{
"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",
"
"
]
},
"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": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
coef
\n",
"
p-value
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Freedom to make life choices
\n",
"
1.834539
\n",
"
1.224220e-108
\n",
"
\n",
"
\n",
"
Log GDP per capita
\n",
"
0.475416
\n",
"
6.149166e-318
\n",
"
\n",
"
\n",
"
Democratic Quality
\n",
"
0.076849
\n",
"
4.872091e-162
\n",
"
\n",
"
\n",
"
Health expenditure, public (% of government expenditure)
\n",
"
0.043470
\n",
"
3.039275e-76
\n",
"
\n",
"
\n",
"
Birth rate, crude (per 1,000 people)
\n",
"
0.008026
\n",
"
3.989166e-172
\n",
"
\n",
"
\n",
"
School enrollment, tertiary (% gross)
\n",
"
0.005124
\n",
"
2.875886e-183
\n",
"
\n",
"
\n",
"
Age dependency ratio (% of working-age population)
\n",
"
0.002051
\n",
"
1.016683e-124
\n",
"
\n",
"
\n",
"
Life expectancy at birth, total (years)
\n",
"
-0.002818
\n",
"
3.142558e-261
\n",
"
\n",
"
\n",
"
Death rate, crude (per 1,000 people)
\n",
"
-0.055781
\n",
"
1.700101e-34
\n",
"
\n",
"
\n",
"
Delivery Quality
\n",
"
-0.066200
\n",
"
8.043331e-240
\n",
"
\n",
"
\n",
"
HDI Inequality
\n",
"
-0.142111
\n",
"
1.533536e-203
\n",
"
\n",
"
\n",
"
Confidence in national government
\n",
"
-0.831529
\n",
"
3.602172e-03
\n",
"
\n",
"
\n",
"
Perceptions of corruption
\n",
"
-0.861237
\n",
"
4.503876e-74
\n",
"
\n",
"
\n",
"
gini of household income reported in Gallup, by wp5-year
\n",
"
-1.068271
\n",
"
7.887201e-34
\n",
"
\n",
" \n",
"
\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": {
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\n",
"text/plain": [
"
"
]
},
"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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\n",
"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",
"
Index
\n",
"
\n",
" \n",
" \n",
"
\n",
"
Log GDP per capita
\n",
"
0
\n",
"
\n",
"
\n",
"
Freedom to make life choices
\n",
"
1
\n",
"
\n",
"
\n",
"
Perceptions of corruption
\n",
"
2
\n",
"
\n",
"
\n",
"
Democratic Quality
\n",
"
3
\n",
"
\n",
"
\n",
"
Delivery Quality
\n",
"
4
\n",
"
\n",
"
\n",
"
gini of household income reported in Gallup, by wp5-year
\n",
"
5
\n",
"
\n",
"
\n",
"
HDI Inequality
\n",
"
6
\n",
"
\n",
"
\n",
"
Age dependency ratio (% of working-age population)
\n",
"
7
\n",
"
\n",
"
\n",
"
Birth rate, crude (per 1,000 people)
\n",
"
8
\n",
"
\n",
"
\n",
"
Death rate, crude (per 1,000 people)
\n",
"
9
\n",
"
\n",
"
\n",
"
Health expenditure, public (% of government expenditure)
\n",
"
10
\n",
"
\n",
"
\n",
"
Life expectancy at birth, total (years)
\n",
"
11
\n",
"
\n",
"
\n",
"
School enrollment, tertiary (% gross)
\n",
"
12
\n",
"
\n",
" \n",
"
\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. "
]
}
],
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