Script 1435: AP 77671 revenue backfill

Purpose

The Python script processes and transforms input data related to various digital product transactions, adjusting specific fields based on predefined conditions.

To Elaborate

The script is designed to process a dataset containing information about digital product transactions, such as app downloads, subscriptions, and purchases. It aims to transform and backfill revenue-related data by adjusting specific fields based on certain conditions. The script identifies and modifies fields like Keyword ID, Creative ID, and various product-specific conversion and revenue columns. It uses a series of conditional checks to determine the appropriate values for these fields, ensuring that the output data is correctly formatted and populated. This transformation is crucial for accurate reporting and analysis of revenue data across different digital products and services.

Walking Through the Code

  1. Initialization and Setup
    • The script begins by defining constants for devices and match types, which are used later to categorize data.
    • It initializes the primary data source, inputDf, which contains the transaction data to be processed.
  2. Data Transformation
    • The script creates an output DataFrame, outputDf, by copying relevant columns from inputDf and initializing some columns with default values.
    • A function process_row is defined to process each row of the input data. This function performs several operations:
      • It extracts and processes the Keyword ID and Creative ID fields based on specific patterns.
      • It checks the Product ID field against various predefined strings to determine the type of transaction (e.g., iOS downloads, subscriptions).
      • Depending on the transaction type, it updates the corresponding conversion and revenue fields in the output row.
    • The script applies the process_row function to each row of the input DataFrame, resulting in a transformed DataFrame that is reindexed to match the desired output column order.
  3. User Changeable Parameters
    • The script allows for customization of the input and output columns through the inputColumn and outputColumn lists, enabling users to adjust the data transformation process according to their specific needs.

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 2024-11-12 05:24
> See it in Action

Python Code

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##
## name: AP-77671-revenue-backfill
## description:
##  
## 
## author: Mingxia Wu
## created: 2024-10-11
## 

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_ICLOUD_PURCHASE_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_CONV],
    REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_REV],
    REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_CONV],
    REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_REV],
    REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_CONV: inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_CONV],
    REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_REV: inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_REV],
    REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_CONV: inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_CONV],
    REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_REV: inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_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]
})
# outputDf[REVENUE_COL_DATE] = inputDf[REVENUE_COL_DATE]
# outputDf[REVENUE_COL_CURRENCY] = inputDf[REVENUE_COL_CURRENCY]
# outputDf[REVENUE_COL_DEVICE] = inputDf[REVENUE_COL_DEVICE]
# outputDf[REVENUE_COL_KEYWORD_ID] = inputDf[REVENUE_COL_KEYWORD_ID]
# outputDf[REVENUE_COL_CREATIVE_ID] = inputDf[REVENUE_COL_CREATIVE_ID]
# outputDf[REVENUE_COL_KEYWORD] =  inputDf[REVENUE_COL_KEYWORD]
# outputDf[REVENUE_COL_MATCH_TYPE] = inputDf[REVENUE_COL_MATCH_TYPE]
# outputDf[REVENUE_COL_GROUP_ID] = inputDf[REVENUE_COL_GROUP_ID]
# outputDf[REVENUE_COL_PRODUCT_ID] = inputDf[REVENUE_COL_PRODUCT_ID]
# outputDf[REVENUE_COL_CONVERSIONS] = inputDf[REVENUE_COL_CONVERSIONS]
# outputDf[REVENUE_COL_REVENUE] = inputDf[REVENUE_COL_REVENUE]
# outputDf[REVENUE_COL_TOTAL_CONVERSIONS] = inputDf[REVENUE_COL_TOTAL_CONVERSIONS]
# outputDf[REVENUE_COL_TOTAL_REVENUE] = inputDf[REVENUE_COL_TOTAL_REVENUE]
# outputDf[REVENUE_COL_SL_ID] = inputDf[REVENUE_COL_SL_ID]
# outputDf[REVENUE_COL_ADEXTENSION_ID] = ""
# outputDf[REVENUE_COL_TARGET_IDS] = inputDf[REVENUE_COL_TARGET_IDS]
# outputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_DOWNLOADS_CONV_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_INAPP_PURCHASES_CONV_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__IOS_REDOWNLOAD_CONV_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__MAC_DOWNLOADS_CONV_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_CONV] = inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_REV] = inputDf[REVENUE_COL_APP_STORE__MAC_REDOWNLOAD_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ICLOUD_PURCHASE_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ICLOUD_REDEMPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__COMBINED_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__FAMILY_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__INDIVIDUAL_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE__PREMIER_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_ONE_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_APPLE_VOICE_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_ARCADE__SUBSCRIPTIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CLICK_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES_CONV_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CLICK_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__FREE_CONV_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CLICK_DATE_REV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_CONV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_CONV]
# outputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_REV] = inputDf[REVENUE_COL_AUDIOBOOK_PURCHASES__PAID_CONV_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES_CLICK_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES_CONV_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CLICK_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES__FREE_CONV_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CLICK_DATE_REV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_CONV] = inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_CONV]
# outputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_REV] = inputDf[REVENUE_COL_BOOK_PURCHASES__PAID_CONV_DATE_REV]
# outputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_MUSIC_REDEMPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_MUSIC_REDEMPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_MUSIC_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_NEWS_AMPLIFY_SUBSCRIPTIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_NEWS_SUBSCRIPTIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_REV] = inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_CONV] = inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_REV] = inputDf[REVENUE_COL_PROMOTED_APP_INSTALLS_CONV_DATE_REV]
# outputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_CONV] = inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_REV] = inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CLICK_DATE_REV]
# outputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_CONV] = inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_CONV]
# outputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_REV] = inputDf[REVENUE_COL_SINGULAR__APP_OPEN_CONV_DATE_REV]
# outputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_SINGULAR_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__ACQUISITIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_REDEMPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SEASON_PASS_1_MONTH_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MLS_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__MOVIE_PURCHASES_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TRANSACTIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TV_SHOW_PURCHASES_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TV_SUBSCRIPTIONS_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_AMPLIFY_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_ENTITLEMENTS_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__TVPLUS_SUBSCRIPTION_CONV_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_REV] = inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CLICK_DATE_REV]
# outputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_CONV] = inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_CONV]
# outputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_REV] = inputDf[REVENUE_COL_VIDEO__VIDEO_RENTALS_CONV_DATE_REV]


