Lære What Holidays are we Considering?

Interesting! We can see that the median revenue for weeks with holidays is greater than for weeks without holidays. Let's find out which holidays are included in the dataset and summarize this information in a table.


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# Loading the library
import pandas as pd

# Reading the data
df = pd.read_csv('https://codefinity-content-media.s3.eu-west-1.amazonaws.com/72be5dde-f3e6-4c40-8881-e1d97ae31287/shops_data3.csv')
df['Date'] = pd.to_datetime(df['Date'], dayfirst = True)

# Filtering to only weeks with holiday
print(df.loc[df['Holiday_Flag'] == 1]['Date'].unique())

So, what holidays do we have? Let's summarize this information in the table.

Dates (in the dataframe)	Holiday
2010-02-12, 2011-02-11, 2012-02-10	Super Bowl
2010-09-10, 2011-09-09, 2012-09-07	Labor Day
2010-11-26, 2011-11-25	Thanksgiving
2010-12-31, 2011-12-30	Christmas

Additionally, according to the result obtained in the previous chapter, we should include one week before Christmas, too.

Dates (in the dataframe)	Holiday
2010-12-24, 2011-12-23	'Pre-Christmas'

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              123456789
            
# Loading the library
import pandas as pd

# Reading the data
df = pd.read_csv('https://codefinity-content-media.s3.eu-west-1.amazonaws.com/72be5dde-f3e6-4c40-8881-e1d97ae31287/shops_data3.csv')
df['Date'] = pd.to_datetime(df['Date'], dayfirst = True)

# Filtering to only weeks with holiday
print(df.loc[df['Holiday_Flag'] == 1]['Date'].unique())