masked_interpolate.ipynb

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      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/libpysal/cg/alpha_shapes.py:39: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
      "  def nb_dist(x, y):\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/libpysal/cg/alpha_shapes.py:165: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
      "  def get_faces(triangle):\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/libpysal/cg/alpha_shapes.py:199: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
      "  def build_faces(faces, triangles_is, num_triangles, num_faces_single):\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/libpysal/cg/alpha_shapes.py:261: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
      "  def nb_mask_faces(mask, faces):\n",
      "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/numba/core/decorators.py:262: NumbaDeprecationWarning: \u001b[1mnumba.generated_jit is deprecated. Please see the documentation at: https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-generated-jit for more information and advice on a suitable replacement.\u001b[0m\n",
      "  warnings.warn(msg, NumbaDeprecationWarning)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/quantecon/lss.py:20: NumbaDeprecationWarning: \u001b[1mThe 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\u001b[0m\n",
      "  def simulate_linear_model(A, x0, v, ts_length):\n"
     ]
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     "text": [
      "Author: eli knaap\n",
      "\n",
      "geosnap   : 0.12.1.dev9+g3a1cb0f6de61.d20231214\n",
      "matplotlib: 3.4.3\n",
      "geopandas : 0.14.1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "from tobler.dasymetric import masked_area_interpolate\n",
    "from tobler.area_weighted import area_interpolate\n",
    "from tobler.util import h3fy\n",
    "from geosnap import DataStore\n",
    "from geosnap import io as gio\n",
    "\n",
    "%load_ext jupyter_black\n",
    "%load_ext watermark\n",
    "%watermark -a 'eli knaap' -iv"
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   "source": [
    "datasets = DataStore()"
   ]
  },
  {
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   "execution_count": 3,
   "id": "6617593d-a07b-4f1d-bd16-f2cb9e6c6543",
   "metadata": {
    "execution": {
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   "source": [
    "dc = gio.get_acs(datasets, state_fips=\"11\", years=[2019], level=\"tract\")"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
   "id": "8d1586cc-0ed4-4ad7-8e77-7ae8c4fc4164",
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   "source": [
    "hexes = h3fy(dc, resolution=8)"
   ]
  },
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   "execution_count": 5,
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    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 352,
       "width": 691
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 2, figsize=(8, 4))\n",
    "\n",
    "dc.plot(\"n_total_pop\", ax=ax[0])\n",
    "hexes.plot(ax=ax[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfb0c938-5a64-407c-8073-f86e15288d86",
   "metadata": {},
   "source": [
    "Raster data from the [national land cover database](https://www.mrlc.gov/data) and stored in the geosnap [quilt bucket](https://open.quiltdata.com/b/spatial-ucr/tree/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "eee80136-30bc-4588-b3bc-c5f4038a7974",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:27.001274Z",
     "iopub.status.busy": "2023-12-14T05:32:27.001171Z",
     "iopub.status.idle": "2023-12-14T05:32:34.850382Z",
     "shell.execute_reply": "2023-12-14T05:32:34.850050Z",
     "shell.execute_reply.started": "2023-12-14T05:32:27.001265Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/shapely/set_operations.py:133: RuntimeWarning: invalid value encountered in intersection\n",
      "  return lib.intersection(a, b, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/mambaforge/envs/tobler/lib/python3.9/site-packages/joblib/parallel.py:588: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  return [func(*args, **kwargs)\n",
      "/Users/knaaptime/Dropbox/projects/tobler/tobler/area_weighted/area_interpolate.py:314: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  den = source_df.area.values\n"
     ]
    }
   ],
   "source": [
    "dc_hexes = masked_area_interpolate(\n",
    "    source_df=dc,\n",
    "    target_df=hexes,\n",
    "    raster=\"https://spatial-ucr.s3.amazonaws.com/nlcd/landcover/nlcd_landcover_2019.tif\",\n",
    "    pixel_values=[22, 23, 24],  # low, medium, and high intensity development\n",
    "    extensive_variables=[\"n_total_pop\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7d9e6312-6e12-4888-9d8e-66915ef6ece1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:34.852094Z",
     "iopub.status.busy": "2023-12-14T05:32:34.852005Z",
     "iopub.status.idle": "2023-12-14T05:32:34.954262Z",
     "shell.execute_reply": "2023-12-14T05:32:34.953937Z",
     "shell.execute_reply.started": "2023-12-14T05:32:34.852085Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 408
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dc_hexes.plot(\"n_total_pop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cb8eaf99-ec93-4eac-83a7-735c3318a38d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:34.954781Z",
     "iopub.status.busy": "2023-12-14T05:32:34.954692Z",
     "iopub.status.idle": "2023-12-14T05:32:35.020343Z",
     "shell.execute_reply": "2023-12-14T05:32:35.019703Z",
     "shell.execute_reply.started": "2023-12-14T05:32:34.954770Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/79/cknfb1sx2pv16rztkpg6wzlw0000gn/T/ipykernel_44605/1507265395.py:1: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  dc_hexes_simple = area_interpolate(\n",
      "/Users/knaaptime/Dropbox/projects/tobler/tobler/area_weighted/area_interpolate.py:314: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  den = source_df.area.values\n"
     ]
    }
   ],
   "source": [
    "dc_hexes_simple = area_interpolate(\n",
    "    source_df=dc, target_df=hexes, extensive_variables=[\"n_total_pop\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9fd68011-f554-4dc0-912a-fea4b5b4d0ea",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:35.021350Z",
     "iopub.status.busy": "2023-12-14T05:32:35.021047Z",
     "iopub.status.idle": "2023-12-14T05:32:35.028835Z",
     "shell.execute_reply": "2023-12-14T05:32:35.028331Z",
     "shell.execute_reply.started": "2023-12-14T05:32:35.021326Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "diff = dc_hexes.n_total_pop - dc_hexes_simple.n_total_pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6c44e2c5-6e79-4a46-bc3c-0f2a423252a8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:35.029516Z",
     "iopub.status.busy": "2023-12-14T05:32:35.029414Z",
     "iopub.status.idle": "2023-12-14T05:32:35.108732Z",
     "shell.execute_reply": "2023-12-14T05:32:35.108413Z",
     "shell.execute_reply.started": "2023-12-14T05:32:35.029507Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Frequency'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 571
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff.plot(kind=\"hist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8bbbb948-c2bc-4877-9090-fced8ddf946c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:35.109367Z",
     "iopub.status.busy": "2023-12-14T05:32:35.109257Z",
     "iopub.status.idle": "2023-12-14T05:32:35.219494Z",
     "shell.execute_reply": "2023-12-14T05:32:35.219152Z",
     "shell.execute_reply.started": "2023-12-14T05:32:35.109356Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 413,
       "width": 408
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dc_hexes.assign(diff=diff).plot(\n",
    "    \"diff\",\n",
    "    scheme=\"fisher_jenks\",\n",
    "    k=10,\n",
    "    cmap=\"RdBu_r\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "019ebf26-4c40-40b7-92ad-dc51b80121f3",
   "metadata": {},
   "source": [
    "The blue hexes have lower estimated population when we use the raster, and the red hexes have higher values. In downtown DC, the differences are small. But in certain places, like rock creek park in the northwest, and along the anacostia river, the values are lower when using the raster as a dasymetric layer (showing it's doing the correct thing). Instead of population being allocated to this green space (and water), it is instead being distributed to the developed areas nearby"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0a830c25-eb8c-403b-a05b-ac59d3115d12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-12-14T05:32:35.220268Z",
     "iopub.status.busy": "2023-12-14T05:32:35.220131Z",
     "iopub.status.idle": "2023-12-14T05:32:35.379170Z",
     "shell.execute_reply": "2023-12-14T05:32:35.378772Z",
     "shell.execute_reply.started": "2023-12-14T05:32:35.220256Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    \n",
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       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_5726b85b7c81aeccffa61f37072d3672);\n",
