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@manujeevanprakash
Created March 25, 2019 01:37
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
""\n",
"\n",
"Note that this takes the Master.xlsx file and \n",
"splits off the T and C files and saves them as \n",
"csv files to read in. \n",
"\n",
"files titles C_updated.csv and T_updated.csv\n",
"'''\n",
"\n",
"from pandas import *\n",
"from numpy import *\n",
"from matplotlib.pyplot import *\n",
"from scipy.optimize import curve_fit\n",
"from scipy.integrate import simps\n",
"from scipy.stats import expon\n",
"\n",
"\n",
"Cin=read_csv('C_updated.csv',usecols=['CustomerID','EnrollmentStatus',\n",
" 'EnrollmentDateKey','Reporting_SourceName','CustomerLastLogonDt'])\n",
"\n",
"T=read_csv('T_updated.csv',usecols=['HeaderId','th_EventEndDate',\n",
" 'fl_Total_SalesAmount',\n",
" 'il_Total_SalesAmount',\n",
" 'flag_CrossCourt',\n",
" 'Loyalty_Flag','Card_First7Digits',\n",
" 'PhysicalMobile_Card','CustomerID'])"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df=merge(T,Cin,how='left')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"df['th_EventEndDate']=to_datetime(df['th_EventEndDate'],\n",
" infer_datetime_format=True)\n",
"df['EnrollmentDateKey']=to_datetime(df['EnrollmentDateKey'], \n",
" format='%Y%m%d', errors='ignore')\n",
"\n",
"\n",
"A= df['Reporting_SourceName']=='Customer Web'\n",
"B= df['Reporting_SourceName']=='Ghost'\n",
"C= df['Reporting_SourceName']=='Customer Mobile'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Fuel Sales: 5764378.04\n",
"Web Enrolled Fuel Sales: 1482909.32 25.7% of total\n",
"Mobile Enrolled Fuel Sales: 2005639.5299999998 34.8% of total\n",
"Not Enrolled Fuel Sales: 2264540.96 39.3% of total\n"
]
}
],
"source": [
"#Question: Which channel has the most in total fuel sales?\n",
"\n",
"tot_fl=df['fl_Total_SalesAmount'].sum()\n",
"web_fl=df[A]['fl_Total_SalesAmount'].sum()\n",
"G_fl=df[B]['fl_Total_SalesAmount'].sum()\n",
"Mob_fl=df[C]['fl_Total_SalesAmount'].sum()\n",
"\n",
"print('Total Fuel Sales: ',tot_fl)\n",
"print('Web Enrolled Fuel Sales: ' ,web_fl, '{:.1f}% of total'.format(web_fl/tot_fl *100))\n",
"print('Mobile Enrolled Fuel Sales: ',Mob_fl,'{:.1f}% of total'.format(Mob_fl/tot_fl *100))\n",
"print('Not Enrolled Fuel Sales: ', G_fl,'{:.1f}% of total'.format(G_fl/tot_fl *100))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which channel has the highest median fuel purchase? \n",
"\n",
"tot_fl_med=df['fl_Total_SalesAmount'].median()\n",
"Web_fl_med=df[A]['fl_Total_SalesAmount'].median()\n",
"G_fl_med=df[B]['fl_Total_SalesAmount'].median()\n",
"Mob_fl_med=df[C]['fl_Total_SalesAmount'].median()\n",
"\n",
"figure()\n",
"title('Frontcourt Sales For Each Channel',fontsize=18)\n",
"hist(df[A]['fl_Total_SalesAmount'],bins=arange(0,250,3),color='steelblue',\n",
" label='Total Fuel Sales (Web):\\n{:.2f}'.format(web_fl))\n",
"hist(df[C]['fl_Total_SalesAmount'],bins=arange(0,250,3),alpha=.5,color='firebrick',\n",
" label='Total Fuel Sales (App):\\n{:.2f}'.format(Mob_fl))\n",
"legend()\n",
"xlim(0,250)\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of transactions',fontsize=16)\n",
"xlabel('Value of transactions (USD)',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which channel has the highest median fuel purchase? \n",
"\n",
"tot_fl_med=df['fl_Total_SalesAmount'].median()\n",
"Web_fl_med=df[A]['fl_Total_SalesAmount'].median()\n",
"G_fl_med=df[B]['fl_Total_SalesAmount'].median()\n",
"Mob_fl_med=df[C]['fl_Total_SalesAmount'].median()\n",
"\n",
"figure()\n",
"title('Frontcourt Sales For Each Channel',fontsize=18)\n",
"hist(df[A]['fl_Total_SalesAmount'],bins=arange(0,250,3),color='steelblue',alpha=.5,\n",
" label='Total Fuel Sales (Web):\\n{:.2f}'.format(web_fl),density=True)\n",
"hist(df[C]['fl_Total_SalesAmount'],bins=arange(0,250,3),alpha=.5,color='firebrick',\n",
" label='Total Fuel Sales (App):\\n{:.2f}'.format(Mob_fl),density=True)\n",
"legend()\n",
"xlim(0,250)\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of transactions',fontsize=16)\n",
"xlabel('Value of transactions (Normalized)',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Backcourt: 837951.15\n",
"Web Enrolled Backcourt: 190448.49000000002 22.7% of total\n",
"Mobile Enrolled Backcourt: 260858.17000000004 31.1% of total\n",
"Not Enrolled Backcourt: 385918.62000000005 46.1% of total\n"
]
}
],
"source": [
"#Question: Which channel has the most in total backcourt sales?\n",
"\n",
"tot_il=df['il_Total_SalesAmount'].sum()\n",
"web_il=df[A]['il_Total_SalesAmount'].sum()\n",
"G_il=df[B]['il_Total_SalesAmount'].sum()\n",
"Mob_il=df[C]['il_Total_SalesAmount'].sum()\n",
"\n",
"print('Total Backcourt: ',tot_il)\n",
"print('Web Enrolled Backcourt: ' ,web_il,'{:.1f}% of total'.format(web_il/tot_il *100))\n",
"print('Mobile Enrolled Backcourt: ',Mob_il,'{:.1f}% of total'.format(Mob_il/tot_il *100))\n",
"print('Not Enrolled Backcourt: ', G_il,'{:.1f}% of total'.format(G_il/tot_il *100))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which channel has the highest median backcourt purchase? \n",
"\n",
"tot_il_med=df['il_Total_SalesAmount'].median()\n",
"Web_il_med=df[A]['il_Total_SalesAmount'].median()\n",
"G_il_med=df[B]['il_Total_SalesAmount'].median()\n",
"Mob_il_med=df[C]['il_Total_SalesAmount'].median()\n",
"\n",
"figure()\n",
"title('Backcourt Sales For Each Channel',fontsize=18)\n",
"hist(df[A]['il_Total_SalesAmount'],bins=arange(0,120,2),color='steelblue',\n",
" label='Total BC Sales (Web):\\n{:.2f}'.format(web_il))\n",
"hist(df[C]['il_Total_SalesAmount'],bins=arange(0,120,2),alpha=.5,color='firebrick',\n",
" label='Total BC Sales (App):\\n{:.2f}'.format(Mob_il))\n",
"legend()\n",
"xlim(0,120)\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of transactions',fontsize=16)\n",
