Data Visualization with seaborn library in Python

chuc1803@gmail.com; http://bis.net.vn 

#import libraries and load dataset (download dataset here)

#show the dataset (the first 10 records)

#dataset infomation

#Pie Chart by Skill

skill_group=data.groupby('Skill').size()

skill_group.plot(kind='pie', figsize=[8,6], autopct='%.2f%%')

plt.show()

#Joint plot

fig=sns.jointplot(x='TrainedYear',y='Salary',data=data, kind='reg')

g = (sns.jointplot("TrainedYear", "Salary",data=data,

color="k").plot_joint(sns.kdeplot, zorder=0, n_levels=6))

#FacetGrid Plot

sns.FacetGrid(data,hue='Skill',size=5)\

.map(plt.scatter,'TrainedYear','Salary')\

.add_legend()

#Boxplot or Whisker plot

sns.set(font_scale=1.6, rc={'figure.figsize':(8,6)})

sns.boxplot(x="Skill", y="Salary", data=data)

#Strip plot

fig=plt.gcf()

fig.set_size_inches(10,7)

fig=sns.stripplot(x='Skill',y='Salary',data=data,jitter=True,                           edgecolor='gray', size=8,palette='winter',orient='v') 

#Combining Box and Strip Plots

fig=plt.gcf()

fig.set_size_inches(10,7)

fig=sns.boxplot(x='Skill',y='Salary',data=data)

fig=sns.stripplot(x='Skill',y='Salary',data=data,jitter=True,edgecolor='gray')

 

#Violin Plot

fig=plt.gcf()

fig.set_size_inches(10,7)

fig=sns.violinplot(x='Skill',y='Salary',data=data)

 

#Pair Plot

sns.pairplot(data=data,kind='scatter')

 

 

sns.pairplot(data,hue='Skill')

 

#Plotting heat map

fig=plt.gcf()

fig.set_size_inches(10,7)

fig=sns.heatmap(data.corr(),annot=True,cmap='cubehelix',

linewidths=1,linecolor='k',square=True,mask=False, vmin=-1,

vmax=1,cbar_kws={"orientation": "vertical"},cbar=True)

 

#Distribution plot

data.hist(edgecolor='black', linewidth=1.2)

fig=plt.gcf()

fig.set_size_inches(12,6)

 

#LM PLot

fig=sns.lmplot(x="TrainedYear", y="Salary",data=data)

#We can plot the data with the regression line/boundary line

sns.lmplot(x="TrainedYear", y="Salary",data=data,hue='Skill')

sns.lmplot(x='TrainedYear',y='Salary',data=data,hue='Skill',col='Skill')

 

#FacetGrid

sns.FacetGrid(data, hue="Skill", size=6) \

   .map(sns.kdeplot, "Salary") \

   .add_legend()

plt.ioff()

#FacetGrid

sns.FacetGrid(data, hue="Gender", size=6) \

   .map(sns.kdeplot, "Salary") \

   .add_legend()

plt.ioff()

 Tutorial video here

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