Setup¶
In [2]:
import numpy as np
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
from numpy.random import normal, exponential, randn, rand, random_sample
In [3]:
# Custom color palette
from cycler import cycler
colors = ["#e69f00", "#56b4e9", "#009e73", "#d55e00", "#cc799c"]
plt.rc("axes", prop_cycle=cycler("color", colors))
1D data¶
Histograms¶
In [3]:
x = randn(1000)
bins = np.linspace(-10, 10)
plt.hist(x, bins=bins, density=True)
plt.show()
In [4]:
sns.distplot(x)
plt.savefig("figs/sns_distplot.png")
plt.show()
In [5]:
sns.kdeplot(x, cumulative=True)
plt.xlim(-10, 10)
plt.show()
2D data¶
Line plotting¶
In [6]:
x = np.array([1, 2, 3, 4])
y = x**2
plt.plot(x, y)
plt.show()
df = pd.DataFrame({"x": x, "y":y})
df.plot("x", "y")
plt.show()
Filling areas¶
In [7]:
from pandas.plotting import register_matplotlib_converters
register_matplotlib_converters()
np.random.seed(33)
time = pd.date_range('2000-1-1', periods=150, freq='B')
price = pd.Series(100+randn(150).cumsum(), index=time)
avg = price.rolling(20).mean()
std = price.rolling(20).std()
plt.plot(price.index, price, 'k')
plt.plot(avg.index, avg, 'b')
plt.fill_between(std.index, avg-2*std, avg+2*std, color='b', alpha=0.2)
plt.ylabel("Price")
plt.savefig("figs/plt_moving_average.png")
plt.show()
Errorbars¶
In [8]:
x = np.arange(0, 2*np.pi, 0.1)
yerr = 0.3
noise = yerr * np.random.randn(*x.shape)
y = np.sin(x) + noise
plt.errorbar(x, y, yerr=yerr, fmt="o")
plt.savefig("figs/plt_errorbar.png")
plt.show()
Scatter plots¶
In [9]:
x = randn(1000)
y = exponential(1, 1000)
z = 15 - exponential(1, 1000)
plt.scatter(x, y, label="y")
plt.scatter(x, z, label="z")
plt.legend()
plt.savefig("figs/plt_scatter.png")
2D histogram¶
In [10]:
x = randn(1000)
y = exponential(size=1000)
hist = plt.hist2d(x, y)
plt.xlabel("x")
plt.ylabel("y")
plt.show()
Hexagonal histogram¶
In [25]:
x, y = randn(2, 10000)
sns.jointplot(x, y, kind="hex", color="k")
Images¶
In [11]:
path = "figs/python.png"
img = plt.imread(path)
fig1 = plt.imshow(img)
plt.savefig("figs/plt_imshow.png")
plt.show()
data = rand(*img.shape)
data[img > 0.95] = 1
fig = plt.imshow(data)
plt.show()
Violin plots¶
In [12]:
mus = 0, 1.5, 2.2
data = [normal(mu, 1, 1000) for mu in mus]
plt.violinplot(data, positions=mus)
plt.xlabel(r"$\mu$")
plt.show()
Split violin plots¶
In [219]:
tips = sns.load_dataset("tips")
tips["percent"] = tips.tip / tips.total_bill
sns.violinplot("day", "percent", "sex", data=tips, split=True, palette=["#e69f00", "#56b4e9"], saturation=1, linewidth=1)
plt.savefig("figs/sns_violin.png")
plt.show()
Bar charts¶
In [226]:
bottom = 0
for sex, df in tips.groupby("sex", sort=False):
df = df.groupby("day")["tip"].mean().reset_index()
plt.bar(df["day"], df["tip"], 0.8, bottom, label=sex)
bottom = df["tip"]
plt.legend()
plt.savefig("figs/plt_bar.png")
Geospatial plotting¶
Folium¶
In [56]:
import folium
m = folium.Map(location=[47.3686, 8.5391])
m
Out[56]:
In [16]:
import pandas as pd
url = 'https://raw.githubusercontent.com/python-visualization/folium/master/examples/data'
state_geo = f'{url}/us-states.json'
state_unemployment = f'{url}/US_Unemployment_Oct2012.csv'
state_data = pd.read_csv(state_unemployment)
m = folium.Map(location=[48, -102], zoom_start=3)
folium.Choropleth(
geo_data=state_geo,
name='choropleth',
data=state_data,
columns=['State', 'Unemployment'],
key_on='feature.id',
fill_color='YlGn',
fill_opacity=0.7,
line_opacity=0.2,
legend_name='Unemployment Rate (%)'
).add_to(m)
folium.LayerControl().add_to(m)
m
Out[16]:
Geopandas¶
In [17]:
import geopandas
In [18]:
geopandas.datasets.available
