{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3c51cd02-30bf-4451-acc1-df67c74b077d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "450102c6-f83c-45b0-9a4c-367e74c64931",
   "metadata": {},
   "source": [
    "# Select background tiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a48992e-c1a5-4b40-980a-2e90ebc87bdb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# To use satellite imagery, the `xyzserives` must be installed\n",
    "try:\n",
    "    import xyzservices\n",
    "\n",
    "    tiles = xyzservices.providers[\"Esri\"][\"WorldImagery\"]\n",
    "except:\n",
    "    # Use default\n",
    "    tiles = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44183ae7-fb8c-4487-a24e-7e68657b9fb6",
   "metadata": {},
   "source": [
    "# Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b60271f1-fe0e-4b01-8642-8477e6bc4f08",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>frame_id</th>\n",
       "      <th>total_num_bursts</th>\n",
       "      <th>burst_id_jpl</th>\n",
       "      <th>sensing_date</th>\n",
       "      <th>num_candidate_bursts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>831</td>\n",
       "      <td>5022</td>\n",
       "      <td>t004_006641_iw1</td>\n",
       "      <td>2017-02-15</td>\n",
       "      <td>5298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>831</td>\n",
       "      <td>5022</td>\n",
       "      <td>t004_006641_iw1</td>\n",
       "      <td>2017-02-27</td>\n",
       "      <td>5298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>831</td>\n",
       "      <td>5022</td>\n",
       "      <td>t004_006641_iw1</td>\n",
       "      <td>2017-03-11</td>\n",
       "      <td>5298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   frame_id  total_num_bursts     burst_id_jpl sensing_date  \\\n",
       "0       831              5022  t004_006641_iw1   2017-02-15   \n",
       "1       831              5022  t004_006641_iw1   2017-02-27   \n",
       "2       831              5022  t004_006641_iw1   2017-03-11   \n",
       "\n",
       "   num_candidate_bursts  \n",
       "0                  5298  \n",
       "1                  5298  \n",
       "2                  5298  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_selected_bursts = pd.read_csv(\n",
    "    \"selected_bursts_option0.csv.zip\", parse_dates=[\"sensing_date\"]\n",
    ")\n",
    "df_selected_bursts.sensing_date = df_selected_bursts.sensing_date.dt.date\n",
    "\n",
    "\n",
    "df_selected_bursts.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "42c00025-a689-4767-ae33-d9ea0239e2dc",
   "metadata": {},
   "outputs": [
    {
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       "      <th>date_count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>burst_id_jpl</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>t004_006641_iw1</th>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t004_006641_iw2</th>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t004_006641_iw3</th>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t004_006642_iw1</th>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>t004_006642_iw2</th>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 date_count\n",
       "burst_id_jpl               \n",
       "t004_006641_iw1         186\n",
       "t004_006641_iw2         186\n",
       "t004_006641_iw3         186\n",
       "t004_006642_iw1         186\n",
       "t004_006642_iw2         186"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_selected_bursts_grouped = (\n",
    "    df_selected_bursts[[\"burst_id_jpl\", \"frame_id\"]]\n",
    "    .groupby((\"burst_id_jpl\"))\n",
    "    .count()\n",
    "    .rename({\"frame_id\": \"date_count\"}, axis=1)\n",
    ")\n",
    "\n",
    "df_selected_bursts_grouped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d91d08f5-cc68-40ee-876e-445249e2757b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>burst_id_jpl</th>\n",
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       "      <th>geometry</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1653</td>\n",
       "      <td>t007_013218_iw1</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON (((-157.82827 55.48763, -157.1283...</td>\n",
