{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How can a Government Improve their Nation's Overall Happiness?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importance\n", "Happiness matters. It's how we quantify the essentials necessary for appreciating our quality of life. Everyone has heard and probably pondered this question: Would you rather be rich or happy? There is no simple answer.\n", "\n", "A Government is an entity that aims to work for its people and their advancement as a whole; and thus its success, its country's success, can be measured by how happy their citizens are." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Goals\n", "*The main goal of this notebook is to determine what any given government should first improve upon if they were interested in increasing the average happiness of their citizens. This means providing the features that will give the largest immediate improvement in happiness. I will give examples using the created model on Kenya, a third world country, and the United States, a first world country, to determine which potential (both immediate and long-term) improvements they would benefit most from.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data\n", "I derived the core of the following data from the World Happiness Report of 2018, which encompasses statistics from most countries spanning 2005-2017. (The initial data was acquired by the Gallup World Poll, which I did not have access to thanks to an annual fee of $30,000.)\n", "\n", "In the dataset happiness is measured as a ladder, the question asked of people surveyed was: “Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possible life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time?”\n", "\n", "Even though this dataset includes additional features (i.e. the perception of an individual's Government and Social Support) it is still fairly limited, so I'll need to merge this data with other various datasets.\n", "\n", "**Features pertaining to the goal, for reference:**\n", "\n", "1. Age dependency ratio - Age-population ratio of those in labor force and those not\n", "2. Birth rate\n", "3. Confidence in national government\n", "4. Death rate\n", "5. Delivery quality - Government Effectiveness, Regulatory Quality, Rule of Law, Control of Corruption\n", "6. Democratic quality - Voice and Accountability, Political Stability and Absence of Violence\n", "7. Freedom to make life choices - “Are you satisfied with your freedom to choose what you do with your life?”\n", "8. GDP per capita\n", "9. Gender inequality Index - a composite measure of gender inequality using three dimensions: reproductive health, empowerment and the labor market. A value closer to 0 means higher equality.\n", "10. GINI Household income - Income inequality (0 if everyone had same income, 1 if one person had all income)\n", "11. Health expenditure (\\% of govt.) - percentage of govt. spending on health care\n", "12. Life expectancy\n", "13. Life ladder\n", "14. Negative affect - \"Worry, sadness and anger.\"\n", "15. Perceptions of corruption - \"Is corruption widespread through your government or not?\"\n", "16. Positive affect - \"Happiness, laugh and enjoyment.\"\n", "17. School enrollment, tertiary - Enrollment percentage in higher education" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basic Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "### Creating a class to suppress output (specifically for imputing with Matrix Factorization) ###\n", "import os, sys\n", "import warnings\n", "\n", "class HiddenOutput:\n", " def __enter__(self):\n", " self._original_stdout = sys.stdout\n", " sys.stdout = open(os.devnull, 'w')\n", "\n", " def __exit__(self, exc_type, exc_val, exc_tb):\n", " sys.stdout.close()\n", " sys.stdout = self._original_stdout" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Cleaning\n", "I have collected 4 different datasets on countries, already having removed all features unnecessary for this project - with the aim to keep the ones which will capture as much of the life ladder rating as possible. Too many features also runs the risk of more missing data.\n", "\n", "First thing to do is reformat the datasets to match each other before they are joined.
\n", "We want each other dataset to match that of the happiness dataset. \n", "\n", "So we are going from this:\n", "
\n",
    "   Country        Feature           2005    2006    2007    2008    2009\n",
    "\n",
    "0  Afghanistan    Age Dependency    99.0    99.5    100.0   100.2   100.1\n",
    "1  Afghanistan    Birth Rate        44.9    43.9    42.8    41.6    40.3\n",
    "2  Afghanistan    Death Rate        10.7    10.4    10.1    9.8     9.5\n",
    "3  Albania        Age Dependency    53.5    52.2    50.9    49.7    48.7\n",
    "4  Albania        Birth Rate        12.3    11.9    11.6    11.5    11.6\n",
    "5  Albania        Death Rate        5.95    6.13    6.32    6.51    6.68\n",
    "\n",
    "
\n", "to this:\n", "
\n",
    "\n",
    "                       Age Dependency    Birth Rate    Death Rate\n",
    "\n",
    "Afghanistan    2005    99.0              44.9          10.7\n",
    "               2006    99.5              43.9          10.4\n",
    "               2007    100.0             42.8          10.1   \n",
    "               2008    100.2             41.6          9.8\n",
    "               2009    100.1             40.3          9.5\n",
    "\n",
    "Albania        2005    53.5              12.3          5.95\n",
    "               2006    52.2              11.9          6.13\n",
    "               2007    50.9              11.6          6.32\n",
    "               2008    49.7              11.5          6.51\n",
    "               2009    48.7              11.6          6.68\n",
    "
\n", "
\n", "Which requires creating columns out of the repeating Feature values and indices out of the year columns." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# The core happiness dataset\n", "happiness_df = pd.read_csv(\"datasets/Happiness_2018.csv\").rename(columns={'country':'Country',\\\n", " 'year': 'Year'})\n", "happiness_df = happiness_df.drop(columns=[\\\n", " 'GINI index (World Bank estimate)', \n", " 'GINI index (World Bank estimate), average 2000-15', # Both missing too much data\n", " 'Healthy life expectancy at birth', # Redundant\n", " 'Positive affect',\n", " 'Negative affect', # Too similar to Life Ladder\n", " 'Generosity', # Amount donated, mostly attributed to GDP and culture\n", " 'Social support']) # Although a big factor, has greatly to do with family\n", "happiness_df = happiness_df.set_index(['Country', 'Year'])\n", "\n", "# Country dataset with 6 features\n", "country_df = pd.read_csv(\"datasets/Country_Data_Clean.csv\").rename(\\\n", " columns={'Country Name':'Country'})\n", "country_df = country_df.drop(columns=['Country Code', 'Indicator Code'])\n", "country_df = country_df.melt(['Country', 'Indicator Name'], var_name='Year')\\\n", " .set_index(['Country', 'Year', 'Indicator Name'])['value']\\\n", " .unstack()\n", "\n", "# Gender inequality dataset judged by reproductive health, empowerment, and labor market\n", "inequality_df = pd.read_csv('datasets/gender_inequality_index.csv')\n", "inequality_df = inequality_df.drop(columns=['HDI Rank (2015)'])\n", "inequality_df = inequality_df.melt(['Country'], var_name='Year', value_name='HDI Inequality')\\\n", " .sort_values(['Country', 'Year']).set_index(['Country', 'Year'])\n", "\n", "# Population density per square kilometer\n", "pop_df = pd.read_csv('datasets/Population_density.csv').rename(columns={'Country Name':'Country'})\n", "pop_df = pop_df.drop(columns=['Indicator Code', 'Country Code'])\n", "pop_df = pop_df.melt(['Country', 'Indicator Name'], var_name='Year')\\\n", " .set_index(['Country', 'Year', 'Indicator Name'])['value']\\\n", " .unstack()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that each dataset is correctly formatted, we have to match the year columns to all be int so joining is possible." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "inequality_df = inequality_df.reset_index()\n", "inequality_df['Year'] = inequality_df['Year'].astype(int)\n", "inequality_df = inequality_df.set_index(['Country', 'Year'])\n", "\n", "country_df = country_df.reset_index()\n", "country_df['Year'] = country_df['Year'].astype(int)\n", "country_df = country_df.set_index(['Country', 'Year'])\n", "\n", "pop_df = inequality_df.reset_index()\n", "pop_df['Year'] = pop_df['Year'].astype(int)\n", "pop_df = pop_df.set_index(['Country', 'Year'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we join to get the entire dataset with every feature we want." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Life LadderLog GDP per capitaFreedom to make life choicesPerceptions of corruptionConfidence in national governmentDemocratic QualityDelivery Qualitygini of household income reported in Gallup, by wp5-yearHDI InequalityAge dependency ratio (% of working-age population)Birth rate, crude (per 1,000 people)Death rate, crude (per 1,000 people)Health expenditure, public (% of government expenditure)Life expectancy at birth, total (years)School enrollment, tertiary (% gross)
CountryYear
Afghanistan20083.7235907.1686900.7181140.8816860.612072-1.929690-1.655084NaNNaN100.21588641.5609.7716.92609058.225024NaN
20094.4017787.3337900.6788960.8500350.611545-2.044093-1.6350250.441906NaN100.06048040.2659.47512.72897158.6036833.903390
20104.7583817.3866290.6001270.7067660.299357-1.991810-1.6171760.3273180.72499.45983938.9409.19314.40415358.970829NaN
20113.8317197.4150190.4959010.7311090.307386-1.919018-1.6162210.3367640.71397.66791137.6368.92710.17410859.3279513.755980
20123.7829387.5171260.5309350.7756200.435440-1.842996-1.4040780.3445400.70195.31270736.3968.67711.66897659.679610NaN
20133.5721007.5033760.5779550.8232040.482847-1.879709-1.4030360.3043680.68992.60278535.2538.44510.59128560.028268NaN
20143.1308967.4845830.5085140.8712420.409048-1.773257-1.3125030.4139740.67689.77377734.2258.23011.99862860.3744638.662800
20153.9828557.4662150.3889280.8806380.260557-1.844364-1.2915940.5969180.66786.954464NaNNaNNaNNaNNaN
20164.2201697.4614010.5225660.7932460.324990-1.917693-1.4325480.418629NaNNaNNaNNaNNaNNaNNaN
20172.6617187.4601440.4270110.9543930.261179NaNNaN0.286599NaNNaNNaNNaNNaNNaNNaN
Albania20074.6342529.0773250.5286050.8747000.300681-0.045108-0.420024NaNNaN50.86298711.6316.3218.88017576.47029330.653669
20095.4854709.1616330.5252230.863665NaN0.048114-0.2646350.617361NaN48.63706711.6796.6848.46326276.84036633.400749
20105.2689379.2030260.5689580.726262NaN-0.033831-0.2464330.5435280.27347.88507611.9526.8418.46326277.03695144.540649
20115.8674229.2308980.4874960.877003NaN-0.110023-0.2784130.4072660.27946.72028812.3256.9819.85079177.24058549.670399
20125.5101249.2466490.6015120.8476750.364894-0.060784-0.3288620.5681530.28145.83573912.7307.1099.71053177.44397658.565491
20134.5506489.2584390.6318300.8629050.3380950.070411-0.3309560.6337960.27245.24747713.1067.2329.76242177.64046362.547760
20144.8137639.2780970.7346480.8827040.4987860.314873-0.1874070.4172190.26744.91216813.4147.3509.36900577.83046362.706848
20154.6066519.3030310.7038510.8847930.5069780.251629-0.1525440.4226270.26744.806973NaNNaNNaNNaNNaN
20164.5111019.3377740.7298190.9010710.4009100.208456-0.1391610.416540NaNNaNNaNNaNNaNNaNNaN
20174.6395489.3737180.7496110.8761350.457738NaNNaN0.410488NaNNaNNaNNaNNaNNaNNaN
Algeria20105.4635679.4627010.5926960.618038NaN-1.140853-0.7400930.4927130.52348.68185324.6435.1089.64613573.80404929.834560
20115.3171949.4719620.5295610.637982NaN-1.182341-0.7766100.4262020.51449.23357624.9215.1239.36566174.07000031.202591
20125.6045969.4850860.5866630.690116NaN-1.115535-0.7711720.4214090.43249.84771324.9465.1309.98819274.32409832.231331
20146.3548989.509210NaNNaNNaN-1.002867-0.7834280.4754920.42951.53663124.3095.1259.90462374.80809834.593811
20165.3408549.541166NaNNaNNaN-1.008262-0.8143040.604617NaNNaNNaNNaNNaNNaNNaN
20175.2489129.5402440.4366700.699774NaNNaNNaN0.527556NaNNaNNaNNaNNaNNaNNaN
Angola20115.5890018.6846130.5837020.9113200.232387-0.747358-1.215250NaNNaN102.10675647.01814.6425.58480151.0593176.946090
20124.3602508.6992870.4560290.9063000.237091-0.732785-1.124386NaNNaN101.83690046.49914.3295.57303151.464000NaN
20133.9371078.7298840.4095550.8163750.547732-0.752538-1.2137500.588065NaN101.31523545.98514.0217.42322151.8661719.923570
20143.7948388.7419570.3745420.8340760.572346-0.739363-1.1685390.440699NaN100.63766745.48313.7205.00429452.266878NaN
...................................................
