adding justice40

get_zonal_stats.ipynb

@@ -10,7 +10,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "ba047a55-642d-4c27-a367-5f35f4406218",
    "metadata": {},
    "outputs": [],
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "id": "8b5656db-2d1d-4ca8-826d-7588126e52e8",
    "metadata": {},
    "outputs": [],
@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "id": "9a0e3446-16ac-40b0-9e34-db0157038c5a",
    "metadata": {},
    "outputs": [],
@@ -107,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "ce66bae6-bac5-4837-9b01-fde16a00c303",
    "metadata": {},
    "outputs": [],
@@ -136,19 +136,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "66dec912-ad8a-41cf-a5c2-6ec9cc350984",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 52s, sys: 5.01 s, total: 1min 57s\n",
-      "Wall time: 1min 57s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'SpeciesRichness_All.tif'\n",
@@ -158,19 +149,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "b081ec1a-ea91-485e-95f9-12cd06c2002a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 50s, sys: 4.47 s, total: 1min 54s\n",
-      "Wall time: 1min 54s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'RSR_All.tif'\n",
@@ -242,27 +224,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "id": "33ac0fb7-2cde-448d-a634-1973e34ac14f",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/opt/venv/lib/python3.10/site-packages/rasterstats/io.py:335: NodataWarning: Setting nodata to -999; specify nodata explicitly\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 58s, sys: 4.93 s, total: 2min 3s\n",
-      "Wall time: 2min 3s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'deforest_carbon_100m_cog.tif'\n",
@@ -281,19 +246,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "d2a8c10f-e94b-4eef-940f-2af9599edee1",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 53s, sys: 4.81 s, total: 1min 58s\n",
-      "Wall time: 1min 58s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'natcrop_bii_100m_cog.tif'\n",
@@ -304,19 +260,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "1c318f39-7ca0-4f3c-80fb-73f72202e4e0",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 1min 53s, sys: 4.9 s, total: 1min 58s\n",
-      "Wall time: 1min 58s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'natcrop_fii_100m_cog.tif'\n",
@@ -328,27 +275,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "aef9070a-c87a-463e-81b8-3cc6c5c9d484",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/opt/conda/lib/python3.12/site-packages/rasterstats/io.py:335: NodataWarning: Setting nodata to -999; specify nodata explicitly\n",
-      "  warnings.warn(\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 13s, sys: 55 s, total: 4min 8s\n",
-      "Wall time: 4min 8s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'natcrop_expansion_100m_cog.tif'\n",
@@ -372,19 +302,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "6bdaba61-30c1-49d6-a4e6-db68f1daafa3",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 16s, sys: 57 s, total: 4min 13s\n",
-      "Wall time: 4min 12s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'hfp_2021_100m_v1-2_cog.tif'\n",
@@ -402,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "id": "c4a19013-65f1-4eef-be2d-0cf1be3d0f7f",
    "metadata": {},
    "outputs": [],
@@ -465,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "4e678f01-73af-4f99-a565-e9b7f04d9547",
    "metadata": {},
    "outputs": [],
@@ -484,27 +405,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "c5046d6b-9798-46d3-a1bc-548e29414007",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "EPSG:4326\n",
-      "Unique values in raster: [-9.990e+02  0.000e+00  1.000e-04 ...  9.998e-01  9.999e-01  1.000e+00]\n",
-      "EPSG:4326\n",
-      "Unique values in raster: [-9.990e+02  0.000e+00  4.000e-04 ...  9.998e-01  9.999e-01  1.000e+00]\n",
-      "EPSG:4326\n",
-      "Unique values in raster: [-9.990e+02  0.000e+00  3.000e-04 ...  9.998e-01  9.999e-01  1.000e+00]\n",
-      "EPSG:4326\n",
-      "Unique values in raster: [-9.990e+02  0.000e+00  2.400e-03 ...  9.943e-01  9.952e-01  9.959e-01]\n",
-      "EPSG:4326\n",
-      "Unique values in raster: [-9.990e+02  0.000e+00  9.000e-03 ...  9.998e-01  9.999e-01  1.000e+00]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "gdf = gpd.read_parquet(\"svi2020_us_tract_clean.parquet\")\n",
     "svi = gdf[['SVI','geometry']]\n",
@@ -523,19 +427,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "6a36b77f-d0be-45bd-9318-da4b57eaf353",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 26s, sys: 56.6 s, total: 4min 23s\n",
-      "Wall time: 4min 27s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'svi.tif'\n",
@@ -546,19 +441,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "05ef74e2-3f23-4f69-8cd3-8862cb73a259",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 22s, sys: 56.4 s, total: 4min 18s\n",
-      "Wall time: 4min 27s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "vec_file = './cpad-stats-temp.parquet'\n",
@@ -569,19 +455,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "23417a03-38c2-4b31-8340-f08ec8a11631",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 11s, sys: 54.3 s, total: 4min 5s\n",
-      "Wall time: 4min 5s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "vec_file = './cpad-stats-temp.parquet'\n",
@@ -592,19 +469,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "de86d7f0-6cdc-4d05-bdee-d9803cbd83bd",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 11s, sys: 54.1 s, total: 4min 5s\n",
-      "Wall time: 4min 5s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "vec_file = './cpad-stats-temp.parquet'\n",
@@ -614,19 +482,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "0c49dd50-7dd3-4240-9af8-3e32ec656bc0",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3min 13s, sys: 54.7 s, total: 4min 8s\n",
-      "Wall time: 4min 7s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "vec_file = './cpad-stats-temp.parquet'\n",
@@ -644,19 +503,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "id": "3678a91f-72f7-4339-a409-a97776cba043",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "EPSG:4326\n",
-      "Unique values in raster: [0. 1.]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "#clean up\n",
     "justice40 =  (con\n",
@@ -673,7 +523,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 73,
+   "execution_count": null,
    "id": "8faa425f-6f9c-4189-a53a-24dd0250c539",
    "metadata": {},
    "outputs": [],
@@ -726,19 +576,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 74,
+   "execution_count": null,
    "id": "f5f7297a-e31b-4d3c-ae1c-7e3d78bc141a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 2min 2s, sys: 29.1 s, total: 2min 31s\n",
-      "Wall time: 2min 32s\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%time\n",
     "tif_file = 'ca_justice40.tif'\n",
@@ -757,231 +598,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 130,
+   "execution_count": null,
    "id": "2e4de199-82d4-4e2b-8572-6fe19b57d1ee",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
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-       "\n",
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-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>established</th>\n",
-       "      <th>reGAP</th>\n",
-       "      <th>name</th>\n",
-       "      <th>access_type</th>\n",
-       "      <th>manager</th>\n",
-       "      <th>manager_type</th>\n",
-       "      <th>Easement</th>\n",
-       "      <th>Acres</th>\n",
-       "      <th>id</th>\n",
-       "      <th>type</th>\n",
-       "      <th>...</th>\n",
-       "      <th>all_species_rwr</th>\n",
-       "      <th>all_species_richness</th>\n",
-       "      <th>human_impact</th>\n",
-       "      <th>svi</th>\n",
-       "      <th>justice40</th>\n",
-       "      <th>svi_socioeconomic_status</th>\n",
-       "      <th>svi_household_char</th>\n",
-       "      <th>svi_racial_ethnic_minority</th>\n",
-       "      <th>svi_housing_transit</th>\n",
-       "      <th>geom</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>2024</td>\n",
-       "      <td>2</td>\n",
-       "      <td>Six Rivers National Forest</td>\n",
-       "      <td>Open Access</td>\n",
-       "      <td>United States Forest Service</td>\n",
-       "      <td>Federal</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.191763</td>\n",
-       "      <td>100001</td>\n",
-       "      <td>Land</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.355</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>2339.00</td>\n",
-       "      <td>0.521</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.522</td>\n",
-       "      <td>0.428</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>MULTIPOLYGON Z (((-123.94358 41.95869 0.00000,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>2024</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Six Rivers National Forest</td>\n",
-       "      <td>Open Access</td>\n",
-       "      <td>United States Forest Service</td>\n",
-       "      <td>Federal</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.247565</td>\n",
-       "      <td>100002</td>\n",
-       "      <td>Land</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.355</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>870.50</td>\n",
-       "      <td>0.521</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.522</td>\n",
-       "      <td>0.428</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>MULTIPOLYGON Z (((-123.98793 41.94847 0.00000,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2024</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Six Rivers National Forest</td>\n",
-       "      <td>Open Access</td>\n",
-       "      <td>United States Forest Service</td>\n",
-       "      <td>Federal</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1.046992</td>\n",
-       "      <td>100003</td>\n",
-       "      <td>Land</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.355</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>429.00</td>\n",
-       "      <td>0.521</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.522</td>\n",
-       "      <td>0.429</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>MULTIPOLYGON Z (((-123.87957 41.97172 0.00000,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2024</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Six Rivers National Forest</td>\n",
-       "      <td>Open Access</td>\n",
-       "      <td>United States Forest Service</td>\n",
-       "      <td>Federal</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.293964</td>\n",
-       "      <td>100004</td>\n",
-       "      <td>Land</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.355</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>3907.00</td>\n",
-       "      <td>0.521</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.522</td>\n",
-       "      <td>0.428</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>MULTIPOLYGON Z (((-123.84466 41.99139 0.00000,...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>2024</td>\n",
-       "      <td>1</td>\n",
-       "      <td>Six Rivers National Forest</td>\n",
-       "      <td>Open Access</td>\n",
-       "      <td>United States Forest Service</td>\n",
-       "      <td>Federal</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.912564</td>\n",
-       "      <td>100005</td>\n",
-       "      <td>Land</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.355</td>\n",
-       "      <td>346.0</td>\n",
-       "      <td>698.25</td>\n",
-       "      <td>0.521</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.29</td>\n",
-       "      <td>0.522</td>\n",
-       "      <td>0.428</td>\n",
-       "      <td>0.816</td>\n",
-       "      <td>MULTIPOLYGON Z (((-123.86194 41.98176 0.00000,...</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 25 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   established  reGAP                        name  access_type  \\\n",
-       "0         2024      2  Six Rivers National Forest  Open Access   \n",
-       "1         2024      1  Six Rivers National Forest  Open Access   \n",
-       "2         2024      1  Six Rivers National Forest  Open Access   \n",
-       "3         2024      1  Six Rivers National Forest  Open Access   \n",
-       "4         2024      1  Six Rivers National Forest  Open Access   \n",
-       "\n",
-       "                        manager manager_type  Easement     Acres      id  \\\n",
-       "0  United States Forest Service      Federal         0  0.191763  100001   \n",
-       "1  United States Forest Service      Federal         0  0.247565  100002   \n",
-       "2  United States Forest Service      Federal         0  1.046992  100003   \n",
-       "3  United States Forest Service      Federal         0  0.293964  100004   \n",
-       "4  United States Forest Service      Federal         0  0.912564  100005   \n",
-       "\n",
-       "   type  ...  all_species_rwr  all_species_richness  human_impact    svi  \\\n",
-       "0  Land  ...            0.355                 346.0       2339.00  0.521   \n",
-       "1  Land  ...            0.355                 346.0        870.50  0.521   \n",
-       "2  Land  ...            0.355                 346.0        429.00  0.521   \n",