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       "    <tr>\n",
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       "      <td>1653</td>\n",
       "      <td>t007_013222_iw3</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON (((-155.37657 56.54824, -154.7210...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1653</td>\n",
       "      <td>t007_013225_iw2</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON (((-156.93933 56.84940, -156.1855...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   frame_id     burst_id_jpl orbit_pass  \\\n",
       "0      1653  t007_013218_iw1  ASCENDING   \n",
       "1      1653  t007_013222_iw3  ASCENDING   \n",
       "2      1653  t007_013225_iw2  ASCENDING   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-157.82827 55.48763, -157.1283...  \n",
       "1  MULTIPOLYGON (((-155.37657 56.54824, -154.7210...  \n",
       "2  MULTIPOLYGON (((-156.93933 56.84940, -156.1855...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_burst_geoms = gpd.read_file(\"na_bursts_with_geom.geojson.zip\")\n",
    "df_burst_geoms.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a02f2b4d-8fb0-4679-9bf9-1390448533d8",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>burst_id_jpl</th>\n",
       "      <th>date_count</th>\n",
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       "      <th>orbit_pass</th>\n",
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       "      <td>MULTIPOLYGON (((-77.59315 33.46137, -77.11728 ...</td>\n",
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       "    <tr>\n",
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       "      <td>186</td>\n",
       "      <td>831</td>\n",
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       "      <td>MULTIPOLYGON (((-76.71825 33.66354, -76.22176 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>t004_006641_iw3</td>\n",
       "      <td>186</td>\n",
       "      <td>831</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON (((-75.79204 33.85517, -75.35592 ...</td>\n",
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       "      <th>3</th>\n",
       "      <td>t004_006642_iw1</td>\n",
       "      <td>186</td>\n",
       "      <td>831</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>MULTIPOLYGON (((-77.63169 33.62745, -77.15485 ...</td>\n",
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       "      <th>4</th>\n",
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       "      <td>186</td>\n",
       "      <td>831</td>\n",
       "      <td>ASCENDING</td>\n",
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      ],
      "text/plain": [
       "      burst_id_jpl  date_count  frame_id orbit_pass  \\\n",
       "0  t004_006641_iw1         186       831  ASCENDING   \n",
       "1  t004_006641_iw2         186       831  ASCENDING   \n",
       "2  t004_006641_iw3         186       831  ASCENDING   \n",
       "3  t004_006642_iw1         186       831  ASCENDING   \n",
       "4  t004_006642_iw2         186       831  ASCENDING   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-77.59315 33.46137, -77.11728 ...  \n",
       "1  MULTIPOLYGON (((-76.71825 33.66354, -76.22176 ...  \n",
       "2  MULTIPOLYGON (((-75.79204 33.85517, -75.35592 ...  \n",
       "3  MULTIPOLYGON (((-77.63169 33.62745, -77.15485 ...  \n",
       "4  MULTIPOLYGON (((-76.75500 33.82960, -76.25752 ...  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_burst_count = pd.merge(df_selected_bursts_grouped, df_burst_geoms, on=\"burst_id_jpl\")\n",
    "df_burst_count = gpd.GeoDataFrame(df_burst_count, geometry=\"geometry\")\n",
    "df_burst_count.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "de0c425f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>831</td>\n",
       "      <td>POLYGON ((-77.63462 33.64007, -77.67350 33.807...</td>\n",
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       "      <td>ASCENDING</td>\n",
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       "      <th>1</th>\n",
       "      <td>832</td>\n",
       "      <td>POLYGON ((-77.94234 34.97052, -77.98167 35.136...</td>\n",
       "      <td>387</td>\n",
       "      <td>ASCENDING</td>\n",
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       "      <th>2</th>\n",