Out[18]:
['naturalearth_cities', 'naturalearth_lowres', 'nybb']
In [19]:
world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))
world.head()
Out[19]:
| pop_est | continent | name | iso_a3 | gdp_md_est | geometry | |
|---|---|---|---|---|---|---|
| 0 | 920938 | Oceania | Fiji | FJI | 8374.0 | (POLYGON ((180 -16.06713266364245, 180 -16.555... |
| 1 | 53950935 | Africa | Tanzania | TZA | 150600.0 | POLYGON ((33.90371119710453 -0.950000000000000... |
| 2 | 603253 | Africa | W. Sahara | ESH | 906.5 | POLYGON ((-8.665589565454809 27.65642588959236... |
| 3 | 35623680 | North America | Canada | CAN | 1674000.0 | (POLYGON ((-122.84 49.00000000000011, -122.974... |
| 4 | 326625791 | North America | United States of America | USA | 18560000.0 | (POLYGON ((-122.84 49.00000000000011, -120 49.... |
In [20]:
world.plot()
Out[20]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f991a529438>
In [21]:
world.columns
Out[21]:
Index(['pop_est', 'continent', 'name', 'iso_a3', 'gdp_md_est', 'geometry'], dtype='object')
In [57]:
fig = plt.figure(figsize=(20, 5))
ax = fig.gca()
world = world[(world.pop_est>0) & (world.name!="Antarctica")]
world['gdp_per_cap'] = world.gdp_md_est / world.pop_est
world.plot(column='gdp_per_cap', ax=ax, legend=True, cmap="OrRd")
plt.savefig("figs/geopandas_gdp_per_cap.png")
plt.show()
In [23]:
fig = plt.figure(figsize=(20, 5))
ax = fig.gca()
cities = geopandas.read_file(geopandas.datasets.get_path('naturalearth_cities'))
world.plot(color='white', edgecolor='black', ax=ax)
cities.plot(ax=ax, marker='*', color='green', markersize=5)
Out[23]:
<matplotlib.axes._subplots.AxesSubplot at 0x7f98d7a554e0>
3D data¶
Contour plots¶
In [24]:
import noise
pnoise2 = np.vectorize(noise.pnoise2)
In [25]:
x = np.arange(-3, 3, 0.1)
y = np.arange(-3, 3, 0.1)
X, Y = np.meshgrid(x, y)
z = pnoise2(X, Y)
plt.contour(X, Y, z)
plt.savefig("figs/plt_contour.png")
plt.show()
In [26]:
plt.contourf(X, Y, z, 20, cmap='RdGy')
plt.savefig("figs/plt_contourf.png")
plt.show()
3D visualization¶
In [27]:
from mpl_toolkits.mplot3d import Axes3D
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
cmap = plt.cm.viridis
x_, y_, z_ = X.flatten(), Y.flatten(), z.flatten()
surf = ax.plot_trisurf(x_, y_, z_, cmap=cmap)
plt.colorbar(surf)
plt.savefig("figs/plt_trisurf.png")
plt.show()
Ternary plot¶
In [4]:
import ternary
fig, tax = ternary.figure(scale=100)
fig.set_size_inches(5, 5)
k, n = 100, 50
a = k * rand(n); b = (k - a) * rand(n)
c = k - a - b
tax.scatter(np.array([[a, b, c]]))
tax.scatter([[20, 35, 45]])
tax.right_corner_label("A")
tax.top_corner_label("B")
tax.left_corner_label("C")
tax.left_axis_label("c [%]")
tax.right_axis_label("b [%]")
tax.bottom_axis_label("a [%]")
tax.gridlines(multiple=20, color="gray")
tax.ticks(axis='lbr', multiple=20)
tax.boundary(linewidth=1)
tax.get_axes().axis('off')
tax.savefig("figs/ternary.png")
tax.show()
4D data¶
Scatterplot¶
In [28]:
planets = sns.load_dataset("planets")
cmap = sns.cubehelix_palette(rot=-.2, as_cmap=True)
ax = sns.scatterplot(x="distance", y="orbital_period",
hue="year", size="mass",
palette=cmap, sizes=(10, 200),
data=planets)
plt.savefig("figs/sns_scatterplot.png")
plt.show()
ND data¶
Parallel coordinates¶
In [29]:
from pandas.plotting import parallel_coordinates
iris = pd.read_csv("data/iris.csv")
parallel_coordinates(iris, "Name")
plt.show()
Spider graph¶
In [22]:
from math import pi
# Set data
df = pd.DataFrame({
'group': ['A','B','C','D'],
'var1': [38, 1.5, 30, 4],
'var2': [29, 10, 9, 34],
'var3': [8, 39, 23, 24],
'var4': [7, 31, 33, 14],
'var5': [28, 15, 32, 14]
})
