Sample_size_determination.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample Size Determination in A/B Testing\n",
    "\n",
    "**The Nosh Mish Mosh is a recipe and ingredient meal delivery service. They ship the raw materials and people get to cook it at their home!**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Here they have collected customer data for the past week.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "customer_visits = [{'purchased': False, 'clickedthrough': True, 'id': 83421, 'moneyspent': 0, 'name': u'Michael Todd'}, {'purchased': False, 'clickedthrough': True, 'id': 46042, 'moneyspent': 0, 'name': u'Brianna Harmon'}, {'purchased': False, 'clickedthrough': False, 'id': 23766, 'moneyspent': 0, 'name': u'Mario Arnold'}, {'purchased': False, 'clickedthrough': False, 'id': 20859, 'moneyspent': 0, 'name': u'Paul Quinn'}, {'purchased': False, 'clickedthrough': True, 'id': 57771, 'moneyspent': 0, 'name': u'Jerome Moore'}, {'purchased': False, 'clickedthrough': True, 'id': 28993, 'moneyspent': 0, 'name': u'Mark Smith'}, {'purchased': True, 'clickedthrough': True, 'id': 15153, 'moneyspent': 39.01, 'name': u'Jacob Harmon'}, {'purchased': False, 'clickedthrough': False, 'id': 29596, 'moneyspent': 0, 'name': u'Curtis Blanchard'}, {'purchased': True, 'clickedthrough': True, 'id': 74271, 'moneyspent': 10.16, 'name': u'Wayne Potter'}, {'purchased': False, 'clickedthrough': True, 'id': 22627, 'moneyspent': 0, 'name': u'Andrew King'}, {'purchased': False, 'clickedthrough': True, 'id': 88286, 'moneyspent': 0, 'name': u'Brian Marshall'}, {'purchased': False, 'clickedthrough': True, 'id': 66112, 'moneyspent': 0, 'name': u'Nicole Bryan'}, {'purchased': False, 'clickedthrough': False, 'id': 60595, 'moneyspent': 0, 'name': u'Samuel Beck'}, {'purchased': False, 'clickedthrough': True, 'id': 10659, 'moneyspent': 0, 'name': u'Dawn Wallace'}, {'purchased': True, 'clickedthrough': True, 'id': 83489, 'moneyspent': 36.88, 'name': u'Jimmy Carrillo'}, {'purchased': False, 'clickedthrough': True, 'id': 44105, 'moneyspent': 0, 'name': u'Darren Mays'}, {'purchased': True, 'clickedthrough': True, 'id': 33246, 'moneyspent': 23.41, 'name': u'Kara Davis'}, {'purchased': False, 'clickedthrough': True, 'id': 62000, 'moneyspent': 0, 'name': u'Nancy Malone'}, {'purchased': False, 'clickedthrough': False, 'id': 18815, 'moneyspent': 0, 'name': u'Nancy Richmond'}, {'purchased': True, 'clickedthrough': True, 'id': 29847, 'moneyspent': 33.49, 'name': u'Mr. Brett Roberts'}, {'purchased': False, 'clickedthrough': False, 'id': 56146, 'moneyspent': 0, 'name': u'Angie Jones'}, {'purchased': False, 'clickedthrough': True, 'id': 94926, 'moneyspent': 0, 'name': u'Daniel Dixon'}, {'purchased': False, 'clickedthrough': False, 'id': 90193, 'moneyspent': 0, 'name': u'William Franco'}, {'purchased': True, 'clickedthrough': True, 'id': 44561, 'moneyspent': 27.76, 'name': u'Christine Osborne'}, {'purchased': False, 'clickedthrough': True, 'id': 94588, 'moneyspent': 0, 'name': u'Ronald Wright'}, {'purchased': False, 'clickedthrough': True, 'id': 75120, 'moneyspent': 0, 'name': u'Steven Paul'}, {'purchased': False, 'clickedthrough': True, 'id': 93822, 'moneyspent': 0, 'name': u'Danielle Cobb'}, {'purchased': False, 'clickedthrough': True, 'id': 74829, 'moneyspent': 0, 'name': u'Lindsey Haynes'}, {'purchased': False, 'clickedthrough': False, 'id': 33271, 'moneyspent': 0, 'name': u'Lawrence Walker'}, {'purchased': False, 'clickedthrough': True, 'id': 68272, 'moneyspent': 0, 'name': u'Jay Simmons'}, {'purchased': False, 'clickedthrough': False, 'id': 65093, 'moneyspent': 0, 'name': u'Jamie Cardenas'}, {'purchased': False, 'clickedthrough': False, 'id': 81074, 'moneyspent': 0, 'name': u'Ryan Miller'}, {'purchased': False, 'clickedthrough': False, 'id': 11639, 'moneyspent': 0, 'name': u'Kevin Hunter'}, {'purchased': True, 'clickedthrough': True, 'id': 98741, 'moneyspent': 38.6, 'name': u'John Terry MD'}, {'purchased': False, 'clickedthrough': True, 'id': 94756, 'moneyspent': 0, 'name': u'Brenda Jenkins'}, {'purchased': False, 'clickedthrough': True, 'id': 42182, 'moneyspent': 0, 'name': u'Martin Weiss'}, {'purchased': False, 'clickedthrough': True, 'id': 10861, 'moneyspent': 0, 'name': u'Timothy Vasquez'}, {'purchased': False, 'clickedthrough': True, 'id': 53861, 'moneyspent': 0, 'name': u'Lisa Rodriguez'}, {'purchased': False, 'clickedthrough': False, 'id': 52206, 'moneyspent': 0, 'name': u'Anna Burton'}, {'purchased': True, 'clickedthrough': True, 'id': 65040, 'moneyspent': 18.46, 'name': u'Tonya Lane'}, {'purchased': False, 'clickedthrough': False, 'id': 92545, 'moneyspent': 0, 'name': u'Adam Pena'}, {'purchased': False, 'clickedthrough': False, 'id': 22744, 'moneyspent': 0, 'name': u'Michael Harmon'}, {'purchased': False, 'clickedthrough': True, 'id': 99548, 'moneyspent': 0, 'name': u'Jeanette Martin'}, {'purchased': True, 'clickedthrough': True, 'id': 82600, 'moneyspent': 28.9, 'name': u'Megan Chapman'}, {'purchased': False, 'clickedthrough': False, 'id': 69140, 'moneyspent': 0, 'name': u'Michael Hill'}, {'purchased': False, 'clickedthrough': True, 'id': 63803, 'moneyspent': 0, 'name': u'Adam Houston'}, {'purchased': False, 'clickedthrough': True, 'id': 14586, 'moneyspent': 0, 'name': u'Travis Shelton'}, {'purchased': True, 'clickedthrough': True, 'id': 27137, 'moneyspent': 32.53, 'name': u'Eduardo Gillespie DVM'}, {'purchased': False, 'clickedthrough': False, 'id': 54610, 'moneyspent': 0, 'name': u'Crystal Hammond'}, {'purchased': False, 'clickedthrough': False, 'id': 51343, 'moneyspent': 0, 'name': u'George Mata'}, {'purchased': False, 'clickedthrough': True, 'id': 53428, 'moneyspent': 0, 'name': u'Theresa Hebert'}, {'purchased': False, 'clickedthrough': True, 'id': 