diff --git a/notebooks/conflict/acled.ipynb b/notebooks/conflict/acled.ipynb index 935f324..20569b1 100644 --- a/notebooks/conflict/acled.ipynb +++ b/notebooks/conflict/acled.ipynb @@ -632,6 +632,111 @@ "ax.text(0, 0, subtitle, ha='left', va='center', transform=ax.transAxes,\n", " fontsize=10, color='black', weight='normal')\n" ] + }, + { + "cell_type": "code", + "execution_count": 197, + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [], + "source": [ + "poi = gpd.read_file('../../data/hotosm_pse_points_of_interest_points_shp/hotosm_pse_points_of_interest_points.shp')" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [], + "source": [ + "health = ['hospital', 'pharmacy', 'doctors']" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": { + "tags": [ + "remove-cell" + ] + }, + "outputs": [], + "source": [ + "health_poi = poi[poi['amenity'].isin(health)].sjoin(palestine_adm1)\n", + "health_poi = health_poi[health_poi['ADM1_EN']=='Gaza Strip']" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": { + "tags": [ + "hide-input" + ] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0, 'Number of fatalities is on the marker size while color is showing number of conflict events. \\n Source: Conflict data from ACLED. Shapefiles from HdX. PoIs from OSM')" + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.rcParams[\"font.family\"] = \"Georgia\"\n", + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", + "df = acled[acled['event_date']>='2023-10-07'].sjoin(palestine_adm1).groupby(['latitude', 'longitude', 'ADM1_EN'])['fatalities'].agg(['sum', 'count']).reset_index()\n", + "df.rename(columns = {'sum':'fatalities', 'count':'nrEvents'}, inplace=True)\n", + "df = df[df['ADM1_EN']=='Gaza Strip']\n", + "df = convert_to_gdf(df)\n", + "\n", + "\n", + "palestine_adm1[palestine_adm1['ADM1_EN']=='Gaza Strip'].boundary.plot(ax=ax, linewidth = 0.8, color = 'lightgrey')\n", + "health_poi.plot(color='blue', ax=ax, alpha=0.3, legend = True)\n", + "\n", + "df.plot(column='nrEvents', cmap='Reds', ax=ax, markersize='fatalities')\n", + "\n", + "cax = fig.add_axes([0.6, 0.3, 0.15, 0.02])\n", + "norm = plt.Normalize(vmin=df['nrEvents'].min(), vmax=df['nrEvents'].max())\n", + "cbar = fig.colorbar(plt.cm.ScalarMappable(norm=norm, cmap='Reds'), ax=ax, orientation='horizontal', pad=0.02, aspect = 200, cax=cax)\n", + "cbar.set_label('Number of events', rotation=0, labelpad=10)\n", + "\n", + "# cax = fig.add_axes([0.6, 0.4, 0.15, 0.02])\n", + "# norm = plt.Normalize(vmin=population_gaza['Z'].min(), vmax=population_gaza['Z'].max())\n", + "# cbar = fig.colorbar(plt.cm.ScalarMappable(norm=norm, cmap='viridis'), ax=ax, orientation='horizontal', pad=0.02, aspect = 200, cax=cax)\n", + "# cbar.set_label('Population Density', rotation=0, labelpad=10)\n", + "\n", + "ax.axis('off')\n", + "\n", + "ax.set_title(\"Number of conflict events in the Gaza Strip after October 7th 2023 overlayed with healthcare locations\")\n", + "\n", + "subtitle = f'Number of fatalities is on the marker size while color is showing number of conflict events. \\n Source: Conflict data from ACLED. Shapefiles from HdX. PoIs from OSM'\n", + "\n", + "ax.text(0, 0, subtitle, ha='left', va='center', transform=ax.transAxes,\n", + " fontsize=10, color='black', weight='normal')\n" + ] } ], "metadata": {