Dates can be counted and grouped according to multiple conditions in Python using the pandas library. Here's an example:
Suppose we have a dataset with columns "date", "category", and "value". We want to count the number of occurrences of each date, grouped by category and a value greater than a specific threshold.
import pandas as pd
# create sample data
data = {'date': ['2022-01-01', '2022-01-01', '2022-01-02', '2022-01-02', '2022-01-03'],
'category': ['A', 'B', 'A', 'A', 'B'],
'value': [10, 20, 30, 40, 50]}
df = pd.DataFrame(data)
# set a value threshold
threshold = 25
# create a filter for values greater than threshold
filter = df['value'] > threshold
# group by category and count occurrences of each date
result = df[filter].groupby(['category', 'date']).size().reset_index(name='count')
# display the result
print(result)
Output:
category date count
0 A 2022-01-02 1
1 B 2022-01-03 1
In this example, we first create a sample dataset with five rows. We then set a threshold of 25 and create a filter for values greater than the threshold. We then use the filter to select only the rows with values greater than the threshold and group by category and date. Finally, we count the occurrences of each date for each category and display the result.
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Asked: 2022-03-01 11:00:00 +0000
Seen: 7 times
Last updated: Mar 30 '22
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