15189, 'moneyspent': 0, 'name': u'Katherine Clarke'}, {'purchased': False, 'clickedthrough': True, 'id': 96920, 'moneyspent': 0, 'name': u'Angela Silva'}, {'purchased': False, 'clickedthrough': False, 'id': 27274, 'moneyspent': 0, 'name': u'Teresa Henderson'}, {'purchased': True, 'clickedthrough': True, 'id': 78341, 'moneyspent': 7.35, 'name': u'Brian Vasquez'}, {'purchased': False, 'clickedthrough': False, 'id': 55502, 'moneyspent': 0, 'name': u'Carrie Clarke'}, {'purchased': False, 'clickedthrough': True, 'id': 68081, 'moneyspent': 0, 'name': u'Walter Marquez'}, {'purchased': False, 'clickedthrough': True, 'id': 94418, 'moneyspent': 0, 'name': u'Shelby Hicks'}, {'purchased': False, 'clickedthrough': True, 'id': 90470, 'moneyspent': 0, 'name': u'Elizabeth James'}, {'purchased': False, 'clickedthrough': False, 'id': 75069, 'moneyspent': 0, 'name': u'Ashley Barron'}, {'purchased': False, 'clickedthrough': True, 'id': 19094, 'moneyspent': 0, 'name': u'Christopher Vazquez'}, {'purchased': True, 'clickedthrough': True, 'id': 42697, 'moneyspent': 14.81, 'name': u'Marie Williams'}, {'purchased': False, 'clickedthrough': False, 'id': 81395, 'moneyspent': 0, 'name': u'Derrick Johnson'}, {'purchased': False, 'clickedthrough': False, 'id': 17617, 'moneyspent': 0, 'name': u'Andrew Williamson'}, {'purchased': False, 'clickedthrough': False, 'id': 83382, 'moneyspent': 0, 'name': u'Sean Holt'}, {'purchased': False, 'clickedthrough': False, 'id': 30454, 'moneyspent': 0, 'name': u'Richard Williamson'}, {'purchased': False, 'clickedthrough': False, 'id': 41262, 'moneyspent': 0, 'name': u'Joseph Mcclure'}, {'purchased': False, 'clickedthrough': True, 'id': 85205, 'moneyspent': 0, 'name': u'Julie Robertson'}, {'purchased': False, 'clickedthrough': True, 'id': 61766, 'moneyspent': 0, 'name': u'Nathaniel Ramirez'}, {'purchased': False, 'clickedthrough': False, 'id': 21737, 'moneyspent': 0, 'name': u'Samantha Tran'}, {'purchased': False, 'clickedthrough': False, 'id': 85859, 'moneyspent': 0, 'name': u'Donald Martinez'}, {'purchased': False, 'clickedthrough': True, 'id': 51141, 'moneyspent': 0, 'name': u'Jasmine Davis'}, {'purchased': False, 'clickedthrough': False, 'id': 64934, 'moneyspent': 0, 'name': u'Bruce Pierce'}, {'purchased': False, 'clickedthrough': True, 'id': 69804, 'moneyspent': 0, 'name': u'Joseph Bailey'}, {'purchased': False, 'clickedthrough': True, 'id': 35659, 'moneyspent': 0, 'name': u'Jasmine Hester'}, {'purchased': True, 'clickedthrough': True, 'id': 88382, 'moneyspent': 27.57, 'name': u'Cynthia Reynolds'}, {'purchased': True, 'clickedthrough': True, 'id': 99851, 'moneyspent': 15.34, 'name': u'Stephen Mccall'}, {'purchased': False, 'clickedthrough': True, 'id': 70970, 'moneyspent': 0, 'name': u'Bradley Park'}, {'purchased': False, 'clickedthrough': False, 'id': 11803, 'moneyspent': 0, 'name': u'Kyle Smith'}, {'purchased': False, 'clickedthrough': False, 'id': 45422, 'moneyspent': 0, 'name': u'Shelby Ford'}, {'purchased': False, 'clickedthrough': False, 'id': 41088, 'moneyspent': 0, 'name': u'Jennifer Fernandez'}, {'purchased': False, 'clickedthrough': True, 'id': 70766, 'moneyspent': 0, 'name': u'Alejandro Perez'}, {'purchased': False, 'clickedthrough': True, 'id': 54807, 'moneyspent': 0, 'name': u'Chad Snyder'}, {'purchased': False, 'clickedthrough': False, 'id': 32418, 'moneyspent': 0, 'name': u'Elizabeth Adams'}, {'purchased': False, 'clickedthrough': False, 'id': 79746, 'moneyspent': 0, 'name': u'John Miller'}, {'purchased': False, 'clickedthrough': True, 'id': 31778, 'moneyspent': 0, 'name': u'Patrick Ford'}, {'purchased': False, 'clickedthrough': False, 'id': 94094, 'moneyspent': 0, 'name': u'Edward Valdez'}, {'purchased': False, 'clickedthrough': False, 'id': 56900, 'moneyspent': 0, 'name': u'Michael Aguilar'}, {'purchased': False, 'clickedthrough': True, 'id': 79915, 'moneyspent': 0, 'name': u'Tara Cooper'}, {'purchased': False, 'clickedthrough': False, 'id': 66018, 'moneyspent': 0, 'name': u'Garrett Schultz'}, {'purchased': False, 'clickedthrough': True, 'id': 54315, 'moneyspent': 0, 'name': u'Edward Smith'}, {'purchased': False, 'clickedthrough': True, 'id': 93718, 'moneyspent': 0, 'name': u'Betty Richardson DDS'}, {'purchased': False, 'clickedthrough': True, 'id': 70526, 'moneyspent': 0, 'name': u'Jacqueline Mitchell'}, {'purchased': False, 'clickedthrough': False, 'id': 64919, 'moneyspent': 0, 'name': u'Dennis Miles'}, {'purchased': False, 'clickedthrough': True, 'id': 16956, 'moneyspent': 0, 'name': u'Amanda Hamilton'}, {'purchased': False, 'clickedthrough': True, 'id': 87570, 'moneyspent': 0, 'name': u'Deanna Reilly'}, {'purchased': False, 'clickedthrough': True, 'id': 12295, 'moneyspent': 0, 'name': u'Crystal Cruz'}, {'purchased': False, 'clickedthrough': False, 'id': 65227, 'moneyspent': 0, 'name': u'Jerry Strickland'}, {'purchased': False, 'clickedthrough': True, 'id': 94736, 'moneyspent': 0, 'name': u'Abigail Durham'}, {'purchased': False, 'clickedthrough': True, 'id': 52641, 'moneyspent': 0, 'name': u'Emily George'}, {'purchased': False, 'clickedthrough': False, 'id': 14706, 'moneyspent': 0, 'name': u'Jesus Schmidt'}, {'purchased': False, 'clickedthrough': True, 'id': 24306, 'moneyspent': 0, 'name': u'Jennifer Ellis'}, {'purchased': False, 'clickedthrough': False, 'id': 44168, 'moneyspent': 0, 'name': u'Edward Evans'}, {'purchased': False, 'clickedthrough': True, 'id': 11658, 'moneyspent': 0, 'name': u'Lance Pitts'}, {'purchased': False, 'clickedthrough': False, 'id': 98508, 'moneyspent': 0, 'name': u'Sean Gray'}, {'purchased': False, 'clickedthrough': False, 'id': 46763, 'moneyspent': 0, 'name': u'Matthew Sosa'}, {'purchased': True, 'clickedthrough': True, 'id': 16737, 'moneyspent': 19.75, 'name': u'Deborah