cmkl_assignments/fall-2024/math/mat-203/00020/Whr2024Descriptive-Original...

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{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Gamma function\n",
"from scipy.special import gamma\n",
"\n",
"# To calculate statistics\n",
"from scipy.stats import norm\n",
"from scipy.stats import hmean, trim_mean, iqr, median_abs_deviation, skew, kurtosis\n",
"from scipy.stats.mstats import gmean, winsorize"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reading and preprocessing data"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"DataWhr2024 = pd.read_csv(\"DataWhr2024.csv\")\n",
"UnM49 = pd.read_csv(\"UnM49.csv\", sep=';')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"UnM49 = UnM49[['Country or Area', 'Sub-region Name', 'Region Name']]\n",
"UnM49 = UnM49.rename({'Country or Area':'Country name', 'Sub-region Name':'Subregion', 'Region Name':'Continent'}, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Hong\"), \"Country name\"] = \"Hong Kong\"\n",
"DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Somaliland\"), \"Country name\"] = \"Somaliland\"\n",
"DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Taiwan\"), \"Country name\"] = \"Taiwan\""
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"UnM49.loc[97, \"Country name\"] = \"Bolivia\"\n",
"UnM49.loc[33, \"Country name\"] = \"Congo (Brazzaville)\"\n",
"UnM49.loc[34, \"Country name\"] = \"Congo (Kinshasa)\"\n",
"UnM49.loc[124, \"Country name\"] = \"Hong Kong\"\n",
"UnM49.loc[125, \"Country name\"] = \"Macao\"\n",
"UnM49.loc[126, \"Country name\"] = \"North Korea\"\n",
"UnM49.loc[145, \"Country name\"] = \"Iran\"\n",
"UnM49.loc[46, \"Country name\"] = \"Ivory Coast\"\n",
"UnM49.loc[133, \"Country name\"] = \"Laos\"\n",
"UnM49.loc[129, \"Country name\"] = \"South Korea\"\n",
"UnM49.loc[173, \"Country name\"] = \"Moldova\"\n",
"UnM49.loc[217, \"Country name\"] = \"Netherlands\"\n",
"UnM49.loc[175, \"Country name\"] = \"Russia\"\n",
"UnM49.loc[164, \"Country name\"] = \"Syria\"\n",
"UnM49.loc[26, \"Country name\"] = \"Tanzania\"\n",
"UnM49.loc[116, \"Country name\"] = \"United States\"\n",
"UnM49.loc[193, \"Country name\"] = \"United Kingdom\"\n",
"UnM49.loc[111, \"Country name\"] = \"Venezuela\"\n",
"UnM49.loc[140, \"Country name\"] = \"Vietnam\""
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"_ = pd.DataFrame(\n",
" {\n",
" \"Country name\": [\"Kosovo\", \"Somaliland\", \"Taiwan\"],\n",
" \"Subregion\": [\"Southern Europe\", \"Sub-Saharan Africa\", \"Eastern Asia\"],\n",
" \"Continent\": [\"Europe\", \"Africa\", \"Asia\"],\n",
" }\n",
")\n",
"\n",
"UnM49 = pd.concat([UnM49, _], axis=0)\n",
"UnM49 = UnM49.reset_index(drop=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"# Data\n",
"Dat = pd.merge(DataWhr2024, UnM49)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Data of 2023\n",
"Dat2023 = Dat[Dat['year'] == 2023]\n",
"Dat2023 = Dat2023.reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['Iceland',\n",
" 'India',\n",
" 'Indonesia',\n",
" 'Iran',\n",
" 'Iraq',\n",
" 'Ireland',\n",
" 'Israel',\n",
" 'Italy',\n",
" 'Ivory Coast']"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Countries that starts with the same letter that your name\n",
"StartsWith = 'I' # The first letter of your name\n",
"list(Dat[Dat['Country name'].str.startswith(StartsWith)]['Country name'].unique())"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"# Data of 2023 from the region selected\n",
"CountrySelected = 'Thailand' # Change to the country that you selected\n",
"SubregionSelected = Dat[Dat['Country name']==CountrySelected]['Subregion'].unique()[0]\n",
"\n",
"DatSelected = Dat2023[Dat2023['Subregion']==SubregionSelected]\n",
"DatSelected = DatSelected.reset_index(drop=True)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Variable = 'Life Ladder'\n",
"DatThroughTime = Dat[['year', 'Continent' , Variable]].groupby(['year', 'Continent']).mean().reset_index()\n",
"\n",
"plt.figure(figsize=[10, 6])\n",
"\n",
"sns.lineplot(\n",
" data = DatThroughTime,\n",
" x = \"year\",\n",
" y = Variable,\n",
" hue = 'Continent',\n",
" marker = \"o\"\n",
")\n",
"\n",
"plt.title(\"Average Life Ladder from 2005 to 2023 by each continent.\")\n",
"plt.xlabel(\"Year\")\n",
"plt.ylabel(\"Life Ladder\")\n",
"plt.legend(\n",
" title = \"Continent\",\n",
" loc = \"upper right\"\n",
")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[10, 6])\n",
"\n",
"sns.regplot(\n",
" x = \"Social support\",\n",
" y = \"Life Ladder\",\n",
" data = Dat2023,\n",
" scatter_kws = {'s': 50, 'color': 'blue'},\n",
" line_kws = {'color': 'green'}\n",
")\n",
"\n",
"plt.title('Scatter Plot of Life Ladder compared to Social Support')\n",
"plt.xlabel(\"Social Support\")\n",
"plt.ylabel(\"Life Ladder\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_5_happiest = Dat2023.nlargest(5, 'Life Ladder')\n",
"top_5_unhappiest = Dat2023.nsmallest(5, 'Life Ladder')\n",
"\n",
"combined_data = pd.concat(\n",
" [\n",
" top_5_happiest,\n",
" top_5_unhappiest\n",
" ]\n",
")\n",
"\n",
"plt.figure(figsize = (10, 6))\n",
"plt.bar(combined_data['Country name'], combined_data['Life Ladder'],\n",
" color=['green'] * 5 + ['red'] * 5)\n",
"plt.xlabel('Country')\n",
"plt.ylabel('Life Ladder Score')\n",
"plt.title('Top 5 Happiest and Top 5 Unhappiest Countries in 2023')\n",
"plt.xticks(rotation=90)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"variable = 'Freedom to make life choices'\n",
"\n",
"subregion_data = DatSelected[variable].dropna()\n",
"\n",
"Mu = subregion_data.mean()\n",
"Sigma = subregion_data.std(ddof=1)\n",
"\n",
"N = len(subregion_data)\n",
"\n",
"ALPHA = 0.05\n",
"\n",
"LowerLimit = norm.ppf(ALPHA / 2, Mu, (np.sqrt(1 + 1 / N)) * Sigma)\n",
"UpperLimit = norm.ppf(1 - ALPHA / 2, Mu, (np.sqrt(1 + 1 / N)) * Sigma)\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"sns.kdeplot(subregion_data, label=f'KDE of {variable}')\n",
"\n",
"sns.rugplot(subregion_data, color='black')\n",
"\n",
"plt.hlines(y = -.02, xmin = LowerLimit, xmax = UpperLimit, color = 'green')\n",
"plt.plot(Mu, -0.02, 'go')\n",
"\n",
"plt.title(f'KDE for {variable}')\n",
"plt.xlabel(variable)\n",
"plt.ylabel('Density')\n",
"\n",
"plt.show()"
]
}
],
"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": "3.12.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}