",
       "                      'jumped': 1,\n",
       "                      'jumping': 1,\n",
       "                      'keep': 1,\n",
       "                      'keeper': 1,\n",
       "                      'know': 5,\n",
       "                      'lamp': 1,\n",
       "                      'large': 1,\n",
       "                      'last': 4,\n",
       "                      'late': 1,\n",
       "                      'laugh': 1,\n",
       "                      'lean': 1,\n",
       "                      'leaned': 1,\n",
       "                      'leapt': 1,\n",
       "                      'left': 1,\n",
       "                      'lesson': 1,\n",
       "                      'lets': 1,\n",
       "                      'letters': 1,\n",
       "                      'letting': 1,\n",
       "                      'level': 1,\n",
       "                      'library': 1,\n",
       "                      'like': 3,\n",
       "                      'listen': 1,\n",
       "                      'listening': 1,\n",
       "                      'little': 1,\n",
       "                      'live': 1,\n",
       "                      'lived': 1,\n",
       "                      'loads': 1,\n",
       "                      'london': 1,\n",
       "                      'look': 4,\n",
       "                      'looked': 11,\n",
       "                      'looking': 3,\n",
       "                      'loudly': 1,\n",
       "                      'made': 3,\n",
       "                      'magic': 1,\n",
       "                      'managed': 1,\n",
       "                      'meanwhile': 1,\n",
       "                      'meet': 1,\n",
       "                      'mention': 1,\n",
       "                      'might': 1,\n",
       "                      'mimblewimble': 1,\n",
       "                      'mind': 1,\n",
       "                      'moment': 2,\n",
       "                      'money': 1,\n",
       "                      'mouth': 1,\n",
       "                      'muffled': 1,\n",
       "                      'muggle': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'murmured': 2,\n",
       "                      'must': 3,\n",
       "                      'muttered': 1,\n",
       "                      'mysteriously': 1,\n",
       "                      'name': 2,\n",
       "                      'nearest': 1,\n",
       "                      'newspaper': 1,\n",
       "                      'nice': 1,\n",
       "                      'night': 1,\n",
       "                      'nodding': 1,\n",
       "                      'none': 1,\n",
       "                      'norbert': 2,\n",
       "                      'nostrils': 1,\n",
       "                      'note': 1,\n",
       "                      'nothing': 1,\n",
       "                      'obviously': 1,\n",
       "                      'once': 2,\n",
       "                      'only': 3,\n",
       "                      'onto': 1,\n",
       "                      'opened': 1,\n",
       "                      'others': 1,\n",
       "                      'over': 2,\n",
       "                      'pair': 1,\n",
       "                      'panted': 1,\n",
       "                      'path': 1,\n",
       "                      'patting': 3,\n",
       "                      'picked': 1,\n",
       "                      'piercing': 1,\n",
       "                      'pleased': 1,\n",
       "                      'pockets': 1,\n",
       "                      'pointed': 1,\n",
       "                      'positively': 1,\n",
       "                      'pouring': 1,\n",
       "                      'professor': 1,\n",
       "                      'proudly': 1,\n",
       "                      'puffing': 1,\n",
       "                      'pulled': 1,\n",
       "                      'pulling': 2,\n",
       "                      'puncture': 1,\n",
       "                      'questions': 1,\n",
       "                      'quickly': 1,\n",
       "                      'quietly': 1,\n",
       "                      'quite': 1,\n",
       "                      'raise': 1,\n",
       "                      'raised': 1,\n",
       "                      'raising': 1,\n",
       "                      'read': 2,\n",
       "                      'relief': 1,\n",
       "                      'reminded': 1,\n",
       "                      'return': 1,\n",
       "                      'right': 2,\n",
       "                      'roared': 1,\n",
       "                      'rolled': 1,\n",
       "                      'rubeus': 3,\n",
       "                      'rules': 1,\n",
       "                      'sadly': 1,\n",
       "                      'said': 110,\n",
       "                      'same': 1,\n",
       "                      'saved': 1,\n",
       "                      'seemed': 1,\n",
       "                      'seized': 3,\n",
       "                      'shaking': 1,\n",
       "                      'shhhh': 1,\n",
       "                      'shocked': 2,\n",
       "                      'shops': 1,\n",
       "                      'should': 2,\n",
       "                      'shoulders': 1,\n",
       "                      'shouted': 2,\n",
       "                      'shuddered': 1,\n",
       "                      'shuffled': 2,\n",
       "                      'shuffling': 1,\n",
       "                      'sidled': 1,\n",
       "                      'simply': 1,\n",
       "                      'since': 2,\n",
       "                      'sitting': 2,\n",
       "                      'slammed': 1,\n",
       "                      'sleep': 1,\n",
       "                      'sleepily': 1,\n",
       "                      'sleeve': 1,\n",
       "                      'slip': 1,\n",
       "                      'smiled': 1,\n",
       "                      'smiling': 1,\n",
       "                      'sobbed': 3,\n",
       "                      'something': 1,\n",
       "                      'sorry': 2,\n",
       "                      'speak': 1,\n",
       "                      'spoke': 1,\n",
       "                      'spotted': 1,\n",
       "                      'squinting': 1,\n",
       "                      'standing': 2,\n",
       "                      'stared': 2,\n",
       "                      'staring': 1,\n",
       "                      'started': 1,\n",
       "                      'steered': 1,\n",
       "                      'sticking': 1,\n",
       "                      'stop': 1,\n",
       "                      'story': 1,\n",
       "                      'stuff': 1,\n",
       "                      'suddenly': 3,\n",
       "                      'surprise': 1,\n",
       "                      'swimming': 1,\n",
       "                      'swung': 1,\n",
       "                      'taking': 1,\n",
       "                      'tapped': 1,\n",
       "                      'tell': 2,\n",
       "                      'thank': 2,\n",
       "                      'that': 11,\n",
       "                      'them': 3,\n",
       "                      'then': 2,\n",
       "                      'there': 5,\n",
       "                      'these': 2,\n",
       "                      'they': 7,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'thundered': 1,\n",
       "                      'ticket': 1,\n",
       "                      'time': 3,\n",
       "                      'toad': 1,\n",
       "                      'told': 10,\n",
       "                      'took': 2,\n",
       "                      'train': 1,\n",
       "                      'tree': 2,\n",
       "                      'tried': 1,\n",
       "                      'trust': 2,\n",
       "                      'trying': 1,\n",
       "                      'turned': 1,\n",
       "                      'turning': 1,\n",
       "                      'twice': 1,\n",
       "                      'underneath': 1,\n",
       "                      'understand': 1,\n",
       "                      'understood': 1,\n",
       "                      'unfolding': 1,\n",
       "                      'until': 2,\n",
       "                      'usual': 2,\n",
       "                      'very': 1,\n",
       "                      'visit': 1,\n",
       "                      'voice': 2,\n",
       "                      'voldemort.': 1,\n",
       "                      'wait': 1,\n",
       "                      'wake': 1,\n",
       "                      'wall': 3,\n",
       "                      'walls': 1,\n",
       "                      'want': 1,\n",
       "                      'wants': 1,\n",
       "                      'warmth': 1,\n",
       "                      'watch': 1,\n",
       "                      'watched': 2,\n",
       "                      'watching': 1,\n",
       "                      'weeds': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 10,\n",
       "                      'when': 4,\n",
       "                      'where': 2,\n",
       "                      'while': 3,\n",
       "                      'whispered': 2,\n",
       "                      'white': 1,\n",
       "                      'whooped': 1,\n",
       "                      'wild': 1,\n",
       "                      'will': 2,\n",
       "                      'window': 2,\n",
       "                      'windows': 1,\n",
       "                      'wiped': 1,\n",
       "                      'with': 10,\n",
       "                      'wondered': 1,\n",
       "                      'world': 1,\n",
       "                      'would': 4,\n",
       "                      'written': 1,\n",
       "                      'yawned': 1,\n",
       "                      'yelled': 1,\n",
       "                      'yourself': 1}),\n",
       "             'late': Counter({'admitted': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'arriving': 1,\n",
       "                      'change': 1,\n",
       "                      'class': 1,\n",
       "                      'crept': 1,\n",
       "                      'dragon': 1,\n",
       "                      'dully': 1,\n",
       "                      'gettin': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'into': 2,\n",
       "                      'lots': 1,\n",
       "                      'maybe': 1,\n",
       "                      'might': 1,\n",
       "                      'nearly': 1,\n",
       "                      'reading': 1,\n",
       "                      'repair': 1,\n",
       "                      'said': 1,\n",
       "                      'shop': 1,\n",
       "                      'sleep': 1,\n",
       "                      'suppose': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 2,\n",
       "                      'were': 2,\n",
       "                      'working': 1}),\n",
       "             'places': Counter({'chipped': 1,\n",
       "                      'come': 1,\n",
       "                      'here': 1,\n",
       "                      'left': 1,\n",
       "                      'right': 1,\n",
       "                      'safe': 1,\n",
       "                      'something': 1,\n",
       "                      'when': 1}),\n",
       "             'bring': Counter({'also': 1,\n",
       "                      'back': 2,\n",
       "                      'come': 1,\n",
       "                      'harry': 1,\n",
       "                      'knowing': 1,\n",
       "                      'silence': 1,\n",
       "                      'toad': 1,\n",
       "                      'wand': 1,\n",
       "                      'will': 1}),\n",
       "             'aunt': Counter({'answer': 1,\n",
       "                      'asked': 2,\n",
       "                      'asking': 1,\n",
       "                      'back': 1,\n",
       "                      'before': 2,\n",
       "                      'bullied': 1,\n",
       "                      'chair': 1,\n",
       "                      'complain': 1,\n",
       "                      'complained': 1,\n",
       "                      'computer': 1,\n",
       "                      'dear': 1,\n",
       "                      'dirty': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'even': 1,\n",
       "                      'explained': 1,\n",
       "                      'firmly': 1,\n",
       "                      'fruitcake': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'handed': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'head': 1,\n",
       "                      'informed': 1,\n",
       "                      'july': 1,\n",
       "                      'knew': 1,\n",
       "                      'life': 2,\n",
       "                      'long': 1,\n",
       "                      'made': 2,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'panic': 1,\n",
       "                      'parents': 1,\n",
       "                      'petunia': 52,\n",
       "                      'pulling': 1,\n",
       "                      'rang': 1,\n",
       "                      'rapped': 1,\n",
       "                      'reach': 1,\n",
       "                      'read': 1,\n",
       "                      'said': 4,\n",
       "                      'shrieked': 1,\n",
       "                      'snapped': 3,\n",
       "                      'speak': 1,\n",
       "                      'start': 1,\n",
       "                      'stood': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'time': 1,\n",
       "                      'uncle': 9,\n",
       "                      'vernon': 4,\n",
       "                      'visitor': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 2,\n",
       "                      'while': 1,\n",
       "                      'windows': 1,\n",
       "                      'with': 1,\n",
       "                      'your': 1}),\n",
       "             'uncle': Counter({'about': 1,\n",
       "                      'accepted': 1,\n",
       "                      'after': 1,\n",
       "                      'afternoon': 1,\n",
       "                      'algie': 3,\n",
       "                      'around': 1,\n",
       "                      'arrived': 1,\n",
       "                      'aunt': 9,\n",
       "                      'back': 1,\n",
       "                      'bathroom': 1,\n",
       "                      'bedrooms': 1,\n",
       "                      'been': 2,\n",
       "                      'began': 1,\n",
       "                      'behind': 2,\n",
       "                      'boat': 1,\n",
       "                      'boomed': 1,\n",
       "                      'catch': 1,\n",
       "                      'computer': 1,\n",
       "                      'could': 1,\n",
       "                      'cousin': 1,\n",
       "                      'cream': 1,\n",
       "                      'croaked': 1,\n",
       "                      'drove': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'envelope': 1,\n",
       "                      'every': 1,\n",
       "                      'eyes': 2,\n",
       "                      'face': 2,\n",
       "                      'faces': 1,\n",
       "                      'father': 1,\n",
       "                      'finally': 1,\n",
       "                      'flying': 1,\n",
       "                      'from': 3,\n",
       "                      'furious': 1,\n",
       "                      'giant': 1,\n",
       "                      'grabbed': 1,\n",
       "                      'great': 3,\n",
       "                      'growled': 1,\n",
       "                      'hall': 1,\n",
       "                      'hand': 1,\n",
       "                      'handed': 1,\n",
       "                      'harry': 2,\n",
       "                      'heard': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'honestly..': 1,\n",
       "                      'into': 1,\n",
       "                      'jerked': 1,\n",
       "                      'knickerbockers': 1,\n",
       "                      'later': 1,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'like': 1,\n",
       "                      'little': 1,\n",
       "                      'marge': 1,\n",
       "                      'moment': 2,\n",
       "                      'morning': 1,\n",
       "                      'muttered': 1,\n",
       "                      'never': 1,\n",
       "                      'ordered': 1,\n",
       "                      'outside': 1,\n",
       "                      'pair': 1,\n",
       "                      'past': 1,\n",
       "                      'petunia': 2,\n",
       "                      'read': 1,\n",
       "                      'ready': 1,\n",
       "                      'roared': 1,\n",
       "                      'room': 2,\n",
       "                      'rooms': 1,\n",
       "                      'said': 13,\n",
       "                      'sent': 1,\n",
       "                      'shouted': 2,\n",
       "                      'snapped': 1,\n",
       "                      'sneered': 1,\n",
       "                      'sofa': 1,\n",
       "                      'stared': 1,\n",
       "                      'stick': 1,\n",
       "                      'strangled': 1,\n",
       "                      'take': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 2,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'toward': 1,\n",
       "                      'trousers': 1,\n",
       "                      'uniform': 1,\n",
       "                      'until': 1,\n",
       "                      'usually': 1,\n",
       "                      'vernon': 109,\n",
       "                      'week': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 1,\n",
       "                      'while': 1,\n",
       "                      'will': 1,\n",
       "                      'work': 1,\n",
       "                      'yelled': 3}),\n",
       "             'family': Counter({'anymore': 1,\n",
       "                      'biggest': 1,\n",
       "                      'brand-new': 1,\n",
       "                      'could': 1,\n",
       "                      'dead': 1,\n",
       "                      'effort': 1,\n",
       "                      'else': 1,\n",
       "                      'first': 1,\n",
       "                      'future': 1,\n",
       "                      'grew': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 1,\n",
       "                      'heard': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'insultin': 1,\n",
       "                      'known': 1,\n",
       "                      'left': 1,\n",
       "                      'looking': 1,\n",
       "                      'magic': 1,\n",
       "                      'muggle': 1,\n",
       "                      'neville': 1,\n",
       "                      'nobody': 1,\n",
       "                      'nothing': 1,\n",
       "                      'only': 2,\n",
       "                      'platform': 1,\n",
       "                      'proper': 1,\n",
       "                      'red-haired': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 2,\n",
       "                      'showed': 1,\n",
       "                      'shows': 1,\n",
       "                      'sixth': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'sometimes': 1,\n",
       "                      'standing': 1,\n",
       "                      'stopped': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'true': 1,\n",
       "                      'used': 1,\n",
       "                      'wearing': 1,\n",
       "                      'weasleys': 1,\n",
       "                      'witch': 1,\n",
       "                      'with': 1,\n",
       "                      'within': 1,\n",
       "                      'wizards': 1,\n",
       "                      'your': 6}),\n",
       "             'mean': Counter({'after': 1,\n",
       "                      'back': 1,\n",
       "                      'barked': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'boys': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'does': 1,\n",
       "                      'every': 1,\n",
       "                      'exploded': 1,\n",
       "                      'extremely': 1,\n",
       "                      'five': 1,\n",
       "                      'gone': 1,\n",
       "                      'harry': 2,\n",
       "                      'hooted': 1,\n",
       "                      'left': 2,\n",
       "                      'little': 1,\n",
       "                      'loads': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mean': 2,\n",
       "                      'might': 1,\n",
       "                      'must': 1,\n",
       "                      'never': 1,\n",
       "                      'night': 1,\n",
       "                      'noise': 1,\n",
       "                      'once': 1,\n",
       "                      'people': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'second': 1,\n",
       "                      'sorry': 2,\n",
       "                      'standing': 1,\n",
       "                      'stone': 1,\n",
       "                      'stupid': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 4,\n",
       "                      'this': 1,\n",
       "                      'through': 1,\n",
       "                      'told': 1,\n",
       "                      'very': 1,\n",
       "                      'vol-': 2,\n",
       "                      'wall': 1,\n",
       "                      'weak': 1,\n",
       "                      'what': 4,\n",
       "                      'will': 1,\n",
       "                      'world': 1,\n",
       "                      'you-know-': 1,\n",
       "                      'you-know-who': 2,\n",
       "                      'your': 2}),\n",
       "             'live': Counter({'bats': 1,\n",
       "                      'bill': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'forget': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'here': 2,\n",
       "                      'made': 1,\n",
       "                      'muggle': 1,\n",
       "                      'nosy': 1,\n",
       "                      'people': 1,\n",
       "                      'potter': 1,\n",
       "                      'rather': 1,\n",
       "                      'real': 1,\n",
       "                      'remember': 1,\n",
       "                      'several': 1,\n",
       "                      'thousand': 1,\n",
       "                      'went': 1,\n",
       "                      'white': 1,\n",
       "                      'with': 2,\n",
       "                      'wooden': 1}),\n",
       "             'cried': Counter({'bravo': 1,\n",
       "                      'dedalus': 1,\n",
       "                      'done': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'flinging': 1,\n",
       "                      'harry': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'knew': 1,\n",
       "                      'neville': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'pointing': 1,\n",
       "                      'professor': 2,\n",
       "                      'really': 1,\n",
       "                      'remembers': 1,\n",
       "                      'song': 1,\n",
       "                      'special': 1,\n",
       "                      'totalus': 1,\n",
       "                      'trevor': 1,\n",
       "                      'wringing': 1}),\n",
       "             'jumping': Counter({'angrily': 1,\n",
       "                      'distance': 1,\n",
       "                      'down': 1,\n",
       "                      'feet': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'mcgonagall': 1}),\n",
       "             'feet': Counter({'above': 1,\n",
       "                      'again': 1,\n",
       "                      'along': 1,\n",
       "                      'anger': 1,\n",
       "                      'apart': 1,\n",
       "                      'away': 2,\n",
       "                      'beaming': 1,\n",
       "                      'both': 1,\n",
       "                      'bowed': 1,\n",
       "                      'busy': 1,\n",
       "                      'came': 1,\n",
       "                      'caught': 1,\n",
       "                      'clawed': 1,\n",
       "                      'clean': 1,\n",
       "                      'come': 1,\n",
       "                      'crowd': 1,\n",
       "                      'down': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'ears': 1,\n",
       "                      'enormous': 1,\n",
       "                      'every': 1,\n",
       "                      'fifty': 1,\n",
       "                      'fingers': 1,\n",
       "                      'four': 1,\n",
       "                      'from': 1,\n",
       "                      'front': 1,\n",
       "                      'gigantic': 1,\n",
       "                      'gotten': 1,\n",
       "                      'ground': 2,\n",
       "                      'hands': 1,\n",
       "                      'happy': 1,\n",
       "                      'harry': 5,\n",
       "                      'hermione': 1,\n",
       "                      'high': 1,\n",
       "                      'horny': 1,\n",
       "                      'jumped': 3,\n",
       "                      'jumping': 1,\n",
       "                      'keep': 1,\n",
       "                      'landing': 1,\n",
       "                      'last': 1,\n",
       "                      'leapt': 3,\n",
       "                      'lids': 1,\n",
       "                      'like': 1,\n",
       "                      'long': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'managed': 1,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'pelt': 1,\n",
       "                      'pointed': 1,\n",
       "                      'pointing': 1,\n",
       "                      'rise': 1,\n",
       "                      'scrambled': 1,\n",
       "                      'scrambling': 1,\n",
       "                      'several': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shuffling': 1,\n",
       "                      'slowly': 1,\n",
       "                      'smell': 1,\n",
       "                      'snow': 1,\n",
       "                      'spots': 1,\n",
       "                      'sticking': 1,\n",
       "                      'still': 1,\n",
       "                      'stopped': 1,\n",
       "                      'tall': 1,\n",
       "                      'than': 1,\n",
       "                      'thank': 1,\n",
       "                      'that': 2,\n",
       "                      'their': 4,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 4,\n",
       "                      'trembling': 2,\n",
       "                      'twelve': 2,\n",
       "                      'twenty': 2,\n",
       "                      'wandering': 1,\n",
       "                      'want': 1,\n",
       "                      'watching': 1,\n",
       "                      'were': 1,\n",
       "                      'where': 1,\n",
       "                      'window': 1,\n",
       "                      'your': 1}),\n",
       "             'pointing': Counter({'asked': 1,\n",
       "                      'called': 1,\n",
       "                      'coat': 1,\n",
       "                      'crashed': 1,\n",
       "                      'cried': 1,\n",
       "                      'down': 1,\n",
       "                      'feet': 1,\n",
       "                      'fleet': 1,\n",
       "                      'harry': 7,\n",
       "                      'herself': 1,\n",
       "                      'kept': 1,\n",
       "                      'large': 1,\n",
       "                      'neville': 1,\n",
       "                      'number': 1,\n",
       "                      'perfectly': 1,\n",
       "                      'pink': 1,\n",
       "                      'scar': 1,\n",
       "                      'seat': 1,\n",
       "                      'sign': 1,\n",
       "                      'sister': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'them': 3,\n",
       "                      'this': 1,\n",
       "                      'vernon': 1,\n",
       "                      'very': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'with': 1}),\n",
       "             'less': Counter({'even': 1,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'friday': 1,\n",
       "                      'less': 2,\n",
       "                      'like': 1,\n",
       "                      'liking': 1,\n",
       "                      'more': 2,\n",
       "                      'people': 1,\n",
       "                      'someone': 1,\n",
       "                      'than': 4,\n",
       "                      'that': 1,\n",
       "                      'time': 1,\n",
       "                      'walls': 1,\n",
       "                      'welcome': 1}),\n",
       "             'kicking': Counter({'mother': 1, 'this': 1}),\n",
       "             'mother': Counter({'arms': 1,\n",
       "                      'bawling': 1,\n",
       "                      'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'books': 1,\n",
       "                      'boys': 2,\n",
       "                      'cara': 1,\n",
       "                      'coming': 1,\n",
       "                      'crouching': 1,\n",
       "                      'died': 1,\n",
       "                      'disappear': 1,\n",
       "                      'dudley': 1,\n",
       "                      'eyes': 1,\n",
       "                      'face': 1,\n",
       "                      'father': 5,\n",
       "                      'fondly': 1,\n",
       "                      'freak': 1,\n",
       "                      'from': 1,\n",
       "                      'girl': 1,\n",
       "                      'great': 1,\n",
       "                      'just': 1,\n",
       "                      'kicked': 1,\n",
       "                      'kicking': 1,\n",
       "                      'killed': 1,\n",
       "                      'kissed': 1,\n",
       "                      'leaves': 1,\n",
       "                      'long': 1,\n",
       "                      'looking': 1,\n",
       "                      'need': 1,\n",
       "                      'nine': 1,\n",
       "                      'piers': 1,\n",
       "                      'room': 1,\n",
       "                      'rubbed': 1,\n",
       "                      'said': 2,\n",
       "                      'street': 2,\n",
       "                      'suddenly': 1,\n",
       "                      'their': 5,\n",
       "                      'through': 1,\n",
       "                      'thrown': 1,\n",
       "                      'told': 1,\n",
       "                      'wailed': 1,\n",
       "                      'want': 1,\n",
       "                      'waving': 1,\n",
       "                      'were': 3,\n",
       "                      'where': 1,\n",
       "                      'with': 2,\n",
       "                      'would': 1,\n",
       "                      'your': 4,\n",
       "                      'yourself': 1}),\n",
       "             'sweets': Counter({'among': 1,\n",
       "                      'bettie': 1,\n",
       "                      'from': 1,\n",
       "                      'handing': 1,\n",
       "                      'harry': 1,\n",
       "                      'joined': 1,\n",
       "                      'last': 1,\n",
       "                      'looking': 1,\n",
       "                      'miss': 1,\n",
       "                      'over': 1,\n",
       "                      'packages': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'screaming': 1,\n",
       "                      'these': 1}),\n",
       "             'best': Counter({'acting': 1,\n",
       "                      'agreed': 1,\n",
       "                      'alone': 1,\n",
       "                      'anger': 1,\n",
       "                      'anything': 1,\n",
       "                      'argue': 1,\n",
       "                      'back': 1,\n",
       "                      'birthday': 1,\n",
       "                      'blowing': 1,\n",
       "                      'christmas': 2,\n",
       "                      'clutching': 1,\n",
       "                      'could': 2,\n",
       "                      'course': 1,\n",
       "                      'drooble': 1,\n",
       "                      'dudley': 1,\n",
       "                      'evening': 1,\n",
       "                      'ever': 1,\n",
       "                      'friend': 1,\n",
       "                      'game': 1,\n",
       "                      'genius': 1,\n",
       "                      'grades': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 1,\n",
       "                      'hear': 1,\n",
       "                      'here': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'important': 1,\n",
       "                      'just': 1,\n",
       "                      'keep': 1,\n",
       "                      'know': 1,\n",
       "                      'left': 1,\n",
       "                      'morning': 1,\n",
       "                      'nervous': 1,\n",
       "                      'pain': 1,\n",
       "                      'place': 1,\n",
       "                      'probably': 1,\n",
       "                      'problems': 1,\n",
       "                      'rest': 1,\n",
       "                      'said': 1,\n",
       "                      'school': 1,\n",
       "                      'some': 2,\n",
       "                      'sounds': 1,\n",
       "                      'stretched': 1,\n",
       "                      'teachers': 1,\n",
       "                      'team': 1,\n",
       "                      'that': 2,\n",
       "                      'them': 1,\n",
       "                      'thing': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'very': 1,\n",
       "                      'wait': 1,\n",
       "                      'wand': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'witches': 1,\n",
       "                      'wizard': 1,\n",
       "                      'your': 1}),\n",
       "             'firmly': Counter({'after': 1,\n",
       "                      'aunt': 1,\n",
       "                      'dreamed': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'himself': 1,\n",
       "                      'said': 1}),\n",
       "             'written': Counter({'about': 1,\n",
       "                      'address': 1,\n",
       "                      'books': 1,\n",
       "                      'emerald-green': 1,\n",
       "                      'gold': 1,\n",
       "                      'green': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'letter': 1,\n",
       "                      'life': 1,\n",
       "                      'narrow': 1,\n",
       "                      'older': 1,\n",
       "                      'only': 1,\n",
       "                      'papers': 1,\n",
       "                      'same': 1,\n",
       "                      'stars': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'thousand': 1,\n",
       "                      'which': 1,\n",
       "                      'would': 1}),\n",
       "             'letter': Counter({'addressed': 1,\n",
       "                      'also': 1,\n",
       "                      'angry': 1,\n",
       "                      'back': 1,\n",
       "                      'beside': 1,\n",
       "                      'bill': 1,\n",
       "                      'bombs': 1,\n",
       "                      'carefully': 1,\n",
       "                      'charlie': 2,\n",
       "                      'checking': 1,\n",
       "                      'cloak': 1,\n",
       "                      'closed': 1,\n",
       "                      'clutched': 1,\n",
       "                      'dropped': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'ever': 1,\n",
       "                      'eyes': 1,\n",
       "                      'first': 2,\n",
       "                      'from': 2,\n",
       "                      'glad': 1,\n",
       "                      'grab': 2,\n",
       "                      'ground': 1,\n",
       "                      'hall': 1,\n",
       "                      'handed': 1,\n",
       "                      'harry': 5,\n",
       "                      'have': 1,\n",
       "                      'held': 1,\n",
       "                      'here': 2,\n",
       "                      'hurry': 1,\n",
       "                      'imagine': 1,\n",
       "                      'just': 1,\n",
       "                      'large': 1,\n",
       "                      'letter': 2,\n",
       "                      'open': 2,\n",
       "                      'opened': 1,\n",
       "                      'parcel': 1,\n",
       "                      'pulled': 1,\n",
       "                      'read': 4,\n",
       "                      'repeated': 1,\n",
       "                      'said': 2,\n",
       "                      'seized': 1,\n",
       "                      'send': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shouted': 1,\n",
       "                      'since': 1,\n",
       "                      'single': 1,\n",
       "                      'staring': 1,\n",
       "                      'stay': 1,\n",
       "                      'still': 1,\n",
       "                      'stuffing': 1,\n",
       "                      'surely': 1,\n",
       "                      'taking': 1,\n",
       "                      'than': 1,\n",
       "                      'thanks': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 1,\n",
       "                      'these': 1,\n",
       "                      'they': 2,\n",
       "                      'this': 1,\n",
       "                      'took': 1,\n",
       "                      'uncle': 1,\n",
       "                      'unfolding': 1,\n",
       "                      'want': 1,\n",
       "                      'what': 2,\n",
       "                      'when': 1,\n",
       "                      'where': 2,\n",
       "                      'which': 1,\n",
       "                      'with': 2,\n",
       "                      'writer': 1,\n",
       "                      'written': 1,\n",
       "                      'yours': 1}),\n",
       "             'repeated': Counter({'forest': 1,\n",
       "                      'harry': 1,\n",
       "                      'letter': 1,\n",
       "                      'look': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'professor': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ronan': 1,\n",
       "                      'sound': 1,\n",
       "                      'though': 1,\n",
       "                      'while': 1,\n",
       "                      'wood': 1}),\n",
       "             'faintly': Counter({'good': 1,\n",
       "                      'hermione': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'sitting': 1}),\n",
       "             'understand': Counter({'bane': 1,\n",
       "                      'beauty': 1,\n",
       "                      'breath': 1,\n",
       "                      'could': 3,\n",
       "                      'dare': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 1,\n",
       "                      'famous': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'house': 1,\n",
       "                      'killed': 1,\n",
       "                      'later': 1,\n",
       "                      'life': 1,\n",
       "                      'love': 1,\n",
       "                      'muggle': 1,\n",
       "                      'never': 1,\n",
       "                      'professor': 1,\n",
       "                      'really': 1,\n",
       "                      'said': 1,\n",
       "                      'shouted': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'starts': 1,\n",
       "                      'stone': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 1,\n",
       "                      'this': 1,\n",
       "                      'tried': 1,\n",
       "                      'trouble': 1,\n",
       "                      'voldemort': 1}),\n",
       "             'famous': Counter({'before': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'collect': 1,\n",
       "                      'defeat': 2,\n",
       "                      'describing': 1,\n",
       "                      'even': 2,\n",
       "                      'famous': 2,\n",
       "                      'games': 1,\n",
       "                      'harry': 2,\n",
       "                      'head': 1,\n",
       "                      'hogwarts': 1,\n",
       "                      'inside': 1,\n",
       "                      'just': 1,\n",
       "                      'know': 1,\n",
       "                      'knowing': 2,\n",
       "                      'legend': 1,\n",
       "                      'looked': 1,\n",
       "                      'looking': 1,\n",
       "                      'more': 1,\n",
       "                      'name': 1,\n",
       "                      'particularly': 2,\n",
       "                      'place': 2,\n",
       "                      'potter': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'something': 1,\n",
       "                      'still': 1,\n",
       "                      'talk': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'told': 1,\n",
       "                      'understand': 1,\n",
       "                      'were': 2,\n",
       "                      'what': 2,\n",
       "                      'witches': 2,\n",
       "                      'wizard': 1}),\n",
       "             'legend': Counter({'famous': 1, 'would': 1}),\n",
       "             'surprised': Counter({'been': 1,\n",
       "                      'died': 1,\n",
       "                      'even': 1,\n",
       "                      'grin': 1,\n",
       "                      'marble': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'today': 1,\n",
       "                      'turn': 1,\n",
       "                      'were': 2,\n",
       "                      'would': 2}),\n",
       "             'future': Counter({'family': 1,\n",
       "                      'potter': 1,\n",
       "                      'shows': 1,\n",
       "                      'there': 1}),\n",
       "             'books': Counter({'already': 1,\n",
       "                      'arms': 1,\n",
       "                      'asking': 1,\n",
       "                      'back': 1,\n",
       "                      'background': 1,\n",
       "                      'borrow': 1,\n",
       "                      'broomsticks': 1,\n",
       "                      'buying': 1,\n",
       "                      'carrying': 1,\n",
       "                      'cleverness': 1,\n",
       "                      'containing': 1,\n",
       "                      'could': 1,\n",
       "                      'course': 3,\n",
       "                      'down': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'equipment': 1,\n",
       "                      'extra': 1,\n",
       "                      'fallen': 1,\n",
       "                      'flamel': 1,\n",
       "                      'from': 2,\n",
       "                      'full': 2,\n",
       "                      'giving': 1,\n",
       "                      'heart': 2,\n",
       "                      'hermione': 1,\n",
       "                      'hundreds': 1,\n",
       "                      'knew': 1,\n",
       "                      'lamp': 1,\n",
       "                      'large': 1,\n",
       "                      'leather': 1,\n",
       "                      'library': 1,\n",
       "                      'minutes': 1,\n",
       "                      'mother': 1,\n",
       "                      'necessary': 1,\n",
       "                      'only': 1,\n",
       "                      'outta': 1,\n",
       "                      'over': 1,\n",
       "                      'pile': 4,\n",
       "                      'quills': 1,\n",
       "                      'restricted': 1,\n",
       "                      'rows': 1,\n",
       "                      'school': 2,\n",
       "                      'searching': 1,\n",
       "                      'shop': 1,\n",
       "                      'silk': 1,\n",
       "                      'size': 1,\n",
       "                      'spell': 3,\n",
       "                      'started': 1,\n",
       "                      'students': 1,\n",
       "                      'suggest': 1,\n",
       "                      'surrounding': 1,\n",
       "                      'symbols': 1,\n",
       "                      'taken': 1,\n",
       "                      'that': 2,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'these': 1,\n",
       "                      'they': 1,\n",
       "                      'though': 1,\n",
       "                      'thousands': 3,\n",
       "                      'through': 3,\n",
       "                      'town': 1,\n",
       "                      'usual': 1,\n",
       "                      'wands': 1,\n",
       "                      'want': 1,\n",
