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ResearchMethods/wk8/wk8.ipynb
2018-05-04 15:31:51 +10:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Week 8: Unrest via Sparse Credit Card Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"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\n",
"from tabulate import tabulate"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Contains the data from the paper being analysed\n",
"data = pd.read_excel('A1_data.xlsx')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction and Method"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The purpose of this report is to re-analyse the data presented in the paper by Dong et al.<sup>1</sup>, which investigates the effect that protests (as an example of disruptive social behaviours in general) have on consumer behaviours. Dong et al.<sup>1</sup> hypothesise that protests decrease consumer behaviour in the surrounding area of the event, and suggest that consumer spending could be used as an additional non-traditional economic indicator and as a gauge of consumer sentiment. Consumer spending was analysed using credit card transaction data from a metropolitan area within a country that is part of The Organisation for Economic Co-operation and Development (OECD). Although Dong et al.<sup>1</sup> investigate temporal and spatial effects on consumer spending, for the purposes of this analysis, only the spatial effect of variables (with relation to the geographical distance from the event) is considered. The dataset consists of variables measured as a function of the distance from the event (in km), including: the number of customers, the median spending amount, the number of transactions, and the total sales amount.\n",
"\n",
"The re-analysis is conducted on the data provided in the paper<sup>1</sup>, using Python in conjunction with packages such as pandas, matplotlib, numpy and seaborn, to process and visualise the data. As aformentioned, only spatial data and the variables mentioned above are considered, for the reference days and the change occuring Day 62 (day of first socially disruptive event). The distribution of the difference between the reference period and Day 62 is visualised by plotting a histogram for each variable. Since the decrease of each the variables from the reference period to Day 62 is provided, the mean and the median of these distributions can be used to perform a one-sample (as we have are given the difference) hypothesis test to assess whether the protests on Day 62 had a discernable effect.\n",
"\n",
"Assuming the mean of each variable over the reference period is the midpoint between their respective maximum and minimum values, we can reconstruct approximate actual values for Day 62 (given the decrease in value on Day 62 from the reference period). By comparing these value to the range over the reference period, another assessment can be made to determine whether the data presents a discernible effect on consumer spending as a result of social discuption, scaling with distance.\n",
"\n",
"Although time series data was not explicitely provided, by extrapolating information from a graph in Dong et al.<sup>1</sup> we can quantify the decrease in number of customers and median spending on Day 62 using information about the reference days (from 43 to 61). After collecting the values for each of the reference days (43-61), the mean and standard deviation of this sample can be calculated. Assuming a normal distribution of the data, we can calculate a z-score for each observation on Day 62, and use this to assess the original hypothesis.\n",
"\n",
"By performing each of the above test, a re-analysis will be conducted on Dong et al.<sup>1</sup>'s paper hypothesising that consumer spending decreases as a result of social events such as protests. In the Results section, we will perform the statistical analyses described above. The results of these tests will then be explored in the Discussion section, along with assumptions and limitations of the tests and what can be conclused from them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For each of the variables in the given data (number of customers, median spending amount, number of transactions, and sales totals) we construct a histogram of the decrease of each (on Day 62). We then compute the mean and median of the data so we can proceed to perform a one-sample hypothesis test."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3a59b75748>"
