{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5680ff45",
   "metadata": {},
   "source": [
    "# `geopandas`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "746e0170",
   "metadata": {},
   "source": [
    ":::{admonition} Lesson Content\n",
    ":class: note, dropdown\n",
    "\n",
    "- `geopandas` vs. `pandas`\n",
    "- spatial data operations\n",
    "- reprojecting to meters\n",
    "- filtering a geodataframe by a vector\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f3d9efd",
   "metadata": {},
   "source": [
    "## Context\n",
    "\n",
    "🐼➕🌐 = 🚀🎉❤️\n",
    "\n",
    "We've used `pandas` to help us get the most out of our csv and excel data.  We talked yesterday about how spatial data is stored and organized.  Today we combine both worlds with `geopandas`, an extenions of `pandas` specific to spatial data.\n",
    "\n",
    "Just like how we saw that converting datetime strings to Python datetime objects, converting our latitudes and longitudes to points allows us to use a world more of spatial data analysis techniques.  It's so exciting!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee7e6c8b",
   "metadata": {},
   "source": [
    "## `geopandas`\n",
    "\n",
    "GeoPandas is an extension of Pandas. GeoDataFrames have the same row, column structure with indexes that are accessed in the same way as Pandas. The difference is that they also have a `geometry` column.\n",
    "\n",
    "![Geodataframe](./images/geodataframe.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4649f43a",
   "metadata": {},
   "source": [
    "Let's look at an example geodataframe that comes pre-loaded on geopandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f63156ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "53e7cb88",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/p8/985fq4dx1356qtcv5dd4zgyr0000gn/T/ipykernel_17022/309957874.py:1: FutureWarning: The geopandas.dataset module is deprecated and will be removed in GeoPandas 1.0. You can get the original 'naturalearth_lowres' data from https://www.naturalearthdata.com/downloads/110m-cultural-vectors/.\n",
      "  gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n"
     ]
    },
    {
     "data": {
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       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pop_est</th>\n",
       "      <th>continent</th>\n",
       "      <th>name</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>889953.0</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>5496</td>\n",
       "      <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>58005463.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>63177</td>\n",
       "      <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603253.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>W. Sahara</td>\n",
       "      <td>ESH</td>\n",
       "      <td>907</td>\n",
       "      <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>37589262.0</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1736425</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>328239523.0</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>USA</td>\n",
       "      <td>21433226</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>6944975.0</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>SRB</td>\n",
       "      <td>51475</td>\n",
       "      <td>POLYGON ((18.82982 45.90887, 18.82984 45.90888...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>622137.0</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Montenegro</td>\n",
       "      <td>MNE</td>\n",
       "      <td>5542</td>\n",
       "      <td>POLYGON ((20.07070 42.58863, 19.80161 42.50009...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1794248.0</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>-99</td>\n",
       "      <td>7926</td>\n",
       "      <td>POLYGON ((20.59025 41.85541, 20.52295 42.21787...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1394973.0</td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TTO</td>\n",
       "      <td>24269</td>\n",
       "      <td>POLYGON ((-61.68000 10.76000, -61.10500 10.890...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>11062113.0</td>\n",
       "      <td>Africa</td>\n",
       "      <td>S. Sudan</td>\n",
       "      <td>SSD</td>\n",
       "      <td>11998</td>\n",
       "      <td>POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 6 columns</p>\n",
       "</div>"
      ],
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       "         pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
       "0       889953.0        Oceania                      Fiji    FJI        5496   \n",
       "1     58005463.0         Africa                  Tanzania    TZA       63177   \n",
       "2       603253.0         Africa                 W. Sahara    ESH         907   \n",
       "3     37589262.0  North America                    Canada    CAN     1736425   \n",
       "4    328239523.0  North America  United States of America    USA    21433226   \n",
       "..           ...            ...                       ...    ...         ...   \n",
       "172    6944975.0         Europe                    Serbia    SRB       51475   \n",
       "173     622137.0         Europe                Montenegro    MNE        5542   \n",
       "174    1794248.0         Europe                    Kosovo    -99        7926   \n",
       "175    1394973.0  North America       Trinidad and Tobago    TTO       24269   \n",
       "176   11062113.0         Africa                  S. Sudan    SSD       11998   \n",
       "\n",
       "                                              geometry  \n",
       "0    MULTIPOLYGON (((180.00000 -16.06713, 180.00000...  \n",
       "1    POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...  \n",
       "2    POLYGON ((-8.66559 27.65643, -8.66512 27.58948...  \n",
       "3    MULTIPOLYGON (((-122.84000 49.00000, -122.9742...  \n",