# ------- PART 1: Define a function that do a plot for one line of the dataset!
def make_spider(row, title, color):
# number of variable
categories = list(df)[1:]
N = len(categories)
# What will be the angle of each axis in the plot? (we divide the plot / number of variable)
angles = [n / float(N) * 2 * pi for n in range(N)]
angles += angles[:1]
# Initialise the spider plot
ax = plt.subplot(2,2,row+1, polar=True, )
# If you want the first axis to be on top:
ax.set_theta_offset(pi / 2)
ax.set_theta_direction(-1)
# Draw one axe per variable + add labels labels yet
plt.xticks(angles[:-1], categories, color='grey', size=8)
# Draw ylabels
ax.set_rlabel_position(0)
plt.yticks([10,20,30], ["10","20","30"], color="grey", size=7)
plt.ylim(0,40)
# Ind1
values=df.loc[row].drop('group').values.flatten().tolist()
values += values[:1]
ax.plot(angles, values, color=color, linewidth=2, linestyle='solid')
ax.fill(angles, values, color=color, alpha=0.4)
# Add a title
plt.title(title, size=11, color=color, y=1.1)
# ------- PART 2: Apply to all individuals
# initialize the figure
my_dpi=96
plt.figure(figsize=(1000/my_dpi, 1000/my_dpi), dpi=my_dpi)
# Create a color palette:
my_palette = plt.cm.get_cmap("Set2", len(df.index))
# Loop to plot
for row in range(0, len(df.index)):
make_spider( row=row, title='group '+df['group'][row], color=my_palette(row))
plt.savefig("figs/plt_radar.png")
Pairplot¶
In [64]:
iris.columns
Out[64]:
Index(['SepalLength', 'SepalWidth', 'PetalLength', 'PetalWidth', 'Name'], dtype='object')
In [30]:
sns.pairplot(iris, diag_kind="kde", hue="Name")
plt.savefig("figs/sns_pairplot.png")
plt.show()
Combining and styling plots¶
Plotting styles¶
In [31]:
plt.style.available
Out[31]:
['fast', 'tableau-colorblind10', 'seaborn-paper', 'seaborn-deep', 'grayscale', 'seaborn-colorblind', 'seaborn-poster', 'Solarize_Light2', 'seaborn-white', 'fivethirtyeight', 'seaborn', 'seaborn-whitegrid', 'seaborn-dark', 'bmh', 'dark_background', 'seaborn-ticks', 'seaborn-talk', '_classic_test', 'seaborn-muted', 'seaborn-darkgrid', 'seaborn-dark-palette', 'seaborn-notebook', 'seaborn-bright', 'seaborn-pastel', 'ggplot', 'classic', 'LHCb']
In [32]:
with plt.style.context('ggplot'):
plt.plot(x, y)
plt.savefig("figs/plt_line_ggplot.pdf")
plt.show()
In [33]:
# plt.style.use("LHCb")
# with plt.style.context('LHCb'):
# plt.plot(x, y)
# plt.savefig("figs/plt_line_lhcb.pdf")
# plt.show()
Subplots¶
In [62]:
np.random.seed(42)
x = np.arange(0, 10, 0.01)
y = np.random.randn(len(x)).cumsum()
d = np.diff(y)
In [59]:
plt.subplot?
In [35]:
plt.subplot(2, 2, 1)
plt.plot(x, y)
plt.subplot(224)
plt.hist(d, bins=20, density=True)
plt.savefig("figs/plt_subplot.png")
plt.show()
In [60]:
plt.subplots?