       "      <td>833</td>\n",
       "      <td>POLYGON ((-78.25450 36.29876, -78.29421 36.463...</td>\n",
       "      <td>402</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>834</td>\n",
       "      <td>POLYGON ((-78.57216 37.62689, -78.61245 37.791...</td>\n",
       "      <td>399</td>\n",
       "      <td>ASCENDING</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>835</td>\n",
       "      <td>POLYGON ((-78.89565 38.95445, -78.93684 39.119...</td>\n",
       "      <td>394</td>\n",
       "      <td>ASCENDING</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>46541</td>\n",
       "      <td>POLYGON ((-134.76723 56.39017, -135.42777 56.4...</td>\n",
       "      <td>284</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>46542</td>\n",
       "      <td>POLYGON ((-135.18571 55.07265, -135.82487 55.1...</td>\n",
       "      <td>271</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>46543</td>\n",
       "      <td>POLYGON ((-135.58757 53.75420, -136.20699 53.8...</td>\n",
       "      <td>264</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>46799</td>\n",
       "      <td>MULTIPOLYGON (((-151.98765 70.03128, -153.1816...</td>\n",
       "      <td>2</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>46800</td>\n",
       "      <td>POLYGON ((-149.95093 69.73885, -150.09686 69.5...</td>\n",
       "      <td>1</td>\n",
       "      <td>DESCENDING</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1433 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      frame_id                                           geometry  date_count  \\\n",
       "0          831  POLYGON ((-77.63462 33.64007, -77.67350 33.807...         186   \n",
       "1          832  POLYGON ((-77.94234 34.97052, -77.98167 35.136...         387   \n",
       "2          833  POLYGON ((-78.25450 36.29876, -78.29421 36.463...         402   \n",
       "3          834  POLYGON ((-78.57216 37.62689, -78.61245 37.791...         399   \n",
       "4          835  POLYGON ((-78.89565 38.95445, -78.93684 39.119...         394   \n",
       "...        ...                                                ...         ...   \n",
       "1428     46541  POLYGON ((-134.76723 56.39017, -135.42777 56.4...         284   \n",
       "1429     46542  POLYGON ((-135.18571 55.07265, -135.82487 55.1...         271   \n",
       "1430     46543  POLYGON ((-135.58757 53.75420, -136.20699 53.8...         264   \n",
       "1431     46799  MULTIPOLYGON (((-151.98765 70.03128, -153.1816...           2   \n",
       "1432     46800  POLYGON ((-149.95093 69.73885, -150.09686 69.5...           1   \n",
       "\n",
       "      orbit_pass  path_number  \n",
       "0      ASCENDING            4  \n",
       "1      ASCENDING            4  \n",
       "2      ASCENDING            4  \n",
       "3      ASCENDING            4  \n",
       "4      ASCENDING            4  \n",
       "...          ...          ...  \n",
       "1428  DESCENDING          174  \n",
       "1429  DESCENDING          174  \n",
       "1430  DESCENDING          174  \n",
       "1431  DESCENDING          175  \n",
       "1432  DESCENDING          175  \n",
       "\n",
       "[1433 rows x 5 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Aggregate burst-wise polygons\n",
    "frame_based = df_burst_count.dissolve(by='frame_id').reset_index()\n",
    "frame_based[\"path_number\"] = frame_based.burst_id_jpl.str[1:4].astype(int)\n",
    "frame_based = frame_based.drop(columns='burst_id_jpl')\n",
    "frame_based"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45f2dd42-3164-4ed8-98bf-f82ad28a51c7",
   "metadata": {},
   "source": [
    "# View Ascending Frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9bf12ea4-f24e-4fc3-b223-877e9a2bf357",
   "metadata": {},
   "outputs": [
    {
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       "            var tile_layer_ffc86c683ebda11b15de1354c756d46c = L.tileLayer(\n",
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       "                {&quot;attribution&quot;: &quot;Tiles \\u0026copy; Esri \\u0026mdash; Source: Esri, i-cubed, USDA, USGS, AEX, GeoEye, Getmapping, Aerogrid, IGN, IGP, UPR-EGP, and the GIS User Community&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",
