import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import altair as alt

Download data here: aiddata.csv

Data import and basic manipulation

df = pd.read_csv(‘../static/files/aiddata.csv’)

df.head()

<img src=“https://hongtaoh.com/en/blog/2022-10-05-wrangling_files/df_1.png"