{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Week 8: Unrest via Sparse Credit Card Data"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using matplotlib backend: TkAgg\n",
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab\n",
"%matplotlib inline\n",
"import pandas as pd\n",
"from pandas import ExcelWriter\n",
"from pandas import ExcelFile\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We start the analysis by importing the data. Note, we are only importing data relevant to the analysis conducted in Dong et al.1 concerning the reference days and the change that occured on Day 62 (the initial event). This data describes the measured variables with relation to the geographical distance from the event.\n",
"\n",
"TO DO:\n",
"\\*\\* Need to test the statistical significance of the data"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Contains the data from the paper being analysed\n",
"data = pd.read_excel('A1_data.xlsx')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For each of the variable in the given data (number of customers, median spending amount, number of transactions, and sales totals) we construct a histogram of the decrease of of each on Day 62. We then compute the mean and median of the data to perform a one-sample hypothesis test."
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cust_mm = 'Mean decrease: {:.2f} \\nMedian decrease: {:.2f}'.format(data[\"cust_dec_62\"].mean(), data[\"cust_dec_62\"].median())\n",
"spend_mm = 'Mean decrease: {:.2f} \\nMedian decrease: {:.2f}'.format(data[\"spend_dec_62\"].mean(), data[\"spend_dec_62\"].median())\n",
"trans_mm = 'Mean decrease: {:.2f} \\nMedian decrease: {:.2f}'.format(data[\"trans_dec_62\"].mean(), data[\"trans_dec_62\"].median())\n",
"sales_mm = 'Mean decrease: {:.2f} \\nMedian decrease: {:.2f}'.format(data[\"sales_dec_62\"].mean(), data[\"sales_dec_62\"].median())\n",
"\n",
"fig1 = plt.figure()\n",
"fig1.set_figheight(8)\n",
"fig1.set_figwidth(10)\n",
"\n",
"plt.subplot(221)\n",
"cust_dist = sns.distplot(data[\"cust_dec_62\"], kde = True, label=cust_mm)\n",
"cust_dist.set(xlabel='Decrease in customers', ylabel='Normalised count', title='Distribution of customers')\n",
"plt.legend()\n",
"\n",
"plt.subplot(222)\n",
"spend_dist = sns.distplot(data[\"spend_dec_62\"], kde = True, label=spend_mm)\n",
"spend_dist.set(xlabel='Decrease in median spending', ylabel='Normalised spending', title='Distribution of median spending')\n",
"plt.legend()\n",
"\n",
"plt.subplot(223)\n",
"trans_dist = sns.distplot(data[\"trans_dec_62\"], kde = True, label=trans_mm)\n",
"trans_dist.set(xlabel='Decrease in number of transactions', ylabel='Normalised number of transactions', title='Distribution of number of transactions')\n",
"plt.legend()\n",
"\n",
"plt.subplot(224)\n",
"sales_dist = sns.distplot(data[\"sales_dec_62\"], kde = True, label=sales_mm)\n",
"sales_dist.set(xlabel='Decrease in total sales amount', ylabel='Normalised sales', title='Distribution of total sales amount')\n",
"plt.legend()\n",
"\n",
"plt.tight_layout(pad=0.4, w_pad=0.6, h_pad=1.0)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mean decrease in the number of customers on Day 62 is: 25.18\n",
"The median decrease in the number of customers on Day 62 is: 9.10\n"
]
}
],
"source": [
"cust_mm = 'Mean decrease: {:.2f} \\nMedian decrease: {:.2f}'.format(data[\"cust_dec_62\"].mean(), data[\"cust_dec_62\"].median())\n",
"cust_dist = sns.distplot(data[\"cust_dec_62\"], kde = True, label=cust_mm)\n",
"cust_dist.set(xlabel='Decrease in customers', ylabel='Normalised count', title='Distribution of customers')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"print(\"The mean decrease in the number of customers on Day 62 is: %.2f\" % data[\"cust_dec_62\"].mean())\n",
"print(\"The median decrease in the number of customers on Day 62 is: %.2f\" % data[\"cust_dec_62\"].median())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the above the mean decrease of the distribution of customers \n",
"\n",
"What does the mean tell us? What does the median tell us?"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mean decrease in the median spending on Day 62 is: 3.27\n",
"The median decrease in the median spending on Day 62 is: 4.20\n"
]
}
],
"source": [
"spend_dist = sns.distplot(data[\"spend_dec_62\"], kde = True)\n",
"spend_dist.set(xlabel='Decrease in median spending', ylabel='Normalised spending', title='Distribution of median spending')\n",
"plt.show()\n",
"\n",
"print(\"The mean decrease in the median spending on Day 62 is: %.2f\" % data[\"spend_dec_62\"].mean())\n",
"print(\"The median decrease in the median spending on Day 62 is: %.2f\" % data[\"spend_dec_62\"].median())"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mean decrease in the number of transactions on Day 62 is: 29.46\n",
"The median decrease in the number of transactions on Day 62 is: 9.10 \n"
]
}
],
"source": [
"trans_dist = sns.distplot(data[\"trans_dec_62\"], kde = True)\n",
"trans_dist.set(xlabel='Decrease in number of transactions', ylabel='Normalised number of transactions', title='Distribution of number of transactions')\n",
"plt.show()\n",
"\n",
"print(\"The mean decrease in the number of transactions on Day 62 is: %.2f\" % data[\"trans_dec_62\"].mean())\n",
"print(\"The median decrease in the number of transactions on Day 62 is: %.2f \" % data[\"trans_dec_62\"].median())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now to plot some data..."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"The mean decrease in the total amount of sales on Day 62 is: 3581.75\n",
"The median decrease in the total amount of sales on Day 62 is: 805.46\n"
]
}
],
"source": [
"sales_dist = sns.distplot(data[\"sales_dec_62\"], kde = True)\n",
"sales_dist.set(xlabel='Decrease in total sales amount', ylabel='Normalised sales', title='Distribution of total sales amount')\n",
"plt.show()\n",
"\n",
"print(\"The mean decrease in the total amount of sales on Day 62 is: %.2f\" % data[\"sales_dec_62\"].mean())\n",
"print(\"The median decrease in the total amount of sales on Day 62 is: %.2f\" % data[\"sales_dec_62\"].median())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Computing the mean changes to consumers' behaviour:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**** \\*\\*\\*\\* Need to change a bunch of this \\*\\*\\*\\* ****"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"T score: 9.767587, P score: 0.000000\n"
]
}
],
"source": [
"cust_increase = cust_data.loc[cust_data[\"Decrease on Day 62\"] >= cust_change_mean][\"Decrease on Day 62\"]\n",
"cust_decrease = cust_data.loc[cust_data[\"Decrease on Day 62\"] < cust_change_mean][\"Decrease on Day 62\"]\n",
"t, p = stats.ttest_ind(cust_increase, cust_decrease)\n",
"p = p/2 # Because 1 tailed T-Test\n",
"print(\"T score: %f, P score: %f\" % (t, p))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### References\n",
"1. Dong, X., Meyer, J., Shmueli, E., Bozkaya, B., & Pentland, A. (2018). Methods for quantifying effects of social unrest using credit card transaction data. EPJ Data Science, 7(1), 8. https://doi.org/10.1140/epjds/s13688-018-0136-x"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}