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abdjiber/Predicting election corruption in Africa using machine learning and deep learning.ipynb

Created November 5, 2020 10:12
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Gist of the Jupyter Notebook file on Election corruption in Africa using Machine Learning and Deep Learning.
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Predicting election corruption in Africa using machine learning and deep learning.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Author information"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Author: Djiberou Mahamadou Abdoul Jalil\n",
"* Education: PhD student in computer science and Machine learning\n",
"* Email: abdoul_jalil.djiberou_mahamadou@uca.fr\n",
"* Copyrights: [Djiberou Mahamadou]('https://www.linkedin.com/pulse/imbalanced-datasets-resampling-techniques-abdoul-jalil/)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Packages"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": " <script type=\"text/javascript\">\n window.PlotlyConfig = {MathJaxConfig: 'local'};\n if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n if (typeof require !== 'undefined') {\n require.undef(\"plotly\");\n requirejs.config({\n paths: {\n 'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n }\n });\n require(['plotly'], function(Plotly) {\n window._Plotly = Plotly;\n });\n }\n </script>\n "
},
"metadata": {}
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import warnings\n",
"import math\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import rcParams\n",
"from plotly.offline import init_notebook_mode\n",
"from sklearn import preprocessing\n",
"from sklearn import decomposition\n",
"from IPython.display import Image\n",
"\n",
"from utils import utils\n",
"import constants\n",
"import plotting\n",
"import scoring\n",
"import neural_nets\n",
"import machine_learning\n",
"import classification\n",
"\n",
"init_notebook_mode(connected=True)\n",
"%matplotlib inline\n",
"warnings.filterwarnings('ignore') # Ignoring the warnings\n",
"\n",
"plt.style.use('dark_background')\n",
"params = {'legend.fontsize': 'large',\n",
" 'figure.figsize': (18, 5),\n",
" 'font.size': 12,\n",
" 'xtick.labelsize': 'large',\n",
" 'ytick.labelsize': 'large',\n",
" 'axes.titlesize' :'large',\n",
" 'axes.grid': False\n",
" }\n",
"rcParams.update(params)\n",
"\n",
"np.random.seed(42) # Setting a random seed for reproductibility"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Reading the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Date shape (51587, 348)\n"
]
}
],
"source": [
"df = pd.read_csv('../data/merged_r5_data.csv', low_memory=False)\n",
"print(\"Date shape {}\".format(df.shape))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data cleansing: Part 1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this first part of the data cleansing we will drop unecessary variablesand those containg high percentage of missing data."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Columns not satisfying the missing data treshold are:\n Variables Percentage missing data\n0 Q2OTHER 93\n1 Q11OTHER 93\n2 Q12OTHER 93\n3 Q31D_ARB 88\n4 Q41A_ARB 88\n5 Q41B_ARB 88\n6 Q41C_ARB 88\n7 Q41D_ARB 88\n8 Q43A_ARB 88\n9 Q43B_ARB 88\n10 Q43C_ARB 88\n11 Q43D_ARB 88\n12 Q43E_ARB 88\n13 Q47F_ARB 88\n14 Q47G_ARB 88\n15 Q47H_ARB 88\n16 Q47I_ARB 88\n17 Q63PT1OTHER 97\n18 Q63PT2OTHER 97\n19 Q63PT3OTHER 97\n20 Q70C 51\n21 Q73A_ARB 88\n22 Q73B_ARB 88\n23 Q73C_ARB 88\n24 Q73D_ARB 88\n25 Q77OTHER 96\n26 Q78A1 51\n27 Q84OTHER 92\n28 Q89BOTHER 100\n29 Q94A_ARB 88\n30 Q94B_ARB 88\n31 Q94C_ARB 88\n32 Q96_ARB 88\n33 Q96_ARB_OTHER 100\n34 Q98AOTHER 97\n35 Q98C_ARB 88\n36 Q98D_ARB 88\n37 Q99OTHER 98\n38 Q102OTHER 100\n39 Q103OTHER 99\n"
]
}
],
"source": [
"df = utils.clean_data(df.copy())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will visualize 4 variables distribution of the data as for:\n",
"* Age: Q1\n",
"* Countries: COUNTRY_ALPHA\n",
"* Sex: Q101\n",
"* Education level: Q97"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"ages = df.Q1\n",
"age_groups = utils.get_age_groups(ages)\n",
"countries = df.COUNTRY_ALPHA.map(constants.COUNTRIES_DICTIONARY)\n",
"sex = df.Q101.map(constants.SEX_DICTIONARY)\n",
"education = df.Q97.map(constants.EDUCATION_DICTIONARY)\n",
"age_groups_and_sex = [age_groups, sex]\n",
"age_groups_sex_labels = ['Age groups', 'Sex']\n",
"countries_label = ['Countries']\n",
"education_label = ['Education']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Please note that in the visualization figures the percentages are rounded, so the sum might not equal 100."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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},