def process_row(inputCol):
    outputCol = inputCol.copy() 
    keywordID = str(inputCol['Keyword ID'])
    adID = str(inputCol['Creative ID'])
    productString = str(inputCol['Product ID'])
    outputCol['Keyword ID'] = ''
    outputCol['Creative ID']  = ''

    testClickDate = inputCol['Singular subscription (Click Date) Conv']
    testConvDate = inputCol['Singular subscription (Conv Date) Conv']

    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 = '&adamid=1608220330'
    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'
    #testRedemption = 'iCloud%20Redemption'
    testRedemption = '&adamid=6449562876'
    testPromotedIosDownloadsIosRedownloads = '&adamid=1598433714'
    testTVPlusAmplifySubscription = 'TVPlus Amplify Subscription'

    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:
            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:
      if testConvDate != '':
        outputCol['Apple iCloud Purchase (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
        outputCol['Apple iCloud Purchase (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']

      if testClickDate != '':
        outputCol['Apple iCloud Purchase (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
        outputCol['Apple iCloud Purchase (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']

    if testPurchase2 in productString:
      if testConvDate != '':
        outputCol['Apple iCloud Purchase (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
        outputCol['Apple iCloud Purchase (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']

      if testClickDate != '':
        outputCol['Apple iCloud Purchase (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
        outputCol['Apple iCloud Purchase (Click Date) Rev'] = inputCol['Singular subscription (Click Date) Rev']

    if testRedemption in productString:
      if testConvDate != '':
        outputCol['Apple iCloud Redemption (Conv Date) Conv'] = inputCol['Singular subscription (Conv Date) Conv']
        outputCol['Apple iCloud Redemption (Conv Date) Rev'] = inputCol['Singular subscription (Conv Date) Rev']

      if testClickDate != '':
        outputCol['Apple iCloud Redemption (Click Date) Conv'] = inputCol['Singular subscription (Click Date) Conv']
        outputCol['Apple iCloud Redemption (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','Apple iCloud Purchase (Click Date) Conv','Apple iCloud Purchase (Click Date) Rev','Apple iCloud Purchase (Conv Date) Conv','Apple iCloud Purchase (Conv Date) Rev','Apple iCloud Redemption (Click Date) Conv','Apple iCloud Redemption (Click Date) Rev','Apple iCloud Redemption (Conv Date) Conv','Apple iCloud Redemption (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(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','Apple iCloud Purchase (Click Date) Conv','Apple iCloud Purchase (Click Date) Rev','Apple iCloud Purchase (Conv Date) Conv','Apple iCloud Purchase (Conv Date) Rev','Apple iCloud Redemption (Click Date) Conv','Apple iCloud Redemption (Click Date) Rev','Apple iCloud Redemption (Conv Date) Conv','Apple iCloud Redemption (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'
]
outputDf = processed_df.reindex(columns=outputColumn)

Post generated on 2024-11-27 06:58:46 GMT

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