Script 1435: AP 77671 revenue backfill
Purpose:
The Python script processes and transforms revenue data from various app store and subscription services to create a structured output for analysis.
To Elaborate
The script is designed to process revenue data from multiple sources, specifically focusing on app store downloads, in-app purchases, subscriptions, and other digital content transactions. It takes input data, identifies specific product types, and maps them to corresponding revenue and conversion metrics. The script handles various product categories such as iOS and Mac downloads, music subscriptions, and video rentals, among others. It also processes different subscription tiers and promotional offers, ensuring that the data is accurately categorized and structured for further analysis. The script is particularly useful for businesses that need to analyze revenue streams from digital content and subscriptions, providing a comprehensive view of financial performance across different platforms and product types.
Walking Through the Code
- Initialization and Setup
- The script begins by defining constants for devices and match types, which are used to categorize data.
- It sets up the primary data source and specifies the columns to be used for input and output data frames.
- Data Processing Function
- The
try_process_rowfunction attempts to process each row of the input data, handling exceptions gracefully. - The
process_rowfunction is the core of the script, where each row is analyzed and transformed based on specific business rules.
- The
- Row Processing Logic
- The script checks for specific product identifiers in the input data to determine the type of transaction (e.g., iOS downloads, subscriptions).
- It modifies the output data by setting appropriate values for keyword IDs, creative IDs, and other relevant fields based on the input data.
- Revenue and Conversion Mapping
- For each identified product type, the script maps conversion and revenue data from the input to the output data frame.
- It handles different scenarios, such as free versus paid transactions, and updates the output data accordingly.
- Final Data Frame Construction
- After processing all rows, the script constructs the final output data frame, ensuring it includes all necessary columns for analysis.
- The output data frame is structured to facilitate easy analysis of revenue and conversion metrics across different product categories and platforms.
Vitals
- Script ID : 1435
- Client ID / Customer ID: 250196703 / 67956
- Action Type: Revenue Upload (Preview)
- Item Changed: None
- Output Columns: Date, Device
- Linked Datasource: FTP/Email Feed
- Reference Datasource: None
- Owner: None (tzhang@marinsoftware.com)
- Created by tzhang@marinsoftware.com on 2024-10-11 03:00
- Last Updated by Mingxia Wu on 2025-02-10 13:42
> See it in Action
Python Code
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##
## name: AP-77671-revenue-backfill
## description:
##
##
## author: Mingxia Wu
## created: 2024-10-11
## updated:2025-01-26
##
DEVICE = {
'MOBILE': 'm',
'DESKTOP': 'c',
'TABLET': 't',
}
MATCH_TYPE = {
'EXACT': 'exact',
'PHRASE': 'phrase',
'BROAD': 'broad',
}
today = datetime.datetime.now(CLIENT_TIMEZONE).date()
# primary data source and columns
inputDf = dataSourceDict["1"]
# output columns and initial values
REVENUE_COL_DATE = 'Date'
REVENUE_COL_CURRENCY = 'Currency'
REVENUE_COL_DEVICE = 'Device'
REVENUE_COL_KEYWORD_ID = 'Keyword ID'
REVENUE_COL_CREATIVE_ID = 'Creative ID'
REVENUE_COL_KEYWORD = 'Keyword'
REVENUE_COL_MATCH_TYPE = 'Match Type'
REVENUE_COL_GROUP_ID = 'Group ID'
REVENUE_COL_PRODUCT_ID = 'Product ID'
REVENUE_COL_SL_ID = 'SL ID'
REVENUE_COL_ADEXTENSION_ID = 'AdExtension ID'
REVENUE_COL_TARGET_IDS = 'Target IDs'
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_CONV = 'APP STORE - iOS Downloads (Click Date) Conv'
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_REV = 'APP STORE - iOS Downloads (Click Date) Rev'
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_CONV = 'APP STORE - iOS Downloads (Conv Date) Conv'
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_REV = 'APP STORE - iOS Downloads (Conv Date) Rev'
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_CONV = 'APP STORE - iOS InApp Purchases (Click Date) Conv'
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_REV = 'APP STORE - iOS InApp Purchases (Click Date) Rev'
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_CONV = 'APP STORE - iOS InApp Purchases (Conv Date) Conv'
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_REV = 'APP STORE - iOS InApp Purchases (Conv Date) Rev'
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_CONV = 'APP STORE - iOS Redownload (Click Date) Conv'
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_REV = 'APP STORE - iOS Redownload (Click Date) Rev'
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_CONV = 'APP STORE - iOS Redownload (Conv Date) Conv'
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_REV = 'APP STORE - iOS Redownload (Conv Date) Rev'
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_CONV = 'APP STORE - Mac Downloads (Click Date) Conv'
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_REV = 'APP STORE - Mac Downloads (Click Date) Rev'
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_CONV = 'APP STORE - Mac Downloads (Conv Date) Conv'
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_REV = 'APP STORE - Mac Downloads (Conv Date) Rev'
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_CONV = 'APP STORE - Mac Redownload (Click Date) Conv'
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_REV = 'APP STORE - Mac Redownload (Click Date) Rev'
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_CONV = 'APP STORE - Mac Redownload (Conv Date) Conv'
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_REV = 'APP STORE - Mac Redownload (Conv Date) Rev'
# REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_CONV = 'Apple iCloud Purchase (Click Date) Conv'
# REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_REV = 'Apple iCloud Purchase (Click Date) Rev'
# REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_CONV = 'Apple iCloud Purchase (Conv Date) Conv'
# REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_REV = 'Apple iCloud Purchase (Conv Date) Rev'
# REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_CONV = 'Apple iCloud Redemption (Click Date) Conv'
# REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_REV = 'Apple iCloud Redemption (Click Date) Rev'
# REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_CONV = 'Apple iCloud Redemption (Conv Date) Conv'
# REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_REV = 'Apple iCloud Redemption (Conv Date) Rev'
REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_CONV = 'APPLE ONE - Combined (Click Date) Conv'
REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_REV = 'APPLE ONE - Combined (Click Date) Rev'
REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_CONV = 'APPLE ONE - Combined (Conv Date) Conv'
REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_REV = 'APPLE ONE - Combined (Conv Date) Rev'
REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_CONV = 'Apple One - Family (Click Date) Conv'
REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_REV = 'Apple One - Family (Click Date) Rev'
REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_CONV = 'Apple One - Family (Conv Date) Conv'
REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_REV = 'Apple One - Family (Conv Date) Rev'
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_CONV = 'Apple One - Individual (Click Date) Conv'
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_REV = 'Apple One - Individual (Click Date) Rev'
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_CONV = 'Apple One - Individual (Conv Date) Conv'