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       "    \n",
       "            tile_layer_ffc86c683ebda11b15de1354c756d46c.addTo(map_91e88b43b65760f8c5c89dcaf57f6e8a);\n",
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       "            let style = geo_json_616563e858d82937c123060f632536ca_styler(feature)\n",
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       "        var geo_json_616563e858d82937c123060f632536ca = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_616563e858d82937c123060f632536ca_onEachFeature,\n",
       "            \n",
       "                style: geo_json_616563e858d82937c123060f632536ca_styler,\n",
       "                pointToLayer: geo_json_616563e858d82937c123060f632536ca_pointToLayer,\n",
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       "        function geo_json_616563e858d82937c123060f632536ca_add (data) {\n",
       "            geo_json_616563e858d82937c123060f632536ca\n",
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[-168.90081427413233, 58.125936471234766], [-168.900785, 58.125939], [-168.8950060883067, 58.105922984236656], [-168.889241, 58.086058], [-168.88927011556308, 58.08605569313614], [-168.85325119863705, 57.961299467875655], [-168.853222, 57.961302], [-168.84739760528484, 57.94102478242827], [-168.841738, 57.921422], [-168.84176628796425, 57.92141975012711], [-168.8059274916005, 57.796649519584875], [-168.805899, 57.796652], [-168.80016260629574, 57.77657947980953], [-168.794474, 57.756775], [-168.7945021713095, 57.756772750807635], [-168.75884119587576, 57.63198953572347], [-168.758813, 57.631992], [-168.75304788336973, 57.61171784792756], [-168.747446, 57.592116], [-168.74747331917345, 57.59211381048987], [-168.700649, 57.427447], [-168.70462945580604, 57.427126753432816], [-168.6692958421647, 57.302297634901805], [-168.669269, 57.3023], [-168.66365932583062, 57.28238454668186], [-168.658019, 57.262458], [-168.65804591442156, 57.26245582542344], [-168.611657, 57.097766], [-169.251373, 57.045881], [-169.87250646539937, 56.99203438951784], [-169.854973, 56.936484], [-170.567555, 56.870364], [-171.2772637942963, 56.799975737744525], [-171.253732, 56.733472], [-171.922166, 56.663685], [-172.640816, 56.584169], [-172.710850764616, 56.76286576059541]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1384&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date_count&quot;: 298, &quot;frame_id&quot;: 44881, &quot;orbit_pass&quot;: &quot;ASCENDING&quot;, &quot;path_number&quot;: 168}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-174.37834, 59.20863, -169.374299, 61.252429], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-173.78591266687405, 59.38697152464286], [-173.85816149737002, 59.55086189535985], [-173.9307534617857, 59.71429599016263], [-174.010642, 59.892793], [-174.00367942424452, 59.89356992979328], [-174.07078593037917, 60.0424313689243], [-174.14510466518252, 60.20602035618683], [-174.21983218658062, 60.36922976035133], [-174.29541129962652, 60.53300175691518], [-174.37834, 60.711275], [-173.572268, 60.800148], [-172.87193011443748, 60.87307620029363], [-172.891689, 60.920304], [-172.045561, 61.002795], [-171.29341680956972, 61.07130250835929], [-171.31526, 61.130582], [-170.56828, 61.194646], [-169.847419, 61.252429], [-169.7945300589459, 61.088020776391915], [-169.79449, 61.088024], [-169.7880336922054, 61.06782645798766], [-169.781674, 61.048057], [-169.78171329641646, 61.0480540952778], [-169.7419311254105, 60.92360183931403], [-169.741892, 60.923605], [-169.73548139703928, 60.9034248799914], [-169.729157, 60.88364], [-169.72919544352916, 60.883637147545734], [-169.6896563447974, 60.7591708902644], [-169.689618, 60.759174], [-169.68328521890268, 60.73911504123848], [-169.676962, 60.71921], [-169.67700013418647, 60.71920715981985], [-169.6377006847916, 60.59472693183642], [-169.637663, 60.59473], [-169.6313507326332, 60.57461358407867], [-169.625085, 60.554767], [-169.62512226084888, 60.55476421432197], [-169.58605758724318, 60.43026992781342], [-169.58602, 60.430273], [-169.5796759103953, 60.40993231245479], [-169.573519, 60.390311], [-169.57355533732405, 60.39030827304198], [-169.52226, 60.225843], [-169.5263823250587, 60.225532460192845], [-169.48775593666272, 60.10099403856523], [-169.48772, 