       "                      'were': 2,\n",
       "                      'will': 1,\n",
       "                      'with': 2,\n",
       "                      'written': 1}),\n",
       "             'world': Counter({'about': 1,\n",
       "                      'after': 1,\n",
       "                      'anything': 1,\n",
       "                      'around': 1,\n",
       "                      'been': 1,\n",
       "                      'better': 1,\n",
       "                      'child': 1,\n",
       "                      'come': 1,\n",
       "                      'denying': 1,\n",
       "                      'during': 1,\n",
       "                      'else': 1,\n",
       "                      'every': 1,\n",
       "                      'everyone': 2,\n",
       "                      'except': 1,\n",
       "                      'explaining': 1,\n",
       "                      'foolish': 1,\n",
       "                      'game': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'into': 1,\n",
       "                      'knows': 2,\n",
       "                      'magical': 1,\n",
       "                      'match': 1,\n",
       "                      'mean': 1,\n",
       "                      'moment': 1,\n",
       "                      'muggle': 4,\n",
       "                      'parents': 2,\n",
       "                      'people': 1,\n",
       "                      'place': 2,\n",
       "                      'potatoes': 1,\n",
       "                      'seven': 1,\n",
       "                      'shook': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 1,\n",
       "                      'sorcerer': 1,\n",
       "                      'thing': 1,\n",
       "                      'what': 2,\n",
       "                      'will': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wizardry': 1,\n",
       "                      'world': 2,\n",
       "                      'your': 1}),\n",
       "             'seriously': Counter({'doubted': 1,\n",
       "                      'harry': 1,\n",
       "                      'over': 1,\n",
       "                      'very': 1}),\n",
       "             'turn': Counter({'back': 1,\n",
       "                      'better': 1,\n",
       "                      'could': 2,\n",
       "                      'drive': 1,\n",
       "                      'enough': 1,\n",
       "                      'every': 1,\n",
       "                      'flatten': 1,\n",
       "                      'from': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 1,\n",
       "                      'hermione': 2,\n",
       "                      'into': 3,\n",
       "                      'meant': 1,\n",
       "                      'mellow': 1,\n",
       "                      'months': 1,\n",
       "                      'mouse': 1,\n",
       "                      'next': 1,\n",
       "                      'over': 1,\n",
       "                      'pale': 1,\n",
       "                      'said': 1,\n",
       "                      'seek': 1,\n",
       "                      'sharp': 1,\n",
       "                      'snape': 1,\n",
       "                      'surprised': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'this': 1,\n",
       "                      'tried': 2,\n",
       "                      'trying': 1,\n",
       "                      'vanish': 1,\n",
       "                      'very': 1,\n",
       "                      'yellow': 1}),\n",
       "             'talk': Counter({'about': 5,\n",
       "                      'another': 1,\n",
       "                      'anymore': 1,\n",
       "                      'back': 2,\n",
       "                      'cart': 1,\n",
       "                      'certainly': 1,\n",
       "                      'famous': 1,\n",
       "                      'good': 1,\n",
       "                      'harry': 1,\n",
       "                      'malfay': 1,\n",
       "                      'moment': 1,\n",
       "                      'much': 2,\n",
       "                      'never': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulled': 1,\n",
       "                      'right': 1,\n",
       "                      'rubbish': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'still': 1,\n",
       "                      'stone': 1,\n",
       "                      'tart': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 1,\n",
       "                      'this': 1,\n",
       "                      'three-quarters': 1,\n",
       "                      'tired': 1,\n",
       "                      'turned': 1,\n",
       "                      'walk': 1,\n",
       "                      'want': 1,\n",
       "                      'wants': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'window': 2,\n",
       "                      'wood': 1}),\n",
       "             'remember': Counter({'asking': 1,\n",
       "                      'bane': 1,\n",
       "                      'because': 1,\n",
       "                      'being': 1,\n",
       "                      'block': 1,\n",
       "                      'cara': 1,\n",
       "                      'charlie': 1,\n",
       "                      'could': 5,\n",
       "                      'determined': 1,\n",
       "                      'dream': 2,\n",
       "                      'even': 2,\n",
       "                      'ever': 4,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'expect': 1,\n",
       "                      'feeling': 1,\n",
       "                      'firenze': 1,\n",
       "                      'first': 1,\n",
       "                      'flick': 1,\n",
       "                      'glared': 1,\n",
       "                      'green': 1,\n",
       "                      'hard': 1,\n",
       "                      'harry': 1,\n",
       "                      'ingredients': 1,\n",
       "                      'jump': 1,\n",
       "                      'just': 1,\n",
       "                      'kill': 1,\n",
       "                      'left': 1,\n",
       "                      'live': 1,\n",
       "                      'make': 1,\n",
       "                      'managed': 1,\n",
       "                      'never': 1,\n",
       "                      'next': 1,\n",
       "                      'nothing': 1,\n",
       "                      'parents': 2,\n",
       "                      'password': 1,\n",
       "                      'quite': 1,\n",
       "                      'said': 1,\n",
       "                      'saying': 1,\n",
       "                      'snitch': 1,\n",
       "                      'stare': 1,\n",
       "                      'swish': 1,\n",
       "                      'that': 3,\n",
       "                      'then': 1,\n",
       "                      'they': 1,\n",
       "                      'think': 2,\n",
       "                      'this': 1,\n",
       "                      'tried': 4,\n",
       "                      'trying': 3,\n",
       "                      'well': 3,\n",
       "                      'what': 3,\n",
       "                      'where': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wondering': 1,\n",
       "                      'would': 1,\n",
       "                      'yeah': 1}),\n",
       "             'cara': Counter({'mother': 1,\n",
       "                      'much': 1,\n",
       "                      'remember': 1,\n",
       "                      'tell': 1}),\n",
       "             'growing': Counter({'away': 1, 'better': 1}),\n",
       "             'ready': Counter({'alternative': 1,\n",
       "                      'called': 1,\n",
       "                      'crash': 1,\n",
       "                      'dear': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fire': 1,\n",
       "                      'fists': 1,\n",
       "                      'fling': 1,\n",
       "                      'harry': 2,\n",
       "                      'large': 1,\n",
       "                      'leave': 1,\n",
       "                      'looked': 1,\n",
       "                      'many': 1,\n",
       "                      'mind': 1,\n",
       "                      'minutes': 1,\n",
       "                      'packed': 1,\n",
       "                      'raising': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'said': 1,\n",
       "                      'silver': 1,\n",
       "                      'snape': 1,\n",
       "                      'start': 1,\n",
       "                      'take': 1,\n",
       "                      'twice': 1,\n",
       "                      'uncle': 1,\n",
       "                      'until': 1,\n",
       "                      'were': 2,\n",
       "                      'when': 2,\n",
       "                      'will': 1}),\n",
       "             'take': Counter({'again': 1,\n",
       "                      'another': 1,\n",
       "                      'anytime': 1,\n",
       "                      'away': 2,\n",
       "                      'back': 2,\n",
       "                      'before': 1,\n",
       "                      'black': 1,\n",
       "                      'broken': 1,\n",
       "                      'care': 3,\n",
       "                      'charlie': 1,\n",
       "                      'cloak': 2,\n",
       "                      'come': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 4,\n",
       "                      'crabbe': 1,\n",
       "                      'daring': 1,\n",
       "                      'death': 1,\n",
       "                      'difficult': 1,\n",
       "                      'does': 1,\n",
       "                      'done': 1,\n",
       "                      'down': 1,\n",
       "                      'earn': 1,\n",
       "                      'even': 1,\n",
       "                      'explaining': 1,\n",
       "                      'eyes': 3,\n",
       "                      'filch': 1,\n",
       "                      'forward': 1,\n",
       "                      'free': 1,\n",
       "                      'from': 1,\n",
       "                      'genius': 1,\n",
       "                      'give': 1,\n",
       "                      'glad': 1,\n",
       "                      'gryffindors': 1,\n",
       "                      'harry': 2,\n",
       "                      'heed': 1,\n",
       "                      'hospital': 1,\n",
       "                      'jerked': 1,\n",
       "                      'just': 2,\n",
       "                      'keen': 1,\n",
       "                      'king': 1,\n",
       "                      'last': 1,\n",
       "                      'later': 1,\n",
       "                      'learned': 1,\n",
       "                      'little': 1,\n",
       "                      'luck': 1,\n",
       "                      'manage': 1,\n",
       "                      'merely': 1,\n",
       "                      'mind': 2,\n",
       "                      'more': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'norwegian': 1,\n",
       "                      'nose': 1,\n",
       "                      'over': 3,\n",
       "                      'perched': 1,\n",
       "                      'place': 4,\n",
       "                      'professor': 1,\n",
       "                      'quaffle': 1,\n",
       "                      'ready': 1,\n",
       "                      'right': 1,\n",
       "                      'sacrifices': 1,\n",
       "                      'said': 2,\n",
       "                      'school': 1,\n",
       "                      'scowl': 1,\n",
       "                      'sharp': 1,\n",
       "                      'sides': 1,\n",
       "                      'some': 1,\n",
       "                      'someone': 2,\n",
       "                      'stared': 1,\n",
       "                      'step': 2,\n",
       "                      'stranger': 1,\n",
       "                      'suppose': 1,\n",
       "                      'supposed': 1,\n",
       "                      'that': 3,\n",
       "                      'them': 3,\n",
       "                      'there': 3,\n",
       "                      'think': 1,\n",
       "                      'this': 4,\n",
       "                      'those': 1,\n",
       "                      'train': 1,\n",
       "                      'tried': 2,\n",
       "                      'trying': 2,\n",
       "                      'uncle': 1,\n",
       "                      'when': 1,\n",
       "                      'while': 1,\n",
       "                      'will': 3,\n",
       "                      'wood': 1,\n",
       "                      'would': 3,\n",
       "                      'wouldn': 1,\n",
       "                      'yellowish': 1,\n",
       "                      'your': 1}),\n",
       "             'opened': Counter({'arms': 1,\n",
       "                      'beady': 1,\n",
       "                      'brim': 1,\n",
       "                      'classroom': 1,\n",
       "                      'crate': 1,\n",
       "                      'curiously': 1,\n",
       "                      'door': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'eyes': 1,\n",
       "                      'front': 1,\n",
       "                      'gloatingly': 1,\n",
       "                      'grandmother': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'hermione': 1,\n",
       "                      'letter': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mirror': 1,\n",
       "                      'mouth': 3,\n",
       "                      'newspaper': 1,\n",
       "                      'path': 1,\n",
       "                      'running': 1,\n",
       "                      'scream': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'them': 1,\n",
       "                      'vernon': 1,\n",
       "                      'week': 1,\n",
       "                      'which': 1,\n",
       "                      'wide': 2,\n",
       "                      'window': 1,\n",
       "                      'wishing': 1,\n",
       "                      'with': 1}),\n",
       "             'mouth': Counter({'after': 1,\n",
       "                      'appeared': 1,\n",
       "                      'argue': 1,\n",
       "                      'began': 1,\n",
       "                      'changed': 1,\n",
       "                      'clamped': 1,\n",
       "                      'dudley': 1,\n",
       "                      'fell': 2,\n",
       "                      'felt': 1,\n",
       "                      'fingers': 1,\n",
       "                      'forgotten': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'halfway': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 3,\n",
       "                      'into': 2,\n",
       "                      'keep': 1,\n",
       "                      'like': 1,\n",
       "                      'lost': 1,\n",
       "                      'open': 3,\n",
       "                      'opened': 3,\n",
       "                      'perhaps': 1,\n",
       "                      'realized': 1,\n",
       "                      'shut': 1,\n",
       "                      'stop': 1,\n",
       "                      'then': 1,\n",
       "                      'though': 1,\n",
       "                      'wall': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 1,\n",
       "                      'wide': 1,\n",
       "                      'wiped': 1,\n",
       "                      'with': 1}),\n",
       "             'swallowed': Counter({'exactly': 1,\n",
       "                      'flint': 1,\n",
       "                      'harry': 4,\n",
       "                      'just': 1,\n",
       "                      'lemon': 1,\n",
       "                      'library': 1,\n",
       "                      'looked': 1,\n",
       "                      'mind': 1,\n",
       "                      'nearly': 1,\n",
       "                      'questions': 1,\n",
       "                      'then': 1,\n",
       "                      'thirteen-and-a-half': 1,\n",
       "                      'what': 1}),\n",
       "             'course': Counter({'about': 1,\n",
       "                      'alone': 1,\n",
       "                      'best': 1,\n",
       "                      'birthday': 1,\n",
       "                      'birthdays': 1,\n",
       "                      'books': 3,\n",
       "                      'cant': 1,\n",
       "                      'choked': 1,\n",
       "                      'confusion': 1,\n",
       "                      'could': 1,\n",
       "                      'date': 1,\n",
       "                      'does': 1,\n",
       "                      'elixir': 1,\n",
       "                      'else': 1,\n",
       "                      'extra': 1,\n",
       "                      'forbidden': 1,\n",
       "                      'frowned': 1,\n",
       "                      'getting': 1,\n",
       "                      'golden': 1,\n",
       "                      'hang': 1,\n",
       "                      'harry': 3,\n",
       "                      'heart': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hogwarts': 2,\n",
       "                      'invisible': 1,\n",
       "                      'involved': 1,\n",
       "                      'just': 1,\n",
       "                      'knew': 3,\n",
       "                      'learned': 2,\n",
       "                      'making': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'married': 1,\n",
       "                      'mean': 1,\n",
       "                      'minister': 1,\n",
       "                      'missed': 1,\n",
       "                      'mistake': 1,\n",
       "                      'muggles': 1,\n",
       "                      'narrow': 1,\n",
       "                      'need': 1,\n",
       "                      'never': 1,\n",
       "                      'nothing': 1,\n",
       "                      'notice': 1,\n",
       "                      'ollivander': 1,\n",
       "                      'pleased': 1,\n",
       "                      'right': 2,\n",
       "                      'said': 7,\n",
       "                      'same': 1,\n",
       "                      'save': 1,\n",
       "                      'shall': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'someone': 1,\n",
       "                      'somethin': 1,\n",
       "                      'spun': 1,\n",
       "                      'stone': 1,\n",
       "                      'suppose': 1,\n",
       "                      'supposed': 1,\n",
       "                      'tags': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 5,\n",
       "                      'unless': 1,\n",
       "                      'well': 2,\n",
       "                      'what': 1,\n",
       "                      'will': 2,\n",
       "                      'wizard': 2,\n",
       "                      'would': 1}),\n",
       "             'getting': Counter({'about': 1,\n",
       "                      'away': 2,\n",
       "                      'back': 1,\n",
       "                      'backs': 1,\n",
       "                      'busy': 1,\n",
       "                      'casually': 1,\n",
       "                      'course': 1,\n",
       "                      'dark': 1,\n",
       "                      'desperate': 1,\n",
       "                      'easy': 1,\n",
       "                      'filch': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'here': 2,\n",
       "                      'hermione': 1,\n",
       "                      'house': 1,\n",
       "                      'into': 1,\n",
       "                      'keeps': 1,\n",
       "                      'king': 1,\n",
       "                      'know': 1,\n",
       "                      'lost': 1,\n",
       "                      'loudest': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mixed': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'nearer': 2,\n",
       "                      'never': 2,\n",
       "                      'norbert': 1,\n",
       "                      'over': 1,\n",
       "                      'paler': 1,\n",
       "                      'proper': 1,\n",
       "                      'purpose': 1,\n",
       "                      'quickly': 1,\n",
       "                      'really': 1,\n",
       "                      'redder': 1,\n",
       "                      'seem': 1,\n",
       "                      'seemed': 1,\n",
       "                      'smuggle': 1,\n",
       "                      'snape': 1,\n",
       "                      'started': 1,\n",
       "                      'thank-you': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'thicker': 1,\n",
       "                      'think': 1,\n",
       "                      'told': 1,\n",
       "                      'train': 1,\n",
       "                      'trouble': 1,\n",
       "                      'troublesome': 1,\n",
       "                      'used': 1,\n",
       "                      'voice': 1,\n",
       "                      'wanted': 1,\n",
       "                      'warm': 1,\n",
       "                      'ways': 1,\n",
       "                      'were': 1,\n",
       "                      'when': 1,\n",
       "                      'window': 1,\n",
       "                      'without': 1}),\n",
       "             'hiding': Counter({'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'difficulty': 1,\n",
       "                      'found': 1,\n",
       "                      'glee': 1,\n",
       "                      'harry': 1,\n",
       "                      'illegal': 1,\n",
       "                      'might': 1,\n",
       "                      'probably': 1,\n",
       "                      'snigget': 1,\n",
       "                      'something': 1,\n",
       "                      'this': 1,\n",
       "                      'view': 1,\n",
       "                      'what': 1}),\n",
       "             'underneath': Counter({'around': 1,\n",
       "                      'castle': 1,\n",
       "                      'cloak': 1,\n",
       "                      'fire': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'holding': 1,\n",
       "                      'kettle': 1,\n",
       "                      'lion': 1,\n",
       "                      'mustache': 1,\n",
       "                      'neatly': 1,\n",
       "                      'picture': 1,\n",
       "                      'right': 1,\n",
       "                      'sneakers': 1,\n",
       "                      'stepped': 1,\n",