"xlabel('Value of transactions (USD)',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which channel has the highest median backcourt purchase? \n",
"\n",
"tot_il_med=df['il_Total_SalesAmount'].median()\n",
"Web_il_med=df[A]['il_Total_SalesAmount'].median()\n",
"G_il_med=df[B]['il_Total_SalesAmount'].median()\n",
"Mob_il_med=df[C]['il_Total_SalesAmount'].median()\n",
"\n",
"figure()\n",
"title('Backcourt Sales For Each Channel',fontsize=18)\n",
"hist(df[A]['il_Total_SalesAmount'],bins=arange(0,120,2),color='steelblue',\n",
" label='Total BC Sales (Web):\\n{:.2f}'.format(web_il),density=True)\n",
"hist(df[C]['il_Total_SalesAmount'],bins=arange(0,120,2),alpha=.5,color='firebrick',\n",
" label='Total BC Sales (App):\\n{:.2f}'.format(Mob_il),density=True)\n",
"legend()\n",
"xlim(0,120)\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of transactions',fontsize=16)\n",
"xlabel('Value of transactions (USD)',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Revenue: 6602329.19\n",
"Web Enrolled : 1673357.81 25.3% of total\n",
"Mobile Enrolled : 2266497.6999999997 34.3% of total\n",
"Not Enrolled : 2650459.58 40.1% of total\n"
]
}
],
"source": [
"#How does total revenue behave with channel?\n",
"\n",
"print('Total Revenue: ',tot_il+tot_fl)\n",
"print('Web Enrolled : ' ,web_il+web_fl,'{:.1f}% of total'.format((web_il+web_fl)/(tot_il+tot_fl) *100))\n",
"print('Mobile Enrolled : ',Mob_il+Mob_fl,'{:.1f}% of total'.format((Mob_il+Mob_fl)/(tot_il+tot_fl) *100))\n",
"print('Not Enrolled : ', G_il+G_fl,'{:.1f}% of total'.format((G_il+G_fl)/(tot_il+tot_fl) *100))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Customers Enrolled via Web: 5678\n",
"Customers Enrolled via App: 5442\n"
]
}
],
"source": [
"#Qestion: Which Channel enrolls more customers?\n",
"num_cust_W=shape(df[A]['CustomerID'].unique())[0]\n",
"num_cust_M=shape(df[C]['CustomerID'].unique())[0]\n",
"\n",
"print('Customers Enrolled via Web: ',num_cust_W)\n",
"print('Customers Enrolled via App: ',num_cust_M)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total Transactions:\t 151836\n",
"Transactions from Customers Enrolled via Web:\t 36192\n",
"Transactions from Customers Enrolled via App:\t 49459\n",
"Transactions from Customers Not Enrolled:\t 65883\n"
]
}
],
"source": [
"#Qestion: Which Channel has most total transactions?\n",
"num_T=df.shape[0]\n",
"num_W=df[A].shape[0]\n",
"num_G=df[B].shape[0]\n",
"num_M=df[C].shape[0]\n",
"\n",
"print('Total Transactions:\\t',num_T)\n",
"print('Transactions from Customers Enrolled via Web:\\t',num_W)\n",
"print('Transactions from Customers Enrolled via App:\\t',num_M)\n",
"print('Transactions from Customers Not Enrolled:\\t',num_G)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which Channel's customers have more transactions? \n",
"\n",
"figure()\n",
"title('Number of Transactions per\\nCustomer for each Channel',fontsize=18)\n",
"hist(value_counts(df[A]['CustomerID'].values),\n",
" bins=arange(1,60,1),color='steelblue',alpha=.5,\n",
" label='Web')\n",
"hist(value_counts(df[C]['CustomerID'].values),\n",
" bins=arange(1,60,1),alpha=.5,\n",
" color='firebrick',label='App')\n",
"xlim(1,60)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Customers',fontsize=16)\n",
"xlabel('Number of transactions made per customer',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: Which Channel's customers have more transactions? \n",
"\n",
"figure()\n",
"title('Number of Transactions per\\nCustomer for each Channel',fontsize=18)\n",
"nW,binsW,patch=hist(value_counts(df[A]['CustomerID'].values),\n",
" bins=arange(1,60,1),color='steelblue',alpha=.5,\n",
" label='Web',density=True)\n",
"nM,binsM,patch=hist(value_counts(df[C]['CustomerID'].values),\n",
" bins=arange(1,60,1),alpha=.5,\n",
" color='firebrick',label='App',density=True)\n",
"xlim(1,60)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Customers (Normalized)',fontsize=16)\n",
"xlabel('Number of transactions made per customer',fontsize=16)\n",
"lamW,covW=curve_fit(lambda x,b: (b**-1)*exp(-x/b),.5*(binsW[1:]+binsW[:-1]),nW)\n",
"lamM,covM=curve_fit(lambda x,b: (b**-1)*exp(-x/b),.5*(binsM[1:]+binsM[:-1]),nM)\n",
"xplt=linspace(.5*(binsW[1]+binsW[0]),.5*(binsW[-2]+binsW[-1]),100)\n",
"plot(xplt,exp(-xplt/lamW)/lamW,color='steelblue')\n",
"plot(xplt,exp(-xplt/lamM)/lamM,color='firebrick')\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average number of purchase from Web enrolledcustomer: 4.17 +/- 0.18\n",
"Average number of purchase from App enrolledcustomer: 5.57 +/- 0.18\n",
"Percentage of customers having more than 2 transactions:\n",
"Web enrolled: 61.90%\n",
"Mobile enrolled: 69.81%\n",
"Percentage of customers having more than 5 transactions:\n",
"Web enrolled: 30.15%\n",
"Mobile enrolled: 40.72%\n",
"Percentage of customers having more than 10 transactions:\n",
"Web enrolled: 9.09%\n",
"Mobile enrolled: 16.58%\n"
]
}
],
"source": [
"print('Average number of purchase from Web enrolled'+ \n",
" 'customer: {:.2f} +/- {:.2f}'.format(lamW[0],sqrt(covW[0][0])))\n",
"print('Average number of purchase from App enrolled'+ \n",
" 'customer: {:.2f} +/- {:.2f}'.format(lamM[0],sqrt(covM[0][0])))\n",
"Wpdf=expon(loc=0,scale=lamW)\n",
"Mpdf=expon(loc=0,scale=lamM)\n",
"for s in [2,5,10]:\n",
" x=linspace(s,100,1000)\n",
" print('Percentage of customers having more than {} transactions:'.format(s))\n",
" print('Web enrolled: {:.2f}%'.format(simps(Wpdf.pdf(x),x=x)*100))\n",
" print('Mobile enrolled: {:.2f}%'.format(simps(Mpdf.pdf(x),x=x)*100))"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: What is the time history of transactions for the channels?\n",
"\n",
"\n",
"df[C]['fl_Total_SalesAmount'].groupby([df[C][\"th_EventEndDate\"].dt.year,\n",
" df[C][\"th_EventEndDate\"].dt.month,df[C][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='firebrick',alpha=.75,label='App')\n",
"df[A]['fl_Total_SalesAmount'].groupby([df[A][\"th_EventEndDate\"].dt.year,\n",
" df[A][\"th_EventEndDate\"].dt.month,df[A][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='steelblue',alpha=.75,label='Web')\n",
"title('Total Frontcourt Channel Sales per Week',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Value of transactions (USD)',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()\n"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1+PNgRbzluC/eRfq8mc1N13oU7oBzDU3Xel38Wh+BG798PRdIOhJvWZ2RWlanlju5Tr1Rxj095emNe/1NxAcYp+JzivoXyLsvbrA+T+Vm3XaPSz/WZ/iA4aX4nKRmrujU7p6+AB8QvwvYqYDMMPyBPBt/mN+abp5m7ryZ/IPxFsz76bwm4m/Yq5XSF58b9DLedZV1dV4df2Oakrmed7Oo6/Pu+FvdbLz/+mngwCLX4bv4mMWc9Hk8/uAs5p4+sEg5/XFPqw/SdTSgTwW/w2J43/q/8L73ufgYwMN4K3CZTN5/ALMLlFHsOlZ63xR1C6fJXbpP5lix37tgOfgL0In4wPsn6Xd5DR9D26USPQrU9RV8fOnFdM/OxVvT9+Hdnvlu0BXfuyXOb610/72d7pcZ6d46i+TWn8q8Eu+u/ijV9xL+ctargvPKXe+10vlNT7/fYxT4TyaZnXFjPDPpNSVdh+NJbuMpX1VTKPLqOJemKQyLFUi/L6WPKVHGVng391Sa/r8P4/PwlsnLuw7+rJyUudZP4Q4x/TL5Frqn58lfkvQ5t9R5KWUOgiAIKkTS+fh40EpmVlNLKChPjFEFQRAE7ZowVEEQBEG7JgxVEARB0K6JMaogCIKgXRPu6Xn06dPH1lhjjbZWIwiCoEPx7LPPzjSzReZj1oOqDJV80dHtcNfZHrgb5av4UvGl5qF0GNZYYw2eeeaZtlYjCIKgQyFpYqPKLmuo5GG4v4NP3tqAwuu0fSbpVnzyXksnPgZBEATBIpR0ppB0PD4z+ef4LOfheCyRFfHVAXJhHU7FJ3+OkUdyXadwiUEQBEFQHeVaVIfjKwLcYoWj076TtkeB38njr/wEj+F0Xj0VDYIgCLomJQ2VmW1aTWHmizD+oCaNgiAIgiBDzKMKgiAI2jUVe/1JGoJHjVwFX0TwXeARM3u0QboFQRAEQUVef2viK+luwaIef5aCn+1nZg1zTWxvzJo1i+nTpzN37tzymYOCdO/enb59+9K7d++2ViUIgnZOSUOVIl7eAyyPO0ncjS+dLzxg31fwpd/vkbSFLRoht9Mxa9Yspk2bRv/+/enRowcFYgsGZTAzPv30U6ZM8ZA/YayCIChFJV5/ffHYPq/lpb0CvJICoj2Nz7W6tP4qti+mT59O//79WXrppctnDgoiiaWXXpr+/fvzzjvvhKEKgqAk5QzV3sA1BYzUQszs1RTd8at0AUM1d+5cevTo0dZqdAp69OgR3adB0E55bPjwkunb33RTK2lS3utvIzwCaznGAJvUqkxHIbr76kNcxyAIKqGcoVoBD7Fcjun4OFYQBEEQ1JVyXX9LAPMqKGc+0L12dTom5ZrIjaA1m91BEARtSSXzqPaUtH6ZPGvVQ5mgdZg6dSprrLEGyy23HJMmTaJ79y77jhEEQQegEkN1WoVlRQTGDsI111zDXnvtxSuvvMJtt93GN7/5zbZWKQiCoCjlxqjWqWJbt3FqBvViwYIFXHnllRxyyCEccsghjBw5sln6GmuswSmnnMIRRxxB79696dOnDyeddBILFiyoKk8QBEG9KGmozOzNarbWUjpoOffccw8ff/wxe+65JwcddBBjxoxh/PjxzfL8/ve/Z9VVV+Xpp5/mwgsv5NJLL+Wiiy6qOk8QBEE9aPGitJLWk/Q1SdvWU6GgsYwYMYIDDjiAbt26scoqq7Dbbrtx1VVXNcuz2WabceaZZ7Leeutx0EEHcfzxx3PBBRdUnScIgqAelAucuL+k6wocvwx4GbgZeEzSGEmxVEM759133+XOO+/kkEMOWXjs0EMP5dprr2XevCbnzkGDBjWT22GHHZgyZQqzZs2qKk8QBEE9KNeiOhhYPHtA0jeAY/BJvt/Eo/tuB5zUAP2COnL11Vczb948Bg4cSLdu3ejWrRvDhw9n6tSp3H777UXlzMr7yVSSJwiCoCWU8/rbBDgl79gBwGxgXzP7ELhFUm9gX+CX9VcxqAcLFizgqquu4uSTT+bb3/52s7Tf/OY3jBw5kn333ReAJ554oln6448/zqqrrtpsTb5K8gRBENSDcoaqD5AfvmNX4MFkpHKMAY6ro15BnRk1ahRvv/02Rx99NAMGDGiWdthhhzFs2DAmTJgAwPPPP8/pp5/O8OHDeeaZZ7j44os5/fTTm8lUkicIgqAelDNU/wOWy+1I2hjoDTyRl+8TuvA8qo6wSsSIESPYdtttFzFSADvttBMrrbTSQqeK4447jokTJy7sIjzmmGM44YQTmslUkicIgqAelDNUL+Bdfbel/W/hBunfefnWBabWV7Wgntx2221F0xZffHGmTvWf749//CM9evTg2muv5dprry0qU0meIAiCelDOUP0GuE/SE8A0YC/gUTN7Ji/ffsCzDdAvCIIg6OKUm/D7APB/+KKz6wJ/wltVC5G0GtAf+GeDdAyCIAi6MGXX+jOzm/H5UsXSJwMb1lOpoO3IOVTUmicIujrtKfBgR6fFK1MEQRAEQWtQskUlaXSJ5Hn4uNVo4E9mNqeeigVBEAQBlG9RLYEHRCy09QKGAFcDT0parlghQRAEQdBSSraozGxwuQIkDQTuxleliIk0QRAEQV2peYwquar/Cvha7eoEQRAEQXPq5UzxIrBqncoKgiAIgoVUEoq+ElYCPq5TWUEH49BDD2Xy5Mncd999ba1KENSVUi7m4V7eetTLUB3Fouv/dRl+csPjrV7nbw8eVD5Thquvvprvfve7vP/++yyzzDILj2+66aaMGzeu4PEtttiC66+/vm46B0EQtIRygRMPLrEdJukUSU/j3n+/KleZpJ9LelrSLEkzJN2RFrrN5pGk0yW9I+nTFJRxo7w8y0u6UdKHabsx3+tQ0iaSHkxlTJF0miRVfmk6F7vtthvz5s3jwQcfXHhs5syZvPTSS6yyyiqLHB87dixDhw5tC1WDIAiaUW6M6roS29XAmfjySl8ys0crqG9n4HJgezxcyDx8LcEVMnl+CvwYDxuyNTAduFfSMpk8NwFbAl8GvpS+35hLTPGx7sXneW0N/AD4CfCjCnTslKy++uqstdZa3H///QuPjR49mo033ph99tlnkeNmttBQ3Xvvveywww706NGD/v37c9hhh/Hee+8tUscFF1xA//79WXrppfnGN77BzJkzG39iQRB0esoZqnVKbF8EepvZdmZWamLwQsxsDzO71szGmtmLwEH4+NYO4K0p4IfAuWZ2s5mNBQ4BlgGGpzwb4MbpKDN7zMweB44GviJpvVTVAcDSwCGprpvxBXZ/1JVbVUOHDl3EIO26667suuuuixxff/316d+/P6NHj2afffZh//3354UXXuDWW29lwoQJfP3rX28W1fepp55izJgxjBo1irvvvpsXXniB73znO616fkEQdE7KLUr7ZoltopnV6kCxTNLhf2n/i0A/4J6MDp8CD+GtMIBBeIThxzLlPIo7c2TzPJxkc/wb90xco0adOyxDhw5l7NixTJ8+HXCDtMsuu7DTTjvx8ssvNzu+2267AXDmmWfygx/8gOOOO4511lmHrbfemuuvv56HH36Y//73vwvLXrBgATfeeCObbLIJO++8M5dddhl33HEHr7/+euufaBAEnYpyY1RLtKRQSUtWmPVi4Hkg543QL31Oy8s3LZPWD5hhmdf59H16Xp5CZWTryOp7lKRnJD0zY8aMClXveOy6664A3H///UyePJnx48ez0047scIKK7DpppsuPP76668vNFRPP/00F110Eb169Vq4bbihr0GcNUIbbrghyy677ML9HXbYAYBx48a11ukFQdBJKef195akc4HrzOyjcoVJ2gb4GfAccFaZvBcAg4HBZjY/Lzk/WrDyjhWKJlwuj4ocx8xGAiMBBg4c2GkjFffp04fNNtuM+++/nzlz5rDlllsuNC677LLLwuOLL744O++8M+AtpZNOOomDDjpokfL69VvE5gdBuyJWMO8clDNUPwLOBs6VdDfwMPBfYAbwObA8sCawDbB3+n4DcFWpQiVdCOwP7GJm4zNJuSjB/YBJmeN9aWoRTQX6SlKuVZXGnVbKy5P/FO2bPvNbWl2KoUOHcvPNNzN37tyFLSxwQ3Xccccxd+5cBg4cuNCADRw4kJdeeom11167ZLnjxo1j1qxZ9O7dG4DHHvOe2Q022KBBZxIEQVeh3BjVX4ENgO8AywLn4aulvwi8BjwJ/AWP8HsHsKGZHW5m7xYrU9LFuGPErmb2Sl7yW7iRGZbJvxTu/p4bk3ocXxA3O5FoENAzL8+QJJtjGPAOMKHUOXd2hg4dyoQJE7jllluaGaodd9yRSZMmccsttzRzSz/zzDO57bbbOOGEE3j++ed58803GTVqFIcffjiffto0BCiJgw8+mLFjx/LQQw/xve99j7322ot11lmnVc8vCILORyWBE+cBfwX+mh78W+JOCUsB7wGvmNlblVQm6TLc0+9rwP8k5Vo9s81stpmZpIuAUyS9ghvDX+DOEzclfcZJGgWMkHQk3qU3ArjTzF5N5d2EL5J7naSz8ejEPwPOyI5tdUV23HFHunfvzmeffcbgwU1rDvfu3ZutttqKp556auH4FHhLa/To0ZxxxhkMGTKEBQsWMGDAAPbYYw+6d+++MN8222zD4MGDGTZsGB988AFf+tKXGDlyZKueWxAEnZOqVqYws89o7m1XLcemz/vzjp8BnJ6+nwf0AC7DuxafBHbPGyM7ALiEJu/A24HvZ/T8UNKwVMYzuFfh74ALatC9KNWuEtGW9OzZkzlzCocOe/LJJwseHzJkSMnlka677rqF30888cSa9AuCIMinXksoVYSZlZ3DlFo8p9NkuArleR84sEw5LwI7VqdhEARB0N6IUPRBEARBuyYMVRAEQdCuCUMVBEEQtGvCUAVBEATtmpoMlaT1JO2TcTPvEixYsKCtVegUxHUMgqASKjZUki6WdHlmfx984u8twDhJWzZAv3ZHz549mTJlCnPmzKGLT8lqMWbGnDlzmDJlCj179mxrdYIgaOdU456+Fx5/KsdZwCh8Yu35+FyoveunWvtktdVWY+bMmUycOJF58+a1tTodlm7durHsssvSp0+ftlYlCIJ2TjWGahXS8kOS+gMbA0ea2XNpNYkr669e+2OxxRajb9++9O3bt3zmIAiCoGaqGaP6DF9PD2An4CPg6bT/EdC7jnoFQRAEAVBdi+o/wLGS3sKXQrrXzHKj4WsARReiDYIgCIKWUo2hOhW4G3gJmEVmbT18kdmnCwkFQRAEQS1UbKjM7AlJa+BhP141sw8yydfgK50HQRAEQV2pdvX0Wfhq5vnHb6+bRkEQBEGQoSpDJakX8CVgAB6PKouZ2a/rpVgQBEEQQBWGStIgPIrvCkWyGBCGKgiCIKgr1binXwxMxsO+9wK6521L1F27IAiCoMtTTdffhsB+ZlY4DGwQBEEQNIBqWlSTiFZTEARB0MpUY6jOAn6aHCqCIAiCoFWoputvGL7e31uSHgXez0s3Mzu8bpoFQRAEAdUZqt3S52fAVgXSI+ZFEARBUHeqWZniC41UJAiCIAgKEaHogyAIgnZNtStTLAUciof5WAF4DxgD3GBmn9VbuSAIgiCoJhR9X+BZ4HJgMG6ohgB/AJ6RtFJDNAyCIAi6NNW0qM4D+gK7mNmDuYOSdgL+BvwG+E591QuCoC15bPjwkunb33RTK2kSdGWqGaPaE/h51kgBpP1TgK/UU7EgCIIggOoMVW98dYpCTAKWqV2dIAiCIGhONYbqVeCAImnfTulBEARBUFeqGaO6ALhW0srAn4B3gX7A/niMqkPrrl0QBEHQ5almwu/1knoCp+PLKRkgYCbwfTO7sSEaBkEQBF2aakPRXy5pBB7yYwV8vb+XzWx+I5QLgiAIgqoMFUAySi82QJcgCIIgWISSzhSShktaIfO95FZJhZJ2lHS7pCmSTNKheenXpePZ7Ym8PEtK+r2kmZI+TuWtlpdngKQ7UvpMSZdIinhaQRAEHYxyLao/AtsBT6XvpTCgktl/vYCxwA1pK8R9wEGZ/Tl56RcB++Dehu/hjh53StrKzOZLWhy4K6UNAVYErsfH1I6rQMcgCIKgnVDOUK1D09ypdepRoZndDdwN3noqku1zM5taKEHSssCwq7HNAAAgAElEQVThwGFmdm86dhAwEQ9F8m9gd2AjYHUzm5Ty/BS4StIpZjarHucSBEEQNJ6ShsrM3iz0vRUYLGk68AHwIHCKmU1PaVsB3YF7MrpNkjQO2B43VIOAcTkjlfg3sGSSf6DxpxAEQRDUg2oWpZ0jaesiaVtKyu+eaymjgIOBocCPgW2A0ZKWTOn9gPm4W3yWaSktl2daXvrMJNcv7ziSjpL0jKRnZsyYUZeTCIIgCOpDNV5/3fAxnmJpdYltZWZ/yey+KOlZvFtvL+CfJURF8yjDxSIOL3LczEYCIwEGDhwYkYqDIAjaEdUal0Ue4qmlszvuuFB3zOwdYDJNY2RTgcWBPnlZ+9LUiprKoi2nPkkuv6UVBEEQtGPKuaf/UtJ8SfNxI/VEbj9z/BPgDODmRigoqQ/QH1+yCTwm1lx8dYxcntWADYDH0qHHgQ3yXNaHAZ8n+SAIgqCDUK7r7yHgHLxb7WTgOmBKXp7PgZeB2yqpUFIvYO20uxgwQNLm+CoX7+NLNN2MG6Y1gF8D04FbAMzsQ0lXA79NDhc59/QXcLd2cEeLl4AbJP0Yd0//LXBlePwFQRB0LMp5/T1A8pCTZMAVqSuuFgbS3OvujLRdDxwDbII7UyyHG6sHgP8zs48yMicA84C/Aj2A+4GDc0s5pblUe+HRiB8FPsXneJ1Yo+5BEARBK1ONM8VFuPFYBElrAh+Y2fvlCjGzMRR3ygDYo4IyPsMn7hadvGtmbxPBHIMuTkToDToD1RiqK4APgSMLpJ0ELIuH/AiCIAiCulGN198Q4F9F0kal9CAIgiCoK9UYquXxlSIK8SHusBAEQRAEdaUaQzUZ2LZI2rY0uY8HQRAEQd2oxlD9EzhZUjNnh7T/M+Af9VQsCIIgCKA6Z4ozgJ2AuyVNwVtY/YHVgKfx+U9BEARBUFcqNlRm9rGkIcCh+CoPKwJPAmcB15vZ3IZoGARBEFTNT254vGT6bw8e1Eqa1E5VoejNbA6+eOvIxqgTBEEQBM2py4rnQRAEQdAoqmpRSRoKfBdYD1gqL9nMbL16KRYEQdCViVVFmqjYUCXvvruBMcDGwL1AT9w1fSK+YnkQBEG74foBQ0umb99KegS1UU3X32nAH/DYUwA/N7PBwKa4wato9fQgCIIgqIZqDNWGuDFakPa7AZjZONw1/bS6ahYEQRAEVGeoFgBzzczw+FBfyKRNoSnGVBAEQRDUjWqcKV4DVk/fnwV+IOkhPC7UCfg4VRAEQaeh1BhXjG+1HtUYqj/jThTgXX33AlPT/gLgwPqpFQRBEARONStTXJL5/rSkTYG98Ai795rZiw3QLwiCIOjiVDWPKkuKoHtFHXUJgiAIgkWo2JlC0tqStsrsLyXpLEm3SPpuY9QLgiAIujrVeP1dBnw7s382Ht5jTeD3ko6pp2JBEARBANUZqs2ARwAkCTgE+JmZbQacAxxdf/WCIAiCrk41Y1TLATPT9y2AFYC/p/3RuIt6EARB3ehMoSqCllNNi2o6sFb6PgwYnxwqwNf8m19PxYIgCIIAqmtR3Q6cI2kD4HDgykzaxsD4eioWBEEQBFCdofo53nLaB/gX8KtM2r7A/XXUKwiCIAiA6ib8fgQcViRtu7ppFARBEAQZIsJvEARB0K6pNsLvAfhcqgFEhN8gaPdE4MCgM1BNhN9TgLOAV4CxwOeNUioIgiAIclTTojoCuNTMftAoZYIgCIIgn2rGqFYCbm2UIkEQBEFQiGoM1UPApo1SJAiCIAgKUU3X3/eBf0qaDtxtZh80SKcgCIIgWEg1huqN9HkjgK9L2wwzsxbHtwqCoPPx2PDhJdO3v+mmVtIk6MhUY1jOAazWCiXtCJwIbAWsChxmZtdl0gX8EjgKWB54Eviemb2UybM8cAnw1XToduC4bCtP0ibApcA2wPvACOAsM6v5HIIgCILWo5qVKX5Rpzp74e7tN6Qtn58CPwYOBV4FTgPulbReWh0D4CZ8LteXceN5Fd7S2xtAUm/gXnxcbWtgPeA64GPgd3U6jyAIgqAVaPWuOjO7G7gbQNJ12bTUmvohcK6Z3ZyOHYKv3D4cGJEWxf0SMNjMHkt5jgYeTsbsVeAAYGngEDP7FBib5H4k6YJoVQVBEHQcql2ZohuwB95CKbQyxa9r1OeLQD/gnkyhn0p6CJ9EPwIYBMwGHsvIPYq3lrbHW2GDgIeTkcrxb3zC8hrAW3nndRTe1ciAAQNqPIUgqB8xxhO0Fe1pVZNqVqZYBe9KWwvvbst5U2RbJ7Uaqn7pc1re8WlA/0yeGdlWkZlZ8kbsl8kzuUAZubRmhsrMRgIjAQYOHBitrSAIgnZENfOozgM+ANbEjdT2wLrAb3CPwHXqqFe+sVDesULGpFyeQoY1CIIgaOdUY6h2BM4HJqX9uWb2hpmdDPyT+jgpTE2f/fKO96WpRTQV6KuMf3z6vlJenkJlwKKttSAIgqAdU42h6gNMMbP5+HjQcpm0+4Bd66DPW7iRGZY7IGkpYAhNY1KP456DgzJyg/Cgjtk8Q5JsjmHAO8CEOugZBEEQtBLVGKopwIrp+3gyxgQYCHxWSSGSeknaXNLmqf4BaX9AGne6CPiZpH0lbYy7lc/GXdIxs3HAKNwDcDtJg3AnizuTxx8p7yfAdZI2lrQv8DMgPP6CIAg6GNV4/T0A7ATchjse/F7SpsBcYE98LlMlDExl5Tgjbdfjc6fOA3oAl9E04Xf3zBwqcPfzS2jyDrwdX+IJADP7UNKwVMYzwP/wrskLKtQxCIIgaCdUY6hOJbWozOwySUsA++HzlS4ETq+kEDMbQ5NjQ6F0S2UVLc/M3gcOLFPPi/i4WhAEQZdj1ssvl8kxqEx6+6EaQ/Ux3jIBwMwuxA1UEARBEDSMigyVpO7Ah8C+eDdbEAStQHuadBkEbUVFzhRmNhdfxmheY9UJgiAIguZU4/V3E3BYoxQJgiAIgkJUM0b1GrCfpMdxz793yVvlwcwKrYYeBEEQBC2mGkP1h/TZH9i2QLpROGxHEARBELSYagxVPdfyC4IgKEtncrEOWk41gRPfbKQiQRAEQVCIip0pJM2RtHWRtC0lzamfWkEQBEHgVOP1143iK0p0q7KsIAiCIKiIakPRL7Kgq6Qlgd2B9+qiURAEQScgJmvXj5KGStIvgdPSrgFPZMJA5TOijnoFQRAEAVC+RfUQcA7e5XcyHnJjSl6ez4GX8blVQRAEQVBXShoqM3uAFJJDkgFXmNk7raFYEARBEEB17umnNlKRIAiCIChEeOoFQRAE7ZowVEEQBEG7JgxVEARB0K4paagk7Smpd2spEwRBEAT5lGtR3QGsD6WXUAqCIAiCRlHOUM0Glk3fSy2hFARBEAQNoZx7+nPA5ZIeTPs/lzSjSF4zs6Prp1oQBEEQlDdUxwAX42v5GTAEmFskrwFhqIKgExHr1QXtgXIrU4zDjRSSFgB7mtlTraFYEARBEEB17unD8DX9giAIgqDVqGYJpfsBJK0P7ASsgIf2eMjMXmmMekEQBEFXp2JDJakbcBVwEM29/0zSDcARZja/zvoFXZzHhg8vmb79TTc1VD4IgranmsCJpwIHAGcCfwSmAv2AA4FTgAnAGXXWLwg6ND+54fGS6b89eFAraRIEHZdqDNXBwK/MLGuM3gTOkEdTPIQwVEEQBEGdqcaZYlXgkSJpjwD9a1cnCIIgCJpTjaF6FyjWT7EdEAEVgyAIgrpTTdffTcAvJM0D/oQbrn7A/sAvgPPrr14QBEHQ1anGUP0SWBv4FXB25riAvwOn10+tIAiCrk2sCtJExV1/ZjbXzP4P2Bz4Ie7990NgczPbz8zm1UMhSadLsrxtaiZdKc87kj6VNEbSRnllLC/pRkkfpu1GScvVQ78gCIKgdammRQWAmb0AvNAAXbK8Cuyc2c/Oz/op8GPg0JTvNOBeSeuZ2Ucpz03AAODL+BqEVwE3Ans3VOsgCJoRrYKgHlRtqFqJeWY2Nf9gcoP/IXCumd2cjh0CTAeGAyMkbQB8CRhsZo+lPEcDDydj9mprnUQQBEFQO+3VUK0paQowB3gSONnMxgNfxB047sllNLNPJT2Ev5yNwD0TZwOPZcp7FPg45QlDFVRMrGwRBG1PezRUT+Ldeq8AfXGPwsfSOFS/lGdansw0muZx9QNmmJnlEs3MJE3PyDdD0lHAUQADBgyoz1kEQDzogyConXZnqMzsX9l9SU8A4/GVL57IZcsTU96x/PRCebJ1jgRGAgwcOLBgniAIgqBtqGbCb5tgZrOBl4B18PUFYdGWUV+aWllTgb5pPAtYOLa1Eou2xIIgCIJ2TtUtKkl7AjsCKwJnmdnbknYA3izkAFErkpYC1gceAN7CDdEw4OlM+hDgJ0nkcaAXPlaVG6caBPSk+bhVEDScWS+XC+EWi9IGQTmqCfOxLHAX7pDwCdADuAJ4GzgWmAkcX6tCks4H7kjl9sVXbe8JXJ/Gmi4CTpH0CvAaPoY1G3dJx8zGSRqFewAeiXf5jQDuDI+/IAiCjkc1LarfAmviQRMfxz3yctwLnFgnnVYD/gz0AWbg41LbmdnElH4ebiQvA5bHnS92z8yhAg9HcglN3oG3A9+vk35BEARBK1KNofoa8FMze1jS4nlpbwNfqIdCZrZ/mXTDl2s6vUSe9/E4WUEQBEEHpxpnimWAyUXSlgTyjVcQBEEQ1Ew1huo1YLciaTsCL9auThAEQRA0p5quvyuASyT9j+S4ACwj6SDgOOCYeisXBEEQBBUbKjP7g6RcmI9z0uHR+CTa35nZjQ3QLwiCIOjiVDWPysxOlHQ5sDvuOv4ecI+Zvd4I5YIgCIKgJWE+xgN/aIAuQRAEQbAI1Uz4XbVcHjN7pzZ1giAIgqA51bSoJlNkUdcM4aIeBEEQ1JVqDNVRLGqoVgT2wqPpnrOIRBBhLoIgCGqkGq+/q4oknSfpT9RpZYqgOWHogiDo6tQrzMeNwBF1KisIgiAIFlIvQ9UHXyg2CIIgCOpKNV5/2xc4vASwMXAK8Ei9lAqCIAiCHNU4UzxC4RDwAI8SSygFQRAEDaAaQzWswLHPgIlmVmxV9SAIgiCoiWq8/u5vpCJBEARBUIh6OVMEQRAEQUMo2aKS9DrlV6PIYWa2Xu0qBUEQBEET5br+nqRyQxUEdef6AUNLphdyRQ2CoHNR0lCZ2YGtpUgQBEEQFKLqMB9B1+InNzxeMv23Bw8qmR4toiAIaqVqQyVpI2A9YKn8NDOLheeCdkUYyiDo+FSzMsWywB3ADrlD6TM7hhWGKuhUhKELgranGvf0XwH9gF1xI/UtPCT9X4HxwHZ11y4IgiDo8lTT9fcl4Gya1vSbYGbPAvdJGgl8Dzi0vuq1PTFGEwRB0LZU06JaFXjDzObjSyctk0n7O7B3PRULgiAIAqjOUE0DlkvfJwLbZtLWomnMKgiCIAjqRrWrp28L3An8CThD0gBgHvAd4K76qxe0NbNefrlMjtJdn0EQBLVSjaE6E+ifvp8HrATshwdM/Bfw/fqqFgRBEATVrZ7+OvB6+j4HOD5tQRAEQdAwSo5RSbpG0o6tpUwQBEEQ5FOuRbUfcIikt4EbgBvN7I3GqxXUi8eGDy+Zvv1NMUc7CIL2TTmvv5WBI4AJwC+AVyU9IunItFJFEARBEDSUkobKzGab2bVmtguwBnAqsAIwAnhX0p8lfVlSuw3AKOlYSW9J+kzSs5KGtLVOQRAEQeVU40wxCTgHOEfSNsDBwP+lbbqkP5nZiY1Rs2VI2g+4GDgWd68/FviXpA3N7O02Va5Cal3ZIlbGCIKgo9OilpCZPWVm38fd1S8E+gIn1FOxOvEj4Dozu9LMxpnZccC7wDFtrFcQBEFQIS2KRyVpbbxFdSCwOvARvoxSu0HSEsBWwPl5SfcQDYkgCIIOg8wqizQvaQXcC/BgYBs8vMd9wPXALWb2WaOUbAmSVgWmADuZ2UOZ46cBB5jZepljRwFHpd31gFdLFN0HmFmDaiEf8iHfNeU7su6VyK9uZivVUH5xzKzoBnQHvg7cgi9EuwAYC/wUWLWUbFtv+CK6BgzJO/5L4JUayn2mRr1CPuRDvgvKd2Td6yFfy1au628qvhDt+8CVwPVm9kyFNrCtmQnMx2NoZemLL7AbBEEQdADKOVM8DHwTbz0d14GMFObLPD0LDMtLGgY81voaBUEQBC2hZIvKzL7WWoo0iAuAGyU9BTwKfBfvEvxDDWWOrFGnkA/5kO+a8h1Z93rIt5iKnSk6KpKOxcfUVsHH106wjHNFEARB0L7p9IYqCIIg6Ni026WPgiAIggDCUAVBEATtnBatTBFUhqQ1gZ3wBX17ADOA/wCPWitMkK61/jrIL4XHqm8mb2ZvdgT9g6Cj0tnu/RijKkJaEX5nCv/Y95gv0ltM9gA8+vFAfM7WO8Cn+Mrza+GTp/8E/MbMJra3+usgv0OS3xufNP5hRn5JYDzuQfQHM/uovemfylgO2JfC1/9fZlZyikPIt7n8BsC3i8kDN5vZ542ovy3Pva2fPY0iuv7ykNRD0inAJOAuYHegFzAH+CK+ssVbku6WtF0B+eeAH+JLS61uZquY2VZmNtjMNgR6A/vg1/4ZSd9qZ/XXKn8b8DdgYtJ9GTNb0cxWM7OlgXWAs4GhwGuShuXJt7X+q0q6Cl+8+BRgCeAZfI3Iifif915JL6fV+fOvf8i3rfyWku4DngN2wOdMng+cjN8TBvwKeEfSSZKWrFf97eDc2/TZ01DaakmM9roBk/EFdvcCuhfJszrwc/zmOTIvba8q6uoDbN3O6q9V/nvAEhXKbwQMa2f6Twd+C2xUQq4H/rb+JHBiyLcr+YnpHly+zG8/CH+hOrle9beDc2/TZ08jt+j6y0PSxmY2tsK8S+BvLq93lvq7OpJWMrMZLc0f8m0uv4T5qjSVyjfLX0v9bX3utdKenz1hqBqEpJ74SuwvmdnnknrgC/wuBow2s3fae/2pjK3wydLzgbdwZ4iKbhpJvZJ8P7zLZRrwrJnNbsEpZcvthi/r1SGCXwZBayNpHTycUfa/91iHfaltraZbR9qArWqU3xpfyHcB7jiwNvAyMBuP3fU/YNsayu8J7Nio+nFjdh7wMW6g5qeyFgATgL3L6NcNj6z8SZKZm7YF6dhFFOlaqPD8NwPml0gX8DPgabx//2t56SuXkq+g/uWBgyvI1wtYrMDx7qV+v5RncXw8r3vaXwo4APgO0LeFej8ErNFC2c2BbwGDSS+4jZLHB/6XyexvAlwG3AFcCmxcRv7HwICW/r6pjMF44NVNMzqMBK4C9qxAflfgNOCKpPOPgXWqqL9F8sCywG3pv/YR8GZ6BnyU/se3Ar1ruC4lnz2N2lq1so6ypR/5DeAkYOUWyN8H3Ih7zJwDvI73h3dPD/Ebgftr0K/cg7qm+oFzccP2FWA34EF8Gar1gTNxz6HdS8hfjMcCOwDokzneBxiO94Vf1MDzPxGYBfwm/dE/BX6VSV8ZWNDA+lcARgHzcGN/IZlxO8oYynSdJ9H0orEm7nE1O5X3HrBuCfl9i2zzgB/k9kvI30QyFLix/TdNLxwL8BeA5Roo/wjp5QJ/YM/F1+q8Cje2nwO7lJBfkM51FN6LsHiVv+9w/KE+IV3zvYEPgHszv+uBRWT74uNH85Pe83GHiHeT3Hll6q5V/gZ8qbgdCqRtD7yAR8FoyL3fqK1VK+soW7rRb8BbHp8DNwN7VCH/P2C99H3JdINtk0nfCHivUTdLrfXjRmZIZr8//ka2ZNo/Fe9GKCY/AxhaIn03YEaJ9PFltsllzn8c8H+Z/S1xN93z0345QzGgzPblMvKXp4fFl4H9gdeA+4GlM/UXNZT4W+9t+Fv8hfhLw634i8aSwO3AjWXu32wruNBWSv/5pFYbPrg/Hm+lK917LwMXNFB+FrB2+v4QmZeMdOxk4Iky5/9d3LDMx8MV/TpXZgX/r+eBH6Xv+yR9Ts2k/xh4rojsX/D4fb3Tb/V7kmHAje5M4PgSddcq/wGle0sGAR9Uch2KyIehai9butH74h42h+Jvc7lur1OB1crIv0+ToVgCNxRbZtLXB94vIT+/kq2B9c8C1szsL46/3fVL+xsCH5eQnw1sViJ9c2B2ifRPgRHpgVBou6DM+X9CXhcXPl73Dv7gL2eocg/6Ylu5B/3bNDf0y+Ehc8YAS1dQ/3Rg8/S9Z6pvcCZ9e2BiCflReDdZn7zjc4ENK73/0/exZIx+OrYn8FoD5T8CNkjfp+bfS/h8oI8qrP+LeK/ClPTbjcZfHop6pqb7d430Xbh79iaZ9DWL1Y/PGdwos98zyfdO+wdSInBrHeTLGaptKWGoytz3ZZ89jdpiZYoSmNmnwHXAdZI2wsPV/xA4TdIoM9u7iOizwM8knQ4cjr9RHgccltJ/gP+Bi/EpPo7zXJH0L+LdWsWotf4X8W67s9L+t3HDMjXtL4a3NIvxAHChpAMtz2lD0qr4vJbRJeTHAi+Y2WWFEiVthk9qLMZMvOUzIXfAzF6VtGvSbeUSsuAPi1/iLyiFWA/vPi1GH/zBmKv7A0l74AZkFE2/QzF64S8bmNnHkj7Gu35yTKLEOZjZlySdCDwr6Sgz+3eZ+goWkz5XBl7KS3sJ+EID5R/HWzLj8G7rzYH/ZtK3wLs/y2JmbwEnSzoV+CpwBPBHvNehWNj0j/DfcAI+HtkNWDGTviJuzAqR/78w/EUv96x9DO+SL0at8ncAV0k60syeyCakuU8j8BZ5MWp99jSG1raMHWEj03VRIG1J/K1mTAn5rWmKMDwV2AD/801L+59QumvsETwcSbH0cl1/tdY/FB+HehZ/WM8DfphJP5HSY1xfwI3dvPR5H94Nkzv2X0q0SvE/ysUl0tcCHiiRfhNFxsDw1uC0MtdvNHBSmetfqutuHAXmtOBvxw+n61Cq/jfIjDEAx9DcuWBLYGoF9/FAvNvxIrxlXU2L6irgErx1lz/XbStKd93WKr8NbkjOxOdEzcBfmoYDZ6S0E0vIF/3/pvQBwOkl0m8EngIOwSe+3gU8AWyc7p8xwN+LyP4zbdmuu9cz6dsB75aou1b55fCVNxbgL1xv4Mb+w3Rd7qb8+GCLnz2N2lq1so6ykek6qKGMnGt3r7S/FN66+T6pW66E7Mll/khfAK5tVP0p/6b4DP7z8x80FZ7/YvgYzRn4W9yI9P1LFPCEq/PvtylwWIn0jYBflkg/ktLjACuXkb8E+EeRtF74S0MpQzWSEpMpcceWuyu8FsvgLYjcS0IlhmoM3vLMbUfkpZ9K6Re1muRTnm1p6nLPbpNL/TZJtqb/b/p978FbVnena3gJTV3CrwFrFZFdEzcO8/AXg/8Bu2XSDwV+XaLumuQz+dbHW+4/T9thwPoVyNX87GnEFvOoCiDpEOAvVmItsCAohqTl8Xle+V1eufRe+BSIB1tY/lrA52Y2uQqZg/DB+JPN7N1y+cuUtSYwp5r6WyovaSX84b0Y3pKYUIHM6sDbVueHW9J7aXyMaF6JfEvjyzctiTt9zKyynprkOyNhqFoRSTfiXUoNnezbqPprkU8P77Xxh03VD7i2lg+CzkD6H+xtZje0tS7VEIaqCip9UEvaskjSE3g/+3gAM/tPfTWsT/11kD8HONvMPpHUHZ+seTjuQWW46/VwKxJuoK3lg6CzkhyR/mNmi7dQvk0MXRiqAtThQb0AfyCqRDXW0pulHLXWXwf5+cAqZjZd0snACcCx+ETGLXDDMcLMzmqP8kHQUZE0oEyWjYA7azBUNRm6lhLu6YV5huIP6r+lz5zbaCFexOfSnIh7z5HKeh13MGj0elu11l+rfPa6fQtvhf497b+dQiucTpP7e3uTD4KOygSapgYUQqXSKzB0q7ZAp5oJQ1WYWh/U2+Decv/Au5heBJAE8I4VCVhWR2qtvx765/4MX8BdfbM8hYcLaM/yQdARqXUO4ARqMHSNIgxVYWp6UCdvweMk7QOMkvRbM7uowTrXrf466X+MpNn4rPoV89KWpfSE4fYgHwQdkeeAHmb2bKFESfMo3aVfq6FrCBHhtwBm9rmZHQf8An9Q/7CF5dyGzwf5mqR76qmjpNGSfppCXjSk/hrk38bnbRyHG4Qt8tJ3AV5tx/JlkTRe0uVpcDnkQ7691P1nmnqBCjEVn89YjIWGrtCGrypSytA1hGhRlcDMbpP0LPBHSXu2sIzJaemeU/BFRT+uk3qL4Q4C38En9zWk/pbIm9kaZbI8ga/I3i7lK+QhfJWCl2hZv33Id135htVtZleWEjSzaZQ2VH/G54oVo5yhawjh9VcBkhbDH9S7Aoe2whhTxUja0Mxebms9uiqSepvZrJAP+Y5Ud0cjDFUQBEHQrokxqnaMpF6pNZd/vLukHdtCpwAkrSzptJAvmWcxSRvJV8vPT1tK0sGdVb4Oda8kaZh8+ajc9T5F0pmSNi4l22lp9GKCsVW/UWOE2Nga/vvUtIJ0Z5fHpwSMpWkR11uA5TPp5eJxdVj5OtQ9CPe8W4AvSDsQeAtfCPcNPAzHwNa839vDFs4U7ZOzgdXwENjL4uEONpW0t5l9kvK0uudNV6GC1uo6IV+Sc/F4Whvh9+/vgIck7WpmM8rIdnT5Wus+C19U4EfA0bihG2VmRwJIugYfL/96BWV1HtraUsa26EaNEWJjq/n61xrKvavLv0PmrR/3Fv0bHoK+b7n7tyPL16Hu92mKbtw9/Q7bZNK3BCa39X+ktbcYo2ojysyDWiRCLLAHPqY4Co9p1Mj6u7r8TOBgPAJsoW3XMsV3dfneePcVAGY2F48S/RI+LWCVTixfa91L4N17OdlP8N8jxwwWncBeFbXO42oLwlC1kFoflDTNgyoUEn4iHpV3IeZdfl/Gu/xubWGdldbf1eX/A6xpZu8V2vCxg1Jdr11d/k18HGshZjYf2B9vWdxRQrajy9da9yQ83HuO/YFs/LBVgPfKlFGO7DysqmkLQ5gYYpAAABHVSURBVBeGquXU9KA0s53NJ6buWyD5XnxlhXyZj3FjNbsldVZRf1eXH4EPYBcjt/JFMbq6/Cg8SnIz0gN7P6Dg8j6dRL7Wuv9OptVlZneZ2aeZ9L1ZdO3KqjCzQ81sZ0osFFCGmgxdS4h5VDXSiAm3anCE2CBoJKmXYWkrMhlV0uLAalZk4nxHlq+17nJIWgaYl2e82oTWnHAchqoNUCsFH0sG7RMzW5B3vDswyMweCvkg6Fyk+VebA8+b2QxJKwNH4KHt/2ZmLe0ubzOi668FSFq+3KS9MgwArq2h/pITLiWtIGkU8AHwkaQLJS2RybIC8EDIB0HnQtIgfL7Vv4HXJA3E17Y8BA/6+nQ6VqqMdjfhOAxVyyhpaCQNKLVRe/CxfvhS/MXIzsM6HNgL+Jek7GKTpQbDu7p8EHRUcvOwlgV+hc/Dus/M1jWztfFFZ08pJlwPQ9cIouuvAKoxnLOaQrkXrYLSodwrmXA5soT828ABZvZw2l8O9zaaD+wJLIPH1Qr5IOhESHof2MHMxqUu7s/wbu6nUvqWwO1mtloR+ftwR5rchOPjWXTC8fJm1qoTjsNQFaAOhuZ/VBB8rAJDV+qtv1T9nwAbm9n4zLGlcY8kcI+t10I+DFXQuZAHC93YzCak/Y+AzXL/BUlfwO/9HkXkazJ0jSK6/grzIXACHum30HZgGflag4/VOuGy1nlYXV0+CDoqtc7DaviE45YQhqowtRqaWqNs1jrhstZ5WF1dviySFkj6l6S1Qj7k21Hdtc7Dao0Jx1UTXX8FkHQkPhfi4iLpKwPfNbOGRLqU9HWgp5n9sUj68sBXzez6EuktnofV1eUrQdLpwBrALma2esiHfAepu+Q8LElnAq+Y2U1F0s8CNjKzFk20bylhqIIgCIKKKGfoGkV0/bUBqjFwXVvX39Xlg6CrYmYftcWqGNGiagGp6+9oMzuzhfKbAf9pK6+zWuvvCvKSVgGOAQbj/fLzcbfdW4HrzNduK1VHyHdR+bbWvTMShqoFlHvQ1ToPqlZqrT/kNRC4j6aIqoOAm3CPqD2AccAeZvZRyId8e6m7U2PtIChWe9uAHctsh9PAwHN10L+tA+d1dPlHgF9m9g8Enkjfl8e9Qi8O+ZBvT3V35q3NFWiPWx0edNOBA/D5BoW2nUvJ10H/muoPeT7Bpwfk9hcD5gArp/1hwJSQD/n2VHdn3loa9K+zMxOf8DuqSPomwP0l5BfOgyqUmFauaORac7XW39XlpwP9gdzKFv2AbkAupMHr+MK2IR/y7anuipCvfPNv4Ptm9mYtZbUW4fVXmFon3NYaeK4sZSb9tXXgvI4ufyvwB0lfkTQMn8D9oDV5O60PTAn5kG9ndVfKmcA0YHRLhGudsNwi2rpJ1x434OvAgSXSlwcOaWMdTweuAya29fXqbBvQC/grMBfv5n0U+GImfXfgWyEf8u2p7lb8f7T6sye8/oKgCJKWArqZWYuWXAr5rivf1rp3NsJQBUEQdCI64zysGKNqh0haTB5R83ZJR6djh0l6TdIbks5T84i1QSsiaS1JLerfD/muLd/outM8rHH8f3tnH2xXVZ7x38NXDbUq1TEghSR1xmDCaERGyUxjK7bWQabFDFpmtIVq6/gBGltbQRIhKqMgRRxtcUZoxEqwBYdpkTZBTVKxk45IZGJIgh8kkhZKAAc6JREQ3v6x1tWTyzn7fqyzz94n+/nNrLlnn7Wf/a6b7Pu+56y93vWmumuHk3IGtwCPAZcDtyltg1Rl4xilar4bJO2QtE3SzZLeIamRTQocqNrJauAvgZ8CFyptFHk5cC1wDXAOsKqx0ZlnA79tvfUttH0l8OmIODkilpF8xUsi4izgN4E5pArYfRlGoKsDL09vJ28F/iQiviZpEfD9fHwdgKSdwKdwsKoFTb0P4NHWW98225mTSLXsJlgL/L2kuRHxgKS/Ji2EeP8A/USgW53H8zbSMvZTlKoSbCAFukH6WvAzqhYiaT+wMCLuzcdPAK+IXLZC0jxge0T8aoPDPGjJeSb3kAvI9eFZpPSFqgrN1ndQ34Kx7wb+OCJuy8cvAv6LVDZov6T5wI4YXOH3gOrYkg4h1dY7Lge63yM95zp2wPjqoclljl1upKWn/wa8uE/fPcBp+fVC0sPQN/f0nwbsqst+1/XAj4GzKrRLqN7ZwvqO6lsw9itJhV1PJ+1i8e/Axp7+NwA/qtDvBpb1HL8o/63Mycfzgf2D9HU1P6OaJUNIeqtKursO+JKkNaQM8k8Al0s6V9J7gM8DN83S7nTsd12/hTSFMohg6p0xrO+mvumxrwS2kfzDetLjnbf39D8NXFChH0XC8Yzx1N8sUWGVzimufQhwPmnn5G9HxKWSzgIuA44EbibNGz82TLsmkZ8LHhkR3x3QfzipgvBPrLe+LbYnnTerPCyl6tfXAMuBQ4HNpM0PduX+1wPPjYgbZnLdUhyojDHGHEDbEo499VcDTedBldrvun7SteZJerWkV+VFLDPC+u7qmx77gGtOK48rIn7WliAFeDFFv0YK4BcC/0Kq5AtpE9MfkAqaXQYcUaH/GCkH6oukDVA/Cjycr3kBaYfkjxWM78XAhrrsd12fr/EBYA8Hlnt5Kr+3Yhr/R9Z3VN/02Ke49sspKDHEFL6nrjZSY+PSSh0dadXe6fn1onyTvbWn/01UrLyZxvgqb7ZS+9azilRW4ULgZOA44Pj8+sPAo8BK661vk+2s/8gU7e8oC1RFgW7WdkdtcBwa5Y5uP3B8z/ETwOKe43nAYxX6opttCPa7rt8DvKmifznVxe+s76i+BWN/mjTr8/0B7YdT+I5aA91sm3em6M8xwFaAiNgu6Sngzp7+LfmcQdwPnAjcK2khafXMIlJ+A8Bi0reyQVzM1El/VZTa77r++cDOiv67SaVerLe+TbYhbT67MiK+0q9T0hLgjgr9xZT5nnoYdWQch0Zhwi1p6vAhYA0pge7jwE+Ac4H3kKYTr6jQlyb9ldrvun4TKX/kGc8hgSNI29Jsst76NtnO59wAXFbR/3Lg6Yr+It9TV/M3qv5MJNzeDLyWXybcziV9tT4fuLFCfxHpE8lS4KpIeVDbODAPqmqfvomkv76fipg66a/Uftf15wJfB/ZKuo2UGBykfdaWAftIWf/WW98m25Du/SMr+rcDCyr6S31PLTiPqg9qOOFWQ0r6M7NHaYfotwGn8MuNQP+HlAC5NiL+13rr22a7lLb6HgcqY4w5CMm5V0eTvgU9MM4fbJ3w2wDTTbrL5zaW9Ge9MeOHpA9I2kN61r4Z+E/gHkl7JK2YwXWG7ntmzagfih0MjcKkN6aRi0C7k/4Oaj1pDv584HbgVuCMSf1zrbe+bbZzf1EeVr5Gbb5nts2LKWZHZZVNlRdPWwX8FXApaQfkB0g38AuB1wOrJT07IvpW6hyC/U7rSdWVPwxcBTwHuF7SFRFxYa8Z661vmW2AdwJnR8Tk6gr3At9VKrr6WQZU+S31PbXRRHRse6M84bY06a7ppL+u63cAb+k5Pgm4D7g8H0/1qdb6jupbMPZ9wEsr+hcD+yr6i3xPXW2kxsalUe7oSvOgSm+2pou3jbt+HzB/0nsLs8P49DSdhfUd1Ldg7Jsoy8Mq8j11NU/99WcXZdndpbkI3wE+IunsiHhiku0jSPPP36nRftf1D5Hm9Xf/QhBxt6RTgY0kZ1GF9d3VNz320jysUt9TD6OOjOPQKM/uXgScXNF/ODCvov9E0jZAj5Bytq4GvpBfP0L6dLW4Rvtd168Frqy49gNUf6q1vqP6pseez/s14N3AtaTnTOvz63cBz5lCW+R76mojNTYurdTRDWkMs77Z3Ir/7V8G/GlF/2LgIuutb5PtYbU2+h4n/NZM00l3pfa7rjfGtIAmouM4NVJJiFcDr2IG36JoOBeh1H5X9cCCGfwbCzjOeuubtj3p/VnnYbW1NT6AtrYSR0l58bNGk/66rCftqXYNsLTi+keRpkZ2kPZ8tN76xsee+z+Y7/1LSblY+4FLevrnUv18vZWBbqTGxqVR7ihL86BKb7ami7eNrR54HvApUoXnB4F1pHIhV5FWEW4FngT+A/h9661vg+2ea5TmYRX5nrqan1H1Ie+T9b54Znb3RP9y4LMRceyA/n3AKyNix4D+xcDtEdF3O35JO0gPTP8pH58EfI20c/IHc7mR+yLi0Jrsd1qfz5kDvBH4LdL07xzS0uHvAesjYtsgrfXd1jdsex+wKCJ297y3kLS0/R+BT1LtO4p8T22MOjKOQ6M84XYT5Ul38ye9N8qkv07r3dzGtZG2SnpNn/dPIC07XzuF7yjyPXU1J/z2pzTprTTprumkv67rjRlXvk2a2v5W75sRsVPS60j+o4pS31MLnvrrg6QTSY5uDjDQ0UXEXRXXKCm8thbYGxHP2JI/FzbbCLwgKr5+N128bdz1xowjkl5GmvZeM6B/MXBmRKwe0F/se+rAgWoATTq60pvNGGNmQ1t9jwOVMcYcBEhaEBG7pnmugN+IiD01D2souMJvDShxvqTbJd0q6YxJ/XMlPTVAu2CGdo4bpn3rjRlbNku6RtLSQSdIOkrSu4HtwB9O6iv2PXXhQNWHITi6ieJnG0glJ66XdMlkMwO0RTfbEOxbb8x4cgIpB+sWSQ9KWidpjaSrJH1F0lZgL+mRxoqI+Nwk/TB8Tz00vZyyjY3yhNuSwmttSPrrtN7NbZwbaRHYmcCVwE3Zh3yZ9AHuxApdse+pq/kZVR80nITbWSfd5fObTPrrtN6YLlPie+rCeVT9mUdPnlREbJH0WmCjpENJjq6K4lyEiNgP3JjbTGm6eNu4643pLIW+pxb8jKo/E47uF0TE3cCpwFmkDO0qJpLuDiAidgKvy61OSu13XW+MaRH+RtWf0uzuTwKv7NcREdvzJ/szhzHQmux3XW+MaRF+RtUHtTTpzRhjuoin/voQEVsHBancf9egINV0LkKp/a7rjTHtw4FqEkNwdE3nIpTa77reGNMy/IzqmWyWdAtwdURs7neCpKNIiyreB/wt0Js4dwJpd/VbclLwHaTt9X9Gqs65CHgpaVXhiohYP+Txl9rvut4Y0zL8jGoSkp5HcnTvIJWer3J0Hx3k6JrORSi133W9MaY9OFANwI7OGGPagQOVMcaYVuPFFMYYY1qNA5UxxphW40BljDGm1ThQGTMCJJ0jKXraY5J2S7pJ0lskzfhvUdISSRdL+vU6xmxMW3CgMma0vBlYCpwGrAIeB64Hbs0rTWfCEuAiwIHKHNQ44deY0XJnRPyo5/gfJN0A3ABcBpzXzLCMaS/+RmVMw0TEV4F/Bv5c0pEAklZL2iLpUUkPSdog6ZQJjaRzSNVXAX7YM6U4P/cfJukCSTslPS7pPkl/I+lZI/3ljBkCDlTGtIN/BX4FODkfH0uqe3YGcA6wF/hW3tkf4Bbg4/n1xHTiUtIuKpBKj68E1pIS1z9B2m3lujp/CWPqwFN/xrSDe/PPYwAi4s8mOpSqSq8D7iIFm/dHxIOSfpxPOWA6UdIy4I+AsyPiS/ntb0j6KfBlSUsi4s56fx1jhoe/URnTDpR/BoCk35W0UdLDwM+BJ4GXAAunca03AE8AX81TgIdJOgy4Nfe/ZrhDN6Ze/I3KmHYwUS7mfkknkaYC15O+Qd1P2iD5amA6z5heCBwB/N+A/ueXDdWY0eJAZUw7eCNph/47SLv3/xxYHhFPTpyQy8s8Mo1rPZyvtWxA/31lQzVmtDhQGdMwkpYDfwB8JiL25ZV/T5GnAfM5pwLHA7t6pI/nn5Pzr9YBHwKeGxHfrG3gxowIBypjRssSSS8gTc0dD5xOWrX3deCCfM46YAXwRUlrSM+mVgH/Pela2/PP90q6lvQca2tEbJJ0PXCjpCtItdOeBuaTEo0/FBE/qOn3M2bouMyHMSNgUt4TpKm5vcAW0hLyG6Pnj1HSecBfAEcD20hBbCVARPxOz3kXAe/M5x0CLIiI3XlLpvOAt5MWYDwO7CY997okIh6t4dc0phYcqIwxxrQaL083xhjTahyojDHGtBoHKmOMMa3GgcoYY0yrcaAyxhjTahyojDHGtBoHKmOMMa3GgcoYY0yr+X+J2a6q+ojxQwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: What is the time history of transactions for the channels?\n",