-       "3  Land  ...            0.355                 346.0       3907.00  0.521   \n",
-       "4  Land  ...            0.355                 346.0        698.25  0.521   \n",
-       "\n",
-       "   justice40  svi_socioeconomic_status  svi_household_char  \\\n",
-       "0        0.0                      0.29               0.522   \n",
-       "1        0.0                      0.29               0.522   \n",
-       "2        0.0                      0.29               0.522   \n",
-       "3        0.0                      0.29               0.522   \n",
-       "4        0.0                      0.29               0.522   \n",
-       "\n",
-       "   svi_racial_ethnic_minority  svi_housing_transit  \\\n",
-       "0                       0.428                0.816   \n",
-       "1                       0.428                0.816   \n",
-       "2                       0.429                0.816   \n",
-       "3                       0.428                0.816   \n",
-       "4                       0.428                0.816   \n",
-       "\n",
-       "                                                geom  \n",
-       "0  MULTIPOLYGON Z (((-123.94358 41.95869 0.00000,...  \n",
-       "1  MULTIPOLYGON Z (((-123.98793 41.94847 0.00000,...  \n",
-       "2  MULTIPOLYGON Z (((-123.87957 41.97172 0.00000,...  \n",
-       "3  MULTIPOLYGON Z (((-123.84466 41.99139 0.00000,...  \n",
-       "4  MULTIPOLYGON Z (((-123.86194 41.98176 0.00000,...  \n",
-       "\n",
-       "[5 rows x 25 columns]"
-      ]
-     },
-     "execution_count": 130,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## clean up\n",
     "con = ibis.duckdb.connect(extensions=[\"spatial\"])\n",
@@ -1032,18 +652,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": null,
    "id": "05c791c9-888a-483a-9dbb-a2ba7eb1bce2",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import subprocess\n",
     "import os\n",
@@ -1087,67 +699,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": null,
    "id": "1f2d179d-6d47-4e84-83c6-7cb3d969fc00",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "cpad-stats.geojson:6: ignoring dimensions beyond two: in JSON object [-123.94358428532209,41.95869046159588,0]\n",
-      "cpad-stats.geojson:6: ignoring dimensions beyond two: in JSON object {\"type\":\"Feature\",\"properties\":{\"established\":2024,\"reGAP\":2,\"name\":\"Six Rivers National Forest\",\"access_type\":\"Open Access\",\"manager\":\"United States Forest Service\",\"manager_type\":\"Federal\",\"Easement\":0,\"Acres\":0.19176256656646729,\"id\":100001,\"type\":\"Land\",\"richness\":4,\"rsr\":0.007,\"deforest_carbon\":0,\"irrecoverable_carbon\":4,\"manageable_carbon\":85,\"all_species_rwr\":0.355,\"all_species_richness\":346,\"human_impact\":2339,\"svi\":0.521,\"justice40\":0,\"svi_socioeconomic_status\":0.29,\"svi_household_ch...\n",
-      "81196 features, 77613888 bytes of geometry, 3021623 bytes of string pool\n",
-      "Choosing a maxzoom of -z10 for features typically 1202 feet (367 meters) apart, and at least 77 feet (24 meters) apart\n",
-      "Choosing a maxzoom of -z13 for resolution of about 39 feet (11 meters) within features\n",
-      "tile 4/2/6 size is 739078 with detail 12, >500000    \n",
-      "tile 5/5/12 size is 1225784 with detail 12, >500000    \n",
-      "tile 5/5/12 size is 720473 with detail 11, >500000    \n",
-      "tile 6/11/25 size is 559822 with detail 12, >500000    \n",
-      "tile 6/10/24 size is 1012378 with detail 12, >500000    \n",
-      "tile 6/10/24 size is 686077 with detail 11, >500000    \n",
-      "tile 7/20/49 size is 642314 with detail 12, >500000    \n",
-      "tile 7/22/51 size is 600090 with detail 12, >500000    \n",
-      "  99.9%  13/1335/3225  \n",
-      "  100.0%  13/1278/3041  \r"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Successfully generated PMTiles file: cpad-stats.pmtiles\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0cb245402c8d42e4ab020ace580d13eb",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "cpad-stats.pmtiles:   0%|          | 0.00/90.4M [00:00<?, ?B/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "78f91869800d474ebd77500c15db063f",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "cpad-stats.parquet:   0%|          | 0.00/204M [00:00<?, ?B/s]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "gdf = ca.execute().set_crs(\"EPSG:4326\")\n",
     "gdf.to_file(\"cpad-stats.geojson\")\n",