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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "969b7700-dbbf-4018-a453-b9bdd56cabc8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import geopandas\n", | |
"from IPython.display import Markdown, display" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "a4d8e551-b145-40c3-b4cd-ddf6e884a406", | |
"metadata": {}, | |
"source": [ | |
"## Define utility functions" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "71bef19c-d5da-402b-8fcb-9fcf735ad560", | |
"metadata": { | |
"tags": [] | |
}, | |
"outputs": [], | |
"source": [ | |
"def plot_footprints_and_parcels(\n", | |
" gdf: geopandas.GeoDataFrame,\n", | |
" ax=None,\n", | |
" footprint_geom: str = \"geometry\",\n", | |
" parcel_geom: str = \"parcel_geom\",\n", | |
" parcel_identifier: str = \"Parcel_Ind\",\n", | |
"):\n", | |
" \"\"\"\n", | |
" Given a GeoDataFrame with both building footprints and parcels,\n", | |
" plot the building footprints on top of the parcels.\n", | |
"\n", | |
" This is most useful for debugging footprint/parcel merging and splitting\n", | |
" algorithms.\n", | |
"\n", | |
" Parameters\n", | |
" ----------\n", | |
" gdf: geopandas.GeoDataFrame\n", | |
" The geodataframe with footprints joined with parcels\n", | |
"\n", | |
" ax: matplotlib.Axes\n", | |
" Optional axes into which to plot the footprints and parcels.\n", | |
" If not provided, some will be created.\n", | |
"\n", | |
" footprint_geom: str\n", | |
" The name of the building footprint geometry column\n", | |
"\n", | |
" parcel_geom: str\n", | |
" The name of the parcel geometry column\n", | |
"\n", | |
" parcel_identifier: str\n", | |
" A unique identifier for parcels\n", | |
"\n", | |
" \"\"\"\n", | |
" # If an axis is not provided, create one\n", | |
" if ax is None:\n", | |
" import matplotlib.pyplot as plt\n", | |
"\n", | |
" fig, ax = plt.subplots(figsize=(8, 8))\n", | |
" ax.axis(\"off\")\n", | |
" plt.close(fig)\n", | |
" else:\n", | |
" fig = ax.figure\n", | |
"\n", | |
" (\n", | |
" gdf.set_geometry(parcel_geom).plot(\n", | |
" ax=ax,\n", | |
" alpha=0.5,\n", | |
" edgecolor=\"black\",\n", | |
" column=parcel_identifier,\n", | |
" categorical=True,\n", | |
" cmap=\"Pastel2\",\n", | |
" )\n", | |
" )\n", | |
" (\n", | |
" gdf.set_geometry(footprint_geom).plot(\n", | |
" ax=ax,\n", | |
" color=\"None\",\n", | |
" alpha=1.0,\n", | |
" edgecolor=\"blue\",\n", | |
" linestyle=\"dotted\",\n", | |
" lw=2,\n", | |
" )\n", | |
" )\n", | |
"\n", | |
" return fig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "6b87bf22-cff0-4c67-ac4c-02db059c14d9", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def handle_multiple_parcels(\n", | |
" gdf: geopandas.GeoDataFrame,\n", | |
" footprint_geom: str = \"geometry\",\n", | |
" parcel_geom: str = \"parcel_geom\",\n", | |
" epsg: int = 2229,\n", | |
" discard_cutoff_rel=0.2,\n", | |
" discard_cutoff_abs=300,\n", | |
" count_cutoff=5,\n", | |
"):\n", | |
" \"\"\"\n", | |
" Given a geodataframe with a single footprint that intersects multiple parcels,\n", | |
" decide how to handle the footprint/parcels to reduce spurious intersections.\n", | |
"\n", | |
" Returns a new geodataframe\n", | |
"\n", | |
" Parameters\n", | |
" ----------\n", | |
" gdf: geopandas.GeoDataFrame\n", | |
" The geodataframe which is the result of a spatial join of building footprints\n", | |
" with parcels. Duplicate footprints indicate that the footprint intersected more\n", | |
" than one parcel.\n", | |
"\n", | |
" footprint_geom: str\n", | |
" The name of the footprint geometry column\n", | |
"\n", | |
" parcel_geom: str\n", | |
" The name of the parcel geometry column\n", | |
"\n", | |
" epsg: int\n", | |
" The EPSG code for the projection in which intersection areas are computed.\n", | |
" Defaults to California State Plane Zone 5 (Southern California): 2229,\n", | |
" which is in feet. Precise measurements for other parts of the state should\n", | |
" select a more appropriate EPSG code. However, for most purposes, the\n", | |
" default is likely fine, and distortions should be minimal.\n", | |
"\n", | |
" discard_cutoff_rel: float\n", | |
" The relative cutoff for when to discard a footprint/parcel combination.\n", | |
" If the area of the intersection is less than this fraction of the maximum\n", | |
" intersection for the footprint, it is discarded.\n", | |
"\n", | |
" discard_cutoff_abs: float\n", | |
" If a footprint area is less than this cutoff in absolute terms, then it\n", | |
" is discarded. Note that the units of this depend on the choice of epsg.\n", | |
" For the default epsg, it is in square feet.\n", | |
"\n", | |
" count_cutoff: int\n", | |
" If more than count_cutoff parcels intersect a given footprint, retain them all.\n", | |
" This is intended to handle cases where large multifamily buildings have many\n", | |
" sub-parcels, and we want to err on the side of retaining all intersections.\n", | |
" \"\"\"\n", | |
" # If there is only one footprint and parcel intersection,\n", | |
" # there is nothing to be done. Return that.\n", | |
" if len(gdf) == 1:\n", | |
" return gdf\n", | |
"\n", | |
" # Ensure that all the geometries are valid\n", | |
" if (~gdf[footprint_geom].is_valid).any():\n", | |
" gdf = gdf.assign(**{footprint_geom: gdf[footprint_geom].make_valid()})\n", | |
" if (~gdf[parcel_geom].is_valid).any():\n", | |
" gdf = gdf.assign(**{parcel_geom: gdf[parcel_geom].make_valid()})\n", | |
"\n", | |
" # Compute the intersection geometry of the footprint with each parcel\n", | |
" gdf = gdf.assign(_intersection=gdf[footprint_geom].intersection(gdf[parcel_geom]))\n", | |
" gdf = gdf.assign(\n", | |
" _intersection_area=(gdf.set_geometry(\"_intersection\").to_crs(epsg=2229).area)\n", | |
" )\n", | |
" gdf = gdf.assign(\n", | |
" _pct_intersection_area=(gdf._intersection_area / gdf._intersection_area.max())\n", | |
" )\n", | |
" columns_to_drop = [\"_intersection\", \"_intersection_area\", \"_pct_intersection_area\"]\n", | |
"\n", | |
" if len(gdf) <= count_cutoff:\n", | |
" # Throw away all footprints whose intersection area is less than the absolute\n", | |
" # and relative cutoffs.\n", | |
" gdf = gdf[\n", | |
" (gdf._intersection_area > discard_cutoff_abs)\n", | |
" & (gdf._pct_intersection_area > discard_cutoff_rel)\n", | |
" ]\n", | |
"\n", | |
" # If there is *more than one* footprint left, set the footprint geometry\n", | |
" # to be the intersected version, rather than the original one, effectively\n", | |
" # splitting the footprint between the parcels that it intersects\n", | |
" if len(gdf) > 1:\n", | |
" gdf = gdf.drop(columns=[footprint_geom]).rename(\n", | |
" columns={\"_intersection\": footprint_geom}\n", | |
" )\n", | |
" columns_to_drop.remove(\"_intersection\") # No longer need to drop this one!\n", | |
"\n", | |
" # Drop the temporary columns and return the new gdf\n", | |
" return gdf.drop(columns=columns_to_drop)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "fccfac01-df91-482c-93cf-1c14afb54786", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def assign_footprints_to_parcels(\n", | |
" footprints: geopandas.GeoDataFrame,\n", | |
" parcels: geopandas.GeoDataFrame,\n", | |
" how: str = \"left\",\n", | |
" keep_old_footprints=False,\n", | |
" **kwargs,\n", | |
"):\n", | |
" \"\"\"\n", | |
" Given geodataframes for building footprints and parcels,\n", | |
" join them and handle the cases where a footprint intersects more than\n", | |
" one parcel (this is done by ``handle_multiple_parcels``).\n", | |
"\n", | |
" Parameters\n", | |
" ----------\n", | |
" footprints: geopandas.GeoDataFrame\n", | |
" The geodataframe with building footprints\n", | |
"\n", | |
" parcels: geopandas.GeoDataFrame\n", | |
" The geodataframe with parcel data\n", | |
"\n", | |
" how: str, default \"left\"\n", | |
" Whether to do a \"left\" or \"inner\" join, see\n", | |
" https://geopandas.org/en/latest/docs/reference/api/geopandas.sjoin.html\n", | |
" for more information\n", | |
"\n", | |
" keep_old_footprints: bool, default False\n", | |
" If a footprint intersects more than one parcel, this may split the\n", | |
" footprint among the parcels. With this flag set to True, the original\n", | |
" footprint is also retained in a column ``old_{footprint_geometry_name}``\n", | |
"\n", | |
" kwargs:\n", | |
" Keyword arguments are forwarded to ``handle_multiple_parcels``.\n", | |
" \"\"\"\n", | |
" import pandas\n", | |
"\n", | |
" # If we want to keep an unmodified version of the footprints,\n", | |
" # duplicate it in a new column with the name old_geometry\n", | |
" if keep_old_footprints:\n", | |
" footprints = footprints.assign(\n", | |
" **{f\"old_{footprints.geometry.name}\": footprints.geometry}\n", | |