Yemen20113.7462568.2441340.6382110.7538820.387044-1.910233-1.1244200.4123530.77280.19394834.0177.2804.29779663.0535379.974600
20124.0606018.2410210.7058150.7932330.598435-1.892755-1.1194880.4158920.76778.90260333.4817.1453.93250863.327293NaN
20134.2176798.2617300.5425470.8851970.387677-1.854220-1.0926110.4297920.76277.73437332.9477.0243.93250863.583512NaN
20143.9679588.2339830.6639090.8854290.344929-1.983291-1.2640910.4474470.75776.64426832.4186.9193.93250863.818195NaN
20152.9826747.8789300.6099810.8290980.263297-2.101797-1.3743870.4452430.76775.595147NaNNaNNaNNaNNaN
20163.8256317.7515050.532964NaN0.267581-2.222766-1.6421790.411021NaNNaNNaNNaNNaNNaNNaN
20173.253560NaN0.595191NaN0.247787NaNNaN0.374522NaNNaNNaNNaNNaNNaNNaN
Zambia20064.8244557.8660060.7209720.7852810.5265900.077581-0.642004NaNNaN98.12497143.46313.59814.14236650.966610NaN
20073.9982937.9189410.6820050.9479140.4041400.078216-0.536810NaNNaN98.22305843.17212.8019.46578252.477146NaN
20084.7302637.9661750.7169940.8902990.5574620.154371-0.499575NaNNaN98.27725342.81012.06011.21700653.905634NaN
20095.2603618.0261930.6961830.9165530.4134180.133997-0.5679330.581005NaN98.26079542.38211.39112.63260255.214171NaN
20114.9991148.1200280.6628500.8821500.3976130.169676-0.4877650.5213990.55697.85423741.41510.28311.13255857.422195NaN
20125.0133758.1632040.7877600.8063940.5941140.264068-0.3880920.6109440.55097.38580240.9289.82211.35067858.363317NaN
20135.2439968.1821910.7699120.7322680.5527610.164946-0.3852200.5149600.54496.79131040.4719.40211.00819159.237366NaN
20144.3458378.1976780.8118250.8088410.6063390.023306-0.3954490.6219560.54196.12216540.0529.01811.31021460.047049NaN
20154.8431648.1962170.7586540.8710200.6311030.040718-0.3914820.6712010.52695.402326NaNNaNNaNNaNNaN
20164.3475448.2016500.8115750.7706440.696892-0.058471-0.4600330.681393NaNNaNNaNNaNNaNNaNNaN
20173.9327778.2116700.8231690.7395410.717004NaNNaN0.612799NaNNaNNaNNaNNaNNaNNaN
Zimbabwe20063.8262687.3667040.4311100.9047570.317073-1.236102-1.570760NaNNaN81.70214834.95817.8828.25725442.810707NaN
20073.2802477.3139390.4559570.9462870.225752-1.340245-1.653740NaNNaN81.27216635.39716.9457.50734544.177756NaN
20083.1742647.1025160.3435560.9638460.181594-1.381488-1.701545NaNNaN81.02402035.78815.9036.40496545.804488NaN
20094.0559147.1975950.4110890.9308180.285287-1.353181-1.7178210.545112NaN80.93496836.09414.80910.57852947.624659NaN
20104.6815707.2963300.6647180.8283610.471201-1.289599-1.6936780.6800300.58180.98570236.26713.7117.47123449.5746595.905600
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20124.9551017.5344240.4695310.8586910.407084-1.125315-1.5557280.4872030.56980.57987036.07711.6269.69128153.6430735.868670
20134.6901887.5651540.5758840.8309370.527755-1.026085-1.5263210.5554390.53280.49981635.71510.6759.59359255.6330005.871750
20144.1844517.5627530.6420340.8202170.566209-0.985267-1.4840670.6010800.53580.45643935.1899.8198.48665357.498317NaN
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\n", "

1562 rows × 15 columns

\n", "
" ], "text/plain": [ " Life Ladder Log GDP per capita \\\n", "Country Year \n", "Afghanistan 2008 3.723590 7.168690 \n", " 2009 4.401778 7.333790 \n", " 2010 4.758381 7.386629 \n", " 2011 3.831719 7.415019 \n", " 2012 3.782938 7.517126 \n", " 2013 3.572100 7.503376 \n", " 2014 3.130896 7.484583 \n", " 2015 3.982855 7.466215 \n", " 2016 4.220169 7.461401 \n", " 2017 2.661718 7.460144 \n", "Albania 2007 4.634252 9.077325 \n", " 2009 5.485470 9.161633 \n", " 2010 5.268937 9.203026 \n", " 2011 5.867422 9.230898 \n", " 2012 5.510124 9.246649 \n", " 2013 4.550648 9.258439 \n", " 2014 4.813763 9.278097 \n", " 2015 4.606651 9.303031 \n", " 2016 4.511101 9.337774 \n", " 2017 4.639548 9.373718 \n", "Algeria 2010 5.463567 9.462701 \n", " 2011 5.317194 9.471962 \n", " 2012 5.604596 9.485086 \n", " 2014 6.354898 9.509210 \n", " 2016 5.340854 9.541166 \n", " 2017 5.248912 9.540244 \n", "Angola 2011 5.589001 8.684613 \n", " 2012 4.360250 8.699287 \n", " 2013 3.937107 8.729884 \n", " 2014 3.794838 8.741957 \n", "... ... ... \n", "Yemen 2011 3.746256 8.244134 \n", " 2012 4.060601 8.241021 \n", " 2013 4.217679 8.261730 \n", " 2014 3.967958 8.233983 \n", " 2015 2.982674 7.878930 \n", " 2016 3.825631 7.751505 \n", " 2017 3.253560 NaN \n", "Zambia 2006 4.824455 7.866006 \n", " 2007 3.998293 7.918941 \n", " 2008 4.730263 7.966175 \n", " 2009 5.260361 8.026193 \n", " 2011 4.999114 8.120028 \n", " 2012 5.013375 8.163204 \n", " 2013 5.243996 8.182191 \n", " 2014 4.345837 8.197678 \n", " 2015 4.843164 8.196217 \n", " 2016 4.347544 8.201650 \n", " 2017 3.932777 8.211670 \n", "Zimbabwe 2006 3.826268 7.366704 \n", " 2007 3.280247 7.313939 \n", " 2008 3.174264 7.102516 \n", " 2009 4.055914 7.197595 \n", " 2010 4.681570 7.296330 \n", " 2011 4.845642 7.418864 \n", " 2012 4.955101 7.534424 \n", " 2013 4.690188 7.565154 \n", " 2014 4.184451 7.562753 \n", " 2015 3.703191 7.556052 \n", " 2016 3.735400 7.538829 \n", " 2017 3.638300 7.538187 \n", "\n", " Freedom to make life choices Perceptions of corruption \\\n", "Country Year \n", "Afghanistan 2008 0.718114 0.881686 \n", " 2009 0.678896 0.850035 \n", " 2010 0.600127 0.706766 \n", " 2011 0.495901 0.731109 \n", " 2012 0.530935 0.775620 \n", " 2013 0.577955 0.823204 \n", " 2014 0.508514 0.871242 \n", " 2015 0.388928 0.880638 \n", " 2016 0.522566 0.793246 \n", " 2017 0.427011 0.954393 \n", "Albania 2007 0.528605 0.874700 \n", " 2009 0.525223 0.863665 \n", " 2010 0.568958 0.726262 \n", " 2011 0.487496 0.877003 \n", " 2012 0.601512 0.847675 \n", " 2013 0.631830 0.862905 \n", " 2014 0.734648 0.882704 \n", " 2015 0.703851 0.884793 \n", " 2016 0.729819 0.901071 \n", " 2017 0.749611 0.876135 \n", "Algeria 2010 0.592696 0.618038 \n", " 2011 0.529561 0.637982 \n", " 2012 0.586663 0.690116 \n", " 2014 NaN NaN \n", " 2016 NaN NaN \n", " 2017 0.436670 0.699774 \n", "Angola 2011 0.583702 0.911320 \n", " 2012 0.456029 0.906300 \n", " 2013 0.409555 0.816375 \n", " 2014 0.374542 0.834076 \n", "... ... ... \n", "Yemen 2011 0.638211 0.753882 \n", " 2012 0.705815 0.793233 \n", " 2013 0.542547 0.885197 \n", " 2014 0.663909 0.885429 \n", " 2015 0.609981 0.829098 \n", " 2016 0.532964 NaN \n", " 2017 0.595191 NaN \n", "Zambia 2006 0.720972 0.785281 \n", " 2007 0.682005 0.947914 \n", " 2008 0.716994 0.890299 \n", " 2009 0.696183 0.916553 \n", " 2011 0.662850 0.882150 \n", " 2012 0.787760 0.806394 \n", " 2013 0.769912 0.732268 \n", " 2014 0.811825 0.808841 \n", " 2015 0.758654 0.871020 \n", " 2016 0.811575 0.770644 \n", " 2017 0.823169 0.739541 \n", "Zimbabwe 2006 0.431110 0.904757 \n", " 2007 0.455957 0.946287 \n", " 2008 0.343556 0.963846 \n", " 2009 0.411089 0.930818 \n", " 2010 0.664718 0.828361 \n", " 2011 0.632978 0.829800 \n", " 2012 0.469531 0.858691 \n", " 2013 0.575884 0.830937 \n", " 2014 0.642034 0.820217 \n", " 2015 0.667193 0.810457 \n", " 2016 0.732971 0.723612 \n", " 2017 0.752826 0.751208 \n", "\n", " Confidence in national government Democratic Quality \\\n", "Country Year \n", "Afghanistan 2008 0.612072 -1.929690 \n", " 2009 0.611545 -2.044093 \n", " 2010 0.299357 -1.991810 \n", " 2011 0.307386 -1.919018 \n", " 2012 0.435440 -1.842996 \n", " 2013 0.482847 -1.879709 \n", " 2014 0.409048 -1.773257 \n", " 2015 0.260557 -1.844364 \n", " 2016 0.324990 -1.917693 \n", " 2017 0.261179 NaN \n", "Albania 2007 0.300681 -0.045108 \n", " 2009 NaN 0.048114 \n", " 2010 NaN -0.033831 \n", " 2011 NaN -0.110023 \n", " 2012 0.364894 -0.060784 \n", " 2013 0.338095 0.070411 \n", " 2014 0.498786 0.314873 \n", " 2015 0.506978 0.251629 \n", " 2016 0.400910 0.208456 \n", " 2017 0.457738 NaN \n", "Algeria 2010 NaN -1.140853 \n", " 2011 NaN -1.182341 \n", " 2012 NaN -1.115535 \n", " 2014 NaN -1.002867 \n", " 2016 NaN -1.008262 \n", " 2017 NaN NaN \n", "Angola 2011 0.232387 -0.747358 \n", " 2012 0.237091 -0.732785 \n", " 2013 0.547732 -0.752538 \n", " 2014 0.572346 -0.739363 \n", "... ... ... \n", "Yemen 2011 0.387044 -1.910233 \n", " 2012 0.598435 -1.892755 \n", " 2013 0.387677 -1.854220 \n", " 2014 0.344929 -1.983291 \n", " 2015 0.263297 -2.101797 \n", " 2016 0.267581 -2.222766 \n", " 2017 0.247787 NaN \n", "Zambia 2006 0.526590 0.077581 \n", " 2007 0.404140 0.078216 \n", " 2008 0.557462 0.154371 \n", " 2009 0.413418 0.133997 \n", " 2011 0.397613 0.169676 \n", " 2012 0.594114 0.264068 \n", " 2013 0.552761 0.164946 \n", " 2014 0.606339 0.023306 \n", " 2015 0.631103 0.040718 \n", " 2016 0.696892 -0.058471 \n", " 2017 0.717004 NaN \n", "Zimbabwe 2006 0.317073 -1.236102 \n", " 2007 0.225752 -1.340245 \n", " 2008 0.181594 -1.381488 \n", " 2009 0.285287 -1.353181 \n", " 2010 0.471201 -1.289599 \n", " 2011 0.425926 -1.204545 \n", " 2012 0.407084 -1.125315 \n", " 2013 0.527755 -1.026085 \n", " 2014 0.566209 -0.985267 \n", " 2015 0.590012 -0.893078 \n", " 2016 0.699344 -0.863044 \n", " 2017 0.682647 NaN \n", "\n", " Delivery Quality \\\n", "Country Year \n", "Afghanistan 2008 -1.655084 \n", " 2009 -1.635025 \n", " 2010 -1.617176 \n", " 2011 -1.616221 \n", " 2012 -1.404078 \n", " 2013 -1.403036 \n", " 2014 -1.312503 \n", " 2015 -1.291594 \n", " 2016 -1.432548 \n", " 2017 NaN \n", "Albania 2007 -0.420024 \n", " 2009 -0.264635 \n", " 2010 -0.246433 \n", " 2011 -0.278413 \n", " 2012 -0.328862 \n", " 2013 -0.330956 \n", " 2014 -0.187407 \n", " 2015 -0.152544 \n", " 2016 -0.139161 \n", " 2017 NaN \n", "Algeria 2010 -0.740093 \n", " 2011 -0.776610 \n", " 2012 -0.771172 \n", " 2014 -0.783428 \n", " 2016 -0.814304 \n", " 2017 NaN \n", "Angola 2011 -1.215250 \n", " 2012 -1.124386 \n", " 2013 -1.213750 \n", " 2014 -1.168539 \n", "... ... \n", "Yemen 2011 -1.124420 \n", " 2012 -1.119488 \n", " 2013 -1.092611 \n", " 2014 -1.264091 \n", " 2015 -1.374387 \n", " 2016 -1.642179 \n", " 2017 NaN \n", "Zambia 2006 -0.642004 \n", " 2007 -0.536810 \n", " 2008 -0.499575 \n", " 2009 -0.567933 \n", " 2011 -0.487765 \n", " 2012 -0.388092 \n", " 2013 -0.385220 \n", " 2014 -0.395449 \n", " 2015 -0.391482 \n", " 2016 -0.460033 \n", " 2017 NaN \n", "Zimbabwe 2006 -1.570760 \n", " 2007 -1.653740 \n", " 2008 -1.701545 \n", " 2009 -1.717821 \n", " 2010 -1.693678 \n", " 2011 -1.621979 \n", " 2012 -1.555728 \n", " 2013 -1.526321 \n", " 2014 -1.484067 \n", " 2015 -1.357514 \n", " 2016 -1.371214 \n", " 2017 NaN \n", "\n", " gini of household income reported in Gallup, by wp5-year \\\n", "Country Year \n", "Afghanistan 2008 NaN \n", " 2009 0.441906 \n", " 2010 0.327318 \n", " 2011 0.336764 \n", " 2012 0.344540 \n", " 2013 0.304368 \n", " 2014 0.413974 \n", " 2015 0.596918 \n", " 2016 0.418629 \n", " 2017 0.286599 \n", "Albania 2007 NaN \n", " 2009 0.617361 \n", " 2010 0.543528 \n", " 2011 0.407266 \n", " 2012 0.568153 \n", " 2013 0.633796 \n", " 2014 0.417219 \n", " 2015 0.422627 \n", " 2016 0.416540 \n", " 2017 0.410488 \n", "Algeria 2010 0.492713 \n", " 2011 0.426202 \n", " 2012 0.421409 \n", " 2014 0.475492 \n", " 2016 0.604617 \n", " 2017 0.527556 \n", "Angola 2011 NaN \n", " 2012 NaN \n", " 2013 0.588065 \n", " 2014 0.440699 \n", "... ... \n", "Yemen 2011 0.412353 \n", " 2012 0.415892 \n", " 2013 0.429792 \n", " 2014 0.447447 \n", " 2015 0.445243 \n", " 2016 0.411021 \n", " 2017 0.374522 \n", "Zambia 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 0.581005 \n", " 2011 0.521399 \n", " 2012 0.610944 \n", " 2013 0.514960 \n", " 2014 0.621956 \n", " 2015 0.671201 \n", " 2016 0.681393 \n", " 2017 0.612799 \n", "Zimbabwe 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 0.545112 \n", " 2010 0.680030 \n", " 2011 0.514646 \n", " 2012 0.487203 \n", " 2013 0.555439 \n", " 2014 0.601080 \n", " 2015 0.655137 \n", " 2016 0.596690 \n", " 2017 0.581484 \n", "\n", " HDI Inequality \\\n", "Country Year \n", "Afghanistan 2008 NaN \n", " 2009 NaN \n", " 2010 0.724 \n", " 2011 0.713 \n", " 2012 0.701 \n", " 2013 0.689 \n", " 2014 0.676 \n", " 2015 0.667 \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 NaN \n", " 2009 NaN \n", " 2010 0.273 \n", " 2011 0.279 \n", " 2012 0.281 \n", " 2013 0.272 \n", " 2014 0.267 \n", " 2015 0.267 \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 0.523 \n", " 2011 0.514 \n", " 2012 0.432 \n", " 2014 0.429 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 NaN \n", " 2012 NaN \n", " 2013 NaN \n", " 2014 NaN \n", "... ... \n", "Yemen 2011 0.772 \n", " 2012 0.767 \n", " 2013 0.762 \n", " 2014 0.757 \n", " 2015 0.767 \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 NaN \n", " 2011 0.556 \n", " 2012 0.550 \n", " 2013 0.544 \n", " 2014 0.541 \n", " 2015 0.526 \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 NaN \n", " 2010 0.581 \n", " 2011 0.575 \n", " 2012 0.569 \n", " 2013 0.532 \n", " 2014 0.535 \n", " 2015 0.540 \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " Age dependency ratio (% of working-age population) \\\n", "Country Year \n", "Afghanistan 2008 100.215886 \n", " 2009 100.060480 \n", " 2010 99.459839 \n", " 2011 97.667911 \n", " 2012 95.312707 \n", " 2013 92.602785 \n", " 2014 89.773777 \n", " 2015 86.954464 \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 50.862987 \n", " 2009 48.637067 \n", " 2010 47.885076 \n", " 2011 46.720288 \n", " 2012 45.835739 \n", " 2013 45.247477 \n", " 2014 44.912168 \n", " 2015 44.806973 \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 48.681853 \n", " 2011 49.233576 \n", " 2012 49.847713 \n", " 2014 51.536631 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 102.106756 \n", " 2012 101.836900 \n", " 2013 101.315235 \n", " 2014 100.637667 \n", "... ... \n", "Yemen 2011 80.193948 \n", " 2012 78.902603 \n", " 2013 77.734373 \n", " 2014 76.644268 \n", " 2015 75.595147 \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 98.124971 \n", " 2007 98.223058 \n", " 2008 98.277253 \n", " 2009 98.260795 \n", " 2011 97.854237 \n", " 2012 97.385802 \n", " 2013 96.791310 \n", " 2014 96.122165 \n", " 2015 95.402326 \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 81.702148 \n", " 2007 81.272166 \n", " 2008 81.024020 \n", " 2009 80.934968 \n", " 2010 80.985702 \n", " 2011 80.740494 \n", " 2012 80.579870 \n", " 2013 80.499816 \n", " 2014 80.456439 \n", " 2015 80.391033 \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " Birth rate, crude (per 1,000 people) \\\n", "Country Year \n", "Afghanistan 2008 41.560 \n", " 2009 40.265 \n", " 2010 38.940 \n", " 2011 37.636 \n", " 2012 36.396 \n", " 2013 35.253 \n", " 2014 34.225 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 11.631 \n", " 2009 11.679 \n", " 2010 11.952 \n", " 2011 12.325 \n", " 2012 12.730 \n", " 2013 13.106 \n", " 2014 13.414 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 24.643 \n", " 2011 24.921 \n", " 2012 24.946 \n", " 2014 24.309 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 47.018 \n", " 2012 46.499 \n", " 2013 45.985 \n", " 2014 45.483 \n", "... ... \n", "Yemen 2011 34.017 \n", " 2012 33.481 \n", " 2013 32.947 \n", " 2014 32.418 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 43.463 \n", " 2007 43.172 \n", " 2008 42.810 \n", " 2009 42.382 \n", " 2011 41.415 \n", " 2012 40.928 \n", " 2013 40.471 \n", " 2014 40.052 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 34.958 \n", " 2007 35.397 \n", " 2008 35.788 \n", " 2009 36.094 \n", " 2010 36.267 \n", " 2011 36.264 \n", " 2012 36.077 \n", " 2013 35.715 \n", " 2014 35.189 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " Death rate, crude (per 1,000 people) \\\n", "Country Year \n", "Afghanistan 2008 9.771 \n", " 2009 9.475 \n", " 2010 9.193 \n", " 2011 8.927 \n", " 2012 8.677 \n", " 2013 8.445 \n", " 2014 8.230 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 6.321 \n", " 2009 6.684 \n", " 2010 6.841 \n", " 2011 6.981 \n", " 2012 7.109 \n", " 2013 7.232 \n", " 2014 7.350 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 5.108 \n", " 2011 5.123 \n", " 2012 5.130 \n", " 2014 5.125 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 14.642 \n", " 2012 14.329 \n", " 2013 14.021 \n", " 2014 13.720 \n", "... ... \n", "Yemen 2011 7.280 \n", " 2012 7.145 \n", " 2013 7.024 \n", " 2014 6.919 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 13.598 \n", " 2007 12.801 \n", " 2008 12.060 \n", " 2009 11.391 \n", " 2011 10.283 \n", " 2012 9.822 \n", " 2013 9.402 \n", " 2014 9.018 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 17.882 \n", " 2007 16.945 \n", " 2008 15.903 \n", " 2009 14.809 \n", " 2010 13.711 \n", " 2011 12.645 \n", " 2012 11.626 \n", " 2013 10.675 \n", " 2014 9.819 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " Health expenditure, public (% of government expenditure) \\\n", "Country Year \n", "Afghanistan 2008 6.926090 \n", " 2009 12.728971 \n", " 2010 14.404153 \n", " 2011 10.174108 \n", " 2012 11.668976 \n", " 2013 10.591285 \n", " 2014 11.998628 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 8.880175 \n", " 2009 8.463262 \n", " 2010 8.463262 \n", " 2011 9.850791 \n", " 2012 9.710531 \n", " 2013 9.762421 \n", " 2014 9.369005 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 9.646135 \n", " 2011 9.365661 \n", " 2012 9.988192 \n", " 2014 9.904623 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 5.584801 \n", " 2012 5.573031 \n", " 2013 7.423221 \n", " 2014 5.004294 \n", "... ... \n", "Yemen 2011 4.297796 \n", " 2012 3.932508 \n", " 2013 3.932508 \n", " 2014 3.932508 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 14.142366 \n", " 2007 9.465782 \n", " 2008 11.217006 \n", " 2009 12.632602 \n", " 2011 11.132558 \n", " 2012 11.350678 \n", " 2013 11.008191 \n", " 2014 11.310214 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 8.257254 \n", " 2007 7.507345 \n", " 2008 6.404965 \n", " 2009 10.578529 \n", " 2010 7.471234 \n", " 2011 7.594706 \n", " 2012 9.691281 \n", " 2013 9.593592 \n", " 2014 8.486653 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " Life expectancy at birth, total (years) \\\n", "Country Year \n", "Afghanistan 2008 58.225024 \n", " 2009 58.603683 \n", " 2010 58.970829 \n", " 2011 59.327951 \n", " 2012 59.679610 \n", " 2013 60.028268 \n", " 2014 60.374463 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 76.470293 \n", " 2009 76.840366 \n", " 2010 77.036951 \n", " 2011 77.240585 \n", " 2012 77.443976 \n", " 2013 77.640463 \n", " 2014 77.830463 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 73.804049 \n", " 2011 74.070000 \n", " 2012 74.324098 \n", " 2014 74.808098 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 51.059317 \n", " 2012 51.464000 \n", " 2013 51.866171 \n", " 2014 52.266878 \n", "... ... \n", "Yemen 2011 63.053537 \n", " 2012 63.327293 \n", " 2013 63.583512 \n", " 2014 63.818195 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 50.966610 \n", " 2007 52.477146 \n", " 2008 53.905634 \n", " 2009 55.214171 \n", " 2011 