{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f9f98370-076c-41e0-a503-651829ab665b",
   "metadata": {},
   "source": [
    "# Get values of radar data at location of CMLs and gauges\n",
    "\n",
    "This notebook shows how `poligrain` and its classes `GridAtPoint` and `GridAtLine` can be used to get data from a gridded product at specific points or averaged along specific lines. \n",
    "\n",
    "The typical use cases for this are:\n",
    "\n",
    "- comparison of CML or SML data with weather radar data\n",
    "- calculation of differences between radar and ground-based (gauges, CMLs) for radar-rainfall-adjustment\n",
    "\n",
    "The radar data processing package `wradblib` solves this case for gridded data and points, but was not easily extendible for working with line geometries. Hence, in `poligrain` we reuse the `wradlib` approach for points and provide an implemantion for the case where we want to get gridded data along lines. For both, point and line data, we use a similar API via the classes `GridAtPoint` and `GridAtLine`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1c976661-fbe0-418e-a329-fa20e70f76ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import xarray as xr\n",
    "\n",
    "import poligrain as plg"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22aced3a-595b-4939-8a62-3497d1990d5f",
   "metadata": {},
   "source": [
    "## Load example data from OpenMRG\n",
    "\n",
    "We use the gauge, radar and CML data provided by the OpenMRG dataset, see Andersson et al. 2022 https://doi.org/10.5194/essd-14-5411-2022\n",
    "\n",
    "Here we only look at a small subest. \n",
    "\n",
    "Note that the CML data was processed with the simple standard processing done [here](https://github.com/OpenSenseAction/merging_prototype/blob/9cd018be263a8f5ae38bb28c1f768b353d97ffbc/radar_cml_gauge_merge_prototype.ipynb). CML data quality can be further improved with more sophisticated processing methods. For more details and an overview of methods, please refer to the CML processing package [pycomlink](https://github.com/pycomlink/pycomlink)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4a232aa3-fa49-49ae-b106-bcfc04f4d76b",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_cmls = xr.open_dataset(\"data/openMRG_cmls_20150827_12hours.nc\")\n",
    "\n",
    "ds_city_gauges = xr.open_dataset(\"data/openMRG_city_gauges_20150827.nc\")\n",
    "ds_city_gauges = ds_city_gauges.rename_dims({\"station_id\": \"id\"})\n",
    "ds_city_gauges = ds_city_gauges.rename_vars({\"station_id\": \"id\"})\n",
    "\n",
    "ds_radar = xr.open_dataset(\"data/openMRG_example_rad_20150827_90minutes.nc\")\n",
    "ds_radar.coords[\"lat\"] = ds_radar.lat\n",
    "ds_radar.coords[\"lon\"] = ds_radar.lon"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3176e2d0",
   "metadata": {},
   "source": [
    "Project coordinates to UTM zone for Europe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5d02359d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Project coordinates of city gauges\n",
    "(\n",
    "    ds_city_gauges.coords[\"x\"],\n",
    "    ds_city_gauges.coords[\"y\"],\n",
    ") = plg.spatial.project_point_coordinates(\n",
    "    ds_city_gauges.lon,\n",
    "    ds_city_gauges.lat,\n",
    "    \"EPSG:25832\",\n",
    ")\n",
    "\n",
    "# Project coordinates of radar\n",
    "(\n",
    "    ds_radar.coords[\"x_grid\"],\n",
    "    ds_radar.coords[\"y_grid\"],\n",
    ") = plg.spatial.project_point_coordinates(\n",
    "    ds_radar.lon,\n",
    "    ds_radar.lat,\n",
    "    \"EPSG:25832\",\n",
    ")\n",
    "\n",
    "# Project coordinates for CMLs\n",
    "(\n",
    "    ds_cmls.coords[\"site_0_x\"],\n",
    "    ds_cmls.coords[\"site_0_y\"],\n",
    ") = plg.spatial.project_point_coordinates(\n",
    "    ds_cmls.site_0_lon, ds_cmls.site_0_lat, \"EPSG:25832\"\n",
    ")\n",
    "(\n",
    "    ds_cmls.coords[\"site_1_x\"],\n",
    "    ds_cmls.coords[\"site_1_y\"],\n",
    ") = plg.spatial.project_point_coordinates(\n",
    "    ds_cmls.site_1_lon, ds_cmls.site_1_lat, \"EPSG:25832\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "879821ee-deb6-4a01-9dfe-aea00f325b71",
   "metadata": {},
   "source": [
    "We remove very short CMLs (< 1 km) and CMLs which have frequencies below 30 GHz combined with a length below 2 km. We do this because these CMLs are fairly insensitive to rainfall and this might provide less accurate rainfall estimates. That is not say, that one cannot use rainfall estimates of these CMLs. But since CML data processing and the analysis of the resulting rainfall estimates is not the focus in this example, we remove the more insensitive CMLs.\n",
    "\n",
    "We also select only one sublink because here, we are not interesed in comparing or leveraging the information from the two rainfall estimates of the two sublinks that each CML provides."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37e1dc3a-2b9c-483d-a825-75c7b2cbd28c",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_cmls = ds_cmls.where(\n",
    "    ~((ds_cmls.length / 1000 < 2) & (ds_cmls.frequency / 1000 < 30)), drop=True\n",
    ")\n",
    "ds_cmls = ds_cmls.where(ds_cmls.length / 1000 > 1, drop=True).isel(sublink_id=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38ba169d-1c7a-4897-9add-d1f4e116b415",
   "metadata": {},
   "source": [
    "## Quick look at data on a map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c701e3bf-ca19-4648-837a-dfe23f420060",
   "metadata": {},
   "source": [
    "Here we first aggregate the rainfall data of all sensors to 1 hour to see the large-scale rainfall pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "68f57928-c434-4fb8-8851-be8ecd47aa05",
   "metadata": {},
   "outputs": [],
   "source": [
    "ds_radar_1h = ds_radar.resample(time=\"h\", label=\"right\").mean()\n",
    "ds_city_gauges_1h = ds_city_gauges.resample(time=\"h\", label=\"right\").sum()\n",
    "ds_cmls_1h = ds_cmls.R.resample(time=\"h\", label=\"right\").mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9508668d-7299-4dfd-8409-bc0af782a5ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "t = \"2015-08-27T02:00:00\"\n",
    "vmin = 0\n",
    "vmax = 10\n",
    "cmap = \"turbo\"\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n",
    "ds_radar_1h.sel(time=t).rainfall.plot(\n",
    "    x=\"lon\", y=\"lat\", cmap=cmap, vmin=vmin, vmax=vmax, ax=axs[0], add_colorbar=False\n",
    ")\n",
    "axs[1].scatter(\n",
    "    ds_city_gauges.lon,\n",
    "    ds_city_gauges.lat,\n",
    "    c=ds_city_gauges_1h.sel(time=t).rainfall_amount,\n",
    "    cmap=\"turbo\",\n",
    "    vmin=vmin,\n",
    "    vmax=vmax,\n",
    "    s=30,\n",
    ")\n",
    "ds_cmls_1h.sel(time=t).plg.plot_cmls(vmin=vmin, vmax=vmax, cmap=\"turbo\", ax=axs[2]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c6f4d16-cc22-4976-937d-922b47bb4cf0",
   "metadata": {},
   "source": [
    "## Get radar data at gauge locations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "befacd60-d57f-40b9-b805-c65c2596eb40",
   "metadata": {},
   "source": [
    "Getting radar data at, or in the neighborhood of, a rain gauge is a common operation when working with weather radar data. Our implementation is based on what is provided by [wradlib](https://wradlib.org/) via its `wradlib.adjust.RawAtObs` class. In `poligrain` we do, however, make the usage much more easy by using `xarray.DataArray` as input and assuming that `lon` and `lat` variables as 2D grids are present.\n",
    "\n",
    "First an object of `GridAtPoints` is created which precalculates a `KDTree` for finding the nearest neighboring grid cells for each gauge location. By doing that, the second step, calling `get_grid_at_points`, which is pointing to `GridAtPoints.__call__`, is very fast and can be done later on for other time stamps without much computational cost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a79d4e6f-aecc-4691-968b-f1fe06e555d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "get_grid_at_points = plg.spatial.GridAtPoints(\n",
    "    da_gridded_data=ds_radar,\n",
    "    da_point_data=ds_city_gauges,\n",
    "    nnear=1,\n",
    "    stat=\"best\",\n",
    ")\n",
    "\n",
    "radar_at_points = get_grid_at_points(\n",
    "    da_gridded_data=ds_radar.rainfall,\n",
    "    da_point_data=ds_city_gauges.rainfall_amount,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eca8a101-c387-4284-a741-99601996a465",
   "metadata": {},
   "source": [
    "The output is a `DataArray` with time series of the radar data at each point location. Here we show only the one for the first ID."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "919c3d74-ddc4-419b-81e8-ce927ccd3705",
   "metadata": {},
   "outputs": [
    {
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       "  grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: '►';\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: '▼';\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "  padding-bottom: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 19)&gt; Size: 152B\n",
       "array([ 0.  ,  0.58,  0.  ,  0.06,  0.29,  0.27,  0.  ,  0.12,  0.36,\n",
       "       57.79, 16.29,  2.58,  0.92,  1.22,  0.34,  0.06,  0.27,  0.  ,\n",
       "        0.19])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 152B 2015-08-27T01:00:00 ... 2015-08-27T02...\n",
       "    lon      float64 8B 11.94\n",
       "    lat      float64 8B 57.65\n",
       "    id       &lt;U6 24B &#x27;Jarn&#x27;</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6c5ed93e-2ee7-4ca8-8a9c-97e2a14798d0' class='xr-array-in' type='checkbox' checked><label for='section-6c5ed93e-2ee7-4ca8-8a9c-97e2a14798d0' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.58 0.0 0.06 0.29 0.27 0.0 ... 0.92 1.22 0.34 0.06 0.27 0.0 0.19</span></div><div class='xr-array-data'><pre>array([ 0.  ,  0.58,  0.  ,  0.06,  0.29,  0.27,  0.  ,  0.12,  0.36,\n",
       "       57.79, 16.29,  2.58,  0.92,  1.22,  0.34,  0.06,  0.27,  0.  ,\n",
       "        0.19])</pre></div></div></li><li class='xr-section-item'><input id='section-4f8b4b5c-8f9e-4fa8-9ce4-bf66b72467f7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4f8b4b5c-8f9e-4fa8-9ce4-bf66b72467f7' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-08-27T01:00:00 ... 2015-08-...</div><input id='attrs-320be967-cd68-41a3-9a8a-5dec3382ab16' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-320be967-cd68-41a3-9a8a-5dec3382ab16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51f4874f-1130-461f-86e1-d731c122fcf0' class='xr-var-data-in' type='checkbox'><label for='data-51f4874f-1130-461f-86e1-d731c122fcf0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-08-27T01:00:00.000000000&#x27;, &#x27;2015-08-27T01:05:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:10:00.000000000&#x27;, &#x27;2015-08-27T01:15:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:20:00.000000000&#x27;, &#x27;2015-08-27T01:25:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:30:00.000000000&#x27;, &#x27;2015-08-27T01:35:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:40:00.000000000&#x27;, &#x27;2015-08-27T01:45:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:50:00.000000000&#x27;, &#x27;2015-08-27T01:55:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:00:00.000000000&#x27;, &#x27;2015-08-27T02:05:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:10:00.000000000&#x27;, &#x27;2015-08-27T02:15:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:20:00.000000000&#x27;, &#x27;2015-08-27T02:25:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:30:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.94</div><input id='attrs-abfbe20a-05e4-4047-a5bc-113b8980e7c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-abfbe20a-05e4-4047-a5bc-113b8980e7c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e04bde95-f8a5-4964-9db2-893c0fb03ce5' class='xr-var-data-in' type='checkbox'><label for='data-e04bde95-f8a5-4964-9db2-893c0fb03ce5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(11.943145)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>57.65</div><input id='attrs-aca9bfb6-d906-4658-a77e-3ac4079fabbd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aca9bfb6-d906-4658-a77e-3ac4079fabbd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b846dc6-65f6-46c7-a6ec-5dd304d4ac22' class='xr-var-data-in' type='checkbox'><label for='data-6b846dc6-65f6-46c7-a6ec-5dd304d4ac22' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(57.646067)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U6</div><div class='xr-var-preview xr-preview'>&#x27;Jarn&#x27;</div><input id='attrs-16cb5467-137c-4fb8-9e6a-447ce6187bd7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-16cb5467-137c-4fb8-9e6a-447ce6187bd7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22005a52-b064-4360-8761-9ee0ce51681a' class='xr-var-data-in' type='checkbox'><label for='data-22005a52-b064-4360-8761-9ee0ce51681a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;Jarn&#x27;, dtype=&#x27;&lt;U6&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-275682dc-8421-4f81-bc40-8dedecff48b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-275682dc-8421-4f81-bc40-8dedecff48b9' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8c042acd-80a1-42f8-a694-4187631723ae' class='xr-index-data-in' type='checkbox'/><label for='index-8c042acd-80a1-42f8-a694-4187631723ae' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-08-27 01:00:00&#x27;, &#x27;2015-08-27 01:05:00&#x27;,\n",
       "               &#x27;2015-08-27 01:10:00&#x27;, &#x27;2015-08-27 01:15:00&#x27;,\n",
       "               &#x27;2015-08-27 01:20:00&#x27;, &#x27;2015-08-27 01:25:00&#x27;,\n",
       "               &#x27;2015-08-27 01:30:00&#x27;, &#x27;2015-08-27 01:35:00&#x27;,\n",
       "               &#x27;2015-08-27 01:40:00&#x27;, &#x27;2015-08-27 01:45:00&#x27;,\n",
       "               &#x27;2015-08-27 01:50:00&#x27;, &#x27;2015-08-27 01:55:00&#x27;,\n",
       "               &#x27;2015-08-27 02:00:00&#x27;, &#x27;2015-08-27 02:05:00&#x27;,\n",
       "               &#x27;2015-08-27 02:10:00&#x27;, &#x27;2015-08-27 02:15:00&#x27;,\n",
       "               &#x27;2015-08-27 02:20:00&#x27;, &#x27;2015-08-27 02:25:00&#x27;,\n",
       "               &#x27;2015-08-27 02:30:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a1905ae7-a367-49f7-9ca3-f5cce14bdd3a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a1905ae7-a367-49f7-9ca3-f5cce14bdd3a' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 19)> Size: 152B\n",
       "array([ 0.  ,  0.58,  0.  ,  0.06,  0.29,  0.27,  0.  ,  0.12,  0.36,\n",
       "       57.79, 16.29,  2.58,  0.92,  1.22,  0.34,  0.06,  0.27,  0.  ,\n",
       "        0.19])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 152B 2015-08-27T01:00:00 ... 2015-08-27T02...\n",
       "    lon      float64 8B 11.94\n",
       "    lat      float64 8B 57.65\n",
       "    id       <U6 24B 'Jarn'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "radar_at_points.isel(id=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e55dc1a4-b52c-482c-9fd7-d78f5815f24c",
   "metadata": {},
   "source": [
    "## Get radar data averaged along the CML paths"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e574de97-fa2e-4009-8ae6-8e4bd9eb8747",
   "metadata": {},
   "source": [
    "This follows the same approach as `GridAtPoints` shown above.\n",
    "\n",
    "First an object of `GridAtLines` is created. At creation time, the grid interseection weights for each CML path are cacluated and stored as sparse matrix (more details on the grid intersection calculation are given in the [this example notebook](Grid_intersection.ipynb)). In the second step we can get the path-averaged grid values at the line locations via `get_grid_at_lines`, which is pointing to `GridAtLines.__call__`, for several time steps at very low computational cost.\n",
    "\n",
    "Please note that for a large grid size and large number of CMLs, the initialization of `GridAtLines`, with the calculation of the grid intersection weights for each CML path, might take some minutes. For the example data shown here, it takes less then a second, though."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "480392f9-87a6-4863-9375-c13ff463a748",
   "metadata": {},
   "outputs": [],
   "source": [
    "get_grid_at_lines = plg.spatial.GridAtLines(\n",
    "    da_gridded_data=ds_radar,\n",
    "    ds_line_data=ds_cmls,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a911137f-bf9a-4877-9a32-d028c4a5e72f",
   "metadata": {},
   "outputs": [],
   "source": [
    "radar_along_cml = get_grid_at_lines(da_gridded_data=ds_radar.rainfall)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e945161-6d7e-44ea-9a8e-7d400ffb0560",
   "metadata": {},
   "source": [
    "The output is a `DataArray` with time series of the radar data averaged along each line. Here we show only the one for the first CML ID."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c593dece-8b88-46dc-b78d-f16db64b044b",
   "metadata": {},
   "outputs": [
    {
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 19)&gt; Size: 152B\n",
       "array([ 0.0522041 ,  0.        ,  0.14800615,  0.02983092,  0.60038357,\n",
       "        0.31681541,  0.21003759,  0.30155104,  0.31883611, 14.12063753,\n",
       "       10.99092378,  3.1945693 ,  0.72427199,  4.95591561,  2.89364268,\n",
       "        0.56334212,  0.13458803,  0.21327947,  0.30953213])\n",
       "Coordinates: (12/14)\n",
       "    cml_id        int64 8B 10005\n",
       "  * time          (time) datetime64[ns] 152B 2015-08-27T01:00:00 ... 2015-08-...\n",
       "    sublink_id    &lt;U9 36B &#x27;sublink_1&#x27;\n",
       "    site_0_lat    float64 8B 57.69\n",
       "    site_0_lon    float64 8B 11.95\n",
       "    site_1_lat    float64 8B 57.7\n",
       "    ...            ...\n",
       "    polarization  &lt;U1 4B &#x27;v&#x27;\n",
       "    length        float64 8B 1.13e+03\n",
       "    site_0_x      float64 8B 6.761e+05\n",
       "    site_0_y      float64 8B 6.398e+06\n",
       "    site_1_x      float64 8B 6.762e+05\n",
       "    site_1_y      float64 8B 6.4e+06</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 19</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-37453717-371b-4283-9eb3-95d284ad24c9' class='xr-array-in' type='checkbox' checked><label for='section-37453717-371b-4283-9eb3-95d284ad24c9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0522 0.0 0.148 0.02983 0.6004 ... 2.894 0.5633 0.1346 0.2133 0.3095</span></div><div class='xr-array-data'><pre>array([ 0.0522041 ,  0.        ,  0.14800615,  0.02983092,  0.60038357,\n",
       "        0.31681541,  0.21003759,  0.30155104,  0.31883611, 14.12063753,\n",
       "       10.99092378,  3.1945693 ,  0.72427199,  4.95591561,  2.89364268,\n",
       "        0.56334212,  0.13458803,  0.21327947,  0.30953213])</pre></div></div></li><li class='xr-section-item'><input id='section-2ae246b2-8ee3-46d7-b6b8-b46bd6f06e78' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2ae246b2-8ee3-46d7-b6b8-b46bd6f06e78' class='xr-section-summary' >Coordinates: <span>(14)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>cml_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>10005</div><input id='attrs-5d8b2063-35c6-4920-a429-ed9c99c6efd2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-5d8b2063-35c6-4920-a429-ed9c99c6efd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fac47500-56b4-4311-b1d5-3750daeb2530' class='xr-var-data-in' type='checkbox'><label for='data-fac47500-56b4-4311-b1d5-3750daeb2530' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(10005)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2015-08-27T01:00:00 ... 2015-08-...</div><input id='attrs-1816dbbb-e02d-40c9-a41c-d5f9e2932716' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1816dbbb-e02d-40c9-a41c-d5f9e2932716' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6160222a-8847-429a-9b37-5e14063d9205' class='xr-var-data-in' type='checkbox'><label for='data-6160222a-8847-429a-9b37-5e14063d9205' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2015-08-27T01:00:00.000000000&#x27;, &#x27;2015-08-27T01:05:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:10:00.000000000&#x27;, &#x27;2015-08-27T01:15:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:20:00.000000000&#x27;, &#x27;2015-08-27T01:25:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:30:00.000000000&#x27;, &#x27;2015-08-27T01:35:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:40:00.000000000&#x27;, &#x27;2015-08-27T01:45:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T01:50:00.000000000&#x27;, &#x27;2015-08-27T01:55:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:00:00.000000000&#x27;, &#x27;2015-08-27T02:05:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:10:00.000000000&#x27;, &#x27;2015-08-27T02:15:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:20:00.000000000&#x27;, &#x27;2015-08-27T02:25:00.000000000&#x27;,\n",
       "       &#x27;2015-08-27T02:30:00.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>sublink_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U9</div><div class='xr-var-preview xr-preview'>&#x27;sublink_1&#x27;</div><input id='attrs-9e6c32cb-e99d-445c-ac48-11b981d3b634' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9e6c32cb-e99d-445c-ac48-11b981d3b634' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0e0564c3-0636-420b-9148-52aa643e9fc4' class='xr-var-data-in' type='checkbox'><label for='data-0e0564c3-0636-420b-9148-52aa643e9fc4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;sublink_1&#x27;, dtype=&#x27;&lt;U9&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>57.69</div><input id='attrs-a57bfdf8-2346-48d7-a1ea-fdf38cabd521' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a57bfdf8-2346-48d7-a1ea-fdf38cabd521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d9cc88d1-214c-4601-adf9-d9d012bf32d0' class='xr-var-data-in' type='checkbox'><label for='data-d9cc88d1-214c-4601-adf9-d9d012bf32d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_latitude</dd></dl></div><div class='xr-var-data'><pre>array(57.69318)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.95</div><input id='attrs-c44d78c6-20bc-426a-ac2c-0c995dcc2b13' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c44d78c6-20bc-426a-ac2c-0c995dcc2b13' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d758e990-bd89-47e1-a665-cbea475aafed' class='xr-var-data-in' type='checkbox'><label for='data-d758e990-bd89-47e1-a665-cbea475aafed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_in_WGS84_projection</dd><dt><span>long_name :</span></dt><dd>site_0_longitude</dd></dl></div><div class='xr-var-data'><pre>array(11.95387)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lat</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>57.7</div><input id='attrs-c2b4d916-c526-44b1-b599-4cff9a277aae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c2b4d916-c526-44b1-b599-4cff9a277aae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3aa08de8-20bd-4134-be7e-2b9cd8dfecd2' class='xr-var-data-in' type='checkbox'><label for='data-3aa08de8-20bd-4134-be7e-2b9cd8dfecd2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_latitude</dd></dl></div><div class='xr-var-data'><pre>array(57.70321)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_lon</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>11.96</div><input id='attrs-da7820f2-39a4-4106-9523-dbed4c464633' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da7820f2-39a4-4106-9523-dbed4c464633' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bae5da13-70b9-41eb-8189-b2a7266438f1' class='xr-var-data-in' type='checkbox'><label for='data-bae5da13-70b9-41eb-8189-b2a7266438f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees in WGS84 projection</dd><dt><span>long_name :</span></dt><dd>site_1_longitude</dd></dl></div><div class='xr-var-data'><pre>array(11.95678)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>frequency</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.236e+04</div><input id='attrs-6819c87c-b51b-4a84-8d03-e56369e3243c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6819c87c-b51b-4a84-8d03-e56369e3243c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e9d8dbb-2ab9-4dc6-8808-51856efff4e4' class='xr-var-data-in' type='checkbox'><label for='data-4e9d8dbb-2ab9-4dc6-8808-51856efff4e4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>MHz</dd><dt><span>long_name :</span></dt><dd>sublink_frequency</dd></dl></div><div class='xr-var-data'><pre>array(32361.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>polarization</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;v&#x27;</div><input id='attrs-d34d4bde-ce75-4438-9360-4814702cf7f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d34d4bde-ce75-4438-9360-4814702cf7f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d8694704-e05a-4159-b1bd-0d775f577ac9' class='xr-var-data-in' type='checkbox'><label for='data-d8694704-e05a-4159-b1bd-0d775f577ac9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>no units</dd><dt><span>long_name :</span></dt><dd>sublink_polarization</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;v&#x27;, dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>length</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.13e+03</div><input id='attrs-bb4be627-5f15-45cf-b482-9fea6fbb1307' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bb4be627-5f15-45cf-b482-9fea6fbb1307' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a26a882e-d638-47a5-9a06-363be768e8ff' class='xr-var-data-in' type='checkbox'><label for='data-a26a882e-d638-47a5-9a06-363be768e8ff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>m</dd><dt><span>long_name :</span></dt><dd>distance_between_pair_of_antennas</dd></dl></div><div class='xr-var-data'><pre>array(1129.73)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_x</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.761e+05</div><input id='attrs-5eb81e7c-5ae3-4d01-bd5a-08c5134688ac' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5eb81e7c-5ae3-4d01-bd5a-08c5134688ac' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c02a8e92-a8de-49c5-8c79-e6c2da6a4c03' class='xr-var-data-in' type='checkbox'><label for='data-c02a8e92-a8de-49c5-8c79-e6c2da6a4c03' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>projection :</span></dt><dd>EPSG:25832</dd></dl></div><div class='xr-var-data'><pre>array(676058.4206867)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_0_y</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.398e+06</div><input id='attrs-7bdd1b67-e031-4085-91de-3f7e8494d21b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7bdd1b67-e031-4085-91de-3f7e8494d21b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cc2dbaf-cf34-49d3-988f-ddd74e7ed485' class='xr-var-data-in' type='checkbox'><label for='data-1cc2dbaf-cf34-49d3-988f-ddd74e7ed485' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>projection :</span></dt><dd>EPSG:25832</dd></dl></div><div class='xr-var-data'><pre>array(6398388.89113769)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_x</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.762e+05</div><input id='attrs-54b793ed-8135-4ee1-9d44-573d82f3ee90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-54b793ed-8135-4ee1-9d44-573d82f3ee90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37b61313-51b3-49c7-b4ed-8e3ac5386aab' class='xr-var-data-in' type='checkbox'><label for='data-37b61313-51b3-49c7-b4ed-8e3ac5386aab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>projection :</span></dt><dd>EPSG:25832</dd></dl></div><div class='xr-var-data'><pre>array(676183.07670486)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>site_1_y</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>6.4e+06</div><input id='attrs-b2076f27-7dea-4940-872f-513bddb3a256' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b2076f27-7dea-4940-872f-513bddb3a256' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df038352-4f22-4f06-9469-ff3fc689c94f' class='xr-var-data-in' type='checkbox'><label for='data-df038352-4f22-4f06-9469-ff3fc689c94f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>projection :</span></dt><dd>EPSG:25832</dd></dl></div><div class='xr-var-data'><pre>array(6399512.43605071)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7beedf57-4ea9-4d91-9c58-b09673457808' class='xr-section-summary-in' type='checkbox'  ><label for='section-7beedf57-4ea9-4d91-9c58-b09673457808' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-459dc361-9b82-494e-a766-02b3a025cc85' class='xr-index-data-in' type='checkbox'/><label for='index-459dc361-9b82-494e-a766-02b3a025cc85' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2015-08-27 01:00:00&#x27;, &#x27;2015-08-27 01:05:00&#x27;,\n",
       "               &#x27;2015-08-27 01:10:00&#x27;, &#x27;2015-08-27 01:15:00&#x27;,\n",
       "               &#x27;2015-08-27 01:20:00&#x27;, &#x27;2015-08-27 01:25:00&#x27;,\n",
       "               &#x27;2015-08-27 01:30:00&#x27;, &#x27;2015-08-27 01:35:00&#x27;,\n",
       "               &#x27;2015-08-27 01:40:00&#x27;, &#x27;2015-08-27 01:45:00&#x27;,\n",
       "               &#x27;2015-08-27 01:50:00&#x27;, &#x27;2015-08-27 01:55:00&#x27;,\n",
       "               &#x27;2015-08-27 02:00:00&#x27;, &#x27;2015-08-27 02:05:00&#x27;,\n",
       "               &#x27;2015-08-27 02:10:00&#x27;, &#x27;2015-08-27 02:15:00&#x27;,\n",
       "               &#x27;2015-08-27 02:20:00&#x27;, &#x27;2015-08-27 02:25:00&#x27;,\n",
       "               &#x27;2015-08-27 02:30:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d36ed9a8-98be-4c12-a28c-b54642a0ac6e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d36ed9a8-98be-4c12-a28c-b54642a0ac6e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray (time: 19)> Size: 152B\n",
       "array([ 0.0522041 ,  0.        ,  0.14800615,  0.02983092,  0.60038357,\n",
       "        0.31681541,  0.21003759,  0.30155104,  0.31883611, 14.12063753,\n",
       "       10.99092378,  3.1945693 ,  0.72427199,  4.95591561,  2.89364268,\n",
       "        0.56334212,  0.13458803,  0.21327947,  0.30953213])\n",
       "Coordinates: (12/14)\n",
       "    cml_id        int64 8B 10005\n",
       "  * time          (time) datetime64[ns] 152B 2015-08-27T01:00:00 ... 2015-08-...\n",
       "    sublink_id    <U9 36B 'sublink_1'\n",
       "    site_0_lat    float64 8B 57.69\n",
       "    site_0_lon    float64 8B 11.95\n",
       "    site_1_lat    float64 8B 57.7\n",
       "    ...            ...\n",
       "    polarization  <U1 4B 'v'\n",
       "    length        float64 8B 1.13e+03\n",
       "    site_0_x      float64 8B 6.761e+05\n",
       "    site_0_y      float64 8B 6.398e+06\n",
       "    site_1_x      float64 8B 6.762e+05\n",
       "    site_1_y      float64 8B 6.4e+06"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "radar_along_cml.isel(cml_id=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7bcb3db-21ad-4f69-ab0d-3a46d8f01a52",
   "metadata": {},
   "source": [
    "## Plot resulting time series"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9706e94a-22ff-455a-8ba4-24093e1c0cec",
   "metadata": {},
   "source": [
    "Now we compare the time series that we derived from the radar data with the observations of the sensors. We can see that there is a quite good match in general regarding timing and magnitude. But there are also clear difference, both for gauges vs. radar and for CML vs. radar. These diffefence can be used for radar adjustment. But this is not the topic of this notebook and not the scope of `poligrain`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c20d844-e1fd-4946-8ba7-752e08e25578",
   "metadata": {},
   "source": [
    "### Gauge rain rates vervus the associated radar values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "71d03e95-a970-45a6-a5ae-fef35729a528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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d7t92222lrrx79+7s2LHDYd3OnTtp0KABYE24FxkZydKlS+0BfVpaGv/++y+PPvpoqesXERGRc9izHALCIKqtS7snpBQk2At1PcGejW2IvnrwRUREzs7pAH/KlClkZWUREOC+zLVPPfUUl112GWPGjOGOO+5g9erVTJo0iUmTJgHWrLlPPvkk//3vf7nooovs0+TVrVuXW2+91W3tEBERkTMc2QTTbwXvGjBiHQRFnXeXM7krwR4U6sHXNfgiIiJnVaJr8GvXrs2NN97IpEmTSEpKKnXlnTt35vvvv2fmzJm0atWKN954gwkTJnDPPffYt3nmmWcYMWIEw4YNo3PnzmRkZLBw4UL8/PxKXb+IiIicxZovrH/zMmHZf10qwjZE3x3T2tl68I9n5pKdZy51eSIiItVRiQL8bdu20adPH+bMmUODBg3o2rUr//vf/4iLi3O5ATfeeCNxcXFkZ2ezbds2+xR5NiaTiddff53ExESys7NZsmQJF198scv1iYiIyHlkp0Lc3NP3N3wNhzeUuJiEE9bh9O7owQ8J8MbP2/qzJUlT5YmIiBSrRAF+gwYNGDFiBEuWLCEpKYknn3ySuLg4rrjiCho3bsyTTz7JsmXLMJt1Zl1ERKTK2jQH8rKgTnNoNQAw4LcXoQSz5xiGwUF7D37pr8E3mUzULRimr6nyREREiufSNHlgTbp31113MWvWLI4ePcqnn36K2Wzmvvvuo06dOnz99dfubKeIiIiUB8OANZOty53uh96vgpcfHPgTtv/kdDEns/JIz8kHoH6oe/L3RBYM009MU6I9ERGR4rgc4Bfm7e3Ntddey8SJEzlw4ABLly7VMHoREZGqKH4VHN0G3gHQ9k4IiYZuj1sfW/Qy5Oc4VUzCCWvvfXigL37enm5pWpR68EVERM7J6Sz6Z8rOzmbTpk0kJydjsVjs600mEzfddJNbGiciIiLlbO2X1r+t+oNfwRS5lz8FsdPhxD5Y/Tlc9vh5i3Fngj2buiEFPfipCvBFRESK41KAv3DhQu69916OHTtW5DGTyaRr8EVERKqizGOw9QfrcucHTq/3rQlXvwwLHoeVb0Hbu6BGrXMWlZDivgR7NrYh+kdSNURfRESkOC4N0R8xYgS33347R44cwWKxONwU3IuIiFRRsdPBnAt1O0Dd9o6PtbsbIltDTiqsGHveomxD9KNDS59gz0ZJ9kRERM7NpQA/KSmJUaNGERER4e72iIiISEWwWGDtFOtyp/uLPu7hCX0KAvu1X0Ly9nMWl1AwRL9+GfTgJ2qaPBERkWK5FOAPGDCAFStWuLkpIiIiUmH2LIOTB6zX3bfqX/w2ja6A5jeCYYZFL52zOFuA784h+rYe/JTMXLLzNGJQRETkTC5dg//hhx9y++2388cff9C6dWu8vb0dHh85cqRbGiciIiLlZG3B1Hht7wafcwTl17wOO3+D3Yth9xJo2rvIJmaLwaGT1uvk3ZlkL8jfiwAfT7JyzRxJzaZR7RpuK1tERKQ6cCnAnzlzJosWLcLPz48VK1ZgMpnsj5lMJgX4IiIiVUnqQdi50Lrc6b5zb1urCXQZBv98BL+9CI16gqfjz4nEtGzyzAbeniYig/zc1kyTyURksB97j2ZyJPWUAnwREZEzuDRE/8UXX+S1114jNTWV/fv3s2/fPvtt79697m6jiIiIlKV108CwQMMroE6z82/f4//APwyObof104o8bBueXy/EH08PU5HHS8M2TP+IEu2JiIgU4VKAn5uby8CBA/HwcGl3ERERqSzMebD+K+tyccn1iuMfCj2fty4vHwPZqQ4PxxcE+O4cnm8TpanyREREzsqlCH3IkCHMnj3b3W0RERGR8rbjF8hIhBrh1gR6zup0H9S+GLKOwe/vODx0sFwCfPXgi4iInMmla/DNZjNvvfUWv/32G23atCmSZO+9995zS+NERESkjK0pSK7XYTB4+Ti/n6c3XPs/+OZ2+PdTa+9/WCMAEk4UJNgLLYMAP6RgiL4CfBERkSJcCvDj4uJo3749AJs3b3Z4rHDCPREREanEju2GfSsBE3QcWvL9L7oGmlxtnWJv8SswcDpweoi+O6fIs4lUD76IiMhZuRTgL1++3N3tEBERkfK2bor178V9ICSm5PubTNZe/E+7w7YFsP8vaNjdnmQvOszfjY21sifZ0zX4IiIiRShLnoiIyIUo7xTEzrAuO5tcrzgRLaDDEOvyby+QnZtHcnoOUFZD9K09+Cez8jiVa3Z7+SIiIlWZSz342dnZTJw4keXLl5OcnIzFYnF4fP369W5pnIiIiJSRLd9D9kkIjoGmvUtX1lUvwubv4MgGUv+ZDkQQ6OtFSID3eXctqUBfL2r4eJKZa+ZI6ika16np9jpERESqKpcC/AceeIBFixYxYMAAunTpouvuRUREqpq1X1r/dhoKHp6lK6tmHbjiP7BkNCGrxuHPWOqHhZfJ7wOTyURUiD+7kzM4kpqtAF9ERKQQlwL8n376iV9++YXu3bu7uz0iIiJS1o5sgoNrwMMb2g92T5mXPgprv8T35AEe9vqJbWHD3VNuMaKC/didnMHhk7oOX0REpDCXrsGvV68egYGB7m6LiIiIlIe1BVPjXXIT1Ax3T5levnDN6wA87PkTLWpkuKfcYkQVZNJPVCZ9ERERBy4F+O+++y7PPvssBw4ccHd7REREpCxlp8Gmudblzg+4t+wWt7DTrzX+plxuPPq5e8suJKogk/5hBfgiIiIOXArwO3XqRHZ2No0bNyYwMJCwsDCHm4iIiFRSm2ZDXibUbgYN3HypncnEh97WjPxNjvwEh9a5t/wCth58TZUnIiLiyKVr8O+66y4OHTrEmDFjiIiIUJI9ERGRqsAwCiXXu986j71bizdYnlaP7yxX0N/zD1j4Aty/0O31RIVYe/A1RF9ERMSRSwH+33//zapVq2jbtq272yMiIiJlJf4fSN4KXv7Q9k63F38yK4/0nHze5g76+a7FlPAPbJ0PLW9zaz11C3rwlWRPRETEkUtD9Js3b86pU/pSFRERqVJsvfet+4N/iNuLTziRBYAlsC6m7k9YVy5+BfLc29MeWRDgp2Xnk5mT79ayRUREqjKXAvxx48bxn//8hxUrVnD8+HHS0tIcbiIiIlLJZB6z9qYDdHJzcr0C8SnWAD86LAC6j4TAKDgZD/9+6tZ6Av28CfS1DkI8omH6IiIidi4F+Ndddx2rVq2iV69ehIeHExoaSmhoKCEhIYSGhrq7jSIiIlJasTPAnAt120O9DmVSRUKKdXRfTFgA+NSAXqOtD/z+DmQcdWtdkUq0JyIiUoRL1+AvX77c3e0QERGRsmKxwLop1uVO95dZNbYh+tGh1iR4tBkIqz+Dw7Gw/H9w0wS31RUV4s+u5Az14IuIiBTiUoDfo0cPd7dDREREysreZXBiP/gGQ6v+ZVZNQuEh+gAeHtBnDEy5HtZPgy4PQURLt9RlS7R35KQCfBERERuXhuiLiIhIFbKmILleu7usQ+fLSJEAH6DBZdDiFjAs8NuL1qn63EBD9EVERIpSgC8iIlKdpR6Cnb9al8tweL7ZYnCoYNo6hwAfoPdr4OkDe5fDrkVuqa9usPUyAA3RFxEROU0BvoiISHW2fpq197zB5VCnWZlVk5iWTZ7ZwNvTRGSQn+ODYY2g6yPW5d9eBHNeqeuLClEPvoiIyJkqTYA/btw4TCYTTz75pH1ddnY2w4cPp1atWtSsWZP+/fuTlJRUcY0UERGpSsx5sG6adblz2fXew+nh+fVC/PH0MBXd4MqnIaA2HN8Fa6eUur4oXYMvIiJSRKUI8NesWcNnn31GmzZtHNY/9dRT/Pjjj8ydO5eVK1dy+PBh+vXrV0GtFBERqWJ2/AoZiVCjDjS/qUyrii/u+vvC/ILhqhesyyvGwKkTpaovsmCIfnpOPunZpR8RICIiUh24FOAnJSUxePBg6tati5eXF56eng63ksjIyOCee+7h888/JzQ01L4+NTWVyZMn895773H11VfTsWNHpkyZwt9//80///zjSrNFREQuLGsnW/+2HwxePmVa1cHzBfgAHYZAnUuswf3Kt0tVX01fLwL9rJMBJeo6fBEREcDFafKGDh1KfHw8L7/8MlFRUZhMxQzFc9Lw4cPp27cvvXv35r///a99/bp168jLy6N37972dc2bNycmJoZVq1Zx6aWXFlteTk4OOTk59vtpaWkut01ERKTKOr4H9q4ATNBxaJlXZ+/BDz1HgO/pBX3+BzP6wepJ0PkBqNXE5TrrBvuzIzudI6nZXBQR6HI5IiIi1YVLAf6ff/7JH3/8Qbt27UpV+axZs1i/fj1r1qwp8lhiYiI+Pj6EhIQ4rI+IiCAxMfGsZY4dO5bXXnutVO0SERGp8tYWTI130bUQ2qDMq0s4YU12F3OuHnyApr2sbdq1CBa9DHd943KdUSF+7EhKV6I9ERGRAi4N0Y+OjsYo5Ty2CQkJPPHEE3z99df4+fmdfwcnPf/886SmptpvCQkJbitbRESkSsg7BRu+ti6X4dR4hSXYh+j7n3/ja/8LJk/Y8TPs+93lOm2J9g4r0Z6IiAjgYoA/YcIEnnvuOfbv3+9yxevWrSM5OZkOHTrg5eWFl5cXK1eu5IMPPsDLy4uIiAhyc3M5efKkw35JSUlERkaetVxfX1+CgoIcbiIiIheULfOt17kHx8BF15R5ddl5ZpLTrZfHnbcHH6zT9dlOPCx8ASxml+qNKki0p2vwRURErFwaoj9w4ECysrJo0qQJAQEBeHt7OzyekpJy3jJ69epFXFycw7r77ruP5s2b8+yzzxIdHY23tzdLly6lf//+AOzYsYP4+Hi6devmSrNFREQuDLbkeh2HgEfJkt+64uAJa+99oK8Xwf7e59m6QM/nYdMcSIqzjjbocG+J67X34GuIvoiICOBigD9hwoRSVxwYGEirVq0c1tWoUYNatWrZ1z/wwAOMGjWKsLAwgoKCGDFiBN26dTtrgj0REZEL3pFNcHANeHhZs+eXA1uCvfphAc4n3q1RC3o8A4tehGX/hZa3gW/JEuXZevCPqAdfREQEcDHAHzJkiLvbUazx48fj4eFB//79ycnJoU+fPnz88cflUreIiEiVZEuud8lNEBhRLlUmpNgS7Dlx/X1hXYZZRxuk7IU/J0Cvl0u0e1SItQdfQ/RFRESsnA7w09LS7Nezn2/qOVeve1+xYoXDfT8/Pz766CM++ugjl8oTERG5oGSnWYe9A3R6oNyqTXBmirziePnANW/A7Htg1YfW6fxCop3e3TZEPyMnn7TsPIL8nLw8QEREpJpyOsleaGgoycnJAISEhBAaGlrkZlsvIiIiFSBuDuRlQu2LoeHl5VatbYh+TK0SBvgAzftCwysgPxuWvFqiXQN8Tl/zf0SZ9EVERJzvwV+2bBlhYWEALF++vMwaJCIiIi4wDFhTMDy/0/3g7LXwbpBwwjpEv8Q9+GBtZ5//wWc9YPO30PURiO7s9O5RwX6knsrj0MksmkWW7Bp+ERGR6sbpAL9Hjx7FLouIiEglkPAvJG8BL39oe1e5VWsYxukh+iW9Bt8mqi20uwc2zIDfnocHFjt9gqJxnRpsT0xn79FMrm7uWvUiIiLVhdND9EVERKQSsyXXa90f/EPKrdqTWXlk5OQDUN+VHnybXi+Ddw3rDACbv3N6tyZ1agKw52im63WLiIhUEwrwRUREqrrM47Dle+typ/vLtWrb9ffhgb74eXu6XlBgJFz+lHV58WjIc25u+9MBfobrdYuIiFQTCvBFRESqug0zwJwLUe2gXsdyrTrhhG14fil6720uexyC6kPaQVjl3Aw69gA/WQG+iIiIAnwREZGqzGKBtVOsy53Lb2o8m4QUa097jDsCfG9/6P2qdfnP8ZCedN5dGtepAcDxzFxOZOaWvg0iIiJVmMsBfn5+PkuWLOGzzz4jPT0dgMOHD5ORoTPoIiIi5WbvcjixD3yDoVX/cq/eNkQ/OtTFBHtnaj0A6nWC3AxY9sZ5N6/h60XdYD8A9h7TbxAREbmwuRTgHzhwgNatW3PLLbcwfPhwjh49CsCbb77J008/7dYGioiIyDnYkuu1vRN8apR79QfdOUQfrNnzrxtrXY6dAUc2nXeXJuG2YfpKtCciIhc2lwL8J554gk6dOnHixAn8/U+fsb/ttttYunSp2xonIiIi55B6CHb8al0u5+R6NvYefHcF+ADRXQpGIxjw2wtgGOfcXIn2RERErFwK8P/44w9eeuklfHx8HNY3bNiQQ4cOuaVhIiIich7rvwLDDA26Q3j5TwJvthgcPmm9Bt+tAT5Yr8X39IX9f8COX865aZOC6/AV4IuIyIXOpQDfYrFgNpuLrD948CCBgYGlbpSIiIichzkP1k+zLldQ731iWjZ5ZgNvTxORQX7uLTwkBroNty4vegnyz55A73QPvoboi4jIhc2lAP/aa69lwoQJ9vsmk4mMjAxGjx7NDTfc4K62iYiIyNnsXAjpRyCgNlxyc4U0If64dXh+vRB/PD1M7q/gilFQIxxS9sKaL866me0a/PiULHLyi3ZAiIiIXChcCvDfffdd/vrrL1q0aEF2djZ33323fXj+m2++6e42ioiIyJnWTLb+7TAYvHzOvW0ZSXB3gr0z+QbC1S9Zl1eOg6yUYjcLD/Slpq8XZothP+kgIiJyIXIpwK9fvz4bN27kxRdf5KmnnqJ9+/aMGzeO2NhYwsPD3d1GERERKez4Huv0eJig430V1oyEskiwd6b2gyCiNWSnwopxxW5iMpl0Hb6IiAguBvi///47APfccw9vvfUWH3/8MQ8++CDe3t72x0RERKSM2KbGu+gaCG1QYc2wB/ihZRjge3hCn/9Zl9d8AUd3FruZrsMXERFxMcC/6qqrSEkpOkwuNTWVq666qtSNEhERkbPIy4YNX1uXKyi5nk3CCWsG/Ziy7MEHaNwDmt1gnTFg0UvFbmK7Dn9PsnrwRUTkwuVSgG8YBiZT0WQ6x48fp0aNGqVulIiIiJzF1vlw6gQER8NF11ZoU+LtQ/T9y76ya94ADy/Y9RvsWVbkYQ3RFxERAa+SbNyvXz/Aeq3b0KFD8fX1tT9mNpvZtGkTl112mXtbKCIiIqfZkut1HGIdvl5BTuWaOZqeA5RDDz5A7abQ+SH49xP47UV4+A/wPP0zpvAQ/bN1RIiIiFR3JQrwg4ODAWsPfmBgIP7+p8/Y+/j4cOmll/LQQw+5t4UiIiJilRgHB1dbe7Lb31uhTTlYkEE/0NeLYH/v8qm0xzOwcSYkb4XYrxwuUWhQqwaeHiYycvJJSsshMtivfNokIiJSiZQowJ8yZQoADRs25Omnn9ZwfBERkfJkS67X/EYIjKjQptimyKsfFlB+veUBYdDzeVj4LCz7H7QaAH5BAPh4edAgLIC9xzLZczRDAb6IiFyQXLoGf/To0QruRUREylNOOmyaY13u/EDFtgVISLEl2CuH6+8L6/wA1LoIso7BH+86PNTYPkxf1+GLiMiFqUQ9+IV9++23zJkzh/j4eHJzcx0eW79+fakbJiIiIoVsmgO5GdbgtuEVFd2a0wn2ynKKvOJ4esO1/4WZA+Gfj6HTfRDaEIAm4TVYsk2Z9EVE5MLlUg/+Bx98wH333UdERASxsbF06dKFWrVqsXfvXq6//np3t1FEROTCZhinh+d3uh8qQQK5hIIAP6ZWOQf4ABf3gcY9wZwLi0fbVxdOtCciInIhcinA//jjj5k0aRITJ07Ex8eHZ555hsWLFzNy5EhSU1Pd3UYREZELW8JqSNoMXv7Q7q6Kbg1QgT34YD3B0WcMmDys0wYeWAUUDvDVgy8iIhcmlwL8+Ph4+3R4/v7+pKenAzB48GBmzpzpvtaJiIjI6d77Vv3BP7Ri24J1Np2DJ6zX4EeX9zX4NhEtof1g6/Jvz4PFQpM61vxAR1KzycjJr5h2iYiIVCCXAvzIyEhSUlIAiImJ4Z9//gFg3759GIbhvtaJiIhc6LJSYMv31uVC08JVpJNZefYAun5F9ODbXP0S+ATC4ViIm0NIgA+1a/oAsE/D9EVE5ALkUoB/9dVXs2DBAgDuu+8+nnrqKa655hoGDhzIbbfd5tYGioiIXNBiZ4A5B6LaQr0OFd0a4PTw/PBAX/y8PSuuITXD4YpR1uUlr0FuljLpi4jIBc2lLPqTJk3CYrEAMHz4cGrVqsXff//NzTffzMMPP+zWBoqIiFywLBZYN8W63OmBSpFcDyDhREGCvbAK7L23ufQx62t0Mh7+nkiTOjewel+KAnwREbkglbgHPz8/n//+978kJiba191555188MEHjBgxAh8fH7c2UERE5IK1bwWk7AXfIGg9oKJbY2dPsFcZAnxvP+j9mnX5rwm0DrQOzVeALyIiF6ISB/heXl689dZb5OcreY2IiEiZWjPZ+rftneBTo2LbUkhCSkGCvdAKSrB3ppa3QfSlkJfFVYc/BWB3sgJ8ERG58Lh0DX6vXr1YuXKlu9siIiIiNmmHYcev1uVKklzP5uCJStSDD9ZLF64bA0DUvu9pZdrL/mNZ5JstFdwwERGR8uXSNfjXX389zz33HHFxcXTs2JEaNRx7FW6++Wa3NE5EROSCtf4rMMzQoDuEX1LRrXFQqYbo29TrCG0GwqbZjPaZwe05L3PwxCka1q48Ix9ERETKmksB/mOPPQbAe++9V+Qxk8mE2Wx2qpyxY8cyb948tm/fjr+/P5dddhlvvvkmzZo1s2+TnZ3Nf/7zH2bNmkVOTg59+vTh448/JiIiwpWmi4iIVH7mfFg3zbpcyXrvzRaDQyesQ/QrRZK9wnq9AlsX0Dl/O9d5rGHP0c4K8EVE5ILi0hB9i8Vy1puzwT3AypUrGT58OP/88w+LFy8mLy+Pa6+9lszM03PXPvXUU/z444/MnTuXlStXcvjwYfr16+dKs0VERKqGnQsh/TAE1IZLbqro1jg4knqKfIuBt6eJiCC/im6Oo+D6cNkIAJ73+oZ9SSkV3CAREZHy5VIPvrssXLjQ4f7UqVMJDw9n3bp1XHnllaSmpjJ58mS++eYbrr76agCmTJnCJZdcwj///MOll15aEc0WEREpW2sLkut1GAxevhXbljPYEuzVC/HH06NyTNvnoPsTZKz6kgZ5yURt/wp6jq3oFomIiJQbl3rwy0pqaioAYWFhAKxbt468vDx69+5t36Z58+bExMSwatWqYsvIyckhLS3N4SYiIlJlHN8De5YBJug4tKJbU0RCZUuwdybfmuxqPQqAnklTIfNYxbZHRESkHFWaAN9isfDkk0/SvXt3WrVqBUBiYiI+Pj6EhIQ4bBsREUFiYmKx5YwdO5bg4GD7LTo6uqybLiIi4j7rplj/Nu0NoQ0rtCnFSaiMCfbO4NPxbuIsDalhZMHyMRXdHBERkXJTaQL84cOHs3nzZmbNmlWqcp5//nlSU1Ptt4SEBDe1UEREpIzlZUPs19blzg9UbFvOwhbgV7oEe4U0rhPEG3mDATDWTYHkbRXcIhERkfJRKQL8xx9/nJ9++only5dTv359+/rIyEhyc3M5efKkw/ZJSUlERkYWW5avry9BQUEONxERkSph6w9wKgWC6sNF11Z0a4plnyIvtPIG+P4+nhwK7sCv5s6YDAv89mJFN0lERKRcOB3gn3ld+7luzjIMg8cff5zvv/+eZcuW0ahRI4fHO3bsiLe3N0uXLrWv27FjB/Hx8XTr1s3pekRERKoEW3K9jkPBw7NCm3I2CQVT5EWH+VdwS86tSXhNxuXfhdnkBXuWwq7FFd2k88rOMzN0ympenr+5opsiVdSmgyfpM/53lmxNquimiEgFcTqLfkhICCbTubPlGoaByWRyeqq84cOH88033/DDDz8QGBhov64+ODgYf39/goODeeCBBxg1ahRhYWEEBQUxYsQIunXrpgz6IiJSvSRuhoR/wcPLmj2/EjqVa+Zoeg5QuYfoAzSpU4Pfd0ayJvx2Lk2aae3Fb9wTPL0rumln9fOmI6zYcRSAwd0acHFEYAW3SKqaCUt2sSMpnXELt9PrkvDz/nYXkerH6QB/+fLlbq/8k08+AaBnz54O66dMmcLQoUMBGD9+PB4eHvTv35+cnBz69OnDxx9/7Pa2iIiIVKi1X1r/Nu8LgcVfhlbRDhZk0A/09SLYv/IGygBN6tQEYLrPQC4NWATHdsC6qdDloYpt2DnMXnM6b9Cs1Qm8clOLCmyNVDVHUk+xYkcyALuTM1gff4KODcIquFUiUt6cDvB79Ojh9soNwzjvNn5+fnz00Ud89NFHbq9fRESkUshJh02zrcudKmdyPXCcIq+y9wzaAvy440DP5+GXp60Z9VvfDv4hFdq24uw5msHq/Sn2+/NiD/Ls9c3w9aqcl2pI5fPt2oNYCv20nrU6QQG+yAXI6QB/06ZNThfapk0blxojIiJyQYqbC7kZUKspNLqyoltzVvHHbQF+5b7+HqBJeA3AelIiu+29+K35Ao5uhxn94Ia3oV7HCm6hozkFvfc9m9VhR2I6R1KzWbQliZva1q3glklVYLEYzF5rfQ/d3TWGb/6N56dNR3jlphYE+lXu0TYi4l5OB/jt2rXDZDKdt9e9JNfgi4iIXPAMA9YUDM/vdD9U4p5xe4K9SpxB36ZOTV8C/bxIz85n/4kcmt84HmYMgEPr4PNe0P4e6DUaaoZXdFPJzbfw3fqDANzTtQFxh1L5YOkuZq2JV4AvTvl7z3EOnjhFoJ8XL/dtwep9KexOzuDHjUe4u2tMRTdPRMqR01n09+3bx969e9m3b985b3v37i3L9oqIiFQvB9dAUhx4+UHbuyq6NeeUUDBFXkytyh/gm0wm+zD9PcmZ0OAyGLEO2gwEDIidARM7wt8fQn5uhbZ16bYkjmXkEh7oy1XN6nB7x/qYTPDX7uP2URMi5zJzTTwAt7arh7+PJ3d2jgZgVsF6EblwOB3gN2jQwOmbiIiIOMmWXK9Vfwio3NfLxhcE+FWhBx+gaXhBgH80w7oiKAr6TYL7F0FUO8hJg0UvwieXwa4lFdbOWQXD8wd0rI+XpwfRYQFc3rQ2AHPWJpxrVxFSMnNZtMU6E9XAgsD+tvb18PY0selgKlsOp1Zk80SknDkd4Bdn69atLFy4kAULFjjcRERExAlZKbB5nnW5EifXA2ti3IO2IfqVfIo8G3sPvi3At4npCg8th5snQkBtOL4Lvu4P39wJx/eUaxsPnTzF77usU+Pd0Snavv7OztZh1XPXJZBvtpRrm6Rqmbf+IHlmg1b1gmhVLxiAWjV9ubaFdTaOOWt0kkjkQuL0NfiF7d27l9tuu424uDiH6/JtGXV1Db6IiIgTNnwN5hyIbAP1OlR0a87pRFYeGTn5ANQPrfxJ9gCa1LEm2isS4AN4eECHe+GSm2HlW7D6M9j5K+xZCt2GwxVPg2/NMm/j3LUJGAZ0a1yLhrVr2Nf3bhFOWA0fktJyWLnzKL0uiSjztkjVYxiGfXrFgZ0dr7Uf2Dman+OO8H3sIZ6/4RL8vDUjg8iFwKUe/CeeeIJGjRqRnJxMQEAAW7Zs4ffff6dTp06sWLHCzU0UERGphiwWWDvFutz5gUqdXA9OX38fHuhbZQKFJuGnr8G3WM6SJNg/BK4bA4/+DU2uBnMu/DkePuwEG2dbkyCWEbPFYO5aa3K9O7tEOzzm6+VJ/w71AJi5Wj2wUrz18SfZlZyBn7cHt7RzTMh4edPa1AvxJy07n4WbEyuohSJS3lwK8FetWsXrr79O7dq18fDwwMPDg8svv5yxY8cycuRId7dRRESk+tm3ElL2gG8QtBpQ0a05r4QTBQn2qsjwfLC21cvDxKk8M4lp2efeuE4zGDQP7pwJoQ0h/Qh8PwwmXwuH1pdJ+/7YdZRDJ08R7O9Nn5aRRR63XU+9fEcySedrv1yQZq22JtHr27ouQWdMh+fhYbK/h2auVrI9kQuFSwG+2WwmMDAQgNq1a3P48GHAmohvx44d7mudiIhIdbV2svVvm4HlMhS8tOwJ9qpQgO/t6UGDgoz/xQ7TP5PJBM1vgMf+hV6vgHcNOLgaPr8afngcMo66tX22odW3ta9X7KiIpuGBdGoQitli8O26g26tW6q+9Ow8ftp0BCg6AsRmQMf6eJjg330p7HXmMyAiVZ5L1+C3atWKjRs30qhRI7p27cpbb72Fj48PkyZNonHjxu5uo4iISPWSdgS2/2Jd7ly5k+vZJKRUrQR7Nk3q1GTP0Uz2JGdwxUV1nNvJ2w+u+I912sLFoyFuDsROh60LoOez0GUYeHqfv5xzOJaRw+KtScDpnvriDOwczdoDJ5izNoFHezTBw6NsLuWwWAzG/rqNHUnOBYERgb68dktLAnxc+ikpQJ7ZwoQlO6kb4s89XUs+C9WPG49wKs9M4zo16NQgtNht6ob40+PiOizfcZQ5aw/y3PXNS9tsEankXPqv/NJLL5GZmQnA66+/zo033sgVV1xBrVq1mD17tlsbKCIiUu2s/woMM8RcBuGXVHRrnJJgnyKvaiTYs2kSXhO2JrHnaGbJdw6qC/0/t56E+fUZOLIRfnsB1k2D68ZC014ut2ve+oPkWwzaRodwSVTQWbfr2yaK13/cyoHjWfyz9ziXFUyf524rdx7l8z/2lWiflnWDGNq9UZm050Iw5pdtTPlrPwB+Xp7071i/RPvPLpjj/s7O0fZE18UZ2DmG5TuO8u26g/zn2ovx9izVJFoiUsk5HeBv2rSJVq1a4eHhQZ8+fezrmzZtyvbt20lJSSE0NPSc/2BEREQueOZ8WDfVutzp/gptSknYrsGvij344OQQ/bOJudQ6rV7sDFj6GhzbATP6QbO+0Oe/EFay0YuGYTCrYHj+XefovQcI8PHi5nZ1+frfeGatSSizAH9WQbB4XctIrm157oz96w6csLdnyGUN9dvPBT9sOGQP7gFe+D6O5lGBtKwb7NT+Ww+nsfFgKt6eJvp1OPeJgV6XhFO7pi/HMnJYtj252HwPIlJ9OH0Kr3379hw7dgyAxo0bc/z4cYfHw8LC9A9eRETkfHYuhPTD1vnXW9xc0a1xitlicOiEdYh+VUqyB6enytudXMrrjz08oeMQGLEeLn0MTJ6w42f4qCssfR1ynC9/zf4T7D2aSYCPJze2rXve7e8smP5s4eZETmTmuvwUziY5PZul25IBGHXtxfTrUP+ct//r0wwfLw+2J6az6WCq29tT3W1PTOO57+IAeLRnE65qVoecfAuPzlhPalaeU2XYeu+vaRFB7Zq+59zW29ODAQWjA2Yp2Z5Ited0gB8SEsK+fdahW/v378disZRZo0RERKqttV9a/7YfBF7n/mFeWRxJPUW+xcDb00REkF9FN6dEGhf04Cen55CW7VzwdE7+Idbh+Y/+DY17WqfV++Nd67R6m+Y4Na2erbf8pjZ1qel7/sGUreoF0SIqiFyzhfkbDpXyCRQ1b/0h8i0GHWJCuDgi8LzbhwT4cEMray+wbSSCOCctO49Hpq/jVJ6ZKy6qzdPXNmP8wHZEh/kTn5LFk7Njzz6lY4HsPDPfx1rfBwMLTv6cjy3Pw8qdRzl88lTpnoSIVGpOB/j9+/enR48eNGrUCJPJRKdOnWjcuHGxNxERESlGyl7YsxQwQcehFd0ap9kS7NUPDcCzjJK8lZVgf2/qBFpPpOx15Tr8swlvDoPnw8CvIaSBdVq9eQ/Bl9fB4Q1n3S31VB6/xFkznw88S+bzM5lMJnuW9FmrEzCcOIngLMMw7Nn873QyWITTgeWCDYfIzMl3W3uqM4vFYNTsjew/nkW9EH/ev7M9nh4mQgJ8+OSejvh6ebB8x1E+WLbrnOUs3JxIWnY+9UL8udzJSzYa1a5B10ZhWAw0I4NINef0NfiTJk2iX79+7N69m5EjR/LQQw/Zp8oTERERJ6ydYv3btBeEVZ3kZLYEe/WrWII9myZ1anA0PYc9yRm0iw5xX8EmE1xyIzTtDas+tPbkJ/wDk3pCh3utU+3VcAzAFmw8THaehYsjatK+BG25pW09/vfzNnYkpbMh4STtY4rPml5S/+5LYd+xTGr4eNK3TZTT+13aOIyGtQLYfzyLnzcd4Y7z5BIQ+GTlHpZsS8LHy4NPBnUgrIaP/bFW9YL5322teXruRt5fuou29UO4qnl4seXYRoDc3ql+iU643dklmn/3pTB7TQKPX9W0zGZkEJGKVaIs+tdddx0A69at44knnlCALyIi4qz8HGuSNoBOVWNqPJuqmmDPpml4Tf7Zm1K6RHvn4u0HVz5tnVZvyWiImwvrp8GW+XDV89D5Qfu0eqczn8eUKHdRcIA3fVtHMS/2ELPXJLgtwLf13t/cri41nLhcwMZkMnFH52jeWriDWWviFeCfx+87j/LOoh0AvHFLS9rUDymyzYCO9dmQcIIZ/8TzxKxYfhpxBTG1HD9z+45l8s/eFEwmuKNTyV7z61tFMfqHLRw6eYq/9hxzftpIEalSXJonY8qUKQruRURESmLrD3AqBYLqwUXXVnRrSiS+oAe/qiXYs3FLJn1nBNeD/l/AfQshsg3kpMLC5+DTy2HPMjYfSmXzoTR8PD24rX29Ehdvu456wcbDZLhhWHxqVqHLBUowPN9mQAdrD/L6+JPsTEovdXuqq4MnsnhiViyGYZ3S7lyv9cs3tqBddAhp2fk8MmMdp3LNDo/bTsj0uLgOdUNKNqLGz9vT/r6btVq5E0SqK5cC/MzMTF5++WUuu+wymjZtqmvwRUREzmfNZOvfjkPBs0QD6CqcbYh+dGhVD/DdeA3+uTToBsNWwE3vQ0AtOLodpt+Gx5x7iDYl0adVJKGFhmc7q0ujMBrVrkFWrpmfNh4udTN/2HiInHwLzSMDaVvfuenZCgsP8qNXwTDy2Uq2V6zsPDOPzljPiaw82tQP5tWbW55ze18vTz4Z1IFaNXzYeiSNF+fH2XMu5Jkt9uvn73RxxITt5MKirYkcz8hxqQwRqdxc+oXx4IMPsnLlSgYPHkxUVJSmxxMRETmXpC3Wa7M9vKzXZlcxCVV0ijybJuHWAP/A8UzyzBa8PV3q3ygZD0/ryZwWt8CKNzFWT6JF6h8s8fmHZO+HIPdi8KlRoiJNJhMDO0cz7tftzFqTwJ1dSt7rbmMYBjNX25LrRbv8W+7OLtEs2prEvPUHeea6Zvh6ebrcpupo9A9biDuUSmiANx/f0wE/7/O/PlHB/ky8uz2DvviXeesP0T4mlMGXNmDZ9mSOZeRQu6YPVzePcKk9LeoG0aZ+MJsOpvJ97CEevEIdcyLVjUsB/q+//srPP/9M9+7d3d0eERGR6sc2NV7zvhAYWbFtKaFTuWaOplt7+qLDqmaSvaggP/y9PTmVZyYhJcs+dV658A+F68ex2P86Apa+wOWeW4je/DEcmA/XvgGt+luT9Tmpf4f6vPPbDjYknGR7YhrNI4NcatbmQ2lsO5KGj5cHt7pwuYDNlRfVITLIj8S0bBZtSeKmtnVdLqu6mbU6ntlrE/AwwQd3tad+CUbAXNakNs9e15yxv27n9R+30LJukH2URP8O9fHxcv0k1cDO0Ww6mMqsNQk8cHkjddSJVDMu/XcIDQ0lLCzM3W0RERGpfnIyYONs63Kn+yu2LS44WJBgL9DXi2B/7wpujWs8PEw0rmPtLS+3Yfpn+GK7L4PyXuCXlm9DSAykH4bvHoAp18ORjU6XUyfQl96XWHtvSzMsfmZBsr/rW0USElDyywVsvDw9uL1T/VK3p7rZmHCSV37YAsB/rm3mUkK7YVc25vpWkeSZDR6evo4VO5KB07kYXHVz27r4e3uyOzmD9fEnSlWWiFQ+LvXgv/HGG7zyyitMmzaNgICqOVxPRESkXMTNhdx0qNUUGvWo6NaUmC3BXnRYQJXu6WtSpyZbDqfx1ar9bEgo36AmN9/C6v0peJhMdOxzL/gPhr8/hD/fg/hV8FkP6DgErn65yLR6xRnYJZqFWxL5PvYQz17X3Klh34Vl5eazYIP1Gv7SBotgzeY+cdlu/tx9jISUrDKdbWFXUjqbDqZyS7u6eJXHpRYuSMnM5bGv15NrtnBNiwge7dHEpXJMJhNv396WnUnp9hNTXRqFlXoESqCfNze2iWLuuoPMXJ1Axwbl22lnGAa/bUmkTqAfHRu4ZzaIslAV3msixXEpwH/33XfZs2cPERERNGzYEG9vxzP669evd0vjREREqjTDgLUFyfU63V+iodiVhT3BXhUdnm/TLDIQNsIfu47xx65jFdKGq5uHExHkZ73T4/+g3V2w+BXY/B2smwpbvoeeL0DnB+zT6hXnyovqUDfYj8Op2by3eCcv3HBJidrx86YjZOTk07BWAN0a1yrFM7KKDgvgiotq88euY8xZm8B/rm1W6jKLs/9YJv0++Zv07Hx2JqXzfAmfd3kwWwxGzozl0MlTNKpdg3fvaFuq+eZr+nrx2eCO3PLhX2Tmml1OrnemO7tEM3fdQebHHuLOztF0alh+Qf7X/8bz0vzNeHmYmDXs0nKt21lV4b0mcjYuBfi33nqrm5shIiJSDR1cC4lx4OVnnSO9CqrqCfZsBnVtQE6+hfTsvAqp38fLg0FdGziuDK4PA76Ezg/Cr89Y3ysLn4V1U+C6cdDkqmLL8vQw8fKNLXj06/VM+n0v7aJDuKF1lNNtsQ2lv6MUyfXONLBzNH/sOsbctQd5otdFbu/xzMq1ThuXnm2dHvCz3/fStoTPuzy8u2gHf+4+hr+3J58O6kiQX+kva2kaHsiMB7uyPv4kt7ZzPV9CYR1iQrmxTRQ/bTrCY1+v56eRlxMe6OeWss9lffwJXvvReulCvsUo17qdVVXeayJn41KAP3r0aHe3Q0REpPqxJddr2Q8CKl8vlTMKD9GvyoIDvBl1zcUV3YziNbgMhq2E9dNg6RsF0+rdCs1vhD7/g9CGRXa5vnUUw65szKTf9/J/czdycURNmoYHnreq3cnprD1wAk8PEwM61HfbU7imRQShAd4kpmWzcudRel3iWpb34hiGwfPz4tiemE7tmr70ah7O7LUJJXre5eG3LYl8vGIPAG8OaGMdNeIm7WNCaR/jvuHsJpOJN/u3YUdiOruSM3j861i+fqhrmc4wcSwjh8dmrCfPbHBNiwgOHM9kZ1L51O2sqvJeEzmXiv8kiYiIVEdZKbBlnnW58wMV25ZSsA/RL0EGcHGBh6f1Mo6R66HLw2DyhO0/wYddYNl/IbdocsBn+jTj0sZhZOaaGTZ9nVOjE2YVTI13dfNwwoPc12vq6+VJv4ITBrPcnGzvq1UH+GHDYTw9THx0d3v+d1sr+/N+ePo6MnLy3VqfK/YezeDpOdZkifd3b8TNVWA2gRq+Xnw6uCM1fb1YvT+Fcb9uL7O68s0WRnwTS2JaNk3q1GD8wHZ8Oqh86i6JqvBeEzkfpwP8sLAwjh2zXrNmy6J/tpuIiMgFb8M3kJ8Nka2hXseKbo1LDMModA2+Avxy4R8KN7wFj/wJja4Ecw78/jZ82BnivrXmdSjg5enBxLs6EBnkx96jmTzz7SaMQo+fKSffzLzYQwBuu5a7MFuZy7Ynk5yW7ZYy1+5P4Y2ftgLw/PXN6dq4Fl6eHnx4t/V57zmayf/N3XjO513WMnMKhnTn5NO5YSjP39C8wtpSUk3q1OSd29sCMPnPffy48XCZ1PP2bztYtfc4NXw8+azgpELjM+peUEZ1O6sqvNdEnOF0gD9+/HgCA63DUiZMmMD48ePPehMREbmgGcbp4fmdHqiSyfUATmTlkZlrBqB+aNVOslflRLSAexfAHdOt0+qlHSqYVu8GOLLJvlmdQF8+HtQBb08Tv25OZNLve89a5JKtyaRk5hIZ5EePi0s+bdv5XBQRSMcGoZgtBt+uP1jq8pLTs3ns6/XkWwxubBPFA5c3sj9Wu6bzz7ssGYbBs99tYmdSBnUCffno7g6VYqh5SVzXKpJHe1oz/VufS7pby/817gifFRyftwa0dRjm7lD3t+6v21lV4b0m4iyTUc1PQ6WlpREcHExqaipBQUEV3RwREbkQ7F0BX90CPoHwn+3gW7pprSrKxoST3PLRX0QE+fLvC70rujkXrrxT8PdE+OM9yD8FJg/oOBSueglqWLPgT//nAC/P34yHCWY80JXLmhadbm/w5H/5Y9cxRlzdtMwy3c9Zm8Az326iQa0AVjzd0+UkfnlmC/d88S+r96VwUXhN5g/vTg3foqmjnHneZenLP/fx+k9b8fIwMXPYpXSuhBnhnWG2GAz5cjV/7j5G49o1mP94d7ckCNydnMEtH/5pvYzkysbFzvhQVnU7q6q816Tqqag4tNSnGLOzs0lLS3O4iYiIXNDWFEyN13ZglQ3uoVCCPV1/X7G8/aHHM/D4GmvCRsNiHSHyzkXwdlP4sDODtjzEz7Un8rbXJ+z7eiTpv/0PVn9uHda/eymJ2/7mwO4tBJHJHR3dk4m9OH1bR1HT14sDx7NYtfe4y+WM+3U7q/elULPgOvHiAi6AQV1j6NehHhYDRsyM5UjqKZfrLKnV+1IY88s2AF7se0mVDe7BOjPD+3e2o26wH3uPZfL0nI1YLKXrA8zIyefh6WvJzDVzaeMwnulT/Emlsqi7JKrCe02kJFzKop+Zmcmzzz7LnDlzOH686D9vs9lc6oaJiIhUSWlHYPvP1uVOVTe5HkDCCV1/X6mERMPtU6zT6i181jqtXuZRyDyKCWgJtPQEDGDVzw67RgK/+xbc+dAD/EKs1/sXvgWEFV1X+OYXbE0GeA41fL24qW1dZq6OZ/aaBC5rUvJezh83Hmbyn/sAeOf2tjSpc/aTZCaTiTG3tWb7kXS2Hknj0Rnrmf3wpfh6nbudpZWcls3wb6xDum9pV5ehlzUs0/rKQ62avnwyqCO3f7qKRVuT+PT3PTzWs6lLZRmGwTPfbmTP0Uwig/yYeFeHc06d6M66S6IqvNdESsqlAP+ZZ55h+fLlfPLJJwwePJiPPvqIQ4cO8dlnnzFu3Dh3t1FERKTqiJ0Ohhliulmvo67ClGCvkmrYHR7+A9IOw6kTDrcTx5P5/u84/PLTaFPLoFWoGeNUCslJiQQaGQSYcqwjAE6lWG8l5RcM/uc+EfBQhA87TPFs35xI6rEIgkPDwdO5n5w7k9J59jtrjoFHezbhulaR529SwZzzN334JxsSTvLGT1v5762tS/7cnJSbb+Gxr9dzND2H5pGBjO3XuuilCIZRJXNvtI0O4bVbWvL8vDje+W0HbeqFcPlFJT9J8/kfe/klLhFvTxMf3dOBOoG+593HXXU7qyq810Rc4dI1+DExMXz11Vf07NmToKAg1q9fT9OmTZk+fTozZ87kl19+cWsjP/roI95++20SExNp27YtEydOpEuXLk7tq2vwRUSk3Jjz4f021oRo/T6HNndUdItKZdAX//Ln7mO8PaANt3dyf9Z1KRvLdyRz/9Q1GIa1V7JWDR/um7qG0ABv/nmmO7556UVODJCVUnTdqRNw6qT1b24pk5/5BoF/yFlOClhPGGRZTLy/aDspGadoVsef+y6LwRMDLGaw5FtPnFnMp//al/PBYiYhJYOlW47giZnujUNpXMvPejKj4PHT21oKlWEr1+JQVtE6bNtaSMvKJjs3Dy+TmWBfTzw5sw4zYICnj/XyCi9/61/vAPD2s/718jvLOtt9/2LWBZxRXsHNy8+tJxNsiQPnrD1IWA0ffhxxOfVCnE+y+feeYwz64l8sBrxxS0sGd2voUt2hAd78NPKKEtXtrLTsPG798C/2Hsuke9NaTLuvyzlHGJzpzM/YgI713d5GqfoqKg51qQc/JSWFxo0bAxAUFERKivUM8OWXX86jjz7qvtYBs2fPZtSoUXz66ad07dqVCRMm0KdPH3bs2EF4eLhb63ILiwUseZCfA+Y8MOdap7ixLZ91fe55trXd8sDDC7x8wdPb+uVR+OblU3Sdp491W4d9Ci2fud6jamV/FREpc4Zx+se7YTlj2WL9a5hh70prcB9QC1rcUtGtLjXbEP0Y9eBXKVc1C+eJXhcxYckuXvw+josjrFnL+3Woj69fDfCrAYHn7610kJ8L2SfPchKg6MmC9JNHMbJOEGSyvofISbPeTsaftYoA4HkAb+AkUML+omhgqO2XbXzBrQwEAUG2eDrnHBvafruRWjYNKezMoL+4EwEOJxbOXHf6JILJ2583OvmQmXCCuORcXvhqMZ8N7Y6fj7f1Eg2TZ6G/jr8Zj6SeYsQ3sVgM6NehHoMubVCip2EymXj9llZsO5JO3KFUHp2xjjkPd8PP233D4A3D4Ok5G9l7LJO6wX58cGf7EgX3UPQz1jwykFb1gt3WRpHScCnAb9y4Mfv27SMmJobmzZszZ84cunTpwo8//khISIhbG/jee+/x0EMPcd999wHw6aef8vPPP/Pll1/y3HPPOV1O3G9fEuTniYclr+CWi8m2bM7Fw5KHyTi9XGQbS8E2hZZt+zpsY+S79flXBIvJE8PDG4uHDxYP74KbT8G60+sND28snk5sU7gcT8dtDJPtYkErk31AiWFfb11XaKBJwTamQttgGAX3KbTu9LIJo9DcwYW2LbQNGOeon9Prz1K/bZ3JMFvbY5gxGdYf/iYsp5cNMybDwIS54L7ljO0K719QHmdsV1AOnK7H4TFc3M5WLxaHuZYdmc5592wrjeI2LNLj4Ox+56/vzHWGyWR9v5k8MEyeGCYPDDwc7xf6W3T92R+joOyzbosz5ZekLad/iFjfnxaHz4nJsGB7r1qPpe2VNAreZ0bButP7WffhjP0cyzv9OTLO2K+4egttW1y9Rco6/T50fJ/b3sPFvE/P8h63f87sn8ezlV30s1Hk84sFD6PkeWX21r+NndtdGP5ciRgGHDphTSKlIfpVz8irL2JjwkmW7zhK3CFrgDmwcylGYXj5QM1w680Jlqw8Oo9Zgjk/j/9dF01d31N456babz65J/HOPWm/n5V6jMQT6RgmT9rE1CI4wM8aRBYJKL2sQaVtnYfX6UDTwwsDTxbEJbLnWDY1/H3p0Tzy9P9QD88z/qcW/n/tdcb/Xi+H/8EWDy9O5cEnv+8nMx8GdmnAvZc1KdQGD8c2mkzWjpr8bMjLss6EYLvln3K8X+y6rIJ9z7GNJe/0C55f8Lib8r75Ah/ZFlKA985xrAu9piEWE8stJvD3JHC/L6Z3Cx8/jzOOmecZr5v1r5+HJ3MDYL1fGjlJsHtCAHWCA5z/fub0sS7u+zT+RC6N9qfwuDfc06oetdatKzhJazt5W+ikrWGc9bEnLBY61komOe0Uh778mLC6gWf8bjMcvo8cfvOd+buu8PdVSbYt+P4Ej2Keq6n418fJ3xnW3+jFlVuy303W9SX4jYUJ2+8L+++PYn+7Go6vTeHtCr2Gp8sy23/fWLczii2ruLoL71tke4cyHetOP5VX9ANTDlwaoj9+/Hg8PT0ZOXIkS5Ys4aabbsIwDPLy8njvvfd44okn3NK43NxcAgIC+Pbbb7n11lvt64cMGcLJkyf54YcfiuyTk5NDTs7p06lpaWlER0eT+lwgQb7lfy1UvuFBLt7k4UkuXtZlw4s8vMjl9N/cgnV5Bdvk4kWeccY2eGE2PPE0mfHBjDf5+JCHN/l4m/LxJd+6bFtvMuNTeBvy8THl42PfpmB7k5IiioiUltkwYcGDRCOMO3Jf4Qi1KrpJbuHj6cG2N67D06PqXU98oUvNyuOmD/8kPiWLDjEhzHuse7nW/+SsWOZvOFyifcbc1pq7u8aUqt7Cz7ssXHlxHaYM7Vzxnwlz/jlODGRBXvZZ1mWdceLh7Ovyc09hysvC01StZ9UWKRNpOQbB49KrxhD9p556yr7cu3dvtm/fzrp162jatClt2rRxW+OOHTuG2WwmIiLCYX1ERATbt28vdp+xY8fy2muvFVm/ybstfj5+5Ju8yTN5k48X+SYva+hrv+9NvsmLfLwKtvEutI0X+RTsW7BNfsE2eSavQmWcLtOMp/WsZiVnMix4kY+XkVfwNx9v8vAyrOvsy/ZtrPe97ds7buNt2Jbziikzz6F8T/Ip6PcGTve3W5dPr8dEoW1Of6E6bOPQh3+WdabCZVNom/PUX6hMw3T2+gvOq2IxeWI9x2jtJbbggWGy3reccd+wr7Pt52Eto+Csqf0x27Ym233PgrrOLKNQnQX7WUyF73sWbUvBfhZOtxuT4/N3fDVtL0DRL/wi29hf0TMZZ2zjzv2KX+dh2J6xudBywe2c98/Y/lyPOTxudrhvwjhrWZ4lLMv6Spgcb6bC72VrbcYZ22Gyvk85c99CZQDW94B9nMrZ6jlLWSYK6i5cFufcv/BnwP6+dfgMFP+47f19el3R97fzj59+/zt+rmyf1+Ift5VdeERKvYJbdXBD66iKD2TEJcEB3kwe0on3Fu/kwSsal3v9T/S+mBNZeWTmODe68bpWkdzVpfS5HoIDvPlyaCfeXLiDE5m5pS6vsIa1a/DiDZdUjs+Epxd4BoJvYJlV4QX8EHuQWf/uA4vte8h81u/OAG8Yemk0raNq4pgzwUKRHApOrI/df5R/9x7FZCn5d65t2ZPC7bUu1w0N4KKIIEz2EQQehW62+6ZzPOZRMJLEg2OZeSzbcYzMXKPgO+v0b7bTv688zvhuMxV8hxTattB3k+370vZ70vH3m6nQ94/1e/70GtvrYxR5ziX9fWMqbnsXyyr+fvFlmbAUeU2MQq+TBVPBKMzTr8Xp38NnvK4m26+v0+vPLNf+/W9yZrvCdXkUW3/hdVnZucAbZfb5PJsS9+Dn5eVx3XXX8emnn3LRRReVVbsAOHz4MPXq1ePvv/+mW7du9vXPPPMMK1eu5N9//y2yz1l78JVkT0RERERERMpBlUmy5+3tzaZNm8qiLUXUrl0bT09PkpKSHNYnJSURGVl8chhfX198fc8/FYeIiIiIiIhIdeJSuvRBgwYxefJkd7elCB8fHzp27MjSpUvt6ywWC0uXLnXo0RcRERERERG50Ll0DX5+fj5ffvklS5YsoWPHjtSoUcPh8ffeO0eqzRIaNWoUQ4YMoVOnTnTp0oUJEyaQmZlpz6ovIiIiIiIiIi4G+Js3b6ZDhw4A7Ny50+ExU5Fpr0pn4MCBHD16lFdeeYXExETatWvHwoULiyTeExEREREREbmQuTRNXlVSUckNRERERERE5MJUUXGoS9fgi4iIiIiIiEjlogBfREREREREpBpQgC8iIiIiIiJSDbiUZK8qsaUYSEtLq+CWiIiIiIiIyIXAFn+Wd8q7ah/gHz9+HIDo6OgKbomIiIiIiIhcSI4fP05wcHC51VftA/ywsDAA4uPjy/WFlfNLS0sjOjqahIQEzXBQCen4VF46NpWXjk3lpuNTeenYVF46NpWbjk/llZqaSkxMjD0eLS/VPsD38LCmGQgODtabvpIKCgrSsanEdHwqLx2bykvHpnLT8am8dGwqLx2byk3Hp/KyxaPlVl+51iYiIiIiIiIiZUIBvoiIiIiIiEg1UO0DfF9fX0aPHo2vr29FN0XOoGNTuen4VF46NpWXjk3lpuNTeenYVF46NpWbjk/lVVHHxmSUd95+EREREREREXG7at+DLyIiIiIiInIhUIAvIiIiIiIiUg0owBcRERERERGpBhTgi4iIiIiIiFQDlT7A/+ijj2jYsCF+fn507dqV1atX2x+bNGkSPXv2JCgoCJPJxMmTJ50qc8WKFXTo0AFfX1+aNm3K1KlTS1SvWLn72Bw5coS7776biy++GA8PD5588slit5s7dy7NmzfHz8+P1q1b88svv7jpGVUv7j4+8+bN45prrqFOnToEBQXRrVs3fvvttxLVK1buPjZ//vkn3bt3p1atWvj7+9O8eXPGjx9fonrFqiy+c2z++usvvLy8aNeuXYnqldPcfXxWrFiByWQqcktMTHS6XrE622uUkpLCiBEjaNasGf7+/sTExDBy5EhSU1PPW+b5vu8Nw+CVV14hKioKf39/evfuza5du8rk+VVl7j42W7ZsoX///jRs2BCTycSECRNKVK84cvfx+fzzz7niiisIDQ0lNDSU3r17F3nt9dlxjruPzbx58+jUqRMhISHUqFGDdu3aMX36dIdt3HJsjEps1qxZho+Pj/Hll18aW7ZsMR566CEjJCTESEpKMgzDMMaPH2+MHTvWGDt2rAEYJ06cOG+Ze/fuNQICAoxRo0YZW7duNSZOnGh4enoaCxcudLpeKZtjs2/fPmPkyJHGtGnTjHbt2hlPPPFEkW3++usvw9PT03jrrbeMrVu3Gi+99JLh7e1txMXFufkZVm1lcXyeeOIJ48033zRWr15t7Ny503j++ecNb29vY/369U7XK2VzbNavX2988803xubNm419+/YZ06dPNwICAozPPvvM6XqlbI6NzYkTJ4zGjRsb1157rdG2bdsS1StWZXF8li9fbgDGjh07jCNHjthvZrPZ6Xrl3K9RXFyc0a9fP2PBggXG7t27jaVLlxoXXXSR0b9//3OW6cz3/bhx44zg4GBj/vz5xsaNG42bb77ZaNSokXHq1KmyfspVRlkcm9WrVxtPP/20MXPmTCMyMtIYP358ieqV08ri+Nx9993GRx99ZMTGxhrbtm0zhg4dagQHBxsHDx60b6PPzvmVxbFZvny5MW/ePGPr1q3G7t27jQkTJhSJQ91xbCp1gN+lSxdj+PDh9vtms9moW7euMXbsWIftbF/QznyZP/PMM0bLli0d1g0cONDo06dPieu9kJXFsSmsR48exQb4d9xxh9G3b1+HdV27djUefvjhEpVf3ZX18bFp0aKF8dprr5W43gtZeR2b2267zRg0aFCJ672QleWxGThwoPHSSy8Zo0ePLhLg69g4pyyOjzPb6vicX0lfozlz5hg+Pj5GXl7eWcs83/e9xWIxIiMjjbffftv++MmTJw1fX19j5syZpXk61UpZHJvCGjRoUGyAr8+Nc8r6+BiGYeTn5xuBgYHGtGnTDMPQZ8dZ5XFsDMMw2rdvb7z00kuGYbjv2FTaIfq5ubmsW7eO3r1729d5eHjQu3dvVq1a5XQ5PXv2ZOjQofb7q1atcigToE+fPvYy3VVvdVZWx8YZ5zt+Un7Hx2KxkJ6eTlhYmFvrrc7K69jExsby999/06NHD7fWW52V5bGZMmUKe/fuZfTo0WVWb3VX1p+ddu3aERUVxTXXXMNff/3l9nqrM1deo9TUVIKCgvDy8rKva9iwIa+++qr9/vm+7/ft20diYqLDNsHBwXTt2lXHpkBZHZuyqPdCVF7HJysri7y8PPvvNX12zq88jo1hGCxdupQdO3Zw5ZVXAu47NpU2wD927Bhms5mIiAiH9REREUWujTuXmJgYoqKi7PcTExOLLTMtLY1Tp065rd7qrKyOjTPOdvx0bE4rr+PzzjvvkJGRwR133OHWequzsj429evXx9fXl06dOjF8+HAefPBBt9ZbnZXVsdm1axfPPfccM2bMcPjSd3e91V1ZHZ+oqCg+/fRTvvvuO7777juio6Pp2bMn69evd2u91VlJX6Njx47xxhtvMGzYMIf1TZo0oXbt2vb75/u+t/3VsTm7sjo27q73QlVex+fZZ5+lbt269qBRn53zK8tjk5qaSs2aNfHx8aFv375MnDiRa665BnDfsSn6a6Oa+eqrryq6CXIWOjaV27mOzzfffMNrr73GDz/8QHh4eDm2SuDsx+aPP/4gIyODf/75h+eee46mTZty1113lXPrLmyFj43ZbObuu+/mtdde4+KLL67AVonNmZ+dZs2a0axZM/v9yy67jD179jB+/PgiiY+k9NLS0ujbty8tWrQo0qu1dOnSimmUADo2lZ2rx2fcuHHMmjWLFStW4OfnV8atvDCV9NgEBgayYcMGMjIyWLp0KaNGjaJx48b07NnTbW2qtAF+7dq18fT0JCkpyWF9UlISkZGRLpcbGRlZbJlBQUH4+/vj6elZJvVWJ2V1bJxxtuOnY3NaWR+fWbNm8eCDDzJ37lyHIUQV+b6oKsr6NWrUqBEArVu3JikpiVdffZW77rpLx8YJZfEapaens3btWmJjY3n88ccB66UthmHg5eXFokWLuPzyy3VsnFCe7+EuXbrw559/lnu9VZWzr1F6ejrXXXcdgYGBfP/993h7e5+z3PN939v+JiUlOYzKSEpKKnamigtRWR0bd9V7oSvr4/POO+8wbtw4lixZQps2bezr9dk5v7I8Nh4eHjRt2hSwXh62bds2xo4dS8+ePd12bCrtEH0fHx86duzocObDYrGwdOlSunXr5nK53bp1K3I2ZfHixfYyy6re6qQiX6PzHT8p2+Mzc+ZM7rvvPmbOnEnfvn3Lrd7qojxfI4vFQk5OTrnXW1WVxWsUFBREXFwcGzZssN8eeeQRmjVrxoYNG+jatauOjZPK83XasGGD/YeVjs/5OfMapaWlce211+Lj48OCBQuc6kk83/d9o0aNiIyMdNgmLS2Nf//9V8emQFkdG3fUK2V7fN566y3eeOMNFi5cSKdOnRwe02fn/Mrzs1P495rbjk2J0vyVs1mzZhm+vr7G1KlTja1btxrDhg0zQkJCjMTERMMwDOPIkSNGbGys8fnnnxuA8fvvvxuxsbHG8ePH7WUMHjzYeO655+z3bdPk/d///Z+xbds246OPPip2mrxz1Stlc2wMwzBiY2ON2NhYo2PHjsbdd99txMbGGlu2bLE//tdffxleXl7GO++8Y2zbts0YPXq0pskrRlkcn6+//trw8vIyPvroI4fppE6ePOl0vVI2x+bDDz80FixYYOzcudPYuXOn8cUXXxiBgYHGiy++6HS9Unb/1worLou+jo1zyuL4jB8/3pg/f76xa9cuIy4uznjiiScMDw8PY8mSJU7XK+d+jVJTU42uXbsarVu3Nnbv3u3w/ZGfn28v4+qrrzYmTpxov+/M9/24ceOMkJAQ44cffjA2bdpk3HLLLZrq6wxlcWxycnLsv9eioqKMp59+2oiNjTV27drlVL1yWlkcn3Hjxhk+Pj7Gt99+67BPenq6wzb67JxbWRybMWPGGIsWLTL27NljbN261XjnnXcMLy8v4/PPP7dv445jU6kDfMMwjIkTJxoxMTGGj4+P0aVLF+Off/6xPzZ69GgDKHKbMmWKfZsePXoYQ4YMcShz+fLlRrt27QwfHx+jcePGDts7U69YlcWxKW6fBg0aOGwzZ84c4+KLLzZ8fHyMli1bGj///HMZPsuqy93Hp0ePHsXuc+Yx1Gfn/Nx9bD744AOjZcuWRkBAgBEUFGS0b9/e+Pjjjx3m8j5fvWJVFv/XCisuwD9fvXKau4/Pm2++aTRp0sTw8/MzwsLCjJ49exrLli0rUb1idbbXyDYVYXG3ffv22fdv0KCBMXr0aIcyz/d9b7FYjJdfftmIiIgwfH19jV69ehk7duwo66da5bj72Ozbt6/YfXr06OFUveLI3cenQYMGxe5TeBt9dpzj7mPz4osvGk2bNjX8/PyM0NBQo1u3bsasWbMc6nTHsTEZhmE4398vIiIiIiIiIpVRpb0GX0REREREREScpwBfREREREREpBpQgC8iIiIiIiJSDSjAFxEREREREakGFOCLiIiIiIiIVAMK8EVERERERESqAQX4IiIiIiIiItWAAnwREREREZEL0NixY+ncuTOBgYGEh4dz6623smPHDodtsrOzGT58OLVq1aJmzZr079+fpKQkh21GjhxJx44d8fX1pV27dkXq2b9/PyaTqcjtn3/+cbqdnp6evP322y4/15JKSUlhxIgRNGvWDH9/f2JiYhg5ciSpqan2baZOnVrs8zKZTCQnJ5dbWwtTgC8iInIBWrFiBSaTiZMnT1Z0U0REpIKsXLmS4cOH888//7B48WLy8vK49tpryczMtG/z1FNP8eOPPzJ37lxWrlzJ4cOH6devX5Gy7r//fgYOHHjO+pYsWcKRI0fst44dOzrVzi+//JJnnnmGL7/8smRPsBQOHz7M4cOHeeedd9i8eTNTp05l4cKFPPDAA/ZtBg4c6PB8jhw5Qp8+fejRowfh4eHl1tbCTIZhGBVSs4iIiJSbnj170q5dOyZMmABAbm4uKSkpREREYDKZKrZxIiJSKRw9epTw8HBWrlzJlVdeSWpqKnXq1OGbb75hwIABAGzfvp1LLrmEVatWcemllzrs/+qrrzJ//nw2bNjgsH7//v00atSI2NjYYnv4z2XlypXcc8897Nu3j4YNGzJ37lwuu+wy++NDhw7l5MmTzJ8/377uySefZMOGDaxYsQKA9PR0HnnkEebPn09QUBDPPPMMP/zwg8P3ojPmzp3LoEGDyMzMxMvLq8jjR48epV69ekyePJnBgweX6Hm6i3rwRURELkA+Pj5ERkYquBcRETvb8POwsDAA1q1bR15eHr1797Zv07x5c2JiYli1alWJy7/55psJDw/n8ssvZ8GCBU7tM3nyZO666y68vb256667mDx5conrHTVqFH/99RcLFixg8eLF/PHHH6xfv77E5aSmphIUFFRscA/w1VdfERAQYD8ZUhEU4IuIiFRzQ4cOZeXKlbz//vv2awNt1w3ahuhPnTqVkJAQfvrpJ5o1a2b/gZKVlcW0adNo2LAhoaGhjBw5ErPZbC87JyeHp59+mnr16lGjRg26du1q7zEREZGqw2Kx8OSTT9K9e3datWoFQGJiIj4+PoSEhDhsGxERQWJiotNl16xZk3fffZe5c+fy888/c/nll3PrrbeeN8hPS0vj22+/ZdCgQQAMGjSIOXPmkJGR4XTd6enpTJs2jXfeeYdevXrRqlUrpkyZ4vBd5oxjx47xxhtvMGzYsLNuM3nyZO6++278/f1LVLY7KcAXERGp5t5//326devGQw89ZL9GMDo6ush2WVlZfPDBB8yaNYuFCxeyYsUKbrvtNn755Rd++eUXpk+fzmeffca3335r3+fxxx9n1apVzJo1i02bNnH77bdz3XXXsWvXrvJ8iiIiUkrDhw9n8+bNzJo1y+1l165dm1GjRtG1a1c6d+7MuHHjGDRokD1p3h9//EHNmjXtt6+//hqAmTNn0qRJE9q2bQtAu3btaNCgAbNnz3a67r1795KXl0eXLl3s64KDg2nWrJn9/pgxYxzqj4+PdygjLS2Nvn370qJFC1599dVi61m1ahXbtm1zuEa/IhQ/tkBERESqjeDgYHx8fAgICCAyMhKwXkN5pry8PD755BOaNGkCwIABA5g+fTpJSUnUrFmTFi1acNVVV7F8+XIGDhxIfHw8U6ZMIT4+nrp16wLw9NNPs3DhQqZMmcKYMWPK70mKiIjLHn/8cX766Sd+//136tevb18fGRlJbm4uJ0+edOjFT0pKsn+fuKpr164sXrwYgE6dOjlctx8REQFYe8S3bNniMCTeYrHw5Zdf2gNpDw8Pzkwrl5eXV6K2PPLII9xxxx32+7bvNLCOALjuuusIDAzk+++/x9vbu9gyvvjiC9q1a+d04sCyogBfREREAAgICLAH92D9gdWwYUNq1qzpsM429U9cXBxms5mLL77YoZycnBxq1apVPo0WERGXGYbBiBEj+P7771mxYgWNGjVyeLxjx454e3uzdOlS+vfvD8COHTuIj4+nW7dupap7w4YNREVFAeDv70/Tpk0dHo+Li2Pt2rWsWLHCnhMArNPX9ezZk+3bt9O8eXPq1KnD5s2bi5RtC8QbN26Mt7c3a9asISYmBrBeS79z506uvPJKwJpzoHAdNmlpafTp0wdfX18WLFiAn59fsc8lIyODOXPmMHbsWBdfDfdRgC8iIiIARXolTCZTsessFgtg/UHj6enJunXr8PT0dNiu8EkBERGpnIYPH84333zDDz/8QGBgoP26+uDgYPz9/QkODuaBBx5g1KhRhIWFERQUxIgRI+jWrZtDBv3du3eTkZFBYmIip06dsvfGt2jRAh8fH6ZNm4aPjw/t27cHYN68eXz55Zd88cUXZ23b5MmT6dKliz0IL6xz585MnjyZt99+m6uvvpq3336br776im7dujFjxgw2b95sryswMJAhQ4bwf//3f4SFhREeHs7o0aPx8PA4Z6LZtLQ0rr32WrKyspgxYwZpaWmkpaUBUKdOHYfvvdmzZ5Ofn2/PFVCRFOCLiIhcAHx8fEqcUOh82rdvj9lsJjk5mSuuuMKtZYuISNn75JNPAOtUqoVNmTKFoUOHAjB+/Hg8PDzo378/OTk59OnTh48//thh+wcffJCVK1fa79uCa9vUdgBvvPEGBw4cwMvLi+bNmzN79uyzZpvPzc1lxowZPPvss8U+3r9/f959913GjBlDnz59ePnll3nmmWfIzs7m/vvv59577yUuLs6+/XvvvccjjzzCjTfeaJ8mLyEh4aw98gDr16/n33//BSgyuqDw8wLryYh+/foVSUZYEUzGmRcsiIiISLUzbNgwNmzYwJw5c6hZsyabNm2iV69enDhxgpCQEKZOncqTTz5pz6oPxc9nfOZ8w4MGDeKvv/7i3XffpX379hw9epSlS5fSpk0b+vbtW75PUkRExAmZmZnUq1ePd999t8KT4rmbsuiLiIhcAJ5++mk8PT1p0aIFderUKZIh2FVTpkzh3nvv5T//+Q/NmjXj1ltvdbjOUUREpKLFxsYyc+ZM9uzZw/r167nnnnsAuOWWWyq4Ze6nHnwRERERERGptmJjY3nwwQfZsWMHPj4+dOzYkffee4/WrVtXdNPcTgG+iIiIiIiISDWgIfoiIiIiIiIi1YACfBEREREREZFqQAG+iIiIiIiISDWgAF9ERERERESkGlCALyIiIiIiIlINKMAXERERERERqQYU4IuIiIiIiIhUAwrwRURERERERKoBBfgiIiIiIiIi1YACfBEREREREZFq4P8BkwWUOdzNSn0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in [0, 3, 4, 7]:\n",
    "    (ds_city_gauges.isel(id=i).rainfall_amount * 60).plot(figsize=(12, 2))\n",
    "    radar_at_points.isel(id=i).plot()\n",
    "    plt.xlim(radar_at_points.time.data[0], radar_at_points.time.data[-1])\n",
    "    plt.ylim(-5, 65)\n",
    "    plt.ylabel(\"rainfall rate in mm/h\")\n",
    "    plt.title(f\"Station ID: {ds_city_gauges.isel(id=i).id.data}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2656b85-08f4-4b10-903d-adbb8c323473",
   "metadata": {},
   "source": [
    "### CML rain rates vs mean radar rain rate along CML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "40ccd0e7-4ced-4d07-b5dc-83ac90b364d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in [0, 10, 30, 210]:\n",
    "    ds_cmls.isel(cml_id=i).R.plot(figsize=(12, 2))\n",
    "    radar_along_cml.isel(cml_id=i).plot()\n",
    "    plt.xlim(radar_along_cml.time.data[0], radar_along_cml.time.data[-1])\n",
    "    plt.ylim(-5, 65)\n",
    "    plt.ylabel(\"rainfall rate in mm/h\")\n",
    "    plt.title(f\"CML ID: {ds_cmls.isel(cml_id=i).cml_id.data}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24e46a59-8b7a-4811-abde-a7edcc3583e3",
   "metadata": {},
   "source": [
    "## Plot map of radar data at point and lines"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adeacf14-f558-4caf-94ba-14260c78f8ec",
   "metadata": {},
   "source": [
    "We accumulate the rainfall rates, which stem from the 5-minute radar data in mm/h, over the full period. We plot these accumulations for the radar rainfall field, the derived radar data at the gauges and the derived path-averaged radar data for each CML."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "77cf68b0-4c8f-4e6e-ba8b-169fabb8964a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vmin = 0\n",
    "vmax = 10\n",
    "cmap = \"turbo\"\n",
    "\n",
    "fig, axs = plt.subplots(1, 3, figsize=(18, 6), sharex=True, sharey=True)\n",
    "(ds_radar.rainfall.sum(dim=\"time\") / 12).plot(\n",
    "    x=\"lon\", y=\"lat\", cmap=cmap, vmin=vmin, vmax=vmax, ax=axs[0], add_colorbar=False\n",
    ")\n",
    "axs[1].scatter(\n",
    "    ds_city_gauges.lon,\n",
    "    ds_city_gauges.lat,\n",
    "    c=(radar_at_points / 12).sum(dim=\"time\"),\n",
    "    cmap=cmap,\n",
    "    vmin=vmin,\n",
    "    vmax=vmax,\n",
    "    s=30,\n",
    ")\n",
    "(radar_along_cml.sum(dim=\"time\") / 12).plg.plot_cmls(\n",
    "    vmin=vmin, vmax=vmax, cmap=cmap, ax=axs[2]\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a57ca8f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}