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       "                [[38.793467969506885, -77.12221269474153], [38.99365228971202, -76.9099369679074]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_ce204bb3d4793d345ed2c19b74869be3_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;1&quot;: case &quot;2&quot;: case &quot;3&quot;: case &quot;10&quot;: case &quot;13&quot;: case &quot;17&quot;: case &quot;33&quot;: case &quot;34&quot;: case &quot;37&quot;: case &quot;44&quot;: case &quot;46&quot;: case &quot;60&quot;: case &quot;63&quot;: case &quot;69&quot;: case &quot;78&quot;: case &quot;103&quot;: case &quot;113&quot;: case &quot;122&quot;: case &quot;126&quot;: case &quot;134&quot;: case &quot;151&quot;: case &quot;152&quot;: case &quot;168&quot;: case &quot;177&quot;: case &quot;183&quot;: case &quot;203&quot;: case &quot;208&quot;: case &quot;216&quot;: case &quot;221&quot;: case &quot;224&quot;: case &quot;227&quot;: case &quot;235&quot;: case &quot;238&quot;: case &quot;242&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#e2edf3&quot;, &quot;fillColor&quot;: &quot;#e2edf3&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;5&quot;: case &quot;31&quot;: case &quot;40&quot;: case &quot;41&quot;: case &quot;45&quot;: case &quot;61&quot;: case &quot;116&quot;: case &quot;127&quot;: case &quot;163&quot;: case &quot;173&quot;: case &quot;174&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#b6202f&quot;, &quot;fillColor&quot;: &quot;#b6202f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;8&quot;: case &quot;19&quot;: case &quot;22&quot;: case &quot;30&quot;: case &quot;35&quot;: case &quot;39&quot;: case &quot;47&quot;: case &quot;62&quot;: case &quot;65&quot;: case &quot;76&quot;: case &quot;77&quot;: case &quot;85&quot;: case &quot;88&quot;: case &quot;91&quot;: case &quot;96&quot;: case &quot;97&quot;: case &quot;105&quot;: case &quot;111&quot;: case &quot;112&quot;: case &quot;123&quot;: case &quot;128&quot;: case &quot;129&quot;: case &quot;130&quot;: case &quot;135&quot;: case &quot;137&quot;: case &quot;139&quot;: case &quot;148&quot;: case &quot;149&quot;: case &quot;154&quot;: case &quot;159&quot;: case &quot;161&quot;: case &quot;166&quot;: case &quot;172&quot;: case &quot;182&quot;: case &quot;187&quot;: case &quot;188&quot;: case &quot;195&quot;: case &quot;202&quot;: case &quot;204&quot;: case &quot;205&quot;: case &quot;210&quot;: case &quot;212&quot;: case &quot;220&quot;: case &quot;223&quot;: case &quot;228&quot;: case &quot;244&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#f7b799&quot;, &quot;fillColor&quot;: &quot;#f7b799&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;15&quot;: case &quot;25&quot;: case &quot;32&quot;: case &quot;42&quot;: case &quot;43&quot;: case &quot;49&quot;: case &quot;59&quot;: case &quot;72&quot;: case &quot;73&quot;: case &quot;81&quot;: case &quot;86&quot;: case &quot;100&quot;: case &quot;120&quot;: case &quot;124&quot;: case &quot;142&quot;: case &quot;145&quot;: case &quot;196&quot;: case &quot;198&quot;: case &quot;206&quot;: case &quot;211&quot;: case &quot;218&quot;: case &quot;225&quot;: case &quot;231&quot;: case &quot;236&quot;: case &quot;237&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#dd6f59&quot;, &quot;fillColor&quot;: &quot;#dd6f59&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;18&quot;: case &quot;28&quot;: case &quot;58&quot;: case &quot;79&quot;: case &quot;89&quot;: case &quot;104&quot;: case &quot;109&quot;: case &quot;169&quot;: case &quot;192&quot;: case &quot;194&quot;: case &quot;219&quot;: case &quot;240&quot;: case &quot;243&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#559ec9&quot;, &quot;fillColor&quot;: &quot;#559ec9&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;27&quot;: case &quot;57&quot;: case &quot;102&quot;: case &quot;153&quot;: case &quot;171&quot;: case &quot;213&quot;: case &quot;245&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#256baf&quot;, &quot;fillColor&quot;: &quot;#256baf&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;29&quot;: case &quot;36&quot;: case &quot;51&quot;: case &quot;53&quot;: case &quot;56&quot;: case &quot;67&quot;: case &quot;74&quot;: case &quot;136&quot;: case &quot;141&quot;: case &quot;144&quot;: case &quot;156&quot;: case &quot;157&quot;: case &quot;165&quot;: case &quot;176&quot;: case &quot;178&quot;: case &quot;179&quot;: case &quot;186&quot;: case &quot;189&quot;: case &quot;209&quot;: case &quot;234&quot;: case &quot;239&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#a7d0e4&quot;, &quot;fillColor&quot;: &quot;#a7d0e4&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;87&quot;: case &quot;133&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#053061&quot;, &quot;fillColor&quot;: &quot;#053061&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                case &quot;95&quot;: case &quot;125&quot;: case &quot;147&quot;: case &quot;217&quot;: \n",
       "                    return {&quot;color&quot;: &quot;#67001f&quot;, &quot;fillColor&quot;: &quot;#67001f&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;#fae7dc&quot;, &quot;fillColor&quot;: &quot;#fae7dc&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_ce204bb3d4793d345ed2c19b74869be3_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_ce204bb3d4793d345ed2c19b74869be3_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_ce204bb3d4793d345ed2c19b74869be3_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_ce204bb3d4793d345ed2c19b74869be3_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_ce204bb3d4793d345ed2c19b74869be3.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_ce204bb3d4793d345ed2c19b74869be3_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_ce204bb3d4793d345ed2c19b74869be3 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_ce204bb3d4793d345ed2c19b74869be3_onEachFeature,\n",
       "            \n",
       "                style: geo_json_ce204bb3d4793d345ed2c19b74869be3_styler,\n",
       "                pointToLayer: geo_json_ce204bb3d4793d345ed2c19b74869be3_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_ce204bb3d4793d345ed2c19b74869be3_add (data) {\n",
       "            geo_json_ce204bb3d4793d345ed2c19b74869be3\n",
       "                .addData(data)\n",
       "                .addTo(map_5726b85b7c81aeccffa61f37072d3672);\n",
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       "            geo_json_ce204bb3d4793d345ed2c19b74869be3_add({&quot;bbox&quot;: [-77.12221269474153, 38.793467969506885, -76.9099369679074, 38.99365228971202], &quot;features&quot;: [{&quot;bbox&quot;: [-77.02053518584952, 38.94472369961329, -77.00837851822055, 38.95353332370073], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-77.01284093192393, 38.95353332370073], [-77.01891971624272, 38.95234101908279], [-77.02053518584952, 38.947936072729696], [-77.01607277587858, 38.94472369961329], [-77.00999489248098, 38.9459157328722], [-77.00837851822055, 38.950320410571436], [-77.01284093192393, 38.95353332370073]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;#fae7dc&quot;, &quot;diff&quot;: 40.46252530813217, &quot;hex_id&quot;: &quot;882aa8450bfffff&quot;, &quot;n_total_pop&quot;: 3834.3551668357104}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-77.05897940504798, 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       "\n",
       "        \n",
       "    \n",
       "    geo_json_ce204bb3d4793d345ed2c19b74869be3.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;hex_id&quot;, &quot;n_total_pop&quot;, &quot;diff&quot;];\n",
       "    let aliases = [&quot;hex_id&quot;, &quot;n_total_pop&quot;, &quot;diff&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "    var color_map_d6984be246e3e96d9ccdb7addd94c2a8 = {};\n",
       "\n",
       "    \n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.x = d3.scale.linear()\n",
       "              .domain([-1729.884208638221, 1818.3764487523586])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.legend.addTo(map_5726b85b7c81aeccffa61f37072d3672);\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_d6984be246e3e96d9ccdb7addd94c2a8.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([-1729.884208638221, &#x27;&#x27;, -901.1166324710939, &#x27;&#x27;, -343.6552311256528, &#x27;&#x27;, 94.11064774915576, &#x27;&#x27;, 619.0677975218932, &#x27;&#x27;, 1818.3764487523586, &#x27;&#x27;]);\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.g = color_map_d6984be246e3e96d9ccdb7addd94c2a8.svg.append(&quot;g&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_d6984be246e3e96d9ccdb7addd94c2a8.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_d6984be246e3e96d9ccdb7addd94c2a8.x(color_map_d6984be246e3e96d9ccdb7addd94c2a8.color.domain()[i - 1]) : color_map_d6984be246e3e96d9ccdb7addd94c2a8.x.range()[0],\n",
       "            x1: i &lt; color_map_d6984be246e3e96d9ccdb7addd94c2a8.color.domain().length ? color_map_d6984be246e3e96d9ccdb7addd94c2a8.x(color_map_d6984be246e3e96d9ccdb7addd94c2a8.color.domain()[i]) : color_map_d6984be246e3e96d9ccdb7addd94c2a8.x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 40 - 30)\n",
       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
       "\n",
       "    color_map_d6984be246e3e96d9ccdb7addd94c2a8.g.call(color_map_d6984be246e3e96d9ccdb7addd94c2a8.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;diff&quot;);\n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x16db21d00>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dc_hexes.assign(diff=diff).explore(\n",
    "    \"diff\",\n",
    "    scheme=\"fisher_jenks\",\n",
    "    k=10,\n",
    "    cmap=\"RdBu_r\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "093ab1ee-6ae4-4f59-a637-cb5ab35f4425",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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