"\n",
"\n",
"df[C]['il_Total_SalesAmount'].groupby([df[C][\"th_EventEndDate\"].dt.year,\n",
" df[C][\"th_EventEndDate\"].dt.month,df[C][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='firebrick',alpha=.75,label='App')\n",
"df[A]['il_Total_SalesAmount'].groupby([df[A][\"th_EventEndDate\"].dt.year,\n",
" df[A][\"th_EventEndDate\"].dt.month,df[A][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='steelblue',alpha=.75,label='Web')\n",
"title('Total Backcourt Channel Sales per Week',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Value of transactions (USD)',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Question: How many customers are enrolled as a function of time? \n",
"\n",
"en_dat=[]\n",
"for ID in df[A]['CustomerID'].unique():\n",
" D=df[A]['CustomerID']==ID\n",
" en_dat.append(amin(df[A][D][\"th_EventEndDate\"]))\n",
" \n",
"df1W=DataFrame(en_dat,columns=['enroll_date'])\n",
"\n",
"en_dat=[]\n",
"for ID in df[C]['CustomerID'].unique():\n",
" D=df[C]['CustomerID']==ID\n",
" en_dat.append(amin(df[C][D][\"th_EventEndDate\"]))\n",
"\n",
"df1M=DataFrame(en_dat,columns=['enroll_date'])\n",
"\n",
"\n",
"df1W['enroll_date'].groupby([df1W['enroll_date'].dt.year,\n",
" df1W['enroll_date'].dt.month,df1W['enroll_date'].dt.week]\n",
" ).count().plot(kind=\"bar\",color='steelblue',alpha=.75,label='Web')\n",
"\n",
"df1M['enroll_date'].groupby([df1M['enroll_date'].dt.year,\n",
" df1M['enroll_date'].dt.month,df1M['enroll_date'].dt.week]\n",
" ).count().plot(kind=\"bar\",color='firebrick',alpha=.75,label='App')\n",
"\n",
"title('Total Channel Enrollment per Week',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Customers Enrolled',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#How often are physical cards used in frontcourt vs app and does it vary with channel? \n",
"\n",
"AM= df[A]['PhysicalMobile_Card']=='MobileApp'\n",
"AP= df[A]['PhysicalMobile_Card']=='PhysicalCard'\n",
"\n",
"\n",
"figure()\n",
"df[A][AM]['fl_Total_SalesAmount'].groupby([df[A][AM][\"th_EventEndDate\"].dt.year,\n",
" df[A][AM][\"th_EventEndDate\"].dt.month,df[A][AM][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='steelblue',alpha=.75,label='App')\n",
"df[A][AP]['fl_Total_SalesAmount'].groupby([df[A][AP][\"th_EventEndDate\"].dt.year,\n",
" df[A][AP][\"th_EventEndDate\"].dt.month,df[A][AP][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='cyan',alpha=.25,label='Physical')\n",
"title('Frontcourt Transactions for Web Enrolled Customers\\nSplit for'+ \n",
" ' Physical Card and App Use',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Transactions',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()\n",
"\n",
"CM= df[C]['PhysicalMobile_Card']=='MobileApp'\n",
"CP= df[C]['PhysicalMobile_Card']=='PhysicalCard'\n",
"\n",
"figure()\n",
"df[C][CM]['fl_Total_SalesAmount'].groupby([df[C][CM][\"th_EventEndDate\"].dt.year,\n",
" df[C][CM][\"th_EventEndDate\"].dt.month,df[C][CM][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='firebrick',alpha=.75,label='App')\n",
"df[C][CP]['fl_Total_SalesAmount'].groupby([df[C][CP][\"th_EventEndDate\"].dt.year,\n",
" df[C][CP][\"th_EventEndDate\"].dt.month,df[C][CP][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='red',alpha=.25,label='Physical')\n",
"title('Frontcourt Transactions for Mobile Enrolled Customers\\nSplit for'+ \n",
" ' Physical Card and App Use',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Transactions',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#How often are physical cards used in backcourt vs app and does it vary with channel?\n",
"\n",
"figure()\n",
"df[A][AM]['il_Total_SalesAmount'].groupby([df[A][AM][\"th_EventEndDate\"].dt.year,\n",
" df[A][AM][\"th_EventEndDate\"].dt.month,df[A][AM][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='steelblue',alpha=.75,label='App')\n",
"df[A][AP]['il_Total_SalesAmount'].groupby([df[A][AP][\"th_EventEndDate\"].dt.year,\n",
" df[A][AP][\"th_EventEndDate\"].dt.month,df[A][AP][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='cyan',alpha=.25,label='Physical')\n",
"title('Backcourt Transactions for Web Enrolled\\nCustomers Split for'+ \n",
" ' Physical Card and App Use',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Transactions',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()\n",
"\n",
"figure()\n",
"df[C][CM]['il_Total_SalesAmount'].groupby([df[C][CM][\"th_EventEndDate\"].dt.year,\n",
" df[C][CM][\"th_EventEndDate\"].dt.month,df[C][CM][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='firebrick',alpha=.75,label='App')\n",
"df[C][CP]['il_Total_SalesAmount'].groupby([df[C][CP][\"th_EventEndDate\"].dt.year,\n",
" df[C][CP][\"th_EventEndDate\"].dt.month,df[C][CP][\"th_EventEndDate\"].dt.week]\n",
" ).count().plot(kind=\"bar\",color='red',alpha=.25,label='Physical')\n",
"title('Backcourt Transactions for Mobile Enrolled\\nCustomers Split for'+ \n",
" ' Physical Card and App Use',fontsize=18)\n",
"legend(fontsize='x-large')\n",
"xticks(fontsize=14)\n",
"yticks(fontsize=14)\n",
"ylabel('Number of Transactions',fontsize=16)\n",
"xlabel('Date',fontsize=16)\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total number of users: 37696\n",
"Number of customers using App: 3112\n",
"Number of customers using Card: 36806\n",
"Number of customers using both: 2222\n",
"Percentage of customers who use only App: 2.36%\n"
]
}
],
"source": [
"#How many customers used the physical card and app both?\n",
"M= df['PhysicalMobile_Card']=='MobileApp'\n",
"P= df['PhysicalMobile_Card']=='PhysicalCard'\n",
"\n",
"num_app_user=len(df[M]['CustomerID'].unique())\n",