       "                      'them': 3,\n",
       "                      'themselves': 1,\n",
       "                      'then': 1,\n",
       "                      'trapdoor': 1,\n",
       "                      'what': 1}),\n",
       "             'bringing': Counter({'always': 1,\n",
       "                      'back': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'keep': 1,\n",
       "                      'kept': 1,\n",
       "                      'packages': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rear': 1,\n",
       "                      'substitutes': 1,\n",
       "                      'think': 1}),\n",
       "             'wise': Counter({'meet': 1,\n",
       "                      'ravenclaw': 1,\n",
       "                      'than': 1,\n",
       "                      'think': 1,\n",
       "                      'toil': 1,\n",
       "                      'trust': 1}),\n",
       "             'trust': Counter({'dare': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'everythin': 1,\n",
       "                      'frame': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 1,\n",
       "                      'himself': 1,\n",
       "                      'know': 1,\n",
       "                      'knows': 1,\n",
       "                      'they': 1,\n",
       "                      'very': 1,\n",
       "                      'wise': 1,\n",
       "                      'would': 1}),\n",
       "             'life': Counter({'aunt': 2,\n",
       "                      'awaiting': 1,\n",
       "                      'because': 1,\n",
       "                      'being': 1,\n",
       "                      'better': 1,\n",
       "                      'birthday': 1,\n",
       "                      'brain': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'chasin': 1,\n",
       "                      'chewed': 1,\n",
       "                      'clung': 1,\n",
       "                      'could': 1,\n",
       "                      'cursed': 1,\n",
       "                      'dear': 2,\n",
       "                      'depended': 1,\n",
       "                      'devon': 1,\n",
       "                      'elixir': 4,\n",
       "                      'everything': 1,\n",
       "                      'foul': 1,\n",
       "                      'from': 1,\n",
       "                      'half': 1,\n",
       "                      'harry': 1,\n",
       "                      'help': 1,\n",
       "                      'high': 1,\n",
       "                      'horse': 1,\n",
       "                      'hungry': 1,\n",
       "                      'into': 1,\n",
       "                      'join': 1,\n",
       "                      'later': 1,\n",
       "                      'looked': 1,\n",
       "                      'ministry': 1,\n",
       "                      'moment': 1,\n",
       "                      'money': 2,\n",
       "                      'more': 1,\n",
       "                      'never': 1,\n",
       "                      'peaceful': 1,\n",
       "                      'potters': 1,\n",
       "                      'questions': 1,\n",
       "                      'quiet': 2,\n",
       "                      'said': 1,\n",
       "                      'saved': 1,\n",
       "                      'second': 1,\n",
       "                      'seen': 1,\n",
       "                      'sighed': 1,\n",
       "                      'spent': 1,\n",
       "                      'sprang': 1,\n",
       "                      'such': 2,\n",
       "                      'suddenly': 1,\n",
       "                      'though': 1,\n",
       "                      'time': 4,\n",
       "                      'understand': 1,\n",
       "                      'until': 1,\n",
       "                      'wanting': 1,\n",
       "                      'what': 1,\n",
       "                      'which': 1,\n",
       "                      'whole': 2,\n",
       "                      'will': 1,\n",
       "                      'with': 3,\n",
       "                      'would': 2,\n",
       "                      'written': 1,\n",
       "                      'your': 1}),\n",
       "             'grudgingly': Counter({'mcgonagall': 1, 'pretend': 1}),\n",
       "             'pretend': Counter({'break': 1,\n",
       "                      'careless': 1,\n",
       "                      'grudgingly': 1,\n",
       "                      'huge': 1,\n",
       "                      'said': 2,\n",
       "                      'sobs': 1,\n",
       "                      'waiting': 1}),\n",
       "             'does': Counter({'about': 1,\n",
       "                      'bane': 1,\n",
       "                      'believe': 1,\n",
       "                      'bewitched': 1,\n",
       "                      'careless': 1,\n",
       "                      'course': 1,\n",
       "                      'dwell': 1,\n",
       "                      'everyone': 2,\n",
       "                      'exactly': 1,\n",
       "                      'forgive': 1,\n",
       "                      'gulpin': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'help': 1,\n",
       "                      'hermione': 2,\n",
       "                      'know': 4,\n",
       "                      'like': 1,\n",
       "                      'look': 2,\n",
       "                      'lose': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'matter': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mean': 1,\n",
       "                      'ministry': 1,\n",
       "                      'mirror': 1,\n",
       "                      'miss': 1,\n",
       "                      'much': 1,\n",
       "                      'only': 1,\n",
       "                      'points': 1,\n",
       "                      'potions': 1,\n",
       "                      'prepared': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'said': 2,\n",
       "                      'seem': 1,\n",
       "                      'severus': 1,\n",
       "                      'somethin': 1,\n",
       "                      'stop': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'take': 1,\n",
       "                      'tend': 1,\n",
       "                      'that': 4,\n",
       "                      'then': 1,\n",
       "                      'this': 1,\n",
       "                      'though': 1,\n",
       "                      'type': 1,\n",
       "                      'useful': 1,\n",
       "                      'want': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 6,\n",
       "                      'wish': 1,\n",
       "                      'work': 1}),\n",
       "             'tend': Counter({'does': 1, 'what': 1}),\n",
       "             'rumbling': Counter({'creaked': 1,\n",
       "                      'growls': 1,\n",
       "                      'sound': 1,\n",
       "                      'stomach': 1,\n",
       "                      'that': 1,\n",
       "                      'with': 1}),\n",
       "             'sound': Counter({'broken': 1,\n",
       "                      'came': 1,\n",
       "                      'dudley': 1,\n",
       "                      'faded': 1,\n",
       "                      'faintest': 1,\n",
       "                      'filch': 1,\n",
       "                      'frying': 1,\n",
       "                      'full': 1,\n",
       "                      'heard': 1,\n",
       "                      'light': 1,\n",
       "                      'like': 5,\n",
       "                      'made': 1,\n",
       "                      'make': 1,\n",
       "                      'more': 1,\n",
       "                      'over': 1,\n",
       "                      'peeves': 1,\n",
       "                      'puffing': 1,\n",
       "                      'quite': 1,\n",
       "                      'repeated': 1,\n",
       "                      'rude': 1,\n",
       "                      'rumbling': 1,\n",
       "                      'seconds': 1,\n",
       "                      'slithering': 1,\n",
       "                      'smell': 1,\n",
       "                      'suddenly': 2,\n",
       "                      'that': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'told': 1,\n",
       "                      'where': 1,\n",
       "                      'with': 1}),\n",
       "             'silence': Counter({'again': 1,\n",
       "                      'around': 1,\n",
       "                      'book': 1,\n",
       "                      'bring': 1,\n",
       "                      'broken': 1,\n",
       "                      'complete': 1,\n",
       "                      'could': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'dark': 1,\n",
       "                      'dust': 1,\n",
       "                      'followed': 1,\n",
       "                      'growled': 1,\n",
       "                      'harry': 1,\n",
       "                      'here': 1,\n",
       "                      'inside': 1,\n",
       "                      'long': 1,\n",
       "                      'more': 1,\n",
       "                      'okay': 1,\n",
       "                      'prefects': 1,\n",
       "                      'seconds': 1,\n",
       "                      'split': 1,\n",
       "                      'their': 1,\n",
       "                      'then': 1,\n",
       "                      'there': 2,\n",
       "                      'throat': 1,\n",
       "                      'trees': 1,\n",
       "                      'walked': 1,\n",
       "                      'working': 1,\n",
       "                      'yelled': 1}),\n",
       "             'grew': Counter({'appeared': 1,\n",
       "                      'family': 1,\n",
       "                      'from': 1,\n",
       "                      'luck': 1,\n",
       "                      'simply': 1,\n",
       "                      'stalagmites': 1,\n",
       "                      'steadily': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'wider': 1}),\n",
       "             'steadily': Counter({'grew': 1, 'louder': 1}),\n",
       "             'louder': Counter({'steadily': 1, 'they': 1}),\n",
       "             'headlight': Counter({'sign': 1, 'swelled': 1}),\n",
       "             'swelled': Counter({'chest': 1,\n",
       "                      'headlight': 1,\n",
       "                      'roar': 1,\n",
       "                      'these': 1}),\n",
       "             'roar': Counter({'rage': 1,\n",
       "                      'rose': 1,\n",
       "                      'swelled': 1,\n",
       "                      'they': 1,\n",
       "                      'wham': 1,\n",
       "                      'with': 1}),\n",
       "             'huge': Counter({'around': 1,\n",
       "                      'banner': 1,\n",
       "                      'between': 1,\n",
       "                      'black': 1,\n",
       "                      'boots': 1,\n",
       "                      'chessboard': 1,\n",
       "                      'compared': 1,\n",
       "                      'could': 1,\n",
       "                      'dudley': 1,\n",
       "                      'edge': 1,\n",
       "                      'front': 1,\n",
       "                      'gold': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hairy': 1,\n",
       "                      'harry': 1,\n",
       "                      'heavy': 1,\n",
       "                      'holding': 1,\n",
       "                      'joke': 1,\n",
       "                      'kettle': 1,\n",
       "                      'looked': 1,\n",
       "                      'motorcycle': 2,\n",
       "                      'moving': 1,\n",
       "                      'nothing': 1,\n",
       "                      'pile': 1,\n",
       "                      'poisonous': 1,\n",
       "                      'pretend': 1,\n",
       "                      'pulling': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'some': 1,\n",
       "                      'something': 1,\n",
       "                      'stalactites': 1,\n",
       "                      'sticking': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'wanted': 1,\n",
       "                      'were': 1,\n",
       "                      'where': 1,\n",
       "                      'wooden': 1,\n",
       "                      'year': 1}),\n",
       "             'motorcycle': Counter({'about': 1,\n",
       "                      'borrowed': 1,\n",
       "                      'carefully': 1,\n",
       "                      'fell': 1,\n",
       "                      'flying': 1,\n",
       "                      'funny': 1,\n",
       "                      'huge': 2,\n",
       "                      'kicked': 1,\n",
       "                      'onto': 1,\n",
       "                      'overtook': 1,\n",
       "                      'said': 2,\n",
       "                      'spoke': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1}),\n",
       "             'landed': Counter({'away': 1,\n",
       "                      'blown': 1,\n",
       "                      'crash': 1,\n",
       "                      'fell': 1,\n",
       "                      'flat': 1,\n",
       "                      'harry': 2,\n",
       "                      'jumped': 1,\n",
       "                      'moment': 1,\n",
       "                      'next': 2,\n",
       "                      'noiselessly': 1,\n",
       "                      'plant': 1,\n",
       "                      'quickly': 1,\n",
       "                      'road': 1,\n",
       "                      'something': 1,\n",
       "                      'sprawled': 1,\n",
       "                      'team': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'thump': 1,\n",
       "                      'with': 1}),\n",
       "             'astride': Counter({'almost': 1, 'sitting': 1}),\n",
       "             'simply': Counter({'allowed': 1,\n",
       "                      'fingers': 1,\n",
       "                      'granger': 1,\n",
       "                      'grew': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hair': 1,\n",
       "                      'hall': 1,\n",
       "                      'heard': 1,\n",
       "                      'looked': 1,\n",
       "                      'melted': 1,\n",
       "                      'open': 1,\n",
       "                      'rolled': 1,\n",
       "                      'said': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'waved': 1}),\n",
       "             'wild': Counter({'alibis': 1,\n",
       "                      'allowed': 1,\n",
       "                      'back': 1,\n",
       "                      'beard': 1,\n",
       "                      'been': 1,\n",
       "                      'behind': 1,\n",
       "                      'brilliant': 1,\n",
       "                      'cart': 1,\n",
       "                      'charlie': 1,\n",
       "                      'cover-': 1,\n",
       "                      'dragons': 1,\n",
       "                      'eyes': 1,\n",
       "                      'fierce': 1,\n",
       "                      'given': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hair': 1,\n",
       "                      'hands': 1,\n",
       "                      'jerk': 1,\n",
       "                      'long': 1,\n",
       "                      'ones': 1,\n",
       "                      'pale': 1,\n",
       "                      'rumors': 1,\n",
       "                      'shadowy': 1,\n",
       "                      'tangled': 1,\n",
       "                      'than': 1,\n",
       "                      'there': 1}),\n",
       "             'tangles': Counter({'bushy': 1, 'long': 1}),\n",
       "             'bushy': Counter({'black': 1,\n",
       "                      'brown': 1,\n",
       "                      'eyebrows': 1,\n",
       "                      'lots': 1,\n",
       "                      'tangles': 1,\n",
       "                      'under': 1}),\n",
       "             'size': Counter({'about': 2,\n",
       "                      'ball': 1,\n",
       "                      'books': 1,\n",
       "                      'different': 1,\n",
       "                      'glass': 1,\n",
       "                      'hands': 1,\n",
       "                      'know': 1,\n",
       "                      'large': 2,\n",
       "                      'library': 1,\n",
       "                      'light': 1,\n",
       "                      'neither': 1,\n",
       "                      'postage': 2,\n",
       "                      'sheer': 1,\n",
       "                      'soccer': 1,\n",
       "                      'standard': 1,\n",
       "                      'trash': 1,\n",
       "                      'usual': 1}),\n",
       "             'trash': Counter({'above': 1,\n",
       "                      'behind': 1,\n",
       "                      'cans': 1,\n",
       "                      'into': 1,\n",
       "                      'lids': 1,\n",
       "                      'moment': 1,\n",
       "                      'nothing': 1,\n",
       "                      'size': 1,\n",
       "                      'three': 1,\n",
       "                      'weeds': 1}),\n",
       "             'lids': Counter({'feet': 1, 'trash': 1}),\n",
       "             'leather': Counter({'books': 1,\n",
       "                      'boots': 1,\n",
       "                      'bound': 1,\n",
       "                      'pouch': 1,\n",
       "                      'small': 1,\n",
       "                      'their': 1}),\n",
       "             'baby': Counter({'after': 2,\n",
       "                      'angel': 1,\n",
       "                      'banged': 1,\n",
       "                      'been': 1,\n",
       "                      'dolphins': 1,\n",
       "                      'dragon': 1,\n",
       "                      'fast': 1,\n",
       "                      'like': 2,\n",
       "                      'lived': 1,\n",
       "                      'longer': 1,\n",
       "                      'only': 3,\n",
       "                      'open': 1,\n",
       "                      'parents': 1,\n",
       "                      'photographs': 1,\n",
       "                      'said': 1,\n",
       "                      'visible': 1}),\n",
       "             'dolphins': Counter({'baby': 1, 'vast': 1}),\n",
       "             'vast': Counter({'castle': 1,\n",
       "                      'dolphins': 1,\n",
       "                      'marble': 1,\n",
       "                      'muscular': 1,\n",
       "                      'starry': 1,\n",
       "                      'were': 1}),\n",
       "             'muscular': Counter({'arms': 1, 'vast': 1}),\n",
       "             'arms': Counter({'around': 4,\n",
       "                      'because': 1,\n",
       "                      'behind': 1,\n",
       "                      'book': 1,\n",
       "                      'books': 1,\n",
       "                      'catch': 1,\n",
       "                      'coat': 1,\n",
       "                      'face': 1,\n",
       "                      'fasten': 1,\n",
       "                      'fling': 1,\n",
       "                      'flinging': 1,\n",
       "                      'harry': 2,\n",
       "                      'holding': 1,\n",
       "                      'just': 1,\n",
       "                      'legs': 1,\n",
       "                      'lifted': 1,\n",
       "                      'like': 1,\n",
       "                      'lion': 1,\n",
       "                      'long': 1,\n",
       "                      'mother': 1,\n",
       "                      'muscular': 1,\n",
       "                      'never': 1,\n",
       "                      'neville': 1,\n",
       "                      'opened': 1,\n",
       "                      'over': 2,\n",
       "                      'people': 2,\n",
       "                      'pick': 1,\n",
       "                      'pinned': 1,\n",
       "                      'room': 1,\n",
       "                      'slammed': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sprinted': 1,\n",
       "                      'students': 1,\n",
       "                      'their': 1,\n",
       "                      'threw': 1,\n",
       "                      'tumbled': 1,\n",
       "                      'turned': 1,\n",
       "                      'were': 2,\n",
       "                      'with': 1}),\n",
       "             'holding': Counter({'arms': 1,\n",
       "                      'asked': 1,\n",
       "                      'blissfully': 1,\n",
       "                      'branches': 1,\n",
       "                      'breath': 1,\n",
       "                      'bundle': 1,\n",
       "                      'dear': 1,\n",
       "                      'forest': 1,\n",
       "                      'forward': 1,\n",
       "                      'fred': 1,\n",
       "                      'from': 1,\n",
       "                      'goblins': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 3,\n",
       "                      'head': 1,\n",
       "                      'house': 1,\n",
       "                      'huge': 1,\n",
       "                      'incredible': 1,\n",
       "                      'lamp': 1,\n",
       "                      'last': 1,\n",
       "                      'long': 1,\n",
       "                      'mattress': 1,\n",
       "                      'more': 1,\n",
       "                      'murmured': 1,\n",
       "                      'myself': 1,\n",
       "                      'only': 1,\n",
       "                      'pack': 1,\n",
       "                      'pair': 1,\n",
       "                      'pasty': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'red-headed': 1,\n",
       "                      'rifle': 1,\n",
       "                      'robes': 1,\n",
       "                      'room': 1,\n",
       "                      'sausage': 1,\n",
       "                      'snape': 1,\n",
       "                      'stop': 1,\n",
       "                      'straps': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'through': 1,\n",
       "                      'tight': 1,\n",
       "                      'tiny': 1,\n",
       "                      'underneath': 1,\n",
       "                      'used': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1}),\n",
       "             'bundle': Counter({'blankets': 3,\n",
       "                      'hagrid': 1,\n",
       "                      'halt': 1,\n",
       "                      'holding': 1,\n",
