diff --git a/notebooks/relative-wealth/relative-wealth-index.ipynb b/notebooks/relative-wealth/relative-wealth-index.ipynb index 7d91d2e..a8a1394 100644 --- a/notebooks/relative-wealth/relative-wealth-index.ipynb +++ b/notebooks/relative-wealth/relative-wealth-index.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 30, + "execution_count": 1, "metadata": { "tags": [ "remove-cell" @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": { "tags": [ "remove-cell" @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": { "tags": [ "remove-cell" @@ -101,12 +101,13 @@ }, "outputs": [], "source": [ - "MYANMAR = gpd.read_file('../../data/shapefiles/mmr_polbnda_adm3_250k_mimu/mmr_polbnda_adm3_250k_mimu.shp')" + "MYANMAR = gpd.read_file('../../data/shapefiles/mmr_polbnda_adm3_250k_mimu/mmr_polbnda_adm3_250k_mimu.shp')\n", + "MYANMAR_ADM1 = gpd.read_file('../../data/shapefiles/mmr_polbnda2_adm1_250k_mimu/mmr_polbnda2_adm1_250k_mimu.shp')" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": { "tags": [ "remove-cell" @@ -122,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": { "tags": [ "remove-cell" @@ -140,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { "tags": [ "remove-cell" @@ -153,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { "tags": [ "remove-cell" @@ -170,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "tags": [ "remove-cell" @@ -191,12 +192,27 @@ }, "outputs": [], "source": [ - "MYANMAR.to_crs('EPSG:4326', inplace=True)" + "MYANMAR.to_crs('EPSG:4326', inplace=True)\n", + "MYANMAR_ADM1.to_crs('EPSG:4326', inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [], + "source": [ + "hrsl_adm3 = MYANMAR.sjoin(hrsl)\n", + "hrsl_adm1 = MYANMAR_ADM1.sjoin(hrsl)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": { "tags": [ "remove-cell" @@ -204,7 +220,12 @@ }, "outputs": [], "source": [ - "hrsl_adm3 = MYANMAR.sjoin(hrsl)" + "hrsl_adm1 = hrsl_adm1.groupby(['ST', 'ST_PCODE']).sum( ['population_men', 'population_women', 'population_elderly',\n", + " 'population_children', 'population']).reset_index()\n", + "hrsl_adm1 = MYANMAR[['ST', 'ST_PCODE', 'geometry']].merge(hrsl_adm1[['ST', 'ST_PCODE', 'population_men',\n", + " 'population_women', 'population_elderly', 'population_children','population']])\n", + "\n", + "hrsl_adm1 = gpd.GeoDataFrame(hrsl_adm1, crs=\"EPSG:4326\", geometry='geometry')" ] }, { @@ -219,7 +240,7 @@ "source": [ "hrsl_adm3 = hrsl_adm3.groupby(['ST', 'ST_PCODE', 'DT', 'DT_PCODE', 'TS', 'TS_PCODE']).sum( ['population_men', 'population_women', 'population_elderly',\n", " 'population_children', 'population']).reset_index()\n", - "hrsl_adm3 = MYANMAR[['ST', 'ST_PCODE', 'DT', 'DT_PCODE', 'TS', 'TS_PCODE', 'geometry']].merge(hrsl_adm3[['ST', 'ST_PCODE', 'DT', 'DT_PCODE', 'TS', 'TS_PCODE', 'population_men',\n", + "hrsl_adm3 = MYANMAR[['ST', 'ST_PCODE', 'DT', 'DT_PCODE', 'TS', 'TS_PCODE', 'geometry']].merge(hrsl_adm1[['ST', 'ST_PCODE', 'DT', 'DT_PCODE', 'TS', 'TS_PCODE', 'population_men',\n", " 'population_women', 'population_elderly', 'population_children','population']])\n", "\n", "hrsl_adm3 = gpd.GeoDataFrame(hrsl_adm3, crs=\"EPSG:4326\", geometry='geometry')" @@ -247,6 +268,28 @@ "hrsl_adm3.to_file('../../data/population/myanmar_adm3_hrsl.shp', format = 'ESRI Shapefile')" ] }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\sahit\\AppData\\Local\\Temp\\ipykernel_29224\\1118030183.py:1: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n", + " hrsl_adm1.to_file('../../data/population/myanmar_adm1_hrsl.shp', format = 'ESRI Shapefile')\n" + ] + } + ], + "source": [ + "hrsl_adm1.to_file('../../data/population/myanmar_adm1_hrsl.shp', format = 'ESRI Shapefile')" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -254,6 +297,66 @@ "### Popultion Estimates" ] }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from matplotlib.ticker import FixedLocator\n", + "\n", + "fig, ax = plt.subplots(figsize=(8,8))\n", + "plt.axis('off')\n", + "hrsl_adm1.plot(column = 'population', legend = True, ax=ax)\n", + "ax.set_title('Population Estimates by Township (Admin 1)', fontsize=18, x=0.5,y=1)\n", + "\n", + "highest_centroid = hrsl_adm1.sort_values(by='population', ascending = False).iloc[0]['geometry'].centroid\n", + "\n", + "plt.arrow(highest_centroid.x -2.15, highest_centroid.y-2.15, 2.1, 2.1, head_width=0.3, head_length=0.2, fc='grey', ec='black')\n", + "\n", + "text_dx = 2.7 # Adjust for text placement\n", + "text_dy = 2.7 # Adjust for text placement\n", + "ax.text(highest_centroid.x - text_dx, highest_centroid.y - text_dy, hrsl_adm1.sort_values(by='population', ascending = False).iloc[0]['ST'], fontsize=9, ha='left', va='bottom')\n", + "\n", + "lowest_centroid = hrsl_adm1.sort_values(by='population').iloc[0]['geometry'].centroid\n", + "\n", + "plt.arrow(lowest_centroid.x +1.5, lowest_centroid.y+1.5, -1.5, -1.5, head_width=0.3, head_length=0.2, fc='beige', ec='beige')\n", + "\n", + "text_dx = 1.7 # Adjust for text placement\n", + "text_dy = 1.7 # Adjust for text placement\n", + "ax.text(lowest_centroid.x + text_dx, lowest_centroid.y + text_dy, hrsl_adm1.sort_values(by='population').iloc[0]['ST'], fontsize=9, ha='left', va='bottom', c='white')\n", + "\n", + "fig = ax.figure\n", + "cbar = fig.axes[1] # This assumes the colorbar is the second axes object\n", + "\n", + "ticks = cbar.get_yticks() # Get the current tick locations\n", + "\n", + "# Now, create custom tick labels, assuming you want to scale them for 'per 1000' units\n", + "tick_labels = [f\"{tick/1000:.0f}K\" for tick in ticks]\n", + "\n", + "# Use FixedLocator to set the tick locations along with the new labels\n", + "cbar.yaxis.set_major_locator(FixedLocator(ticks))\n", + "cbar.set_yticklabels(tick_labels)\n", + "\n", + "subtitle_text = \"Source: Meta High Resolution Population Density; Shapefiles from Myanmar Information Management Unit\"\n", + "ax.text(-0.5, -0.05, subtitle_text, transform=ax.transAxes, fontsize=10, ha='left');" + ] + }, { "cell_type": "code", "execution_count": 88, @@ -322,12 +425,13 @@ "\n", "* The data is from 2019. Myanmar has seen a lot of conflict and political unrest, aside from a pandemic since then. The numbers shown here do not reflect any of the recent changes in population movement. \n", "* The regions close to the Bangladesh border (Cox's Bazar) and the regions close to the Chinese border are less populated compared to regions close to the Thailand border.\n", - "* Bago, a township north of Yangon is the most populous township. " + "* Bago, a township north of Yangon is the most populous township. \n", + "* Yangon is the most populous region" ] }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 25, "metadata": { "tags": [ "remove-cell" @@ -341,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 26, "metadata": { "tags": [ "remove-cell" @@ -349,12 +453,13 @@ }, "outputs": [], "source": [ - "myanmar_rwi_adm3 = MYANMAR[['ST', 'DT', 'TS', 'geometry']].merge(MYANMAR.sjoin(rwi).groupby(['ST', 'DT', 'TS']).mean('rwi').reset_index())" + "myanmar_rwi_adm3 = MYANMAR[['ST', 'DT', 'TS', 'geometry']].merge(MYANMAR.sjoin(rwi).groupby(['ST', 'DT', 'TS']).mean('rwi').reset_index())\n", + "myanmar_rwi_adm1 = MYANMAR[['ST', 'geometry']].merge(MYANMAR.sjoin(rwi).groupby(['ST']).mean('rwi').reset_index())" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 27, "metadata": { "tags": [ "remove-cell" @@ -363,7 +468,10 @@ "outputs": [], "source": [ "highest_rwi = myanmar_rwi_adm3.sort_values(by='rwi', ascending = False).iloc[0]\n", - "lowest_rwi = myanmar_rwi_adm3.sort_values(by='rwi', ascending = True).iloc[0]" + "lowest_rwi = myanmar_rwi_adm3.sort_values(by='rwi', ascending = True).iloc[0]\n", + "\n", + "highest_rwi_adm1 = myanmar_rwi_adm1.sort_values(by='rwi', ascending = False).iloc[0]\n", + "lowest_rwi_adm2 = myanmar_rwi_adm1.sort_values(by='rwi', ascending = True).iloc[0]" ] }, { @@ -432,6 +540,54 @@ "* The most populous district (Bago) is not the richest one. The SEZ Yangon (West) is wealthier. " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparing Relative Wealth across the Regions of Myanmar" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "tags": [ + "remove-input" + ] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(16,6))\n", + "df = MYANMAR_ADM1.sjoin(rwi)\n", + "df = df[['ST', 'rwi']]\n", + "df.boxplot(column='rwi', by='ST', ax=ax)\n", + "\n", + "ax.spines['top'].set_visible(False) # Hide the top spine\n", + "ax.spines['right'].set_visible(False)\n", + "\n", + "ax.set_xlabel('Townships')\n", + "ax.set_ylabel('Relative Wealth Index')\n", + "\n", + "ax.grid(True, which='both', linestyle=':', linewidth=0.5)\n", + "\n", + "ax.set_ylim([-1.5, 2])\n", + "\n", + "ax.set_title(' ', x=0.17, fontsize=14)\n", + "\n", + "plt.suptitle('Relative Wealth by Township in Bago District', fontsize=18, x=0.25, y=0.99);" + ] + }, { "cell_type": "markdown", "metadata": {},