"num_card_user=len(df[P]['CustomerID'].unique())\n",
"\n",
"num_both_user=len(intersect1d(df[M]['CustomerID'].unique(),\n",
" df[P]['CustomerID'].unique()))\n",
"\n",
"tot_user=(num_app_user+num_card_user-num_both_user)\n",
"\n",
"print('Total number of users: ',tot_user)\n",
"print('Number of customers using App: ',num_app_user)\n",
"print('Number of customers using Card: ',num_card_user)\n",
"print('Number of customers using both:',num_both_user,)\n",
"print('Percentage of customers who use only App: {:.2f}%'.format((num_app_user-num_both_user)/tot_user * 100))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#What is the median purchase price for backcourt and frontcourt purchases?\n",
"def mon_trans_med(dfs,cat='fl_Total_SalesAmount',month=11,col='k',wid=.5,lab=''):\n",
" Mon=dfs['EnrollmentDateKey'].dt.month==month\n",
" M=dfs[Mon][cat].groupby([dfs[\"th_EventEndDate\"].dt.year,\n",
" dfs[\"th_EventEndDate\"].dt.month]).median()\n",
" M.plot(kind='bar',color=col,width=wid,label=lab)\n",
" \n",
"figure()\n",
"title('Median frontcourt transactions values for customers\\nenrolled in November over the following months',fontsize=18)\n",
"mon_trans_med(df[TG],month=Month_plot,col='green',wid=.75,lab='Ghost')\n",
"mon_trans_med(df[TW],month=Month_plot,col='red',wid=.5,lab='Web')\n",
"mon_trans_med(df[TM],month=Month_plot,col='k',wid=.25,lab='App')\n",
"xlabel('Month',fontsize=16)\n",
"ylabel('Median Value',fontsize=16)\n",
"legend()\n",
"show()\n",
"\n",
"figure()\n",
"title('Median backcourt transactions values for customers\\nenrolled in November over the following months',fontsize=18)\n",
"mon_trans_med(df[TG],month=Month_plot,cat='il_Total_SalesAmount',col='green',wid=.75,lab='Ghost')\n",
"mon_trans_med(df[TW],month=Month_plot,cat='il_Total_SalesAmount',col='red',wid=.5,lab='Web')\n",
"mon_trans_med(df[TM],month=Month_plot,cat='il_Total_SalesAmount',col='k',wid=.25,lab='App')\n",
"xlabel('Month',fontsize=16)\n",
"ylabel('Median Value',fontsize=16)\n",
"legend()\n",
"show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"#Feedback part 1 and 2 plot generating function. \n",
"\n",
"def num_and_rev(card='MobileApp',CC=0,court='front'):\n",
" CD=df['PhysicalMobile_Card']==card\n",
" CCT=df['flag_CrossCourt']==CC\n",
" figure()\n",
" title(card +' '+ court+' court')\n",
" for zt,mk,cl in zip(['Customer Web','Customer Mobile','Ghost'],\n",
" ['x','*','+'],['k','b','r']):\n",
" A= df['Reporting_SourceName']==zt\n",
" df_temp=df[A*CD*CCT]\n",
" rev=[]\n",
" cnt=[]\n",
" for ch in df_temp['CustomerID'].unique():\n",
" Q=df_temp['CustomerID']==ch\n",
" df_tt=df_temp[Q]\n",
" if court=='back':\n",
" cnt.append(df_tt['il_Total_SalesAmount'].count())\n",
" rev.append(df_tt['il_Total_SalesAmount'].sum())\n",
" if court=='front':\n",
" cnt.append(df_tt['fl_Total_SalesAmount'].count())\n",
" rev.append(df_tt['fl_Total_SalesAmount'].sum())\n",
" if court=='both':\n",
" cnt.append(df_tt['il_Total_SalesAmount'].count()+\n",
" df_tt['fl_Total_SalesAmount'].count())\n",
" rev.append(df_tt['il_Total_SalesAmount'].sum()+\n",
" df_tt['fl_Total_SalesAmount'].sum())\n",
" plot(cnt,rev,'o',label=zt+'\\nNumber of Customers: {}'.format(len(cnt)),\n",
" alpha=.6,marker=mk,color=cl)\n",
" legend()\n",
" xlabel('Number of Transactions',fontsize=16)\n",
" ylabel('Total Revenue (USD)',fontsize=16)\n",
" show()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#example of above plot maker\n",
"\n",
"num_and_rev()\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# Histogram of number of transactions per customer for different categories. \n",
"def num_hist(card='MobileApp',CC=0,court='front'):\n",
" CD=df['PhysicalMobile_Card']==card\n",
" CCT=df['flag_CrossCourt']==CC\n",
" b=[1,2,3,4,5,6,7,8,9,10,12,15,20,50]\n",
" wid=[1,1,1,1,1,1,1,1,1,1,2,3,5,30]\n",
" tfm=0\n",
" figure()\n",
" if card=='MobileApp':\n",
" L=['Customer Mobile','Customer Web','Ghost']\n",
" CL=['k','b','r']\n",
" else:\n",
" L=['Ghost','Customer Mobile','Customer Web']\n",
" CL=['r','k','b']\n",
" for zt,cl in zip(L,CL):\n",
" A= df['Reporting_SourceName']==zt\n",
" df_temp=df[A*CD*CCT]\n",
" cnt=[]\n",
" for ch in df_temp['CustomerID'].unique():\n",
" Q=df_temp['CustomerID']==ch\n",
" df_tt=df_temp[Q]\n",
" if court=='back':\n",
" cnt.append(df_tt['il_Total_SalesAmount'].count())\n",
" if court=='front':\n",
" cnt.append(df_tt['fl_Total_SalesAmount'].count())\n",
" if court=='both':\n",
" cnt.append(df_tt['il_Total_SalesAmount'].count()+\n",
" df_tt['fl_Total_SalesAmount'].count())\n",
"\n",
" cntf=[]\n",
" totf=[]\n",
" cnt=array(cnt)\n",
" cntf.append(.5)\n",
" totf.append(len(df[~df['CustomerID'].isin(\n",
" df_temp['CustomerID'].unique())]['CustomerID'].unique()))\n",
" for i in range(len(b)-1):\n",
" a=cnt>=b[i]\n",
" c=cnt<b[i+1]\n",
" cntf.append((b[i]+b[i+1])/2)\n",
" totf.append(len(cnt[a*c]))\n",
" if amax(totf[1:])>tfm:\n",
" tfm=amax(totf[1:])\n",
" bar(cntf,totf,width=wid,edgecolor='black',color=cl,alpha=.5,\n",
" label=zt+'\\nMean number of transactions '+\n",
" '{:.2f}\\nTotal Number of Customers {}'.format(mean(cnt),len(cnt))\n",
" +'\\nNumber of 0 transaction customers {}'.format(totf[0]))\n",
" title(card +' '+ court+' court'+' Crosscourt='+str(CC))\n",
" legend()\n",
" xticks([0]+b)\n",
" xlabel('Number of Transactions',fontsize=16)\n",
" ylabel('Number of Customers',fontsize=16)\n",
" ylim(0,tfm+100)\n",
" show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Run for different configurations (generates 8 different plots.)\n",
"for crd in ['MobileApp','PhysicalCard']:\n",
" for crt in ['front','back','both']:\n",
" if crt=='both':\n",
" for crct in [0,1]:\n",
" num_hist(card=crd,CC=crct,court=crt)\n",
" else:\n",
" num_hist(card=crd,CC=0,court=crt)\n"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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