       "                      'just': 1,\n",
       "                      'little': 1,\n",
       "                      'over': 1,\n",
       "                      'walking': 1}),\n",
       "             'blankets': Counter({'bundle': 3,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'inside': 2,\n",
       "                      'moldy': 1,\n",
       "                      'second': 1,\n",
       "                      'step': 1,\n",
       "                      'then': 1,\n",
       "                      'without': 1}),\n",
       "             'relieved': Counter({'find': 1,\n",
       "                      'harry': 1,\n",
       "                      'have': 2,\n",
       "                      'last': 1,\n",
       "                      'looked': 1,\n",
       "                      'most': 1,\n",
       "                      'sounding': 1,\n",
       "                      'stunned': 1,\n",
       "                      'table': 1,\n",
       "                      'that': 1,\n",
       "                      'very': 1}),\n",
       "             'borrowed': Counter({'fluffy': 1,\n",
       "                      'harry': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'professor': 1,\n",
       "                      'quill': 1,\n",
       "                      'that': 1}),\n",
       "             'giant': Counter({'approached': 1,\n",
       "                      'back': 1,\n",
       "                      'bath': 1,\n",
       "                      'bearded': 1,\n",
       "                      'called': 1,\n",
       "                      'chess': 1,\n",
       "                      'chuckled': 2,\n",
       "                      'climbing': 1,\n",
       "                      'dreamed': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dwarf': 1,\n",
       "                      'elastic': 1,\n",
       "                      'eyes': 1,\n",
       "                      'finally': 1,\n",
       "                      'floor': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 1,\n",
       "                      'heads': 1,\n",
       "                      'holds': 1,\n",
       "                      'hourglasses': 1,\n",
       "                      'instead': 1,\n",
       "                      'jordan': 1,\n",
       "                      'know': 1,\n",
       "                      'like': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'meant': 1,\n",
       "                      'passing': 1,\n",
       "                      'past': 1,\n",
       "                      'reached': 1,\n",
       "                      'said': 5,\n",
       "                      'squeezed': 1,\n",
       "                      'squid': 1,\n",
       "                      'standing': 1,\n",
       "                      'tarantula': 1,\n",
       "                      'tentacles': 1,\n",
       "                      'three-headed': 1,\n",
       "                      'took': 1,\n",
       "                      'turning': 1,\n",
       "                      'uncle': 1,\n",
       "                      'while': 1,\n",
       "                      'working': 1}),\n",
       "             'climbing': Counter({'been': 1,\n",
       "                      'carefully': 1,\n",
       "                      'down': 1,\n",
       "                      'giant': 1,\n",
       "                      'school': 1,\n",
       "                      'there': 1}),\n",
       "             'carefully': Counter({\"'cause\": 1,\n",
       "                      'along': 1,\n",
       "                      'around': 1,\n",
       "                      'climbed': 2,\n",
       "                      'climbing': 1,\n",
       "                      'down': 1,\n",
       "                      'floor': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'letter': 1,\n",
       "                      'listen': 1,\n",
       "                      'look': 1,\n",
       "                      'looked': 2,\n",
       "                      'motorcycle': 1,\n",
       "                      'over': 3,\n",
       "                      'ping': 1,\n",
       "                      'shutting': 1,\n",
       "                      'stepped': 2,\n",
       "                      'that': 1,\n",
       "                      'very': 1,\n",
       "                      'wood': 1}),\n",
       "             'sirius': Counter({'bike': 1,\n",
       "                      'black': 1,\n",
       "                      'takin': 1,\n",
       "                      'young': 1}),\n",
       "             'lent': Counter({'black': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'finnigan': 1,\n",
       "                      'problems': 1,\n",
       "                      'they': 1,\n",
       "                      'year': 1}),\n",
       "             'destroyed': Counter({'almost': 1,\n",
       "                      'been': 1,\n",
       "                      'destroyed': 2,\n",
       "                      'house': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'they': 1}),\n",
       "             'started': Counter({'again': 2,\n",
       "                      'also': 1,\n",
       "                      'annoyed': 1,\n",
       "                      'back': 2,\n",
       "                      'boils': 1,\n",
       "                      'books': 1,\n",
       "                      'broom': 1,\n",
       "                      'class': 1,\n",
       "                      'coming': 1,\n",
       "                      'could': 1,\n",
       "                      'country': 1,\n",
       "                      'direct': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'drawing': 1,\n",
       "                      'drift': 1,\n",
       "                      'dudley': 1,\n",
       "                      'emptying': 1,\n",
       "                      'everybody': 1,\n",
       "                      'feeling': 1,\n",
       "                      'flicking': 1,\n",
       "                      'flitwick': 1,\n",
       "                      'getting': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'handing': 1,\n",
       "                      'harry': 4,\n",
       "                      'have': 1,\n",
       "                      'having': 1,\n",
       "                      'hermione': 1,\n",
       "                      'higher': 1,\n",
       "                      'holidays': 2,\n",
       "                      'just': 1,\n",
       "                      'last': 1,\n",
       "                      'leapt': 1,\n",
       "                      'learn': 1,\n",
       "                      'licking': 1,\n",
       "                      'lookin': 1,\n",
       "                      'looking': 2,\n",
       "                      'making': 1,\n",
       "                      'match': 1,\n",
       "                      'moaning': 1,\n",
       "                      'muggles': 1,\n",
       "                      'near': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 1,\n",
       "                      'pink': 1,\n",
       "                      'plant': 1,\n",
       "                      'practice': 1,\n",
       "                      'pulling': 1,\n",
       "                      'rain': 1,\n",
       "                      'roll': 1,\n",
       "                      'running': 1,\n",
       "                      'screamed': 1,\n",
       "                      'shove': 1,\n",
       "                      'slowly': 1,\n",
       "                      'smile': 1,\n",
       "                      'snape': 1,\n",
       "                      'solid': 1,\n",
       "                      'something': 1,\n",
       "                      'soon': 1,\n",
       "                      'speak': 1,\n",
       "                      'spread': 1,\n",
       "                      'squares': 1,\n",
       "                      'stone': 1,\n",
       "                      'story': 1,\n",
       "                      'straight': 1,\n",
       "                      'studying': 1,\n",
       "                      'swarmin': 1,\n",
       "                      'talking': 2,\n",
       "                      'teaching': 1,\n",
       "                      'telling': 1,\n",
       "                      'term': 2,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 3,\n",
       "                      'throwing': 1,\n",
       "                      'took': 1,\n",
       "                      'toward': 2,\n",
       "                      'trying': 1,\n",
       "                      'turned': 1,\n",
       "                      'twist': 1,\n",
       "                      'vibrate': 1,\n",
       "                      'wait': 1,\n",
       "                      'walk': 1,\n",
       "                      'want': 1,\n",
       "                      'years': 1}),\n",
       "             'swarmin': Counter({'around': 1, 'started': 1}),\n",
       "             'flyin': Counter({'asleep': 1, 'over': 1}),\n",
       "             'bristol': Counter({'dumbledore': 1, 'over': 1}),\n",
       "             'bent': Counter({'because': 1,\n",
       "                      'ceiling': 1,\n",
       "                      'double': 1,\n",
       "                      'down': 5,\n",
       "                      'forward': 1,\n",
       "                      'great': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hands': 1,\n",
       "                      'harry': 1,\n",
       "                      'into': 1,\n",
       "                      'knocked': 1,\n",
       "                      'legs': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'neville': 1,\n",
       "                      'over': 1,\n",
       "                      'pulled': 1,\n",
       "                      'shortly': 1,\n",
       "                      'snape': 1,\n",
       "                      'snorted': 1,\n",
       "                      'that': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'wing': 1,\n",
       "                      'with': 1}),\n",
       "             'forward': Counter({'because': 1,\n",
       "                      'before': 1,\n",
       "                      'bent': 1,\n",
       "                      'braced': 1,\n",
       "                      'cart': 1,\n",
       "                      'darting': 1,\n",
       "                      'defense': 1,\n",
       "                      'eagerly': 1,\n",
       "                      'fleet': 1,\n",
       "                      'good': 1,\n",
       "                      'grasped': 1,\n",
       "                      'holding': 1,\n",
       "                      'last': 1,\n",
       "                      'leaned': 5,\n",
       "                      'leaning': 2,\n",
       "                      'leapt': 1,\n",
       "                      'learning': 1,\n",
       "                      'look': 2,\n",
       "                      'looking': 5,\n",
       "                      'made': 1,\n",
       "                      'moved': 2,\n",
       "                      'neville': 2,\n",
       "                      'next': 1,\n",
       "                      'only': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'pointed': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reveal': 1,\n",
       "                      'shook': 1,\n",
       "                      'slightly': 1,\n",
       "                      'snatching': 1,\n",
       "                      'squares': 1,\n",
       "                      'step': 2,\n",
       "                      'stepped': 4,\n",
       "                      'swaggered': 1,\n",
       "                      'swung': 2,\n",
       "                      'take': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 3,\n",
       "                      'toward': 1,\n",
       "                      'very': 1,\n",
       "                      'walked': 2,\n",
       "                      'when': 1,\n",
       "                      'whispers': 1,\n",
       "                      'white': 1,\n",
       "                      'with': 1}),\n",
       "             'visible': Counter({'baby': 1, 'just': 1, 'scar': 1, 'sign': 1}),\n",
       "             'fast': Counter({'about': 1,\n",
       "                      'asked': 1,\n",
       "                      'asleep': 6,\n",
       "                      'baby': 1,\n",
       "                      'bacon': 1,\n",
       "                      'because': 1,\n",
       "                      'could': 2,\n",
       "                      'difficult': 1,\n",
       "                      'enough': 2,\n",
       "                      'fact': 1,\n",
       "                      'floor': 1,\n",
       "                      'gray': 1,\n",
       "                      'ground': 1,\n",
       "                      'happened': 2,\n",
       "                      'harry': 1,\n",
       "                      'hermione': 1,\n",
       "                      'knew': 1,\n",
       "                      'learn': 1,\n",
       "                      'norwegian': 1,\n",
       "                      'perhaps': 1,\n",
       "                      'possible': 2,\n",
       "                      'running': 1,\n",
       "                      'snowy': 1,\n",
       "                      'them': 1,\n",
       "                      'turned': 1,\n",
       "                      'very': 4,\n",
       "                      'walked': 1,\n",
       "                      'walking': 1}),\n",
       "             'under': Counter({'after': 1,\n",
       "                      'around': 1,\n",
       "                      'asleep': 1,\n",
       "                      'beetles': 1,\n",
       "                      'breath': 2,\n",
       "                      'bushy': 1,\n",
       "                      'change': 1,\n",
       "                      'cozy': 1,\n",
       "                      'crate': 1,\n",
       "                      'cupboard': 2,\n",
       "                      'curl': 1,\n",
       "                      'cursed': 1,\n",
       "                      'deep': 3,\n",
       "                      'disappeared': 1,\n",
       "                      'door': 1,\n",
       "                      'ducking': 1,\n",
       "                      'fastened': 1,\n",
       "                      'father': 1,\n",
       "                      'filch': 1,\n",
       "                      'fingers': 1,\n",
       "                      'flopped': 1,\n",
       "                      'forests': 1,\n",
       "                      'freckles': 1,\n",
       "                      'from': 3,\n",
       "                      'furious': 1,\n",
       "                      'greatest': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 3,\n",
       "                      'head': 1,\n",
       "                      'here': 1,\n",
       "                      'inky': 1,\n",
       "                      'left': 1,\n",
       "                      'london': 2,\n",
       "                      'lying': 1,\n",
       "                      'miles': 2,\n",
       "                      'nonstop': 1,\n",
       "                      'pair': 1,\n",
       "                      'pale': 1,\n",
       "                      'peeves': 1,\n",
       "                      'pile': 1,\n",
       "                      'pillow': 1,\n",
       "                      'pushed': 1,\n",
       "                      'quailed': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'rippled': 1,\n",
       "                      'sagged': 1,\n",
       "                      'school': 1,\n",
       "                      'seat': 1,\n",
       "                      'slipped': 1,\n",
       "                      'stairs': 2,\n",
       "                      'straying': 1,\n",
       "                      'table': 2,\n",
       "                      'that': 2,\n",
       "                      'their': 1,\n",
       "                      'thinnest': 1,\n",
       "                      'this': 1,\n",
       "                      'tidy': 1,\n",
       "                      'tree': 1,\n",
       "                      'tuft': 1,\n",
       "                      'underground': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'weight': 1,\n",
       "                      'what': 1,\n",
       "                      'wing': 1,\n",
       "                      'your': 1}),\n",
       "             'tuft': Counter({'jet-black': 1, 'under': 1}),\n",
       "             'jet-black': Counter({'hair': 1, 'tuft': 1}),\n",
       "             'forehead': Counter({'hand': 1,\n",
       "                      'harry': 5,\n",
       "                      'mark': 1,\n",
       "                      'neville': 1,\n",
       "                      'ouch': 1,\n",
       "                      'over': 1,\n",
       "                      'pain': 1,\n",
       "                      'pains': 1,\n",
       "                      'potter': 1,\n",
       "                      'rubbing': 1,\n",
       "                      'scar': 1,\n",
       "                      'that': 2,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'which': 1,\n",
       "                      'wiping': 1,\n",
       "                      'wish': 1,\n",
       "                      'with': 2}),\n",
       "             'curiously': Counter({'could': 1,\n",
       "                      'full': 1,\n",
       "                      'harry': 1,\n",
       "                      'looking': 1,\n",
       "                      'never': 1,\n",
       "                      'opened': 1,\n",
       "                      'read': 1,\n",
       "                      'shaped': 1,\n",
       "                      'took': 1,\n",
       "                      'wood': 1}),\n",
       "             'shaped': Counter({'bottles': 1,\n",
       "                      'curiously': 1,\n",
       "                      'differently': 1,\n",
       "                      'like': 2,\n",
       "                      'that': 1}),\n",
       "             'bolt': Counter({'contrary': 1,\n",
       "                      'harry': 1,\n",
       "                      'lightning': 2,\n",
       "                      'like': 2,\n",
       "                      'upright': 2}),\n",
       "             'lightning': Counter({'bolt': 2,\n",
       "                      'harry': 1,\n",
       "                      'like': 1,\n",
       "                      'long': 1,\n",
       "                      'poor': 1,\n",
       "                      'scar': 3,\n",
       "                      'show': 1,\n",
       "                      'that': 1,\n",
       "                      'touched': 1}),\n",
       "             'whispered': Counter({\"'alohomora\": 1,\n",
       "                      'although': 1,\n",
       "                      'anything': 1,\n",
       "                      'bartender': 1,\n",
       "                      'chickened': 1,\n",
       "                      'come': 1,\n",
       "                      'corridors': 1,\n",
       "                      'down': 1,\n",
       "                      'dragons': 1,\n",
       "                      'dramatically': 1,\n",
       "                      'excitedly': 1,\n",
       "                      'face': 1,\n",
       "                      'first': 1,\n",
       "                      'flamel': 1,\n",
       "                      'found': 2,\n",
       "                      'full': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'hand': 1,\n",
       "                      'harry': 14,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hermione': 2,\n",
       "                      'hurt': 1,\n",
       "                      'just': 1,\n",
       "                      'lock': 1,\n",
       "                      'looks': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'obvious': 1,\n",
       "                      'once': 1,\n",
       "                      'pale': 1,\n",
       "                      'patting': 1,\n",
       "                      'percy': 1,\n",
       "                      'pointed': 1,\n",
       "                      'potter': 1,\n",
       "                      'professor': 1,\n",
       "                      'reflection': 1,\n",
       "                      'seamus': 1,\n",
       "                      'seconds': 1,\n",
       "                      'something': 2,\n",
       "                      'soul': 1,\n",
       "                      'then': 1,\n",
       "                      'they': 2,\n",
       "                      'think': 1,\n",
       "                      'trouble': 1,\n",
       "                      'urgently': 1,\n",
       "                      'wand': 1,\n",
       "                      'well': 1,\n",
       "                      'well-': 1,\n",
       "                      'what': 1,\n",
       "                      'where': 1,\n",
       "                      'worry': 1}),\n",
       "             'scar': Counter({'across': 1,\n",
       "                      'almost': 1,\n",
       "                      'angrily': 1,\n",
       "                      'asked': 1,\n",
       "                      'blimey': 1,\n",
       "                      'dudley': 1,\n",
       "                      'face': 1,\n",
       "                      'forehead': 1,\n",
       "                      'forever': 1,\n",
       "                      'harry': 5,\n",
       "                      'head': 1,\n",
       "                      'horrible': 1,\n",
       "                      'keeps': 1,\n",
       "                      'lightning': 3,\n",
       "                      'lingering': 1,\n",
       "                      'mark': 1,\n",
       "                      'might': 1,\n",
       "                      'pointing': 1,\n",
       "                      'really': 1,\n",
       "                      'stared': 1,\n",
       "                      'that': 3,\n",
       "                      'thin': 1,\n",
       "                      'though': 1,\n",
       "                      'visible': 1,\n",
       "                      'were': 1,\n",
       "                      'whispers': 1}),\n",
       "             'forever': Counter({'could': 1,\n",
       "                      'cursed': 1,\n",
       "                      'deaths': 1,\n",
       "                      'dump': 1,\n",
       "                      'here': 1,\n",
       "                      'keep': 1,\n",
       "                      'protection': 1,\n",
       "                      'scar': 1,\n",
       "                      'will': 1,\n",
       "                      'your': 1}),\n",
       "             'scars': Counter({'burning': 1,\n",
       "                      'come': 1,\n",
       "                      'have': 1,\n",
       "                      'would': 1}),\n",
       "             'handy': Counter({'come': 1, 'have': 1}),\n",
       "             'myself': Counter({'above': 1,\n",
       "                      'against': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'courage': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'find': 1,\n",
       "                      'fool': 1,\n",
       "                      'have': 1,\n",
       "                      'holding': 1,\n",
       "                      'house': 1,\n",
       "                      'mirror': 1,\n",
       "                      'nicholas': 1,\n",
       "                      'secret': 1,\n",
       "                      'shaking': 1,\n",
       "                      'sort': 1,\n",
       "                      'thanks': 1,\n",
       "                      'troduced': 1,\n",
       "                      'what': 1}),\n",
       "             'above': Counter({'branches': 1,\n",
       "                      'choose': 1,\n",
       "                      'feet': 1,\n",
       "                      'flashing': 1,\n",
       "                      'floors': 1,\n",
       "                      'from': 1,\n",
       "                      'good': 1,\n",
       "                      'harry': 1,\n",
       "                      'head': 2,\n",
       "                      'hermione': 1,\n",
       "                      'high': 3,\n",
       "                      'just': 1,\n",
       "                      'knees': 1,\n",
       "                      'left': 1,\n",
       "                      'myself': 1,\n",
       "                      'robes': 1,\n",
       "                      'snitch': 1,\n",
       "                      'spot': 1,\n",
       "                      'tables': 1,\n",
       "                      'their': 1,\n",
       "                      'them': 2,\n",
       "                      'there': 1,\n",
       "                      'trash': 1,\n",
       "                      'trouble': 1,\n",
       "                      'view': 1,\n",
       "                      'wall': 1,\n",
       "                      'wand': 1,\n",
       "                      'waving': 1}),\n",
       "             'knee': Counter({'armpit': 1,\n",
       "                      'balancing': 1,\n",
       "                      'drooled': 1,\n",
       "                      'fall': 1,\n",
       "                      'floor': 1,\n",
       "                      'harry': 1,\n",
       "                      'left': 1,\n",
       "                      'that': 1}),\n",
       "             'perfect': Counter({'call': 1,\n",
       "                      'duddy': 1,\n",
       "                      'everything': 1,\n",
       "                      'find': 1,\n",
       "                      'found': 1,\n",
       "                      'harry': 1,\n",
       "                      'london': 1,\n",
       "                      'look': 1,\n",
       "                      'malfoy': 1,\n",
       "                      'match': 1,\n",
       "                      'place': 1,\n",
       "                      'that': 1}),\n",
       "             'london': Counter({'away': 1,\n",
       "                      'been': 1,\n",
       "                      'before': 1,\n",
       "                      'deep': 1,\n",
       "                      'dudley': 1,\n",
       "                      'five': 1,\n",
       "                      'flew': 1,\n",
       "                      'going': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'once': 1,\n",
       "                      'perfect': 1,\n",
       "                      'reached': 1,\n",
       "                      'smeltings': 1,\n",
       "                      'stuff': 1,\n",
       "                      'than': 1,\n",
       "                      'them': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 2,\n",
       "                      'today': 1,\n",
       "                      'tomorrow': 1,\n",
       "                      'train': 1,\n",
       "                      'under': 2,\n",
       "                      'underground': 1}),\n",
       "             'underground': Counter({'barrier': 1,\n",
       "                      'complained': 1,\n",
       "                      'harbor': 1,\n",
       "                      'hunger': 1,\n",
       "                      'kind': 1,\n",
       "                      'laden': 1,\n",
       "                      'lake': 1,\n",
       "                      'london': 1,\n",
       "                      'over': 1,\n",
       "                      'passing': 1,\n",
       "                      'ravine': 1,\n",
       "                      'them': 1,\n",
       "                      'under': 1,\n",
       "                      'well': 1}),\n",
       "             'give': Counter({'anything': 2,\n",
       "                      'away': 1,\n",
       "                      'body': 1,\n",
       "                      'caughty': 1,\n",
       "                      'chance': 1,\n",
       "                      'choice': 1,\n",
       "                      'cloak': 1,\n",
       "                      'coins': 1,\n",
       "                      'crowd': 1,\n",
       "                      'drink': 1,\n",
       "                      'first': 1,\n",
       "                      'five': 2,\n",
       "                      'flute': 1,\n",
       "                      'forget': 1,\n",
       "                      'goes': 1,\n",
       "                      'going': 3,\n",
       "                      'hagrid': 1,\n",
       "                      'held': 1,\n",
       "                      'here': 3,\n",
       "                      'hint': 1,\n",
       "                      'just': 2,\n",
       "                      'keep': 1,\n",
       "                      'laughter': 1,\n",
       "                      'look': 1,\n",
       "                      'loudly': 1,\n",
       "                      'macdougal': 1,\n",
       "                      'many': 1,\n",
       "                      'minute': 1,\n",
       "                      'more': 1,\n",
       "                      'mrs.': 1,\n",
       "                      'neither': 1,\n",
       "                      'night': 1,\n",
       "                      'notices': 1,\n",
       "                      'ought': 1,\n",
       "                      'protect': 1,\n",
       "                      'second': 1,\n",
       "                      'snape': 1,\n",
       "                      'some': 1,\n",
       "                      'stone': 1,\n",
       "                      'stunned': 1,\n",
       "                      'sure': 1,\n",
       "                      'take': 1,\n",
       "                      'that': 3,\n",
       "                      'these': 2,\n",
       "                      'they': 1,\n",
       "                      'together': 1,\n",
       "                      'tree': 1,\n",
       "                      'walked': 1,\n",
       "                      'wanted': 1,\n",
       "                      'wave': 1,\n",
       "                      'weeks': 1,\n",
       "                      'well': 1,\n",
       "                      'will': 2,\n",
       "                      'without': 1,\n",
       "                      'would': 1}),\n",
       "             'shaggy': Counter({'great': 1, 'head': 1, 'long': 1, 'mane': 1}),\n",
       "             'scratchy': Counter({'very': 1, 'whiskery': 1}),\n",
       "             'whiskery': Counter({'kiss': 1, 'scratchy': 1}),\n",
       "             'howl': Counter({'hagrid': 1, 'like': 1}),\n",
       "             'wounded': Counter({'like': 1, 'shhh': 1}),\n",
       "             'shhh': Counter({'hissed': 1, 'wounded': 1}),\n",
       "             'hissed': Counter({'always': 1,\n",
       "                      'going': 2,\n",
       "                      'harry': 2,\n",
       "                      'know': 1,\n",
       "                      'name': 1,\n",
       "                      'percy': 1,\n",
       "                      'professor': 1,\n",
       "                      'pulling': 1,\n",
       "                      'quiet': 1,\n",
       "                      'shhh': 1,\n",
       "                      'touching': 1,\n",
       "                      'wait': 1}),\n",
       "             'wake': Counter({'door': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'enough': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'least': 1,\n",
       "                      'maybe': 1,\n",
       "                      'mcgonagall': 2,\n",
       "                      'moment': 1,\n",
       "                      'muggles': 1,\n",
       "                      'must': 2,\n",
       "                      'something': 1,\n",
       "                      'strode': 1,\n",
       "                      'then': 1,\n",
       "                      'whole': 1}),\n",
       "             's-s-sorry': Counter({'muggles': 1, 'sobbed': 1}),\n",
       "             'sobbed': Counter({'died': 1,\n",
       "                      'face': 1,\n",
       "                      'fault': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'harry': 1,\n",
       "                      's-s-sorry': 1}),\n",
       "             'taking': Counter({'after': 1,\n",
       "                      'almost': 1,\n",
       "                      'always': 1,\n",
       "                      'before': 1,\n",
       "                      'began': 1,\n",
       "                      'board': 1,\n",
       "                      'called': 1,\n",
       "                      'cauldron': 1,\n",
       "                      'class': 1,\n",
       "                      'complicated': 1,\n",
       "                      'down': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'emptying': 1,\n",
       "                      'eyes': 1,\n",
       "                      'friendly': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'just': 1,\n",
       "                      'large': 2,\n",
       "                      'left': 1,\n",
       "                      'letter': 1,\n",
       "                      'maybe': 1,\n",
       "                      'points': 1,\n",
       "                      'roll': 1,\n",
       "                      'seemed': 1,\n",
       "                      'shelves': 1,\n",
       "                      'snape': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sorts': 1,\n",
       "                      'step': 1,\n",
       "                      'swipe': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'things': 1,\n",
       "                      'toadless': 1}),\n",
       "             'burying': Counter({'face': 1, 'handkerchief': 1}),\n",
       "             'c-c-ca': Counter({'face': 1, 'stand': 1}),\n",
       "             'stand': Counter({'across': 1,\n",
       "                      'back': 3,\n",
       "                      'between': 1,\n",
       "                      'bravery': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'c-c-ca': 1,\n",
       "                      'either': 1,\n",
       "                      'enemies': 1,\n",
       "                      'everyone': 1,\n",
       "                      'friends': 1,\n",
       "                      'front': 1,\n",
       "                      'going': 1,\n",
       "                      'here': 1,\n",
       "                      'hurrying': 1,\n",
       "                      'inside': 1,\n",
       "                      'inspector': 1,\n",
       "                      'keyhole': 1,\n",
       "                      'lily': 1,\n",
       "                      'much': 1,\n",
       "                      'mumbled': 1,\n",
       "                      'neville': 1,\n",
       "                      'next': 1,\n",
       "                      'over': 1,\n",
       "                      'people': 1,\n",
       "                      'pile': 1,\n",
       "                      'points': 1,\n",
       "                      'properly': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 1,\n",
       "                      'those': 1,\n",
       "                      'thus': 1,\n",
       "                      'told': 1,\n",
       "                      'where': 2,\n",
       "                      'wizard': 1,\n",
       "                      'wonder': 1}),\n",
       "             'poor': Counter({'bloke': 1,\n",
       "                      'blundering': 1,\n",
       "                      'creature': 1,\n",
       "                      'dead': 1,\n",
       "                      'dear': 1,\n",
       "                      'find': 1,\n",
       "                      'ginny': 1,\n",
       "                      'harry': 1,\n",
       "                      'hurt': 1,\n",
       "                      'lightning': 1,\n",
       "                      'little': 1,\n",
       "                      'something': 1,\n",
       "                      'thing': 1,\n",
       "                      'though': 1,\n",
       "                      'toilet': 1,\n",
       "                      'yeah': 1}),\n",
       "             'grip': Counter({'cringed': 1,\n",
       "                      'firm': 1,\n",
       "                      'loosening': 1,\n",
       "                      'very': 1,\n",
       "                      'watched': 1,\n",
       "                      'yourself': 1}),\n",
       "             'patting': Counter({'crossbow': 1,\n",
       "                      'hagrid': 3,\n",
       "                      'large': 1,\n",
       "                      'whispered': 1}),\n",
       "             'gingerly': Counter({'dumbledore': 1, 'hagrid': 1}),\n",
       "             'stepped': Counter({'again': 1,\n",
       "                      'aside': 1,\n",
       "                      'carefully': 2,\n",
       "                      'cloak': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'eyes': 1,\n",
       "                      'forward': 4,\n",
       "                      'front': 2,\n",
       "                      'harry': 2,\n",
       "                      'hermione': 1,\n",
       "                      'inside': 1,\n",
       "                      'into': 3,\n",
       "                      'mcgonagall': 1,\n",
       "                      'once': 1,\n",
       "                      'over': 3,\n",
       "                      'teeth': 1,\n",
       "                      'they': 8,\n",
       "                      'through': 1,\n",
       "                      'underneath': 1}),\n",
       "             'laid': Counter({'door': 1,\n",
       "                      'ever': 1,\n",
       "                      'eyes': 1,\n",
       "                      'harry': 1,\n",
       "                      'were': 1,\n",
       "                      'with': 1}),\n",
       "             'doorstep': Counter({'front': 1,\n",
       "                      'gently': 1,\n",
       "                      'took': 1,\n",
       "                      'turned': 1}),\n",
       "             'tucked': Counter({'away': 1,\n",
       "                      'cloak': 1,\n",
       "                      'deep': 1,\n",
       "                      'inside': 1,\n",
       "                      'last': 1,\n",
       "                      'picked': 1}),\n",
       "             'full': Counter({'already': 1,\n",
       "                      'back': 1,\n",
       "                      'bare': 1,\n",
       "                      'body-bind': 1,\n",
       "                      'books': 2,\n",
       "                      'cows': 1,\n",
       "                      'curiously': 1,\n",
       "                      'dangerous': 1,\n",
       "                      'dark': 1,\n",
       "                      'dead': 1,\n",
       "                      'decked': 1,\n",
       "                      'delicious': 1,\n",
       "                      'else': 1,\n",
       "                      'fell': 1,\n",
       "                      'felt': 1,\n",
       "                      'fields': 1,\n",
       "                      'food': 1,\n",
       "                      'forest': 1,\n",
       "                      'frog': 1,\n",
       "                      'gallery': 1,\n",
       "                      'garlic': 1,\n",
       "                      'hall': 2,\n",
       "                      'harry': 1,\n",
       "                      'hatred': 1,\n",
       "                      'invisible': 1,\n",
       "                      'letters': 1,\n",
       "                      'look': 1,\n",
       "                      'minute': 1,\n",
       "                      'money': 1,\n",
       "                      'ordinary': 2,\n",
       "                      'other': 1,\n",
       "                      'peculiar': 1,\n",
       "                      'people': 1,\n",
       "                      'pocket': 1,\n",
       "                      'pockets': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'ridiculous': 1,\n",
       "                      'room': 2,\n",
       "                      'rustling': 1,\n",
       "                      'seemed': 1,\n",
       "                      'sent': 1,\n",
       "                      'sleepy': 1,\n",
       "                      'small': 1,\n",
       "                      'soon': 1,\n",
       "                      'sound': 1,\n",
       "                      'squashy': 1,\n",
       "                      'stairs': 1,\n",
       "                      'station': 1,\n",
       "                      'street': 1,\n",
       "                      'strength': 1,\n",
       "                      'stuffed': 1,\n",
       "                      'suits': 1,\n",
       "                      'sunlight': 1,\n",
       "                      'table': 1,\n",
       "                      'teachers': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'then': 1,\n",
       "                      'tired': 1,\n",
       "                      'turkey': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 1,\n",
       "                      'whispered': 1,\n",
       "                      'white': 1,\n",
       "                      'wizard': 2,\n",
       "                      'would': 1}),\n",
       "             'minute': Counter({'about': 1,\n",
       "                      'after': 2,\n",
       "                      'back': 1,\n",
       "                      'before': 1,\n",
       "                      'confused': 1,\n",
       "                      'eleven': 1,\n",
       "                      'full': 1,\n",
       "                      'give': 1,\n",
       "                      'good': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hope': 1,\n",
       "                      'into': 1,\n",
       "                      'last': 1,\n",
       "                      'later': 1,\n",
       "                      'pass': 1,\n",
       "                      'said': 1,\n",
       "                      'stupid': 1,\n",
       "                      'summer': 1,\n",
       "                      'three': 1,\n",
       "                      'took': 1,\n",
       "                      'twice': 1,\n",
       "                      'weaving': 1,\n",
       "                      'well': 1,\n",
       "                      'what': 1,\n",
       "                      'whole': 1}),\n",
       "             'three': Counter({'across': 1,\n",
       "                      'annoy': 1,\n",
       "                      'answer': 1,\n",
       "                      'around': 1,\n",
       "                      'away': 1,\n",
       "                      'balls': 1,\n",
       "                      'black': 1,\n",
       "                      'boom': 1,\n",
       "                      'bottles': 1,\n",
       "                      'boys': 2,\n",
       "                      'chapter': 1,\n",
       "                      'chasers': 4,\n",
       "                      'cloak': 1,\n",
       "                      'come': 1,\n",
       "                      'could': 1,\n",
       "                      'cover': 1,\n",
       "                      'covers': 1,\n",
       "                      'days': 1,\n",
       "                      'dinner': 1,\n",
       "                      'direction': 1,\n",
       "                      'doing': 1,\n",
       "                      'drooling': 1,\n",
       "                      'ears': 1,\n",
       "                      'empty': 1,\n",
       "                      'evenings': 1,\n",
       "                      'eyes': 2,\n",
       "                      'filch': 1,\n",
       "                      'finds': 1,\n",
       "                      'fire': 1,\n",
       "                      'five': 1,\n",
       "                      'floor': 1,\n",
       "                      'follow': 1,\n",
       "                      'golden': 1,\n",
       "                      'grown': 1,\n",
       "                      'headed': 1,\n",
       "                      'heads': 3,\n",
       "                      'here': 1,\n",
       "                      'hundred': 2,\n",
       "                      'killers': 1,\n",
       "                      'knocked': 1,\n",
       "                      'leaving': 1,\n",
       "                      'lesson': 1,\n",
       "                      'letters': 2,\n",
       "                      'listen': 1,\n",
       "                      'made': 1,\n",
       "                      'mail': 1,\n",
       "                      'match': 1,\n",
       "                      'meddlin': 1,\n",
       "                      'minute': 1,\n",
       "                      'minutes': 1,\n",
       "                      'months': 1,\n",
       "                      'moved': 1,\n",
       "                      'neville': 1,\n",
       "                      'nights': 1,\n",
       "                      'noses': 2,\n",
       "                      'only': 1,\n",
       "                      'other': 1,\n",
       "                      'over': 1,\n",
       "                      'pairs': 1,\n",
       "                      'people': 1,\n",
       "                      'place': 1,\n",
       "                      'planets': 1,\n",
       "                      'pointed': 1,\n",
       "                      'poison': 1,\n",
       "                      'practice': 2,\n",
       "                      'record': 1,\n",
       "                      'require': 1,\n",
       "                      'said': 3,\n",
       "                      'school': 1,\n",
       "                      'scoring': 1,\n",
       "                      'sets': 1,\n",
       "                      'side': 1,\n",
       "                      'somehow': 1,\n",
       "                      'spaces': 1,\n",
       "                      'staring': 1,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 15,\n",
       "                      'they': 1,\n",
       "                      'things': 1,\n",
       "                      'this': 1,\n",
       "                      'time': 1,\n",
       "                      'times': 5,\n",
       "                      'trash': 1,\n",
       "                      'treat': 1,\n",
       "                      'upon': 1,\n",
       "                      'wall': 1,\n",