In [36]:
fig, axes = plt.subplots(2, 2)
axes[0,0].plot(x, y)
axes[1,1].hist(d, bins=20, density=True)
plt.savefig("figs/plt_subplots.png")
plt.show()
Picture-in Picture¶
In [63]:
plt.plot(x, y)
plt.axes([0.2, .6, .2, .2])
plt.hist(d, bins=20, density=True)
plt.xticks([])
plt.yticks([])
plt.savefig("figs/plt_pip.png")
plt.show()
Multiple axes¶
In [38]:
plt.figure()
x = np.linspace(-5, 5)
y = 2*x + 3
y2 = x**2
ax1 = plt.gca()
ax1.plot(x, y)
ax1.set_ylabel("Linear")
ax2 = ax1.twinx()
ax2.plot(x, y2)
ax2.set_ylabel("Quadratic")
plt.savefig("figs/plt_twinx.png")
plt.show()
Networks and Natural Language Processing (NLP)¶
In [14]:
import networkx as nx
import nltk
from nltk.util import ngrams
import matplotlib
from collections import Counter, defaultdict
from operator import itemgetter
In [4]:
G = nx.cubical_graph()
nx.draw(G)
plt.savefig("figs/networkx_cubical.png")
plt.show()
/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead. if not cb.iterable(width):
In [5]:
ignore = {",", ".", "``", "''", "'", "'s", "?", "!", "-", "--", "...", ";"}
def get_words(file_name, encoding="utf-8"):
with open(file_name, encoding=encoding) as f:
for line in f:
if not line:
continue
for word in nltk.word_tokenize(line.strip()):
if word not in ignore:
yield word.lower()
In [6]:
words = list(get_words("data/Harry Potter and the Sorcerer.txt", 'iso-8859-1'))
In [7]:
counter = Counter(words)
w, c = zip(*counter.most_common(15))
c = np.array(c) / len(words) * 100.
In [8]:
plt.plot(w, c)
plt.ylabel("Relative frequency [%]")
plt.show()
In [9]:
words = list(filter(lambda word: len(word) > 3, get_words("data/Harry Potter and the Sorcerer.txt", 'iso-8859-1')))
counter = Counter(words)
In [10]:
from itertools import islice
$\phi=\frac{n_{11}n_{00}-n_{10}n_{01}}{\sqrt{n_{1\cdot}n_{0\cdot}n_{\cdot0}n_{\cdot1}}}$
In [ ]:
def phi(word1, word2, counter, digram_graph):
n1tot =
n11 = digram_graph[word1][word2]
n00 = sum(counter.values()) -
In [15]:
g = nx.Graph()
g.add_nodes_from((word, {"size": freq}) for word, freq in counter.items())
digram_graph = defaultdict(Counter)
for word1, word2 in ngrams(words, 2):
digram_graph[word1][word2] += 1
digram_graph[word2][word1] += 1
digrams = Counter(tuple(sorted(x)) for x in ngrams(words, 2)).items()
g.add_edges_from((*pair, {"weight": freq / counter[pair[0]]}) for pair, freq in digrams)
In [16]:
digram_graph
Out[16]:
defaultdict(collections.Counter,
{'harry': Counter({'potter': 40,
'their': 3,
'dursley': 1,
'called': 7,
'come': 5,
'never': 13,
'howard': 1,
'nasty': 3,
'could': 48,
'kill': 3,
'heaven': 1,
'survive': 1,
'bring': 1,
'aunt': 2,
'sweets': 1,
'known': 2,
'about': 9,
'every': 1,
'hiding': 1,
'underneath': 1,
'took': 8,
'arms': 2,
'over': 5,
'gave': 4,
'little': 3,
'live': 1,
'laid': 1,
'gently': 1,
'inside': 4,
'blankets': 1,
'luck': 3,
'murmured': 2,
'happen': 1,
'voices': 1,
'house': 3,
'noise': 1,
'woke': 4,
'screeched': 1,
'heard': 11,
'said': 163,
'well': 6,
'birthday': 2,
'groaned': 1,
'forgotten': 2,
'slowly': 3,
'them': 14,
'used': 1,
'mystery': 1,
'dudley': 8,
'punching': 2,
'catch': 3,
'look': 8,
'cupboard': 3,
'always': 2,
'than': 3,
'thin': 1,
'thing': 4,
'liked': 1,
'kitchen': 1,
'turning': 2,
'that': 37,
'needed': 1,