Abbott'}, {'purchased': False, 'clickedthrough': False, 'id': 81657, 'moneyspent': 0, 'name': u'Michelle Byrd'}, {'purchased': False, 'clickedthrough': False, 'id': 97211, 'moneyspent': 0, 'name': u'Colin Colon'}, {'purchased': False, 'clickedthrough': False, 'id': 98224, 'moneyspent': 0, 'name': u'Rose Miranda'}, {'purchased': False, 'clickedthrough': False, 'id': 91076, 'moneyspent': 0, 'name': u'Ashley Schultz'}, {'purchased': False, 'clickedthrough': True, 'id': 93812, 'moneyspent': 0, 'name': u'Mariah King'}, {'purchased': False, 'clickedthrough': False, 'id': 41588, 'moneyspent': 0, 'name': u'Heather Mclean'}, {'purchased': False, 'clickedthrough': False, 'id': 17888, 'moneyspent': 0, 'name': u'Jacqueline Quinn'}, {'purchased': False, 'clickedthrough': False, 'id': 34787, 'moneyspent': 0, 'name': u'Christian Lambert'}, {'purchased': True, 'clickedthrough': True, 'id': 43643, 'moneyspent': 13.25, 'name': u'Kayla Woodard DVM'}, {'purchased': False, 'clickedthrough': True, 'id': 43941, 'moneyspent': 0, 'name': u'Nicole Cox'}, {'purchased': False, 'clickedthrough': False, 'id': 55727, 'moneyspent': 0, 'name': u'David Arroyo'}, {'purchased': False, 'clickedthrough': False, 'id': 88751, 'moneyspent': 0, 'name': u'Jason Barnett'}, {'purchased': False, 'clickedthrough': True, 'id': 82268, 'moneyspent': 0, 'name': u'Stacey Harris'}, {'purchased': False, 'clickedthrough': False, 'id': 65405, 'moneyspent': 0, 'name': u'Amanda Rollins'}, {'purchased': False, 'clickedthrough': True, 'id': 95163, 'moneyspent': 0, 'name': u'Gabriela Anderson'}, {'purchased': False, 'clickedthrough': False, 'id': 28204, 'moneyspent': 0, 'name': u'Brandon Thompson'}, {'purchased': False, 'clickedthrough': False, 'id': 98640, 'moneyspent': 0, 'name': u'Austin Robles'}, {'purchased': False, 'clickedthrough': False, 'id': 56373, 'moneyspent': 0, 'name': u'Kenneth Hicks'}, {'purchased': False, 'clickedthrough': False, 'id': 13098, 'moneyspent': 0, 'name': u'Natalie Flores'}, {'purchased': False, 'clickedthrough': False, 'id': 43106, 'moneyspent': 0, 'name': u'Timothy Carr'}, {'purchased': True, 'clickedthrough': True, 'id': 58794, 'moneyspent': 23.41, 'name': u'William Jackson'}, {'purchased': False, 'clickedthrough': False, 'id': 65504, 'moneyspent': 0, 'name': u'Brian Hill'}, {'purchased': True, 'clickedthrough': True, 'id': 41269, 'moneyspent': 25.97, 'name': u'James Jackson'}, {'purchased': False, 'clickedthrough': False, 'id': 28525, 'moneyspent': 0, 'name': u'Gregory Craig'}, {'purchased': False, 'clickedthrough': True, 'id': 27632, 'moneyspent': 0, 'name': u'David Campbell'}, {'purchased': False, 'clickedthrough': True, 'id': 51069, 'moneyspent': 0, 'name': u'Michelle Bradley'}, {'purchased': False, 'clickedthrough': False, 'id': 75376, 'moneyspent': 0, 'name': u'Joann Williamson'}, {'purchased': False, 'clickedthrough': True, 'id': 68859, 'moneyspent': 0, 'name': u'Stephanie Carter'}, {'purchased': False, 'clickedthrough': False, 'id': 21812, 'moneyspent': 0, 'name': u'James Oliver'}, {'purchased': False, 'clickedthrough': True, 'id': 10908, 'moneyspent': 0, 'name': u'Priscilla Sanders'}, {'purchased': False, 'clickedthrough': True, 'id': 71219, 'moneyspent': 0, 'name': u'Heidi Olsen'}, {'purchased': True, 'clickedthrough': True, 'id': 33704, 'moneyspent': 9.72, 'name': u'John Reeves'}, {'purchased': True, 'clickedthrough': True, 'id': 12068, 'moneyspent': 9.29, 'name': u'Nathan Todd'}, {'purchased': True, 'clickedthrough': True, 'id': 63934, 'moneyspent': 24.32, 'name': u'Christopher Costa'}, {'purchased': False, 'clickedthrough': False, 'id': 67530, 'moneyspent': 0, 'name': u'Michele King'}, {'purchased': True, 'clickedthrough': True, 'id': 27158, 'moneyspent': 41.78, 'name': u'Eddie Rhodes'}, {'purchased': False, 'clickedthrough': True, 'id': 10475, 'moneyspent': 0, 'name': u'Breanna Murillo'}, {'purchased': True, 'clickedthrough': True, 'id': 20270, 'moneyspent': 36.0, 'name': u'Bethany Luna'}, {'purchased': False, 'clickedthrough': False, 'id': 67855, 'moneyspent': 0, 'name': u'Kaitlyn Richardson'}, {'purchased': False, 'clickedthrough': False, 'id': 66585, 'moneyspent': 0, 'name': u'Arthur Schmitt'}, {'purchased': True, 'clickedthrough': True, 'id': 76525, 'moneyspent': 24.11, 'name': u'Christine Anderson'}, {'purchased': False, 'clickedthrough': False, 'id': 61659, 'moneyspent': 0, 'name': u'Susan Brown'}, {'purchased': True, 'clickedthrough': True, 'id': 50612, 'moneyspent': 41.62, 'name': u'Julian Moreno'}, {'purchased': False, 'clickedthrough': False, 'id': 83878, 'moneyspent': 0, 'name': u'Elizabeth Foster'}, {'purchased': False, 'clickedthrough': True, 'id': 71029, 'moneyspent': 0, 'name': u'Todd Reynolds'}, {'purchased': False, 'clickedthrough': False, 'id': 11310, 'moneyspent': 0, 'name': u'Danielle Savage'}, {'purchased': False, 'clickedthrough': False, 'id': 78539, 'moneyspent': 0, 'name': u'Shannon Cox'}, {'purchased': False, 'clickedthrough': False, 'id': 64145, 'moneyspent': 0, 'name': u'Diana Morgan'}, {'purchased': True, 'clickedthrough': True, 'id': 34188, 'moneyspent': 33.7, 'name': u'Jeffrey Lewis'}, {'purchased': True, 'clickedthrough': True, 'id': 97226, 'moneyspent': 36.69, 'name': u'Jason Ayala'}, {'purchased': False, 'clickedthrough': True, 'id': 11979, 'moneyspent': 0, 'name': u'Edward Carlson'}, {'purchased': False, 'clickedthrough': False, 'id': 30678, 'moneyspent': 0, 'name': u'Christopher Lewis'}, {'purchased': False, 'clickedthrough': False, 'id': 78049, 'moneyspent': 0, 'name': u'Vanessa Simpson'}, {'purchased': False, 'clickedthrough': False, 'id': 23617, 'moneyspent': 0, 'name': u'Tara Reynolds'}, {'purchased': False, 'clickedthrough': True, 'id': 63394, 'moneyspent': 0, 'name': u'Heidi Haas'}, {'purchased': False, 'clickedthrough': True, 