"metadata": {}
}
],
"source": [
"# Visualization of Country distribution\n",
"plotting.visualize([countries],\n",
" countries_label,\n",
" 'Countries distribution',\n",
" direction='V'\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the figure above, one could note that there are two groups of countries that have approximately the same repartition. The one with a ratio of 5% (Kenya, South Africa, Ghana, Tanzania, Mozambique, Uganda, Nigeria and Malawi) and the other countries having a ratio of 2%."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {}
}
],
"source": [
"# Visualization of Country age groups and sex distribution\n",
"plotting.visualize(age_groups_and_sex,\n",
" age_groups_sex_labels,\n",
" 'Age groups, Sex distribution'\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the figure above, one could see that the sex is equaly distributed contrary to the age groups in which the age group 25-35 is the most represented and >76 the least."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
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xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n <g id=\"text_25\">\n <!-- 6% -->\n <g style=\"fill:#ffffff;\" transform=\"translate(436.201756 159.964167)scale(0.12 -0.12)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n <g id=\"text_26\">\n <!-- 14% -->\n <g style=\"fill:#ffffff;\" transform=\"translate(658.031813 139.9525)scale(0.12 -0.12)\">\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n <g id=\"text_27\">\n <!-- 15% -->\n <g style=\"fill:#ffffff;\" transform=\"translate(681.089052 119.940833)scale(0.12 -0.12)\">\n <use xlink:href=\"#DejaVuSans-49\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n <g id=\"text_28\">\n <!-- 15% -->\n <g style=\"fill:#ffffff;\" 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\n"
},
"metadata": {}
}
],
"source": [
"# Visualization of education level distribution\n",
"plotting.visualize([education], education_label, 'Education distribution')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"20% of people in the sample accomplished some secondary and high school and only 3% achieved a complete university curriculum."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualisation of most frequent types of bribes by country"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Questions Q61A to Q61F refer to the types of bribes the interviewed persons experienced in the past. Here are the descriptions of each question:\n",
"* Q61A: In the past year, how often, (if ever, have you had to pay a bribe, give a gift, or do a favor to\n",
" government officials in order to: Get a document or a permit)?\n",
"* Q61B: In the past year, how often, if ever, have you had to pay a bribe, give a gift, or do a favor to\n",
" government officials in order to: Get water or sanitation services?\n",
"* Q61C: In the past year, how often, if ever, have you had to pay a bribe, give a gift, or do a favor to\n",
" government officials in order to: Get treatment at a local health clinic or hospital?\n",
"* Q61D: In the past year, how often, if ever, have you had to pay a bribe, give a gift, or do a favor to\n",
" government officials in order to: Avoid a problem with the police (like passing a checkpoint or avoiding a\n",
" fine or arrest)?\n",
"* Q61E: In the past year, how often, if ever, have you had to pay a bribe, give a gift, or do a favor to\n",
" government officials in order to: Get a place in a primary school for a child?\n",
"* Q61F: And during the last national election in 20xx, how often, if ever did a candidate or someone\n",
" from a political party offer you something, like food or a gift or money, in return for your vote?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"Selecting variables Q61A to Q61F, \n",
" replacing the missing data by the mode of each column, \n",
" and encode the responses\n",
"\"\"\"\n",
"df_bribes = df.loc[:, 'Q61A':'Q61F'].copy()\n",
"df_bribes = (df_bribes.fillna(df_bribes.mode().loc[0])\n",
" .replace(constants.RESPONSES_EXPERIENCE_WITH_BRIBERIES, value=None)\n",
" )\n",
"df_bribes = df_bribes.replace({\n",
" 'Once or twice': 'At least once',\n",
" 'A few times': 'At least once',\n",
" 'Often': 'At least once'\n",
" }, value=None\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"Getting a data frame containing the most\n",
"frequent type of bribe by country\n",
"\"\"\"\n",
"types = utils.get_most_corruption_type_by_country(df_bribes, countries)\n",
"df_most_corruption_type_by_country = pd.DataFrame(types)\n",
"encode_types = {'Avoid problem with police': 0,\n",
" 'Document or permit': 1,\n",
" 'Election incentives': 2,\n",
