From a28d9f9d09b5604162d7ca7d26a085a488c04570 Mon Sep 17 00:00:00 2001 From: Adrian Kriger <59996720+AdrianKriger@users.noreply.github.com> Date: Fri, 8 Mar 2024 14:51:11 +0200 Subject: [PATCH] 2nd commit --- interactiveOnly.ipynb | 173170 +-------------------------------------- 1 file changed, 34 insertions(+), 173136 deletions(-) diff --git a/interactiveOnly.ipynb b/interactiveOnly.ipynb index 1b53a6f..5966224 100644 --- a/interactiveOnly.ipynb +++ b/interactiveOnly.ipynb @@ -301,7 +301,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -331,7 +331,7 @@ "build_df['flats'] = build_df['tags'].apply(lambda x: x.get('building:flats'))\n", "build_df['res'] = build_df['tags'].apply(lambda x: x.get('building:residential'))\n", "\n", - " #-- my attempts to automate and generalize the solution is not perfect\n", + " #-- attempts to automate and generalize the solution is not perfect\n", " #-- if a stray building remains change the type/amenity\n", "#build_df['bld'] = np.where(build_df.id == 910399781,'retail', build_df.bld)\n", "\n", @@ -344,13 +344,14 @@ "#build_df['combine'] = build_df['combine'].map(lambda x: x.replace('public', '') if len(x) > 6 else x)\n", "build_df['combine'] = build_df['combine'].map(lambda x: x.replace('public', '') if len(x) > 6 else x)\n", "build_df['combine'] = build_df['combine'].map(lambda x: x.replace('roof', '') if len(x) > 4 else x)\n", + "build_df['combine'] = build_df['combine'].map(lambda x: x.replace('house', '') if len(x) > 7 else x)\n", "\n", "build_df = gpd.GeoDataFrame(build_df, geometry=gdf.geometry, crs=4326)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -443,7 +444,7 @@ "[2 rows x 16 columns]" ] }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -455,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -463,12 +464,12 @@ "text/plain": [ "array(['yes', 'church', 'community_centre', 'house', 'library',\n", " 'townhall', 'post_office', 'office', 'retail', 'clinic', 'civic',\n", - " 'police', 'school', 'residential', 'garage', 'greenhouse',\n", - " 'househouse', 'roof', 'clubhouse', 'service', 'mortuary',\n", - " 'doctors', 'detached', 'fuel', 'shed'], dtype=object)" + " 'police', 'school', 'residential', 'garage', 'green', '', 'roof',\n", + " 'club', 'service', 'mortuary', 'doctors', 'detached', 'fuel',\n", + " 'shed'], dtype=object)" ] }, - "execution_count": 11, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -480,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -511,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -528,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -605,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -633,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -654,7 +655,7 @@ " 'via': 'Gardens'}}" ] }, - "execution_count": 16, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -666,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -750,7 +751,7 @@ "[3 rows x 8 columns]" ] }, - "execution_count": 17, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -782,173103 +783,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "## ~ (x, y) - bl, tl, tr, br ~~ or ~~ sw, nw, ne, se\n", "#area = [[[18.4377, -33.9307], [18.4377, -33.9283], [18.4418, -33.9283], [18.4418, -33.9307]]]\n", @@ -174042,7 +949,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -174138,7 +1045,7 @@ "[2 rows x 17 columns]" ] }, - "execution_count": 19, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -174157,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -174167,7 +1074,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -174263,7 +1170,7 @@ "[2 rows x 17 columns]" ] }, - "execution_count": 21, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -174274,7 +1181,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -174283,7 +1190,7 @@ "1872" ] }, - "execution_count": 22, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -174296,7 +1203,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**This area is peri-urban with single level housing units. To estimate population is thus pretty straight forward.**\n", + "**This area is urban with single level housing units. To estimate population is thus pretty straight forward.**\n", "\n", "
We start with local knowledge.
\n", "\n", @@ -174308,7 +1215,9 @@ " \n", "**Furthermore:** \n", " - `building:apartment` harvests the `building:flats` *'key:value'* pair *(the number of units)* to calculate `*3` people per apartment. \n", - " - Student accomodation is tagged `building:residential` with `residential:student` and then harvests the `building:flats` *'key:value'* pair *(the number of units)* to calculate `*1` people per apartment; if `level: > 1` else `*3` people in a house share.\n", + " - ***Student accomodation***: \n", + "> - On-site: is tagged `building:dormitory` and harvests the `beds` *'key:value'* pair.\n", + "> - Off-site: is tagged `building:residential` with `residential:student` and then harvests the `building:flats` *'key:value'* pair *(the number of units)* to calculate `*1` people per apartment; if `level: > 1` else `*3` people in a house share.\n", " \n", "**The tagging scheme and numbers is based on *how your community is mapped* and local knowledge**\n", "" @@ -174316,7 +1225,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -174420,20 +1329,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#-plot\n", "fig, ax = plt.subplots(figsize=(11, 11))\n",