]
},
"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",
"fig1.text(0.5,-0.05,\n",
" \"Figure 1: Distribution of each of the variables recorded in the data, as a function of the distance from an event\",\n",
" size=12, ha=\"center\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using a mean/median of the reference period, obtained by taking the midpoint of the minimum and maximum values over for each distance measure, a value can be reconstructed for the measurement on Day 62 (for each location) using:\n",
"\n",
"\\begin{equation}\n",
"\\textrm{value} = \\frac{\\textrm{min} + \\text{max}}{2} - \\textrm{decrease.}\n",
"\\tag{1}\n",
"\\end{equation}\n",
"\n",
"We can then plot the maximum and minimum values for the reference period, as well as the reconstructed Day 62 variables to observe the behaviour of consumer spending after the event."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3a57a56358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dist = data[\"distance\"]\n",
"\n",
"cust_min = data[\"cust_ref_min\"]\n",
"cust_max = data[\"cust_ref_max\"]\n",
"cust_recon = data[\"recon_cust_val\"]\n",
"\n",
"spend_min = data[\"spend_ref_min\"]\n",
"spend_max = data[\"spend_ref_max\"]\n",
"spend_recon = data[\"recon_spend_val\"]\n",
"\n",
"trans_min = data[\"trans_ref_min\"]\n",
"trans_max = data[\"trans_ref_max\"]\n",
"trans_recon = data[\"recon_trans_val\"]\n",
"\n",
"sales_min = data[\"sales_ref_min\"]\n",
"sales_max = data[\"sales_ref_max\"]\n",
"sales_recon = data[\"recon_sales_val\"]\n",
"\n",
"fig1 = plt.figure()\n",
"fig1.set_figheight(12)\n",
"fig1.set_figwidth(12)\n",
"\n",
"plt.subplot(411)\n",
"plt.plot(dist, cust_min, label='Min. # of Customers (Ref.)')\n",
"plt.plot(dist, cust_max, label='Max. # of Customers (Ref.)')\n",
"plt.plot(dist, cust_recon, label='Day 62 # of Customers')\n",
"plt.xlabel('Distance from event (km)')\n",
"plt.ylabel('Customers')\n",
"plt.title('Effect on Number of Customers on Day 62')\n",
"plt.legend()\n",
"\n",
"plt.subplot(412)\n",
"plt.plot(dist, spend_min, label='Min. Median Spending Amt.(Ref.)')\n",
"plt.plot(dist, spend_max, label='Max. Median Spending Amt. (Ref.)')\n",
"plt.plot(dist, spend_recon, label='Day 62 Median Spending Amt.')\n",
"plt.xlabel('Distance from event (km)')\n",
"plt.ylabel('Median Spending Amount')\n",
"plt.title('Effect on Median Spending on Day 62')\n",
"plt.legend()\n",
"\n",
"plt.subplot(413)\n",
"plt.plot(dist, trans_min, label='Min. # of Transactions (Ref.)')\n",
"plt.plot(dist, trans_max, label='Max. # of Transactions (Ref.)')\n",
"plt.plot(dist, trans_recon, label='Day 62 # of Transactions')\n",
"plt.xlabel('Distance from event (km)')\n",
"plt.ylabel('Transactions')\n",
"plt.title('Effect on Number of Transactions on Day 62')\n",
"plt.legend()\n",
"\n",
"plt.subplot(414)\n",
"plt.plot(dist, sales_min, label='Min. Sales Amt. (Ref.)')\n",
"plt.plot(dist, sales_max, label='Max. Sales Amt. (Ref.)')\n",
"plt.plot(dist, sales_recon, label='Day 62 Sales Amt.')\n",
"plt.xlabel('Distance from event (km)')\n",
"plt.ylabel('Total Sales Amt.')\n",
"plt.title('Effect on Total Sales Amount on Day 62')\n",
"plt.legend()\n",
"\n",
"plt.tight_layout(pad=0.4, w_pad=0.6, h_pad=1.0)\n",
"fig1.text(0.5,-0.05,\n",
" \"Figure 2: The reconstructed values for Day 62 of each variable plotted against their respective minimums and\\n maximums over the reference period\",\n",
" size=12, ha=\"center\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Using the data recorded, for each of the three distance recorded, the mean and standard deviation of the reference period can be calculated. The z-score for each observed value on Day 62 can be computed using:\n",
"\n",
"\\begin{equation}\n",
"\\textrm{Z} = \\frac{\\textrm{X} - \\mu}{\\sigma},\n",
"\\tag{2}\n",
"\\end{equation}\n",
"\n",
"where X is the observed value, \\mu and \\sigma are the mean and standard deviation (respectively) of the reference period."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Variable Distance X Z\n",
"--------------- ---------- ------ --------\n",
"Customers < 2km -0.6 -6.87798\n",
"Customers 2km - 4km -0.2 -3.33253\n",
"Customers > 4km -0.1 -3.7074\n",
"Median Spending < 2km -0.2 -3.05849\n",
"Median Spending 2km - 4km -0.1 -1.46508\n",
