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Python Seaborn Data Visualization
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Seaborn is python data visualization library built on the top of matplotlib.
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Python Seaborn Data Visualization
1.
Seaborn Sourabh Sahu
2.
Introduction • Data Visualization •
Built on the top of matplotlib
3.
Architecture
4.
Installation •For Installation •Pip install
seaborn •!pip install seaborn --upgrade For Testing Import seaborn as sns Sns.__version__
5.
Demo • To disable
warning • Import warnings • Warnings.filterwarnings(‘Ignore’)
6.
Imports • import pandas
as pd • import seaborn as sns • import numpy as np • import matplotlib.pyplot as plt
7.
Read Data • data
= pd.read_csv('data.csv', encoding='ISO-8859– 1') • Data.head(100)
8.
• data.columns • Index(['stn_code',
'sampling_date', 'state', 'location', 'agency', 'type', 'so2', 'no2', 'rspm', 'spm', 'location_monitoring_station', 'pm2_5', 'date'], dtype='object')
9.
Data Cleaning • data['no2']=data['no2'].fillna(0)
10.
Distribution Plot • dst=sns.distplot(data['no2']) •
dst.set_title('Pollution statistics of NO2') • dst.set_xlabel('Air Quality Index of No2') • dst.set_ylabel('Density of AQI') • plt.show()
11.
Display
12.
Vertical Distribution • dst=sns.distplot(data['no2'],color='green',vertical=True) •
dst.set_title('Pollution statistics of NO2') • dst.set_xlabel('Air Quality Index of No2') • dst.set_ylabel('Density of AQI') • plt.show()
13.
More Variant • dst=sns.distplot(data['no2'],color='green',vertical=True,kde_kws={"color":"b", •
"lw":2, • "label":"KDE" • },hist_kws={ • "histtype":"step" , • "linewidth":2, • "alpha":0.7, • "color":"r", • "label":"HIST" • }) • dst.set_title('Pollution statistics of NO2') • dst.set_xlabel('Air Quality Index of No2') • dst.set_ylabel('Density of AQI') • plt.show()
14.
• dst=sns.distplot(data['no2'],color='green',kde=False,bins=500) • dst.set_title('Pollution
statistics of NO2') • dst.set_xlabel('Air Quality Index of No2') • dst.set_ylabel('Frequency') • plt.show()
15.
Sub Plots &
heatmap • plt.subplots(figsize=(30,10)) • cordata=data.corr() • sns.heatmap(cordata,vmax=0.8,square=T rue,annot=True,fmt=".2f",cmap="YlGnBu ")
16.
PairPlot • sns.pairplot(data) • plt.show()
17.
• Sns.set() //sets
default theme • Style=‘darkgrid’ palette=‘deep’ font=‘sans=serif’
18.
• Sns.displine() //removes
lines
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