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_REV = 'Apple One - Individual (Conv Date) Rev'
REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_CONV = 'Apple One - Premier (Click Date) Conv'
REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_REV = 'Apple One - Premier (Click Date) Rev'
REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_CONV = 'Apple One - Premier (Conv Date) Conv'
REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_REV = 'Apple One - Premier (Conv Date) Rev'
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_CONV = 'Apple One Subscription (Click Date) Conv'
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_REV = 'Apple One Subscription (Click Date) Rev'
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_CONV = 'Apple One Subscription (Conv Date) Conv'
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_REV = 'Apple One Subscription (Conv Date) Rev'
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_CONV = 'Apple Voice Subscription (Click Date) Conv'
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_REV = 'Apple Voice Subscription (Click Date) Rev'
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_CONV = 'Apple Voice Subscription (Conv Date) Conv'
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_REV = 'Apple Voice Subscription (Conv Date) Rev'
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_CONV = 'ARCADE - Subscriptions (Click Date) Conv'
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_REV = 'ARCADE - Subscriptions (Click Date) Rev'
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_CONV = 'ARCADE - Subscriptions (Conv Date) Conv'
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_REV = 'ARCADE - Subscriptions (Conv Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_CONV = 'Audiobook Purchases (Click Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_REV = 'Audiobook Purchases (Click Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_CONV = 'Audiobook Purchases (Conv Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_REV = 'Audiobook Purchases (Conv Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_CONV = 'Audiobook Purchases - Free (Click Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_REV = 'Audiobook Purchases - Free (Click Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_CONV = 'Audiobook Purchases - Free (Conv Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_REV = 'Audiobook Purchases - Free (Conv Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_CONV = 'Audiobook Purchases - Paid (Click Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_REV = 'Audiobook Purchases - Paid (Click Date) Rev'
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_CONV = 'Audiobook Purchases - Paid (Conv Date) Conv'
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_REV = 'Audiobook Purchases - Paid (Conv Date) Rev'
REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_CONV = 'Book Purchases (Click Date) Conv'
REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_REV = 'Book Purchases (Click Date) Rev'
REVENUE_COL_BOOK_PURCHASES_CONV_DATE_CONV = 'Book Purchases (Conv Date) Conv'
REVENUE_COL_BOOK_PURCHASES_CONV_DATE_REV = 'Book Purchases (Conv Date) Rev'
REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_CONV = 'Book Purchases - Free (Click Date) Conv'
REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_REV = 'Book Purchases - Free (Click Date) Rev'
REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_CONV = 'Book Purchases - Free (Conv Date) Conv'
REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_REV = 'Book Purchases - Free (Conv Date) Rev'
REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_CONV = 'Book Purchases - Paid (Click Date) Conv'
REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_REV = 'Book Purchases - Paid (Click Date) Rev'
REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_CONV = 'Book Purchases - Paid (Conv Date) Conv'
REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_REV = 'Book Purchases - Paid (Conv Date) Rev'
REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_CONV = 'Music Redemption (Click Date) Conv'
REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_REV = 'Music Redemption (Click Date) Rev'
REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_CONV = 'Music Redemption (Conv Date) Conv'
REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_REV = 'Music Redemption (Conv Date) Rev'
REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_CONV = 'Music Subscription (Click Date) Conv'
REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_REV = 'Music Subscription (Click Date) Rev'
REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_CONV = 'Music Subscription (Conv Date) Conv'
REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_REV = 'Music Subscription (Conv Date) Rev'
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_CONV = 'News Amplify Subscriptions (Click Date) Conv'
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_REV = 'News Amplify Subscriptions (Click Date) Rev'
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_CONV = 'News Amplify Subscriptions (Conv Date) Conv'
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_REV = 'News Amplify Subscriptions (Conv Date) Rev'
REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_CONV = 'News Subscriptions (Click Date) Conv'
REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_REV = 'News Subscriptions (Click Date) Rev'
REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_CONV = 'News Subscriptions (Conv Date) Conv'
REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_REV = 'News Subscriptions (Conv Date) Rev'
REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_CONV = 'Promoted App Installs (Click Date) Conv'
REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_REV = 'Promoted App Installs (Click Date) Rev'
REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_CONV = 'Promoted App Installs (Conv Date) Conv'
REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_REV = 'Promoted App Installs (Conv Date) Rev'
REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_CONV = 'Singular - App Open (Click Date) Conv'
REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_REV = 'Singular - App Open (Click Date) Rev'
REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_CONV = 'Singular - App Open (Conv Date) Conv'
REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_REV = 'Singular - App Open (Conv Date) Rev'
REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_CONV = 'Singular subscription (Click Date) Conv'
REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_REV = 'Singular subscription (Click Date) Rev'
REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_CONV = 'Singular subscription (Conv Date) Conv'
REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_REV = 'Singular subscription (Conv Date) Rev'
REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_CONV = 'VIDEO - Acquisitions (Click Date) Conv'
REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_REV = 'VIDEO - Acquisitions (Click Date) Rev'
REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_CONV = 'VIDEO - Acquisitions (Conv Date) Conv'
REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_REV = 'VIDEO - Acquisitions (Conv Date) Rev'
REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_CONV = 'VIDEO - MLS Redemption (Click Date) Conv'
REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_REV = 'VIDEO - MLS Redemption (Click Date) Rev'
REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_CONV = 'VIDEO - MLS Redemption (Conv Date) Conv'
REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_REV = 'VIDEO - MLS Redemption (Conv Date) Rev'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_CONV = 'VIDEO - MLS Season Pass (Click Date) Conv'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_REV = 'VIDEO - MLS Season Pass (Click Date) Rev'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_CONV = 'VIDEO - MLS Season Pass (Conv Date) Conv'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_REV = 'VIDEO - MLS Season Pass (Conv Date) Rev'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_CONV = 'VIDEO - MLS Season Pass 1 Month (Click Date) Conv'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_REV = 'VIDEO - MLS Season Pass 1 Month (Click Date) Rev'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_CONV = 'VIDEO - MLS Season Pass 1 Month (Conv Date) Conv'
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_REV = 'VIDEO - MLS Season Pass 1 Month (Conv Date) Rev'
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_CONV = 'VIDEO - MLS Subscription (Click Date) Conv'
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_REV = 'VIDEO - MLS Subscription (Click Date) Rev'
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_CONV = 'VIDEO - MLS Subscription (Conv Date) Conv'
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_REV = 'VIDEO - MLS Subscription (Conv Date) Rev'
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_CONV = 'VIDEO - Movie Purchases (Click Date) Conv'
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_REV = 'VIDEO - Movie Purchases (Click Date) Rev'
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_CONV = 'VIDEO - Movie Purchases (Conv Date) Conv'
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_REV = 'VIDEO - Movie Purchases (Conv Date) Rev'
REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_CONV = 'VIDEO - Transactions (Click Date) Conv'
REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_REV = 'VIDEO - Transactions (Click Date) Rev'
REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_CONV = 'VIDEO - Transactions (Conv Date) Conv'
REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_REV = 'VIDEO - Transactions (Conv Date) Rev'
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_CONV = 'VIDEO - TV Show Purchases (Click Date) Conv'
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_REV = 'VIDEO - TV Show Purchases (Click Date) Rev'
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_CONV = 'VIDEO - TV Show Purchases (Conv Date) Conv'
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_REV = 'VIDEO - TV Show Purchases (Conv Date) Rev'
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_CONV = 'VIDEO - TV Subscriptions (Click Date) Conv'
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_REV = 'VIDEO - TV Subscriptions (Click Date) Rev'
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_CONV = 'VIDEO - TV Subscriptions (Conv Date) Conv'
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_REV = 'VIDEO - TV Subscriptions (Conv Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_CONV = 'Video - TVPlus Amplify Subscription (Click Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_REV = 'Video - TVPlus Amplify Subscription (Click Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_CONV = 'Video - TVPlus Amplify Subscription (Conv Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_REV = 'Video - TVPlus Amplify Subscription (Conv Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_CONV = 'VIDEO - TVPlus Entitlements (Click Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_REV = 'VIDEO - TVPlus Entitlements (Click Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_CONV = 'VIDEO - TVPlus Entitlements (Conv Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_REV = 'VIDEO - TVPlus Entitlements (Conv Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_CONV = 'VIDEO - TVPlus Subscription (Click Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_REV = 'VIDEO - TVPlus Subscription (Click Date) Rev'
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_CONV = 'VIDEO - TVPlus Subscription (Conv Date) Conv'
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_REV = 'VIDEO - TVPlus Subscription (Conv Date) Rev'
REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_CONV = 'VIDEO - Video Rentals (Click Date) Conv'
REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_REV = 'VIDEO - Video Rentals (Click Date) Rev'
REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_CONV = 'VIDEO - Video Rentals (Conv Date) Conv'
REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_REV = 'VIDEO - Video Rentals (Conv Date) Rev'
REVENUE_COL_CONVERSIONS = 'Conversions'
REVENUE_COL_REVENUE = 'Revenue'
REVENUE_COL_TOTAL_CONVERSIONS = 'Tot. (Conv Date) Conv'
REVENUE_COL_TOTAL_REVENUE = 'Tot. (Conv Date) Rev'
outputDf = pd.DataFrame({
REVENUE_COL_DATE: inputDf[REVENUE_COL_DATE],
REVENUE_COL_CURRENCY: inputDf[REVENUE_COL_CURRENCY],
REVENUE_COL_DEVICE: inputDf[REVENUE_COL_DEVICE],
REVENUE_COL_KEYWORD_ID: inputDf[REVENUE_COL_KEYWORD_ID],
REVENUE_COL_CREATIVE_ID: inputDf[REVENUE_COL_CREATIVE_ID],
REVENUE_COL_KEYWORD: inputDf[REVENUE_COL_KEYWORD],
REVENUE_COL_MATCH_TYPE: inputDf[REVENUE_COL_MATCH_TYPE],
REVENUE_COL_GROUP_ID: inputDf[REVENUE_COL_GROUP_ID],
REVENUE_COL_PRODUCT_ID: inputDf[REVENUE_COL_PRODUCT_ID],
REVENUE_COL_CONVERSIONS: inputDf[REVENUE_COL_CONVERSIONS],
REVENUE_COL_REVENUE: inputDf[REVENUE_COL_REVENUE],
REVENUE_COL_TOTAL_CONVERSIONS: inputDf[REVENUE_COL_TOTAL_CONVERSIONS],
REVENUE_COL_TOTAL_REVENUE: inputDf[REVENUE_COL_TOTAL_REVENUE],
REVENUE_COL_SL_ID: inputDf[REVENUE_COL_SL_ID],
REVENUE_COL_ADEXTENSION_ID: "", # This column is filled with empty strings
REVENUE_COL_TARGET_IDS: inputDf[REVENUE_COL_TARGET_IDS],
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_REV: inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_REV],
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_REV: inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_REV],
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_REV: inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_REV],
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_REV:inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_REV],
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_REV: inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_REV],
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_CONV:inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_CONV],
REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_REV: inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_REV],
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_CONV],
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_REV: inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_REV],
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_CONV],
REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_REV: inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_REV],
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_CONV],
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_REV: inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_REV],
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_CONV: inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_CONV],
REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_REV: inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_REV],
REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_CONV],
REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_REV],
REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_CONV],
REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_REV],
REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_CONV],
REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_REV],
REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_CONV],
REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_REV],
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_CONV],
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_REV],
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_CONV],
REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_REV],
REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_CONV],
REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_REV],
REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_CONV],
REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_REV],
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_CONV],
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_REV],
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_CONV],
REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_REV: inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_REV],
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_CONV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_CONV],
REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_REV: inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_REV],
REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_REV],
REVENUE_COL_BOOK_PURCHASES_CONV_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES_CONV_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_REV],
REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_REV],
REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_REV],
REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_REV],
REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_CONV: inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_CONV],
REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_REV: inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_REV],
REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_CONV],
REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_REV],
REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_CONV],
REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_REV: inputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_REV],
REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_CONV],
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_REV],
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_CONV],
REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_REV: inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_REV],
REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_CONV],
REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_REV],
REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_CONV],
REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_REV: inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_REV],
REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_CONV: inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_CONV],
REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_REV: inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_REV],
REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_CONV: inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_CONV],
REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_REV: inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_REV],
REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_CONV: inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_CONV],
REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_REV: inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_REV],
REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_CONV: inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_CONV],
REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_REV: inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_REV],
REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_REV],
REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_REV],
REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_CONV],
REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_REV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_REV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_REV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_REV],
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_REV],
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_CONV],
REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_REV],
REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_REV],
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_REV],
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_REV],
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_CONV],
REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_REV],
REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_CONV: inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_CONV],
REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_REV: inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_REV],
REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_CONV: inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_CONV],
REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_REV: inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_REV]
})
testIosDownloads = 'iOS App Store Downloads'
testIosInAppPurchases = 'iOS App Store InApp Purchases'
testIosRedownloads = 'iOS App Store Redownload'
testMacDownloads = 'Mac App Store Downloads'
testMacRedownloads = 'Mac App Store Redownload'
testMusicSubs = 'Music Subscriptions'
testMusicRedemptions = 'Music Redemptions'
testAppleOneSubs = 'Apple One Subscription'
testAppleVoiceSubs = 'Apple Voice Subscription'
testArcadeSubscriptions = 'Arcade Subscriptions'
testAudioBook = 'Audiobook'
testBookPurchases = 'Book Purchases'
testFamily = '&adamid=1633688741'
testFamily2 = '&adamid=6450018329'
testPremier = '&adamid=1633697974'
testPremier2 = '&adamid=6450018727'
testIndividual = '&adamid=1633537299'
testIndividual2 = '&adamid=6450018439'
testTvPlusSubs = 'TVPlus Subscription'
testTvPlusEntitlements = 'TVPlus Entitlements'
testTvSubs = 'TV Subscription'
testVideoRentals = 'Video Rentals'
testMoviePurchases = 'Movie Purchases'
testTvShowPurchases = 'TV Show Purchases'
testNewsSubs = 'News Subscriptions'
testNewsAmplifySubs = 'News Amplify Subscriptions'
testMLBSubs = 'MLS subscription'
testMLSRedemption = 'MLS Redemption'
testMLS1MonthPass = '&adamid=6445132388'
testMLSSeasonPass = '&adamid=6445132219'
testPurchase = 'iCloud%20Purchase'
testPurchase2 = 'iCloud Purchase'
test50GB = '&adamid=916860110'
test200GB = '&adamid=916860120'
test2000GB = '&adamid=1148689470'
test50GB = '&adamid=916860110'
test200GB = '&adamid=916860120'
test2000GB = '&adamid=1148689470'
test6TB = '&adamid=1694069019'
test12TB = '&adamid=1694069099'
test50GBAlternate = '&adamid=6449562876'
test200GBAlternate = '&adamid=6449562682'
test2000GBAlternate = '&adamid=6449562677'
test6TBAlternate = '&adamid=6449562388'
test12TBAlternate = '&adamid=6449562552'
testRedemption = 'iCloud%20Redemption'
testRedemption2 = 'iCloud Redemption'
testPromotedIosDownloadsIosRedownloads = '&adamid=1598433714'
testTVPlusAmplifySubscription = 'TVPlus Amplify Subscription'
def try_process_row(inputCol):
try:
return process_row(inputCol)
except Exception as e:
# Log the exception if needed
print(f"Error processing row: {e}")
return None
def process_row(inputCol):
# Check if productString contains testRedemption or testRedemption2
productString = str(inputCol['Product ID'])
if testRedemption in productString or testRedemption2 in productString:
return None
outputCol = inputCol.copy()
keywordID = str(inputCol['Keyword ID'])
adID = str(inputCol['Creative ID'])
outputCol['Keyword ID'] = ''
outputCol['Creative ID'] = ''
testClickDate = inputCol['Singular subscription (Click Date) Conv']
testConvDate = inputCol['Singular subscription (Conv Date) Conv']
outputCol[REVENUE_COL_ADEXTENSION_ID] = inputCol[REVENUE_COL_SL_ID]
# Logic to set proper Keyword ID
if keywordID.find('yj-') >= 0:
outputCol['Keyword'] = keywordID.replace('yj-', '')
else:
values = keywordID.split('_')
length = len(values)
if length == 2:
outputCol['Keyword ID'] = values[0].replace('b-', '')
elif length >= 3:
outputCol['Group ID'] = values[0]
outputCol['Target IDs'] = values[1]
outputCol['Keyword ID'] = values[2]
# Logic to set proper Creative ID
if adID.find('-yjc') >= 0:
values = adID.split('-yjc')[1].split('_')
outputCol['Keyword ID'] = values[1]
