Created
June 17, 2020 00:30
-
-
Save dzakyputra/55ee818b7393211ff67e94e970fdb02a to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| query = """ | |
| SELECT | |
| complete.offer_type, | |
| complete.gender, | |
| complete.complete_without_view, | |
| complete_view.complete_with_view, | |
| (complete.complete_without_view + complete_view.complete_with_view) total_complete | |
| FROM | |
| (SELECT | |
| offer_type, | |
| gender, | |
| COUNT(*) complete_without_view | |
| FROM | |
| complete_data | |
| WHERE | |
| viewed = 0 | |
| AND completed = 1 | |
| GROUP BY | |
| offer_type, gender) complete | |
| JOIN | |
| (SELECT | |
| offer_type, | |
| gender, | |
| COUNT(*) complete_with_view | |
| FROM | |
| complete_data | |
| WHERE | |
| viewed = 1 | |
| AND completed = 1 | |
| GROUP BY | |
| offer_type, gender) complete_view ON complete.offer_type = complete_view.offer_type | |
| AND complete.gender = complete_view.gender | |
| """ | |
| user_demographic_summary = pdsql.sqldf(query) | |
| # Count the ratio | |
| user_demographic_summary['complete_without_view_ratio'] = round((user_demographic_summary['complete_without_view'] / user_demographic_summary['total_complete']) * 100, 2) | |
| user_demographic_summary['complete_with_view_ratio'] = round((user_demographic_summary['complete_with_view'] / user_demographic_summary['total_complete']) * 100, 2) | |
| # Map the value of gender to its full name | |
| user_demographic_summary['gender'] = user_demographic_summary['gender'].map({'F': 'Female', 'M': 'Male', 'O': 'Others'}) | |
| # Start the visualization process | |
| fig, (ax, ax2) = plt.subplots(ncols=2, sharey=True) | |
| # Set the first figure | |
| ax.title.set_text('BOGO Offer') | |
| ax.set_xlabel('Completeness Percentage') | |
| user_demographic_summary[user_demographic_summary['offer_type'] == 'bogo'] \ | |
| [['gender', 'complete_without_view_ratio', 'complete_with_view_ratio']] \ | |
| .set_index('gender') \ | |
| .plot(kind='barh', | |
| legend=False, | |
| stacked=True, | |
| colormap=ListedColormap(sns.color_palette("ch:2.5,-.2,dark=.6")), | |
| figsize=(13,5), | |
| ax=ax) | |
| # Set the second figure | |
| ax2.title.set_text('Discount Offer') | |
| ax2.set_xlabel('Completeness Percentage') | |
| user_demographic_summary[user_demographic_summary['offer_type'] == 'discount'] \ | |
| [['gender', 'complete_without_view_ratio', 'complete_with_view_ratio']] \ | |
| .set_index('gender') \ | |
| .plot(kind='barh', | |
| stacked=True, | |
| colormap=ListedColormap(sns.color_palette("ch:2.5,-.2,dark=.6")), | |
| figsize=(13,5), | |
| ax=ax2) | |
| plt.legend(loc="upper left", bbox_to_anchor=(1,1.02)) | |
| plt.show() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment