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248 lines
10 KiB
Python
248 lines
10 KiB
Python
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# Parse Stripe payment info via exported payments.csv files
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import sys
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from datetime import tzinfo, timedelta, datetime
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# TODO: use stripe_customers.csv to match payments to our db data
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# Stripe file format
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# id,Description,Created (UTC),Amount,Amount Refunded,Currency,Converted Amount,Converted Amount Refunded,Fee,Tax,Converted Currency,Mode,Status,Statement Description,Customer ID,Customer Description,Customer Email,Captured,Card Last4,Card Brand,Card Funding,Card Exp Month,Card Exp Year,Card Name,Card Address Line1,Card Address Line2,Card Address City,Card Address State,Card Address Country,Card Address Zip,Card Issue Country,Card Fingerprint,Card CVC Status,Card AVS Zip Status,Card AVS Line1 Status,Disputed Amount,Dispute Status,Dispute Reason,Dispute Date (UTC),Dispute Evidence Due (UTC),Invoice ID,productID (metadata),userID (metadata),gems (metadata),timestamp (metadata)
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def getGemCounts(paymentsFile):
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gems = {}
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with open(paymentsFile) as f:
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first = True
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for line in f:
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if first:
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first = False
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else:
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data = line.split(',')
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amount = int(float(data[3]) * 100)
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status = data[12]
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statementDescription = data[13]
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if status == 'Paid' and not statementDescription == 'Sub':
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if not amount in gems:
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gems[amount] = 1
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else:
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gems[amount] += 1
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return gems
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def getSubCounts(paymentsFile):
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subs = {}
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with open(paymentsFile) as f:
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first = True
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for line in f:
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if first:
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first = False
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else:
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data = line.split(',')
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# created = data[2]
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amount = int(float(data[3]) * 100)
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# amountRefunded = int(float(data[4]) * 100)
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# mode = data[11]
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status = data[12]
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statementDescription = data[13]
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# Look for status = 'Paid', and statementDescription = 'Sub'
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# print "{0}\t{1}\t{2}\t{3}\t{4}\t{5}".format(created, amount, amountRefunded, mode, status, statementDescription)
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if status == 'Paid' and statementDescription == 'Sub':
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if not amount in subs:
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subs[amount] = 1
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else:
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subs[amount] += 1
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return subs
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def getHoCPriceConversionRates(paymentsFile):
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# Show counts from Mixpanel
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prices = {
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'399': {
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# 'start': datetime(2014, 12, 12, 3, 21),
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# 'end': datetime(2014, 12, 13, 17, 30),
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'Show subscription modal': 31157,
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'Finished subscription purchase': 0
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},
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'599': {
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# 'start': datetime(2014, 12, 9, 14, 23),
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# 'end': datetime(2014, 12, 11, 0, 34),
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'Show subscription modal': 31044,
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'Finished subscription purchase': 0
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},
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'999': {
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# 'start': datetime(2014, 9, 1),
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# 'end': datetime(2014, 12, 9, 14, 23),
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# 'start2': datetime(2014, 12, 11, 0, 34),
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# 'end2': datetime(2014, 12, 12, 3, 21),
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# 'start3': datetime(2014, 12, 13, 17, 30),
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'Show subscription modal': 45343,
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'Finished subscription purchase': 0
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},
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'1499': {
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# 'start': datetime(2014, 12, 11, 1),
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# 'end': datetime(2014, 12, 12, 3, 21),
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'Show subscription modal': 19519,
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'Finished subscription purchase': 0
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}
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}
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# TODO: may be one 1499 sale
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priceTest = {
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'ch_158LyeKaReE7xLUdnt0m9pjb': True,
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'ch_158OPLKaReE7xLUdcqYQ5qst': True,
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'ch_158jkBKaReE7xLUd305I3WBy': True
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}
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# Find 'Finished subscription purchase' event from Stripe data
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startDate = datetime(2014, 12, 8)
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endDate = datetime(2014, 12, 14)
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print startDate, 'to', endDate
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with open(paymentsFile) as f:
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first = True
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for line in f:
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if first:
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first = False
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else:
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data = line.split(',')
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paymentID = data[0]
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created = data[2] # 2014-12-14 06:01
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createdDate = datetime(int(created[0:4]), int(created[5:7]), int(created[8:10]), int(created[11:13]), int(created[14:16]))
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if createdDate < startDate or createdDate >= endDate:
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continue
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if paymentID in priceTest:
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amount = 1499
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else:
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amount = int(float(data[3]) * 100)
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amountStr = str(amount)
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# amountRefunded = int(float(data[4]) * 100)
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# mode = data[11]
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status = data[12]
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statementDescription = data[13]
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# Look for status = 'Paid', and statementDescription = 'Sub'
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# print "{0}\t{1}\t{2}\t{3}\t{4}\t{5}".format(created, amount, amountRefunded, mode, status, statementDescription)