       "4    MULTIPOLYGON (((-122.84000 49.00000, -120.0000...  \n",
       "..                                                 ...  \n",
       "172  POLYGON ((18.82982 45.90887, 18.82984 45.90888...  \n",
       "173  POLYGON ((20.07070 42.58863, 19.80161 42.50009...  \n",
       "174  POLYGON ((20.59025 41.85541, 20.52295 42.21787...  \n",
       "175  POLYGON ((-61.68000 10.76000, -61.10500 10.890...  \n",
       "176  POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...  \n",
       "\n",
       "[177 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51e9d1e3",
   "metadata": {},
   "source": [
    "What is the data type of the `geometry` column? It's shapely objects! They are Polygons, like we say yesterday in the Spatial Data lecture."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7309910d",
   "metadata": {},
   "source": [
    "## Converting our `pandas` dataframe to a GeoDataFrame\n",
    "\n",
    "geodataframe = pandas dataframe + geometry column of shapely objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2fa1725b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import numpy as np\n",
    "\n",
    "# This line shortens the output\n",
    "pd.set_option('display.max_rows', 10)\n",
    "pd.set_option('display.max_columns', 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d32ec86e",
   "metadata": {},
   "source": [
    "_This dataset holds data from the firex campaign. We will be using just a few columns for this lesson._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "282f0b84",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "firex_filepath = \"./data/Copy of SARP 2009 to 2020 sent to Alex with plotting.xlsx\"\n",
    "firex = pd.read_excel(firex_filepath, 'data')\n",
    "firex = firex[['Can#', 'Jday', 'Latitude', 'Longitude', 'State', 'CH4 (ppmv)',\n",
    "       'CO (ppbv)', 'CO2_ppm', 'OCS (MS)', 'DMS (MS)']].iloc[:4490]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "100befdc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Can#</th>\n",
       "      <th>Jday</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>...</th>\n",
       "      <th>CO (ppbv)</th>\n",
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       "      <td>14.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>202.0</td>\n",
       "      <td>35.346667</td>\n",
       "      <td>-119.381667</td>\n",
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       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>11.9</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>202.0</td>\n",
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       "      <td>-119.433333</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>487.0</td>\n",
       "      <td>17.4</td>\n",
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       "    <tr>\n",
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       "      <th>4485</th>\n",
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       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4486</th>\n",
       "      <td>5028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>5.5</td>\n",
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       "    <tr>\n",
       "      <th>4487</th>\n",
       "      <td>5017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>8.6</td>\n",
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       "    <tr>\n",
       "      <th>4488</th>\n",
       "      <td>5091</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>3.9</td>\n",
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       "    <tr>\n",
       "      <th>4489</th>\n",
       "      <td>5046</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4490 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Can#   Jday   Latitude   Longitude  ... CO (ppbv)  CO2_ppm  OCS (MS)  \\\n",
       "0     8198  202.0  35.000000 -118.943333  ...    -999.0   -999.0     518.0   \n",
       "1     7167  202.0  35.081667 -119.101000  ...    -999.0   -999.0     519.0   \n",
       "2     6354  202.0  35.170000 -119.233333  ...    -999.0   -999.0     495.0   \n",
       "3     7226  202.0  35.346667 -119.381667  ...    -999.0   -999.0     505.0   \n",
       "4     6269  202.0  35.438333 -119.433333  ...    -999.0   -999.0     487.0   \n",
       "...    ...    ...        ...         ...  ...       ...      ...       ...   \n",
       "4485  5090    NaN  29.717200  -95.341600  ...    -999.0   -999.0     553.0   \n",
       "4486  5028    NaN  29.717200  -95.341600  ...    -999.0   -999.0     528.0   \n",
       "4487  5017    NaN  29.717200  -95.341600  ...    -999.0   -999.0     583.0   \n",
       "4488  5091    NaN  29.717200  -95.341600  ...    -999.0   -999.0     534.0   \n",
       "4489  5046    NaN  29.717200  -95.341600  ...    -999.0   -999.0     530.0   \n",
       "\n",
       "      DMS (MS)  \n",
       "0       -888.0  \n",
       "1       -888.0  \n",
       "2         14.0  \n",
       "3         11.9  \n",
       "4         17.4  \n",
       "...        ...  \n",
       "4485       4.0  \n",
       "4486       5.5  \n",
       "4487       8.6  \n",
       "4488       3.9  \n",
       "4489       9.1  \n",
       "\n",
       "[4490 rows x 10 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "firex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "867f47b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop columns where Latitude or Longitude are nan\n",
    "firex = firex[firex['Longitude'].notna()]\n",
    "# Replace both nan values with np.nan\n",
    "firex = firex.replace({-999: np.nan, -888: np.nan})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d085b57",
   "metadata": {},
   "source": [
    "If you have string latitude and longitude columns (as in this dataframe) there is a function prebuilt for that common case: `gpd.points_from_xy()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0b99379c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "  <POINT (-119.233 35.17)>, <POINT (-119.382 35.347)>,\n",
       " <POINT (-119.433 35.438)>, <POINT (-119.433 35.567)>,\n",
       " <POINT (-119.442 35.657)>,  <POINT (-119.45 35.757)>,\n",
       " <POINT (-119.457 35.857)>,  <POINT (-119.45 35.958)>,\n",
       " ...\n",
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       "  <POINT (-95.342 29.717)>,  <POINT (-95.342 29.717)>,\n",
       "  <POINT (-95.342 29.717)>,  <POINT (-95.342 29.717)>,\n",
       "  <POINT (-95.342 29.717)>,  <POINT (-95.342 29.717)>,\n",
       "  <POINT (-95.342 29.717)>,  <POINT (-95.342 29.717)>]\n",
       "Length: 4405, dtype: geometry"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gpd.points_from_xy(firex['Longitude'], firex['Latitude'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "773341e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "geoFIREX = gpd.GeoDataFrame(\n",
    "    firex, geometry=gpd.points_from_xy(firex['Longitude'], firex['Latitude']), \n",
    "    crs='epsg:4326')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "168688b3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Can#</th>\n",
       "      <th>Jday</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>...</th>\n",
       "      <th>CO2_ppm</th>\n",
       "      <th>OCS (MS)</th>\n",
       "      <th>DMS (MS)</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8198</td>\n",
       "      <td>202.0</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>-118.943333</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>518.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-118.94333 35.00000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7167</td>\n",
       "      <td>202.0</td>\n",
       "      <td>35.081667</td>\n",
       "      <td>-119.101000</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>519.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-119.10100 35.08167)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6354</td>\n",
       "      <td>202.0</td>\n",
       "      <td>35.170000</td>\n",
       "      <td>-119.233333</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>495.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>POINT (-119.23333 35.17000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7226</td>\n",
       "      <td>202.0</td>\n",
       "      <td>35.346667</td>\n",
       "      <td>-119.381667</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>505.0</td>\n",
       "      <td>11.9</td>\n",
       "      <td>POINT (-119.38167 35.34667)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6269</td>\n",
       "      <td>202.0</td>\n",
       "      <td>35.438333</td>\n",
       "      <td>-119.433333</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>487.0</td>\n",
       "      <td>17.4</td>\n",
       "      <td>POINT (-119.43333 35.43833)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4485</th>\n",
       "      <td>5090</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>553.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>POINT (-95.34160 29.71720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4486</th>\n",
       "      <td>5028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>528.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>POINT (-95.34160 29.71720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4487</th>\n",
       "      <td>5017</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>583.0</td>\n",
       "      <td>8.6</td>\n",
       "      <td>POINT (-95.34160 29.71720)</td>\n",
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       "    <tr>\n",
       "      <th>4488</th>\n",
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       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>534.0</td>\n",
       "      <td>3.9</td>\n",
       "      <td>POINT (-95.34160 29.71720)</td>\n",
       "    </tr>\n",
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       "      <th>4489</th>\n",
       "      <td>5046</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.717200</td>\n",
       "      <td>-95.341600</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>530.0</td>\n",
       "      <td>9.1</td>\n",
       "      <td>POINT (-95.34160 29.71720)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4405 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Can#   Jday   Latitude   Longitude  ... CO2_ppm  OCS (MS)  DMS (MS)  \\\n",
       "0     8198  202.0  35.000000 -118.943333  ...     NaN     518.0       NaN   \n",
       "1     7167  202.0  35.081667 -119.101000  ...     NaN     519.0       NaN   \n",
       "2     6354  202.0  35.170000 -119.233333  ...     NaN     495.0      14.0   \n",
       "3     7226  202.0  35.346667 -119.381667  ...     NaN     505.0      11.9   \n",
       "4     6269  202.0  35.438333 -119.433333  ...     NaN     487.0      17.4   \n",
       "...    ...    ...        ...         ...  ...     ...       ...       ...   \n",
       "4485  5090    NaN  29.717200  -95.341600  ...     NaN     553.0       4.0   \n",
       "4486  5028    NaN  29.717200  -95.341600  ...     NaN     528.0       5.5   \n",
       "4487  5017    NaN  29.717200  -95.341600  ...     NaN     583.0       8.6   \n",
       "4488  5091    NaN  29.717200  -95.341600  ...     NaN     534.0       3.9   \n",
       "4489  5046    NaN  29.717200  -95.341600  ...     NaN     530.0       9.1   \n",
       "\n",
       "                         geometry  \n",
       "0     POINT (-118.94333 35.00000)  \n",
       "1     POINT (-119.10100 35.08167)  \n",
       "2     POINT (-119.23333 35.17000)  \n",
       "3     POINT (-119.38167 35.34667)  \n",
       "4     POINT (-119.43333 35.43833)  \n",
       "...                           ...  \n",
       "4485   POINT (-95.34160 29.71720)  \n",
       "4486   POINT (-95.34160 29.71720)  \n",
       "4487   POINT (-95.34160 29.71720)  \n",
       "4488   POINT (-95.34160 29.71720)  \n",
       "4489   POINT (-95.34160 29.71720)  \n",
       "\n",
       "[4405 rows x 11 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREX"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1045afe9",
   "metadata": {},
   "source": [
    ":::{admonition} 📝 Check your understanding\n",
    ":class: tip\n",
    "\n",
    "What is the datatype of the `geometry` column?\n",
    "\n",
    "A) integer\n",
    "\n",
    "B) datetime\n",
    "\n",
    "C) float\n",
    "\n",
    "D) shapely Point\n",
    "\n",
    "E) list\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc035442",
   "metadata": {},
   "source": [
    "## Spatial data operations\n",
    "\n",
    "By using `shapely` points we get the advantages of spatial operations built into our DataFrame.\n",
    "\n",
    "Example question: _How far are all of my data points from Mt. St. Helens?_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c6cab6de",
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6c1a3f78",
   "metadata": {},
   "outputs": [],
   "source": [
    "mt_st_helens = Point(-122.1956, 46.1914)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "12d5ff02",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/p8/985fq4dx1356qtcv5dd4zgyr0000gn/T/ipykernel_17022/3190452269.py:1: UserWarning: Geometry is in a geographic CRS. Results from 'distance' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  geoFIREX['geometry'].distance(mt_st_helens)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0       11.654384\n",
       "1       11.532681\n",
       "2       11.412549\n",
       "3       11.203859\n",
       "4       11.102187\n",
       "          ...    \n",
       "4485    31.504549\n",
       "4486    31.504549\n",
       "4487    31.504549\n",
       "4488    31.504549\n",
       "4489    31.504549\n",
       "Length: 4405, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREX['geometry'].distance(mt_st_helens)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ef182a1",
   "metadata": {},
   "source": [
    "### Reprojecting to meters\n",
    "\n",
    "Reprojecting a GeoDataFrame is really smooth, it only takes one `.to_crs()` method.  The only thing to be careful of is to make sure first that you have a crs set for your dataframe.  If you don't and your points are in lat/lon then EPSG:4326 is the CRS you should give it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9af06b79",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the CRS, if you didn't do it when you read in the data\n",
    "geoFIREX = geoFIREX.set_crs(epsg=4326)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "db3288f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPSG:4326\n"
     ]
    }
   ],
   "source": [
    "print(geoFIREX.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4d3ac1a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       POINT (-118.94333 35.00000)\n",
       "1       POINT (-119.10100 35.08167)\n",
       "2       POINT (-119.23333 35.17000)\n",
       "3       POINT (-119.38167 35.34667)\n",
       "4       POINT (-119.43333 35.43833)\n",
       "                   ...             \n",
       "4485     POINT (-95.34160 29.71720)\n",
       "4486     POINT (-95.34160 29.71720)\n",
       "4487     POINT (-95.34160 29.71720)\n",
       "4488     POINT (-95.34160 29.71720)\n",
       "4489     POINT (-95.34160 29.71720)\n",
       "Name: geometry, Length: 4405, dtype: geometry"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREX['geometry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e210237a",
   "metadata": {},
   "outputs": [],
   "source": [
    "geoFIREXprojcrs = geoFIREX.to_crs(epsg=3857)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "83132239",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       13879.867483\n",
       "1       13899.942512\n",
       "2       13917.606473\n",
       "3       13940.611137\n",
       "4       13949.878850\n",
       "            ...     \n",
       "4485    11165.245602\n",
       "4486    11165.245602\n",
       "4487    11165.245602\n",
       "4488    11165.245602\n",
       "4489    11165.245602\n",
       "Length: 4405, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREXprojcrs['geometry'].distance(mt_st_helens) / 1000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "955a383c",
   "metadata": {},
   "source": [
    ":::{admonition} 📝 Check your understanding\n",
    ":class: tip\n",
    "\n",
    "Define a shapely point that represents the SARP Conference room. Calculate the distance from the SARP conference room to each point in the FIREX dataset.\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "870bfa44",
   "metadata": {},
   "source": [
    ":::{admonition} 📝 Check your understanding\n",
    ":class: tip\n",
    "\n",
    "Say I run the block of code `geoFIREX.to_crs(epsg=3857)` and get the following error:\n",
    "\n",
    "`ValueError: Cannot transform naive geometries.  Please set a crs on the object first.`\n",
    "\n",
    "What is likely my problem?\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16f5d095",
   "metadata": {},
   "source": [
    "## Quick Plots\n",
    "\n",
    "One great feature of the geodataframes is that they have a `.plot()` method that can be used to view the general distribution of data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a51d3e39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "geoFIREX.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63da946d",
   "metadata": {},
   "source": [
    "You can use `matplotlib` arguments to begin to modify your graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d99734c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "geoFIREX.plot(column='CO2_ppm', legend=True, vmax=480)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88ef3228",
   "metadata": {},
   "source": [
    "Another built-in method for viewing data is `.explore()`. In order to use `.explore()` the dataframe must have a CRS set. For more features with the `.explore()` method check out [the geopandas user guide](https://geopandas.org/en/stable/docs/user_guide/interactive_mapping.html). You can see the available basemaps on [the docs page](https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.explore.html) for `.explore()` under the `tiles` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c785a614",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                        .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_8f16cc48d0461842926b6c565549805b&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_8f16cc48d0461842926b6c565549805b = L.map(\n",
       "                &quot;map_8f16cc48d0461842926b6c565549805b&quot;,\n",
       "                {\n",
       "                    center: [37.430261, -96.6449],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_8f16cc48d0461842926b6c565549805b);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_51f39d83db3491e43c68639484733580 = L.tileLayer(\n",
       "                &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_8f16cc48d0461842926b6c565549805b);\n",
       "        \n",
       "    \n",
       "            map_8f16cc48d0461842926b6c565549805b.fitBounds(\n",
       "                [[26.0851, -123.2749], [48.775422, -70.0149]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_fd158b651ba55c6f07c7051edef3b479_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_fd158b651ba55c6f07c7051edef3b479_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_fd158b651ba55c6f07c7051edef3b479_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_fd158b651ba55c6f07c7051edef3b479_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_fd158b651ba55c6f07c7051edef3b479_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        geo_json_fd158b651ba55c6f07c7051edef3b479.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_fd158b651ba55c6f07c7051edef3b479_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_fd158b651ba55c6f07c7051edef3b479 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_fd158b651ba55c6f07c7051edef3b479_onEachFeature,\n",
       "            \n",
       "                style: geo_json_fd158b651ba55c6f07c7051edef3b479_styler,\n",
       "                pointToLayer: geo_json_fd158b651ba55c6f07c7051edef3b479_pointToLayer\n",
       "        });\n",
       "\n",
       "        function geo_json_fd158b651ba55c6f07c7051edef3b479_add (data) {\n",
       "            geo_json_fd158b651ba55c6f07c7051edef3b479\n",
       "                .addData(data)\n",
       "                .addTo(map_8f16cc48d0461842926b6c565549805b);\n",
       "        }\n",
       "            geo_json_fd158b651ba55c6f07c7051edef3b479_add({&quot;bbox&quot;: [-123.2749, 26.0851, -70.0149, 48.775422], &quot;features&quot;: [{&quot;bbox&quot;: [-118.94333333333333, 35.0, -118.94333333333333, 35.0], &quot;geometry&quot;: {&quot;coordinates&quot;: [-118.94333333333333, 35.0], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.947, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8198, &quot;DMS (MS)&quot;: null, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.0, &quot;Longitude&quot;: -118.94333333333333, &quot;OCS (MS)&quot;: 518.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.101, 35.08166666666666, -119.101, 35.08166666666666], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.101, 35.08166666666666], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;1&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.808, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7167, &quot;DMS (MS)&quot;: null, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.08166666666666, &quot;Longitude&quot;: -119.101, &quot;OCS (MS)&quot;: 519.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.23333333333333, 35.17, -119.23333333333333, 35.17], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.23333333333333, 35.17], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;2&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.94, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6354, &quot;DMS (MS)&quot;: 14.0, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.17, &quot;Longitude&quot;: -119.23333333333333, &quot;OCS (MS)&quot;: 495.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.38166666666666, 35.346666666666664, -119.38166666666666, 35.346666666666664], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.38166666666666, 35.346666666666664], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;3&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.944, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7226, &quot;DMS (MS)&quot;: 11.9, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.346666666666664, &quot;Longitude&quot;: -119.38166666666666, &quot;OCS (MS)&quot;: 505.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.43333333333334, 35.43833333333333, -119.43333333333334, 35.43833333333333], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.43333333333334, 35.43833333333333], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.922, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6269, &quot;DMS (MS)&quot;: 17.4, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.43833333333333, &quot;Longitude&quot;: -119.43333333333334, &quot;OCS (MS)&quot;: 487.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.43333333333334, 35.56666666666667, -119.43333333333334, 35.56666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.43333333333334, 35.56666666666667], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;5&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 2.008, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8160, &quot;DMS (MS)&quot;: 13.2, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.56666666666667, &quot;Longitude&quot;: -119.43333333333334, &quot;OCS (MS)&quot;: 502.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.44166666666666, 35.656666666666666, -119.44166666666666, 35.656666666666666], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.44166666666666, 35.656666666666666], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;6&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.863, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7123, &quot;DMS (MS)&quot;: 7.7, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.656666666666666, &quot;Longitude&quot;: -119.44166666666666, &quot;OCS (MS)&quot;: 494.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.45, 35.75666666666667, -119.45, 35.75666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.45, 35.75666666666667], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;7&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.885, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6399, &quot;DMS (MS)&quot;: 8.3, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.75666666666667, &quot;Longitude&quot;: -119.45, &quot;OCS (MS)&quot;: 491.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.45666666666666, 35.85666666666667, -119.45666666666666, 35.85666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.45666666666666, 35.85666666666667], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;8&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.889, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8163, &quot;DMS (MS)&quot;: 6.4, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.85666666666667, &quot;Longitude&quot;: -119.45666666666666, &quot;OCS (MS)&quot;: 510.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.45, 35.958333333333336, -119.45, 35.958333333333336], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.45, 35.958333333333336], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;9&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.88, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7160, &quot;DMS (MS)&quot;: 11.7, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 35.958333333333336, &quot;Longitude&quot;: -119.45, &quot;OCS (MS)&quot;: 496.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.39, 36.03666666666667, -119.39, 36.03666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.39, 36.03666666666667], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;10&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.987, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6359, &quot;DMS (MS)&quot;: 37.1, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.03666666666667, &quot;Longitude&quot;: -119.39, &quot;OCS (MS)&quot;: 507.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.30833333333334, 36.11333333333334, -119.30833333333334, 36.11333333333334], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.30833333333334, 36.11333333333334], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;11&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.891, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8035, &quot;DMS (MS)&quot;: 32.1, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.11333333333334, &quot;Longitude&quot;: -119.30833333333334, &quot;OCS (MS)&quot;: 499.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.23666666666666, 36.181666666666665, -119.23666666666666, 36.181666666666665], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.23666666666666, 36.181666666666665], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;12&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 2.066, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7043, &quot;DMS (MS)&quot;: 42.0, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.181666666666665, &quot;Longitude&quot;: -119.23666666666666, &quot;OCS (MS)&quot;: 487.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.155, 36.25666666666667, -119.155, 36.25666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.155, 36.25666666666667], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;13&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 2.139, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6125, &quot;DMS (MS)&quot;: 33.0, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.25666666666667, &quot;Longitude&quot;: -119.155, &quot;OCS (MS)&quot;: 495.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.14833333333333, 36.333333333333336, -119.14833333333333, 36.333333333333336], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.14833333333333, 36.333333333333336], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;14&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.859, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8164, &quot;DMS (MS)&quot;: 37.2, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.333333333333336, &quot;Longitude&quot;: -119.14833333333333, &quot;OCS (MS)&quot;: 488.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.24833333333333, 36.36333333333334, -119.24833333333333, 36.36333333333334], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.24833333333333, 36.36333333333334], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;15&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 2.077, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7304, &quot;DMS (MS)&quot;: 17.5, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.36333333333334, &quot;Longitude&quot;: -119.24833333333333, &quot;OCS (MS)&quot;: 478.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.36166666666666, 36.39333333333333, -119.36166666666666, 36.39333333333333], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.36166666666666, 36.39333333333333], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;16&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.995, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6386, &quot;DMS (MS)&quot;: 16.1, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.39333333333333, &quot;Longitude&quot;: -119.36166666666666, &quot;OCS (MS)&quot;: 504.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.465, 36.425, -119.465, 36.425], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.465, 36.425], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;17&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.857, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8166, &quot;DMS (MS)&quot;: 11.9, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.425, &quot;Longitude&quot;: -119.465, &quot;OCS (MS)&quot;: 498.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.57833333333333, 36.461666666666666, -119.57833333333333, 36.461666666666666], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.57833333333333, 36.461666666666666], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;18&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: 1.934, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7800, &quot;DMS (MS)&quot;: 10.9, &quot;Jday&quot;: 202.0, &quot;Latitude&quot;: 36.461666666666666, &quot;Longitude&quot;: -119.57833333333333, &quot;OCS (MS)&quot;: 487.0, &quot;State&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-119.68666666666667, 36.49666666666667, -119.68666666666667, 36.49666666666667], &quot;geometry&quot;: {&quot;coordinates&quot;: [-119.68666666666667, 36.49666666666667], &quot;type&quot;: 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&quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4468&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6302, &quot;DMS (MS)&quot;: 14.6, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 632.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4469&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6236, &quot;DMS (MS)&quot;: 16.0, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 608.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4470&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 8262, &quot;DMS (MS)&quot;: 12.1, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 600.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4471&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6301, &quot;DMS (MS)&quot;: 37.0, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 535.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4472&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6210, &quot;DMS (MS)&quot;: 44.1, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 662.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4473&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6346, &quot;DMS (MS)&quot;: 32.8, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 621.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4474&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 6315, &quot;DMS (MS)&quot;: 21.0, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 596.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4475&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7201, &quot;DMS (MS)&quot;: 9.1, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 597.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4476&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7190, &quot;DMS (MS)&quot;: 7.7, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 580.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4477&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 9321, &quot;DMS (MS)&quot;: 5.5, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 573.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4478&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7279, &quot;DMS (MS)&quot;: 9.4, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 541.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4479&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7265, &quot;DMS (MS)&quot;: 6.5, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 584.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4480&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7358, &quot;DMS (MS)&quot;: 3.4, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 516.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4481&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7243, &quot;DMS (MS)&quot;: 3.2, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 520.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4482&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 7342, &quot;DMS (MS)&quot;: 3.0, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 566.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4483&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5019, &quot;DMS (MS)&quot;: 3.9, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 569.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4484&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5049, &quot;DMS (MS)&quot;: 4.6, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 556.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4485&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5090, &quot;DMS (MS)&quot;: 4.0, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 553.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4486&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5028, &quot;DMS (MS)&quot;: 5.5, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 528.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4487&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5017, &quot;DMS (MS)&quot;: 8.6, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 583.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4488&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5091, &quot;DMS (MS)&quot;: 3.9, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 534.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-95.3416, 29.7172, -95.3416, 29.7172], &quot;geometry&quot;: {&quot;coordinates&quot;: [-95.3416, 29.7172], &quot;type&quot;: &quot;Point&quot;}, &quot;id&quot;: &quot;4489&quot;, &quot;properties&quot;: {&quot;CH4 (ppmv)&quot;: null, &quot;CO (ppbv)&quot;: null, &quot;CO2_ppm&quot;: null, &quot;Can#&quot;: 5046, &quot;DMS (MS)&quot;: 9.1, &quot;Jday&quot;: null, &quot;Latitude&quot;: 29.7172, &quot;Longitude&quot;: -95.3416, &quot;OCS (MS)&quot;: 530.0, &quot;State&quot;: &quot;Texas&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_fd158b651ba55c6f07c7051edef3b479.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;Can#&quot;, &quot;Jday&quot;, &quot;Latitude&quot;, &quot;Longitude&quot;, &quot;State&quot;, &quot;CH4 (ppmv)&quot;, &quot;CO (ppbv)&quot;, &quot;CO2_ppm&quot;, &quot;OCS (MS)&quot;, &quot;DMS (MS)&quot;];\n",
       "    let aliases = [&quot;Can#&quot;, &quot;Jday&quot;, &quot;Latitude&quot;, &quot;Longitude&quot;, &quot;State&quot;, &quot;CH4 (ppmv)&quot;, &quot;CO (ppbv)&quot;, &quot;CO2_ppm&quot;, &quot;OCS (MS)&quot;, &quot;DMS (MS)&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",
       "&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 0x17300a890>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREX.explore(tiles=\"OpenStreetMap\")\n",
    "# And example of using a different basemap\n",
    "# geoFIREX.explore(tiles=\"http://c.tile.stamen.com/watercolor/{z}/{x}/{y}.jpg\", attr=\"Stamen Watercolor\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb94e08f",
   "metadata": {},
   "source": [
    "## Filtering a geodataframe by a vector"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c316ad59",
   "metadata": {},
   "source": [
    "Let's say we want to know how many measurements were taken within 150 km of mt. st. helens.  We start with our mt. st. helens point and then we buffer it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "699cc374",
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert our mt st helens 4326 point to 3857"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "56901c91",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyproj import Transformer\n",
    "from shapely.ops import transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c9592f9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "uc_irvine = Point(-117.835, 33.644)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d4e989c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = Transformer.from_crs('epsg:4326', 'epsg:3857', always_xy=True).transform\n",
    "uc_irvine_projcrs = transform(t, uc_irvine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d60a98dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Buffer the point\n",
    "buff_uc_irvine = uc_irvine_projcrs.buffer(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "2bb692db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "4485    False\n",
       "4486    False\n",
       "4487    False\n",
       "4488    False\n",
       "4489    False\n",
       "Length: 4405, dtype: bool"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geoFIREXprojcrs['geometry'].intersects(buff_uc_irvine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "31bc9a1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Can#</th>\n",
       "      <th>Jday</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>...</th>\n",
       "      <th>CO2_ppm</th>\n",
       "      <th>OCS (MS)</th>\n",
       "      <th>DMS (MS)</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>9068</td>\n",
       "      <td>174.0</td>\n",
       "      <td>33.667200</td>\n",
       "      <td>-117.847000</td>\n",
       "      <td>...</td>\n",
       "      <td>409.0</td>\n",
       "      <td>570.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-117.84700 33.66720)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2206</th>\n",
       "      <td>6343</td>\n",
       "      <td>177.0</td>\n",
       "      <td>33.615195</td>\n",
       "      <td>-117.784866</td>\n",
       "      <td>...</td>\n",
       "      <td>414.0</td>\n",
       "      <td>593.0</td>\n",
       "      <td>0.5</td>\n",
       "      <td>POINT (-117.78487 33.61519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2234</th>\n",
       "      <td>9309</td>\n",
       "      <td>177.0</td>\n",
       "      <td>33.640604</td>\n",
       "      <td>-117.806361</td>\n",
       "      <td>...</td>\n",
       "      <td>419.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-117.80636 33.64060)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Can#   Jday   Latitude   Longitude  ... CO2_ppm  OCS (MS)  DMS (MS)  \\\n",
       "1779  9068  174.0  33.667200 -117.847000  ...   409.0     570.0       NaN   \n",
       "2206  6343  177.0  33.615195 -117.784866  ...   414.0     593.0       0.5   \n",
       "2234  9309  177.0  33.640604 -117.806361  ...   419.0     572.0       NaN   \n",
       "\n",
       "                         geometry  \n",
       "1779  POINT (-117.84700 33.66720)  \n",
       "2206  POINT (-117.78487 33.61519)  \n",
       "2234  POINT (-117.80636 33.64060)  \n",
       "\n",
       "[3 rows x 11 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Notice that we indexed one dataframe by a different dataframe\n",
    "geoFIREX[geoFIREXprojcrs['geometry'].intersects(buff_uc_irvine)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "843028f1",
   "metadata": {},
   "source": [
    ":::{admonition} 📝 Check your understanding\n",
    ":class: tip\n",
    "\n",
    "What is the following code doing?\n",
    "\n",
    "```\n",
    "palmdale = Point(-118.075, 34.61)\n",
    "t = Transformer.from_crs('epsg:4326', 'epsg:3857', always_xy=True).transform\n",
    "palmdale_projcrs = transform(t, palmdale)\n",
    "```\n",
    "\n",
    "A) Converting a DataFrame called `palmdale` into a projected CRS\n",
    "\n",
    "B) Converting a DataFrame called `palmdale` into a geographic CRS\n",
    "\n",
    "C) Converting a Point called `palmdale` into a projected CRS\n",
    "\n",
    "D) Converting a Point called `palmdale` into a geographic CRS\n",
    "\n",
    "E) Intersecting the `palmdale` objet with the object `t`\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb3438f7",
   "metadata": {},
   "source": [
    ":::{admonition} 📝 Check your understanding\n",
    ":class: tip\n",
    "\n",
    "I want to buffer the mt_st_helens point by 10000m.  What is the problem with the following code I've written below to do that?\n",
    "\n",
    "`Point(-122.1956, 46.1914).buffer(10000)`\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8b17bb1e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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