60.100997], [-169.48149903456266, 60.08082066113657], [-169.475372, 60.061066], [-169.4754072623876, 60.06106333232306], [-169.43700039558775, 59.9364990718329], [-169.436965, 59.936502], [-169.43077357600288, 59.916303746324154], [-169.42469, 59.896573], [-169.4247246516352, 59.896570368525886], [-169.374299, 59.732067], [-170.063718, 59.679513], [-170.73154382719756, 59.62477330064434], [-170.712307, 59.569328], [-171.479575, 59.501674], [-172.24238582393215, 59.429397721976414], [-172.216345, 59.363024], [-172.935285, 59.290996], [-173.70788, 59.20863], [-173.78591266687405, 59.38697152464286]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1385&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date_count&quot;: 145, &quot;frame_id&quot;: 44883, &quot;orbit_pass&quot;: &quot;ASCENDING&quot;, &quot;path_number&quot;: 168}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-174.455039, 60.518282, -169.781674, 61.416821], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-173.485347, 60.602385], [-174.288564, 60.518282], [-174.37146631931768, 60.69649853127869], [-174.455039, 60.874719], [-173.644839, 60.963843], [-172.94090006265486, 61.03695864125954], [-172.960808, 61.08418], [-172.110299, 61.166864], [-171.35423935566666, 61.23551037208662], [-171.376236, 61.294784], [-170.62534, 61.358959], [-169.900683, 61.416821], [-169.84745888840894, 61.25242580261252], [-169.847419, 61.252429], [-169.84104162083992, 61.232604561127], [-169.83452, 61.212461], [-169.83456062009228, 61.21245800876871], [-169.781674, 61.048057], [-170.499467, 60.994999], [-171.19410562066165, 60.939616663686955], [-171.173834, 60.884229], [-171.972268, 60.815571], [-172.7652567586281, 60.74209709115178], [-172.737697, 60.675799], [-173.485347, 60.602385]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1386&quot;, &quot;properties&quot;: {&quot;__folium_color&quot;: &quot;red&quot;, &quot;date_count&quot;: 290, &quot;frame_id&quot;: 44884, &quot;orbit_pass&quot;: &quot;ASCENDING&quot;, &quot;path_number&quot;: 168}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_616563e858d82937c123060f632536ca.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;frame_id&quot;, &quot;date_count&quot;, &quot;orbit_pass&quot;, &quot;path_number&quot;];\n",
       "    let aliases = [&quot;frame_id&quot;, &quot;date_count&quot;, &quot;orbit_pass&quot;, &quot;path_number&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",
       "            geo_json_616563e858d82937c123060f632536ca.addTo(map_91e88b43b65760f8c5c89dcaf57f6e8a);\n",
       "        \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 0x1be661e50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame_based[frame_based.orbit_pass == \"ASCENDING\"].explore(tiles=tiles, color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bae98fee",
   "metadata": {},
   "source": [
    "# View Descending Frames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f59090d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_633fdeaf9589ec02998b6ba4ef006892 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumtooltip {\n",
       "                            \n",
       "                        }\n",
       "                       .foliumtooltip table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumtooltip tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_633fdeaf9589ec02998b6ba4ef006892&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_633fdeaf9589ec02998b6ba4ef006892 = L.map(\n",
       "                &quot;map_633fdeaf9589ec02998b6ba4ef006892&quot;,\n",
       "                {\n",
       "                    center: [38.9020205, 0.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_633fdeaf9589ec02998b6ba4ef006892);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_a666c010999c56e44eb72ea95b65dfb5 = L.tileLayer(\n",
       "                &quot;https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Tiles \\u0026copy; Esri \\u0026mdash; Source: Esri, i-cubed, USDA, USGS, AEX, GeoEye, Getmapping, Aerogrid, IGN, IGP, UPR-EGP, and the GIS User Community&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",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_a666c010999c56e44eb72ea95b65dfb5.addTo(map_633fdeaf9589ec02998b6ba4ef006892);\n",