" )\n", | |
"\n", | |
" footprints_with_parcels = geopandas.sjoin(\n", | |
" # Explicitly create a range index for identifying footprints that intersect\n", | |
" # more than one footprint later\n", | |
" footprints.set_index(\n", | |
" pandas.RangeIndex(len(footprints), name=\"footprint_index\"), drop=True\n", | |
" ),\n", | |
" # Make a copy of the parcel geometry, since spatial joins throw the right\n", | |
" # geometry away\n", | |
" parcels.assign(parcel_geom=parcels.geometry),\n", | |
" how=how,\n", | |
" predicate=\"intersects\",\n", | |
" )\n", | |
"\n", | |
" return footprints_with_parcels.groupby(\n", | |
" footprints_with_parcels.index, group_keys=False\n", | |
" ).apply(\n", | |
" handle_multiple_parcels,\n", | |
" footprint_geom=footprints.geometry.name,\n", | |
" parcel_geom=\"parcel_geom\",\n", | |
" **kwargs,\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "281d8332-f771-417c-8b10-749040de7ffd", | |
"metadata": {}, | |
"source": [ | |
"## Usage" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "6dcfb59d-ece2-4fad-a260-d4444b6289f8", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Read the data!\n", | |
"footprints = geopandas.read_parquet(\n", | |
" \"s3://dof-demographics-dev-us-west-2-public/global_ml_building_footprints/parquet/county_fips_003.parquet\"\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "79ae9d06-783d-4b20-b274-a3f050738da1", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"parcels = geopandas.read_file(\n", | |
" \"Artificial Parcel Network 2021.gdb\", layer=\"T_003_Parcels\"\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "2105d314-c32e-4fa8-b5ca-7fc7bc4928b1", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from shapely.ops import unary_union\n", | |
"\n", | |
"# Ensure the parcel geometries are valid\n", | |
"parcels = parcels.assign(geometry=parcels.geometry.make_valid())\n", | |
"\n", | |
"# Drop any LineString or MultiLineString geometries as impossible parcels\n", | |
"parcels = parcels[~parcels.geom_type.isin((\"LineString\", \"MultiLineString\"))]\n", | |
"\n", | |
"# Fix up any GeometryCollections to be polygon-only\n", | |
"fixed = (\n", | |
" parcels[parcels.geom_type == \"GeometryCollection\"]\n", | |
" .geometry\n", | |
" .apply(\n", | |
" lambda s:\n", | |
" unary_union([g for g in s.geoms if g.geom_type in (\"Polygon\", \"MultiPolygon\")])\n", | |
" )\n", | |
")\n", | |
"parcels.loc[fixed.index, [\"geometry\"]] = fixed" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "4e5a2703-2e41-4957-b152-e0416eb0a8b3", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Do the spatial join and handle footprints that intersect multiple parcels.\n", | |
"footprints_with_parcels = assign_footprints_to_parcels(\n", | |
" footprints,\n", | |
" parcels,\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "e3310989-5d6c-4c5e-bd99-8767e17f27c5", | |
"metadata": {}, | |
"source": [ | |
"## Plot some results!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "c03deffa-d027-4794-a1fc-c8cf6a484c8e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"indices = footprints_with_parcels[\n", | |
" footprints_with_parcels.index.duplicated()\n", | |
"].index.unique()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "aa0a3c84-9b42-46f0-a03a-1ecbbc982e7c", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 14" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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R8YhqlSIiAnvTM3D8+HEEBfEUGqK7wQJIZKb0ej22b9+OhIQE5Bz7Gy4uLohsFY32nTqgeXALTvvIYoWrFHBydsbOnTsxadIk0XGIzJKN0Wg0ig5BRLfv2LFjiIuLQ+quVOgrKtCkWTPc16Et2rRvC5lMLjoeUb348qNPoS/TYdnny0RHITJLnAASmQGdTodNmzZhw8YN+PfECbi5u6NNh3Zo37kjmjRrJjoeUb0Lj1Bi3ap4lJSUwN3dXXQcIrPDAkhkwo4cOYJVq1Zh954MVFZWIigkGMPHjELLtq3h5OQsOh6RMKooFRLi1yApKQkDBgwQHYfI7LAAEpkYtVqNhIQEbN6yGafy8+Hh5YlO3bqiQ+eOCGjUSHQ8IpPQwM8PAY2qTgVhASS6cyyARCYiOzsba9asQea+TBhtbBAaFooH+vRCyzateDQb0XWEKcOwOzmNp4IQ3QV+xhAJVFxcjLVr12Lr1q0oLDoLrwbe6NazB9p37gRffz/R8YhMWkRkJJK2JyIrKwsdOnQQHYfIrLAAEtUzSZKwZ88erF27Fvt/OwA7e3uEKcLRd9CjULWM5tFsRLepeXALuLu7IyUlhQWQ6A6xABLVk6KiIsTHx2P7zh24cOECfP398VDf3ujQpRM8vbxExyMyO3Z2dggND0NWdrboKERmhwWQqA5JkoSUlBQkJCTgj4N/wNHJCQpVBIaMHI5wlYKbNRPdo3CVEvv27MWJEyfQjFsiEd02FkCiOpCfn4/4+HjsTNoJtVoD/4YB6DdoANp2aA93Dw/R8YgshlIVAUcnJ+zcuRMTJkwQHYfIbLAAEtUSg8GAHTt2YF1CAv7K+QsymQyqllFo17EjgsOCOe0jqgNyFxcEBbdAxp49LIBEd4AFkOgenThxAqtWrUJKairKdDoENgnEY0MH47727SB3cREdj8jihSsVSIhfA7VaDVdXV9FxiMwCCyDRXdDr9di8eTPWb9iAf44fh6ubK6Lva4V2nTqiWVAzTvuI6lFElAob1qxDSkoK+vXrJzoOkVlgASS6Q5s2bcInn36KCkMFmgcF4YmRw9C63X1wlslERyOySn4BAfAL8EdaWhoLINFtYgEkugPffvstfl6+HFEto/Bw/34IbNJYdCQiQtVl4D1puyFJEmxtOYEnuhV+lhDdBkmSsHTpUixf8Qu6PdgdY6dOYvkjMiFKlQo6nQ7Z3BOQ6LawABLdglarxbx585Canob+jw/EY0OH8LQOIhPTIiwEbu5uSElJER2FyCzwEjDRTRQWFmLBwgW4cLEYoyaMQcs2bURHIqLrsLOzQ0hYGLKyskRHITILnAAS3UBOTg5ip8dCoyvD5NgYlj8iE6eMjMCZs4XIy8sTHYXI5LEAEl3H7t278eTcuZC7uSF2ziw0D2khOhIR3UK4SllzKggR3RwLINE11q5diyUvvYSmLZojdu5M+Pr7iY5ERLfB1dUNzYKaI2PPHtFRiEweCyDRJZIk4bPPPsNHn3yMVve1xqTp0+Dq6iY6FhHdgTBFOP4+9je0Wq3oKEQmjQWQCFXn+L744otYvXYNevbuhVETx8LR0VF0LCK6Q6roSMDGBqmpqaKjEJk0FkCyemq1GrPnzMG+/Vl4fPgTeGTQQB7lRmSmAho1gp+/Pwsg0S1wGxiyavn5+ViwYAHUZRqMmTQBqugo0ZGI6B6FKcKwb/dengpCdBP8zCCrdejQIUyfMR0GGDF11nSWPyILoVSpUKYrw++//y46CpHJYgEkq5SSkoIFCxfC06cBpj85E02aNRMdiYhqSXB4CFzd3JCcnCw6CpHJ4iVgsjorV67EV19/jfAIBUZPHg+ZTC46EhHVInt7B4SEhyIzM1N0FCKTxQkgWQ1JkvDBBx/gy6+/QttO7TEhdgrLH5GFClcqUHDmDPLz80VHITJJLIBkFfR6PZ555hls3LIZDz/SF8PGjIS9vYPoWERUR5SRKjg4OiAxMVF0FCKTxAJIFq+4uBgzZ87EH4cPYeio4ejdvx+3eSGycG7u7mga1BwZGRmioxCZJH4XJIuWm5uLaTExOHv+HCZMm4z2nTuJjkRE9SRMEY6//s6BTqcTHYXI5LAAksU6cOAAZs6aBTsHO8TMnoEwpUJ0JCKqR5HRUTDCyE2hia6DBZAs0rZt2/D0M4vh19AfsU/ORsPGgaIjEVE9CwhsCB9fX+zatUt0FCKTw21gyOL88MMP+PHnn6CKjsLI8WPgLJOJjkREAtjY2CJMEY4Dmdk8FYToGvxsIIshSRLefPNN/PjzT+jcrSvGTZ3E8kdk5ZSqCGi0Ghw+fFh0FCKTwgJIFkGn02HBggVITE7CI4MG4PHhT8DOzk50LCISLFQZDrlczu1giK7BS8Bk9oqKirBgwQKcPX8OI8aNRut2bUVHIiITYW/vgBBFGE8FIboGJ4Bk1o4fP46Y2FiUaNWYFDuV5Y+I/iNcqUB+wWkUFhaKjkJkMlgAyWxlZmZi1uzZcJbLEDtnJoLDQkVHIiITFBEVCQcHngpCdCUWQDJL69evx/MvPI/AJo0RO3cW/AICREciIhPl7uGBJs2aYvfu3aKjEJkM3gNIZuerr77Cil9XomWb1hg+bjQcHR1FRyIiExeuVGDbpi3Q6XRwdnYWHYdIOE4AyWwYDAa8/PLLWLnqV3Tv2QNjJo9n+SOi26KMUkEyGpGeni46CpFJYAEks6DVajF37lyk78nAwCcex4Ahj8PGhv/7EtHtCWzSGN7e3jwVhOgSXgImk1dQUIAFCxagRF2KMZPGI6pVS9GRiMjM2NjYIkwZjgP7D/BUECJwAkgm7ujRo5g+czrKDXpMmhHD8kdEd00ZqUKpWo0jR46IjkIkHAsgmay0tDTMfWoe3Dw8EDtnJpq3CBIdiYjMWKgiHDK5HMnJyaKjEAnHS8BkkuLi4rDsi2UIUYRj7OQJkLu4iI5ERGbO0dERwaEhPBWECJwAkomRJAkff/wxPlv2Odq0b4fJM6ax/BFRrQmPUODkqTwUFRWJjkIkFAsgmQyDwYAXXngB69avx0N9e2PE+NGwt3cQHYuILEhEVCTs7O2RlJQkOgqRUCyAZBJKSkowY+ZMZP92AIOHP4F+Ax/lNi9EVOs8vbzQpGlTpKWliY5CJBS/w5JweXl5mBYTgzNnCzF+yiR06tZVdCQismBhynD8efQo9Hq96ChEwrAAklAHDx7EjJkzYLQFps6KhSIyQnQkIrJwEZEqVEqVyMjIEB2FSBgWQBJm586dWLBwIbx9fTB97mw0btpUdCQisgJNmjeFVwNvpKamio5CJAy3gSEhli9fjm+++xYRkSqMnDgWMplcdCQishI2NrYIU4Qje/9+ngpCVov/11O9kiQJ77zzDr757lt07NoZ42OmsPwRUb1TqCJwseQicnJyREchEoIFkOqNXq/HokWLsG3HdvR59BEMGTkMdnZ2omMRkRUKU1adCsLtYMhasQBSvTh//jxip8fiyNE/MXzsKPTq14fbvBCRME5OzmgREoy9mXtFRyESgt+Bqc6dOHECMbExuHDxIiZMm4L7OrQXHYmICGFKBXJzT+L8+fOioxDVOxZAqlPZ2dmYOWsm7J2cEDNnBkKV4aIjEREBACKjI2Frb4fExETRUYjqHQsg1ZktW7Zg8bPPwL9RI0yfOwsBjRqJjkREVMOrQQMENm6M3bt3i45CVO9YAKlOfP/993jn3XcQERWJaXOmw93DQ3QkIqL/CFOG48ifR2AwGERHoRvQ64EJE4ARI4DiYtFpLAcLINUqSZLw2muv4af//YyuPR7A2CkT4eTkLDoWEdF1RahUqDAYsGfPHtFR6AYmTKjAd98Bv/wC+PsbcfSo6ESWgQWQao1Wq8W8efOQkrYLjw5+DIOGDeE2L0Rk0poFN4eHpydSUlJER6HryMvLQ2XlJNjbqy/9STEOHlwNSZKE5rIELIBUK4qKihA7PRb//HscoyaMwQMP9RQdiYjolmxsbBGmDEf2/mzRUegamZmZiJ0eC6OdAZNjTwAwYtiYH7Dsy88xb948FBYWio5o1myMRqNRdAgybzk5OXh68WLY2Nti7MQJaB7SQnQkIqLb9lt2Nr7/4hss++xzBAcHi45j9XJygKyslfjmu28Q1CIIoyeNh4eXZ83fZ+3Zi4T4tdDrytGu7fPYs6c91qwBHB2FRTZLPAuY7smePXvw8iuvwNu3AcZPnQxffz/RkYiI7ki4UglnmQyJiYksgIKp1QZERACw6YPHnyjDlNlt4HhNs7uvQ3uEhIVhxU/xePnlKEgS4O1tRFKSDdq2FZPbHPESMN21tWvX4vklS9AkqBli585i+SMis+QskyEouAUy9mSIjmLViouLERX1BwwGexgq3LF+7ej/lL9qHl6ecJbNhSRVLTLUaitx4kRyfcY1eyyAdMckScKyZcvw0Scfo9V9rTF5RgxcXd1ExyIiumsKlRInTuSimPuMCHH06FFMnjIFTs45sLWtWuCx4Lmb3+M3dvJFPP9qAewdJHTvsQqfLVuK5557DiUlJfUR2eyxANIdMRgMeOmllxC3Oh4P9u6FURPH3vAnNCIicxGhioCtvS2SkzlFqm87duzA3HlzIXd3wUdf+WHnnmMYP/UcHh966yI3ZEQJdv+egw++aIlBw4bgj0MHMW78OMTF7cWUKQAXC98YF4HQbVOr1Vi4aBGO5/6LAY8/hi7du4mORERUa9577U34N/DFm2++KTqKVZAkCV999RVWrloFVXQkRowbDbmLyz09Z2FBAVYtX4kfvnkaZdomaNDAiK1bbdCmTS2FtiBcBEK3paCgAPPnz0epRo0xE8cjsmW06EhERLUqTKlAWlIKDAYD7O357bEu6XQ6vPjii8j+7QB6PPwg+g0cUCv7xvoFBCBUWVX+AODcOSA7+zDatIm45+e2NLwETLd05MgRxE6PhV4yYOrs6Sx/RGSRVFEqVFRUIDMzU3QUi5afn4+p06bi4JHDGDpqOHalxGLM4CAUnqmdStKrjxbTnyyCja0RIWG7sWLlHLz11lvQ6XS18vyWggWQbiolJQVPzX8KHt7emP7kLDRp1kx0JCKiOtE0KAjuHh5ITU0VHcViZWdnI3b6dOgq9Jg6IxZeDbpjc4I7Dv0hQ++uITidXzuT12mzzmFLyj/4ZZ0n+jz6CJJ3pWL8hAk4cOBArTy/JWABpBtatWoVXl36KlqEhSBmzgx4+/iIjkREVGfs7OwQqgjjqSB1JC4uDk8/sxj+jQIw86kn0TykBTatc6/5+8AmFWjYyFBrr+ff0AAHBzv07NsXv+3/BX8eHYEFCxfiww8/hF6vr7XXMVe8yYH+Q5IkfPTRR0jYsAHtO3fAkJHDYG/vIDoWEVGdU0Qokbl7D44fP46goCDRcSyCwWDAu+++i+07d+C+9u0wZNTwmt0jZi8oQscuGjy/qCE++PxUnbz+u6/74FSeC07lDYCffyfYO41HZmYmnn32WSiVytt6jueeew5/HDqIJoGNERISAqVSiaioKDRq1KhOMtcHrgKmq+j1eixZsgTZB/bjob698fAjfWBjw0ExEVmHsjItXln8AgYNfAyTJk0SHcfslZSU4OnFi/HPv8fR+5G+eLD3Q/X+PaVv9yDk51UVzkkx5zBg0F78unwFzpwuwOBBgzBp0qSbLvpZt24dPvrkY4QrFbCxsUH+qVNQl6pRWVkJuVyOpo2bmGUpZAGkGsXFxViwcCHyC05j0NDBaN+5k+hIRET17suPPkW5Vocvli0THcWsHTt2DIufWYyKykoMHT0CqugoITkkCXjzZT+kp8qxdtu/sLUFyst12JywEWnJKWjoF4DnnnvuuscAFhQUYNLkyVColBg7dSJsbGxhNEo4f7YIJ3PzkHfyJE7nnfpPKWwS2BihoaEIDw9Hz549TXK/XBZAAgDk5uZi4aJFKK/QY+S4MQhX3d5YnIjI0iRt34GEuDWI+3UV3N3db/0A+o+kpCS89c7baODjgzGTxyPgiqnYP387YPkPXlj8YiFsBV9gyjlyFHErfsW5s2cxfOgwjBs3DraXQkmShDlz5uD02TN4ctF8uHt43PB5/lMKT+Xj1Mk8lFy8iPFjx2H06NH19S7dNl7bI/z++++YOWsWbOxtETN7BssfEVk1VVQUbG1tkZKSIjqK2ZEkCV9//TWWvv4agsNCETtv1lXlDwCejAnEyp+9cH/rEOxNlwlKWiVUGY4nFz2FDl06YfnKFYiJiUFubi6AqoWQR3P+woDHB920/AGAjY0tGvj5oVXbNug/aCAmz5iGZkHNIXN2Rr9+/erjXbljXARi5Xbs2IG333kHjZs2xripk+Hh5Sk6EhGRUL7+fvBvGIC0tDT0799fdByzodfr8dJLLyEzax+69eyB/oMG/mdz513Jcpw47gQAUKtt4dWgsk6y/PKTJ5oHlaNjl7Jb/ltnmQxDRg6HKioS8SvjMC0mBr0ffhhbtm5Fm3Zt0artnR8jkr13Hw7+9jvmzJoNb2/vu3kX6hwLoBVbsWIFvvrma0RERWLUhLFwlon9SYyIyFSERyiwOzkNkiTVXBKkGyssLMSiRYtw9lwRhowcho5du1z333XtrsWMuWex7CMfdHuwFKHhtb8dy4XztnjrZT9UVgKt25bh8+9Pwtn51o9TRkVibosgrItbjY1bNsPV1RWPDR18x69fcvEiNqxNgEoZYdI/QPAeQCskSRI+/fRTrFm3Fh06d8KQUcNr5QgeIiJL8ffRHHz2wf/htVeXol27dqLjmLTff/8dLyx5AQ7OThg9YSyCQkJu+Rh1qS3sHaTbKmZ3atq4xsjYVXWmsIenAUmZx+74XsOjh47A1d0NgU0a3/Hr//T1dzj42+/45quvERAQcMePry/8scbKGAwGvPzyy1i3PgG9+vXB0DEjWP6IiK4RFNICbu7uvA/wFtauXYsFixbCx88XM+fNua3yBwCubnVT/gBg6Tv5iGpVBsCI1z84fVcLTcJVyrsqf79n78eBrGxMHD/BpMsfwEvAVkWn0+Hpp5/Gnzl/YdCwIejSvZvoSEREJqn6VJB9WVmio5gkSZLw/vvvY9OWzWjTri2eGD0cTk43bnSH/nCCKqq8XrL5+Er4KS4Xp07aI7BJ7Z0scitajQbr4tcgJDgEjz/+eL297t3iBNBKFBcXY/r06Th2/B+MmjCG5Y+I6BYUqgicLTpbsyqUqqjVajw5dy627diOvgP6Y9TEsTctfwnxbhj5WDMM6dcMp07V39ypPssfACTErUFpcQmeWbzYLO4bNf2EdM/y8vIwLSYGxaUlmBg7FS3b3PmKJiIia6NURcDRyQmJiYmio5iM48ePY/KUKcjNO4kxkyegV7+bnxZlMABLlwQAsEHOUWe895pvneQqLrbFuSJxlebPg4exb89ejBo5Eo0b3/mlYxFYAC3ckSNHMHPWTNja22LarOkIDgsVHYmIyCzIXVzQvEUQMjIyREcxCbt27cLMWbNg52iP2DkzEdWq5S0fU6EHWrfVAjDCwVHCq2+frpNsc2MC8VCnELzzmg8kqU5e4oZ0ZWVY8+sqNGncGCNHjqzfF78HvAfQgu3evRuvLH0VfgEBmDBtErwaNBAdiYjIrIQpw7FxzXqo1Wq4urqKjiPMDz/8gB9//glhSgVGTRwLV1e323qcTA589u0p/L7fCfmnHCGT1362vekyZGfKANjgx6+98WAvNdq009X+C93AxrUJOFd0Dks//cwsLv1WM5+kdEc2btyIJS+9iGYtghAzZwbLHxHRXVBFRcLGBkhNTRUdRYiioiI899xz+Ol/P6NL9/sxeUbMbZe/K0W3Lkef/qV1kBCwdzDC06tqQ+nIlrp6LX9/H81Bxq50PDF4CIKCgurtdWsDJ4AW6IcffsAPP/2EVve1xvBxo03yEGoiInPg37Ah/AL8sWvXLvTt21d0nHpz7Ngx/PDDD9izdw8cnZ3x+PAn0Lnb/aJjXVebdjok7j2GT95vgBFjL9Tb65aX67B6xa/w9/PD+PHj6+11awsLoAWRJAnvvfcetmzbiq4P3I9Bw4bc9OZcIiK6tTClAvvSMqziVJDMzEz89NNPOHzkMDy8vfBgn4fRpfv9cHN3v+3nMBiAh7sEo/P9Grz4RgHs66Fp2NoCs546V/cvdIWtGzah4PRp/N8HH8K+Pt7JWmZ+iem6DAYDnn/+eWQd2I9+Ax/Fg70fYvkjIqoFSlUEUnYk4sCBA2hjgbsoSJKEzZs349dff0Ve/in4N2yIx0cMRduO7W+6vcuNvPSMP84V2SNhtQey98mwMel4HaQW699/jmNXcioGPjoASqVSdJy7wgJoAdRqNRYuWoR/c09g6MjhaN+lk+hIREQWo0VoMFzd3JCSkmJRBVCr1WLVqlVYl5CAEnUpgoJbYOyUCYhu3eqeBggb1nhAJpNgYwMMHVlce4GvsG+vDPNnNMILrxXgwV6aOnmNGzEYKhD/y6/wdvfE1KlT6/W1axMLoJkrKirCvKfm4WJJCcZMGg9VdJToSEREFsXe3gGh4WHIzMwUHaVWFBUV4eeff8a27dthkCqhio5Etx7db/sYt5uRJMDWzojFL51BZSXw+NCSWkj8XwtnNcSF8/aYGxOIKTPOYea8+rv8u33TVpw6eRLvvv2OWd9jzwJoxo4fP44FCxcCdjaYNCMGzVuY1wokIiJzER6hRFbmPuTl5ZnNRr/XOnbsGH788Ufs3pMBRycntOnQFt0efAB+tXhmra0tsHb7cQQGXn0Kx8HfnPDWK35477NT8PG9t436Thy3R/EF+5rXGzqq/hZ+nDqZh+Qdiejd62FER0fX2+vWBRZAM/X777/j2eeehbuXJyZMm1yrn8BERHQ1ZVQEnJyckJSUhNGjR4uOc0cyMzPx888/49DhQ/Dw9kLPu1jYcSeuLX8A8NSMQBScdkCvziF48Y0CDBx895PBZkEG7Nz7N+bFBkIRoYOff/3s/FxZWYm45SvhIpNh5syZ9fKadYkF0AwlJSXhzbfeQmCTQIyPmQJ3Dw/RkYiILJqrqxuaNm+G3RkZZlEAJUnCli1bsHLlypqFHY8NewLtO3e4q4Ud92J/ljMKTlfVDaMRaNtee8/P6ekp4ZvlJ+/5ee5E0rYd+Pef43h96VI4O9fvx7AusACambi4OCz74guEq5QYM2k8nGUy0ZGIiKxCuFKBzQkboNVqIZfXwZEWtUCn02HVqlVYu24dLpaW1NrCjnvR+j4dvvzxJBY92QhdH1AjsMl/J4Sm7szp09ixZRt6dO+Odu3aiY5TK1gAzcgXX3yBlat+RdsO7TF0zAjY2zuIjkREZDVU0ZHYnLABqamp6N27t+g4VykqKsLy5cuxZevWqoUdkSp07dHdZM5/b9+5DIl7j/3nnF51qS363N8C/QaW4OklhbjZNovPL/TH9CfPoWGj+i2QRqOEuF9+hZODA+bOnVuvr12XWADNgCRJeP3115GcmoIeD/dE/0EDuccfEVE9828YAB8/X6SlpZlMATx+/Di+//77qoUdjo5o06Et7u/RHf4NG4qOdl3XFrz5sxqitNQOK37ywm/ZMqxIOHHdx335iTfWxXkiId4DYyefx7yni+ohbZVdSSn4++hfePGFJSY7+b0bLIAmTq/X45lnnsHBw4cwYPAgdOvZQ3QkIiKrZGNjizCFAtl7MoWfCrJv3z789NNPOHj4EDy8PPFg717o0v1+s7onXJKAf/9xuvQ7IybGXH8rF0kCvvyk6jx7o9EGarVdPSUEzhUWYuv6TejcsRO6du1ab69bH1gATVhJSQnmz5+P/ILTGDFuNFq3ays6EhGRVVOqIrArKRkHDx6s921Aqhd2/Prrrzh5Kg/+AQEYJGhhR22wtQU2p/yDzz9sgN8OOKP3I+qr/r7wjC18fCXY2gKff38SC2Y1QlmZLZ57+Uy95DMaJcSvWAUbAPPnz6+X16xPLIAmqqCgAPPmzUOZvhzjp01GmFIhOhIRkdULUYTCxdUViYmJ9VYAdTod4uLisGbtWlwsuYigFi0wZtIERLVuCTu7+puG1ZWYOdef/I0Y2By6Mlu8+EYBevVVY0fGPzhXZHvT+wRrU0ZqOv48fAQL5y+Aex1tmSMSC6AJysnJwcJFC+Hg7IQpM2PQuGlT0ZGIiAhVp4KEhIUiKyurzl+remHH1u3bUGEwmNzCjrr0+YcNUHS2aqHjwtmNkP7bX5DJgQY+9bPnX/GFC9i8fiPatGqNXr161ctr1jcWQBOTmZmJF196CQ38fTBx2hR4+/iIjkRERFdQRChxYF8WCgoKEFAHm/BfubDDwdERrdu2QbcHHzDZhR11wcWtEvb2RhgMNnhiZDFk9bj2wmiUsHrFKhj0eixatKj+XriesQCakC1btuC9D95H86AgjIuZBFdXN9GRiIjoGsooFRwcHZGYmIgRI0bU2vPu27cPP//8M/44dNBsF3bUljETizHoiRK8+5ovnl5SWK+vnb13Hw7+9jvmzJoNb2/ven3t+mRjNBqNokMQsHz5cnzz3beIbBmNkRPGmOUNvURE1uKTdz6Ao509Pvroo3t6HkmSsG3bNqxYsQInT+XBL8Afnbt1RfvOHfl9QICSixfxwZvvoHFAI3zwwQei49QpTgAFkyQJn3zyCdatT0DHrp3x+PChFnFTLxGRJQuLUGDbxs3Q6XR3dSyYJElYsWIFVq9dg+LiYjRvEWRRCzvM1bpVq6FVa/D000+LjlLnWAAFMhgMeOWVV7B77x706tcHvfv35QbPRERmICIqElvWb0JaWhp69ux5x4/fsmVLzVWf4ePGIDgsmF//BdubvhsHsrIxdfKUOrm309Tw/zZBtFotnnrqKezN3ofHhw1Bn0cf4Sc/EZGZaNS4ERr4NsCuXbvu6vEHDx6El7cXJsRMQUh4KL/+C5a5ew9WLV+JNq1a4/HHHxcdp15wAijA+fPn8dRTT+HchfMYPWEcolq1FB2JiIjuQNWpIOE4kHXgrk4F+fvYMTQMDKyjdHQn9qbvxqrlK9EqKhqvvvqq0BNe6pN1vJcmJDc3FzGxMSjRqjFp+lSWPyIiMxURqYJao8bhw4fv6HGSJOHUqVNoGNiojpLR7dqbVlX+Wke3xGuvvQZ7e+uZi7EA1qNDhw5h1uxZsHN0wLRZ0xEUEiI6EhER3aXg8DDI5XIkJSXd0ePy8/OhK9chsAkngCJl7ErDql9W4L5WrbF06VKrmfxVs56qK1haWhqWvrYU/o0aYkLMFHh6eYmORERE98DR0REhYaHIzMy8o8f98ccfsLOzQxOe8iTM7pRdWL1yFdq3bYcXX3zR6sofwAlgvVi3bh1eeuUVNA8JxrTZM1j+iIgsRJhSgVOn81FYePubFR89ehSubq7wamC5mwybsrTkFMSv+BUd2rW32vIHsADWuW+//RYfffIxWt7XChNjp0Lu4iI6EhER1ZKIqEjYOzggMTHxth/z999/o1FgIFf+CpCamIw1K+PQqUNHLFmyxGrLH8ACWGckScJbb72F//2yHPf36I7RE8fB0dFRdCwiIqpFHl6eaNqsCXbv3n3bj8k7dQoBgdZzrq+pSE1MwtpV8ejSqTNeeOEFqy5/AAtgndDr9XjmmWewI3En+g18FI8NHcKf9IiILFSoQoGjfx2FXq+/5b8tLCxEqUaNRo0b10MyqpayIxHrVq1G967347nnnrP68gewANY6tVqNOXPm4I/Dh/DEqOHo2edh0ZGIiKgORUSpUClJSE9Pv+W/PXjwIOzt7NCkaZN6SEYAkLR9B9bFr0b3+7th8eLFLH+X8KNQiwoLCxEbG4v8gtMYN3ki2nfuJDoSERHVscZNm8C7we2dCvLnn39CJpfD19+vHpLRzq3bsH71OvTo9gCefvpplr8rcBuYWnL8+HHMX7AAtg52mDIzFk2DmouORERE9cDGxhZhynBk78++5akgOTk5aBjYiLcF1YMdm7di07r1eOjBnpg/fz7L3zX40agF2dnZmDV7FmSuLoiZPZPlj4jIyihUESgpVePo0aM3/Xe5J0+iYSMuAKlr1eXv4Yd6sfzdAD8i92jnzp145tlnERAYiJg5MzjWJyKyQmFKBeRy2U1PBSkuLkbxxWI0aswTQOrStg2bsGndevTu9TDmzZvH8ncD/Kjcg1WrVuH1N95AeIQCU2fFwt3DQ3QkIiISwNHREcGhITc9FeTgwYOws7fnCSB1aMv6jdiyYRP69u6Dp556iuXvJviRuQuSJOGzzz7D518sQ7vOHTBu2iQ4y2SiYxERkUBhEQrk5p1EUVHRdf/+8OHDcHZ2gl/DgHpOZh02J2zA1o2b8egj/TF37lzRcUweC+AdkiQJS5cuxeq1a9Czdy8MGzMS9vYOomMREZFgqugo2Nnb3/AycE5ODgIaNoKdnV39BrNwRqOETevWY9vGzRjY/1HMmjVLdCSzwAJ4B3Q6HRYsWIC0jN0Y+MTjeGTQQK7kIiIiAICnlxcaN2l8w1NBTpw8gYY8AaRWGY0SNq5JwPZNWzBo4GOYOXOm6Ehmg+3lNhUXF2PmrJk4+ncORo4bg/t7PCA6EhERmZgwpQJH/vzzP6eCqNVqnD9/AY0CuQCkthiNEjasScDOrdsx5PHBmD59uuhIZoUF8Dbk5+cjJjYW5y5cwISpk9GqbRvRkYiIyAQpI1UwVBqwd+/eq/780KFDsLW1ReNmPAGkNhiNEtavXovErdvxxOAhmDZtmuhIZocF8BaOHj2KGTNnwGhrg6mzpiNUGS46EhERmahmQc3g6e2F5OTkq/788OHDcHR0RMPARoKSWQ6jUcK6uDVI2rYTw54YiqlTp4qOZJZYAG9iz549mDtvHty9vBA7ZwYCm/DwbiIiujEbG1uEKcKx/8D+q/78r7/+gn/DAC4avEdGo4S1v8YjeXsihg8dhsmTJ4uOZLZYAG9g06ZNeOHFJWjaojmmzZkObx8f0ZGIiMgMKCKUKL54ETk5OTV/diI3FwE8AeSeGI0S1qyMR8rOJIwZNQqTJk0SHcmssQBex88//4x3338PkdFRmDwjBq6ubqIjERGRmQhXKSGTyZCYmAigageJs2fP8gSQe2A0Sli9YhVSE5MwdvQYjBs3TnQks8cCeAVJkvD+++/jux++R+duXTF68gQ4OjqKjkVERGbEyckZQSHB2LN3D4Cq+/9ga4PGvI3orhiNEuKWr8SupBSMHzsOY8eOFR3JIrAAXmIwGPDCCy9g09bN6NO/HwaPGMrNOomI6K6ERyiRm5uL4uJiHD58GA4ODmjEAnjHjEYJq/63ArtT0zBh3HiMHj1adCSLwQIIQKvVYs6TTyLrt/0YMmIYej3Slxs8ExHRXVNFqWBrb4/ExET89ddf8PXzhZOTs+hYZsVolPDrz78gY1c6Jk+chFGjRomOZFHsRQcQraioCE/NfwoXLhZjzMTxiGwZLToSERGZOW8fHzQKbIT09HQUnDmDQO7/d0eMRgkrf1yOvbszMGXSZAwdOlR0JItj1WOuEydOIHb6dKjLtJgcG8PyR0REtSZMEY7DRw7jTOEZLgC5A5WVlfjl+5+xJz0D06ZMZfmrI1ZbAA8ePIhZs2fDwdkJMbNnoHlIC9GRiIjIgqiiolBhMMBoNCKwMe//ux2VlZVY8cPP2JexB7HTpmHIkCGiI1ksqyyAu3btwoKFC+ET4IfYOTPh35B7MxERUe1qFtwcHp6esLO3Q+PmvAR8K1WTv5+QtTcT02OnY/DgwaIjWTSruwdw7dq1+OTTTxAWocCYyRMgk8lFRyIiIgtkY2OL8AgF8k6c5PeaW6isrMTy737E/n1ZmDl9BgYOHCg6ksWzMRqNRtEh6svXX3+NX1auQJt2bTFs7EgeyUNERHVKV1YGnU4HTy8v0VFMVmVlJf733Q84sC8bs2bMxIABA0RHsgpWUQAlScKbb76JnUmJ6NazBwYMfozbvBAREQlmMFTgf9/+iN+y9mPO7Nno37+/6EhWw+ILoF6vx/PPP48Dv/+GRx4bgAd69RQdiYiIyOoZDBX4+dsf8Ef2Acx9ci769u0rOpJVsegCWFJSgvkLFuDU6XwMGTEU93VoLzoSERGR1TMYKvDT19/j4IHf8dS8eejdu7foSFbHYgtgQUEB5s+fD3WZFqPGj0W4Sik6EhERkdUzGCrw41ff4dBvv2PB/AXo1auX6EhWySIL4LFjx7Bg4QLYOzli3JSJaNKsmehIREREVk+v1+PHr77FkYOHsWjBAvTsyduyRLG4lRDZ2dmY8+STcHF3Q+zsGSx/REREJkCv1+PHL7/BkYOH8fTChSx/glnUPoA7duzA2+++g6bNm2Hc1Elwc3cXHYmIiMjq6fV6fP/F1zh6+AieeXoxHnjgAdGRrJ7FFMCVK1fiy6+/QkRUJEZPGgcnJ2fRkYiIiKxeebkOP3zxDf768yiee+ZZdOvWTXQkggUUQEmS8PnnnyN+zWp06NwJQ0YNh52dnehYREREVq+8XIfvln2Nv4/+heeffQ5du3YVHYkuMetFIAaDAa+++irSM3bjwd690HfAI9zgmYiIyASUl+vw7edf4Z+cv/H8s8+hS5cuoiPRFcy2AOp0Ojz99NP4M+cvPPr4Y7i/R3fRkYiIiAhVR+B9u+wrHP/7GMufiTLLAlhcXIyn5j+FwrNnMXTMCLRs00Z0JCIiIkJV+fvm8y9x4tg/eOH5F9CpUyfRkeg6zK4A5uXl4an581FRacDoieMREh4qOhIREREBKCvT4pvPvkTuP//ixSVL0KFDB9GR6AbM6oa5I0eOYOasmbCxt8W0WdNZ/oiIiEzEleXv5ZdeYvkzcWazCnj37t14Zemr8AsIwIRpk+DVoIHoSERERARAq9Hg28++xMkTJ/DKyy+jbdu2oiPRLZhFAdy4cSM++L8PERwWinFTJkLu4iI6EhEREaGq/H3z2RfIO5GLV195FW14X75ZMPkC+MMPP+DHn35Ey/vaYPi40XB0dBQdiYiIiFBV/r76ZBny8/Lw2tLX0KpVK9GR6DaZbAGUJAnvv/8+Nm/dgi4PdMOgYUO4xx8REZGJUKtL8c0ny5B/Kh+vvbqU5c/MmOQqYIPBgCVLlmBfdhYefqQvHur7MMsfERGRiVCrS/HVJ8tw5tRpvP7aa4iOjhYdie6QSU4Af/nlF2Rm7UPvR/qiV78+ouMQERHRJaUlJfjqk89RePoM3nzjDURGRoqORHfBJMdqDz/8MNzd3JG1NxMXzp0THYeIiIhwufydLSjEW2++yfJnxkyyAPr5+eG9d99FmUaLrz5dhpKLF0VHIiIismolFy/iy48/R9GZQrz91ltQqVSiI9E9MMkCCABNmzbFO2+/g+Jz5/H1p8ugVpeKjkRERGSVqsvfucJCvPP2O1AqlaIj0T0y2QIIAMHBwXjj9TdwJr8A333+FcrKtKIjERERWZWLF4rxxcef4kLRObzz9jsIDw8XHYlqgUkXQABQqVR49ZVXcPLfXHz/xTcoL9eJjkRERGQVii9cwBcff4biogt49x2WP0ti8gUQANq0aYPnnn0Wx/7KwU9ffw+DoUJ0JCIiIotWfOECvvzoM5RcKMb7772H0NBQ0ZGoFplFAQSALl26YOH8BTjyxyEs//4nVFZWio5ERERkkS6cO4cvPvoMpRcv4r1330VwcLDoSFTLTHIfwBvp2bMnysrK8OFH/wcHBwcMGzOSG0QTERHVogvnzuHLjz+HuqQE77/3PoKCgkRHojpgVgUQAPr37w+tVosvvvoSjo6OPCKOiIiolpwvKsIXH3+OMrUaH37wIZo1ayY6EtURsyuAADB06FCUlZXhp//9DGeZDP0GPio6EhERkVk7V1iILz/9AjqtBh+8/wHLn4UzywIIAOPGjYNGo8GadWvh4emBLt27iY5ERERkls4VFuLLTz6HTluGD97/AE2bNhUdieqY2RZAAIiJicGZM2ewLn4NPDw9EdmSh1ETERHdibNnCvHVJ59Br9Pj/z78PzRu3Fh0JKoHNkaj0Sg6xL0wGAyYPWcOTuWfwtTZ09GEI2siIqLb8u/f/+DHb7+D0SDhg/ffZ/mzImZfAAFArVYjJiYGesmA6U/OgrePj+hIREREJm1/5j7ELV8JL09PvP3W2/Dz8xMdieqRRSyfdXV1xTvvvIMKXTm+XfY1tBqN6EhEREQmyWiUsGPzVvzvux8RGhyCZZ8vY/mzQhYxAax25MgRzJv/FFqEhmDS9Kmwt3cQHYmIiMhkGAwViPvfSuzdnYHevR7GvHnzYGtrEbMgukMWVQABYNeuXXj5lVdwX4d2GD5uFPcIJCIiAqDVaPDj198h58ifmDRxEoYNGyY6EglkcQUQAFatWoXPv1iGXv36oO+A/qLjEBERCXX2TCG+/+prFJ05i2eeXoyuXbuKjkSCmfU2MDcyZMgQnD59Ggkb18PL2wsdu3YRHYmIiEiI43//jR+/+R5Gg4T3330P4eHhoiORCbDIAggAM2bMQEFBAdb8Gg9PTy8oIiNERyIiIqpXWXszEbd8JXy9G+Dtt9+GD3fJoEss8hJwNb1ej1mzZ+PM2UJMmz0DgU24vxEREVk+o1HC9o1bsHXjZkSpIvHqq6/C2dlZdCwyIRZdAAGgpKQE02JiYLQFps+dDU8vL9GRiIiIbkt5uQ5l2jKUabTQ6cqg1ZZBp9NBV1YGXdmlX3U6lOvKUV6ug05XDl1ZGcq0ZThXVIR+ffpizpw5XOlL/2HxBRAA8vLyMGPmDHj7+iDmyZmQyeSiIxERkRUwGiXo9Xpo1RpotWXQqjUoK9NCq9VCV6a79GsZyi4VujJtGXS6sppfKyoqYJSMMBovv+HSd20HRwc4OTnB2ckJMmcZ5HI55HI5XFxcIJfL0bJlS/Tu3VvsB4BMllUUQAA4ePAgFixciBBFGCbGToWdnZ3oSEREZAaMRgnlunJoNRpotVpoNdqqEqfWokxXPZ2rKm/lOh3KyrQo0+qq/qxMC4PB8J8SZzQaYW9vD2dnZzg7O0PuLIOLiwtcXFzg5uYGV1dXuLm5wc3NDR4eHnB3d4ebmxvc3d1r3jjVo3thNQUQAHbu3InX33wDHbp0whOjhlvdHoEGQwU3xyYiq6fX66EuKYG6VA2NWg21WgONuuq/tVptTcnTqNXQaLTQlWlRaaj8T4EzSsaaKZzcWQaZrKrEubq61rxVF7fqEufp6QkPDw94enrynjwSymJXAV/Pgw8+iLNnz+Krb76Gl7c3evXrIzrSPav+QlZSXIKSkotQq9UoLSmFurQUWo0GpaVqqEtLUVqqRrlOB6UqAiPGjYazTCY6OhHRPTMapctFrlQDjaYU6lI1tGoNNBpNVZHTaKqmdxottBoNyvXlNRM5SZJgNBphZ2dXdflUJoeLqys83N3R0MevprhVv3l6esLd3R1eXl7w9PSEo6Oj6A8B0V2xqglgtXfffRdbt2/D0NEj0a5TB9Fx/sNgqEDpxRJcvFiC0pISqC8VutLSUmg0GqhL1VV/pi5FWZkORkmq+SIGI+Asc4ariwvc3Nzh5elZ84WqsrIS6zduQOMmjTFu6mR4eHmKfleJiK5SXq6DplQNdam66mueWl0zjauazGmg0Vz9a/XXP+OVXwednSCTyeF6aSJ37fTNy8sLDRo0qHmTy+W8pEpWxSoLoCRJWLx4MQ4dOYwJ06YgVFn3m2JWVlaitKQEJcUXUVJSUlXoSkqvuARRNalTl5ZCqy2rKnXVX9AkI2QyZ8hd5HB3c4eXpxc8PDzg7e2NBg0awMfHB76+vvDx8YGfnx/s7W882D1w4ABeWLIELu6uGDt5IrfGIaI6c+V0rvRi1Q+wGk3VdE6t1kCrvTyVq5rUqaHX62GUjJe//l1nOud5aSrn4eFRU+gaNGhQ8zXR29v7pl8HichKCyBQdel0+ozpOF9cjJg5MxDQqFGtPbeurAx5uXnIy83Fqbw85OedQtHZIkiVlVddcnB2coZcLoe7uxs8PS5P6q5X6mrzMkNubi4WLlqE8go9Ro4bg3CVstaem4gsV3m5DuqLJSi98p45jRZqtRpajQZlWi006uppXdWqV0mSaopc9XTOydkJ8kvTuSsvr1b/YOvl5XXVhM7V1VX0u05kcay2AAJAcXExpsXEwM7BDrFPzr6rS6Ll5TrknTiJk7m5yD95CvmnTuFsYSEMFQbY2NggwM8fwcHBCA4Ohq+v71WlTuQNwCUlJZi/YAFOnc7HoCcGo32XTsKyEFH9q6ysrCpxly63ajQalF66d1ir0dZM56oXQpRpNdCX66smc1dM5+zt7SFzll11qbW6zFX/UOvl5QVvb2/4+vrC09OT0zkiE2