       "                      'want': 1,\n",
       "                      'were': 1,\n",
       "                      'what': 2,\n",
       "                      'whistle': 1,\n",
       "                      'will': 1,\n",
       "                      'window': 1,\n",
       "                      'wine': 1,\n",
       "                      'wish': 1,\n",
       "                      'with': 2,\n",
       "                      'wizard': 1}),\n",
       "             'shoulders': Counter({'around': 2,\n",
       "                      'gave': 1,\n",
       "                      'grab': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hermione': 1,\n",
       "                      'mirror': 1,\n",
       "                      'ronan': 1,\n",
       "                      'shook': 1,\n",
       "                      'stay': 1,\n",
       "                      'their': 4}),\n",
       "             'shook': Counter({'around': 1,\n",
       "                      'awake': 1,\n",
       "                      'centaur': 1,\n",
       "                      'crockford': 1,\n",
       "                      'forward': 1,\n",
       "                      'hand': 2,\n",
       "                      'hands': 2,\n",
       "                      'harry': 8,\n",
       "                      'head': 9,\n",
       "                      'hermione': 1,\n",
       "                      'neville': 1,\n",
       "                      'prefect': 1,\n",
       "                      'professor': 1,\n",
       "                      'roughly': 1,\n",
       "                      'shoulders': 1,\n",
       "                      'snake': 1,\n",
       "                      'their': 1,\n",
       "                      'they': 1,\n",
       "                      'world': 1}),\n",
       "             'furiously': Counter({'back': 1,\n",
       "                      'blinked': 1,\n",
       "                      'bludger': 1,\n",
       "                      'dare': 1,\n",
       "                      'dean': 1,\n",
       "                      'flashed': 1,\n",
       "                      'glared': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'hermione': 1,\n",
       "                      'knew': 1,\n",
       "                      'looking': 1,\n",
       "                      'mine': 1,\n",
       "                      'more': 1,\n",
       "                      'said': 1,\n",
       "                      'soccer': 1,\n",
       "                      'than': 1,\n",
       "                      'then': 1,\n",
       "                      'toward': 1,\n",
       "                      'twinkling': 1}),\n",
       "             'twinkling': Counter({'dumbledore': 1,\n",
       "                      'eyes': 1,\n",
       "                      'furiously': 1,\n",
       "                      'light': 1}),\n",
       "             'usually': Counter({'because': 1,\n",
       "                      'bought': 1,\n",
       "                      'could': 1,\n",
       "                      'count': 1,\n",
       "                      'dunderheads': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'gets': 1,\n",
       "                      'gives': 1,\n",
       "                      'have': 2,\n",
       "                      'held': 1,\n",
       "                      'like': 1,\n",
       "                      'mind': 1,\n",
       "                      'proudly': 1,\n",
       "                      'shone': 1,\n",
       "                      'smallest': 1,\n",
       "                      'that': 1,\n",
       "                      'tremblin': 1,\n",
       "                      'uncle': 1,\n",
       "                      'visitors': 1,\n",
       "                      'were': 1,\n",
       "                      'would': 1}),\n",
       "             'shone': Counter({'brightly': 2,\n",
       "                      'from': 1,\n",
       "                      'ghosts': 1,\n",
       "                      'misty': 1,\n",
       "                      'that': 1,\n",
       "                      'usually': 1,\n",
       "                      'wall': 1}),\n",
       "             'business': Counter({'anything': 1,\n",
       "                      'around': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'foretold': 1,\n",
       "                      'from': 1,\n",
       "                      'funny': 1,\n",
       "                      'goes': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'have': 1,\n",
       "                      'here': 1,\n",
       "                      'hogwarts': 3,\n",
       "                      'said': 2,\n",
       "                      'staying': 1,\n",
       "                      'that': 1,\n",
       "                      'were': 1,\n",
       "                      'your': 2}),\n",
       "             'staying': Counter({'because': 1,\n",
       "                      'business': 1,\n",
       "                      'from': 1,\n",
       "                      'here': 2,\n",
       "                      'holidays': 1,\n",
       "                      'were': 1,\n",
       "                      'would': 1}),\n",
       "             'join': Counter({'across': 1,\n",
       "                      'celebrations': 1,\n",
       "                      'dudley': 1,\n",
       "                      'friends': 1,\n",
       "                      'happy': 1,\n",
       "                      'have': 1,\n",
       "                      'life': 1,\n",
       "                      'meet': 1,\n",
       "                      'space': 1,\n",
       "                      'them': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 1}),\n",
       "             'celebrations': Counter({'join': 1, 'yeah': 1}),\n",
       "             'yeah': Counter({'asked': 1,\n",
       "                      'back': 1,\n",
       "                      'bright': 1,\n",
       "                      'broom': 1,\n",
       "                      'celebrations': 1,\n",
       "                      'could': 1,\n",
       "                      'drinks': 1,\n",
       "                      'dumbledore': 1,\n",
       "                      'face': 1,\n",
       "                      'flew': 1,\n",
       "                      'fluffy': 1,\n",
       "                      'goblins': 1,\n",
       "                      'gold': 1,\n",
       "                      'left': 1,\n",
       "                      'library': 1,\n",
       "                      'many': 1,\n",
       "                      'meanin': 1,\n",
       "                      'mine': 1,\n",
       "                      'needin': 1,\n",
       "                      'nervous': 1,\n",
       "                      'past': 1,\n",
       "                      'poor': 1,\n",
       "                      'professor': 1,\n",
       "                      'remember': 1,\n",
       "                      'right': 1,\n",
       "                      'said': 6,\n",
       "                      'snape': 1,\n",
       "                      'someone': 1,\n",
       "                      'still': 2,\n",
       "                      'tell': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'tonight': 1,\n",
       "                      'well': 1,\n",
       "                      'you-know-who': 1}),\n",
       "             'muffled': Counter({'funny': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'sort': 1,\n",
       "                      'very': 1,\n",
       "                      'voice': 2}),\n",
       "             'takin': Counter({'dare': 1,\n",
       "                      'happened': 1,\n",
       "                      'over': 1,\n",
       "                      'risks': 1,\n",
       "                      'school': 1,\n",
       "                      'sirius': 1,\n",
       "                      'voice': 1,\n",
       "                      'want': 1}),\n",
       "             'bike': Counter({'back': 1,\n",
       "                      'exactly': 1,\n",
       "                      'knocked': 1,\n",
       "                      'mystery': 1,\n",
       "                      'racing': 4,\n",
       "                      'sirius': 1,\n",
       "                      'video': 1}),\n",
       "             \"g'night\": Counter({'back': 1, 'professor': 1}),\n",
       "             'wiping': Counter({'dumbledore': 1,\n",
       "                      'eyes': 1,\n",
       "                      'field': 1,\n",
       "                      'forehead': 1,\n",
       "                      'long': 1,\n",
       "                      'said': 1,\n",
       "                      'streaming': 1,\n",
       "                      'sweat': 1,\n",
       "                      'wall': 2}),\n",
       "             'streaming': Counter({'eyes': 1,\n",
       "                      'into': 1,\n",
       "                      'still': 1,\n",
       "                      'wiping': 1}),\n",
       "             'jacket': Counter({'eyes': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'inside': 1,\n",
       "                      'last': 1,\n",
       "                      'pulled': 1,\n",
       "                      'sleeve': 1}),\n",
       "             'sleeve': Counter({'clutched': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'jacket': 1,\n",
       "                      'know': 1,\n",
       "                      'tugging': 1,\n",
       "                      'wand': 1}),\n",
       "             'swung': Counter({'around': 1,\n",
       "                      'clean': 1,\n",
       "                      'dangling': 1,\n",
       "                      'door': 2,\n",
       "                      'forward': 2,\n",
       "                      'goyle': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 3,\n",
       "                      'head': 1,\n",
       "                      'himself': 1,\n",
       "                      'lady': 1,\n",
       "                      'neck': 1,\n",
       "                      'open': 4,\n",
       "                      'portrait': 2,\n",
       "                      'round': 1,\n",
       "                      'scabbers': 1,\n",
       "                      'that': 1,\n",
       "                      'they': 1,\n",
       "                      'which': 1,\n",
       "                      'with': 1}),\n",
       "             'onto': Counter({'archway': 1,\n",
       "                      'asked': 1,\n",
       "                      'back': 3,\n",
       "                      'broomstick': 1,\n",
       "                      'cakes': 1,\n",
       "                      'cart': 1,\n",
       "                      'clamber': 1,\n",
       "                      'clambered': 3,\n",
       "                      'cobbled': 1,\n",
       "                      'counter': 1,\n",
       "                      'crack': 1,\n",
       "                      'edge': 1,\n",
       "                      'empty': 1,\n",
       "                      'fell': 1,\n",
       "                      'field': 4,\n",
       "                      'flocking': 1,\n",
       "                      'floor': 2,\n",
       "                      'flopped': 1,\n",
       "                      'fluttered': 1,\n",
       "                      'gently': 1,\n",
       "                      'grass': 1,\n",
       "                      'grounds': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 2,\n",
       "                      'himself': 1,\n",
       "                      'know': 1,\n",
       "                      'last': 1,\n",
       "                      'leaping': 1,\n",
       "                      'leapt': 1,\n",
       "                      'lift': 1,\n",
       "                      'marched': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'neck': 1,\n",
       "                      'nimbus': 1,\n",
       "                      'note': 1,\n",
       "                      'owner': 1,\n",
       "                      'packages': 1,\n",
       "                      'plate': 1,\n",
       "                      'platform': 2,\n",
       "                      'pockets': 1,\n",
       "                      'rock': 1,\n",
       "                      'rocks': 1,\n",
       "                      'rolled': 2,\n",
       "                      'safely': 1,\n",
       "                      'seat': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'slithering': 1,\n",
       "                      'smooth': 1,\n",
       "                      'snape': 1,\n",
       "                      'spilling': 1,\n",
       "                      'steps': 2,\n",
       "                      'street': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'sunny': 1,\n",
       "                      'table': 1,\n",
       "                      'their': 3,\n",
       "                      'tipped': 1,\n",
       "                      'train': 1,\n",
       "                      'trunk': 1,\n",
       "                      'walked': 1,\n",
       "                      'walking': 1,\n",
       "                      'wand': 1}),\n",
       "             'kicked': Counter({'argue': 1,\n",
       "                      'back': 1,\n",
       "                      'bane': 1,\n",
       "                      'behind': 1,\n",
       "                      'broom': 1,\n",
       "                      'broomstick': 2,\n",
       "                      'engine': 1,\n",
       "                      'from': 1,\n",
       "                      'hard': 1,\n",
       "                      'into': 1,\n",
       "                      'mother': 1,\n",
       "                      'motorcycle': 1,\n",
       "                      'purpose': 1}),\n",
       "             'engine': Counter({'drifted': 1,\n",
       "                      'from': 1,\n",
       "                      'into': 1,\n",
       "                      'kicked': 1,\n",
       "                      'steam': 1,\n",
       "                      'waiting': 1}),\n",
       "             'rose': Counter({'ball': 1,\n",
       "                      'beastie': 1,\n",
       "                      'breath': 1,\n",
       "                      'brooms': 1,\n",
       "                      'changed': 1,\n",
       "                      'desk': 1,\n",
       "                      'feather': 1,\n",
       "                      'floated': 1,\n",
       "                      'hand': 1,\n",
       "                      'heart': 1,\n",
       "                      'high': 4,\n",
       "                      'into': 1,\n",
       "                      'mist': 1,\n",
       "                      'roar': 1,\n",
       "                      'same': 1,\n",
       "                      'seat': 1,\n",
       "                      'sight': 1,\n",
       "                      'they': 1,\n",
       "                      'which': 1}),\n",
       "             'shall': Counter({'answer': 1,\n",
       "                      'come': 1,\n",
       "                      'course': 1,\n",
       "                      'forgive': 1,\n",
       "                      'hair': 1,\n",
       "                      'harry': 1,\n",
       "                      'however': 1,\n",
       "                      'night': 1,\n",
       "                      'professor': 1,\n",
       "                      'return': 1,\n",
       "                      'seven': 1,\n",
       "                      'soon': 1,\n",
       "                      'speak': 1,\n",
       "                      'where': 1}),\n",
       "             'nodding': Counter({'dumbledore': 1,\n",
       "                      'grandfathers': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'happily': 1,\n",
       "                      'professor': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'toward': 2}),\n",
       "             'blew': Counter({'around': 1,\n",
       "                      'bubbles': 1,\n",
       "                      'children': 1,\n",
       "                      'handkerchief': 1,\n",
       "                      'harry': 1,\n",
       "                      'lips': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'nose': 2,\n",
       "                      'really': 1,\n",
       "                      'sounded': 1,\n",
       "                      'storm': 1}),\n",
       "             'reply': Counter({'dumbledore': 1, 'nose': 1}),\n",
       "             'once': Counter({'about': 2,\n",
       "                      'alarming': 1,\n",
       "                      'almost': 2,\n",
       "                      'around': 1,\n",
       "                      'aunt': 1,\n",
       "                      'bald': 1,\n",
       "                      'barely': 1,\n",
       "                      'because': 2,\n",
       "                      'been': 1,\n",
       "                      'belonged': 2,\n",
       "                      'black': 1,\n",
       "                      'bludger': 1,\n",
       "                      'bludgers': 1,\n",
       "                      'boogerflavored': 1,\n",
       "                      'bowed': 2,\n",
       "                      'breath': 1,\n",
       "                      'caught': 2,\n",
       "                      'clicked': 1,\n",
       "                      'cupboard': 1,\n",
       "                      'defeated': 1,\n",
       "                      'disappeared': 1,\n",
       "                      'down': 1,\n",
       "                      'driven': 1,\n",
       "                      'dudley': 1,\n",
       "                      'easy': 1,\n",
       "                      'ever': 1,\n",
       "                      'every': 1,\n",
       "                      'everything': 1,\n",
       "                      'feel': 1,\n",
       "                      'finished': 1,\n",
       "                      'forest': 1,\n",
       "                      'from': 1,\n",
       "                      'gliding': 1,\n",
       "                      'goblin': 1,\n",
       "                      'going': 1,\n",
       "                      'gone': 1,\n",
       "                      \"good'un\": 1,\n",
       "                      'hagrid': 2,\n",
       "                      'half': 1,\n",
       "                      'hand': 1,\n",
       "                      'hands': 1,\n",
       "                      'happen': 1,\n",
       "                      'harry': 2,\n",
       "                      'have': 1,\n",
       "                      'heads': 1,\n",
       "                      'hear': 1,\n",
       "                      'held': 1,\n",
       "                      'hermione': 2,\n",
       "                      'holidays': 1,\n",
       "                      'horse': 1,\n",
       "                      'house': 1,\n",
       "                      'hurried': 1,\n",
       "                      'interest': 1,\n",
       "                      'knew': 1,\n",
       "                      'leave': 1,\n",
       "                      'leg-locker': 1,\n",
       "                      'london': 1,\n",
       "                      'long': 1,\n",
       "                      'lost': 1,\n",
       "                      'loudly': 1,\n",
       "                      'lucky': 1,\n",
       "                      'managed': 1,\n",
       "                      'maple': 1,\n",
       "                      'mean': 1,\n",
       "                      'merrily': 1,\n",
       "                      'middle': 1,\n",
       "                      'minutes': 1,\n",
       "                      'more': 1,\n",
       "                      'moved': 1,\n",
       "                      'nearly': 1,\n",
       "                      'needle-sharp': 1,\n",
       "                      'noticed': 1,\n",
       "                      'open': 3,\n",
       "                      'others': 1,\n",
       "                      'owned': 1,\n",
       "                      'pale': 1,\n",
       "                      'panicking': 1,\n",
       "                      'perhaps': 2,\n",
       "                      'picked': 1,\n",
       "                      'pier': 1,\n",
       "                      'pretending': 1,\n",
       "                      'really': 1,\n",
       "                      'recognized': 2,\n",
       "                      'ripped': 1,\n",
       "                      'ropes': 1,\n",
       "                      'said': 5,\n",
       "                      'shop': 1,\n",
       "                      'shops': 1,\n",
       "                      'signed': 1,\n",
       "                      'slipped': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'sniffed': 1,\n",
       "                      'snitch': 1,\n",
       "                      'somewhere': 1,\n",
       "                      'started': 1,\n",
       "                      'stepped': 1,\n",
       "                      'stone': 1,\n",
       "                      'sure': 1,\n",
       "                      'taken': 1,\n",
       "                      'tall': 1,\n",
       "                      'taste': 1,\n",
       "                      'term': 1,\n",
       "                      'that': 3,\n",
       "                      'then': 1,\n",
       "                      'there': 1,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'trowels': 1,\n",
       "                      'true': 1,\n",
       "                      'twelve': 1,\n",
       "                      'twice': 2,\n",
       "                      'twin': 1,\n",
       "                      'twins': 1,\n",
       "                      'wall': 1,\n",
       "                      'week': 1,\n",
       "                      'well': 1,\n",
       "                      'went': 1,\n",
       "                      'what': 2,\n",
       "                      'which': 1,\n",
       "                      'while': 1,\n",
       "                      'whispered': 1,\n",
       "                      'wish': 1,\n",
       "                      'wished': 1,\n",
       "                      'wizard': 1,\n",
       "                      'wrist': 1,\n",
       "                      'wristwatches': 1}),\n",
       "             'balls': Counter({'black': 1,\n",
       "                      'different-sized': 1,\n",
       "                      'four': 2,\n",
       "                      'golf': 2,\n",
       "                      'hard': 1,\n",
       "                      'harder': 1,\n",
       "                      'identical': 1,\n",
       "                      'left': 1,\n",
       "                      'light': 1,\n",
       "                      'pellets': 1,\n",
       "                      'pocket': 1,\n",
       "                      'positions': 1,\n",
       "                      'puff': 1,\n",
       "                      'right': 1,\n",
       "                      'sorta': 1,\n",
       "                      'string': 1,\n",
       "                      'three': 1,\n",
       "                      'twelve': 1}),\n",
       "             'lamps': Counter({'street': 1, 'that': 1}),\n",