outputCol['Match Type'] = values[2].split('-')[0]
outputCol['Device'] = values[2].split('-')[1]
else:
values = adID.split('-')
if len(values) >= 3:
if 'iCloud' in productString:
outputCol['Creative ID'] = values[3]
outputCol['Device'] = values[4]
else:
outputCol['Creative ID'] = values[1]
outputCol['Device'] = values[2]
if testIosDownloads in productString:
if testConvDate != '':
outputCol['APP STORE - iOS Downloads (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APP STORE - iOS Downloads (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APP STORE - iOS Downloads (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APP STORE - iOS Downloads (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testIosInAppPurchases in productString:
if testConvDate != '':
outputCol['APP STORE - iOS InApp Purchases (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APP STORE - iOS InApp Purchases (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APP STORE - iOS InApp Purchases (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APP STORE - iOS InApp Purchases (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testIosRedownloads in productString:
if testConvDate != '':
outputCol['APP STORE - iOS Redownload (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APP STORE - iOS Redownload (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APP STORE - iOS Redownload (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APP STORE - iOS Redownload (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMacDownloads in productString:
if testConvDate != '':
outputCol['APP STORE - Mac Downloads (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APP STORE - Mac Downloads (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APP STORE - Mac Downloads (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APP STORE - Mac Downloads (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMacRedownloads in productString:
if testConvDate != '':
outputCol['APP STORE - Mac Redownload (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APP STORE - Mac Redownload (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APP STORE - Mac Redownload (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APP STORE - Mac Redownload (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMusicSubs in productString:
if testConvDate != '':
outputCol['Music Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Music Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Music Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Music Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMusicRedemptions in productString:
if testConvDate != '':
outputCol['Music Redemption (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Music Redemption (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Music Redemption (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Music Redemption (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMLBSubs in productString:
if testConvDate != '':
outputCol['VIDEO - MLS Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - MLS Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - MLS Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - MLS Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMLSRedemption in productString:
if testConvDate != '':
outputCol['VIDEO - MLS Redemption (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - MLS Redemption (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - MLS Redemption (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - MLS Redemption (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMLSSeasonPass in productString:
if testConvDate != '':
outputCol['VIDEO - MLS Season Pass (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - MLS Season Pass (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - MLS Season Pass (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - MLS Season Pass (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testMLS1MonthPass in productString:
if testConvDate != '':
outputCol['VIDEO - MLS Season Pass 1 Month (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - MLS Season Pass 1 Month (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - MLS Season Pass 1 Month (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - MLS Season Pass 1 Month (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testAppleOneSubs in productString:
if testConvDate != '':
outputCol['Apple One Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Apple One Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testArcadeSubscriptions in productString:
if testConvDate != '':
outputCol['ARCADE - Subscriptions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['ARCADE - Subscriptions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['ARCADE - Subscriptions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['ARCADE - Subscriptions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testAppleVoiceSubs in productString:
if testConvDate != '':
outputCol['Apple Voice Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple Voice Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Apple Voice Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple Voice Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testAudioBook in productString:
if testConvDate != '':
outputCol['Audiobook Purchases (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Audiobook Purchases (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
revenue = inputCol['Singular subscription (Conv Date) Rev']
if revenue == '':
outputCol['Audiobook Purchases - Free (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
else:
outputCol['Audiobook Purchases - Paid (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Audiobook Purchases - Paid (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Audiobook Purchases (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Audiobook Purchases (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
revenue = inputCol['Singular subscription (Click Date) Rev']
if revenue == '':
outputCol['Audiobook Purchases - Free (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
else:
outputCol['Audiobook Purchases - Paid (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Audiobook Purchases - Paid (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testBookPurchases in productString:
if testConvDate != '':
outputCol['Book Purchases (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Book Purchases (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
revenue = inputCol['Singular subscription (Conv Date) Rev']
if revenue == '':
outputCol['Book Purchases - Free (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
else:
outputCol['Book Purchases - Paid (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Book Purchases - Paid (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Book Purchases (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Book Purchases (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
revenue = inputCol['Singular subscription (Click Date) Rev']
if revenue == '':
outputCol['Book Purchases - Free (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
else:
outputCol['Book Purchases - Paid (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Book Purchases - Paid (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testFamily in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Family (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Family (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Family (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Family (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testPremier in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Premier (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Premier (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Premier (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Premier (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testIndividual in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Individual (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Individual (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Individual (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Individual (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testFamily2 in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Family (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Family (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Family (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Family (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testPremier2 in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Premier (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Premier (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Premier (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Premier (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testIndividual2 in productString:
if testConvDate != '':
outputCol['APPLE ONE - Combined (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['APPLE ONE - Combined (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['Apple One - Individual (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Apple One - Individual (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['APPLE ONE - Combined (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['APPLE ONE - Combined (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['Apple One - Individual (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple One - Individual (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testTvPlusSubs in productString:
if testConvDate != '':
outputCol['VIDEO - TVPlus Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - TVPlus Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Acquisitions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Acquisitions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - TVPlus Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - TVPlus Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Acquisitions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Acquisitions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testTvPlusEntitlements in productString:
if testConvDate != '':
outputCol['VIDEO - TVPlus Entitlements (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - TVPlus Entitlements (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Acquisitions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Acquisitions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - TVPlus Entitlements (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - TVPlus Entitlements (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Acquisitions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Acquisitions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testTvSubs in productString:
if testConvDate != '':
outputCol['VIDEO - TV Subscriptions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - TV Subscriptions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Acquisitions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Acquisitions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - TV Subscriptions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - TV Subscriptions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Acquisitions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Acquisitions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testVideoRentals in productString:
if testConvDate != '':
outputCol['VIDEO - Video Rentals (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Video Rentals (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - Video Rentals (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Video Rentals (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testMoviePurchases in productString:
if testConvDate != '':
outputCol['VIDEO - Movie Purchases (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Movie Purchases (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - Movie Purchases (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Movie Purchases (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testTvShowPurchases in productString:
if testConvDate != '':
outputCol['VIDEO - TV Show Purchases (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - TV Show Purchases (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['VIDEO - TV Show Purchases (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - TV Show Purchases (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Transactions (Click Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Transactions (Click Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testNewsSubs in productString:
if testConvDate != '':
outputCol['News Subscriptions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['News Subscriptions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['News Subscriptions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['News Subscriptions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testNewsAmplifySubs in productString:
if testConvDate != '':
outputCol['News Amplify Subscriptions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['News Amplify Subscriptions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['News Amplify Subscriptions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['News Amplify Subscriptions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testPurchase in productString or testPurchase2 in productString:
if testClickDate != '':
outputCol['Apple iCloud Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple iCloud Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
revenue = inputCol['Singular subscription (Click Date) Rev']
if revenue == '':
outputCol['Apple iCloud - Free (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
if revenue != '':
outputCol['Apple iCloud - Paid (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple iCloud - Paid (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if test50GB in productString or test50GBAlternate in productString:
outputCol['Apple iCloud 50GB Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple iCloud 50GB Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if test200GB in productString or test200GBAlternate in productString:
outputCol['Apple iCloud 200GB Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple iCloud 200GB Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if test2000GB in productString or test2000GBAlternate in productString:
outputCol['Apple iCloud 2000GB Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Apple iCloud 2000GB Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if test6TB in productString or test6TBAlternate in productString:
outputCol['iCloud - iCloud 6TB Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['iCloud - iCloud 6TB Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if test12TB in productString or test12TBAlternate in productString:
outputCol['iCloud - iCloud 12TB Sign Up (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['iCloud - iCloud 12TB Sign Up (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testPromotedIosDownloadsIosRedownloads in productString:
if testConvDate != '':
outputCol['Promoted App Installs (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Promoted App Installs (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Promoted App Installs (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Promoted App Installs (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
if testTVPlusAmplifySubscription in productString:
if testConvDate != '':
outputCol['Video - TVPlus Amplify Subscription (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['Video - TVPlus Amplify Subscription (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