'haircut': 1,
'must': 5,
'place': 1,
'frying': 1,
'angel': 1,
'often': 1,
'like': 8,
'plates': 1,
'face': 9,
'while': 3,
'uncle': 2,
'head': 8,
'direction': 2,
'horror': 4,
'heart': 5,
'year': 2,
'left': 8,
'away': 7,
'hated': 2,
'furiously': 3,
'though': 9,
'this': 12,
'knew': 11,
'here': 6,
'hopefully': 1,
'they': 12,
'shot': 1,
'later': 4,
'taken': 4,
'aside': 2,
'close': 4,
'warning': 2,
'honestly..': 1,
'around': 8,
'just': 13,
'tired': 1,
'coming': 2,
'silly': 1,
'spent': 3,
'would': 10,
'relief': 2,
'punished': 1,
'much': 3,
'surprise': 3,
'from': 7,
'headmistress': 1,
'been': 7,
'doors': 1,
'supposed': 2,
'work': 1,
'council': 2,
'bank': 2,
'were': 15,
'remembering': 2,
'yelled': 4,
'only': 6,
'asked': 24,
'what': 21,
'either': 1,
'thought': 24,
'blond': 1,
'best': 4,
'another': 6,
'allowed': 2,
'first': 4,
'felt': 24,
'moved': 5,
'with': 20,
'winked': 2,
'stared': 10,
'know': 17,
'anyway': 4,
'glass': 1,
'peered': 2,
'again': 4,
'read': 4,
'behind': 4,
'made': 7,
'ribs': 1,
'fell': 4,
'gasped': 10,
'past': 2,
'gibber': 1,
'seen': 4,
'worst': 1,
'least': 1,
'enough': 2,
'talking': 1,
'starting': 2,
'angry': 2,
'brandy': 1,
'dark': 2,
'younger': 1,
'dreamed': 1,
'asking': 1,
'second': 3,
'tried': 11,
'school': 5,
'everybody': 1,
'earned': 1,
'longest-ever': 1,
'crutches': 1,
'glad': 2,
'sport': 1,
'hunting': 1,
'there': 12,
'other': 7,
'told': 18,
'want': 6,
'poor': 1,
'leaving': 2,
'mrs.': 1,
'before': 7,
'watch': 4,
'grown-up': 1,
'trust': 1,
'when': 16,
'went': 11,
'looked': 25,
'finished': 3,
'seriously': 1,
'uniform': 1,
'make': 4,
'mail': 4,
'dodged': 3,
'letter': 5,
'harry': 32,
'picked': 5,
'trembling': 1,
'purple': 1,
'joke': 1,
'suddenly': 10,
'something': 7,
'point': 1,
'trying': 5,
'envelope': 1,
'move': 3,
'both': 3,
'glasses': 2,
'visited': 1,
'moment': 2,
'angrily': 1,
'painful': 1,
'questions': 2,
'trip': 1,
'sighed': 1,
'back': 13,
'thinking': 1,
'nice': 1,
'hall': 2,
'right': 8,
'grabbed': 3,
'wheezed': 1,
'walked': 5,
'morning': 2,
'turned': 11,
'door': 5,
'leapt': 2,
'realized': 3,
'exactly': 1,
'shouted': 4,
'shuffled': 1,
'vernon': 2,
'arrived': 3,
'letters': 1,
'found': 5,
'amazement': 4,
'ducked': 1,
'seized': 3,
'shared': 1,
'snored': 1,
'stayed': 1,
'cokeworth': 1,
'reminded': 4,
'tuesday': 1,
'eleventh': 1,
'privately': 2,
'eleven': 1,
'minutes': 3,
'shivered': 3,
'bolt': 1,
'giant': 1,
'squashed': 1,
'opened': 3,
'written': 1,
'icing': 1,
'shook': 8,
'whole': 1,
'light': 3,
'sausages': 1,
'hungry': 2,
'hagrid': 16,
'sorry': 4,
'anything': 6,
'wildly': 1,
'fixing': 1,
'eagerly': 2,
'wizard': 3,
'stretched': 1,
'given': 3,
'telephone': 1,
'interested': 1,
'gone': 3,
'scandal': 1,
'happened': 1,
'gargoyles': 1,
'people': 1,
'down': 6,
'suggested': 3,
'days': 1,
'famous': 2,
'ever': 3,
'going': 4,
'mind': 5,
'jumped': 6,
'floor': 4,
'meanwhile': 1,
'question': 2,
'disappeared': 2,
'eyes': 8,
'instead': 1,
'constrictor': 1,
'curly': 1,
'under': 3,
'threw': 4,
'alley': 1,
'mumbled': 2,
'beak': 1,
'scrambled': 2,
'loudly': 4,
'finally': 2,
'pulled': 9,
'ones': 1,
'counted': 1,
'held': 1,
'lots': 1,
'goblins': 2,
'dropped': 2,
'gringotts': 3,
'then': 9,
'followed': 4,
'boat': 1,
'still': 6,
'giving': 3,
'eager': 1,
'summat': 1,
'prophet': 1,
'learned': 2,
'magic': 2,
'blimey': 2,
'everyone': 2,
'station': 4,
'things': 2,
'panting': 1,
'bills': 1,
'stitches': 1,
'need': 4,
'unfolded': 1,
'london': 2,
'wondered': 3,
'easily': 1,
'keep': 4,
'cooked': 1,
'unbelievable': 1,
'pointed': 2,
'fact': 1,
'most': 1,
'hand': 5,
'shoulder': 1,
'making': 1,
'knees': 3,
'peering': 1,
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'reached': 2,
'red-haired': 1,
'remembrall': 1,
'right': 1,
'room': 1,
'rose': 1,
'said': 2,
'seized': 1,
'shake': 1,
'shaken': 1,
'sharply': 1,
'shook': 2,
'shot': 1,
'shoulder': 1,
'small': 1,
'smell': 1,
'smiled': 1,
'snatched': 1,
'snitch': 1,
'something': 1,
'stands': 1,
'stood': 1,
'street': 1,
'stretched': 3,
'stretching': 1,
'stroke': 1,
'struggling': 1,
'swollen': 1,
'tears': 1,
'them': 1,
'thing': 1,
'thought': 1,
'touch': 1,
'trembling': 1,
'troll': 1,
'twenty-four': 1,
'uncle': 1,
'vigorously': 1,
'wand': 1,
'want': 2,
'waved': 1,
'what': 1,
'when': 1,
'which': 1,
'whispered': 1,
'with': 3,
'woman': 1,
'your': 2}),
'closed': Counter({'away': 1,
'eyes': 2,
'hagrid': 1,
'hand': 1,
'letter': 1,
'open': 1,
'quickly': 1,
'turban': 1,
'were': 1}),
'beside': Counter({'burnished': 1,
'last': 1,
'letter': 1,
'slept': 1,
'small': 1,
'standing': 1,
'themselves': 1,
'were': 1}),
'slept': Counter({'beside': 1,
'dudley': 1,
'knowing': 1,
'when': 1,
'where': 2}),
'knowing': Counter({'about': 1,
'begin': 1,
'bring': 1,
'broomstick': 1,
'driven': 1,
'everybody': 1,
'famous': 2,
'hardly': 1,
'mcgonagall': 1,
'slept': 1,
'special': 2,
'wand': 1,
'what': 4,
'worth': 1,
'would': 1}),
...})
In [48]:
def filter_edges(g, most_common_nodes, cutoff=0.5):
most_common_nodes = set(most_common_nodes)
for edge in g.edges:
if not all(node in most_common_nodes for node in edge):
continue
if g.get_edge_data(*edge)["weight"] < cutoff:
continue
yield edge
In [49]:
most_common_nodes = list(map(itemgetter(0), counter.most_common(100)))
edges = list(filter_edges(g, most_common_nodes, cutoff=0.))
In [50]:
g2 = nx.Graph()
g2.add_nodes_from((node, g.node[node]) for node in most_common_nodes)
g2.add_edges_from((*edge, g.get_edge_data(*edge)) for edge in edges)
In [51]:
plt.figure(figsize=(20, 20))
layout = nx.spring_layout(g2, k=0.1, iterations=50)
sizes = [g2.node[node]["size"] * 5 for node in g2]
edge_weights = np.array([g2.get_edge_data(*edge)["weight"] for edge in g2.edges])
nx.draw(g2, pos=layout,
with_labels=True, node_size=sizes, node_color="#cccccc",
edge_cmap=plt.cm.Blues, edge_color=edge_weights, edge_vmin=edge_weights.min(), edge_vmax=edge_weights.max())
/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:579: MatplotlibDeprecationWarning: The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead. if not cb.iterable(width): /usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:585: MatplotlibDeprecationWarning: The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead. and cb.iterable(edge_color) \ /usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:595: MatplotlibDeprecationWarning: The iterable function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use np.iterable instead. for c in edge_color]):
In [52]:
plt.hist(np.log(edge_weights))
plt.show()