" 'Treatment at local health clinic or hospital': 3\n",
" }\n",
"df_most_corruption_type_by_country.type.replace(encode_types, inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'\\nutils.plot_choropleth(df=df_most_corruption_type_by_country,\\n colorscale=\\'RdBu\\',\\n z=df_most_corruption_type_by_country.type,\\n layout_title=\\'Most frequent types of bribes in Africa\\', colorbar_title=\"Type of bribes\",\\n tickvals=list(encode_types.values()),\\n ticktext =list(encode_types.keys())\\n )\\n\\nutils.plot_choropleth(df=df_most_corruption_type_by_country,\\n z=df_most_corruption_type_by_country.percentage,\\n layout_title=\\'Bribes frequences\\',\\n colorscale=\\'Rainbow\\',\\n colorbar_title=\"Frequence\",\\n tickmode=\\'auto\\',\\n tickvals=list(encode_types.values()),\\n ticktext=list(encode_types.values())\\n )\\n'"
]
},
"metadata": {},
"execution_count": 13
}
],
"source": [
"# Uncomment to plot the choropleths\n",
"\"\"\"\n",
"utils.plot_choropleth(df=df_most_corruption_type_by_country,\n",
" colorscale='RdBu',\n",
" z=df_most_corruption_type_by_country.type,\n",
" layout_title='Most frequent types of bribes in Africa', colorbar_title=\"Type of bribes\",\n",
" tickvals=list(encode_types.values()),\n",
" ticktext =list(encode_types.keys())\n",
" )\n",
"\n",
"utils.plot_choropleth(df=df_most_corruption_type_by_country,\n",
" z=df_most_corruption_type_by_country.percentage,\n",
" layout_title='Bribes frequences',\n",
" colorscale='Rainbow',\n",
" colorbar_title=\"Frequence\",\n",
" tickmode='auto',\n",
" tickvals=list(encode_types.values()),\n",
" ticktext=list(encode_types.values())\n",
" )\n",
"\"\"\" "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<IPython.core.display.HTML object>",
"text/html": "Please note that the two choropleth figures will not be displayed as output once the notebook in imported, so I'll put them manually.\n\n<img src='https://raw.githubusercontent.com/abdjiber/Election-corruption-in-Africa/master/img/figures/choropleth_types_bribes.png'>\n\n<img src='https://raw.githubusercontent.com/abdjiber/Election-corruption-in-Africa/master/img/figures/choropleth_types_bribes_frequencies.png.png'>\n"
},
"metadata": {}
}
],
"source": [
"%%html\n",
"Please note that the two choropleth figures will not be displayed as output once the notebook in imported, so I'll put them manually.\n",
"\n",
"<img src='https://raw.githubusercontent.com/abdjiber/Election-corruption-in-Africa/master/img/figures/choropleth_types_bribes.png'>\n",
"\n",
"<img src='https://raw.githubusercontent.com/abdjiber/Election-corruption-in-Africa/master/img/figures/choropleth_types_bribes_frequencies.png.png'>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## data cleansing part 2 : Preparing data for modeling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we will set the target variable (Q61F), encode it to string for future plotting labels and drop it from the data frame. We will also fill the missing data by the mode of each variable."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"target = df['Q61F']\n",
"df = df.fillna(df.mode().loc[0]) # Filling missing\n",
"\n",
"\"\"\"\n",
"Getting a mask of target values different of -1,\n",
"998 and 9 which correspond respectively to missing,\n",
"reused to answer and don't know\n",
"\"\"\"\n",
"mask = (target != -1) & (target != 998) & (target != 9)\n",
"target = target[mask]\n",
"df = df.loc[target.index]\n",
"del df['Q61F'] # Deleting the target variable from the data."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 0.840985\n",
"1 0.159015\n",
"Name: Q61F, dtype: float64"
]
},
"metadata": {},
"execution_count": 16
}
],
"source": [
"target_2_classes = target.replace({0: 0, 1: 1, 2: 1, 3: 1})\n",
"target_2_classes.value_counts() / target.shape[0]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"\"\"\"Scaling the data to the range [0, 1]\"\"\"\n",
"scale = preprocessing.MinMaxScaler()\n",
"scale.fit(df)\n",
"df_scaled = pd.DataFrame(scale.transform(df), columns=list(df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Modeling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unsupervised learning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the unsupervised learning part, we will be using principal components analysis (PCA), and K-means."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### PCA"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"Pca = decomposition.PCA(n_components=2)\n",
"pca = Pca.fit_transform(df_scaled)\n",
"components = Pca.components_.T\n",
"columns = df.columns\n",
"explained_variance_ratio = Pca.explained_variance_ratio_.round(2)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"data": {
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