outputCol['VIDEO - Acquisitions (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
outputCol['VIDEO - Acquisitions (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']
if testClickDate != '':
outputCol['Video - TVPlus Amplify Subscription (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['Video - TVPlus Amplify Subscription (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
outputCol['VIDEO - Acquisitions (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
outputCol['VIDEO - Acquisitions (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']
return outputCol
#allow for custom output columns
skip_output_validations = True
inputColumn = [
'Date','Keyword ID','Creative ID','Keyword','Match Type','Device','Product ID','Conversions','Revenue','Currency','SL ID',
'APP STORE - Mac Downloads (Click Date) Conv','APP STORE - Mac Downloads (Click Date) Rev','APP STORE - Mac Downloads (Conv Date) Conv','APP STORE - Mac Downloads (Conv Date) Rev',
'APP STORE - Mac Redownload (Click Date) Conv','APP STORE - Mac Redownload (Click Date) Rev','APP STORE - Mac Redownload (Conv Date) Conv','APP STORE - Mac Redownload (Conv Date) Rev',
'APP STORE - iOS Downloads (Click Date) Conv','APP STORE - iOS Downloads (Click Date) Rev','APP STORE - iOS Downloads (Conv Date) Conv','APP STORE - iOS Downloads (Conv Date) Rev',
'APP STORE - iOS InApp Purchases (Click Date) Conv','APP STORE - iOS InApp Purchases (Click Date) Rev','APP STORE - iOS InApp Purchases (Conv Date) Conv','APP STORE - iOS InApp Purchases (Conv Date) Rev',
'APP STORE - iOS Redownload (Click Date) Conv','APP STORE - iOS Redownload (Click Date) Rev','APP STORE - iOS Redownload (Conv Date) Conv','APP STORE - iOS Redownload (Conv Date) Rev',
'APPLE ONE - Combined (Click Date) Conv','APPLE ONE - Combined (Click Date) Rev','APPLE ONE - Combined (Conv Date) Conv','APPLE ONE - Combined (Conv Date) Rev',
'ARCADE - Subscriptions (Click Date) Conv','ARCADE - Subscriptions (Click Date) Rev','ARCADE - Subscriptions (Conv Date) Conv','ARCADE - Subscriptions (Conv Date) Rev',
'Apple One - Family (Click Date) Conv','Apple One - Family (Click Date) Rev','Apple One - Family (Conv Date) Conv','Apple One - Family (Conv Date) Rev',
'Apple One - Individual (Click Date) Conv','Apple One - Individual (Click Date) Rev','Apple One - Individual (Conv Date) Conv','Apple One - Individual (Conv Date) Rev',
'Apple One - Premier (Click Date) Conv','Apple One - Premier (Click Date) Rev','Apple One - Premier (Conv Date) Conv','Apple One - Premier (Conv Date) Rev',
'Apple One Subscription (Click Date) Conv','Apple One Subscription (Click Date) Rev','Apple One Subscription (Conv Date) Conv','Apple One Subscription (Conv Date) Rev',
'Apple Voice Subscription (Click Date) Conv','Apple Voice Subscription (Click Date) Rev','Apple Voice Subscription (Conv Date) Conv','Apple Voice Subscription (Conv Date) Rev',
'Audiobook Purchases (Click Date) Conv','Audiobook Purchases (Click Date) Rev','Audiobook Purchases (Conv Date) Conv','Audiobook Purchases (Conv Date) Rev','Audiobook Purchases - Free (Click Date) Conv','Audiobook Purchases - Free (Click Date) Rev',
'Audiobook Purchases - Free (Conv Date) Conv','Audiobook Purchases - Free (Conv Date) Rev','Audiobook Purchases - Paid (Click Date) Conv','Audiobook Purchases - Paid (Click Date) Rev','Audiobook Purchases - Paid (Conv Date) Conv','Audiobook Purchases - Paid (Conv Date) Rev',
'Book Purchases (Click Date) Conv','Book Purchases (Click Date) Rev','Book Purchases (Conv Date) Conv','Book Purchases (Conv Date) Rev',
'Book Purchases - Free (Click Date) Conv','Book Purchases - Free (Click Date) Rev','Book Purchases - Free (Conv Date) Conv','Book Purchases - Free (Conv Date) Rev',
'Book Purchases - Paid (Click Date) Conv','Book Purchases - Paid (Click Date) Rev','Book Purchases - Paid (Conv Date) Conv','Book Purchases - Paid (Conv Date) Rev',
'Music Redemption (Click Date) Conv','Music Redemption (Click Date) Rev','Music Redemption (Conv Date) Conv','Music Redemption (Conv Date) Rev',
'Music Subscription (Click Date) Conv','Music Subscription (Click Date) Rev','Music Subscription (Conv Date) Conv','Music Subscription (Conv Date) Rev',
'News Amplify Subscriptions (Click Date) Conv','News Amplify Subscriptions (Click Date) Rev','News Amplify Subscriptions (Conv Date) Conv','News Amplify Subscriptions (Conv Date) Rev',
'News Subscriptions (Click Date) Conv','News Subscriptions (Click Date) Rev','News Subscriptions (Conv Date) Conv','News Subscriptions (Conv Date) Rev',
'Promoted App Installs (Click Date) Conv','Promoted App Installs (Click Date) Rev','Promoted App Installs (Conv Date) Conv','Promoted App Installs (Conv Date) Rev',
'Singular - App Open (Click Date) Conv','Singular - App Open (Click Date) Rev','Singular - App Open (Conv Date) Conv','Singular - App Open (Conv Date) Rev',
'Singular subscription (Click Date) Conv','Singular subscription (Click Date) Rev','Singular subscription (Conv Date) Conv','Singular subscription (Conv Date) Rev',
'Tot. (Conv Date) Conv','Tot. (Conv Date) Rev',
'VIDEO - Acquisitions (Click Date) Conv','VIDEO - Acquisitions (Click Date) Rev','VIDEO - Acquisitions (Conv Date) Conv','VIDEO - Acquisitions (Conv Date) Rev',
'VIDEO - MLS Redemption (Click Date) Conv','VIDEO - MLS Redemption (Click Date) Rev','VIDEO - MLS Redemption (Conv Date) Conv','VIDEO - MLS Redemption (Conv Date) Rev',
'VIDEO - MLS Season Pass (Click Date) Conv','VIDEO - MLS Season Pass (Click Date) Rev','VIDEO - MLS Season Pass (Conv Date) Conv','VIDEO - MLS Season Pass (Conv Date) Rev',
'VIDEO - MLS Season Pass 1 Month (Click Date) Conv','VIDEO - MLS Season Pass 1 Month (Click Date) Rev','VIDEO - MLS Season Pass 1 Month (Conv Date) Conv','VIDEO - MLS Season Pass 1 Month (Conv Date) Rev',
'VIDEO - MLS Subscription (Click Date) Conv','VIDEO - MLS Subscription (Click Date) Rev','VIDEO - MLS Subscription (Conv Date) Conv','VIDEO - MLS Subscription (Conv Date) Rev',
'VIDEO - Movie Purchases (Click Date) Conv','VIDEO - Movie Purchases (Click Date) Rev','VIDEO - Movie Purchases (Conv Date) Conv','VIDEO - Movie Purchases (Conv Date) Rev',
'VIDEO - TV Show Purchases (Click Date) Conv','VIDEO - TV Show Purchases (Click Date) Rev','VIDEO - TV Show Purchases (Conv Date) Conv','VIDEO - TV Show Purchases (Conv Date) Rev',
'VIDEO - TV Subscriptions (Click Date) Conv','VIDEO - TV Subscriptions (Click Date) Rev','VIDEO - TV Subscriptions (Conv Date) Conv','VIDEO - TV Subscriptions (Conv Date) Rev',
'VIDEO - TVPlus Entitlements (Click Date) Conv','VIDEO - TVPlus Entitlements (Click Date) Rev','VIDEO - TVPlus Entitlements (Conv Date) Conv','VIDEO - TVPlus Entitlements (Conv Date) Rev',
'VIDEO - TVPlus Subscription (Click Date) Conv','VIDEO - TVPlus Subscription (Click Date) Rev','VIDEO - TVPlus Subscription (Conv Date) Conv','VIDEO - TVPlus Subscription (Conv Date) Rev',
'VIDEO - Transactions (Click Date) Conv','VIDEO - Transactions (Click Date) Rev','VIDEO - Transactions (Conv Date) Conv','VIDEO - Transactions (Conv Date) Rev',
'VIDEO - Video Rentals (Click Date) Conv','VIDEO - Video Rentals (Click Date) Rev','VIDEO - Video Rentals (Conv Date) Conv','VIDEO - Video Rentals (Conv Date) Rev',
'Video - TVPlus Amplify Subscription (Click Date) Conv','Video - TVPlus Amplify Subscription (Click Date) Rev','Video - TVPlus Amplify Subscription (Conv Date) Conv','Video - TVPlus Amplify Subscription (Conv Date) Rev',
'Group ID','Target IDs'
]
# user code start here
processed_df = inputDf[inputColumn].fillna('').apply(try_process_row, axis=1, result_type='expand')
outputColumn = [
'Date','Keyword ID','Creative ID','Keyword','Match Type','Device','Product ID','Conversions','Revenue','Currency','AdExtension ID',
'APP STORE - Mac Downloads (Click Date) Conv','APP STORE - Mac Downloads (Click Date) Rev','APP STORE - Mac Downloads (Conv Date) Conv','APP STORE - Mac Downloads (Conv Date) Rev',