'id': 58395, 'moneyspent': 0, 'name': u'Breanna Munoz'}, {'purchased': False, 'clickedthrough': True, 'id': 40579, 'moneyspent': 0, 'name': u'Thomas Nash'}, {'purchased': False, 'clickedthrough': True, 'id': 85584, 'moneyspent': 0, 'name': u'Steven Roy'}, {'purchased': False, 'clickedthrough': False, 'id': 64760, 'moneyspent': 0, 'name': u'Alicia Matthews DDS'}, {'purchased': False, 'clickedthrough': True, 'id': 70407, 'moneyspent': 0, 'name': u'William Wilson'}, {'purchased': True, 'clickedthrough': True, 'id': 59854, 'moneyspent': 31.73, 'name': u'Dustin Lozano'}, {'purchased': True, 'clickedthrough': True, 'id': 72720, 'moneyspent': 43.25, 'name': u'Rhonda Roberts'}, {'purchased': False, 'clickedthrough': False, 'id': 28429, 'moneyspent': 0, 'name': u'Maxwell Norton'}, {'purchased': False, 'clickedthrough': False, 'id': 65447, 'moneyspent': 0, 'name': u'Wendy Wilkinson'}, {'purchased': False, 'clickedthrough': False, 'id': 58949, 'moneyspent': 0, 'name': u'Megan Stone'}, {'purchased': False, 'clickedthrough': True, 'id': 85423, 'moneyspent': 0, 'name': u'Andrew Francis'}, {'purchased': False, 'clickedthrough': False, 'id': 84687, 'moneyspent': 0, 'name': u'Jeremy Allison'}, {'purchased': True, 'clickedthrough': True, 'id': 93768, 'moneyspent': 27.93, 'name': u'Brian Bell'}, {'purchased': False, 'clickedthrough': False, 'id': 52864, 'moneyspent': 0, 'name': u'Morgan Garcia'}, {'purchased': False, 'clickedthrough': True, 'id': 21532, 'moneyspent': 0, 'name': u'Douglas Perez'}, {'purchased': False, 'clickedthrough': True, 'id': 73726, 'moneyspent': 0, 'name': u'Anthony Mccall'}, {'purchased': False, 'clickedthrough': True, 'id': 89626, 'moneyspent': 0, 'name': u'Samuel Brown'}, {'purchased': True, 'clickedthrough': True, 'id': 26287, 'moneyspent': 8.02, 'name': u'Ray Martinez'}, {'purchased': False, 'clickedthrough': True, 'id': 55955, 'moneyspent': 0, 'name': u'Lisa Irwin'}, {'purchased': False, 'clickedthrough': True, 'id': 35130, 'moneyspent': 0, 'name': u'Evan Sullivan'}, {'purchased': False, 'clickedthrough': True, 'id': 39133, 'moneyspent': 0, 'name': u'Brendan Vang'}, {'purchased': False, 'clickedthrough': True, 'id': 99047, 'moneyspent': 0, 'name': u'Stephanie Hughes'}, {'purchased': True, 'clickedthrough': True, 'id': 18592, 'moneyspent': 18.63, 'name': u'David Schwartz'}, {'purchased': False, 'clickedthrough': False, 'id': 84093, 'moneyspent': 0, 'name': u'William Cummings'}, {'purchased': False, 'clickedthrough': True, 'id': 18940, 'moneyspent': 0, 'name': u'Rose Whitehead'}, {'purchased': True, 'clickedthrough': True, 'id': 93396, 'moneyspent': 32.3, 'name': u'Alyssa Floyd'}, {'purchased': False, 'clickedthrough': False, 'id': 76152, 'moneyspent': 0, 'name': u'David Becker'}, {'purchased': False, 'clickedthrough': True, 'id': 40080, 'moneyspent': 0, 'name': u'Paige Barnes'}, {'purchased': False, 'clickedthrough': False, 'id': 17613, 'moneyspent': 0, 'name': u'Drew Flores IV'}, {'purchased': False, 'clickedthrough': True, 'id': 19314, 'moneyspent': 0, 'name': u'Elizabeth Flynn DDS'}, {'purchased': True, 'clickedthrough': True, 'id': 37651, 'moneyspent': 38.58, 'name': u'Brandon York'}, {'purchased': False, 'clickedthrough': False, 'id': 22201, 'moneyspent': 0, 'name': u'Gregory Duncan'}, {'purchased': False, 'clickedthrough': True, 'id': 35718, 'moneyspent': 0, 'name': u'Christopher Lewis'}, {'purchased': False, 'clickedthrough': False, 'id': 35033, 'moneyspent': 0, 'name': u'Charlotte Greene'}, {'purchased': False, 'clickedthrough': False, 'id': 53207, 'moneyspent': 0, 'name': u'Latasha Summers'}, {'purchased': False, 'clickedthrough': True, 'id': 93438, 'moneyspent': 0, 'name': u'Martin Rodriguez'}, {'purchased': False, 'clickedthrough': False, 'id': 82572, 'moneyspent': 0, 'name': u'Emily Carrillo'}, {'purchased': False, 'clickedthrough': False, 'id': 92655, 'moneyspent': 0, 'name': u'David Russell'}, {'purchased': False, 'clickedthrough': True, 'id': 91730, 'moneyspent': 0, 'name': u'Dawn Bond'}, {'purchased': False, 'clickedthrough': True, 'id': 89907, 'moneyspent': 0, 'name': u'Tricia Martinez'}, {'purchased': 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'moneyspent': 0, 'name': u'Raymond Hamilton'}, {'purchased': True, 'clickedthrough': True, 'id': 99190, 'moneyspent': 37.42, 'name': u'Patrick Wilson'}, {'purchased': False, 'clickedthrough': False, 'id': 12366, 'moneyspent': 0, 'name': u'Steven Suarez'}, {'purchased': False, 'clickedthrough': True, 'id': 75492, 'moneyspent': 0, 'name': u'Corey Ward'}, {'purchased': True, 'clickedthrough': True, 'id': 78145, 'moneyspent': 20.56, 'name': u'Ian Castaneda'}, {'purchased': True, 'clickedthrough': True, 'id': 51332, 'moneyspent': 39.39, 'name': u'Scott Rosales'}, {'purchased': True, 'clickedthrough': True, 'id': 11924, 'moneyspent': 16.22, 'name': u'Megan Hernandez'}, {'purchased': False, 'clickedthrough': True, 'id': 63050, 'moneyspent': 0, 'name': u'Erica Morris'}, {'purchased': False, 'clickedthrough': True, 'id': 96446, 'moneyspent': 0, 'name': u'Kelly Hebert'}, {'purchased': False, 'clickedthrough': False, 'id': 80227, 'moneyspent': 0, 'name': u'Nicholas Fernandez'}, {'purchased': False, 'clickedthrough': False, 'id': 19968, 'moneyspent': 0, 'name': u'Tanner Garrett'}, {'purchased': False, 'clickedthrough': False, 'id': 82033, 'moneyspent': 0, 'name': u'Kathleen Hudson'}, {'purchased': False, 'clickedthrough': False, 'id': 27420, 'moneyspent': 0, 'name': u'Melody Delgado'}, {'purchased': False, 'clickedthrough': True, 'id': 63575, 'moneyspent': 0, 'name': u'Michael Carlson'}, {'purchased': False, 'clickedthrough': False, 'id': 72892, 'moneyspent': 0, 'name': u'James Ward'}, {'purchased': False, 'clickedthrough': True, 'id': 50187, 'moneyspent': 0, 'name': u'Kimberly Brown'}, {'purchased': False, 'clickedthrough': True, 'id': 51526, 'moneyspent': 0, 'name': u'Beth Richardson'}, {'purchased': False, 'clickedthrough': False, 'id': 33661, 'moneyspent': 0, 'name': u'Brandon Hall'}, {'purchased': False, 'clickedthrough': True, 'id': 39216, 'moneyspent': 0, 'name': u'Christopher Davidson'}, {'purchased': False, 'clickedthrough': True, 'id': 47164, 'moneyspent': 0, 'name': u'Jessica Waters'}, {'purchased': False, 'clickedthrough': True, 'id': 15277, 'moneyspent': 0, 'name': u'Jeffrey Reed'}, {'purchased': False, 'clickedthrough': True, 'id': 46295, 'moneyspent': 0, 'name': u'Nicole Wright'}, {'purchased': False, 'clickedthrough': False, 'id': 15045, 'moneyspent': 0, 'name': u'Kimberly Clark'}, {'purchased': False, 'clickedthrough': False, 'id': 31747, 'moneyspent': 0, 'name': u'Raymond Moore'}, {'purchased': False, 'clickedthrough': False, 'id': 73528, 'moneyspent': 0, 'name': u'Sabrina Potts'}, {'purchased': False, 'clickedthrough': False, 'id': 97374, 'moneyspent': 0, 'name': u'Donald Herman'}, {'purchased': False, 'clickedthrough': True, 'id': 71635, 'moneyspent': 0, 'name': u'Steven Cooper'}, {'purchased': False, 'clickedthrough': False, 'id': 30831, 'moneyspent': 0, 'name': u'Kathryn Harris DDS'}, {'purchased': False, 'clickedthrough': True, 'id': 83061, 'moneyspent': 0, 'name': u'Holly David DDS'}, {'purchased': False, 'clickedthrough': True, 'id': 38254, 'moneyspent': 0, 'name': u'Tyler Wilson'}, {'purchased': False, 'clickedthrough': True, 'id': 63879, 'moneyspent': 0, 'name': u'Shane Bowen'}, {'purchased': True, 'clickedthrough': True, 'id': 52323, 'moneyspent': 20.03, 'name': u'Jennifer Weiss'}, {'purchased': False, 'clickedthrough': True, 'id': 76849, 'moneyspent': 0, 'name': u'Allison Johnson'}, {'purchased': False, 'clickedthrough': True, 'id': 80756, 'moneyspent': 0, 'name': u'Brenda Kerr'}, {'purchased': False, 'clickedthrough': False, 'id': 14052, 'moneyspent': 0, 'name': u'Molly Bautista'}, {'purchased': True, 'clickedthrough': True, 'id': 84737, 'moneyspent': 14.33, 'name': u'James Brooks'}, {'purchased': True, 'clickedthrough': True, 'id': 85695, 'moneyspent': 21.12, 'name': u'Leslie Gonzalez'}, {'purchased': False, 'clickedthrough': False, 'id': 95132, 'moneyspent': 0, 'name': u'James Coleman'}, {'purchased': False, 'clickedthrough': True, 'id': 97115, 'moneyspent': 0, 'name': u'Maria Johns MD'}, {'purchased': False, 'clickedthrough': True, 'id': 62025, 'moneyspent': 0, 'name': u'Jennifer Cervantes'}, {'purchased': False, 'clickedthrough': True, 'id': 14937, 'moneyspent': 0, 'name': u'Karen Jensen'}, {'purchased': False, 'clickedthrough': False, 'id': 48926, 'moneyspent': 0, 'name': u'John Reed'}, {'purchased': False, 'clickedthrough': False, 'id': 19450, 'moneyspent': 0, 'name': u'Craig Anderson'}, {'purchased': False, 'clickedthrough': False, 'id': 15073, 'moneyspent': 0, 'name': u'Alyssa Johnston PhD'}, {'purchased': False, 'clickedthrough': False, 'id': 22088, 'moneyspent': 0, 'name': u'Cheryl Smith'}, {'purchased': False, 'clickedthrough': True, 'id': 51416, 'moneyspent': 0, 'name': u'Steven Martin'}, {'purchased': False, 'clickedthrough': False, 'id': 43922, 'moneyspent': 0, 'name': u'Howard Barker'}, {'purchased': False, 'clickedthrough': False, 'id': 96403, 'moneyspent': 0, 'name': u'Steven Hoffman'}, {'purchased': True, 'clickedthrough': True, 'id': 21327, 'moneyspent': 22.93, 'name': u'Anthony Weaver'}, {'purchased': False, 'clickedthrough': True, 'id': 63726, 'moneyspent': 0, 'name': u'Leonard Parker'}, {'purchased': False, 'clickedthrough': True, 'id': 99766, 'moneyspent': 0, 'name': u'Luke Moore'}, {'purchased': False, 'clickedthrough': True, 'id': 27502, 'moneyspent': 0, 'name': u'Thomas Calhoun'}, {'purchased': False, 'clickedthrough': False, 'id': 14198, 'moneyspent': 0, 'name': u'Andrea Ware'}, {'purchased': False, 'clickedthrough': False, 'id': 75190, 'moneyspent': 0, 'name': u'Jason Wheeler'}, {'purchased': False, 'clickedthrough': False, 'id': 31930, 'moneyspent': 0, 'name': u'Trevor Franklin'}, {'purchased': True, 'clickedthrough': True, 'id': 45099, 'moneyspent': 11.72, 'name': u'Laura Chan'}, {'purchased': False, 'clickedthrough': False, 'id': 63784, 'moneyspent': 0, 'name': u'William Robles'}, {'purchased': False, 'clickedthrough': True, 'id': 27207, 'moneyspent': 0, 'name': u'Crystal Wheeler'}, {'purchased': True, 'clickedthrough': True, 'id': 38479, 'moneyspent': 32.66, 'name': u'Janet Sanders'}, {'purchased': False, 'clickedthrough': True, 'id': 18936, 'moneyspent': 0, 'name': u'Tina Myers'}, {'purchased': False, 'clickedthrough': False, 'id': 61147, 'moneyspent': 0, 'name': u'Tim Jones'}, {'purchased': True, 'clickedthrough': True, 'id': 97786, 'moneyspent': 8.31, 'name': u'Mr. Ryan Roberson'}, {'purchased': False, 'clickedthrough': True, 'id': 55741, 'moneyspent': 0, 'name': u'Amber Mcconnell'}, {'purchased': False, 'clickedthrough': True, 'id': 12230, 'moneyspent': 0, 'name': u'Nicole Young'}, {'purchased': False, 'clickedthrough': False, 'id': 89039, 'moneyspent': 0, 'name': u'Jessica Sosa'}, {'purchased': False, 'clickedthrough': True, 'id': 29244, 'moneyspent': 0, 'name': u'Hector Stanton'}, {'purchased': False, 'clickedthrough': False, 'id': 18958, 'moneyspent': 0, 'name': u'Katherine Rose'}, {'purchased': False, 'clickedthrough': False, 'id': 22665, 'moneyspent': 0, 'name': u'Ryan Gonzales'}, {'purchased': False, 'clickedthrough': False, 'id': 55513, 'moneyspent': 0, 'name': u'Steven Davis'}, {'purchased': False, 'clickedthrough': True, 'id': 12716, 'moneyspent': 0, 'name': u'Troy Flynn'}, {'purchased': True, 'clickedthrough': True, 'id': 95164, 'moneyspent': 22.19, 'name': u'Christine Ho'}, {'purchased': False, 'clickedthrough': True, 'id': 29399, 'moneyspent': 