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@joker234
Last active December 10, 2019 00:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from tqdm import tqdm\n",
"from shapely.affinity import translate, rotate, scale\n",
"from shapely.geometry import polygon, multipolygon"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"countries = gpd.read_file('boundaries.geojson')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"countries.plot()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"compare_data = gpd.read_file('weird_polygon.geojson')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"compare_data.plot()\n",
"plt.show()"
]
},
{
"attachments": {
"bacon_image_path.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"attachment:bacon_image_path.png\" style=\"width: 350px; margin-left: 0;\">"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"## http://wikicode.wikidot.com/get-angle-of-line-between-two-points\n",
"## angle between two points\n",
"def get_angle(pt1, pt2):\n",
" x_diff = pt2[0] - pt1[0]\n",
" y_diff = pt2[1] - pt1[1]\n",
" return math.degrees(math.atan2(y_diff, x_diff))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def plot_geometries(geoms, title=None):\n",
" plt.axis('equal')\n",
" plt.title(title)\n",
" for geo in geoms:\n",
" plt.plot(*(geo.exterior.xy))\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# precalculate values\n",
"orig_comppoly = polygon.Polygon(compare_data['geometry'][0])\n",
"orig_comp_bbox = orig_comppoly.minimum_rotated_rectangle\n",
"comp_angle = get_angle(*orig_comp_bbox.exterior.coords[:2])*-1\n",
"comppoly_width = orig_comppoly.bounds[2] - orig_comppoly.bounds[0]\n",
"comppoly_height = orig_comppoly.bounds[3] - orig_comppoly.bounds[1]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 648/648 [00:39<00:00, 16.27it/s]\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"DEBUG = False\n",
"c = 0\n",
"max_overlap = {'percentage': 0.0}\n",
"min_diff = {'percentage': 1e25}\n",
"for i, geom in enumerate(tqdm(countries['geometry'])):\n",
" if type(geom) == polygon.Polygon:\n",
" geoms = [geom]\n",
" elif type(geom) == multipolygon.MultiPolygon:\n",
" geoms = geom.geoms\n",
" else:\n",
" continue\n",
" \n",
" name = countries['name:en'][i]\n",
" for j, geo in enumerate(geoms):\n",
" if DEBUG:\n",
" print(\"Country: {:=3d}, Polygon: {:=3d}, Total: {:=3d}, Name: {}\".format(i, j, c, name))\n",
" if not geo.is_valid:\n",
" if DEBUG:\n",
" print(\"invalid!\")\n",
" c += 1\n",
" continue\n",
" comppoly = orig_comppoly\n",
" comp_bbox = orig_comp_bbox\n",
" geo_bbox = geo.minimum_rotated_rectangle\n",
" \n",
" # move\n",
" cdiff = {'x': geo_bbox.centroid.x-comp_bbox.centroid.x,\n",
" 'y': geo_bbox.centroid.y-comp_bbox.centroid.y}\n",
" comppoly = translate(comppoly, cdiff['x'], cdiff['y'])\n",
" comp_bbox = translate(comp_bbox, cdiff['x'], cdiff['y'])\n",
" \n",
" if DEBUG:\n",
" plot_geometries([geo_bbox, comp_bbox, geo, comppoly], title=\"after move\")\n",
" \n",
" # rotate\n",
" geo_angle = get_angle(*geo_bbox.exterior.coords[:2])*-1\n",
" comppoly = rotate(comppoly, comp_angle, origin=comp_bbox.centroid)\n",
" comp_bbox = rotate(comp_bbox, comp_angle, origin=comp_bbox.centroid)\n",
" geo = rotate(geo, geo_angle, origin=geo_bbox.centroid)\n",
" geo_bbox = rotate(geo_bbox, geo_angle, origin=geo_bbox.centroid)\n",
" \n",
" if DEBUG:\n",
" plot_geometries([geo_bbox, comp_bbox, geo, comppoly], title=\"after rotate\")\n",
" \n",
" # scale\n",
" # (minx, miny, maxx, maxy)\n",
" geo_width = geo.bounds[2] - geo.bounds[0]\n",
" geo_height = geo.bounds[3] - geo.bounds[1]\n",
"\n",
" scale_factor = min(geo_width/comppoly_width, geo_height/comppoly_height)\n",
" comppoly = scale(comppoly, scale_factor, scale_factor)\n",
" comp_bbox = scale(comp_bbox, scale_factor, scale_factor)\n",
" \n",
" if DEBUG:\n",
" plot_geometries([geo_bbox, comp_bbox, geo, comppoly], title=\"after scale\")\n",
" \n",
" # check overlap percentage\n",
" percentage = geo.intersection(comppoly).area/geo.area\n",
" if percentage > max_overlap['percentage']:\n",
" max_overlap['percentage'] = percentage\n",
" max_overlap['geo_bbox'] = geo_bbox\n",
" max_overlap['comp_bbox'] = comp_bbox\n",
" max_overlap['geo'] = geo\n",
" max_overlap['comppoly'] = comppoly\n",
" max_overlap['name'] = name\n",
" max_overlap['id'] = c\n",
" \n",
" # check difference\n",
" percentage = geo.difference(comppoly).area/geo.area\n",
" if percentage < min_diff['percentage']:\n",
" min_diff['percentage'] = percentage\n",
" min_diff['geo_bbox'] = geo_bbox\n",
" min_diff['comp_bbox'] = comp_bbox\n",
" min_diff['geo'] = geo\n",
" min_diff['comppoly'] = comppoly\n",
" min_diff['name'] = name\n",
" min_diff['id'] = c\n",
" \n",
" c +=1\n",
"\n",
"plot_geometries([max_overlap['geo_bbox'],\n",
" max_overlap['comp_bbox'],\n",
" max_overlap['geo'],\n",
" max_overlap['comppoly']],\n",
" title=\"best fit: {:.2f} % overlap: {}, ({})\".format(max_overlap['percentage']*100,\n",
" max_overlap['name'],\n",
" max_overlap['id']))\n",
"plot_geometries([min_diff['geo_bbox'],\n",
" min_diff['comp_bbox'],\n",
" min_diff['geo'],\n",
" min_diff['comppoly']],\n",
" title=\"best fit: {:.2f} % overlap: {}, ({})\".format(min_diff['percentage'],\n",
" min_diff['name'],\n",
" min_diff['id']))"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
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"file_extension": ".py",
"mimetype": "text/x-python",
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"pygments_lexer": "ipython3",
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},
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