"Median Spending > 4km -0.035 -1.99199\n",
"\n",
"Figure 3: The z score computed using equation 2 and the temporal data\n"
]
}
],
"source": [
"# Computing all the z scores\n",
"z_cust_r1 = (data[\"r1_cust_62\"][0] - data[\"r1_cust_change\"].mean())/data[\"r1_cust_change\"].std()\n",
"z_cust_r2 = (data[\"r2_cust_62\"][0] - data[\"r2_cust_change\"].mean())/data[\"r2_cust_change\"].std()\n",
"z_cust_r3 = (data[\"r3_cust_62\"][0] - data[\"r3_cust_change\"].mean())/data[\"r3_cust_change\"].std()\n",
"z_spend_r1 = (data[\"r1_spend_62\"][0] - data[\"r1_spend_change\"].mean())/data[\"r1_spend_change\"].std()\n",
"z_spend_r2 = (data[\"r2_spend_62\"][0] - data[\"r2_spend_change\"].mean())/data[\"r2_spend_change\"].std()\n",
"z_spend_r3 = (data[\"r3_spend_62\"][0] - data[\"r3_spend_change\"].mean())/data[\"r3_spend_change\"].std()\n",
"\n",
"print(tabulate([['Customers', '< 2km', data[\"r1_cust_62\"][0], z_cust_r1],\n",
" ['Customers', '2km - 4km', data[\"r2_cust_62\"][0], z_cust_r2],\n",
" ['Customers', '> 4km', data[\"r3_cust_62\"][0], z_cust_r3],\n",
" ['Median Spending', '< 2km', data[\"r1_spend_62\"][0], z_spend_r1],\n",
" ['Median Spending', '2km - 4km', data[\"r2_spend_62\"][0], z_spend_r2],\n",
" ['Median Spending', '> 4km', data[\"r3_spend_62\"][0], z_spend_r3]],\n",
" headers=['Variable', 'Distance', 'X', 'Z']))\n",
"print(\"\\nFigure 3: The z score computed using equation 2 and the temporal data\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Discussion"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As shown in each of the subplots of Figure 1, the mean and median values of the decrease in each of the distributions are greater than zero (note: higher values of the decrease variable indicate a larger decrease/negative change). These mean and median values can be used to perform a one-sample hypothesis tests, which finds that since each of the mean/median values is greater than zero, we can infer that the event had a net decreasing affect on the number of customers, median spending amount, number of transactions, and total sales amount.\n",
"\n",
"In Figure 2 values were approximated for each variable on Day 62, using Equation 1, and plotted against the minimum and maximum values of the respective variables. This allows us to visually assess whether the reconstructed value for Day 62 lies outside the range of recorded values for the reference period, and presents uncharacteristic behaviour. A decrease is evident in each of the variables after the event has occured (on Day 62) within a distance of approximately 2 km, and appears to stabilise thereafter. This provides support to the authors'<sup>1</sup> hypothesis that consumer spending is affected by socially disruptive events, and also provides evidence to the notion of spatial scaling of this effect (based on the event location). It is important to note that the approximation used in this technique is subject to a level of error due to the ideal calculation of the mean/median of the reference data as the midpoint between the minimum and maximum values provided.\n",
"\n",
"Extrapolating data from a graph in Dong et al.<sup>1</sup> provided time series data (divided into three radius') to analyse. This data was collected by visually estimating the values from the graph which will inherently introduce a source of error. However, by computing the z-score as described in Equation 2, the table provided in Figure 3 was constructed. Each of the z-score values in the table are negative, indicating a decrease in both the number of customers and median spending on Day 62. The much larger magnitude of z-scores for the <2km distance ring for both variables is in agreement with earlier discussion, strengthening the hypothesis of the spatial correlation of consumer spending.\n",
"\n",
"Each of the above tests have agreed on the spatial and temporal correlation of consumer spending and socially disruptive events. With the limited data available, we can therefore concur with the hypothesis of Dong et al. that consumer spending decreases in the area around disruptive social behaviour, after finding the temporal correlation on Day 62, as well as the spatially decreasing effect further from the event."
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"### 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"
]
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