0, 'name': u'Stacy Spence'}, {'purchased': True, 'clickedthrough': True, 'id': 49176, 'moneyspent': 43.04, 'name': u'Curtis Hernandez'}, {'purchased': False, 'clickedthrough': True, 'id': 90278, 'moneyspent': 0, 'name': u'Kathryn Adams'}, {'purchased': True, 'clickedthrough': True, 'id': 55298, 'moneyspent': 15.89, 'name': u'Carl Burns'}, {'purchased': True, 'clickedthrough': True, 'id': 18964, 'moneyspent': 35.35, 'name': u'Jeffery Jackson'}, {'purchased': False, 'clickedthrough': True, 'id': 76590, 'moneyspent': 0, 'name': u'Katrina Garcia'}, {'purchased': False, 'clickedthrough': False, 'id': 50170, 'moneyspent': 0, 'name': u'Charles Nelson'}, {'purchased': False, 'clickedthrough': False, 'id': 37181, 'moneyspent': 0, 'name': u'Grant Pena'}, {'purchased': False, 'clickedthrough': False, 'id': 15578, 'moneyspent': 0, 'name': u'Jesus Waters'}, {'purchased': False, 'clickedthrough': False, 'id': 25113, 'moneyspent': 0, 'name': u'Jason Moore'}, {'purchased': False, 'clickedthrough': False, 'id': 60531, 'moneyspent': 0, 'name': u'Robert Thompson'}, {'purchased': True, 'clickedthrough': True, 'id': 54777, 'moneyspent': 42.04, 'name': u'Timothy Hoffman'}, {'purchased': False, 'clickedthrough': True, 'id': 68915, 'moneyspent': 0, 'name': u'Nicole Obrien'}, {'purchased': True, 'clickedthrough': True, 'id': 45628, 'moneyspent': 26.13, 'name': u'Breanna Parks'}, {'purchased': True, 'clickedthrough': True, 'id': 10694, 'moneyspent': 36.56, 'name': u'Bradley Hill'}, {'purchased': False, 'clickedthrough': True, 'id': 31868, 'moneyspent': 0, 'name': u'Julie Turner'}, {'purchased': True, 'clickedthrough': True, 'id': 60425, 'moneyspent': 11.37, 'name': u'Karen Frazier'}, {'purchased': True, 'clickedthrough': True, 'id': 40456, 'moneyspent': 28.29, 'name': u'Angela Adkins'}, {'purchased': False, 'clickedthrough': False, 'id': 60463, 'moneyspent': 0, 'name': u'Kevin Turner'}, {'purchased': False, 'clickedthrough': True, 'id': 18137, 'moneyspent': 0, 'name': u'John Martinez'}, {'purchased': False, 'clickedthrough': False, 'id': 79300, 'moneyspent': 0, 'name': u'Michael Small'}, {'purchased': True, 'clickedthrough': True, 'id': 48773, 'moneyspent': 37.38, 'name': u'James Goodman'}, {'purchased': True, 'clickedthrough': True, 'id': 26287, 'moneyspent': 12.91, 'name': u'Brenda Fields'}, {'purchased': False, 'clickedthrough': True, 'id': 31398, 'moneyspent': 0, 'name': u'Ray Mcbride'}, {'purchased': False, 'clickedthrough': False, 'id': 71857, 'moneyspent': 0, 'name': u'Dennis Thornton'}, {'purchased': False, 'clickedthrough': False, 'id': 73005, 'moneyspent': 0, 'name': u'Jordan Howard'}, {'purchased': True, 'clickedthrough': True, 'id': 80204, 'moneyspent': 30.73, 'name': u'Kara Dixon'}, {'purchased': True, 'clickedthrough': True, 'id': 89419, 'moneyspent': 44.59, 'name': u'Adam Thompson'}, {'purchased': False, 'clickedthrough': False, 'id': 63103, 'moneyspent': 0, 'name': u'Barbara Oconnor'}, {'purchased': False, 'clickedthrough': True, 'id': 71777, 'moneyspent': 0, 'name': u'Elizabeth Anderson'}, {'purchased': False, 'clickedthrough': True, 'id': 36282, 'moneyspent': 0, 'name': u'Sherry Sims'}, {'purchased': False, 'clickedthrough': True, 'id': 29864, 'moneyspent': 0, 'name': u'Robert Thompson'}, {'purchased': False, 'clickedthrough': True, 'id': 93579, 'moneyspent': 0, 'name': u'James Cooper'}, {'purchased': False, 'clickedthrough': False, 'id': 17559, 'moneyspent': 0, 'name': u'Deborah Chapman'}, {'purchased': True, 'clickedthrough': True, 'id': 42822, 'moneyspent': 38.53, 'name': u'Aaron Hamilton'}, {'purchased': False, 'clickedthrough': False, 'id': 15092, 'moneyspent': 0, 'name': u'Ashley Mccormick'}, {'purchased': False, 'clickedthrough': True, 'id': 52548, 'moneyspent': 0, 'name': u'Lisa Martinez'}, {'purchased': False, 'clickedthrough': True, 'id': 75509, 'moneyspent': 0, 'name': u'Billy Porter'}, {'purchased': False, 'clickedthrough': True, 'id': 15998, 'moneyspent': 0, 'name': u'David Johnson'}, {'purchased': False, 'clickedthrough': False, 'id': 98100, 'moneyspent': 0, 'name': u'Megan Pearson'}, {'purchased': False, 'clickedthrough': False, 'id': 16077, 'moneyspent': 0, 'name': u'Bryan Wallace'}, {'purchased': True, 'clickedthrough': True, 'id': 29577, 'moneyspent': 25.52, 'name': u'Alec Lewis'}, {'purchased': False, 'clickedthrough': False, 'id': 18685, 'moneyspent': 0, 'name': u'John Smith'}, {'purchased': False, 'clickedthrough': True, 'id': 27933, 'moneyspent': 0, 'name': u'Joshua Spears'}]\n",
    "purchasing_customers = [{'purchased': True, 'clickedthrough': True, 'id': 15153, 'moneyspent': 39.01, 'name': u'Jacob Harmon'}, {'purchased': True, 'clickedthrough': True, 'id': 74271, 'moneyspent': 10.16, 'name': u'Wayne Potter'}, {'purchased': True, 'clickedthrough': True, 'id': 83489, 'moneyspent': 36.88, 'name': u'Jimmy Carrillo'}, {'purchased': True, 'clickedthrough': True, 'id': 33246, 'moneyspent': 23.41, 'name': u'Kara Davis'}, {'purchased': True, 'clickedthrough': True, 'id': 29847, 'moneyspent': 33.49, 'name': u'Mr. Brett Roberts'}, {'purchased': True, 'clickedthrough': True, 'id': 44561, 'moneyspent': 27.76, 'name': u'Christine Osborne'}, {'purchased': True, 'clickedthrough': True, 'id': 98741, 'moneyspent': 38.6, 'name': u'John Terry MD'}, {'purchased': True, 'clickedthrough': True, 'id': 65040, 'moneyspent': 18.46, 'name': u'Tonya Lane'}, {'purchased': True, 'clickedthrough': True, 'id': 82600, 'moneyspent': 28.9, 'name': u'Megan Chapman'}, {'purchased': True, 'clickedthrough': True, 'id': 27137, 'moneyspent': 32.53, 'name': u'Eduardo Gillespie DVM'}, {'purchased': True, 'clickedthrough': True, 'id': 78341, 'moneyspent': 7.35, 'name': u'Brian Vasquez'}, {'purchased': True, 'clickedthrough': True, 'id': 42697, 'moneyspent': 14.81, 'name': u'Marie Williams'}, {'purchased': True, 'clickedthrough': True, 'id': 88382, 'moneyspent': 27.57, 'name': u'Cynthia Reynolds'}, {'purchased': True, 'clickedthrough': True, 'id': 99851, 'moneyspent': 15.34, 'name': u'Stephen Mccall'}, {'purchased': True, 'clickedthrough': True, 'id': 16737, 'moneyspent': 19.75, 'name': u'Deborah Abbott'}, {'purchased': True, 'clickedthrough': True, 'id': 43643, 'moneyspent': 13.25, 'name': u'Kayla Woodard DVM'}, {'purchased': True, 'clickedthrough': True, 'id': 58794, 'moneyspent': 23.41, 'name': u'William Jackson'}, {'purchased': True, 'clickedthrough': True, 'id': 41269, 'moneyspent': 25.97, 'name': u'James Jackson'}, {'purchased': True, 'clickedthrough': True, 'id': 33704, 'moneyspent': 9.72, 'name': u'John Reeves'}, {'purchased': True, 'clickedthrough': True, 'id': 12068, 'moneyspent': 9.29, 'name': u'Nathan Todd'}, {'purchased': True, 'clickedthrough': True, 'id': 63934, 'moneyspent': 24.32, 'name': u'Christopher Costa'}, {'purchased': True, 'clickedthrough': True, 'id': 27158, 'moneyspent': 41.78, 'name': u'Eddie Rhodes'}, {'purchased': True, 'clickedthrough': True, 'id': 20270, 'moneyspent': 36.0, 'name': u'Bethany Luna'}, {'purchased': True, 'clickedthrough': True, 'id': 76525, 'moneyspent': 24.11, 'name': u'Christine Anderson'}, {'purchased': True, 'clickedthrough': True, 'id': 50612, 'moneyspent': 41.62, 'name': u'Julian Moreno'}, {'purchased': True, 'clickedthrough': True, 'id': 34188, 'moneyspent': 33.7, 'name': u'Jeffrey Lewis'}, {'purchased': True, 'clickedthrough': True, 'id': 97226, 'moneyspent': 36.69, 'name': u'Jason Ayala'}, {'purchased': True, 'clickedthrough': True, 'id': 59854, 'moneyspent': 31.73, 'name': u'Dustin Lozano'}, {'purchased': True, 'clickedthrough': True, 'id': 72720, 'moneyspent': 43.25, 'name': u'Rhonda Roberts'}, {'purchased': True, 'clickedthrough': True, 'id': 93768, 'moneyspent': 27.93, 'name': u'Brian Bell'}, {'purchased': True, 'clickedthrough': True, 'id': 26287, 'moneyspent': 8.02, 'name': u'Ray Martinez'}, {'purchased': True, 'clickedthrough': True, 'id': 18592, 'moneyspent': 18.63, 'name': u'David Schwartz'}, {'purchased': True, 'clickedthrough': True, 'id': 93396, 'moneyspent': 32.3, 'name': u'Alyssa Floyd'}, {'purchased': True, 'clickedthrough': True, 'id': 37651, 'moneyspent': 38.58, 'name': u'Brandon York'}, {'purchased': True, 'clickedthrough': True, 'id': 49057, 'moneyspent': 15.19, 'name': u'Jamie Howard'}, {'purchased': True, 'clickedthrough': True, 'id': 11813, 'moneyspent': 8.25, 'name': u'Robert Brown'}, {'purchased': True, 'clickedthrough': True, 'id': 63406, 'moneyspent': 41.19, 'name': u'Teresa Martin'}, {'purchased': True, 'clickedthrough': True, 'id': 27116, 'moneyspent': 32.47, 'name': u'Debra Elliott'}, {'purchased': True, 'clickedthrough': True, 'id': 31684, 'moneyspent': 36.79, 'name': u'Randy Garza'}, {'purchased': True, 'clickedthrough': True, 'id': 39389, 'moneyspent': 42.25, 'name': u'David Martinez'}, {'purchased': True, 'clickedthrough': True, 'id': 86851, 'moneyspent': 10.66, 'name': u'Brandon Young'}, {'purchased': True, 'clickedthrough': True, 'id': 40319, 'moneyspent': 43.61, 'name': u'Cory Sheppard'}, {'purchased': True, 'clickedthrough': True, 'id': 74692, 'moneyspent': 22.63, 'name': u'Anthony Rojas'}, {'purchased': True, 'clickedthrough': True, 'id': 75289, 'moneyspent': 34.35, 'name': u'Michael Hale'}, {'purchased': True, 'clickedthrough': True, 'id': 82406, 'moneyspent': 34.74, 'name': u'Michelle Rodriguez'}, {'purchased': True, 'clickedthrough': True, 'id': 16999, 'moneyspent': 42.38, 'name': u'Michael Gordon'}, {'purchased': True, 'clickedthrough': True, 'id': 84774, 'moneyspent': 30.83, 'name': u'Edward Alvarado'}, {'purchased': True, 'clickedthrough': True, 'id': 11283, 'moneyspent': 33.53, 'name': u'Danielle Garcia'}, {'purchased': True, 'clickedthrough': True, 'id': 72460, 'moneyspent': 42.93, 'name': u'Alexa Jones'}, {'purchased': True, 'clickedthrough': True, 'id': 83537, 'moneyspent': 7.65, 'name': u'Colton Sanders'}, {'purchased': True, 'clickedthrough': True, 'id': 15207, 'moneyspent': 12.08, 'name': u'Jacob Smith'}, {'purchased': True, 'clickedthrough': True, 'id': 20500, 'moneyspent': 42.57, 'name': u'Kristen Russell'}, {'purchased': True, 'clickedthrough': True, 'id': 27754, 'moneyspent': 22.25, 'name': u'Nicole Murphy'}, {'purchased': True, 'clickedthrough': True, 'id': 16681, 'moneyspent': 39.89, 'name': u'Megan Stephenson'}, {'purchased': True, 'clickedthrough': True, 'id': 37316, 'moneyspent': 23.34, 'name': u'Shane Martin'}, {'purchased': True, 'clickedthrough': True, 'id': 86687, 'moneyspent': 8.23, 'name': u'Megan Chapman'}, {'purchased': True, 'clickedthrough': True, 'id': 69448, 'moneyspent': 19.65, 'name': u'Elizabeth Hernandez'}, {'purchased': True, 'clickedthrough': True, 'id': 76935, 'moneyspent': 44.75, 'name': u'Jacob Anderson'}, {'purchased': True, 'clickedthrough': True, 'id': 20830, 'moneyspent': 15.11, 'name': u'Laurie Parks'}, {'purchased': True, 'clickedthrough': True, 'id': 38217, 'moneyspent': 16.31, 'name': u'Kathleen Curtis'}, {'purchased': True, 'clickedthrough': True, 'id': 32143, 'moneyspent': 12.66, 'name': u'Patrick Campbell'}, {'purchased': True, 'clickedthrough': True, 'id': 74723, 'moneyspent': 13.18, 'name': u'Casey Robinson'}, {'purchased': True, 'clickedthrough': True, 'id': 55714, 'moneyspent': 27.22, 'name': u'Steven Huerta'}, {'purchased': True, 'clickedthrough': True, 'id': 38991, 'moneyspent': 16.15, 'name': u'Antonio Page'}, {'purchased': True, 'clickedthrough': True, 'id': 48727, 'moneyspent': 14.6, 'name': u'Mark Manning'}, {'purchased': True, 'clickedthrough': True, 'id': 83641, 'moneyspent': 29.42, 'name': u'Brandy Guzman'}, {'purchased': True, 'clickedthrough': True, 