57.422195 \n", " 2012 58.363317 \n", " 2013 59.237366 \n", " 2014 60.047049 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 42.810707 \n", " 2007 44.177756 \n", " 2008 45.804488 \n", " 2009 47.624659 \n", " 2010 49.574659 \n", " 2011 51.600366 \n", " 2012 53.643073 \n", " 2013 55.633000 \n", " 2014 57.498317 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "\n", " School enrollment, tertiary (% gross) \n", "Country Year \n", "Afghanistan 2008 NaN \n", " 2009 3.903390 \n", " 2010 NaN \n", " 2011 3.755980 \n", " 2012 NaN \n", " 2013 NaN \n", " 2014 8.662800 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Albania 2007 30.653669 \n", " 2009 33.400749 \n", " 2010 44.540649 \n", " 2011 49.670399 \n", " 2012 58.565491 \n", " 2013 62.547760 \n", " 2014 62.706848 \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Algeria 2010 29.834560 \n", " 2011 31.202591 \n", " 2012 32.231331 \n", " 2014 34.593811 \n", " 2016 NaN \n", " 2017 NaN \n", "Angola 2011 6.946090 \n", " 2012 NaN \n", " 2013 9.923570 \n", " 2014 NaN \n", "... ... \n", "Yemen 2011 9.974600 \n", " 2012 NaN \n", " 2013 NaN \n", " 2014 NaN \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zambia 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 NaN \n", " 2011 NaN \n", " 2012 NaN \n", " 2013 NaN \n", " 2014 NaN \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "Zimbabwe 2006 NaN \n", " 2007 NaN \n", " 2008 NaN \n", " 2009 NaN \n", " 2010 5.905600 \n", " 2011 5.823760 \n", " 2012 5.868670 \n", " 2013 5.871750 \n", " 2014 NaN \n", " 2015 NaN \n", " 2016 NaN \n", " 2017 NaN \n", "\n", "[1562 rows x 15 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = happiness_df.join(inequality_df).join(country_df).join(pop_df, how='left', lsuffix='_left',\\\n", " rsuffix='_right')\n", "df.drop(columns=['HDI Inequality_right'], inplace=True)\n", "df.rename(columns={'HDI Inequality_left':'HDI Inequality'}, inplace=True)\n", "df" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "MultiIndex: 1562 entries, (Afghanistan, 2008) to (Zimbabwe, 2017)\n", "Data columns (total 15 columns):\n", "Life Ladder 1562 non-null float64\n", "Log GDP per capita 1535 non-null float64\n", "Freedom to make life choices 1533 non-null float64\n", "Perceptions of corruption 1472 non-null float64\n", "Confidence in national government 1401 non-null float64\n", "Democratic Quality 1391 non-null float64\n", "Delivery Quality 1391 non-null float64\n", "gini of household income reported in Gallup, by wp5-year 1205 non-null float64\n", "HDI Inequality 754 non-null float64\n", "Age dependency ratio (% of working-age population) 1229 non-null float64\n", "Birth rate, crude (per 1,000 people) 1098 non-null float64\n", "Death rate, crude (per 1,000 people) 1098 non-null float64\n", "Health expenditure, public (% of government expenditure) 1089 non-null float64\n", "Life expectancy at birth, total (years) 1098 non-null float64\n", "School enrollment, tertiary (% gross) 802 non-null float64\n", "dtypes: float64(15)\n", "memory usage: 189.1+ KB\n" ] } ], "source": [ "# Num entries and num non-null values\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Notice that there are many dispersed missing values, we will fill these based on the mean of other values from the same country and column, as these values should be very close to one another. Values barely change year over year.\n", "2. There are features some countries have no data on. In this case it's best to impute using Matrix Factorization to match the best guess as to what a certain piece of missing data would be." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "# (1)\n", "df = df.groupby(['Country']).transform(lambda x: x.fillna(x.mean()))\n", "\n", "# (2)\n", "from fancyimpute import MatrixFactorization\n", "with warnings.catch_warnings(): # Ignore deprecation warnings\n", " warnings.simplefilter(\"ignore\")\n", " with HiddenOutput():\n", " df.iloc[:,:] = MatrixFactorization().fit_transform(df.iloc[:,:]);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Life Ladder 0\n", "Log GDP per capita 0\n", "Freedom to make life choices 0\n", "Perceptions of corruption 0\n", "Confidence in national government 0\n", "Democratic Quality 0\n", "Delivery Quality 0\n", "gini of household income reported in Gallup, by wp5-year 0\n", "HDI Inequality 0\n", "Age dependency ratio (% of working-age population) 0\n", "Birth rate, crude (per 1,000 people) 0\n", "Death rate, crude (per 1,000 people) 0\n", "Health expenditure, public (% of government expenditure) 0\n", "Life expectancy at birth, total (years) 0\n", "School enrollment, tertiary (% gross) 0\n", "dtype: int64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There aren't anymore null values left so we now have the final dataset" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Life LadderLog GDP per capitaFreedom to make life choicesPerceptions of corruptionConfidence in national governmentDemocratic QualityDelivery Qualitygini of household income reported in Gallup, by wp5-yearHDI InequalityAge dependency ratio (% of working-age population)Birth rate, crude (per 1,000 people)Death rate, crude (per 1,000 people)Health expenditure, public (% of government expenditure)Life expectancy at birth, total (years)School enrollment, tertiary (% gross)
CountryYear
Afghanistan20083.7235907.1686900.7181140.8816860.612072-1.929690-1.6550840.3856680.695000100.21588641.5600009.7710006.92609058.2250245.440723
20094.4017787.3337900.6788960.8500350.611545-2.044093-1.6350250.4419060.695000100.06048040.2650009.47500012.72897158.6036833.903390
20104.7583817.3866290.6001270.7067660.299357-1.991810-1.6171760.3273180.72400099.45983938.9400009.19300014.40415358.9708295.440723
20113.8317197.4150190.4959010.7311090.307386-1.919018-1.6162210.3367640.71300097.66791137.6360008.92700010.17410859.3279513.755980
20123.7829387.5171260.5309350.7756200.435440-1.842996-1.4040780.3445400.70100095.31270736.3960008.67700011.66897659.6796105.440723
20133.5721007.5033760.5779550.8232040.482847-1.879709-1.4030360.3043680.68900092.60278535.2530008.44500010.59128560.0282685.440723
20143.1308967.4845830.5085140.8712420.409048-1.773257-1.3125030.4139740.67600089.77377734.2250008.23000011.99862860.3744638.662800
20153.9828557.4662150.3889280.8806380.260557-1.844364-1.2915940.5969180.66700086.95446437.7535718.95971411.21317359.3156905.440723
20164.2201697.4614010.5225660.7932460.324990-1.917693-1.4325480.4186290.69500095.25598137.7535718.95971411.21317359.3156905.440723
20172.6617187.4601440.4270110.9543930.261179-1.904737-1.4852510.2865990.69500095.25598137.7535718.95971411.21317359.3156905.440723
Albania20074.6342529.0773250.5286050.8747000.300681-0.045108-0.4200240.4929980.27316750.86298711.6310006.3210008.88017576.47029330.653669
20095.4854709.1616330.5252230.8636650.4097260.048114-0.2646350.6173610.27316748.63706711.6790006.6840008.46326276.84036633.400749
20105.2689379.2030260.5689580.7262620.409726-0.033831-0.2464330.5435280.27300047.88507611.9520006.8410008.46326277.03695144.540649
20115.8674229.2308980.4874960.8770030.409726-0.110023-0.2784130.4072660.27900046.72028812.3250006.9810009.85079177.24058549.670399
20125.5101249.2466490.6015120.8476750.364894-0.060784-0.3288620.5681530.28100045.83573912.7300007.1090009.71053177.44397658.565491
20134.5506489.2584390.6318300.8629050.3380950.070411-0.3309560.6337960.27200045.24747713.1060007.2320009.76242177.64046362.547760
20144.8137639.2780970.7346480.8827040.4987860.314873-0.1874070.4172190.26700044.91216813.4140007.3500009.36900577.83046362.706848
20154.6066519.3030310.7038510.8847930.5069780.251629-0.1525440.4226270.26700044.80697312.4052866.9311439.21420777.21472848.869367
20164.5111019.3377740.7298190.9010710.4009100.208456-0.1391610.4165400.27316746.86347212.4052866.9311439.21420777.21472848.869367
20174.6395489.3737180.7496110.8761350.4577380.071527-0.2609370.4104880.27316746.86347212.4052866.9311439.21420777.21472848.869367
Algeria20105.4635679.4627010.5926960.6180380.492667-1.140853-0.7400930.4927130.52300048.68185324.6430005.1080009.64613573.80404929.834560
20115.3171949.4719620.5295610.6379820.649212-1.182341-0.7766100.4262020.51400049.23357624.9210005.1230009.36566174.07000031.202591
20125.6045969.4850860.5866630.6901160.455042-1.115535-0.7711720.4214090.43200049.84771324.9460005.1300009.98819274.32409832.231331
20146.3548989.5092100.5363980.6614780.478946-1.002867-0.7834280.4754920.42900051.53663124.3090005.1250009.90462374.80809834.593811
20165.3408549.5411660.5363980.6614780.453047-1.008262-0.8143040.6046170.47450049.82494324.7047505.1215009.72615374.25156131.965573
20175.2489129.5402440.4366700.6997740.353288-1.089971-0.7771210.5275560.47450049.82494324.7047505.1215009.72615374.25156131.965573
Angola20115.5890018.6846130.5837020.9113200.232387-0.747358-1.2152500.5143820.669352102.10675647.01800014.6420005.58480151.0593176.946090
20124.3602508.6992870.4560290.9063000.237091-0.732785-1.1243860.5143820.651276101.83690046.49900014.3290005.57303151.4640008.434830
20133.9371078.7298840.4095550.8163750.547732-0.752538-1.2137500.5880650.673532101.31523545.98500014.0210007.42322151.8661719.923570
20143.7948388.7419570.3745420.8340760.572346-0.739363-1.1685390.4406990.681051100.63766745.48300013.7200005.00429452.2668788.434830
...................................................