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if status == 'Paid' and statementDescription == 'Sub':
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prices[amountStr]['Finished subscription purchase'] += 1
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# Calculate conversion rates
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for key, item in prices.iteritems():
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item['Conversion Rate'] = float(item['Finished subscription purchase']) / item['Show subscription modal']
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item['Value Per User'] = float(item['Finished subscription purchase']) / item['Show subscription modal'] * int(key)
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return prices
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def getPreHoCPriceConversionRates(paymentsFile):
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# Pre-HoC but after full stop paywall in forest
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# Show count from Mixpanel
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prices = {
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'999': {
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'Show subscription modal': 3447,
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'Finished subscription purchase': 0
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}
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}
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# Find 'Finished subscription purchase' event from Stripe data
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startDate = datetime(2014, 12, 6)
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endDate = datetime(2014, 12, 8)
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print startDate, 'to', endDate
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with open(paymentsFile) as f:
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first = True
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for line in f:
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if first:
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first = False
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else:
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data = line.split(',')
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paymentID = data[0]
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created = data[2] # 2014-12-14 06:01
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createdDate = datetime(int(created[0:4]), int(created[5:7]), int(created[8:10]), int(created[11:13]), int(created[14:16]))
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if createdDate < startDate or createdDate >= endDate:
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continue
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amount = int(float(data[3]) * 100)
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amountStr = str(amount)
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status = data[12]
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statementDescription = data[13]
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if status == 'Paid' and statementDescription == 'Sub':
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prices[amountStr]['Finished subscription purchase'] += 1
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# Calculate conversion rates
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for key, item in prices.iteritems():
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item['Conversion Rate'] = float(item['Finished subscription purchase']) / item['Show subscription modal']
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item['Value Per User'] = float(item['Finished subscription purchase']) / item['Show subscription modal'] * int(key)
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return prices
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def getPostHoCPriceConversionRates(paymentsFile):
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# Pre-HoC but after full stop paywall in forest
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# Show count from Mixpanel
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prices = {
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'999': {
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'Show subscription modal': 2935,
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'Finished subscription purchase': 0
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}
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}
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# Find 'Finished subscription purchase' event from Stripe data
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startDate = datetime(2014, 12, 14)
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endDate = datetime(2014, 12, 15)
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print startDate, 'to', endDate
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with open(paymentsFile) as f:
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first = True
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for line in f:
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if first:
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first = False
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else:
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data = line.split(',')
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paymentID = data[0]
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created = data[2] # 2014-12-14 06:01
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createdDate = datetime(int(created[0:4]), int(created[5:7]), int(created[8:10]), int(created[11:13]), int(created[14:16]))
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if createdDate < startDate or createdDate >= endDate:
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continue
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amount = int(float(data[3]) * 100)
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amountStr = str(amount)
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status = data[12]
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statementDescription = data[13]
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if status == 'Paid' and statementDescription == 'Sub':
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prices[amountStr]['Finished subscription purchase'] += 1
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# Calculate conversion rates
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for key, item in prices.iteritems():
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item['Conversion Rate'] = float(item['Finished subscription purchase']) / item['Show subscription modal']
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item['Value Per User'] = float(item['Finished subscription purchase']) / item['Show subscription modal'] * int(key)
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return prices
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if __name__ == '__main__':
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paymentsFile = 'stripe_payments.csv'
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if len(sys.argv) is 2:
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paymentsFile = sys.argv[1]
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print 'Processing', paymentsFile
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print 'Subs'
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print getSubCounts(paymentsFile)
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print 'Gems'
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print getGemCounts(paymentsFile)
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print 'Pre-HoC Conversion Rates'
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priceConversionRates = getPreHoCPriceConversionRates(paymentsFile)
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print 'Price, converted, shown, conversion rate, value per user'
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for key, item in priceConversionRates.iteritems():
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print key, item['Finished subscription purchase'], item['Show subscription modal'], "%.4f%%" % (item['Conversion Rate'] * 100), "%.4f cents" % (item['Conversion Rate'] * int(key))
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print 'HoC Conversion Rates'
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priceConversionRates = getHoCPriceConversionRates(paymentsFile)
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print 'Price, converted, shown, conversion rate, value per user'
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for key, item in priceConversionRates.iteritems():
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print key, item['Finished subscription purchase'], item['Show subscription modal'], "%.4f%%" % (item['Conversion Rate'] * 100), "%.4f cents" % (item['Conversion Rate'] * int(key))
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print 'Post-HoC Conversion Rates'
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priceConversionRates = getPostHoCPriceConversionRates(paymentsFile)
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print 'Price, converted, shown, conversion rate, value per user'
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for key, item in priceConversionRates.iteritems():
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print key, item['Finished subscription purchase'], item['Show subscription modal'], "%.4f%%" % (item['Conversion Rate'] * 100), "%.4f cents" % (item['Conversion Rate'] * int(key))
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