'APP STORE - Mac Redownload (Click Date) Conv','APP STORE - Mac Redownload (Click Date) Rev','APP STORE - Mac Redownload (Conv Date) Conv','APP STORE - Mac Redownload (Conv Date) Rev',
'APP STORE - iOS Downloads (Click Date) Conv','APP STORE - iOS Downloads (Click Date) Rev','APP STORE - iOS Downloads (Conv Date) Conv','APP STORE - iOS Downloads (Conv Date) Rev',
'APP STORE - iOS InApp Purchases (Click Date) Conv','APP STORE - iOS InApp Purchases (Click Date) Rev','APP STORE - iOS InApp Purchases (Conv Date) Conv','APP STORE - iOS InApp Purchases (Conv Date) Rev',
'APP STORE - iOS Redownload (Click Date) Conv','APP STORE - iOS Redownload (Click Date) Rev','APP STORE - iOS Redownload (Conv Date) Conv','APP STORE - iOS Redownload (Conv Date) Rev',
'APPLE ONE - Combined (Click Date) Conv','APPLE ONE - Combined (Click Date) Rev','APPLE ONE - Combined (Conv Date) Conv','APPLE ONE - Combined (Conv Date) Rev',
'ARCADE - Subscriptions (Click Date) Conv','ARCADE - Subscriptions (Click Date) Rev','ARCADE - Subscriptions (Conv Date) Conv','ARCADE - Subscriptions (Conv Date) Rev',
'Apple One - Family (Click Date) Conv','Apple One - Family (Click Date) Rev','Apple One - Family (Conv Date) Conv','Apple One - Family (Conv Date) Rev',
'Apple One - Individual (Click Date) Conv','Apple One - Individual (Click Date) Rev','Apple One - Individual (Conv Date) Conv','Apple One - Individual (Conv Date) Rev',
'Apple One - Premier (Click Date) Conv','Apple One - Premier (Click Date) Rev','Apple One - Premier (Conv Date) Conv','Apple One - Premier (Conv Date) Rev',
'Apple One Subscription (Click Date) Conv','Apple One Subscription (Click Date) Rev','Apple One Subscription (Conv Date) Conv','Apple One Subscription (Conv Date) Rev',
'Apple Voice Subscription (Click Date) Conv','Apple Voice Subscription (Click Date) Rev','Apple Voice Subscription (Conv Date) Conv','Apple Voice Subscription (Conv Date) Rev',
'Audiobook Purchases (Click Date) Conv','Audiobook Purchases (Click Date) Rev','Audiobook Purchases (Conv Date) Conv','Audiobook Purchases (Conv Date) Rev',
'Audiobook Purchases - Free (Click Date) Conv','Audiobook Purchases - Free (Click Date) Rev','Audiobook Purchases - Free (Conv Date) Conv','Audiobook Purchases - Free (Conv Date) Rev',
'Audiobook Purchases - Paid (Click Date) Conv','Audiobook Purchases - Paid (Click Date) Rev','Audiobook Purchases - Paid (Conv Date) Conv','Audiobook Purchases - Paid (Conv Date) Rev',
'Book Purchases (Click Date) Conv','Book Purchases (Click Date) Rev','Book Purchases (Conv Date) Conv','Book Purchases (Conv Date) Rev',
'Book Purchases - Free (Click Date) Conv','Book Purchases - Free (Click Date) Rev','Book Purchases - Free (Conv Date) Conv','Book Purchases - Free (Conv Date) Rev',
'Book Purchases - Paid (Click Date) Conv','Book Purchases - Paid (Click Date) Rev','Book Purchases - Paid (Conv Date) Conv','Book Purchases - Paid (Conv Date) Rev',
'Music Redemption (Click Date) Conv','Music Redemption (Click Date) Rev','Music Redemption (Conv Date) Conv','Music Redemption (Conv Date) Rev',
'Music Subscription (Click Date) Conv','Music Subscription (Click Date) Rev','Music Subscription (Conv Date) Conv','Music Subscription (Conv Date) Rev',
'News Amplify Subscriptions (Click Date) Conv','News Amplify Subscriptions (Click Date) Rev','News Amplify Subscriptions (Conv Date) Conv','News Amplify Subscriptions (Conv Date) Rev',
'News Subscriptions (Click Date) Conv','News Subscriptions (Click Date) Rev','News Subscriptions (Conv Date) Conv','News Subscriptions (Conv Date) Rev',
'Promoted App Installs (Click Date) Conv','Promoted App Installs (Click Date) Rev','Promoted App Installs (Conv Date) Conv','Promoted App Installs (Conv Date) Rev',
'Singular - App Open (Click Date) Conv','Singular - App Open (Click Date) Rev','Singular - App Open (Conv Date) Conv','Singular - App Open (Conv Date) Rev',
'Singular subscription (Click Date) Conv','Singular subscription (Click Date) Rev','Singular subscription (Conv Date) Conv','Singular subscription (Conv Date) Rev',
'Tot. (Conv Date) Conv','Tot. (Conv Date) Rev',
'VIDEO - Acquisitions (Click Date) Conv','VIDEO - Acquisitions (Click Date) Rev','VIDEO - Acquisitions (Conv Date) Conv','VIDEO - Acquisitions (Conv Date) Rev',
'VIDEO - MLS Redemption (Click Date) Conv','VIDEO - MLS Redemption (Click Date) Rev','VIDEO - MLS Redemption (Conv Date) Conv','VIDEO - MLS Redemption (Conv Date) Rev',
'VIDEO - MLS Season Pass (Click Date) Conv','VIDEO - MLS Season Pass (Click Date) Rev','VIDEO - MLS Season Pass (Conv Date) Conv','VIDEO - MLS Season Pass (Conv Date) Rev',
'VIDEO - MLS Season Pass 1 Month (Click Date) Conv','VIDEO - MLS Season Pass 1 Month (Click Date) Rev','VIDEO - MLS Season Pass 1 Month (Conv Date) Conv','VIDEO - MLS Season Pass 1 Month (Conv Date) Rev',
'VIDEO - MLS Subscription (Click Date) Conv','VIDEO - MLS Subscription (Click Date) Rev','VIDEO - MLS Subscription (Conv Date) Conv','VIDEO - MLS Subscription (Conv Date) Rev',
'VIDEO - Movie Purchases (Click Date) Conv','VIDEO - Movie Purchases (Click Date) Rev','VIDEO - Movie Purchases (Conv Date) Conv','VIDEO - Movie Purchases (Conv Date) Rev',
'VIDEO - TV Show Purchases (Click Date) Conv','VIDEO - TV Show Purchases (Click Date) Rev','VIDEO - TV Show Purchases (Conv Date) Conv','VIDEO - TV Show Purchases (Conv Date) Rev',
'VIDEO - TV Subscriptions (Click Date) Conv','VIDEO - TV Subscriptions (Click Date) Rev','VIDEO - TV Subscriptions (Conv Date) Conv','VIDEO - TV Subscriptions (Conv Date) Rev',
'VIDEO - TVPlus Entitlements (Click Date) Conv','VIDEO - TVPlus Entitlements (Click Date) Rev','VIDEO - TVPlus Entitlements (Conv Date) Conv','VIDEO - TVPlus Entitlements (Conv Date) Rev',
'VIDEO - TVPlus Subscription (Click Date) Conv','VIDEO - TVPlus Subscription (Click Date) Rev','VIDEO - TVPlus Subscription (Conv Date) Conv','VIDEO - TVPlus Subscription (Conv Date) Rev',
'VIDEO - Transactions (Click Date) Conv','VIDEO - Transactions (Click Date) Rev','VIDEO - Transactions (Conv Date) Conv','VIDEO - Transactions (Conv Date) Rev','VIDEO - Video Rentals (Click Date) Conv',
'VIDEO - Video Rentals (Click Date) Rev','VIDEO - Video Rentals (Conv Date) Conv','VIDEO - Video Rentals (Conv Date) Rev','Video - TVPlus Amplify Subscription (Click Date) Conv',
'Video - TVPlus Amplify Subscription (Click Date) Rev','Video - TVPlus Amplify Subscription (Conv Date) Conv','Video - TVPlus Amplify Subscription (Conv Date) Rev',
'Apple iCloud Sign Up (Click Date) Conv','Apple iCloud Sign Up (Click Date) Rev','Apple iCloud Sign Up (Conv Date) Conv','Apple iCloud Sign Up (Conv Date) Rev',
'Apple iCloud 50GB Sign Up (Click Date) Conv','Apple iCloud 50GB Sign Up (Click Date) Rev','Apple iCloud 50GB Sign Up (Conv Date) Conv','Apple iCloud 50GB Sign Up (Conv Date) Rev',
'Apple iCloud 200GB Sign Up (Click Date) Conv', 'Apple iCloud 200GB Sign Up (Click Date) Rev', 'Apple iCloud 200GB Sign Up (Conv Date) Conv', 'Apple iCloud 200GB Sign Up (Conv Date) Rev',
'Apple iCloud 2000GB Sign Up (Click Date) Conv', 'Apple iCloud 2000GB Sign Up (Click Date) Rev', 'Apple iCloud 2000GB Sign Up (Conv Date) Conv', 'Apple iCloud 2000GB Sign Up (Conv Date) Rev',
'iCloud - iCloud 6TB Sign Up (Click Date) Conv', 'iCloud - iCloud 6TB Sign Up (Click Date) Rev', 'iCloud - iCloud 6TB Sign Up (Conv Date) Conv' ,'iCloud - iCloud 6TB Sign Up (Conv Date) Rev',
'iCloud - iCloud 12TB Sign Up (Click Date) Conv', 'iCloud - iCloud 12TB Sign Up (Click Date) Rev', 'iCloud - iCloud 12TB Sign Up (Conv Date) Conv', 'iCloud - iCloud 12TB Sign Up (Conv Date) Rev',
'Apple iCloud - Paid (Click Date) Conv', 'Apple iCloud - Paid (Click Date) Rev', 'Apple iCloud - Paid (Conv Date) Conv', 'Apple iCloud - Paid (Conv Date) Rev',
'Apple iCloud - Free (Click Date) Conv', 'Apple iCloud - Free (Click Date) Rev', 'Apple iCloud - Free (Conv Date) Conv', 'Apple iCloud - Free (Conv Date) Rev',
'Group ID','Target IDs']
outputDf = processed_df.dropna(how='all').reindex(columns=outputColumn)
Post generated on 2025-03-11 01:25:51 GMT