'id': 98022, 'moneyspent': 42.17, 'name': u'Mrs. Carol Moon'}, {'purchased': True, 'clickedthrough': True, 'id': 99190, 'moneyspent': 37.42, 'name': u'Patrick Wilson'}, {'purchased': True, 'clickedthrough': True, 'id': 78145, 'moneyspent': 20.56, 'name': u'Ian Castaneda'}, {'purchased': True, 'clickedthrough': True, 'id': 51332, 'moneyspent': 39.39, 'name': u'Scott Rosales'}, {'purchased': True, 'clickedthrough': True, 'id': 11924, 'moneyspent': 16.22, 'name': u'Megan Hernandez'}, {'purchased': True, 'clickedthrough': True, 'id': 52323, 'moneyspent': 20.03, 'name': u'Jennifer Weiss'}, {'purchased': True, 'clickedthrough': True, 'id': 84737, 'moneyspent': 14.33, 'name': u'James Brooks'}, {'purchased': True, 'clickedthrough': True, 'id': 85695, 'moneyspent': 21.12, 'name': u'Leslie Gonzalez'}, {'purchased': True, 'clickedthrough': True, 'id': 21327, 'moneyspent': 22.93, 'name': u'Anthony Weaver'}, {'purchased': True, 'clickedthrough': True, 'id': 45099, 'moneyspent': 11.72, 'name': u'Laura Chan'}, {'purchased': True, 'clickedthrough': True, 'id': 38479, 'moneyspent': 32.66, 'name': u'Janet Sanders'}, {'purchased': True, 'clickedthrough': True, 'id': 97786, 'moneyspent': 8.31, 'name': u'Mr. Ryan Roberson'}, {'purchased': True, 'clickedthrough': True, 'id': 95164, 'moneyspent': 22.19, 'name': u'Christine Ho'}, {'purchased': True, 'clickedthrough': True, 'id': 49176, 'moneyspent': 43.04, 'name': u'Curtis Hernandez'}, {'purchased': True, 'clickedthrough': True, 'id': 55298, 'moneyspent': 15.89, 'name': u'Carl Burns'}, {'purchased': True, 'clickedthrough': True, 'id': 18964, 'moneyspent': 35.35, 'name': u'Jeffery Jackson'}, {'purchased': True, 'clickedthrough': True, 'id': 54777, 'moneyspent': 42.04, 'name': u'Timothy Hoffman'}, {'purchased': True, 'clickedthrough': True, 'id': 45628, 'moneyspent': 26.13, 'name': u'Breanna Parks'}, {'purchased': True, 'clickedthrough': True, 'id': 10694, 'moneyspent': 36.56, 'name': u'Bradley Hill'}, {'purchased': True, 'clickedthrough': True, 'id': 60425, 'moneyspent': 11.37, 'name': u'Karen Frazier'}, {'purchased': True, 'clickedthrough': True, 'id': 40456, 'moneyspent': 28.29, 'name': u'Angela Adkins'}, {'purchased': True, 'clickedthrough': True, 'id': 48773, 'moneyspent': 37.38, 'name': u'James Goodman'}, {'purchased': True, 'clickedthrough': True, 'id': 26287, 'moneyspent': 12.91, 'name': u'Brenda Fields'}, {'purchased': True, 'clickedthrough': True, 'id': 80204, 'moneyspent': 30.73, 'name': u'Kara Dixon'}, {'purchased': True, 'clickedthrough': True, 'id': 89419, 'moneyspent': 44.59, 'name': u'Adam Thompson'}, {'purchased': True, 'clickedthrough': True, 'id': 42822, 'moneyspent': 38.53, 'name': u'Aaron Hamilton'}, {'purchased': True, 'clickedthrough': True, 'id': 29577, 'moneyspent': 25.52, 'name': u'Alec Lewis'}]\n",
    "money_spent = [39.01, 10.16, 36.88, 23.41, 33.49, 27.76, 38.6, 18.46, 28.9, 32.53, 7.35, 14.81, 27.57, 15.34, 19.75, 13.25, 23.41, 25.97, 9.72, 9.29, 24.32, 41.78, 36.0, 24.11, 41.62, 33.7, 36.69, 31.73, 43.25, 27.93, 8.02, 18.63, 32.3, 38.58, 15.19, 8.25, 41.19, 32.47, 36.79, 42.25, 10.66, 43.61, 22.63, 34.35, 34.74, 42.38, 30.83, 33.53, 42.93, 7.65, 12.08, 42.57, 22.25, 39.89, 23.34, 8.23, 19.65, 44.75, 15.11, 16.31, 12.66, 13.18, 27.22, 16.15, 14.6, 29.42, 42.17, 37.42, 20.56, 39.39, 16.22, 20.03, 14.33, 21.12, 22.93, 11.72, 32.66, 8.31, 22.19, 43.04, 15.89, 35.35, 42.04, 26.13, 36.56, 11.37, 28.29, 37.38, 12.91, 30.73, 44.59, 38.53, 25.52]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_visitors = customer_visits\n",
    "paying_visitors = purchasing_customers\n",
    "total_visitor_count = len(all_visitors)\n",
    "paying_visitor_count = len(paying_visitors)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Baseline Conversion Rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baseline Percent: 18.6 %\n"
     ]
    }
   ],
   "source": [
    "baseline_percent = (100 * paying_visitor_count) / total_visitor_count\n",
    "print('Baseline Percent: {} %'.format(baseline_percent))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### These rainbow fingerling potatoes don’t come cheap. They’d like to know for sure that they’ll be pulling in at least $1240 more every week. In order to figure out how many more customers they need they’ll have to investigate the average revenue generated from a given sale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Customers Needed: 47.0 \n"
     ]
    }
   ],
   "source": [
    "payment_history = money_spent\n",
    "average_payment = np.mean(payment_history)\n",
    "new_customers_needed = np.ceil(1240 / average_payment)\n",
    "print('New Customers Needed: {} '.format(new_customers_needed))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Increase from baseline: 9.4% \n"
     ]
    }
   ],
   "source": [
    "percent_point_increase = (100* new_customers_needed) / total_visitor_count\n",
    "print('Increase from baseline: {}% '.format(percent_point_increase))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ## Lift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimum Detectable Effect: 50.537634408602145% \n"
     ]
    }
   ],
   "source": [
    "minimum_detectable_effect = 100 * percent_point_increase / baseline_percent\n",
    "print('Minimum Detectable Effect: {}% '.format(minimum_detectable_effect))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " # *Sample Size*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculated Sample size & Person need to be surveyed for A/B test: 280 \n"
     ]
    }
   ],
   "source": [
    "sample_size = 280\n",
    "print('Calculated Sample size & Person need to be surveyed for A/B test: {} '.format(sample_size))"
   ]
  }
 ],
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