{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo: GNSS Trajectory\n",
    "UW Geospatial Data Analysis  \n",
    "CEE498/CEWA599  \n",
    "David Shean  \n",
    "\n",
    "## Pandas Time Series\n",
    "* https://pandas.pydata.org/docs/user_guide/timeseries.html\n",
    "* https://jakevdp.github.io/PythonDataScienceHandbook/03.11-working-with-time-series.html\n",
    "* https://pandas.pydata.org/docs/user_guide/timeseries.html#overview\n",
    "\n",
    "## Topics to cover\n",
    "* Ingesting and DateTime Index\n",
    "* Resampling\n",
    "* Indexing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn1='Shean_OASfM_20130909_PosnPnt.csv'\n",
    "fn2='Shean_OASfM_20130910_PosnPnt.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(fn1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.to_datetime(df['GPS Date'] + ' ' + df['GPS Time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(fn1, parse_dates=[['GPS Date', 'GPS Time']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(columns=['Latitude.1', 'Longitude.1'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={'GPS Date_GPS Time':'GPS DateTime'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.set_index('GPS DateTime', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "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>ID</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>HAE</th>\n",
       "      <th>Max PDOP</th>\n",
       "      <th>Max HDOP</th>\n",
       "      <th>Corr Type</th>\n",
       "      <th>GPS Height</th>\n",
       "      <th>Vert Prec</th>\n",
       "      <th>Horz Prec</th>\n",
       "      <th>Std Dev</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPS DateTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:20</th>\n",
       "      <td>1</td>\n",
       "      <td>45.814143</td>\n",
       "      <td>-122.557827</td>\n",
       "      <td>57.791</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>57.791</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-122.55783 45.81414)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:21</th>\n",
       "      <td>2</td>\n",
       "      <td>45.814157</td>\n",
       "      <td>-122.557834</td>\n",
       "      <td>57.892</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>57.892</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-122.55783 45.81416)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:22</th>\n",
       "      <td>3</td>\n",
       "      <td>45.814170</td>\n",
       "      <td>-122.557829</td>\n",
       "      <td>53.464</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>53.464</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-122.55783 45.81417)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:23</th>\n",
       "      <td>4</td>\n",
       "      <td>45.814179</td>\n",
       "      <td>-122.557830</td>\n",
       "      <td>59.237</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>59.237</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-122.55783 45.81418)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:24</th>\n",
       "      <td>5</td>\n",
       "      <td>45.814199</td>\n",
       "      <td>-122.557822</td>\n",
       "      <td>55.283</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>55.283</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-122.55782 45.81420)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ID   Latitude   Longitude     HAE  Max PDOP  Max HDOP  \\\n",
       "GPS DateTime                                                                 \n",
       "2013-09-09 20:01:20   1  45.814143 -122.557827  57.791       2.6       1.4   \n",
       "2013-09-09 20:01:21   2  45.814157 -122.557834  57.892       2.6       1.4   \n",
       "2013-09-09 20:01:22   3  45.814170 -122.557829  53.464       3.3       1.8   \n",
       "2013-09-09 20:01:23   4  45.814179 -122.557830  59.237       3.3       1.8   \n",
       "2013-09-09 20:01:24   5  45.814199 -122.557822  55.283      10.4       2.5   \n",
       "\n",
       "                              Corr Type  GPS Height  Vert Prec  Horz Prec  \\\n",
       "GPS DateTime                                                                \n",
       "2013-09-09 20:01:20  Postprocessed Code      57.791        1.4        0.5   \n",
       "2013-09-09 20:01:21  Postprocessed Code      57.892        1.4        0.6   \n",
       "2013-09-09 20:01:22  Postprocessed Code      53.464        1.6        0.6   \n",
       "2013-09-09 20:01:23  Postprocessed Code      59.237        1.7        0.5   \n",
       "2013-09-09 20:01:24  Postprocessed Code      55.283        2.4        0.6   \n",
       "\n",
       "                     Std Dev                     geometry  \n",
       "GPS DateTime                                               \n",
       "2013-09-09 20:01:20      NaN  POINT (-122.55783 45.81414)  \n",
       "2013-09-09 20:01:21      NaN  POINT (-122.55783 45.81416)  \n",
       "2013-09-09 20:01:22      NaN  POINT (-122.55783 45.81417)  \n",
       "2013-09-09 20:01:23      NaN  POINT (-122.55783 45.81418)  \n",
       "2013-09-09 20:01:24      NaN  POINT (-122.55782 45.81420)  "
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define function to do the above wrangling\n",
    "def parse_trimblexh_export(fn):\n",
    "    df = pd.read_csv(fn, parse_dates=[['GPS Date', 'GPS Time']])\n",
    "    df.drop(columns=['Latitude.1', 'Longitude.1'], inplace=True)\n",
    "    df.rename(columns={'GPS Date_GPS Time':'GPS DateTime'}, inplace=True)\n",
    "    df.set_index('GPS DateTime', inplace=True)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = parse_trimblexh_export(fn1)\n",
    "df2 = parse_trimblexh_export(fn2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([df1, df2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hvplot.pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#%matplotlib widget"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['HAE'].plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.hvplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.hvplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['2013-09-10 20:26:57':'2013-09-10 20:26:59']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1['HAE'].hvplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1 = gpd.GeoDataFrame(df1, crs='EPSG:4326', geometry=gpd.points_from_xy(df1['Longitude'], df1['Latitude']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = gpd.GeoDataFrame(df, crs='EPSG:4326', geometry=gpd.points_from_xy(df['Longitude'], df['Latitude']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1.hvplot(aspect='equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm = gdf1.to_crs('EPSG:32610')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm.hvplot(aspect='equal', c='HAE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#https://stackoverflow.com/questions/40452759/pandas-latitude-longitude-to-distance-between-successive-rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "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>ID</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>HAE</th>\n",
       "      <th>Max PDOP</th>\n",
       "      <th>Max HDOP</th>\n",
       "      <th>Corr Type</th>\n",
       "      <th>GPS Height</th>\n",
       "      <th>Vert Prec</th>\n",
       "      <th>Horz Prec</th>\n",
       "      <th>Std Dev</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GPS DateTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:20</th>\n",
       "      <td>1</td>\n",
       "      <td>45.814143</td>\n",
       "      <td>-122.557827</td>\n",
       "      <td>57.791</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>57.791</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (534352.909 5073492.900)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:21</th>\n",
       "      <td>2</td>\n",
       "      <td>45.814157</td>\n",
       "      <td>-122.557834</td>\n",
       "      <td>57.892</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>57.892</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (534352.393 5073494.477)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:22</th>\n",
       "      <td>3</td>\n",
       "      <td>45.814170</td>\n",
       "      <td>-122.557829</td>\n",
       "      <td>53.464</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>53.464</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (534352.779 5073495.940)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:23</th>\n",
       "      <td>4</td>\n",
       "      <td>45.814179</td>\n",
       "      <td>-122.557830</td>\n",
       "      <td>59.237</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>59.237</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (534352.700 5073496.922)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-09 20:01:24</th>\n",
       "      <td>5</td>\n",
       "      <td>45.814199</td>\n",
       "      <td>-122.557822</td>\n",
       "      <td>55.283</td>\n",
       "      <td>10.4</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Postprocessed Code</td>\n",
       "      <td>55.283</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (534353.303 5073499.172)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     ID   Latitude   Longitude     HAE  Max PDOP  Max HDOP  \\\n",
       "GPS DateTime                                                                 \n",
       "2013-09-09 20:01:20   1  45.814143 -122.557827  57.791       2.6       1.4   \n",
       "2013-09-09 20:01:21   2  45.814157 -122.557834  57.892       2.6       1.4   \n",
       "2013-09-09 20:01:22   3  45.814170 -122.557829  53.464       3.3       1.8   \n",
       "2013-09-09 20:01:23   4  45.814179 -122.557830  59.237       3.3       1.8   \n",
       "2013-09-09 20:01:24   5  45.814199 -122.557822  55.283      10.4       2.5   \n",
       "\n",
       "                              Corr Type  GPS Height  Vert Prec  Horz Prec  \\\n",
       "GPS DateTime                                                                \n",
       "2013-09-09 20:01:20  Postprocessed Code      57.791        1.4        0.5   \n",
       "2013-09-09 20:01:21  Postprocessed Code      57.892        1.4        0.6   \n",
       "2013-09-09 20:01:22  Postprocessed Code      53.464        1.6        0.6   \n",
       "2013-09-09 20:01:23  Postprocessed Code      59.237        1.7        0.5   \n",
       "2013-09-09 20:01:24  Postprocessed Code      55.283        2.4        0.6   \n",
       "\n",
       "                     Std Dev                        geometry  \n",
       "GPS DateTime                                                  \n",
       "2013-09-09 20:01:20      NaN  POINT (534352.909 5073492.900)  \n",
       "2013-09-09 20:01:21      NaN  POINT (534352.393 5073494.477)  \n",
       "2013-09-09 20:01:22      NaN  POINT (534352.779 5073495.940)  \n",
       "2013-09-09 20:01:23      NaN  POINT (534352.700 5073496.922)  \n",
       "2013-09-09 20:01:24      NaN  POINT (534353.303 5073499.172)  "
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf1_utm.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Horizontal Velocity (ground speed)\n",
    "* Could also look at 3-D vector displacement, vertical velocity, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm.distance(gdf1_utm.shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-115-00434a9b3ef1>:1: UserWarning: CRS mismatch between the CRS of left geometries and the CRS of right geometries.\n",
      "Use `to_crs()` to reproject one of the input geometries to match the CRS of the other.\n",
      "\n",
      "Left CRS: EPSG:32610\n",
      "Right CRS: None\n",
      "\n",
      "  gdf1_utm['dm'] = gdf1_utm.distance(gdf1_utm.shift(1))\n"
     ]
    }
   ],
   "source": [
    "gdf1_utm['dm'] = gdf1_utm.distance(gdf1_utm.shift(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['dm'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm.index.to_series().diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['dt'] = gdf1_utm.index.to_series().diff().dt.total_seconds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['dt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['v'] = gdf1_utm['dm']/gdf1_utm['dt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['v'].hvplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm['a'] = gdf1_utm['v'].diff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "from geoviews import tile_sources as gvts\n",
    "#map_tiles = gvts.StamenTerrain\n",
    "map_tiles = gvts.EsriImagery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "map_tiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kw = {'width':600, 'height':600, 'data_aspect':1, 'alpha':1.0}\n",
    "kw = {'width':400, 'height':400, 'data_aspect':1, 'alpha':1.0}\n",
    "kw['colorbar'] = True\n",
    "kw['cmap'] = 'inferno'\n",
    "#kw['hover'] = False\n",
    "#kw['datashade'] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overlay points on map tiles (subset of points)\n",
    "* To combine layers in a single plot using `holoviews`, you use the asterisk (*) to overlay the two objects\n",
    "    * You can use the plus sign (+) to build a layout with two separate subplots \n",
    "* Currently need to use the `geo=True` option and revert back to the `glas_gdf` GeoDataFrame with lat/lon geometry, not our reprojected points in `glas_gdf_aea`.  \n",
    "    * In principle, hvplot/geoviews should work with our projected points, but there are some residual issues, and it appears that some underlying code somewhere in the stack is assuming lat/lon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
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       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"8547cc37-7016-4e7c-9aa5-c785f52be0a5\" data-root-id=\"6977\"></div>\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3317]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3317]}},\"selected\":{\"id\":\"7049\"},\"selection_policy\":{\"id\":\"7064\"}},\"id\":\"7048\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"below\":[{\"id\":\"6999\"}],\"center\":[{\"id\":\"7002\"},{\"id\":\"7006\"}],\"frame_height\":400,\"frame_width\":400,\"left\":[{\"id\":\"7003\"}],\"margin\":[5,5,5,5],\"match_aspect\":true,\"min_border_bottom\":10,\"min_border_left\":10,\"min_border_right\":10,\"min_border_top\":10,\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"7043\"},{\"id\":\"7056\"}],\"right\":[{\"id\":\"7059\"}],\"sizing_mode\":\"fixed\",\"title\":{\"id\":\"6991\"},\"toolbar\":{\"id\":\"7011\"},\"x_range\":{\"id\":\"6983\"},\"x_scale\":{\"id\":\"6995\"},\"y_range\":{\"id\":\"6984\"},\"y_scale\":{\"id\":\"6997\"}},\"id\":\"6990\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_color\":{\"field\":\"color\",\"transform\":{\"id\":\"7047\"}},\"line_color\":{\"field\":\"color\",\"transform\":{\"id\":\"7047\"}},\"size\":{\"units\":\"screen\",\"value\":1.0},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"7054\",\"type\":\"Scatter\"},{\"attributes\":{\"end\":-13462630.61542662,\"min_interval\":5,\"reset_end\":-13462630.61542662,\"reset_start\":-13695809.41636291,\"start\":-13695809.41636291,\"tags\":[[[\"Longitude\",\"Longitude\",null]]]},\"id\":\"6983\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"7058\",\"type\":\"BasicTicker\"},{\"attributes\":{\"margin\":[5,5,5,5],\"name\":\"HSpacer14378\",\"sizing_mode\":\"stretch_width\"},\"id\":\"7106\",\"type\":\"Spacer\"},{\"attributes\":{\"zoom_on_axis\":false},\"id\":\"6985\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"7010\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"bar_line_color\":\"black\",\"color_mapper\":{\"id\":\"7047\"},\"formatter\":{\"id\":\"7062\"},\"label_standoff\":8,\"location\":[0,0],\"major_tick_line_color\":\"black\",\"ticker\":{\"id\":\"7058\"}},\"id\":\"7059\",\"type\":\"ColorBar\"},{\"attributes\":{\"end\":5960478.822351868,\"min_interval\":5,\"reset_end\":5960478.822351868,\"reset_start\":5727300.02141558,\"start\":5727300.02141558,\"tags\":[[[\"Latitude\",\"Latitude\",null]]]},\"id\":\"6984\",\"type\":\"Range1d\"},{\"attributes\":{\"match_aspect\":true,\"overlay\":{\"id\":\"7010\"}},\"id\":\"6986\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"6995\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"\",\"text_color\":{\"value\":\"black\"},\"text_font_size\":{\"value\":\"12pt\"}},\"id\":\"6991\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"7062\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"7056\"}],\"tags\":[\"hv_created\"],\"tooltips\":[[\"x\",\"@{x}\"],[\"y\",\"@{y}\"],[\"HAE\",\"@{HAE}\"]]},\"id\":\"6987\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"6997\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"6999\"},\"grid_line_color\":null,\"ticker\":null},\"id\":\"7002\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"Latitude\",\"bounds\":\"auto\",\"formatter\":{\"id\":\"7023\"},\"major_label_orientation\":\"horizontal\",\"ticker\":{\"id\":\"7022\"}},\"id\":\"7003\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"7003\"},\"dimension\":1,\"grid_line_color\":null,\"ticker\":null},\"id\":\"7006\",\"type\":\"Grid\"}],\"root_ids\":[\"6977\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.3\"}};\n",
       "    var render_items = [{\"docid\":\"652f3bd6-bad6-449f-b30c-707db975f4c0\",\"root_ids\":[\"6977\"],\"roots\":{\"6977\":\"8547cc37-7016-4e7c-9aa5-c785f52be0a5\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":Overlay\n",
       "   .WMTS.I   :WMTS   [Longitude,Latitude]\n",
       "   .Points.I :Points   [x,y]   (HAE)"
      ]
     },
     "execution_count": 120,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "6977"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_tiles * gdf1_utm[::3].to_crs('EPSG:3857').hvplot(c='HAE', size=1, **kw)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1_utm[::3].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using datashader to efficiently render all points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:param.Parameterized: Use method 'warning' via param namespace \n",
      "WARNING:param.main: There is no reasonable way to use size (or s) with rasterize or datashade. To aggregate along a third dimension, set color (or c) to the desired dimension.\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='7133'>\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"9b0a1f07-12f9-4229-8b27-5e39b9b450b1\" data-root-id=\"7133\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
       "  function embed_document(root) {\n",
       "    var docs_json = 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      ],
      "text/plain": [
       ":DynamicMap   []\n",
       "   :Overlay\n",
       "      .WMTS.I :WMTS   [Longitude,Latitude]\n",
       "      .RGB.I  :RGB   [x,y]   (R,G,B,A)"
      ]
     },
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      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_tiles * gdf1_utm.to_crs('EPSG:3857').hvplot(c='HAE', size=1, datashade=True, **kw)"
   ]
  },
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Other useful analysis\n",
    "* Distance from starting point\n",
    "* Time spent in different elevation bins\n",
    "* Altitude above ground - sample DEM\n",
    "* Geotagging photos baed on timestamp"
   ]
  }
 ],
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