DVBRComobNnDULfg0DMHVW7E0XR5SX65B/Mg8nT5zEqbw8nD6VjzMFZ2CoqACMQEBAAIJbtEB4eDhUKhUUCoVJ3yCs1+vx0ksvITMrCz379EKfR/tZ3cpoIktQvU2JprT08nSuVA21Rl1ziVWjvrSFSfWl12umc5LRCBujEc6yqv3kXOUuNduOXHvvnJeXF3x8fODj4wO5nPuqEpkjqy+AQNV9cU8/sxgKVQTGTZ0EOzs76PV65Ofm4eTJXJw6ebnsVej1AAB/Xz+0aNECYWFhiIyMREREhEmXvRuRJAmffvop1qxbi7Yd2mPomBHcKoZIsCunc9ULIdTqyytZ/7sgQo0KfcV/pnMODg6QOcvgIpfXTOeuvG/u2nvnOJ0jsh4sgJds27YNb73zNkLCw1CuK0fB6dMwXNqB3c/XF82bN0d4eHhN2bO0/Zvi4uKw7ItlCFGEY+zkCZC7uIiORGQRrprOlVyayqk1UGsu30NXdclVe2nrEjXKynQ3mc7J4Cq/+lJrdaHz9vaueeN0johuhgXwCitXrsT69esRGBgIhUIBlUqFyMhIiyt7N5KWloalr78GH39fTJgyCQ38/ERHIjI5lZWVl7ZhUtcshKjeSPjy/XPay+VOq0GFvuKqBWDXTueuPOGh+t656rcr753jNiVEVFtYAOkqR48exeJnFsPO0QFjJk1A8xZBoiMR1RmjUYJOp4O65PI9c+rS0kv3y2lqpnOXf19175zRKF3eSNhohA0AZ2fnqlMgXFzg5upWU+aqL7VWlzkfHx94e3tzOkdEQrEA0n8UFhZi/oL5KC65iKGjRiC6TWvRkYhuy7XTuepVrZpL989pNFfvO6fVaFBRcf3pnFwuh4vcpWarkuqFEFdO6Hx8fGruneN0jojMCQsgXZdWq8XixYtx9O8c9H9sALr17CE6ElmZK6dz6tKSK85rrZrGadSX953Tai7fO3fldM4oGQEbVJ3RKpfD5dJ0rvo4r2s3Ea6e0FnLbR9EZL1YAOmGJEnCG2+8gcTkJNzfozseHTwIdnZ2omORmTIYKqAp1aC0tASaUs2lLUqqjjasurSqvWLLkqpVroYKA6QrC53RCEdHx0uFzgXu19w7V72RcPUbp3NERNfHAki39O233+J/y/+HqNatMGL8aDg5cTpi7YxGCWXaskv3y6mvms5Vl7eySydEVG8iXH1utdF4/emcq6sr3Fzd4HHpmK9rNxHmdI6IqPawANJt2bJlC9774H00adYM46dNgruHh+hIVIsMhgqoSy8tgCjVQK2uWghRdc+c5tKq1up96Krun6swGP5zudXR0QEuLi6Qy13gdsWpENULIaq3Kqm+d87d3Z3TOSIiAVgA6bZlZ2djyYtL4ObpifFTJ9bq+clUe66dzpWWlNacAlF1rNflBRAaTdWkrkxXdnnPOckIGCXY2NhCLpdBLqu6d+7Ky6xXngpRvarVx8fHLDdDJyKyRiyAdEdOnDiBhYsWoaLSgFHjxyJUGS46ksWrns6VllTdO6fRqGumcxq1umohxFXHfWlgMFT+Zzrn5OQImUxes+9c9aXW620izOkcEZFlYwGkO1ZcXIyFCxfiVMFpDBo6GO07dxIdyWxUT+dKS0qgLlXX3DenvuJoryvPbtVotSjX6a47nZPJZXCRyeHq5lazGOLKhRDX3jvH6RwREVVjAaS7otfr8cILL2D/bwfwUN/eePiRPrCxsb5pkV6vh6b00r5zl6ZzVXvPVZW4Mq32qjNca6ZzkrFqQlcznXOCTCar2kT4ipWt1QshrpzQ+fr6wtXVldM5IiK6ayyAdNckScJHH32EhA0b0L5zBwwZOQz29g6iY901o1Gquqxaqq5aEFG9EEKtuTydU2suX27ValGuK7t8IsSlUmdra1uzibCLy+WtSq5cCOHl5YUGDRrU7D/H6RwREdUnFkC6Z6tWrcIXX36BUKUCYyaNh9zFRXQkAFdP56pOh6ia0FUd7aW+at85rUYLjUaDysr/TuecnZ1rtiqpvnfuyoUQ1RsJV79xOkdERKaOBZBqxa5du/Da66/BNyAAE6ZNgrePT60+f/V0Tl1SCnWpBhrN5emcRl1V6qoXQ1T9XoNyffkV07mqQmdnZ1ezibCLiws8PTxqSt2Ve85VT+g4nSMiIkvEAki15siRI3jm2Wfg4OyEsZMmoGlQ8xv+W71eD/UVCyEubyR8aTJ3aTqnqdlIWFs1nTMaL28mfMV0zs3VFa6X9p279rzW6jLn6+sLuVzO6RwREVk9FkCqVQUFBViwYAFK1KVo26kDjJJUc3n1yhWuN5vOucpd4OLqCg93d7i5ucHLy+uqrUq8vLzg6+sLb29v2Nvbi36XiYiIzA4LINU6rVaL555/Hn/9dRQymRyuLi410zlPT8+rLrdeee8cp3NERET1gwWQiIiIyMpw3EJERERkZVgAiYiIiKwMCyARERGRlWEBJCIiIrIyLIBEREREVoYFkIiIiMjKsAASERERWRkWQCIiIiIrwwJIREREZGVYAImIiIisDAsgERERkZVhASQiIiKyMiyARERERFaGBZCIiIjIyrAAEhEREVkZFkAiIiIiK8MCSERERGRlWACJiIiIrAwLIBEREZGVYQEkIiIisjIsgERERERWhgWQiIiIyMr8P7ppj7q4fdEoAAAAAElFTkSuQmCC", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 34" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 48" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 63" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 66" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 69" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 81" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 95" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 96" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/markdown": [ | |
"#### Building 109" | |
], | |
"text/plain": [ | |
"<IPython.core.display.Markdown object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 800x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 640x480 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for idx in indices[:10]:\n", | |
" display(Markdown(f\"#### Building {idx}\"))\n", | |
" display(plot_footprints_and_parcels(footprints_with_parcels.loc[idx]))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "1e690be3-1158-4fa1-8fa8-190c1d449502", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"footprint_area_per_parcel = (\n", | |
" footprints_with_parcels.assign(\n", | |
" footprint_area_sqft=footprints_with_parcels.to_crs(epsg=2226).geometry.area\n", | |
" )\n", | |
" .groupby(\"Parcel_Ind\")\n", | |
" .agg({\"footprint_area_sqft\": sum})\n", | |
")\n", | |
"footprint_area_per_parcel.to_csv(\"footprint_area_per_parcel.csv\")" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3 (ipykernel)", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.10.11" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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