       "             'glowed': Counter({'drive': 1, 'scarlet': 1, 'suddenly': 2}),\n",
       "             'orange': Counter({'bulging': 1,\n",
       "                      'could': 1,\n",
       "                      'eyes': 1,\n",
       "                      'knickerbockers': 1,\n",
       "                      'puff': 1,\n",
       "                      'suddenly': 1,\n",
       "                      'tailcoats': 1,\n",
       "                      'with': 1}),\n",
       "             'make': Counter({\"'gar\": 1,\n",
       "                      'again': 2,\n",
       "                      'behind': 1,\n",
       "                      'break': 1,\n",
       "                      'chessmen': 1,\n",
       "                      'clean': 1,\n",
       "                      'coils': 1,\n",
       "                      'could': 7,\n",
       "                      'dare': 1,\n",
       "                      'diversion': 1,\n",
       "                      'door': 1,\n",
       "                      'drinker': 1,\n",
       "                      'dudley': 1,\n",
       "                      'dursleys': 1,\n",
       "                      'easier': 1,\n",
       "                      'enough': 1,\n",
       "                      'ever': 1,\n",
       "                      'eyes': 1,\n",
       "                      'feel': 1,\n",
       "                      'first': 1,\n",
       "                      'fool': 2,\n",
       "                      'forgetfulness': 1,\n",
       "                      'front': 1,\n",
       "                      'grow': 1,\n",
       "                      'harry': 4,\n",
       "                      'here': 1,\n",
       "                      'high': 1,\n",
       "                      'himself': 2,\n",
       "                      'horrible': 1,\n",
       "                      'invisible': 1,\n",
       "                      'just': 1,\n",
       "                      'levi-o-sa': 1,\n",
       "                      'look': 2,\n",
       "                      'magnificent': 1,\n",
       "                      'managed': 2,\n",
       "                      'more': 1,\n",
       "                      'move': 1,\n",
       "                      'neville': 1,\n",
       "                      'over': 1,\n",
       "                      'paper': 1,\n",
       "                      'personally': 1,\n",
       "                      'pineapple': 1,\n",
       "                      'players': 1,\n",
       "                      'quidditch': 1,\n",
       "                      'remember': 1,\n",
       "                      'room': 1,\n",
       "                      'said': 1,\n",
       "                      'seen': 1,\n",
       "                      'shortcuts': 1,\n",
       "                      'shuddered': 1,\n",
       "                      'sleeping': 1,\n",
       "                      'slytherin': 1,\n",
       "                      'snapped': 1,\n",
       "                      'sneeze': 1,\n",
       "                      'some': 1,\n",
       "                      'soon': 1,\n",
       "                      'sound': 1,\n",
       "                      'start': 1,\n",
       "                      'starting': 1,\n",
       "                      'suggest': 1,\n",
       "                      'sure': 7,\n",
       "                      'tabby': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 4,\n",
       "                      'they': 1,\n",
       "                      'this': 1,\n",
       "                      'thought': 1,\n",
       "                      'time': 1,\n",
       "                      'told': 1,\n",
       "                      'troll': 1,\n",
       "                      'trying': 2,\n",
       "                      'wanted': 2,\n",
       "                      'will': 1,\n",
       "                      'winning': 1,\n",
       "                      'work': 1,\n",
       "                      'wormwood': 1,\n",
       "                      'would': 1,\n",
       "                      'yerselves': 1,\n",
       "                      'yesterday': 1,\n",
       "                      'your': 2}),\n",
       "             'slinking': Counter({'around': 1, 'tabby': 1}),\n",
       "             'step': Counter({'backward': 1,\n",
       "                      'blankets': 1,\n",
       "                      'firs': 1,\n",
       "                      'forward': 2,\n",
       "                      'front': 1,\n",
       "                      'halfway': 1,\n",
       "                      'library': 1,\n",
       "                      'mind': 1,\n",
       "                      'number': 1,\n",
       "                      'ping': 1,\n",
       "                      'privet': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'spring': 1,\n",
       "                      'take': 2,\n",
       "                      'taken': 1,\n",
       "                      'taking': 1,\n",
       "                      'took': 2,\n",
       "                      'toward': 3,\n",
       "                      'vanishing': 1}),\n",
       "             'luck': Counter({'believe': 1,\n",
       "                      'breaking': 1,\n",
       "                      'bullet': 1,\n",
       "                      'good': 5,\n",
       "                      'grew': 1,\n",
       "                      'harry': 3,\n",
       "                      'more': 1,\n",
       "                      'outside': 1,\n",
       "                      'pushing': 1,\n",
       "                      'sitting': 1,\n",
       "                      'take': 1,\n",
       "                      'weasley': 1,\n",
       "                      'wingardium': 1,\n",
       "                      'your': 1}),\n",
       "             'murmured': Counter({'firenze': 1,\n",
       "                      'hagrid': 2,\n",
       "                      'harry': 2,\n",
       "                      'holding': 1,\n",
       "                      'knew': 1,\n",
       "                      'look': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'reached': 1,\n",
       "                      'tapping': 1,\n",
       "                      'there': 1,\n",
       "                      'through': 1,\n",
       "                      'turned': 1}),\n",
       "             'heel': Counter({'carrying': 1,\n",
       "                      'fang': 1,\n",
       "                      'turned': 1,\n",
       "                      'with': 1}),\n",
       "             'swish': Counter({'cloak': 1,\n",
       "                      'flick': 2,\n",
       "                      'remember': 1,\n",
       "                      'usual': 1,\n",
       "                      'with': 1}),\n",
       "             'breeze': Counter({'gone': 1,\n",
       "                      'lifted': 1,\n",
       "                      'light': 1,\n",
       "                      'ruffled': 1}),\n",
       "             'neat': Counter({'fields': 1,\n",
       "                      'hedges': 1,\n",
       "                      'lines': 1,\n",
       "                      'lying': 1,\n",
       "                      'pass': 1,\n",
       "                      'ruffled': 1,\n",
       "                      'straight': 1,\n",
       "                      'tail': 1,\n",
       "                      'there': 1,\n",
       "                      'wilder': 1}),\n",
       "             'hedges': Counter({'neat': 1, 'privet': 1}),\n",
       "             'silent': Counter({'ahern': 1,\n",
       "                      'black': 1,\n",
       "                      'bless': 1,\n",
       "                      'class': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fell': 3,\n",
       "                      'fight': 1,\n",
       "                      'furious': 1,\n",
       "                      'little': 1,\n",
       "                      'staring': 1,\n",
       "                      'still': 1,\n",
       "                      'that': 1,\n",
       "                      'there': 1,\n",
       "                      'tidy': 1,\n",
       "                      'which': 1,\n",
       "                      'without': 1}),\n",
       "             'tidy': Counter({'front': 1, 'same': 1, 'silent': 1, 'under': 1}),\n",
       "             'inky': Counter({'under': 1, 'very': 1}),\n",
       "             'astonishing': Counter({'expect': 1,\n",
       "                      'powers': 1,\n",
       "                      'reveal': 1,\n",
       "                      'sight': 1,\n",
       "                      'things': 1,\n",
       "                      'with': 1}),\n",
       "             'happen': Counter({'anyone': 1,\n",
       "                      'could': 1,\n",
       "                      'going': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'harry': 1,\n",
       "                      'might': 1,\n",
       "                      'once': 1,\n",
       "                      'said': 1,\n",
       "                      'seemed': 1,\n",
       "                      'something': 1,\n",
       "                      'that': 1,\n",
       "                      'them': 2,\n",
       "                      'they': 1,\n",
       "                      'things': 3,\n",
       "                      'wand': 1,\n",
       "                      'when': 3,\n",
       "                      'would': 1}),\n",
       "             'rolled': Counter({'broomstick': 1,\n",
       "                      'face': 1,\n",
       "                      'hagrid': 1,\n",
       "                      'hermione': 1,\n",
       "                      'hidden': 1,\n",
       "                      'house': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'note': 1,\n",
       "                      'onto': 2,\n",
       "                      'over': 3,\n",
       "                      'potter': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'scroll': 1,\n",
       "                      'shaking': 1,\n",
       "                      'shelling': 1,\n",
       "                      'simply': 1,\n",
       "                      'sleeves': 1,\n",
       "                      'stove': 1,\n",
       "                      'were': 1}),\n",
       "             'without': Counter({'along': 1,\n",
       "                      'another': 1,\n",
       "                      'anyone': 1,\n",
       "                      'asking': 1,\n",
       "                      'away': 1,\n",
       "                      'began': 1,\n",
       "                      'being': 1,\n",
       "                      'better': 2,\n",
       "                      'blankets': 1,\n",
       "                      'blowing': 1,\n",
       "                      'breakfast': 1,\n",
       "                      'brooms': 1,\n",
       "                      'buying': 1,\n",
       "                      'could': 1,\n",
       "                      'creepers': 1,\n",
       "                      'downstairs': 1,\n",
       "                      'effort': 1,\n",
       "                      'ending': 1,\n",
       "                      'enough': 1,\n",
       "                      'even': 2,\n",
       "                      'evening': 1,\n",
       "                      'everyone': 1,\n",
       "                      'fight': 1,\n",
       "                      'food': 1,\n",
       "                      'further': 1,\n",
       "                      'getting': 1,\n",
       "                      'give': 1,\n",
       "                      'glass': 1,\n",
       "                      'here': 1,\n",
       "                      'homework': 1,\n",
       "                      'idea': 2,\n",
       "                      'lead': 1,\n",
       "                      'leaving': 1,\n",
       "                      'left': 1,\n",
       "                      'long': 2,\n",
       "                      'look': 1,\n",
       "                      'madam': 1,\n",
       "                      'magic': 1,\n",
       "                      'manage': 1,\n",
       "                      'next': 1,\n",
       "                      'noticing': 1,\n",
       "                      'past': 1,\n",
       "                      'pickled': 1,\n",
       "                      'puffing': 1,\n",
       "                      'quirrell': 2,\n",
       "                      'ravenclaw': 1,\n",
       "                      'realizing': 1,\n",
       "                      'revenge': 1,\n",
       "                      'room': 1,\n",
       "                      'saying': 1,\n",
       "                      'search': 1,\n",
       "                      'share': 1,\n",
       "                      'shop': 1,\n",
       "                      'silent': 1,\n",
       "                      'skin': 1,\n",
       "                      'sliding': 1,\n",
       "                      'small': 1,\n",
       "                      'stone': 1,\n",
       "                      'suffering': 1,\n",
       "                      'tell': 1,\n",
       "                      'their': 2,\n",
       "                      'them': 1,\n",
       "                      'then': 1,\n",
       "                      'times': 1,\n",
       "                      'tried': 1,\n",
       "                      'turning': 1,\n",
       "                      'voldemort': 1,\n",
       "                      'waited': 1,\n",
       "                      'waking': 1,\n",
       "                      'what': 2,\n",
       "                      'winning': 1,\n",
       "                      'word': 1,\n",
       "                      'words': 1,\n",
       "                      'worrying': 1,\n",
       "                      'would': 1}),\n",
       "             'waking': Counter({'small': 1, 'without': 1}),\n",
       "             'hand': Counter({'after': 1,\n",
       "                      'again': 1,\n",
       "                      'almost': 1,\n",
       "                      'back': 2,\n",
       "                      'been': 1,\n",
       "                      'began': 1,\n",
       "                      'bitten': 1,\n",
       "                      'broom': 1,\n",
       "                      'c-ca': 1,\n",
       "                      'call': 1,\n",
       "                      'centaur': 1,\n",
       "                      'clap': 1,\n",
       "                      'clapped': 2,\n",
       "                      'clapping': 1,\n",
       "                      'clasped': 1,\n",
       "                      'close': 1,\n",
       "                      'closed': 1,\n",
       "                      'clutched': 1,\n",
       "                      'doing': 1,\n",
       "                      'door': 1,\n",
       "                      'enormous': 1,\n",
       "                      'enough': 1,\n",
       "                      'favored': 1,\n",
       "                      'felt': 2,\n",
       "                      'fitted': 1,\n",
       "                      'flutter': 1,\n",
       "                      'foot': 1,\n",
       "                      'forehead': 1,\n",
       "                      'glancing': 1,\n",
       "                      'going': 1,\n",
       "                      'good': 1,\n",
       "                      'gotten': 1,\n",
       "                      'great': 1,\n",
       "                      'harry': 5,\n",
       "                      'head': 1,\n",
       "                      'held': 2,\n",
       "                      'hermione': 3,\n",
       "                      'high': 1,\n",
       "                      'holding': 1,\n",
       "                      'into': 3,\n",
       "                      'just': 1,\n",
       "                      'knight': 1,\n",
       "                      'knocked': 1,\n",
       "                      'last': 2,\n",
       "                      'malfoys': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'mouth': 1,\n",
       "                      'once': 1,\n",
       "                      'only': 1,\n",
       "                      'other': 6,\n",
       "                      'over': 2,\n",
       "                      'perform': 1,\n",
       "                      'puppet': 1,\n",
       "                      'quirrell': 1,\n",
       "                      'quivering': 1,\n",
       "                      'raised': 2,\n",
       "                      'rammed': 1,\n",
       "                      'reached': 2,\n",
       "                      'red-haired': 1,\n",
       "                      'remembrall': 1,\n",
       "                      'right': 1,\n",
       "                      'room': 1,\n",
       "                      'rose': 1,\n",
       "                      'said': 2,\n",
       "                      'seized': 1,\n",
       "                      'shake': 1,\n",
       "                      'shaken': 1,\n",
       "                      'sharply': 1,\n",
       "                      'shook': 2,\n",
       "                      'shot': 1,\n",
       "                      'shoulder': 1,\n",
       "                      'small': 1,\n",
       "                      'smell': 1,\n",
       "                      'smiled': 1,\n",
       "                      'snatched': 1,\n",
       "                      'snitch': 1,\n",
       "                      'something': 1,\n",
       "                      'stands': 1,\n",
       "                      'stood': 1,\n",
       "                      'street': 1,\n",
       "                      'stretched': 3,\n",
       "                      'stretching': 1,\n",
       "                      'stroke': 1,\n",
       "                      'struggling': 1,\n",
       "                      'swollen': 1,\n",
       "                      'tears': 1,\n",
       "                      'them': 1,\n",
       "                      'thing': 1,\n",
       "                      'thought': 1,\n",
       "                      'touch': 1,\n",
       "                      'trembling': 1,\n",
       "                      'troll': 1,\n",
       "                      'twenty-four': 1,\n",
       "                      'uncle': 1,\n",
       "                      'vigorously': 1,\n",
       "                      'wand': 1,\n",
       "                      'want': 2,\n",
       "                      'waved': 1,\n",
       "                      'what': 1,\n",
       "                      'when': 1,\n",
       "                      'which': 1,\n",
       "                      'whispered': 1,\n",
       "                      'with': 3,\n",
       "                      'woman': 1,\n",
       "                      'your': 2}),\n",
       "             'closed': Counter({'away': 1,\n",
       "                      'eyes': 2,\n",
       "                      'hagrid': 1,\n",
       "                      'hand': 1,\n",
       "                      'letter': 1,\n",
       "                      'open': 1,\n",
       "                      'quickly': 1,\n",
       "                      'turban': 1,\n",
       "                      'were': 1}),\n",
       "             'beside': Counter({'burnished': 1,\n",
       "                      'last': 1,\n",
       "                      'letter': 1,\n",
       "                      'slept': 1,\n",
       "                      'small': 1,\n",
       "                      'standing': 1,\n",
       "                      'themselves': 1,\n",
       "                      'were': 1}),\n",
       "             'slept': Counter({'beside': 1,\n",
       "                      'dudley': 1,\n",
       "                      'knowing': 1,\n",
       "                      'when': 1,\n",
       "                      'where': 2}),\n",
       "             'knowing': Counter({'about': 1,\n",
       "                      'begin': 1,\n",
       "                      'bring': 1,\n",
       "                      'broomstick': 1,\n",
       "                      'driven': 1,\n",
       "                      'everybody': 1,\n",
       "                      'famous': 2,\n",
       "                      'hardly': 1,\n",
       "                      'mcgonagall': 1,\n",
       "                      'slept': 1,\n",
       "                      'special': 2,\n",
       "                      'wand': 1,\n",
       "                      'what': 4,\n",
       "                      'worth': 1,\n",
       "                      'would': 1}),\n",
       "             ...})"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "digram_graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:37.288331Z",
     "start_time": "2019-06-27T14:40:37.282050Z"
    }
   },
   "outputs": [],
   "source": [
    "def filter_edges(g, most_common_nodes, cutoff=0.5):\n",
    "    most_common_nodes = set(most_common_nodes)\n",
    "    for edge in g.edges:\n",
    "        if not all(node in most_common_nodes for node in edge):\n",
    "            continue\n",
    "        if g.get_edge_data(*edge)[\"weight\"] < cutoff:\n",
    "            continue\n",
    "        yield edge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:37.346301Z",
     "start_time": "2019-06-27T14:40:37.290140Z"
    }
   },
   "outputs": [],
   "source": [
    "most_common_nodes = list(map(itemgetter(0), counter.most_common(100)))\n",
    "edges = list(filter_edges(g, most_common_nodes, cutoff=0.))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:37.363477Z",
     "start_time": "2019-06-27T14:40:37.349133Z"
    }
   },
   "outputs": [],
   "source": [
    "g2 = nx.Graph()\n",
    "g2.add_nodes_from((node, g.node[node]) for node in most_common_nodes)\n",
    "g2.add_edges_from((*edge, g.get_edge_data(*edge)) for edge in edges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:40.874333Z",
     "start_time": "2019-06-27T14:40:37.366331Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  if not cb.iterable(width):\n",
      "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:585: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  and cb.iterable(edge_color) \\\n",
      "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:595: MatplotlibDeprecationWarning: \n",
      "The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead.\n",
      "  for c in edge_color]):\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 20))\n",
    "layout = nx.spring_layout(g2, k=0.1, iterations=50)\n",
    "sizes = [g2.node[node][\"size\"] * 5 for node in g2]\n",
    "edge_weights = np.array([g2.get_edge_data(*edge)[\"weight\"] for edge in g2.edges])\n",
    "nx.draw(g2, pos=layout,\n",
    "        with_labels=True, node_size=sizes, node_color=\"#cccccc\",\n",
    "        edge_cmap=plt.cm.Blues, edge_color=edge_weights, edge_vmin=edge_weights.min(), edge_vmax=edge_weights.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-27T14:40:41.158594Z",
     "start_time": "2019-06-27T14:40:40.879342Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(np.log(edge_weights))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "384px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}