       "        \n",
       "    \n",
       "            map_633fdeaf9589ec02998b6ba4ef006892.fitBounds(\n",
       "                [[6.015095, -180.0], [71.788946, 180.0]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_533e6ab1ea8260a7af186a7293450ea7_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_533e6ab1ea8260a7af186a7293450ea7_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_533e6ab1ea8260a7af186a7293450ea7_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_533e6ab1ea8260a7af186a7293450ea7_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_533e6ab1ea8260a7af186a7293450ea7_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_533e6ab1ea8260a7af186a7293450ea7.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_533e6ab1ea8260a7af186a7293450ea7_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_533e6ab1ea8260a7af186a7293450ea7 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_533e6ab1ea8260a7af186a7293450ea7_onEachFeature,\n",
       "            \n",
       "                style: geo_json_533e6ab1ea8260a7af186a7293450ea7_styler,\n",
       "                pointToLayer: geo_json_533e6ab1ea8260a7af186a7293450ea7_pointToLayer,\n",
       "        });\n",
       "\n",
       "        function geo_json_533e6ab1ea8260a7af186a7293450ea7_add (data) {\n",
       "            geo_json_533e6ab1ea8260a7af186a7293450ea7\n",
       "                .addData(data);\n",
       "        }\n",
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[-148.96951084373143, 70.86213288170606], [-149.11666632035525, 70.70209832234687], [-149.275001, 70.527362], [-150.441813, 70.636334], [-151.46364003479394, 70.72437813672431], [-151.500137, 70.678256], [-152.730973, 70.776576]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;1431&quot;, &quot;properties&quot;: {&quot;date_count&quot;: 2, &quot;frame_id&quot;: 46799, &quot;orbit_pass&quot;: &quot;DESCENDING&quot;, &quot;path_number&quot;: 175}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-156.536077, 69.563635, -149.665153, 70.48303], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-149.950931279056, 69.7388521484398], [-150.096856, 69.563635], [-151.213536, 69.668819], [-152.19117305723523, 69.753918431882], [-152.224876, 69.707669], [-153.401046, 69.802774], [-154.45370019208593, 69.88025929533295], [-154.489834, 69.821837], [-155.529931, 69.89164], [-156.536077, 69.952869], [-156.45118623894842, 70.11626255296912], [-156.451309, 70.11627], [-156.44084085243134, 70.13617484305732], [-156.430375, 70.156319], [-156.43025110257403, 70.1563109089222], [-156.3653935640859, 70.27963541464018], [-156.365519, 70.279643], [-156.35496374374756, 70.2994673797122], [-156.344329, 70.319689], [-156.34420140281614, 70.31968069600829], [-156.257228, 70.48303], [-155.227994, 70.416278], [-154.23140434724684, 70.34550903011117], [-154.196399, 70.400691], [-153.053631, 70.31285], [-151.9196217076337, 70.2176043098674], [-151.870313, 70.283444], [-150.804624, 70.186456], [-149.665153, 70.074854], [-149.8153046427679, 69.8994795928559], [-149.950931279056, 69.7388521484398]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;1432&quot;, &quot;properties&quot;: {&quot;date_count&quot;: 1, &quot;frame_id&quot;: 46800, &quot;orbit_pass&quot;: &quot;DESCENDING&quot;, &quot;path_number&quot;: 175}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_533e6ab1ea8260a7af186a7293450ea7.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;frame_id&quot;, &quot;date_count&quot;, &quot;orbit_pass&quot;, &quot;path_number&quot;];\n",
       "    let aliases = [&quot;frame_id&quot;, &quot;date_count&quot;, &quot;orbit_pass&quot;, &quot;path_number&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",
       "            geo_json_533e6ab1ea8260a7af186a7293450ea7.addTo(map_633fdeaf9589ec02998b6ba4ef006892);\n",
       "        \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 0x1beead810>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame_based[frame_based.orbit_pass == \"DESCENDING\"].explore(tiles=tiles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a96bf76",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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    "name": "ipython",
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