Yemen20113.7462568.2441340.6382110.7538820.387044-1.910233-1.1244200.4123530.77200080.19394834.0170007.2800004.29779663.0535379.974600
20124.0606018.2410210.7058150.7932330.598435-1.892755-1.1194880.4158920.76700078.90260333.4810007.1450003.93250863.32729310.532505
20134.2176798.2617300.5425470.8851970.387677-1.854220-1.0926110.4297920.76200077.73437332.9470007.0240003.93250863.58351210.532505
20143.9679588.2339830.6639090.8854290.344929-1.983291-1.2640910.4474470.75700076.64426832.4180006.9190003.93250863.81819510.532505
20152.9826747.8789300.6099810.8290980.263297-2.101797-1.3743870.4452430.76700075.59514734.0611437.3221434.14090862.99877410.532505
20163.8256317.7515050.5329640.8332380.267581-2.222766-1.6421790.4110210.76733380.33963834.0611437.3221434.14090862.99877410.532505
20173.2535608.1910460.5951910.8332380.247787-1.888195-1.1542950.3745220.76733380.33963834.0611437.3221434.14090862.99877410.532505
Zambia20064.8244557.8660060.7209720.7852810.5265900.077581-0.6420040.6019570.54340098.12497143.46300013.59800014.14236650.9666107.134560
20073.9982937.9189410.6820050.9479140.4041400.078216-0.5368100.6019570.54340098.22305843.17200012.8010009.46578252.47714618.847403
20084.7302637.9661750.7169940.8902990.5574620.154371-0.4995750.6019570.54340098.27725342.81000012.06000011.21700653.9056348.398973
20095.2603618.0261930.6961830.9165530.4134180.133997-0.5679330.5810050.54340098.26079542.38200011.39100012.63260255.21417134.661095
20114.9991148.1200280.6628500.8821500.3976130.169676-0.4877650.5213990.55600097.85423741.41500010.28300011.13255857.42219513.709220
20125.0133758.1632040.7877600.8063940.5941140.264068-0.3880920.6109440.55000097.38580240.9280009.82200011.35067858.3633177.605665
20135.2439968.1821910.7699120.7322680.5527610.164946-0.3852200.5149600.54400096.79131040.4710009.40200011.00819159.2373668.960832
20144.3458378.1976780.8118250.8088410.6063390.023306-0.3954490.6219560.54100096.12216540.0520009.01800011.31021460.0470498.092875
20154.8431648.1962170.7586540.8710200.6311030.040718-0.3914820.6712010.52600095.40232641.83662511.04687511.53242555.95418618.551970
20164.3475448.2016500.8115750.7706440.696892-0.058471-0.4600330.6813930.54340097.38243541.83662511.04687511.53242555.95418616.158530
20173.9327778.2116700.8231690.7395410.7170040.104841-0.4754360.6127990.54340097.38243541.83662511.04687511.53242555.95418617.988343
Zimbabwe20063.8262687.3667040.4311100.9047570.317073-1.236102-1.5707600.5796470.55533381.70214834.95800017.8820008.25725442.8107075.867445
20073.2802477.3139390.4559570.9462870.225752-1.340245-1.6537400.5796470.55533381.27216635.39700016.9450007.50734544.1777565.867445
20083.1742647.1025160.3435560.9638460.181594-1.381488-1.7015450.5796470.55533381.02402035.78800015.9030006.40496545.8044885.867445
20094.0559147.1975950.4110890.9308180.285287-1.353181-1.7178210.5451120.55533380.93496836.09400014.80900010.57852947.6246595.867445
20104.6815707.2963300.6647180.8283610.471201-1.289599-1.6936780.6800300.58100080.98570236.26700013.7110007.47123449.5746595.905600
20114.8456427.4188640.6329780.8298000.425926-1.204545-1.6219790.5146460.57500080.74049436.26400012.6450007.59470651.6003665.823760
20124.9551017.5344240.4695310.8586910.407084-1.125315-1.5557280.4872030.56900080.57987036.07700011.6260009.69128153.6430735.868670
20134.6901887.5651540.5758840.8309370.527755-1.026085-1.5263210.5554390.53200080.49981635.71500010.6750009.59359255.6330005.871750
20144.1844517.5627530.6420340.8202170.566209-0.985267-1.4840670.6010800.53500080.45643935.1890009.8190008.48665357.4983175.867445
20153.7031917.5560520.6671930.8104570.590012-0.893078-1.3575140.6551370.54000080.39103335.74988913.7794448.39839549.8185585.867445
20163.7354007.5388290.7329710.7236120.699344-0.863044-1.3712140.5966900.55533380.85866535.74988913.7794448.39839549.8185585.867445
20173.6383007.5381870.7528260.7512080.682647-1.154359-1.5685790.5814840.55533380.85866535.74988913.7794448.39839549.8185585.867445
\n", "

1562 rows × 15 columns

\n", "
" ], "text/plain": [ " Life Ladder Log GDP per capita \\\n", "Country Year \n", "Afghanistan 2008 3.723590 7.168690 \n", " 2009 4.401778 7.333790 \n", " 2010 4.758381 7.386629 \n", " 2011 3.831719 7.415019 \n", " 2012 3.782938 7.517126 \n", " 2013 3.572100 7.503376 \n", " 2014 3.130896 7.484583 \n", " 2015 3.982855 7.466215 \n", " 2016 4.220169 7.461401 \n", " 2017 2.661718 7.460144 \n", "Albania 2007 4.634252 9.077325 \n", " 2009 5.485470 9.161633 \n", " 2010 5.268937 9.203026 \n", " 2011 5.867422 9.230898 \n", " 2012 5.510124 9.246649 \n", " 2013 4.550648 9.258439 \n", " 2014 4.813763 9.278097 \n", " 2015 4.606651 9.303031 \n", " 2016 4.511101 9.337774 \n", " 2017 4.639548 9.373718 \n", "Algeria 2010 5.463567 9.462701 \n", " 2011 5.317194 9.471962 \n", " 2012 5.604596 9.485086 \n", " 2014 6.354898 9.509210 \n", " 2016 5.340854 9.541166 \n", " 2017 5.248912 9.540244 \n", "Angola 2011 5.589001 8.684613 \n", " 2012 4.360250 8.699287 \n", " 2013 3.937107 8.729884 \n", " 2014 3.794838 8.741957 \n", "... ... ... \n", "Yemen 2011 3.746256 8.244134 \n", " 2012 4.060601 8.241021 \n", " 2013 4.217679 8.261730 \n", " 2014 3.967958 8.233983 \n", " 2015 2.982674 7.878930 \n", " 2016 3.825631 7.751505 \n", " 2017 3.253560 8.191046 \n", "Zambia 2006 4.824455 7.866006 \n", " 2007 3.998293 7.918941 \n", " 2008 4.730263 7.966175 \n", " 2009 5.260361 8.026193 \n", " 2011 4.999114 8.120028 \n", " 2012 5.013375 8.163204 \n", " 2013 5.243996 8.182191 \n", " 2014 4.345837 8.197678 \n", " 2015 4.843164 8.196217 \n", " 2016 4.347544 8.201650 \n", " 2017 3.932777 8.211670 \n", "Zimbabwe 2006 3.826268 7.366704 \n", " 2007 3.280247 7.313939 \n", " 2008 3.174264 7.102516 \n", " 2009 4.055914 7.197595 \n", " 2010 4.681570 7.296330 \n", " 2011 4.845642 7.418864 \n", " 2012 4.955101 7.534424 \n", " 2013 4.690188 7.565154 \n", " 2014 4.184451 7.562753 \n", " 2015 3.703191 7.556052 \n", " 2016 3.735400 7.538829 \n", " 2017 3.638300 7.538187 \n", "\n", " Freedom to make life choices Perceptions of corruption \\\n", "Country Year \n", "Afghanistan 2008 0.718114 0.881686 \n", " 2009 0.678896 0.850035 \n", " 2010 0.600127 0.706766 \n", " 2011 0.495901 0.731109 \n", " 2012 0.530935 0.775620 \n", " 2013 0.577955 0.823204 \n", " 2014 0.508514 0.871242 \n", " 2015 0.388928 0.880638 \n", " 2016 0.522566 0.793246 \n", " 2017 0.427011 0.954393 \n", "Albania 2007 0.528605 0.874700 \n", " 2009 0.525223 0.863665 \n", " 2010 0.568958 0.726262 \n", " 2011 0.487496 0.877003 \n", " 2012 0.601512 0.847675 \n", " 2013 0.631830 0.862905 \n", " 2014 0.734648 0.882704 \n", " 2015 0.703851 0.884793 \n", " 2016 0.729819 0.901071 \n", " 2017 0.749611 0.876135 \n", "Algeria 2010 0.592696 0.618038 \n", " 2011 0.529561 0.637982 \n", " 2012 0.586663 0.690116 \n", " 2014 0.536398 0.661478 \n", " 2016 0.536398 0.661478 \n", " 2017 0.436670 0.699774 \n", "Angola 2011 0.583702 0.911320 \n", " 2012 0.456029 0.906300 \n", " 2013 0.409555 0.816375 \n", " 2014 0.374542 0.834076 \n", "... ... ... \n", "Yemen 2011 0.638211 0.753882 \n", " 2012 0.705815 0.793233 \n", " 2013 0.542547 0.885197 \n", " 2014 0.663909 0.885429 \n", " 2015 0.609981 0.829098 \n", " 2016 0.532964 0.833238 \n", " 2017 0.595191 0.833238 \n", "Zambia 2006 0.720972 0.785281 \n", " 2007 0.682005 0.947914 \n", " 2008 0.716994 0.890299 \n", " 2009 0.696183 0.916553 \n", " 2011 0.662850 0.882150 \n", " 2012 0.787760 0.806394 \n", " 2013 0.769912 0.732268 \n", " 2014 0.811825 0.808841 \n", " 2015 0.758654 0.871020 \n", " 2016 0.811575 0.770644 \n", " 2017 0.823169 0.739541 \n", "Zimbabwe 2006 0.431110 0.904757 \n", " 2007 0.455957 0.946287 \n", " 2008 0.343556 0.963846 \n", " 2009 0.411089 0.930818 \n", " 2010 0.664718 0.828361 \n", " 2011 0.632978 0.829800 \n", " 2012 0.469531 0.858691 \n", " 2013 0.575884 0.830937 \n", " 2014 0.642034 0.820217 \n", " 2015 0.667193 0.810457 \n", " 2016 0.732971 0.723612 \n", " 2017 0.752826 0.751208 \n", "\n", " Confidence in national government Democratic Quality \\\n", "Country Year \n", "Afghanistan 2008 0.612072 -1.929690 \n", " 2009 0.611545 -2.044093 \n", " 2010 0.299357 -1.991810 \n", " 2011 0.307386 -1.919018 \n", " 2012 0.435440 -1.842996 \n", " 2013 0.482847 -1.879709 \n", " 2014 0.409048 -1.773257 \n", " 2015 0.260557 -1.844364 \n", " 2016 0.324990 -1.917693 \n", " 2017 0.261179 -1.904737 \n", "Albania 2007 0.300681 -0.045108 \n", " 2009 0.409726 0.048114 \n", " 2010 0.409726 -0.033831 \n", " 2011 0.409726 -0.110023 \n", " 2012 0.364894 -0.060784 \n", " 2013 0.338095 0.070411 \n", " 2014 0.498786 0.314873 \n", " 2015 0.506978 0.251629 \n", " 2016 0.400910 0.208456 \n", " 2017 0.457738 0.071527 \n", "Algeria 2010 0.492667 -1.140853 \n", " 2011 0.649212 -1.182341 \n", " 2012 0.455042 -1.115535 \n", " 2014 0.478946 -1.002867 \n", " 2016 0.453047 -1.008262 \n", " 2017 0.353288 -1.089971 \n", "Angola 2011 0.232387 -0.747358 \n", " 2012 0.237091 -0.732785 \n", " 2013 0.547732 -0.752538 \n", " 2014 0.572346 -0.739363 \n", "... ... ... \n", "Yemen 2011 0.387044 -1.910233 \n", " 2012 0.598435 -1.892755 \n", " 2013 0.387677 -1.854220 \n", " 2014 0.344929 -1.983291 \n", " 2015 0.263297 -2.101797 \n", " 2016 0.267581 -2.222766 \n", " 2017 0.247787 -1.888195 \n", "Zambia 2006 0.526590 0.077581 \n", " 2007 0.404140 0.078216 \n", " 2008 0.557462 0.154371 \n", " 2009 0.413418 0.133997 \n", " 2011 0.397613 0.169676 \n", " 2012 0.594114 0.264068 \n", " 2013 0.552761 0.164946 \n", " 2014 0.606339 0.023306 \n", " 2015 0.631103 0.040718 \n", " 2016 0.696892 -0.058471 \n", " 2017 0.717004 0.104841 \n", "Zimbabwe 2006 0.317073 -1.236102 \n", " 2007 0.225752 -1.340245 \n", " 2008 0.181594 -1.381488 \n", " 2009 0.285287 -1.353181 \n", " 2010 0.471201 -1.289599 \n", " 2011 0.425926 -1.204545 \n", " 2012 0.407084 -1.125315 \n", " 2013 0.527755 -1.026085 \n", " 2014 0.566209 -0.985267 \n", " 2015 0.590012 -0.893078 \n", " 2016 0.699344 -0.863044 \n", " 2017 0.682647 -1.154359 \n", "\n", " Delivery Quality \\\n", "Country Year \n", "Afghanistan 2008 -1.655084 \n", " 2009 -1.635025 \n", " 2010 -1.617176 \n", " 2011 -1.616221 \n", " 2012 -1.404078 \n", " 2013 -1.403036 \n", " 2014 -1.312503 \n", " 2015 -1.291594 \n", " 2016 -1.432548 \n", " 2017 -1.485251 \n", "Albania 2007 -0.420024 \n", " 2009 -0.264635 \n", " 2010 -0.246433 \n", " 2011 -0.278413 \n", " 2012 -0.328862 \n", " 2013 -0.330956 \n", " 2014 -0.187407 \n", " 2015 -0.152544 \n", " 2016 -0.139161 \n", " 2017 -0.260937 \n", "Algeria 2010 -0.740093 \n", " 2011 -0.776610 \n", " 2012 -0.771172 \n", " 2014 -0.783428 \n", " 2016 -0.814304 \n", " 2017 -0.777121 \n", "Angola 2011 -1.215250 \n", " 2012 -1.124386 \n", " 2013 -1.213750 \n", " 2014 -1.168539 \n", "... ... \n", "Yemen 2011 -1.124420 \n", " 2012 -1.119488 \n", " 2013 -1.092611 \n", " 2014 -1.264091 \n", " 2015 -1.374387 \n", " 2016 -1.642179 \n", " 2017 -1.154295 \n", "Zambia 2006 -0.642004 \n", " 2007 -0.536810 \n", " 2008 -0.499575 \n", " 2009 -0.567933 \n", " 2011 -0.487765 \n", " 2012 -0.388092 \n", " 2013 -0.385220 \n", " 2014 -0.395449 \n", " 2015 -0.391482 \n", " 2016 -0.460033 \n", " 2017 -0.475436 \n", "Zimbabwe 2006 -1.570760 \n", " 2007 -1.653740 \n", " 2008 -1.701545 \n", " 2009 -1.717821 \n", " 2010 -1.693678 \n", " 2011 -1.621979 \n", " 2012 -1.555728 \n", " 2013 -1.526321 \n", " 2014 -1.484067 \n", " 2015 -1.357514 \n", " 2016 -1.371214 \n", " 2017 -1.568579 \n", "\n", " gini of household income reported in Gallup, by wp5-year \\\n", "Country Year \n", "Afghanistan 2008 0.385668 \n", " 2009 0.441906 \n", " 2010 0.327318 \n", " 2011 0.336764 \n", " 2012 0.344540 \n", " 2013 0.304368 \n", " 2014 0.413974 \n", " 2015 0.596918 \n", " 2016 0.418629 \n", " 2017 0.286599 \n", "Albania 2007 0.492998 \n", " 2009 0.617361 \n", " 2010 0.543528 \n", " 2011 0.407266 \n", " 2012 0.568153 \n", " 2013 0.633796 \n", " 2014 0.417219 \n", " 2015 0.422627 \n", " 2016 0.416540 \n", " 2017 0.410488 \n", "Algeria 2010 0.492713 \n", " 2011 0.426202 \n", " 2012 0.421409 \n", " 2014 0.475492 \n", " 2016 0.604617 \n", " 2017 0.527556 \n", "Angola 2011 0.514382 \n", " 2012 0.514382 \n", " 2013 0.588065 \n", " 2014 0.440699 \n", "... ... \n", "Yemen 2011 0.412353 \n", " 2012 0.415892 \n", " 2013 0.429792 \n", " 2014 0.447447 \n", " 2015 0.445243 \n", " 2016 0.411021 \n", " 2017 0.374522 \n", "Zambia 2006 0.601957 \n", " 2007 0.601957 \n", " 2008 0.601957 \n", " 2009 0.581005 \n", " 2011 0.521399 \n", " 2012 0.610944 \n", " 2013 0.514960 \n", " 2014 0.621956 \n", " 2015 0.671201 \n", " 2016 0.681393 \n", " 2017 0.612799 \n", "Zimbabwe 2006 0.579647 \n", " 2007 0.579647 \n", " 2008 0.579647 \n", " 2009 0.545112 \n", " 2010 0.680030 \n", " 2011 0.514646 \n", " 2012 0.487203 \n", " 2013 0.555439 \n", " 2014 0.601080 \n", " 2015 0.655137 \n", " 2016 0.596690 \n", " 2017 0.581484 \n", "\n", " HDI Inequality \\\n", "Country Year \n", "Afghanistan 2008 0.695000 \n", " 2009 0.695000 \n", " 2010 0.724000 \n", " 2011 0.713000 \n", " 2012 0.701000 \n", " 2013 0.689000 \n", " 2014 0.676000 \n", " 2015 0.667000 \n", " 2016 0.695000 \n", " 2017 0.695000 \n", "Albania 2007 0.273167 \n", " 2009 0.273167 \n", " 2010 0.273000 \n", " 2011 0.279000 \n", " 2012 0.281000 \n", " 2013 0.272000 \n", " 2014 0.267000 \n", " 2015 0.267000 \n", " 2016 0.273167 \n", " 2017 0.273167 \n", "Algeria 2010 0.523000 \n", " 2011 0.514000 \n", " 2012 0.432000 \n", " 2014 0.429000 \n", " 2016 0.474500 \n", " 2017 0.474500 \n", "Angola 2011 0.669352 \n", " 2012 0.651276 \n", " 2013 0.673532 \n", " 2014 0.681051 \n", "... ... \n", "Yemen 2011 0.772000 \n", " 2012 0.767000 \n", " 2013 0.762000 \n", " 2014 0.757000 \n", " 2015 0.767000 \n", " 2016 0.767333 \n", " 2017 0.767333 \n", "Zambia 2006 0.543400 \n", " 2007 0.543400 \n", " 2008 0.543400 \n", " 2009 0.543400 \n", " 2011 0.556000 \n", " 2012 0.550000 \n", " 2013 0.544000 \n", " 2014 0.541000 \n", " 2015 0.526000 \n", " 2016 0.543400 \n", " 2017 0.543400 \n", "Zimbabwe 2006 0.555333 \n", " 2007 0.555333 \n", " 2008 0.555333 \n", " 2009 0.555333 \n", " 2010 0.581000 \n", " 2011 0.575000 \n", " 2012 0.569000 \n", " 2013 0.532000 \n", " 2014 0.535000 \n", " 2015 0.540000 \n", " 2016 0.555333 \n", " 2017 0.555333 \n", "\n", " Age dependency ratio (% of working-age population) \\\n", "Country Year \n", "Afghanistan 2008 100.215886 \n", " 2009 100.060480 \n", " 2010 99.459839 \n", " 2011 97.667911 \n", " 2012 95.312707 \n", " 2013 92.602785 \n", " 2014 89.773777 \n", " 2015 86.954464 \n", " 2016 95.255981 \n", " 2017 95.255981 \n", "Albania 2007 50.862987 \n", " 2009 48.637067 \n", " 2010 47.885076 \n", " 2011 46.720288 \n", " 2012 45.835739 \n", " 2013 45.247477 \n", " 2014 44.912168 \n", " 2015 44.806973 \n", " 2016 46.863472 \n", " 2017 46.863472 \n", "Algeria 2010 48.681853 \n", " 2011 49.233576 \n", " 2012 49.847713 \n", " 2014 51.536631 \n", " 2016 49.824943 \n", " 2017 49.824943 \n", "Angola 2011 102.106756 \n", " 2012 101.836900 \n", " 2013 101.315235 \n", " 2014 100.637667 \n", "... ... \n", "Yemen 2011 80.193948 \n", " 2012 78.902603 \n", " 2013 77.734373 \n", " 2014 76.644268 \n", " 2015 75.595147 \n", " 2016 80.339638 \n", " 2017 80.339638 \n", "Zambia 2006 98.124971 \n", " 2007 98.223058 \n", " 2008 98.277253 \n", " 2009 98.260795 \n", " 2011 97.854237 \n", " 2012 97.385802 \n", " 2013 96.791310 \n", " 2014 96.122165 \n", " 2015 95.402326 \n", " 2016 97.382435 \n", " 2017 97.382435 \n", "Zimbabwe 2006 81.702148 \n", " 2007 81.272166 \n", " 2008 81.024020 \n", " 2009 80.934968 \n", " 2010 80.985702 \n", " 2011 80.740494 \n", " 2012 80.579870 \n", " 2013 80.499816 \n", " 2014 80.456439 \n", " 2015 80.391033 \n", " 2016 80.858665 \n", " 2017 80.858665 \n", "\n", " Birth rate, crude (per 1,000 people) \\\n", "Country Year \n", "Afghanistan 2008 41.560000 \n", " 2009 40.265000 \n", " 2010 38.940000 \n", " 2011 37.636000 \n", " 2012 36.396000 \n", " 2013 35.253000 \n", " 2014 34.225000 \n", " 2015 37.753571 \n", " 2016 37.753571 \n", " 2017 37.753571 \n", "Albania 2007 11.631000 \n", " 2009 11.679000 \n", " 2010 11.952000 \n", " 2011 12.325000 \n", " 2012 12.730000 \n", " 2013 13.106000 \n", " 2014 13.414000 \n", " 2015 12.405286 \n", " 2016 12.405286 \n", " 2017 12.405286 \n", "Algeria 2010 24.643000 \n", " 2011 24.921000 \n", " 2012 24.946000 \n", " 2014 24.309000 \n", " 2016 24.704750 \n", " 2017 24.704750 \n", "Angola 2011 47.018000 \n", " 2012 46.499000 \n", " 2013 45.985000 \n", " 2014 45.483000 \n", "... ... \n", "Yemen 2011 34.017000 \n", " 2012 33.481000 \n", " 2013 32.947000 \n", " 2014 32.418000 \n", " 2015 34.061143 \n", " 2016 34.061143 \n", " 2017 34.061143 \n", "Zambia 2006 43.463000 \n", " 2007 43.172000 \n", " 2008 42.810000 \n", " 2009 42.382000 \n", " 2011 41.415000 \n", " 2012 40.928000 \n", " 2013 40.471000 \n", " 2014 40.052000 \n", " 2015 41.836625 \n", " 2016 41.836625 \n", " 2017 41.836625 \n", "Zimbabwe 2006 34.958000 \n", " 2007 35.397000 \n", " 2008 35.788000 \n", " 2009 36.094000 \n", " 2010 36.267000 \n", " 2011 36.264000 \n", " 2012 36.077000 \n", " 2013 35.715000 \n", " 2014 35.189000 \n", " 2015 35.749889 \n", " 2016 35.749889 \n", " 2017 35.749889 \n", "\n", " Death rate, crude (per 1,000 people) \\\n", "Country Year \n", "Afghanistan 2008 9.771000 \n", " 2009 9.475000 \n", " 2010 9.193000 \n", " 2011 8.927000 \n", " 2012 8.677000 \n", " 2013 8.445000 \n", " 2014 8.230000 \n", " 2015 8.959714 \n", " 2016 8.959714 \n", " 2017 8.959714 \n", "Albania 2007 6.321000 \n", " 2009 6.684000 \n", " 2010 6.841000 \n", " 2011 6.981000 \n", " 2012 7.109000 \n", " 2013 7.232000 \n", " 2014 7.350000 \n", " 2015 6.931143 \n", " 2016 6.931143 \n", " 2017 6.931143 \n", "Algeria 2010 5.108000 \n", " 2011 5.123000 \n", " 2012 5.130000 \n", " 2014 5.125000 \n", " 2016 5.121500 \n", " 2017 5.121500 \n", "Angola 2011 14.642000 \n", " 2012 14.329000 \n", " 2013 14.021000 \n", " 2014 13.720000 \n", "... ... \n", "Yemen 2011 7.280000 \n", " 2012 7.145000 \n", " 2013 7.024000 \n", " 2014 6.919000 \n", " 2015 7.322143 \n", " 2016 7.322143 \n", " 2017 7.322143 \n", "Zambia 2006 13.598000 \n", " 2007 12.801000 \n", " 2008 12.060000 \n", " 2009 11.391000 \n", " 2011 10.283000 \n", " 2012 9.822000 \n", " 2013 9.402000 \n", " 2014 9.018000 \n", " 2015 11.046875 \n", " 2016 11.046875 \n", " 2017 11.046875 \n", "Zimbabwe 2006 17.882000 \n", " 2007 16.945000 \n", " 2008 15.903000 \n", " 2009 14.809000 \n", " 2010 13.711000 \n", " 2011 12.645000 \n", " 2012 11.626000 \n", " 2013 10.675000 \n", " 2014 9.819000 \n", " 2015 13.779444 \n", " 2016 13.779444 \n", " 2017 13.779444 \n", "\n", " Health expenditure, public (% of government expenditure) \\\n", "Country Year \n", "Afghanistan 2008 6.926090 \n", " 2009 12.728971 \n", " 2010 14.404153 \n", " 2011 10.174108 \n", " 2012 11.668976 \n", " 2013 10.591285 \n", " 2014 11.998628 \n", " 2015 11.213173 \n", " 2016 11.213173 \n", " 2017 11.213173 \n", "Albania 2007 8.880175 \n", " 2009 8.463262 \n", " 2010 8.463262 \n", " 2011 9.850791 \n", " 2012 9.710531 \n", " 2013 9.762421 \n", " 2014 9.369005 \n", " 2015 9.214207 \n", " 2016 9.214207 \n", " 2017 9.214207 \n", "Algeria 2010 9.646135 \n", " 2011 9.365661 \n", " 2012 9.988192 \n", " 2014 9.904623 \n", " 2016 9.726153 \n", " 2017 9.726153 \n", "Angola 2011 5.584801 \n", " 2012 5.573031 \n", " 2013 7.423221 \n", " 2014 5.004294 \n", "... ... \n", "Yemen 2011 4.297796 \n", " 2012 3.932508 \n", " 2013 3.932508 \n", " 2014 3.932508 \n", " 2015 4.140908 \n", " 2016 4.140908 \n", " 2017 4.140908 \n", "Zambia 2006 14.142366 \n", " 2007 9.465782 \n", " 2008 11.217006 \n", " 2009 12.632602 \n", " 2011 11.132558 \n", " 2012 11.350678 \n", " 2013 11.008191 \n", " 2014 11.310214 \n", " 2015 11.532425 \n", " 2016 11.532425 \n", " 2017 11.532425 \n", "Zimbabwe 2006 8.257254 \n", " 2007 7.507345 \n", " 2008 6.404965 \n", " 2009 10.578529 \n", " 2010 7.471234 \n", " 2011 7.594706 \n", " 2012 9.691281 \n", " 2013 9.593592 \n", " 2014 8.486653 \n", " 2015 8.398395 \n", " 2016 8.398395 \n", " 2017 8.398395 \n", "\n", " Life expectancy at birth, total (years) \\\n", "Country Year \n", "Afghanistan 2008 58.225024 \n", " 2009 58.603683 \n", " 2010 58.970829 \n", " 2011 59.327951 \n", " 2012 59.679610 \n", " 2013 60.028268 \n", " 2014 60.374463 \n", " 2015 59.315690 \n", " 2016 59.315690 \n", " 2017 59.315690 \n", "Albania 2007 76.470293 \n", " 2009 76.840366 \n", " 2010 77.036951 \n", " 2011 77.240585 \n", " 2012 77.443976 \n", " 2013 77.640463 \n", " 2014 77.830463 \n", " 2015 77.214728 \n", " 2016 77.214728 \n", " 2017 77.214728 \n", "Algeria 2010 73.804049 \n", " 2011 74.070000 \n", " 2012 74.324098 \n", " 2014 74.808098 \n", " 2016 74.251561 \n", " 2017 74.251561 \n", "Angola 2011 51.059317 \n", " 2012 51.464000 \n", " 2013 51.866171 \n", " 2014 52.266878 \n", "... ... \n", "Yemen 2011 63.053537 \n", " 2012 63.327293 \n", " 2013 63.583512 \n", " 2014 63.818195 \n", " 2015 62.998774 \n", " 2016 62.998774 \n", " 2017 62.998774 \n", "Zambia 2006 50.966610 \n", " 2007 52.477146 \n", " 2008 53.905634 \n", " 2009 55.214171 \n", " 2011 57.422195 \n", " 2012 58.363317 \n", " 2013 59.237366 \n", " 2014 60.047049 \n", " 2015 55.954186 \n", " 2016 55.954186 \n", " 2017 55.954186 \n", "Zimbabwe 2006 42.810707 \n", " 2007 44.177756 \n", " 2008 45.804488 \n", " 2009 47.624659 \n", " 2010 49.574659 \n", " 2011 51.600366 \n", " 2012 53.643073 \n", " 2013 55.633000 \n", " 2014 57.498317 \n", " 2015 49.818558 \n", " 2016 49.818558 \n", " 2017 49.818558 \n", "\n", " School enrollment, tertiary (% gross) \n", "Country Year \n", "Afghanistan 2008 5.440723 \n", " 2009 3.903390 \n", " 2010 5.440723 \n", " 2011 3.755980 \n", " 2012 5.440723 \n", " 2013 5.440723 \n", " 2014 8.662800 \n", " 2015 5.440723 \n", " 2016 5.440723 \n", " 2017 5.440723 \n", "Albania 2007 30.653669 \n", " 2009 33.400749 \n", " 2010 44.540649 \n", " 2011 49.670399 \n", " 2012 58.565491 \n", " 2013 62.547760 \n", " 2014 62.706848 \n", " 2015 48.869367 \n", " 