TRỰC QUAN HÓA DỮ LIỆU VỚI THƯ VIỆN SEABORN TRONG PYTHON (DATA VISUALIZATION WITH SEABORN LIBRARY IN PYTHON)

chuc1803@gmail.com, bis.net.vn

Seaborn là thư viện rất mạnh và dễ sử dụng để trực quan hóa dữ liệu trên Python. Bài viết này hướng dẫn sử dụng Seaborn để trực quan hóa dữ liệu.

Dataset: Dữ liệu về chỉ số hạnh phúc của các quốc gia trên thế giới năm 2015 (Download ở đây)

Thư viện: Seaborn

Các loại đồ thị:

·      Bar Plot

·      Heatmap

·      Point Plot (Line plot)

·      Joint Plot

·      Count Plot

·      Box Plot

·      Violin Plot

·      Lm Plot

·      Strip and Swarm Plot

·      Pair Plot

·      Pie Plot

Load các thư viện cần thiết và đọc dữ liệu

 Xem ngẫu nhiên 10 dòng dữ liệu

 

10 Quốc gia hạnh phúc nhất năm 2015

 

Top 10 Quốc gia hạnh phúc nhất theo Happiness Score

 

10 Quốc gia ít hạnh phúc nhất

 

Happiness Score by Region

 

 

Nhân tố ảnh hưởng nhiều nhất đến Happiness Score theo Region

 

 

Heatmap cho biết mức độ tương quan giữa các nhân tố

 

Cluster map

 

Happniess Score vs GDP

 

Mối quan hệ giữa Happiness Score với GDP của Top 10 quốc gia hạnh phúc nhất

Normalize data to plot

 

 

Jointplot

 

Countplot

 

Boxplot

 

 

Violinplot

 

 

Lmplot

 

 

Strip and Swarm Plot

 

 

 

 

Pairplot

 

 

PairGrid

 

 

Pieplot

 

Data of 3 years for Vietnam

 

 

 

Line plot

 

 

 

 

 

 

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