diff --git a/docs/source/notebooks/14_Refining_Polygon_Mask.ipynb b/docs/source/notebooks/14_Refining_Polygon_Mask.ipynb index 9ce3eff..2779c08 100644 --- a/docs/source/notebooks/14_Refining_Polygon_Mask.ipynb +++ b/docs/source/notebooks/14_Refining_Polygon_Mask.ipynb @@ -388,29 +388,44 @@ "source": [ "## Refining the mask\n", "\n", - "The mask is refined using the `refine_mask` function that will be called four times here now." + "The mask is refined using the `quad_tree_mask_refinement` function that will be called four times here now." ] }, { "cell_type": "code", - "execution_count": 63, - "id": "e33e23b3-0132-4a98-bf6b-c6845d61dc17", + "execution_count": 5, + "id": "4e724d3d-9077-4114-8c4b-c16a756e6994", "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "can only concatenate list (not \"int\") to list", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[63], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\n", - "\u001b[1;31mTypeError\u001b[0m: can only concatenate list (not \"int\") to list" - ] + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "[0,1,2,3]" + "grid_ref1 = processing.refine_mask(grid, data, num_of_points=150, cell_size=800)\n", + "grid_ref2 = processing.refine_mask(grid_ref1, data, num_of_points=150, cell_size=400, area_limit=800*800)\n", + "grid_ref3 = processing.refine_mask(grid_ref2, data, num_of_points=100, cell_size=200, area_limit=400*400)\n", + "grid_ref4 = processing.refine_mask(grid_ref3, data, num_of_points=50, cell_size=100, area_limit=200*200)\n", + "\n", + "fig, ax = plt.subplots(1, figsize=(8,8))\n", + "grid_ref4.boundary.plot(ax=ax)" ] }, { @@ -530,75 +545,8 @@ } ], "source": [ - "from typing import Union\n", - "def quad_tree_mask_refinement(grid: gpd.GeoDataFrame,\n", - " data: gpd.GeoDataFrame,\n", - " max_depth: int = 4, \n", - " num_of_points: Union[int, list] = 100) -> gpd.GeoDataFrame:\n", - " \"\"\"\n", - "\n", - " \"\"\"\n", - "\n", - " original_cell_size = np.sqrt(grid.iloc[0].geometry.area)\n", - "\n", - " if isinstance(num_of_points, int):\n", - " num_of_points = [num_of_points]*max_depth\n", - "\n", - " for i in range(max_depth):\n", - " print(num_of_points[i])\n", - " print(int(original_cell_size/2**(i+1)))\n", - "\n", - " if i == 0:\n", - " area_limit= None\n", - " else:\n", - " area_limit= int(original_cell_size/2**(i)) * int(original_cell_size/2**(i))\n", - " \n", - " grid = processing.refine_mask(mask=grid, \n", - " data=data, \n", - " num_of_points=num_of_points[i], \n", - " cell_size=int(original_cell_size/2**(i+1)),\n", - " area_limit=area_limit)\n", - " return grid\n", - "\n", - "grid_ref4 = quad_tree_mask_refinement(grid, data, max_depth= 4, num_of_points = [150, 150, 100, 50])\n", - "grid_ref4" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "4e724d3d-9077-4114-8c4b-c16a756e6994", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "grid_ref1 = processing.refine_mask(grid, data, num_of_points=150, cell_size=800)\n", - "grid_ref2 = processing.refine_mask(grid_ref1, data, num_of_points=150, cell_size=400, area_limit=800*800)\n", - "grid_ref3 = processing.refine_mask(grid_ref2, data, num_of_points=100, cell_size=200, area_limit=400*400)\n", - "grid_ref4 = processing.refine_mask(grid_ref3, data, num_of_points=50, cell_size=100, area_limit=200*200)\n", - "\n", - "fig, ax = plt.subplots(1, figsize=(8,8))\n", - "grid_ref4.boundary.plot(ax=ax)" + "grid_ref = processing.quad_tree_mask_refinement(grid, data, max_depth= 4, num_of_points = [150, 150, 100, 50])\n", + "grid_ref" ] }, { @@ -737,7 +685,7 @@ ], "source": [ "hd = processing.calculate_hd_sindex(hd_gdf=data,\n", - " mask_gdf=grid_ref4,\n", + " mask_gdf=grid_ref,\n", " hd_data_column='WB_HU')\n", "hd" ] @@ -780,7 +728,7 @@ "source": [ "fig, ax = plt.subplots(1, figsize=(8,8))\n", "hd.plot(ax=ax, column='HD', cmap='inferno', vmax=1e6)\n", - "grid_ref4.boundary.plot(ax=ax, color='black', linewidth=0.2)" + "grid_ref.boundary.plot(ax=ax, color='black', linewidth=0.2)" ] }, { @@ -817,7 +765,7 @@ "ax[0].set_ylabel('Y [m]')\n", "ax[0].set_title('Heat Demand Data')\n", "\n", - "grid_ref4.boundary.plot(ax=ax[1], color='black', linewidth=0.2)\n", + "grid_ref.boundary.plot(ax=ax[1], color='black', linewidth=0.2)\n", "ax[1].set_xlabel('X [m]')\n", "ax[1].set_ylabel('Y [m]')\n", "ax[1].set_title('Redefined Grid')\n",