2016 48.869367 \n", " 2017 48.869367 \n", "Algeria 2010 29.834560 \n", " 2011 31.202591 \n", " 2012 32.231331 \n", " 2014 34.593811 \n", " 2016 31.965573 \n", " 2017 31.965573 \n", "Angola 2011 6.946090 \n", " 2012 8.434830 \n", " 2013 9.923570 \n", " 2014 8.434830 \n", "... ... \n", "Yemen 2011 9.974600 \n", " 2012 10.532505 \n", " 2013 10.532505 \n", " 2014 10.532505 \n", " 2015 10.532505 \n", " 2016 10.532505 \n", " 2017 10.532505 \n", "Zambia 2006 7.134560 \n", " 2007 18.847403 \n", " 2008 8.398973 \n", " 2009 34.661095 \n", " 2011 13.709220 \n", " 2012 7.605665 \n", " 2013 8.960832 \n", " 2014 8.092875 \n", " 2015 18.551970 \n", " 2016 16.158530 \n", " 2017 17.988343 \n", "Zimbabwe 2006 5.867445 \n", " 2007 5.867445 \n", " 2008 5.867445 \n", " 2009 5.867445 \n", " 2010 5.905600 \n", " 2011 5.823760 \n", " 2012 5.868670 \n", " 2013 5.871750 \n", " 2014 5.867445 \n", " 2015 5.867445 \n", " 2016 5.867445 \n", " 2017 5.867445 \n", "\n", "[1562 rows x 15 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Analysis and Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choosing some interesting features, let's first see how and if they correlate with Life Ladder" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with HiddenOutput():\n", " sm = pd.plotting.scatter_matrix(df[['Life Ladder', 'Log GDP per capita', \n", " 'gini of household income reported in Gallup, by wp5-year', \n", " 'HDI Inequality', 'Age dependency ratio (% of working-age population)'\\\n", " ]], figsize=(10, 10), diagonal='kde')\n", " \n", " # Rotate labels so they don't overlap\n", " [s.xaxis.label.set_rotation(45) for s in sm.reshape(-1)]\n", " [s.yaxis.label.set_rotation(0) for s in sm.reshape(-1)]\n", " \n", " # Prevent labels from overlapping plots\n", " [s.get_yaxis().set_label_coords(-1.5,0.5) for s in sm.reshape(-1)]\n", " \n", " # Hide ticks\n", " [s.set_xticks(()) for s in sm.reshape(-1)]\n", " [s.set_yticks(()) for s in sm.reshape(-1)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most noticeable things:\n", "1. It looks like most of these features do in fact correlate well, however, household income inequality doesn't seem too promising. \n", "2. The correlation of features with Life Ladder look very similar to the correlation of features with GDP." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-0.2999144917858168" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# (1) Checking correlation coefficient R of household income inequality\n", "df['Life Ladder'].corr(df['gini of household income reported in Gallup, by wp5-year'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is in fact a weak downward trend associated to how satisfied a person is with their life as the nation's income inequality increases. Additionally, it looks like the income inequality has a greater affect on happiness past a certain mark. This means having up to a certain amount of income inequality makes no significant difference." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get F-test p-values and use simple linear regression to see some coefficients and get a feel for which single qualities are generally important for a government to provide." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "y = np.array(df['Life Ladder'])\n", "X = np.array(df.iloc[:, 1:])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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coefp-value
Freedom to make life choices1.8345391.224220e-108
Log GDP per capita0.4754166.149166e-318
Democratic Quality0.0768494.872091e-162
Health expenditure, public (% of government expenditure)0.0434703.039275e-76
Birth rate, crude (per 1,000 people)0.0080263.989166e-172
School enrollment, tertiary (% gross)0.0051242.875886e-183
Age dependency ratio (% of working-age population)0.0020511.016683e-124
Life expectancy at birth, total (years)-0.0028183.142558e-261
Death rate, crude (per 1,000 people)-0.0557811.700101e-34
Delivery Quality-0.0662008.043331e-240
HDI Inequality-0.1421111.533536e-203
Confidence in national government-0.8315293.602172e-03
Perceptions of corruption-0.8612374.503876e-74
gini of household income reported in Gallup, by wp5-year-1.0682717.887201e-34
\n", "
" ], "text/plain": [ " coef p-value\n", "Freedom to make life choices 1.834539 1.224220e-108\n", "Log GDP per capita 0.475416 6.149166e-318\n", "Democratic Quality 0.076849 4.872091e-162\n", "Health expenditure, public (% of government exp... 0.043470 3.039275e-76\n", "Birth rate, crude (per 1,000 people) 0.008026 3.989166e-172\n", "School enrollment, tertiary (% gross) 0.005124 2.875886e-183\n", "Age dependency ratio (% of working-age population) 0.002051 1.016683e-124\n", "Life expectancy at birth, total (years) -0.002818 3.142558e-261\n", "Death rate, crude (per 1,000 people) -0.055781 1.700101e-34\n", "Delivery Quality -0.066200 8.043331e-240\n", "HDI Inequality -0.142111 1.533536e-203\n", "Confidence in national government -0.831529 3.602172e-03\n", "Perceptions of corruption -0.861237 4.503876e-74\n", "gini of household income reported in Gallup, by... -1.068271 7.887201e-34" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.feature_selection import f_regression\n", "from sklearn import linear_model\n", "\n", "# F-test p-values\n", "F, p = f_regression(X, y)\n", "\n", "# Multilinear regression coefficients\n", "clf = linear_model.LinearRegression()\n", "clf.fit(X, y)\n", "\n", "corr = pd.DataFrame(clf.coef_.reshape(1, -1), columns=list(df.columns[1:])).transpose() \\\n", " .rename(columns={0 : 'coef'}).sort_values(['coef'], ascending=False)\n", "\n", "corr.join(pd.DataFrame(p.reshape(1, -1), columns=list(df.columns[1:])).transpose() \\\n", " .rename(columns={0 : 'p-value'}).sort_values(['p-value'], ascending=False))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.xkcd()\n", "# The mark of a succesful Government, apparently\n", "fig, ax = plt.subplots(figsize=(7,5))\n", "ax.spines['right'].set_color('none')\n", "ax.spines['top'].set_color('none')\n", "plt.xticks([])\n", "plt.yticks([])\n", "ax.set_ylim([-30, 10])\n", "\n", "data = np.ones(100)\n", "data[20:93] -= (np.arange(73) / 2.5)\n", "data[93:100] = -28\n", "\n", "plt.annotate(\n", " 'THE MARK OF A SUCCESSFUL\\n GOVERNMENT, APPARENTLY',\n", " xy=(1, -30), arrowprops=dict(arrowstyle='->'), xytext=(1, -25))\n", "\n", "plt.annotate(\n", " 'MAKE THEM LOSE ALL HOPE IN YOU',\n", " xy=(70, 1), xytext=(5, -45), fontsize=17)\n", "\n", "plt.plot(data)\n", "\n", "plt.xlabel('citizen\\'s confidence in government')\n", "plt.ylabel('citizen\\'s happiness')\n", "\n", "plt.title('HOW TO EFFECTIVELY RUN A COUNTRY')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Joking aside, even though an increase in confidence of the national government does negatively affect happiness in multilinear regression, it has no correlation with Life Ladder directly... and it's not very useful, nor does it make sense giving advice to lower people's confidence in their government if you want them to be happier." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.07361513467078484\n" ] } ], "source": [ "print(df['Life Ladder'].corr(df['Confidence in national government']))\n", "df = df.drop(columns=['Confidence in national government']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Anyway,** *back to the multilinear coefficients:*
\n", "- Freedom to make life choices, or whether or not an individual feels satisfied that they are able to choose what they do with their life, is at the top. A goverment could approach this in multiple ways; from providing people more opportunities such as free college tuition to increased civil rights for all people.\n", "

\n", "- The GINI of household income describes the country's income inequality and is one of the biggest factors contributing to a decreased average happiness. A country struggling with wealth imbalance should focus on a better distribution of wealth." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's chart the happiness using the 6 most distinguishing features given by the linear regression coefficients. I will min-max scale each feature and then take their percentage worth of each country's Life Ladder value. This way we can see the make up of a country's happiness based on how each of their features compare to other countries." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcdefaults()\n", "fig, ax = plt.subplots(figsize=(15,30))\n", "\n", "# Use the most significant variables\n", "ranks = df[['Life Ladder', 'Freedom to make life choices', 'Log GDP per capita',\n", " 'gini of household income reported in Gallup, by wp5-year', \n", " 'Perceptions of corruption', 'HDI Inequality', 'Delivery Quality'\\\n", " ]].groupby(['Country']).mean().sort_values(by='Life Ladder', ascending=False)\n", "\n", "# Scale each feature value (except for y) between 0.1 and 1 by column\n", "from sklearn.preprocessing import MinMaxScaler\n", "sc = MinMaxScaler(feature_range=(0.1, 1)).fit(ranks.iloc[:, 1:])\n", "ranks.iloc[:, 1:] = sc.transform(ranks.iloc[:, 1:])\n", "\n", "# Multiply percentage of each value by Life Ladder, cumulative sum for stacked bar chart\n", "totals = ranks.iloc[:, 1:].sum(axis=1)\n", "ranks.iloc[:, 1:] = ranks.iloc[:, 1:].divide(totals, axis=0).multiply(ranks['Life Ladder'], \\\n", " axis=0).cumsum(axis=1)\n", "\n", "# Plot each feature\n", "y_pos = np.arange(len(ranks))\n", "p1=plt.barh(y_pos, ranks['Delivery Quality'].get_values(), color='#FF961A')\n", "p2=plt.barh(y_pos, ranks['HDI Inequality'].get_values(), color = '#FF301A')\n", "p3=plt.barh(y_pos, ranks['Perceptions of corruption'].get_values(), color='#33cc33')\n", "p4=plt.barh(y_pos, ranks['gini of household income reported in Gallup, by wp5-year']\\\n", " .get_values(), color='#ffbf00')\n", "p5=plt.barh(y_pos, ranks['Log GDP per capita'].get_values(), color='#ff1a8c')\n", "p6=plt.barh(y_pos, ranks['Freedom to make life choices'].get_values(), color='#4AAAAA')\n", "\n", "y_indices = np.array(ranks.index)\n", "labels = np.append(np.arange(1, y_indices.shape[0] + 1).reshape(-1, 1), \\\n", " y_indices.reshape(-1, 1), axis=1)\n", "labels = [str(row[0]) + ' ' + row[1] for row in labels]\n", "\n", "ax.set_yticks(y_pos)\n", "ax.set_yticklabels(labels)\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Life Ladder', fontsize=13)\n", "ax.set_title(\\\n", " 'Country Happiness with each Feature\\'s Relative Makeup - Mean of Data from 2005-2017', \n", " fontsize=15)\n", "plt.ylim(len(ranks) , -1)\n", "plt.xlim(0, 10)\n", "plt.legend((p1[0], p2[0], p3[0], p4[0], p5[0], p6[0]), ('Delivery Quality', 'HDI Inequality',\n", " 'Perceived Corruption', \n", " 'GINI inequality', 'GDP per Capita', \n", " 'Freedom of Choices'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, many of the features that contribute to a greater life ladder shrink in percentage of makeup, and the features that hurt the life ladder increase in percentage as the ranking decreases." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Supervised Learning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fitting the Model using an SVM" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=ShuffleSplit(n_splits=100, random_state=123, test_size=0.2, train_size=None),\n", " error_score='raise-deprecating',\n", " estimator=SVR(C=1.0, cache_size=200, coef0=0.0, degree=3, epsilon=0.1,\n", " gamma='auto_deprecated', kernel='rbf', max_iter=-1, shrinking=True,\n", " tol=0.001, verbose=False),\n", " fit_params=None, iid='warn', n_jobs=None,\n", " param_grid={'C': array([1.e-03, 1.e-02, 1.e-01, 1.e+00, 1.e+01, 1.e+02]), 'gamma': array([1.e-03, 1.e-02, 1.e-01, 1.e+00, 1.e+01, 1.e+02])},\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=True,\n", " scoring=None, verbose=0)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.svm import SVR\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.model_selection import ShuffleSplit\n", "\n", "X = np.array(df.iloc[:, 1:])\n", "y = np.array(df['Life Ladder'])\n", "scaler = StandardScaler().fit(X)\n", "stand_X = scaler.transform(X)\n", "\n", "train_X, test_X, train_y, test_y = train_test_split(stand_X, y, train_size=0.7, \n", " test_size=0.3, shuffle=True)\n", "\n", "cv = ShuffleSplit(n_splits=100, test_size=0.2, random_state=123)\n", "param_grid = {'C' : np.logspace(-3, 2, 6), 'gamma': np.logspace(-3, 2, 6)}\n", "\n", "svr = SVR(kernel='rbf')\n", "grid = GridSearchCV(svr, param_grid=param_grid, cv=cv, return_train_score=True)\n", "\n", "grid.fit(train_X, train_y)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'C': 10.0, 'gamma': 0.1}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grid.best_params_" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.9426830084552748\n", "Test score: 0.8696420975335767\n" ] } ], "source": [ "print('Train score:', grid.score(train_X, train_y))\n", "print('Test score:', grid.score(test_X, test_y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Check for underfitting/overfitting now that we have the chosen parameters**" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import learning_curve\n", "from sklearn.model_selection import ShuffleSplit\n", "\n", "plt.rcdefaults()\n", "def plot_learning_curve(estimator, title, X, y, ylim=None, cv=None,\n", " n_jobs=None, train_sizes=np.linspace(.1, 1.0, 5)):\n", " plt.figure()\n", " plt.title(title)\n", " if ylim is not None:\n", " plt.ylim(*ylim)\n", " plt.xlabel(\"Training examples\")\n", " plt.ylabel(\"Score\")\n", " train_sizes, train_scores, test_scores = learning_curve(\n", " estimator, X, y, cv=cv, n_jobs=n_jobs, train_sizes=train_sizes)\n", " train_scores_mean = np.mean(train_scores, axis=1)\n", " test_scores_mean = np.mean(test_scores, axis=1)\n", " plt.grid()\n", "\n", " plt.plot(train_sizes, train_scores_mean, 'o-', color=\"r\",\n", " label=\"Training score\")\n", " plt.plot(train_sizes, test_scores_mean, 'o-', color=\"g\",\n", " label=\"Cross-validation score\")\n", "\n", " plt.legend(loc=\"best\")\n", " return plt\n", "\n", "cv = ShuffleSplit(n_splits=100, test_size=0.2)\n", "plot_learning_curve(SVR(kernel='rbf', C=10, gamma=0.1),\n", " 'Learning Curve', stand_X, y, (0.5, 1.01), cv=cv, n_jobs=4)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a small gap between the CV and training scores, meaning more data would be useful, but since there is no way of getting more data outside of waiting for years - this is fine. There isn't much overfitting happening anyway." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Finding a country's features that need to be improved\n", "\n", "Here I am going to create a simple function which will determine what any certain government needs to work on foremost with the goal of improving happiness. I'm sure finding the gradient at a point would work with some models, but I decided to use an 'rbf' kernel SVM. So instead to make things simpler I'm, simply put, checking the greatest change in score of each feature, updating that feature, and then checking the next greatest change in score." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def improve_which_features(X, tot_increase=4, step=0.1):\n", " '''\n", " Principal function for this notebook.\n", " Get the best features to improve when sent parameters of a country.\n", " \n", " Parameters\n", " ----------\n", " X : length 13\n", " Must be scaled before sent\n", " \n", " tot_increase: Number total Standard deviations to increase data by\n", " \n", " step: Amount each feature is increased by to compare \n", " '''\n", " \n", " better_X = np.copy(X)\n", " num_features = X.shape[0]\n", " \n", " # Increment each feature by step tot_increase/step times to check \n", " # which one increases the score the most each increment\n", " scores = np.zeros(num_features)\n", " additional_increase = 0\n", " order = np.array([])\n", " for i in np.arange(0, tot_increase, step):\n", " increase = 0\n", " best_feature = -1\n", " \n", " for j in range(num_features):\n", " temp_X_plus = np.copy(better_X)\n", " temp_X_plus[j] += (step + additional_increase)\n", " temp_X_minus = np.copy(better_X)\n", " temp_X_minus[j] -= (step + additional_increase)\n", " \n", " first = float(grid.predict(temp_X_plus.reshape(1, -1)))\n", " second = float(grid.predict(temp_X_minus.reshape(1, -1)))\n", "\n", " new_happ = np.maximum(first, second)\n", " temp_increase = new_happ - float(grid.predict(better_X.reshape(1, -1)))\n", " \n", " # Limit the increase to 1 SD. Potential to create unrealistic goals otherwise\n", " if np.greater(temp_increase, increase) and scores[j] < 2:\n", " increase = temp_increase\n", " best_feature = j\n", " \n", " if best_feature != -1:\n", " scores[best_feature] += step + additional_increase\n", " better_X[best_feature] += step + additional_increase\n", " additional_increase = 0\n", " order = np.append(order, np.array([best_feature]))\n", " else:\n", " additional_increase += step\n", " \n", " return order, scores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the function on two countries: Kenya and the United States:
\n", "- Kenya is a third world country but is well placed to transition to a first world country. Obviously this transition is a big factor in improving happiness - first world countries clearly have much higher happiness rankings on average. Perhaps it could be easier to reach such a position by focusing on the happiness, then.

\n", "- United States is a first world country but has dropped far in their happiness ranking. All the way from 3rd in 2007 to 18th last year in 2017. It would be interesting to see what could help bring them back. \n", "\n", "Here are the column indices, for reference" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Index
Log GDP per capita0
Freedom to make life choices1
Perceptions of corruption2
Democratic Quality3
Delivery Quality4
gini of household income reported in Gallup, by wp5-year5
HDI Inequality6
Age dependency ratio (% of working-age population)7
Birth rate, crude (per 1,000 people)8
Death rate, crude (per 1,000 people)9
Health expenditure, public (% of government expenditure)10
Life expectancy at birth, total (years)11
School enrollment, tertiary (% gross)12
\n", "
" ], "text/plain": [ " Index\n", "Log GDP per capita 0\n", "Freedom to make life choices 1\n", "Perceptions of corruption 2\n", "Democratic Quality 3\n", "Delivery Quality 4\n", "gini of household income reported in Gallup, by... 5\n", "HDI Inequality 6\n", "Age dependency ratio (% of working-age population) 7\n", "Birth rate, crude (per 1,000 people) 8\n", "Death rate, crude (per 1,000 people) 9\n", "Health expenditure, public (% of government exp... 10\n", "Life expectancy at birth, total (years) 11\n", "School enrollment, tertiary (% gross) 12" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame(np.linspace(0, 12, 13, dtype=int).reshape(1, -1), columns=list(df.columns[1:]))\\\n", " .transpose().rename(columns={0 : 'Index'})" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Order of largest increase in scores:\n", " [0. 0. 0. 0. 0. 0. 4. 4. 4. 4. 4. 4. 4. 4. 4. 4. 0. 4. 4. 0. 4. 4. 0. 7.\n", " 4. 7. 0. 4. 7. 0. 5. 5. 5. 5. 5. 5. 5. 5. 5. 5.]\n", "\n", "Total scores:\n", "Feature: 0 1 2 3 4 5 6 7 8 9 10 11 12 \n", " Score: [1.1 0. 0. 0. 1.6 1. 0. 0.3 0. 0. 0. 0. 0. ]\n" ] } ], "source": [ "# Kenya (2017)\n", "order, scores = improve_which_features(scaler.transform(np.array( \\\n", " df.loc[['Country', 'Kenya']])[11, 1:].reshape(1, -1))[0])\n", "print('Order of largest increase in scores:\\n', order)\n", "print('\\nTotal scores:\\nFeature: 0 1 2 3 4 5 6 7 8 9 10 11 12', \n", " '\\n Score:', scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For Kenya, it looks like Delivery quality is the first important feature to improve upon. Delivery quality was judged on government effectiveness, regulatory quality, rule of law, control of corruption. This means that a focus on the workings of the government and making sure it runs efficiently and for the people may be essential for Kenya to break into the first world. It would also be useful to improve the GDP a little bit before and during improvement of delivery quality. Afterwards it will be important for them to work on income equality. Stimulating the economy by increasing production and bringing more jobs could potentially solve these last two issues." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Order of largest increase in scores:\n", " [4. 4. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 7. 4. 8.\n", " 4. 8. 4. 4. 8. 4. 8. 4. 8. 4. 8. 4. 8. 3. 4. 3.]\n", "\n", "Total scores:\n", "Feature: 0 1 2 3 4 5 6 7 8 9 10 11 12 \n", " Score: [0. 0. 0. 0.2 1.1 0. 0. 2. 0.7 0. 0. 0. 0. ]\n" ] } ], "source": [ "# United States (2017)\n", "order, scores = improve_which_features(scaler.transform(np.array( \\\n", " df.loc[['Country', 'United States']])[11, 1:].reshape(1, -1))[0])\n", "print('Order of largest increase in scores:\\n', order)\n", "print('\\nTotal scores:\\nFeature: 0 1 2 3 4 5 6 7 8 9 10 11 12', \n", " '\\n Score:', scores)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These results show that first a slight increase in delivery quality could help. More importantly, though, is a further decrease in the age dependency ratio - at least from the list of features we have access to. After the age dependency is improved, an increase in birth rate, which goes hand in hand with age dependency, helps. Finally, continuing improvement in delivery quality is needed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Final Remarks\n", "\n", "This solution is far from perfect, more features to cover every possible factor and more data to create a more stable model would be very useful. However, I hope this shows you some of my knowledge! The concepts in this notebook could even be applied to something along the lines of customer service. " ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }