habitat_suitability_04_climate_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Climate Data Download\n",
    "\n",
    "We will be using MACAV2 Data which is a combination of historical climate data combined at a high resolution and projected climate data gather from global climate models (this is at a much lower resolution)\n",
    "\n",
    "There are downscaled datasets available for the continental US. Data was drawn from the Northwest Knowldege Network data sets, which can be found [here](http://thredds.northwestknowledge.net:8080/thredds/catalog/MACAV2/BNU-ESM/catalog.html?dataset=REACCHDatasetScan_BNU-ESM_MACAV2/macav2metdata_tasmin_BNU-ESM_r1i1p1_rcp85_2076_2080_CONUS_monthly.nc)\n",
    "\n",
    "Selections were based upon RCP 'Representative Concentration Pathway. I select an RCP of 8.5, \"8.5\" signifies a high emissions scenario, meaning it projects a future with continued high levels of greenhouse gas emissions, leading to significant global warming by the end of the century, representing one of the most extreme potential climate change outcomes; the higher the RCP number, the more severe the projected climate change (Australian Government Department for the Environment and Energy, n.d.). RCP8.5 emissions showing a continued high level of greenhouse gas emissions. This is the most severe projection.\n",
    "\n",
    "Two scenarios were selected for this project:\n",
    "* Precipatation - precipitation was selected as Yellow Indian grass has a tolerance for precipitation between 28 to 114 cm per year.\n",
    "* Temperature - Yellow Indian Grass thrives best in warm temperatures between the 80s to 90s F. \n",
    "\n",
    "Dataset2 Name for precip variable 1: http://thredds.northwestknowledge.net:8080/thredds/dodsC/MACAV2/BNU-ESM/macav2metdata_pr_BNU-ESM_r1i1p1_rcp85_2021_2025_CONUS_monthly.nc.html\n",
    "\n",
    "Dataset1 Name for Precip variable 2: REACCH MACAV2-METDATA BNU-ESM/macav2metdata_pr_BNU-ESM_r1i1p1_rcp85_2076_2080_CONUS_monthly.nc\n",
    "\n",
    "\n",
    "## References:\n",
    "* Australian Government Department for the Environment and Energy(n.d.), What are the RPCs?, Accessed on 15 Dec 2024, URL: https://coastadapt.com.au/sites/default/files/infographics/15-117-NCCARFINFOGRAPHICS-01-UPLOADED-WEB%2827Feb%29.pdf\n",
    "* MACAV2 Data Set Creator, Dr. John Abatzoglou, University of Idaho, reacch@uidaho.edu, http://www.reacchpna.org/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pathlib\n",
    "import numpy\n",
    "import os\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import rioxarray as rxr\n",
    "import xarray as xr #because it is a heirarchial data format (.nc)\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no stored variable or alias habitat2_srtm_project_da\n"
     ]
    }
   ],
   "source": [
    "%store -r habitat1_gdf habitat2_gdf project_dir srtm_da soil1_merged_das soil2_merged_das habitat2_srtm_project_da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [],
   "source": [
    "# always build up your paths using os and pathlib so it is reproducable\n",
    "\n",
    "habitat_path = os.path.join(\n",
    "    pathlib.Path.home(),\n",
    "        'earth-analytics',\n",
    "        'data', \n",
    "        'habitat_suitability',\n",
    "        'usfs_grassland',\n",
    "        'usfs_grassland.shp'\n",
    "        )\n",
    "\n",
    "habitat_gdf = gpd.read_file(habitat_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 304,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a function to convert longitude from 0-360 to -180 to 180\n",
    "def convert_longitude(longitude):\n",
    "    \"\"\"Convert longitude range from 0-360 to -180-180\"\"\"\n",
    "    return (longitude - 360) if longitude > 180 else longitude\n",
    "\n",
    "maca_da_list = []\n",
    "for site_name, site_gdf in {\n",
    "    'Sheyenne National Grassland': habitat1_gdf, \n",
    "    'Little Missouri National Grassland': habitat2_gdf}.items():\n",
    "        for variable in ['pr']:\n",
    "            for start_year in [2076, 2021]:\n",
    "                end_year = start_year + 4\n",
    "\n",
    "                # Define the URL (not relevant to this specific question, but for completeness)\n",
    "                maca_url = (\n",
    "                    'http://thredds.northwestknowledge.net:8080/'\n",
    "                    'thredds/dodsC/MACAV2/BNU-ESM/'\n",
    "                    f'macav2metdata_{variable}_BNU-ESM_r1i1p1_rcp85_'\n",
    "                    f'{start_year}_{end_year}_CONUS_monthly.nc')\n",
    "\n",
    "                # Open the dataset\n",
    "                maca_da = xr.open_dataset(maca_url).squeeze().precipitation\n",
    "\n",
    "                # Set the boundary\n",
    "                bounds_maca = site_gdf.to_crs(maca_da.rio.crs).total_bounds\n",
    "\n",
    "                # Correct longitude to be from -180 to 180\n",
    "                maca_da = maca_da.assign_coords(\n",
    "                    lon=(\"lon\", [convert_longitude(l) for l in maca_da.lon.values])\n",
    "                )\n",
    "\n",
    "                # Set spatial dimensions of maca_da\n",
    "                maca_da = maca_da.rio.set_spatial_dims(x_dim='lon', y_dim='lat')\n",
    "\n",
    "                # Crop Maca_da\n",
    "                maca_da = maca_da.rio.clip_box(*bounds_maca)\n",
    "                maca_da_list.append(dict(\n",
    "                     site_names=site_name,\n",
    "                     variable=variable,\n",
    "                     start_year=start_year,\n",
    "                     da=maca_da\n",
    "                ))\n",
    "\n",
    "            \n",
    "\n",
    "# Display the updated dataset\n",
    "maca_df = pd.DataFrame(maca_da_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "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>site_names</th>\n",
       "      <th>variable</th>\n",
       "      <th>start_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sheyenne National Grassland</td>\n",
       "      <td>pr</td>\n",
       "      <td>2076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sheyenne National Grassland</td>\n",
       "      <td>pr</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Little Missouri National Grassland</td>\n",
       "      <td>pr</td>\n",
       "      <td>2076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Little Missouri National Grassland</td>\n",
       "      <td>pr</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           site_names variable  start_year\n",
       "0         Sheyenne National Grassland       pr        2076\n",
       "1         Sheyenne National Grassland       pr        2021\n",
       "2  Little Missouri National Grassland       pr        2076\n",
       "3  Little Missouri National Grassland       pr        2021"
      ]
     },
     "execution_count": 305,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maca_df.drop('da', axis='columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combination and analysis of the data for Sheyenne National Grassland in the year 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a specific row of the data frame\n",
    "habitat1_maca_2021_df = maca_df[(maca_df.start_year==2021) & (maca_df.variable=='pr') & (maca_df.site_names=='Sheyenne National Grassland')].da.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x16e0ba910>"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "habitat1_maca_2021_original_da = (\n",
    "    maca_df\n",
    "    [(maca_df.start_year==2021) & (maca_df.variable=='pr') & (maca_df.site_names=='Sheyenne National Grassland')]\n",
    "    .da.values[0]\n",
    "    .rio.write_crs(4326)\n",
    "    .rio.set_spatial_dims('lat','lon')\n",
    "    .groupby('time.year')\n",
    "    .sum()\n",
    "    .min('year')\n",
    ")\n",
    "\n",
    "habitat1_maca_2021_original_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x35225a910>"
      ]
     },
     "execution_count": 308,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reproject data \n",
    "\n",
    "habitat1_maca_2021_da = habitat1_maca_2021_original_da.rio.reproject_match(srtm_da)\n",
    "habitat1_maca_2021_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check suitability range: between 280 mm/year and 1140 mm/year\n",
    "habitat1_maca_suitable_2021 = (habitat1_maca_2021_da >= 280) & (habitat1_maca_2021_da <= 1140)\n",
    "\n",
    "# Plot the result\n",
    "habitat1_maca_suitable_2021.plot()\n",
    "plt.title(\"Suitable precipitation for Indian Grass in 2021 in Sheyenne National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
       "<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
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       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
       " *\n",
       " */\n",
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       "  --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
       "  --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
       "  --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
       "}\n",
       "\n",
       "html[theme=dark],\n",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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 (y: 1717, x: 1911)&gt; Size: 3MB\n",
       "array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 15kB -97.47 -97.47 -97.47 ... -96.94 -96.94 -96.94\n",
       "  * y            (y) float64 14kB 46.57 46.57 46.57 46.57 ... 46.1 46.1 46.1\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0</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'>y</span>: 1717</li><li><span class='xr-has-index'>x</span>: 1911</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9d0691d3-8a87-43ad-9789-3363ff154a26' class='xr-array-in' type='checkbox' checked><label for='section-9d0691d3-8a87-43ad-9789-3363ff154a26' 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>True True True True True True True ... True True True True True False</span></div><div class='xr-array-data'><pre>array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])</pre></div></div></li><li class='xr-section-item'><input id='section-baf1bfde-dacc-4c82-87d2-2d33f6b20d20' class='xr-section-summary-in' type='checkbox'  checked><label for='section-baf1bfde-dacc-4c82-87d2-2d33f6b20d20' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.47 -97.47 ... -96.94 -96.94</div><input id='attrs-221f5072-ab00-4d5b-a509-9fdefbd47df7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-221f5072-ab00-4d5b-a509-9fdefbd47df7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0465faeb-eef5-4b07-b0d3-67b6cf6ef2b2' class='xr-var-data-in' type='checkbox'><label for='data-0465faeb-eef5-4b07-b0d3-67b6cf6ef2b2' 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([-97.46875 , -97.468472, -97.468194, ..., -96.93875 , -96.938472,\n",
       "       -96.938194])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.57 46.57 46.57 ... 46.1 46.1</div><input id='attrs-fdbe5482-88ae-402d-8f29-39d5471220b7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fdbe5482-88ae-402d-8f29-39d5471220b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98354f62-7cc2-4442-bc33-1f5947544be5' class='xr-var-data-in' type='checkbox'><label for='data-98354f62-7cc2-4442-bc33-1f5947544be5' 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([46.572083, 46.571806, 46.571528, ..., 46.095972, 46.095694, 46.095417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-ef8e7800-0cff-4808-ba99-56f15d556bb3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ef8e7800-0cff-4808-ba99-56f15d556bb3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e61062ec-57ab-46b5-8fc8-9c42a313bbe7' class='xr-var-data-in' type='checkbox'><label for='data-e61062ec-57ab-46b5-8fc8-9c42a313bbe7' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-cf7b2668-fbbb-4c40-b3dc-4d6893add653' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cf7b2668-fbbb-4c40-b3dc-4d6893add653' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-057332ef-03d1-4e09-9dfb-9647074057ff' class='xr-var-data-in' type='checkbox'><label for='data-057332ef-03d1-4e09-9dfb-9647074057ff' 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>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>-97.4688888888939 0.00027777777777515244 0.0 46.57222222222626 0.0 -0.00027777777777515666</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4145e273-081c-4fea-8945-5fdedadc04d3' class='xr-section-summary-in' type='checkbox'  ><label for='section-4145e273-081c-4fea-8945-5fdedadc04d3' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c7cfcf82-5ae0-43cf-bc78-5729d1e60b80' class='xr-index-data-in' type='checkbox'/><label for='index-c7cfcf82-5ae0-43cf-bc78-5729d1e60b80' 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(Index([-97.46875000000502, -97.46847222222725, -97.46819444444947,\n",
       "        -97.4679166666717, -97.46763888889392, -97.46736111111615,\n",
       "       -97.46708333333837,  -97.4668055555606, -97.46652777778282,\n",
       "       -97.46625000000505,\n",
       "       ...\n",
       "       -96.94069444445445, -96.94041666667668,  -96.9401388888989,\n",
       "       -96.93986111112113, -96.93958333334335, -96.93930555556558,\n",
       "        -96.9390277777878, -96.93875000001003, -96.93847222223225,\n",
       "       -96.93819444445448],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1911))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a3e4bbb9-ca0d-49a9-af20-58eb6f049dbe' class='xr-index-data-in' type='checkbox'/><label for='index-a3e4bbb9-ca0d-49a9-af20-58eb6f049dbe' 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(Index([46.572083333337375,   46.5718055555596, 46.571527777781824,\n",
       "        46.57125000000405, 46.570972222226274,   46.5706944444485,\n",
       "       46.570416666670724,  46.57013888889295,  46.56986111111517,\n",
       "         46.5695833333374,\n",
       "       ...\n",
       "        46.09791666667518,  46.09763888889741,  46.09736111111963,\n",
       "        46.09708333334186,  46.09680555556408,  46.09652777778631,\n",
       "        46.09625000000853, 46.095972222230756,  46.09569444445298,\n",
       "       46.095416666675206],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1717))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3b43b496-d9e6-4b71-b4bb-64cacc6e01e0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3b43b496-d9e6-4b71-b4bb-64cacc6e01e0' 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 (y: 1717, x: 1911)> Size: 3MB\n",
       "array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 15kB -97.47 -97.47 -97.47 ... -96.94 -96.94 -96.94\n",
       "  * y            (y) float64 14kB 46.57 46.57 46.57 46.57 ... 46.1 46.1 46.1\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0"
      ]
     },
     "execution_count": 310,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot suitable soil locations for indian grass based on ph.\n",
    "\n",
    "habitat1_soil1_suitable_original_2021 = (soil1_merged_das >= 4.8) & (soil1_merged_das <= 8.0)\n",
    "\n",
    "# Plot the result\n",
    "habitat1_soil1_suitable_original_2021.plot()\n",
    "plt.title(\"Suitable Ph for Indian Grass in 2021 in Sheyenne National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()\n",
    "\n",
    "habitat1_soil1_suitable_original_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Align datasets to the first dataset\n",
    "aligned_srtm = srtm_suitable_da_numeric.rio.reproject_match(habitat1_maca_suitable_2021_numeric)\n",
    "aligned_soil = habitat1_soil1_suitable_2021_numeric.rio.reproject_match(habitat1_maca_suitable_2021_numeric)\n",
    "\n",
    "# Combine the aligned datasets\n",
    "habitat1_suitable_2021 = (\n",
    "    habitat1_maca_suitable_2021_numeric & aligned_srtm & aligned_soil\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert back to boolean for further processing\n",
    "habitat1_suitable_2021 = habitat1_suitable_2021.astype(bool)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MACA Shape: (1718, 1910)\n",
      "Aligned SRTM Shape: (1718, 1910)\n",
      "Aligned Soil Shape: (1718, 1910)\n",
      "Combined Overlap Sum: 0\n"
     ]
    }
   ],
   "source": [
    "# Check shapes\n",
    "print(\"MACA Shape:\", habitat1_maca_suitable_2021_numeric.shape)\n",
    "print(\"Aligned SRTM Shape:\", aligned_srtm.shape)\n",
    "print(\"Aligned Soil Shape:\", aligned_soil.shape)\n",
    "\n",
    "# Ensure overlapping values\n",
    "print(\"Combined Overlap Sum:\", habitat1_suitable_2021.sum().item())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Combine suitable areas into a boolean array\n",
    "habitat1_suitable_2021 = habitat1_maca_suitable_2021_numeric & aligned_srtm & aligned_soil\n",
    "habitat1_suitable_2021.plot()\n",
    "\n",
    "# # Plot the numeric data\n",
    "plt.title(\"Indian Grass Habitat Suitability 2021 in Sheyenne National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combination and analysis of the data for Sheyenne National Grassland in the year 2076"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a specific row of the data frame\n",
    "habitat1_maca_2076_df = maca_df[(maca_df.start_year==2076) & (maca_df.variable=='pr') & (maca_df.site_names=='Sheyenne National Grassland')].da.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x16c8a0b50>"
      ]
     },
     "execution_count": 276,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "habitat1_maca_2076_original_da = (\n",
    "    maca_df\n",
    "    [(maca_df.start_year==2076) & (maca_df.variable=='pr') & (maca_df.site_names=='Sheyenne National Grassland')]\n",
    "    .da.values[0]\n",
    "    .rio.write_crs(4326)\n",
    "    .rio.set_spatial_dims('lat','lon')\n",
    "    .groupby('time.year')\n",
    "    .sum()\n",
    "    .min('year')\n",
    ")\n",
    "\n",
    "habitat1_maca_2076_original_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x16cc02a10>"
      ]
     },
     "execution_count": 277,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reproject data to match elevation \n",
    "\n",
    "habitat1_maca_2076_da = habitat1_maca_2076_original_da.rio.reproject_match(srtm_da)\n",
    "habitat1_maca_2076_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check suitability range: between 280 mm/year and 1140 mm/year\n",
    "habitat1_maca_suitable_2076 = (habitat1_maca_2076_da >= 280) & (habitat1_maca_2076_da <= 1140)\n",
    "\n",
    "# Plot the result\n",
    "habitat1_maca_suitable_2076.plot()\n",
    "plt.title(\"Suitable precipitation for Indian Grass in 2076 in Sheyenne National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BAQHiqaeeMrnOkSNHCl9fX3HhwgW9+RkZGQKACAsLE0OHDhU7duwQmzZtEklJSSIoKEjk5ubKllWqmkBTjZyZmam37IQJE0RQUJDZ6tj//ve/onHjxtrrYmhoqBg0aJBYv3693ns1227durW4c+eO3vsBiI8//lg7LzExUbRr186oucSgQYNEw4YNteeg5vq5efNm7TIXL14Ufn5+Yt68edp5qampolGjRqK0tFRvfc8++6wICgrSXgM06xswYIDecp988okAIA4dOqSdZ+l5lJGRIXx8fMThw4f1lvvss88EALF9+3aJo/o/mio8IYQ4efKk8PX1Fc8995z2dZipwpO7XpiqwjO8L1VVVYmoqCjRunVrve//9evXRUREhOjatat2XnXPJ7n7mSVVeBs2bBAARFZWltFrutcvw3MqNjZW+Pr6ilOnTsmu31T5jhw5IgCILVu2mHyv5t557do1k8tYUoVn6hpq6Xl79epVERQUZHSt+u677wQA+1bh1a1bFwcOHMDhw4exaNEiDB06FKdPn0Z6ejpat26NS5cuWRe9VUNOTg6GDBmCunXrwtfXF/7+/khLS0NVVRVOnz6tt2xoaCiGDBmiN2/UqFFQq9XYv3+/yW18+eWXSElJQVRUFO7cuaOd+vfvDwDYt2+f2XL+/PPP8Pf3h7+/P6KiorB48WKMHj0aK1eu1FuuQYMG2uoPjaSkJJw/f97sNqR88803CA4OxkMPPaQ3X1MltmfPHr35DzzwQLWqQnSlpKQgNDRU+3dkZCQiIiK0+3Djxg0cPnwYI0aM0OtRFRoaisGDB1u0jU8//RT3338/QkJC4OfnB39/f6xevRp5eXlWl8da06ZN036W/v7+RucUcPfXpqE7d+5g4cKFaNmyJQICAuDn54eAgAD8+uuveuXu2LEjcnNzMWHCBOzcuRNlZWVG6+rYsSPWrVuHBQsW4Pvvv69Wil+XUufduXPnMGjQIMTExOj1ONOQyyyYeu3KlSvYsmULHnzwQURHR+u9pqkaatSoETZt2oTU1FSMGDECO3bsgI+PDzIzM60qvy7DzzUpKQm3bt1CSUmJ7Ps6dOiA3377DTt27MCsWbPQpUsX7NmzB2lpadoOCboGDhyol8XRZOQ0x/63337DyZMnMXr0aADQuwYNGDAARUVF2mqJXr16oU2bNnpVcVlZWVCpVHjqqacA3K3S2rNnD4YPH46aNWsare/WrVtGVYhSx0K3jBqWnEdffvklWrVqhbZt2+ptOzU11eqebs2bN8e4ceOwbNky2d5k1lwvLHHq1CkUFhbi0Ucf1auWDQkJwd/+9jd8//33uHnzpt57LDmfrLmfVde1a9f0rl/+/v44cuSIUdmaNWtm9F5LynfPPfegdu3amDFjBrKysvDLL78YradDhw4AgIcffhiffPIJLl68aFHZLb2Gapg7bw8dOoRbt25pv1saXbt2RWxsrEVl0lWtcaDat2+PGTNm4NNPP0VhYSGmTp2Kc+fO2XTxskR+fj66d++urQfXBHOai8dff/2lt3xkZKTROjTVCXJVH3/88Qe2bdtmdNJpqicsCRSbNGmCw4cP48iRI/jpp59w7do1fPjhh9oUvUbdunWN3hsYGGi0L5a6fPkyGjRoYHRzioiIgJ+fn9F+K9E7y9w+XL16FWq12qgqB4DkPEOff/45Hn74YURHR+PDDz/EoUOHcPjwYYwdO1ay63x1j2njxo3x559/Gl0In3vuORw+fBiHDx82ebyk5k+bNg0vvfQShg0bhm3btuGHH37A4cOH0aZNG72ypKen44033sD333+P/v37o27duujdu7feRW7jxo147LHHsGrVKnTp0gV16tRBWloaiouLZffJFCXOu/PnzyMlJQV+fn7Ys2ePUZVK3bp1Jb9nN27cQGVlpckqmA8//BAVFRWSvdc05e7Tp49eENKwYUO0adMGx44ds7j8ptatERgYCMD4uiLF398fqampePXVV7Fz504UFBSgV69e+PLLL43aV5jbjqZa+/nnnze6Bk2YMAGA/jVo0qRJ2LNnD06dOoXbt29j5cqVeOihh/SudXfu3ME777xjtD5NdbXhNc3SY2HJefTHH3/gxx9/NNp2aGgohBBW//CeO3cufH19tdVuhqy9XlhCcx5Lfc+joqKgVqtx9epVvfnmjqG19zNzGjduDMA4yA0NDdVevwyrajWk9svS8oWHh2Pfvn1o27YtZs2ahXvvvRdRUVGYM2eO9odejx49sGXLFty5cwdpaWlo1KgRWrVqhY8//lh2nyy9hmqYO+aaz7G69yJDVrWBkuLv7485c+bgrbfe0mvTEBgYaNRoGZAPXMzZsmULbty4gc8//1wvWjx+/Ljk8lLtazQ3HKkvvka9evWQlJSEV199VfL1qKgos2UNCgpC+/btzS6ntLp16+KHH36AEEIviCopKcGdO3dQr149veUtaXtgq9q1a0OlUkne7C0JAD788EPEx8dj48aNeuWVOr9s0bdvX+zatQvbt2/Xy+DFxMQgJiYGABAQECD5Xqnj+OGHHyItLQ0LFy7Um3/p0iXUqlVL+7efnx+mTZuGadOm4dq1a/j6668xa9YspKamoqCgADVr1kS9evWwZMkSLFmyBPn5+di6dStmzpyJkpIS2cbY9nL+/Hn06tULQghkZ2ejUaNGRsu0bt0aGzZsQHFxsd7FSdMA1NSYYqtXr0ZkZCQGDRpk9JrmF6UUIYTJRtuOVrduXUyZMgXZ2dn46aefrGpXp/mOpqenY8SIEZLL6LbVGDVqFGbMmIF3330XnTt3RnFxsV5D4dq1a8PX1xePPvqoUQNijfj4eIvLZ6169eqhRo0aJtv0GF6TzGnYsCGmTJmCRYsWSY4/aI/rheZ+UVRUZPRaYWEhfHx8rM7kW3s/Myc5ORm1a9fGtm3b9K45vr6+2nuRqXaHUtcva8qn+a4LIfDjjz9i3bp1mD9/PmrUqKFt0D506FAMHToUFRUV+P7775GRkYFRo0YhLi7OZNtFS6+hltJ8jqbuRdaMtQVYmYGSOnkAaFNpuoFFXFwcfvzxR73lvvnmG5SXl5vdjqlfO5oPWfM6cPeiaVgtpnH9+nVs3bpVb95//vMf+Pj4oEePHia3P2jQIPz0009o0qQJ2rdvbzRZEkA5S+/evVFeXm40ONz69eu1rztacHAwOnbsiM8//1zvF+D169exbds2s+9XqVQICAjQ+5IXFxdL9sKzxRNPPIHIyEi88MILJs91a6hUKr1zFbjbwF0ufV2rVi089NBDmDhxIq5cuSI5AGbjxo3x7LPPom/fvjZlXKorPz8fvXr1QlVVFb755huTqe+hQ4dCpVIZ9exct24datSogQcffNDoPUeOHMGPP/6Ixx57TLK3b6dOndCoUSPs2rVLrzdtYWEhcnNz0blzZxv3zjq3b982+aNQ6rpoiebNm6Np06bIzc2VvP60b99er4o6KCgITz31FN5//328+eabaNu2Le6//37t6zVr1kRKSgpycnKQlJQkuT65H5S2GjRoEM6cOYO6detKbtvamxYAzJgxA3Xq1JHsbWbN9cLSrGvz5s0RHR2N//znP3pVsjdu3MCmTZu0PfOsYe39zJyAgABMnz4dP/30kyJjDVanfCqVCm3atMFbb72FWrVqSV6fAgMD0bNnT20Zc3JyZNdn7TVUTufOnREUFKTteKVx8ODBajXxsCoDlZqaikaNGmHw4MFITEyEWq3G8ePHsXjxYoSEhGDy5MnaZR999FG89NJLePnll9GzZ0/88ssvWLZsmVEVlpTWrVsDuNtttX///vD19UVSUhL69u2LgIAAPPLII3jhhRdw69YtvPfee0apU426devimWeeQX5+Ppo1a4bt27dj5cqVeOaZZ7TpTinz58/H7t270bVrV0yaNAnNmzfHrVu3cO7cOWzfvh1ZWVmSv7hdQVpaGt5991089thjOHfuHFq3bo1vv/0WCxcuxIABA9CnTx+nlOuVV17Bgw8+iL59++K5555DVVUVXnvtNQQHB5sdPVrTxXbChAnaXhOvvPIKGjZsiF9//VWxMtaqVQtbtmzB4MGD0aZNG72BNC9fvoz9+/ejuLgYXbt2tWh9gwYNwrp165CYmIikpCQcPXoUr7/+utG5M3jwYLRq1Qrt27dH/fr1cf78eSxZsgSxsbFo2rQpSktLkZKSglGjRiExMVGbkt+xY4fJDIW9lJSUICUlBUVFRVi9ejVKSkr02nQ0atRIu3/33nsvxo0bhzlz5sDX1xcdOnTArl27sGLFCixYsECyCm/16tUAYHKwRB8fH7z11lt4+OGHMXToUDzzzDO4ceMGXnnlFQQEBGh7OjlKaWkp4uLi8Pe//x19+vRBTEwMysvLkZ2djbfffhstWrSo1mf073//G/3790dqaioef/xxREdH48qVK8jLy8OxY8f0hicA7g5YmpmZiaNHj0q2RXv77bfRrVs3dO/eHc888wzi4uJw/fp1/Pbbb9i2bZvZ3lC2mDJlCjZt2oQePXpg6tSpSEpKglqtRn5+Pnbt2oXnnnsOnTp1smqdYWFhmD17NqZOnWr0mjXXi9atWyM7Oxvbtm1Dw4YNERoaKtkTS9O+bvTo0Rg0aBCefvppVFRU4PXXX8e1a9ewaNEi6w4KYPX9zBIzZszAyZMnMXPmTOzfvx8jR45EXFwcKioq8Pvvv2PVqlXw9fW1KNiztHxffvklli9fjmHDhiEhIQFCCHz++ee4du0a+vbtCwB4+eWXceHCBfTu3RuNGjXCtWvX8Pbbb8Pf3x89e/Y0WQZLr6GWql27Np5//nksWLAATzzxBP7+97+joKAAc+fOrVYVnlW98DZu3ChGjRolmjZtKkJCQoS/v79o3LixePTRR8Uvv/yit2xFRYV44YUXRExMjKhRo4bo2bOnOH78uEW98CoqKsQTTzwh6tevL1QqlV4vom3btok2bdqIoKAgER0dLaZPny7+7//+z2gdmh5j2dnZon379iIwMFA0bNhQzJo1y6gXAiR6DP75559i0qRJIj4+Xvj7+4s6deqI5ORkMXv2bMmBBHVZOuCkqeUsHTTN1PsvX74sxo8fLxo2bCj8/PxEbGysSE9PF7du3dJbDlYOQGeqF57UOqR60m3dulUkJSWJgIAA0bhxY7Fo0SLJgTSl3rto0SIRFxcnAgMDRYsWLcTKlSsl32tNeUwpLi4W6enpIikpSQQHBwt/f38RFRUlBg8eLNavX693/mh6uRn2MBLibo+PcePGiYiICFGzZk3RrVs3ceDAAaMB2xYvXiy6du0q6tWrpz0248aNE+fOnRNCCHHr1i0xfvx4kZSUJMLCwkSNGjVE8+bNxZw5c8SNGzdk98VUL7zqnnea76upyfB7VFlZKebMmSMaN24sAgICRLNmzcTSpUsl133z5k0RHh4uevToIVsGIYTYsmWL6NChgwgKChLh4eFiyJAhZnvHCiHfC+/PP//UW1bq2BmqqKgQb7zxhujfv79o3LixCAwMFEFBQaJFixbihRde0BssVG4gTaljl5ubKx5++GEREREh/P39RYMGDcQDDzwg2ctKCCF69eol6tSpY3IQxLNnz4qxY8eK6Oho4e/vL+rXry+6du0qFixYoF1G8/l++umnRu81PG7WnEfl5eXixRdfFM2bNxcBAQEiPDxctG7dWkydOlUUFxdLlld3fZpeeLoqKipEfHy85Hfe0uvF8ePHxf333y9q1qyp1wtL6r4kxN3zrlOnTiIoKEgEBweL3r17i++++05vGWvOJ0vvZ5beEzS2bt0qBg8eLCIjI4Wfn58IDQ0Vbdu2Fc8995w4efKk3rKxsbFi4MCBkuuxpHwnT54UjzzyiGjSpImoUaOGCA8PFx07dhTr1q3TrufLL78U/fv3F9HR0SIgIEBERESIAQMG6A28K3WOWXoNtea8VavVIiMjQ8TExIiAgACRlJQktm3bVq2BNFVCGHQRISIit1JSUoLY2Fj861//sntnHiK6y+ZG5ERE5BwXLlzA77//jtdffx0+Pj56zSiIyL5co8sKERFZbdWqVejVqxd+/vlnfPTRR0bjZhGR/bAKj4iIiMhKzEARERGRS9i/fz8GDx6MqKgoqFQqoyF5pOzbtw/JyckICgpCQkICsrKy7F9QMIAiIiIiF3Hjxg20adMGy5Yts2j5s2fPYsCAAejevTtycnIwa9YsTJo0CZs2bbJzSVmFR0RERC5IpVJh8+bNGDZsmMllZsyYga1bt+o9G2/8+PHIzc3FoUOH7Fo+9sJzAWq1GoWFhQgNDXXIo1WIiMh9CSFw/fp1REVF2e3xRbdu3UJlZaUi6xIGjxYD7o5IbjjKeHUcOnQI/fr105uXmpqK1atX4/bt2/D397d5G6YwgHIBhYWF2metERERWaKgoMAuT8W4desW4mNDUFxSZX5hC4SEhBg9xm3OnDmYO3euzesuLi5GZGSk3rzIyEjcuXMHly5dMvkAeCUwgHIBmudanT8Wh7AQNksjIgKA4c1aY/PpE0b/N7WMtxjcLBHfYrveMxGVVFlZieKSKpw/GoewUNvuSWXX1YhNPoeCggKEhYVp5yuRfdIwzG5pWibZu0aHAZQL0HzIYSE+CAv1dXJpiIhcw56iX5AadR92FuZiT9EvAIyvj7rLeAs/3K2WsneAEBKqQkiobdtQ4//f38LC9AIopTRo0ADFxcV680pKSuDn52fXh2QD7IVHREQuzDAwSo1qo/ev1DKkjCqhVmSypy5dumD37t1683bt2oX27dvbtf0TwACKiIjciCZYMhVYkXLUEIpM1igvL8fx48dx/PhxAHeHKTh+/Djy8/MBAOnp6UhLS9MuP378eJw/fx7Tpk1DXl4e1qxZg9WrV+P5559X7DiYwio8IiJye8xCeYYjR44gJSVF+/e0adMAAI899hjWrVuHoqIibTAFAPHx8di+fTumTp2Kd999F1FRUVi6dCn+9re/2b2sDKCIiIjIiBpq2FoBZ+0aevXqBbnhKdetW2c0r2fPnjh27Ji1RbMZAygiIiIyUiUEqmwca9vW97sytoEip2K7BSIiY7w2uj5moMip2G6BiMiYK1wbq9MIXGodnooZKDfAXyJEnoffa3J1aghU2TgxgCKncoVfIkSkLHt+rxmcEdkfAyg3xQskEZnCH12kBGeMA+VO2AbKTfECSURE9sReePKYgSIiIiKyEgMoIiIbsUqdPJFaoclTMYAiIo/hrECGVerkiWztgaeZPBUDKCLyGPYKZOQCM2afyFNVCWUmT8UAiojIDLnAjNknIu/EXnhERERkRIk2TJ7cBooBFBERERlRQ4UqqGxeh6diFR4RmWVrOx+2EyIiT8MAisgNOTogsbWdD9sJEbkftVBm8lQMoIjcEAMSIs/mClnbqv9fhWfr5KkYQBFVkytc4EgZ/CzJ1fBHkutjI3KiauIFznPwsyQypkQGyZMzUAygiIiIyIhaqKAWNvbCs/H9roxVeERERERWYgaKiIiIjLAKTx4DKCIiIjJSBR9U2VhRVaVQWVwRAygiIiIyIhRoAyXYBoqIiIiINJiBchOacWrY3ZqIiByBbaDkMQPlBnQH+eOAf0RE5AhVwkeRyVN57p55kJ2FuXqZJwZRREREzsUAygVZEiAxiCIiIntSQwU1fGycWIVHDiTXzkk3G8UgioiI7IUPE5bHAMqNGAZObFBORETkHOyFR0REREaUaAReJYRCpXE9DKDcEDNPRERkb3fbQNn4MGFW4RGRt2EbOyIi05iBIiJJzHQSeTe1As/CU8Nzq/CYgSK7YQbDtfHzISI5HEhTHjNQZDfMYLg2fj5EJEczlpNt62AGioiIiIj+PwZQpDhWDRERub8qoVJk8lSswiPFsWqIiMj9VSnQiLyKVXhEREREpMEMFBERERlRCx+obexFp/bgkciZgSIiInIDjm5fqqnCs3XyVJ67Z0RERB6E7UtdC6vwiIiIyIgasLkXnVqZorgkr81AZWRkQKVSYcqUKXrz8/LyMGTIEISHhyM0NBSdO3dGfn6+yfWsW7cOKpXKaLp165ad94CIiMh+NANp2jp5Kq/MQB0+fBgrVqxAUlKS3vwzZ86gW7duGDduHObNm4fw8HDk5eUhKChIdn1hYWE4deqU3jxz7yEiIiL35XUBVHl5OUaPHo2VK1diwYIFeq/Nnj0bAwYMQGZmpnZeQkKC2XWqVCo0aNBA8bISERE5ixLPsvPkZ+F57p6ZMHHiRAwcOBB9+vTRm69Wq/HVV1+hWbNmSE1NRUREBDp16oQtW7aYXWd5eTliY2PRqFEjDBo0CDk5ObLLV1RUoKysTG8iIiJyJWqoFJk8lVcFUBs2bMCxY8eQkZFh9FpJSQnKy8uxaNEiPPjgg9i1axeGDx+OESNGYN++fSbXmZiYiHXr1mHr1q34+OOPERQUhPvvvx+//vqryfdkZGQgPDxcO8XExCiyf0RERErRZKBsnTyV11ThFRQUYPLkydi1a5dk+yS1+m5fgaFDh2Lq1KkAgLZt2+LgwYPIyspCz549JdfbuXNndO7cWfv3/fffj/vuuw/vvPMOli5dKvme9PR0TJs2Tft3WVkZgygiIiI34jUB1NGjR1FSUoLk5GTtvKqqKuzfvx/Lli3DjRs34Ofnh5YtW+q9r0WLFvj2228t3o6Pjw86dOggm4EKDAxEYGCg9TtBRETkIMo8C48ZKLfXu3dvnDhxQm/emDFjkJiYiBkzZiAwMBAdOnQw6k13+vRpxMbGWrwdIQSOHz+O1q1bK1JuIiIiZ1ALFdS2jgNl4/tdmdcEUKGhoWjVqpXevODgYNStW1c7f/r06Rg5ciR69OiBlJQU7NixA9u2bUN2drb2PWlpaYiOjta2o5o3bx46d+6Mpk2boqysDEuXLsXx48fx7rvvOmzfiIiIyLG8JoCyxPDhw5GVlYWMjAxMmjQJzZs3x6ZNm9CtWzftMvn5+fDx+V9K8tq1a3jqqadQXFyM8PBwtGvXDvv370fHjh2dsQtERESKUCtQhefJA2mqhPDgRyW7ibKyMoSHh+Pq6QSEhfo6uzhEelKj2vAZXEQupHfDlsjGFygtLUVYWJji69fckxb+NwVBIbblWW6V38GsjnvtVlZn8tzQkIgUweCJiMgYq/CIiIjISBVUqLJxIExb3+/KGEARERGREbXwgdrGgTBtfb8r89w9IyIiIrITZqCIiIjISBVsr4KrUqYoLokBFBERERlhFZ48z90zIiIXkBrVxtlFIKoWPkxYnufuGRGRC+AwEETWWb58OeLj4xEUFITk5GQcOHBAdvmPPvoIbdq0Qc2aNdGwYUOMGTMGly9ftns5GUAREVmJWSXyBgIqqG2chJVtqDZu3IgpU6Zg9uzZyMnJQffu3dG/f3/k5+dLLv/tt98iLS0N48aNw88//4xPP/0Uhw8fxhNPPKHEIZDFAIqIyErMKpE3cEYV3ptvvolx48bhiSeeQIsWLbBkyRLExMTgvffek1z++++/R1xcHCZNmoT4+Hh069YNTz/9NI4cOaLEIZDFAIqI3IIm68PsD5H7KSsr05sqKiqMlqmsrMTRo0fRr18/vfn9+vXDwYMHJdfbtWtXXLhwAdu3b4cQAn/88Qc+++wzDBw40C77oYsBFBG5BU3Wh9kfIsdQC5UiEwDExMQgPDxcO2VkZBht79KlS6iqqkJkZKTe/MjISBQXF0uWsWvXrvjoo48wcuRIBAQEoEGDBqhVqxbeeecd5Q+IAQZQRERELsxZWdcq+CgyAUBBQQFKS0u1U3p6usntqlT67aaEEEbzNH755RdMmjQJL7/8Mo4ePYodO3bg7NmzGD9+vHIHwgSOA0XkwjQXTmZdiLyXJ3z/w8LCEBYWJrtMvXr14Ovra5RtKikpMcpKaWRkZOD+++/H9OnTAQBJSUkIDg5G9+7dsWDBAjRs2FCZHZDADBSRC9tZmOsRF093wjZWRHcpWYVniYCAACQnJ2P37t1683fv3o2uXbtKvufmzZvw8dEPZXx9fQHczVzZEzNQREQ6GLAS3aWGD9Q25lmsff+0adPw6KOPon379ujSpQtWrFiB/Px8bZVceno6Ll68iPXr1wMABg8ejCeffBLvvfceUlNTUVRUhClTpqBjx46IioqyqezmMIAiIiIilzBy5EhcvnwZ8+fPR1FREVq1aoXt27cjNjYWAFBUVKQ3JtTjjz+O69evY9myZXjuuedQq1YtPPDAA3jttdfsXlaVsHeOi8wqKytDeHg4rp5OQFior7OLQ0RELqx3w5bIxhcoLS01266oOjT3pGcOjEBgiL9N66oov433un9ut7I6E9tAEZHbYPskIsdxdBsod8MAiojcxs7CXAZR5JWcMZCsED5Q2zgJPkyYiMg1sJE3eSMOJOt62IiciIiIjFRBhSorHwYstQ5PxQCKiIiIjKgFbG7DpPbgbmqswiMiIiKyEjNQRCRLt9Eq218QeQ9NQ3Bb1+GpPHfPiNyUq/UyY9BE5J3UUCkyeSoGUEQuxlTA4qzASne7qVFttBMRkTdjAEXkJizJBNkjsNHdLrtSE3mPKqFSZPJUDKCIXIit2R0GNkSuVw3urmwdRFOJNlSujI3IiVxAalQb7CzMddkASCoLReSqeI6SI3huaEjkRuQeUcJf00TkDGoo8Cw8D25EzgwUkYvQ/dWsCZr4S5qInEUo0ItOMIAiIkcyFzhxbCYisjdNFsnWdXgqVuERuSjDLJRh0OSswMkZT4UnInI1zEARuSjDAEkqYNK0napOMGX4Pqm/5d5LRJ6NI5HLYwBF5OaUyETpBk/m2l8ZDqypVBmIyLWwCk+e54aGRB5CKmCx5DXD5QzHmKru0ASG1YdyPQiJiDwVM1BEbsDUOFG6VXi6GSRTAZFusCPVtkp3vrnXLNkeEVnHlb5PSjzLjsMYEJHTmLuYWtpWCpCvcrPkfYY0F3tW5clzpZsiuTZXOk9YhSePVXhELk7qYb6mXq/Oug2DJKledlIXdVfpFWgLR1U9uuOxISJ5KiGEcHYhvF1ZWRnCw8Nx9XQCwkJ9nV0ct+Ztv/RtHQ/K2syR4faYeSJyvN4NWyIbX6C0tBRhYWGKr19zT+q/40n4BwfYtK7bNyrxfw+utFtZnYlVeORRvO1GbkvQZGqe3DoNh01gA3Iiz8UqPHkMoIhcnNJZNXPVceaySpa0uSIi8nRsA0Xk4uwdoPCxMEQkxeYHCSuQwXJlzEARuZnqZKR0s0qmqtwM2zSxfZNjeFu7PXIfArYPQ+DJjawZQBG5CVNjQVnC0uDI1DhThn/zhq8cHktyVWwDJY8BFJGbqO6N1lT7JqnhEEwFV7zJExHpYxsoIjdirseb1OtSWStTy+kub2r8KQZTno29KkmDbaDkMYAiciPWjEpurmedpevSBFQMnKyjOyCpOwUl/JxJgwGUPAZQRB7KMFiyJAtlyF43ft2gwp2CC2sYBqBE5FkYQLmQ4c1aO7sIpBBXDgqsySjZ68avu31PDS5c+RxwRTxerocZKHlsRO5CNp8+AYCPcvEErhgUyA1fQMozdVwNnz/I438Xj4PrEUIFYWMAZOv7XRkDKCIvwSEIXBM/EyL3xCo8IidydLWFN9yoXakqSK63o6m/iVyFGipFJk/FAIrcnivdMK3Fm6fy5KrOHM2aXpNEroZtoOQxgCK35043IXcO9tydK54nPB9IF88H98IAisiB5J5FR97HFYM6ch5XOx80jchtnTwVAygiB3O1i6Q3YfBK7sBVzlNW4cljAEXkAVzlguvqzAWvPI7kCgyfKOCs85IZKHkMoMhjedPNkFktZfA42o83fR9tpXusOJK962IA5QZ44aked7zo2PJZ8zwhV+ZO30dnf5dc5VgJBarvmIEip3KVLxPZny2fNc8TImU447tkKmiTeii4owgAQtg4ObTEjsUAioiIyMlMBW2GDwUn18EAys05O9VMzsPP3jweI6Lq40jk8vgsPDfHXyTei5+9eTxGRNXHhwnLYwaKiIiIyEpeG0BlZGRApVJhypQpevPz8vIwZMgQhIeHIzQ0FJ07d0Z+fr5F69ywYQNUKhWGDRumfIGJiMjrOLMamgNpyvPKAOrw4cNYsWIFkpKS9OafOXMG3bp1Q2JiIrKzs5Gbm4uXXnoJQUFBZtd5/vx5PP/88+jevbu9ik1ERDZwxzZxzqyGtrkH3v+fPJXXBVDl5eUYPXo0Vq5cidq1a+u9Nnv2bAwYMACZmZlo164dEhISMHDgQERERMius6qqCqNHj8a8efOQkJBgz+ITkQF3vCmSc7BNHCnJ6wKoiRMnYuDAgejTp4/efLVaja+++grNmjVDamoqIiIi0KlTJ2zZssXsOufPn4/69etj3Lhxdio1EZli+NgLIlIGH+Uiz6t64W3YsAHHjh3D4cOHjV4rKSlBeXk5Fi1ahAULFuC1117Djh07MGLECOzduxc9e/aUXOd3332H1atX4/jx4xaXo6KiAhUVFdq/y8rKrN4XIjLGDAORctgLT57XZKAKCgowefJkfPjhh5JtmtRqNQBg6NChmDp1Ktq2bYuZM2di0KBByMrKklzn9evX8c9//hMrV65EvXr1LC5LRkYGwsPDtVNMTEz1doqIJDET5Vn4eToHG5HL85oA6ujRoygpKUFycjL8/Pzg5+eHffv2YenSpfDz80PdunXh5+eHli1b6r2vRYsWJnvhnTlzBufOncPgwYO161y/fj22bt0KPz8/nDlzRvJ96enpKC0t1U4FBQWK768n4EWTqssbM1Ge/H2R+zw9eb/JtXlNFV7v3r1x4sQJvXljxoxBYmIiZsyYgcDAQHTo0AGnTp3SW+b06dOIjY2VXGdiYqLROl988UVcv34db7/9tsnMUmBgIAIDA23YG+/gjTdBoupy9vclNaqNU8rg7P32ZEr0ovPkXnheE0CFhoaiVatWevOCg4NRt25d7fzp06dj5MiR6NGjB1JSUrBjxw5s27YN2dnZ2vekpaUhOjoaGRkZCAoKMlpnrVq1AMBoPhGRJ2Mg43nuBlC2toFSqDAuyGuq8CwxfPhwZGVlITMzE61bt8aqVauwadMmdOvWTbtMfn4+ioqKnFhKIiL35IrVba5YJnIPKiE8OT50D2VlZQgPD8fV0wkIC/V1dnGIiCzmrKo7T6N7HM0d094NWyIbX6C0tBRhYWGKl0VzT7rng3T41jQ/kLScqpu38NujGXYrqzMxA0VERNVma/DEDNBdusfRVQJSodDkqRhAERGRQ6VGtdEGTq4SLBBZy2sakRMRkWtg0OQeOJCmPGagiIi8nKOq0Vhd52ZYhyeLARQRkReRCmKkMkKa5Rj0eDElnoNXjQzU8uXLER8fj6CgICQnJ+PAgQOyy1dUVGD27NmIjY1FYGAgmjRpgjVr1lR3ry3GAIqIyIvo9vSSC5I0yylV3abpWaa7LVP/J++1ceNGTJkyBbNnz0ZOTg66d++O/v37m3wiCAA8/PDD2LNnD1avXo1Tp07h448/RmJiot3LymEMXACHMSAicj5Twwe42lANjhrGIH7tbPjYOIyB+uYtnB3zqsVl7dSpE+677z6899572nktWrTAsGHDkJGRYbT8jh078I9//AO///476tSpY1NZrcUMFBFRNblj1kSqzHKZqOrso1LrcSR3CZ4cydbqO91G6GVlZXpTRUWF0fYqKytx9OhR9OvXT29+v379cPDgQckybt26Fe3bt0dmZiaio6PRrFkzPP/88/jrr7+UPyAGGECRXbn6RZPIVpqqMHc513WDAXPVeLrL2cId2lOZCpK8NXhSWkxMDMLDw7WTVDbp0qVLqKqqQmRkpN78yMhIFBcXS673999/x7fffouffvoJmzdvxpIlS/DZZ59h4sSJdtkPXQygyK548SFvsLMw1y3OdcNAT6qdk1S7JGv3zbCtk9LtqchBNI3AbZ0AFBQUoLS0VDulp6eb3KxKpd/wXAhhNE9DrVZDpVLho48+QseOHTFgwAC8+eabWLdund2zUBwHioioGtyxasdUeeUCperuo1zPPsNl3PFYeoO7DxO2fR0AEBYWZrYNVL169eDr62uUbSopKTHKSmk0bNgQ0dHRCA8P185r0aIFhBC4cOECmjZtatsOyGAGioioGjzlhm+qSs/wNWtJBUu6k6kyOJsrVzN6uoCAACQnJ2P37t1683fv3o2uXbtKvuf+++9HYWEhysvLtfNOnz4NHx8fNGrUyK7lZQBFRERGgY2tgYRudknzryMf4VLd8rtSMOd0ThhIc9q0aVi1ahXWrFmDvLw8TJ06Ffn5+Rg/fjwAID09HWlpadrlR40ahbp162LMmDH45ZdfsH//fkyfPh1jx45FjRo1bNh58xhAERF5OakH2SoVSJhrZ2VPzCbZRsleeJYaOXIklixZgvnz56Nt27bYv38/tm/fjtjYWABAUVGR3phQISEh2L17N65du4b27dtj9OjRGDx4MJYuXarosZDCcaBcAMeBIiIiSzlqHKjGK15WZByo/Kfm262szsQMFBEReQRmnOyAz8EziQEUERF5BHu0X/LmoMwZVXjuhAEUERF5BHsEO17dqNwJjcjdCQMoIiLyCObGuSJSEgMoIiICoFyg4WoBi1dnkWyiUmjyTG4TQJ05cwYvvvgiHnnkEZSUlAC4+xTmn3/+2cklIyLyDEoPXeAqXC2gcxuswpPlFgHUvn370Lp1a/zwww/4/PPPtSOO/vjjj5gzZ46TS0dERK7M1QI68gxuEUDNnDkTCxYswO7duxEQEKCdn5KSgkOHDjmxZERE5GzMMNkJM1Cy3CKAOnHiBIYPH240v379+rh8+bITSkRERK7C2Rkmjw3ghEqZyUO5RQBVq1YtFBUVGc3PyclBdHS0E0pERER0l7MDOHIOtwigRo0ahRkzZqC4uBgqlQpqtRrfffcdnn/+eb2HChIRkfO5akbGVcvlqoRQZvJUbhFAvfrqq2jcuDGio6NRXl6Oli1bokePHujatStefPFFZxePiIh0uGpGxlXL5bLYBkqWn7MLYAl/f3989NFHmD9/PnJycqBWq9GuXTs0bdrU2UUjJ0qNasMLIhEROYVbBFAaTZo0QZMmTZxdDHIRDJ6IPBN/HLkIJRqBe3AjcpcNoKZNm2bxsm+++aYdS0JERNVVnWCIwZNrUIm7k63r8FQuG0Dl5OTo/X306FFUVVWhefPmAIDTp0/D19cXycnJziieW+GvOSIispoSbZgYQDne3r17tf9/8803ERoaivfffx+1a9cGAFy9ehVjxoxB9+7dnVVEt8HgiYhMcdQPLE0POHtuyxHbINJwi154ixcvRkZGhjZ4AoDatWtjwYIFWLx4sRNLRuQY7H5N9mLvYEOz/p2FuZLbUvLcNrUNqiYOpCnLLQKosrIy/PHHH0bzS0pKcP36dSeUyHulRrUxecHjTV55/EVN7s7wumD4t6uf2159XeMwBrLcIoAaPnw4xowZg88++wwXLlzAhQsX8Nlnn2HcuHEYMWKEs4vnEpT+kptan9zFztUvhO6Ix5QMudsNXfcc1i275v+uvj/8DpIpbhFAZWVlYeDAgfjnP/+J2NhYxMbGYvTo0ejfvz+WL1/u7OI5naYNgyMuRGyQTuRc7vz9061iM/zX0sy2qwdcHoUZKFkqIdxnoPUbN27gzJkzEELgnnvuQXBwsLOLpIiysjKEh4fj6ukEhIX6OqUM1gZGuhcxd76gk7IYYDuGux9nqR997rw/jta7YUtk4wuUlpYiLCxM8fVr7kkxb7wCnxpBNq1L/dctFDz/kt3K6kwu2wtPSnBwMJKSkpxdDJeke0G1ddwVqV94huvjxc61uEpbKWdvn9yD7nnCc4bclVsEUCkpKVCpTLfk/+abbxxYGtek1EVI95ehp17YPHHfPG1/3JWjzi1P+LwNs1CesE8ehyORy3KLNlBt27ZFmzZttFPLli1RWVmJY8eOoXXr1s4unstQ4kJk2C5Bbjvuihdq67j75+0Iut89Rx8vd/185IY3cJcG5p5OMxK5rZOncosM1FtvvSU5f+7cuSgvL3dwaVyXEoGBYVWg1LoNq/sYkHg2fr7mGVafO7Jtj1Tw4Q6fmVw5LfkhR+RsbpGBMuWf//wn1qxZ4+xieBTNxd/SG4AlmSr+inRvUl3PSZqpHmbOKIOr073WOKoHMVmJvfBkuXUAdejQIQQF2dZDgIxpUuq2Bkee3pbKW7DBb/WY655Pll1rlNwWkZLcogrPcLBMIQSKiopw5MgRvPTSS04qlXcwFQTJ/cLWXZ4XLSLvZOmPJ1t/ZMm9nz/gbKOC7W2YPLcJuZtkoMLCwhAeHq6d6tSpg169emH79u2YM2eOs4vn8qrzC9iW6jdesIj+x1u/D5but63Hh09HIGdxiwzUunXrnF0Et1adiwgzSETKY0aE3AqHMZDlFhmohIQEXL582Wj+tWvXkJCQ4IQSuRcl2mDYox2H1CMalG5QyvYn9sNjaz0GT+RW2IhcllsEUOfOnUNVVZXR/IqKCly8eNEJJXJPtlTl2ePCL9WuSukGpbxh2Q+PLRF5M5euwtu6dav2/zt37kR4eLj276qqKuzZswdxcXFOKJl7saU6zlwjcSVwJGLvwSoschSeawpQIoPkwRkolw6ghg0bBgBQqVR47LHH9F7z9/dHXFwcFi9e7ISSeTdbnrkntz7yfPys5fHHhDIYPClDiZHEORK5k6jVagBAfHw8Dh8+jHr16jm5RKSLFyiyF2+9ASr948Rb8diRI7hFG6izZ88yeHISR40STKTLUTdAR5zfptZvqtOEvcrDEeXJamxELstlM1BLly7FU089haCgICxdulR22UmTJjmoVJ7H3C9d/pIjR3J05sWRgZrUtqQePmyvMnFEebIa20DJctkA6q233sLo0aMRFBRk8mHCwN32UQygqs/SCymrFMgRzJ1jnnQeKj3WmicdGyJ34LIB1NmzZyX/T85hz153jmg4a+nDkcm1ucvzFS0po9L74erHhNwPG5HLc4s2UPPnz8fNmzeN5v/111+YP3++E0rkWRzdHkJ3rCdrnpdVHY5sY0K2k/ts3KmHmlR1mVRVHc9FcmmakchtnTyUWwRQ8+bNQ3l5udH8mzdvYt68eU4okfPY44LrzBuSpdUYmpuNqdHLpZg7VoaNeKWe/6c7jzc7+/PU9nimBoh1530iL8BG5LLcIoASQkClMo5ic3NzUadOHSeUyHk88YJraXCi+0ve8D2GgY4lwZNhJkzqX8MqIwZSnsGWh2XboxzmlnGV8hLR/7hsGygAqF27NlQqFVQqFZo1a6YXRFVVVaG8vBzjx493YgnJWlJVdtY2ZK9uxsnadVrT7dsd2uXQ/7jKw7KlqvdMfT90z1Vnl5u8A9tAyXPpAGrJkiUQQmDs2LGYN2+e3qNcAgICEBcXhy5dujixhCRF7gKvO7867Z+q+wvcXoGX4f/J89nj8zb8XhC5BA5jIMulAyjN41vi4+PRtWtX+Pv7O7lEZAlLex9ZehMy9SvdmhuNkjcl3fZYDJy8jy2fublzRqrq2PA9zEIRuQa3aAPVs2dPbfD0119/oaysTG8i91LdC79htYthEGZt1aAtPfsM/284j1kEqg7dc1qumtGbgyd+txxI/K8ar7qTJ2eg3CKAunnzJp599llEREQgJCQEtWvX1pvIe5gaudlU8GSPG42pdepmD0x1Xbc3Bm/OYW1HCKo+HkMHYi88WW4RQE2fPh3ffPMNli9fjsDAQKxatQrz5s1DVFQU1q9f7+zikYMpMX6OYebKmouyqfGIdKv2DKtipN6vBKl1ecMNxp5BYnXWbe05RETuzy0CqG3btmH58uV46KGH4Ofnh+7du+PFF1/EwoUL8dFHHzm7eGQH5oYjMBdEyb1m+F5rsgdy2SVTPaksrVqs7o3b8P3ekIGyZ7Bi7bq94Xi7Ah5nJ2AGSpZbBFBXrlxBfHw8ACAsLAxXrlwBAHTr1g379+93ZtHIAeSCKKl5UmM2KdHLydIxpqQyUZaQCuwsLZfuOpgJcSweb8fgcXY8W9s/KTEMgitziwAqISEB586dAwC0bNkSn3zyCYC7mSndoQ3Iddg6+J9htqc673cmqUDO0lHUrTl2cuMHmRvbioiIqs8tAqgxY8YgN/fuzSE9PV3bFmrq1Kl44YUXqrXOjIwMqFQqTJkyRW9+Xl4ehgwZgvDwcISGhqJz587Iz883uZ7PP/8c7du3R61atRAcHIy2bdvigw8+qFaZPIlhbyJbbtzVCYakghXdoEzJTI3husxVO0plxgwboBseO0uqM02t23BZuTISEZFlXHocKI2pU6dq/5+SkoKTJ0/iyJEjqF+/PtauXWv1+g4fPowVK1YgKSlJb/6ZM2fQrVs3jBs3TjtwZ15eHoKCgkyuq06dOpg9ezYSExMREBCAL7/8EmPGjEFERARSU1OtLpu7MzU+TXUG0LSFJaOLK1UGqfGp5LYtlSmyZJ4US3sbSo0l5OmsOc84rhKRBCXaMLEKz7U0btwYI0aMQFhYGN5//32r3lteXo7Ro0dj5cqVRkMgzJ49GwMGDEBmZibatWuHhIQEDBw4EBERESbX16tXLwwfPhwtWrRAkyZNMHnyZCQlJeHbb7+t1r65O6mbkNSwA/bOgJgLSuwZTMitzzCQtPY4VHdUdql2YZ7Oms+VwRORMbaBkueWAZQtJk6ciIEDB6JPnz5689VqNb766is0a9YMqampiIiIQKdOnbBlyxaL1y2EwJ49e3Dq1Cn06NHD5HIVFRUeOxioXPsdW0YSt7YMcixpK2RqWUsyPYYjrVvSU04uyJTr/WftMWQjcyIiZXhVALVhwwYcO3YMGRkZRq+VlJSgvLwcixYtwoMPPohdu3Zh+PDhGDFiBPbt2ye73tLSUoSEhCAgIAADBw7EO++8g759+5pcPiMjA+Hh4dopJibG5n1zFZaOpCw3X4kyAMYZp+r2ctNlLtiSClCkBtjULafhcrpBmCWNyb0lo0RETsAhDExyizZQSigoKMDkyZOxa9cuyTZNarUaADB06FBtm6u2bdvi4MGDyMrKQs+ePU2uOzQ0FMePH0d5eTn27NmDadOmISEhAb169ZJcPj09HdOmTdP+XVZW5vQgylHtkmzdljVtg0xlw+QGuTQsq7VlM3yvqSBILrOlW3bD9zN7REQOwzZQslw6gBoxYoTs69euXbN4XUePHkVJSQmSk5O186qqqrB//34sW7YMN27cgJ+fH1q2bKn3vhYtWphtz+Tj44N77rkHwN2gKy8vDxkZGSYDqMDAQAQGBlpcdkdw5I3Zloa9hlVb5rajuw5LgiWpZUy9XyoAk1qXuSo8c43upfbDVJUeuSYGv0Sex6Wr8HSruaSm2NhYpKWlWbSu3r1748SJEzh+/Lh2at++PUaPHo3jx48jMDAQHTp0wKlTp/Ted/r0acTGxlpVbiEEKioqrHqPtzDX9keXqQyRNYGD3E3LsMpMKtiyZGgAqfmGGS9bGm+bqna0tTqSHIfBE7kjNiKX59IZqOoMUWBKaGgoWrVqpTcvODgYdevW1c6fPn06Ro4ciR49eiAlJQU7duzAtm3bkJ2drX1PWloaoqOjte2oMjIy0L59ezRp0gSVlZXYvn071q9fj/fee0+xsnsSw2yKqRuLqXGcDNdj6S97c9V2poYfMJdRMlVeSwI33b8tHcbAXBsquXnMghA5hsd811iFJ8ulAyhHGz58OLKyspCRkYFJkyahefPm2LRpE7p166ZdJj8/Hz4+/0vc3bhxAxMmTMCFCxdQo0YNJCYm4sMPP8TIkSOdsQtuwZrgQjNPqurOmp58ptolmduu7nsMAxFTVXrmgkK57Uutw9zxMhU0GWaozJWPiJTB75h3UAkhPDg+dA9lZWUIDw/H1dMJCAv1dXZxHM7wpm4q0yM339JMllT1n7lAzNR7TM2TKoO142NZmvky3Ibc/jKAImvxfHFNvRu2RDa+QGlpKcLCwhRfv+ae1Oz5hfANND2QtCWqKm7h9Buz7FZWZ3LpNlDkHcwFMIYBhDXVZbpDC1gb4BiuW66xeXV79Blm00xV25kKwEz1NDRcxlyVKVXv4c2ezprqcfJAtg5hUM0qwOXLlyM+Ph5BQUFITk7GgQMHLHrfd999Bz8/P7Rt29b6jVYDAyhyOXLBjjUBgCVjNukua0mQYlgO3fVYG5yY2p6l65E7TlKsvdHJBWaeyJrjDnjPcTGHQTkpaePGjZgyZQpmz56NnJwcdO/eHf3795d9Ji1wdzzGtLQ09O7d20ElZQBFTmZJQ/DqXqCteZ9UEGSuZ111ybWdsqSqz5C5DJtudsyachseE28OGMx1MCDySE7IQL355psYN24cnnjiCbRo0QJLlixBTEyM2Y5ZTz/9NEaNGoUuXbpYt0EbsBG5h3G3NgvVyaDItRXSDUbk2jnJBUdy83TfK7U9S/bHVFWgqfJZ0jjdku1L9TS09lyR68HoTuedtazpsEDkKZQYhkDzfsNHlkmNh1hZWYmjR49i5syZevP79euHgwcPmtzG2rVrcebMGXz44YdYsGCBbQW2AjNQ5LLkfvFLZVyk/tZMUr3eqnvTl2p3ZOvNVSqLpLsdqaDLloyYuaySNevTLY9UpsZTeHKASCRJwQxUTEyM3jiOUo9Uu3TpEqqqqhAZGak3PzIyEsXFxZJF/PXXXzFz5kx89NFH8PNzbE6IGSgPY2u7GldiqkG1HKmgwlQQZbi8M+hmheSqEaVelwoYTWXdDBur61IiiDL1Xnc876rLG/eZyFIFBQV6vfDknsahUqn0/hZCGM0D7j5NZNSoUZg3bx6aNWumXGEtxADKC7hjFUt1b0ZSVV+Gr5kbx8mSbSgdeMmVx9wxkGu3JReEslpKee70HSMyq5q96IzWASAsLMzsMAb16tWDr6+vUbappKTEKCsFANevX8eRI0eQk5ODZ599FsDd59oKIeDn54ddu3bhgQcesHEHTGMVngczrALylCoWwyyTXGZJN2gy16VftyF3dYc9qM6xNRU8Ga5Tbl8tzSpJLWNuf12RueEbnMGdjh+RJRz9KJeAgAAkJydj9+7devN3796Nrl27Gi0fFhZm9Ii28ePHo3nz5jh+/Dg6depk6yGQxQyUizMMgKrTs8zcPGeSG/tIqp2S1PJSx0aq6kt3vuY1qfLorlOu3Na8ZktjbUsyRbb0lKtuJs6ZpBrEE5H7mzZtGh599FG0b98eXbp0wYoVK5Cfn4/x48cDANLT03Hx4kWsX78ePj4+Ro9oi4iIQFBQkNF8e2AA5aLscWNwteAJMF8mw+DIVBWVXBd+Q1JBaXUyONZQon2MVJBkKnNkSVs4w2Nr6li4Gg4nQOQgClbhWWrkyJG4fPky5s+fj6KiIrRq1Qrbt29HbGwsAKCoqMjsmFCOwke5uABTj3KRa6vjbZRsw2UqmHFkJsaSYRTssR0p9gyYTGUCq8OW4ReIPImjHuXS4lllHuWSt8wzH+XCDJQLM5ddAdy3h5217BE8WVrtZw+O+tzkMl9yPfaUCqpMDbVQnX23pZqSiEhpbETu5swFV554s1FizCXNv3Ltlex97Cxt1K9EoGW4HcMG81JVebaypEegEuslIjtRcBwoT8QAyoO5W88qDXsGFHI3dcMgw14BgDlK7p8huYBNqYBR97wz1cPPEwN7Io/DAEoWAygXMrxZa2cXwSVYEgRUlzW92aR6ANqDYbBhzXatDUwMAxqlgylrgj8GUUT8HrgzBlAuRq5rvdwy1qzP3SmZoZEaK0vzf0dloGwZz8ja9xhuS26fqrP/UvsiV1XpKWOTEVWXK9cSqBSaPBV74bkAU73wqsNbGpU7mj0aWDuLtT3zDPfZmnGpDNdladmUGPaByFM5qhdey2eU6YX3y3ue2QuPGSgPwRuOdazJekg1vnZXugNQmqsaNDUAqeFyppYxzO5JrdeQVGN33X+JyHEcPRK5u2EA5QF4c7GeNQ3s5QafdDfWDiVgrmeeqQBJrirUcNuG/zfVrovnORG5EgZQboxZJ8cxDAzsuR17rNOw8bilvfWkqi7l2jLpblN3Wal2fFLHVCprZbhOU9u0NwZw5HXYC08WB9J0M7qZAN1siCsEUe6cmbFUddoDWcNeN2lLM09S55Ml55ipz94wGyU1X+o9Uv/XbMNZgYynn9tEkjw4ALIVM1BuRuqG4ipcqSyO4spZCVNDFci1gTJX3WZuW4bzDAfoNJWRMjVelNQ2DP9lLz4icgYGUERWcHYWxBy5xt9KDctgbkgC3b9Nvd/WMljSzoqIbMNG5PJYhefGeNNwPN2simH7IHODUzqibLrbNzV+mK3njbkeedaOMWVLEEVEdqREGyYGUESkYaohtjMCJ3NBijODOcMqZlO9+BgIkS6eE+QuWIVH5KbMDStQnSouJQIuuWEIpNo+EZFrYhWePAZQRAqwpBG00uSCHXNtkSzpAacEBkxkLZ4jLoTDGMhiFR6Rh5AbXsFUey17YpUdEXkyBlBECpMKUqrbe0+qYbbcmEtyf5ub7wgMnojchxJVcJ5chccAisgOTAUz5h6NonnNcB1K9FpzJmaeiNwQe+HJYgDlRZQYf4eUYe3xd/fH9jiy6pCIFMIAShYbkXsoVx3okczzxIEhGTwRkadhBspDWfNIDt7cXJ+7fz7uXn4ib8Q2UPIYQHk5ZqqIiEgSq/BksQrPyzEzQEphME5E3oQBFLllEMWbtetxx/OIiExTCaHI5KlYhUduiTdrIiI7YxWeLGagiIiIiKzEDBQREREZYS88ecxAkSS2MSIi8nJ8mLAsBlAkiW2MiIiITGMAReTCmAkkImfRVOHZOnkqBlBehDdj98NMIBE5DavwZLERuRfhzZiIiCzFRuTymIEiIiIishIDKCIiB2JVOrkNVuHJYhUeEZEDsSqd3IknV8HZihkoIiIiIisxgCKXwuoNIiIXIYQyk4diAEUuhdUb5E4Y8JMn4zhQ8hhAeRBezIkcj987Iu/ERuQehNkbIsfid448mhK96Dw4A8UAioiIiIyo1HcnW9fhqViFR0RERGQlZqCIiIjIGKvwZDED5YLYKJWIiJyNvfDkMQPlgtgwlYiInE6JcZw4DhQRuRrDTGVqVBvtPGYxPRc/WyLXwAwUkZtJjWqjl6WUCqSYxfRc/GzJUZSogmMVHpGL8tRgQW6/dhbm6r3uiftPRC6AjchlsQqP3IK3VFtoquE0QZLUawCDJm/kLd8BInfBAIrcglw2xlNYkk3zpP0l6/CzJ0djLzx5DKBIUfyVXH2G7ZoMs1C8gRKRQ2l64dk6eSgGUKQo3uStp9tzzjALxeNJROSa2IicyMkMG4Mzi0dEroC98OQxgCJyQcw8EZHTsReeLK+twsvIyIBKpcKUKVP05ufl5WHIkCEIDw9HaGgoOnfujPz8fJPrWblyJbp3747atWujdu3a6NOnD/773//aufRERETkTF4ZQB0+fBgrVqxAUlKS3vwzZ86gW7duSExMRHZ2NnJzc/HSSy8hKCjI5Lqys7PxyCOPYO/evTh06BAaN26Mfv364eLFi/beDfJQzD4RkStgLzx5XleFV15ejtGjR2PlypVYsGCB3muzZ8/GgAEDkJmZqZ2XkJAgu76PPvpI7++VK1fis88+w549e5CWlqZcwYmIiBxJLe5Otq7DQ3ldBmrixIkYOHAg+vTpozdfrVbjq6++QrNmzZCamoqIiAh06tQJW7ZssWr9N2/exO3bt1GnTh0FS01ERORgQqHJQ3lVALVhwwYcO3YMGRkZRq+VlJSgvLwcixYtwoMPPohdu3Zh+PDhGDFiBPbt22fxNmbOnIno6GijAE1XRUUFysrK9CYiIiJyH15ThVdQUIDJkydj165dkm2a1Go1AGDo0KGYOnUqAKBt27Y4ePAgsrKy0LNnT7PbyMzMxMcff4zs7GzZdlMZGRmYN29eNfeEiMjxPPW5k2SaCgoMY6BISVyT12Sgjh49ipKSEiQnJ8PPzw9+fn7Yt28fli5dCj8/P9StWxd+fn5o2bKl3vtatGgh2wtP44033sDChQuxa9cuo8bphtLT01FaWqqdCgoKbNo3IiJ7Y/DkhTgSuSyvyUD17t0bJ06c0Js3ZswYJCYmYsaMGQgMDESHDh1w6tQpvWVOnz6N2NhY2XW//vrrWLBgAXbu3In27dubLUtgYCACAwOt3wkiIiJyCV6TgQoNDUWrVq30puDgYNStWxetWrUCAEyfPh0bN27EypUr8dtvv2HZsmXYtm0bJkyYoF1PWloa0tPTtX9nZmbixRdfxJo1axAXF4fi4mIUFxejvLzc4ftIRESkFGcNY7B8+XLEx8cjKCgIycnJOHDggMllP//8c/Tt2xf169dHWFgYunTpgp07d9qw15bzmgDKEsOHD0dWVhYyMzPRunVrrFq1Cps2bUK3bt20y+Tn56OoqEj79/Lly1FZWYmHHnoIDRs21E5vvPGGM3aBiIhIGU7ohbdx40ZMmTIFs2fPRk5ODrp3747+/fubbEqzf/9+9O3bF9u3b8fRo0eRkpKCwYMHIycnx/r9tZJKCA+uoHQTZWVlCA8Px9XTCQgL9XV2cYioGtjImhyld8OWyMYXKC0tRVhYmOLr19yTuqXMhZ+f6Q5Rlrhz5xa+3TvX4rJ26tQJ9913H9577z3tvBYtWmDYsGGSPeil3HvvvRg5ciRefvnlapfbEsxAEREpgMETeRqVEIpMAIyG7qmoqDDaXmVlJY4ePYp+/frpze/Xrx8OHjxoUZnVajWuX7/ukLEYGUARERGRMbVCE4CYmBiEh4drJ6ls0qVLl1BVVYXIyEi9+ZGRkSguLraoyIsXL8aNGzfw8MMPW7u3VvOaXnhE1cFqGSIi2xUUFOhV4cn1RFep9EePEkIYzZPy8ccfY+7cufjiiy8QERFR/cJaiAEUkQwGT0TkrXSr4GxZBwCEhYWZbQNVr149+Pr6GmWbSkpKjLJShjZu3Ihx48bh008/lX0SiJJYhUdERETGHNwLLyAgAMnJydi9e7fe/N27d6Nr164m3/fxxx/j8ccfx3/+8x8MHDjQ8g3aiBkoclusXiMisiMlRhK38v3Tpk3Do48+ivbt26NLly5YsWIF8vPzMX78eAB3n+Rx8eJFrF+/HsDd4CktLQ1vv/02OnfurM1e1ahRA+Hh4baV3QxmoMhtuXLwlBrVxtlFICJyOyNHjsSSJUswf/58tG3bFvv378f27du1TwQpKirSGxPq3//+N+7cuYOJEyfqjcU4efJku5eVGSjyCM7KRmkCJcNtu3JwR0RkieqOJG64DmtNmDBB7wkgutatW6f3d3Z2tvUbUAgDKPIIzgpYGCgRkcdyQhWeO2EVHpGCWHVHROQdmIEisgPdQIpZKiJyRyr13cnWdXgqZqCI7EQTODErRURuSVOFZ+vkoRhAESlIN9uk28CcQRQRkWdhFR6RHRgGUrrZKFbpEZFbsHIgTJPr8FAMoIjsTDdgYvBERO5CyUe5eCJW4RERERFZiRkoIiIiMsZxoGQxgCIiIiJjAoCtwxB4bvzEAIqIiIiMsQ2UPLaBIiIiIrISM1BERERkTECBNlCKlMQlMYAiIiIiY2xELotVeERERERWYgaKiIiIjKkBqBRYh4diAEVERERG2AtPHqvwiIiILMCHgpMuZqCIiIgs4HXPsmQjclkMoIiIiMgYAyhZrMIjk5iuti8eXyIi98UAikzyunS1A2mCJwZRROSyNBkoWycPxSo8D5Ea1YYBjxup7mel+zlrgi9+7kRkFxzGQBYDKBdlbUDEm6h32FmYy8CJyIm86ccqhzGQxyo8F+UtX1CyHs8NIufh9480GEARuSFrLuJsZ0VE1cI2ULIYQHkB3kA9m7nPV7faj4jIYmqhzOShGEB5AaacPZupACk1qk212ksx2CIiMo8BFJEHkAqQdhbmmgyc5IIkBtxEzuUyP2JYhSeLARSRh5O6GDNIInJdrvP9VCJ4YgBF5PJc5lebi3GdizERkefgOFDkMRgoEBEpiM/Ck8UMFHkFZqeIiKzEXniyGEC5CQYAtmF2ioiIlMQAyk1wLB9ydzx/idyMUCszeSgGUG6EWRRyZ7acvwy+iJyAwxjIYiNyInJ5/PFA5ARqBYYhYBsocgf8lU5EROQYzEB5EP5KJyIixXAYA1kMoIiIiMiYgAIBlCIlcUmswiMiIiKyEgMoInK41Kg2em322H6PyAWxF54sBlBE5HA7C3P12uxp/s+gisiFqNXKTB6KAZQbsveNhTcuchapoIqIyBUxgHJD9r6x8MZFRHSXV/+gZBWeLAZQXsarLwZERFby6h+UDKBkMYDyMl59MSAiIlIIx4EiIiIiY3yUiywGUERERGRECDWEsK0Xna3vd2UMoIiIiMiYELZnkNgGioiIiBxF0+GHHX9cFzNQRERELkbT4cepHX+EAm2gPDgDxQCKiIiIjKnVgMrGNkwe3AaKVXguhulaInn8jjgfPwMiBlAuR8l0LS9yZAl3O084lpnzufpn4G7ntMviQJqyGEB5MFe/yJFr4HlCnsZR57SnB2pCrVZk8lQMoIiIiKqBPz68GwMoN+Xpv3yIiMjJWIUniwGUm+IvH+dh8EpEXkEtlJk8lNcGUBkZGVCpVJgyZYre/Ly8PAwZMgTh4eEIDQ1F586dkZ+fb3I9P//8M/72t78hLi4OKpUKS5YssW/BXZi3BBYMXo15y2dPRKThlQHU4cOHsWLFCiQlJenNP3PmDLp164bExERkZ2cjNzcXL730EoKCgkyu6+bNm0hISMCiRYvQoEEDxcroiBuSqW1Ud9vOCCyU3geqHgaVRB5IiLvjONk0MQPlMcrLyzF69GisXLkStWvX1ntt9uzZGDBgADIzM9GuXTskJCRg4MCBiIiIMLm+Dh064PXXX8c//vEPBAYGKlZOR9yQTG3DnW6GUmVNjWpjdh8YYP0PjwXZC88t9ybUQpHJU3ldADVx4kQMHDgQffr00ZuvVqvx1VdfoVmzZkhNTUVERAQ6deqELVu2KF6GiooKlJWV6U2kHEsCQHcKEu2Nx4LsheeWm7M5+6Su1kjky5cvR3x8PIKCgpCcnIwDBw7ILr9v3z4kJycjKCgICQkJyMrKqu4eW8WrAqgNGzbg2LFjyMjIMHqtpKQE5eXlWLRoER588EHs2rULw4cPx4gRI7Bv3z5Fy5GRkYHw8HDtFBMTo+j6iUh5zKbIs+T42HIMPf34e/r+WWrjxo2YMmUKZs+ejZycHHTv3h39+/c32Rb57NmzGDBgALp3746cnBzMmjULkyZNwqZNm+xeVpUQHlxBqaOgoADt27fHrl270KbN3RO1V69eaNu2LZYsWYLCwkJER0fjkUcewX/+8x/t+4YMGYLg4GB8/PHHZrcRFxeHKVOmGDVMN1RRUYGKigrt32VlZYiJicHV0wkIC/Wt3g4SeRlLqmqJPFHvhi2RjS9QWlqKsLAwxddfVlaG8PBw9FINh5/K36Z13RG3kS02W1zWTp064b777sN7772nndeiRQsMGzZMMvkxY8YMbN26FXl5edp548ePR25uLg4dOmRT2c3xmgzU0aNHUVJSguTkZPj5+cHPzw/79u3D0qVL4efnh7p168LPzw8tW7bUe1+LFi1ke+FVR2BgIMLCwvQmIrIOgyciO3NwFV5lZSWOHj2Kfv366c3v168fDh48KPmeQ4cOGS2fmpqKI0eO4Pbt29bvsxX87Lp2F9K7d2+cOHFCb96YMWOQmJiIGTNmIDAwEB06dMCpU6f0ljl9+jRiY2PtWjZNErCs3HOHvHcXw5u1xubTJ8wvSG6Jn6/yeEwd7w7uBgb2rkC6g9uAjZvQlNWwrW9gYKBRx6tLly6hqqoKkZGRevMjIyNRXFwsuf7i4mLJ5e/cuYNLly6hYcOGtu2ADK8JoEJDQ9GqVSu9ecHBwahbt652/vTp0zFy5Ej06NEDKSkp2LFjB7Zt24bs7Gzte9LS0hAdHa1NJVZWVuKXX37R/v/ixYs4fvw4QkJCcM8991hUtuvXrwMAYu87Z+Neku1+R+1mzi4D2Q8/X+XxmDre7wDu3jvCw8MVX3tAQAAaNGiAb4u3K7K+kJAQo7a+c+bMwdy5cyWXV6lUen8LIYzmmVtear7SvCaAssTw4cORlZWFjIwMTJo0Cc2bN8emTZvQrVs37TL5+fnw8flfzWdhYSHatWun/fuNN97AG2+8gZ49e+oFXnKioqJQUFCA0NBQu3/g9qZpz1VQUMCqSTN4rCzHY2UZHifLufOxEkLg+vXriIqKssv6g4KCcPbsWVRWViqyPqkASGrYn3r16sHX19co21RSUmKUZdJo0KCB5PKapjn25NUBlFSAM3bsWIwdO9bi98TFxdmcRvXx8UGjRo1sWoerYdsuy/FYWY7HyjI8TpZz12Nlj8yTrqCgINlBpO0hICAAycnJ2L17N4YPH66dv3v3bgwdOlTyPV26dMG2bdv05u3atQvt27eHv79tDeDN8ZpG5EREROTapk2bhlWrVmHNmjXIy8vD1KlTkZ+fj/HjxwMA0tPTkZaWpl1+/PjxOH/+PKZNm4a8vDysWbMGq1evxvPPP2/3snp1BoqIiIhcx8iRI3H58mXMnz8fRUVFaNWqFbZv367tzFVUVKTXMz4+Ph7bt2/H1KlT8e677yIqKgpLly7F3/72N7uXlQEUKSowMBBz5sxR9LE2norHynI8VpbhcbIcj5XrmjBhAiZMmCD52rp164zm9ezZE8eOHbNzqYx5zUCaREREREphGygiIiIiKzGAIiIiIrISAygiIiIiKzGAIiIiIrISAyiyyrFjx9C3b1/UqlULdevWxVNPPYXy8nLt6+vWrYNKpZKcSkpKzK5fCIH+/ftDpVJhy5YtdtwT+7PXsXr66afRpEkT1KhRA/Xr18fQoUNx8uRJR+yS3djjWF25cgX/+te/0Lx5c9SsWRONGzfGpEmTUFpa6qjdsgt7nVcrVqxAr169EBYWBpVKhWvXrjlgb+zHXsepoqIC//rXv1CvXj0EBwdjyJAhuHDhgiN2iVwMAyiyWGFhIfr06YN77rkHP/zwA3bs2IGff/4Zjz/+uHaZkSNHoqioSG9KTU1Fz549ERERYXYbS5YscfvH2QD2PVbJyclYu3Yt8vLysHPnTggh0K9fP1RVVTlgz5Rnr2NVWFiIwsJCvPHGGzhx4gTWrVuHHTt2YNy4cQ7aM+XZ87y6efMmHnzwQcyaNcsBe2Jf9jxOU6ZMwebNm7FhwwZ8++23KC8vx6BBg9z2+0c2EEQW+ve//y0iIiJEVVWVdl5OTo4AIH799VfJ95SUlAh/f3+xfv16s+s/fvy4aNSokSgqKhIAxObNm5UqusPZ+1jpys3NFQDEb7/9ZlOZncWRx+qTTz4RAQEB4vbt2zaV2Vkccaz27t0rAIirV68qUWSnsNdxunbtmvD39xcbNmzQzrt48aLw8fERO3bsUG4HyC0wA0UWq6ioQEBAgN7DlGvUqAEA+PbbbyXfs379etSsWRMPPfSQ7Lpv3ryJRx55BMuWLUODBg2UK7ST2PNY6bpx4wbWrl2L+Ph4o6eduwtHHSsAKC0tRVhYGPz83HMMYUceK3dmr+N09OhR3L59G/369dPOi4qKQqtWrXDw4EGFSk/uggEUWeyBBx5AcXExXn/9dVRWVuLq1avadH9RUZHke9asWYNRo0ZpL16mTJ06FV27djX5wEh3Y89jBQDLly9HSEgIQkJCsGPHDuzevRsBAQGK7oOj2PtYaVy+fBmvvPIKnn76aUXK7QyOOlbuzl7Hqbi4GAEBAahdu7be/MjISBQXFyu3A+QWGEAR5s6da7IxpWY6cuQI7r33Xrz//vtYvHgxatasiQYNGiAhIQGRkZHw9fU1Wu+hQ4fwyy+/mG1zsnXrVnzzzTdYsmSJnfZQOc4+VhqjR49GTk4O9u3bh6ZNm+Lhhx/GrVu3lN5dm7jKsQKAsrIyDBw4EC1btsScOXOU3E1FuNKxcmWuepyEEB7RdpOsw0e5EC5duoRLly7JLhMXF4egoCDt33/88QeCg4OhUqkQFhaGDRs24O9//7vee8aNG4djx44hJydHdt1TpkzB0qVL9dLtVVVV8PHxQffu3ZGdnW39TtmJs4+VlMrKStSuXRurVq3CI488YvX77cVVjtX169eRmpqKmjVr4ssvv9TbnqtwlWMFANnZ2UhJScHVq1dRq1Ytq/bD3px9nL755hv07t0bV65c0ctCtWnTBsOGDcO8efOqsVfktpzcBovc3OrVq0XNmjWNGpxev35dhISEiHfeecfsOoqKisSJEyf0JgDi7bffFr///rudSu54ShwrKRUVFaJGjRpi7dq1thfSRSh1rEpLS0Xnzp1Fz549xY0bN+xQUudT+rzyhEbkUpQ4TppG5Bs3btTOKywsZCNyL8UAiqzyzjvviKNHj4pTp06JZcuWiRo1aoi3337baLlVq1aJoKAgceXKFaPXLly4IJo3by5++OEHk9uBm/fCE8I+x+rMmTNi4cKF4siRI+L8+fPi4MGDYujQoaJOnTrijz/+sPs+2Ys9jlVZWZno1KmTaN26tfjtt99EUVGRdrpz547d98le7PUdLCoqEjk5OWLlypUCgNi/f7/IyckRly9ftuv+2Iu9jtP48eNFo0aNxNdffy2OHTsmHnjgAdGmTRu3PqeoehhAkVUeffRRUadOHREQECCSkpJMdvnt0qWLGDVqlORrZ8+eFQDE3r17TW7HEwIoexyrixcviv79+4uIiAjh7+8vGjVqJEaNGiVOnjxpr91wCHscK00mRWo6e/asnfbE/uz1HZwzZ47ksXLXzKa9jtNff/0lnn32WVGnTh1Ro0YNMWjQIJGfn2+PXSAXxzZQRERERFZiLzwiIiIiKzGAIiIiIrISAygiIiIiKzGAIiIiIrISAygiIiIiKzGAIiIiIrISAygiIiIiKzGAIiKXdO7cOahUKhw/ftwu61epVNiyZYtd1k1Eno8BFBFJevzxxzFs2DCnbT8mJgZFRUVo1aoVgLsPuVWpVLh27ZrTykREpOHn7AIQEUnx9fVFgwYNnF0MIiJJzEARkdX27duHjh07IjAwEA0bNsTMmTNx584d7eu9evXCpEmT8MILL6BOnTpo0KAB5s6dq7eOkydPolu3bggKCkLLli3x9ddf61Wr6VbhnTt3DikpKQCA2rVrQ6VS4fHHHwcAxMXFYcmSJXrrbtu2rd72fv31V/To0UO7rd27dxvt08WLFzFy5EjUrl0bdevWxdChQ3Hu3DlbDxUReSgGUERklYsXL2LAgAHo0KEDcnNz8d5772H16tVYsGCB3nLvv/8+goOD8cMPPyAzMxPz58/XBi5qtRrDhg1DzZo18cMPP2DFihWYPXu2yW3GxMRg06ZNAIBTp06hqKgIb7/9tkXlVavVGDFiBHx9ffH9998jKysLM2bM0Fvm5s2bSElJQUhICPbv349vv/0WISEhePDBB1FZWWnN4SEiL8EqPCKyyvLlyxETE4Nly5ZBpVIhMTERhYWFmDFjBl5++WX4+Nz9XZaUlIQ5c+YAAJo2bYply5Zhz5496Nu3L3bt2oUzZ84gOztbW0336quvom/fvpLb9PX1RZ06dQAAERERqFWrlsXl/frrr5GXl4dz586hUaNGAICFCxeif//+2mU2bNgAHx8frFq1CiqVCgCwdu1a1KpVC9nZ2ejXr591B4mIPB4DKCKySl5eHrp06aINNADg/vvvR3l5OS5cuIDGjRsDuBtA6WrYsCFKSkoA3M0ixcTE6LVx6tixo93K27hxY23wBABdunTRW+bo0aP47bffEBoaqjf/1q1bOHPmjF3KRUTujQEUEVlFCKEXPGnmAdCb7+/vr7eMSqWCWq02uY7q8vHx0W5f4/bt20ZlMyyLLrVajeTkZHz00UdGy9avX1+RchKRZ2EARURWadmyJTZt2qQXBB08eBChoaGIjo62aB2JiYnIz8/HH3/8gcjISADA4cOHZd8TEBAAAKiqqtKbX79+fRQVFWn/Lisrw9mzZ/XKm5+fj8LCQkRFRQEADh06pLeO++67Dxs3bkRERATCwsIs2gci8m5sRE5EJpWWluL48eN601NPPYWCggL861//wsmTJ/HFF19gzpw5mDZtmrb9kzl9+/ZFkyZN8Nhjj+HHH3/Ed999p21EbiozFRsbC5VKhS+//BJ//vknysvLAQAPPPAAPvjgAxw4cAA//fQTHnvsMfj6+mrf16dPHzRv3hxpaWnIzc3FgQMHjBqsjx49GvXq1cPQoUNx4MABnD17Fvv27cPkyZNx4cKF6hw6IvJwDKCIyKTs7Gy0a9dOb5ozZw62b9+O//73v2jTpg3Gjx+PcePG4cUXX7R4vb6+vtiyZQvKy8vRoUMHPPHEE9r3BwUFSb4nOjoa8+bNw8yZMxEZGYlnn30WAJCeno4ePXpg0KBBGDBgAIYNG4YmTZpo3+fj44PNmzejoqICHTt2xBNPPIFXX31Vb901a9bE/v370bhxY4wYMQItWrTA2LFj8ddffzEjRUSSVEKqgQARkYN999136NatG3777Te9AIiIyBUxgCIip9i8eTNCQkLQtGlT/Pbbb5g8eTJq166Nb7/91tlFIyIyi43Iicgprl+/jhdeeAEFBQWoV68e+vTpg8WLFzu7WEREFmEGioiIiMhKbEROREREZCUGUERERERWYgBFREREZCUGUERERERWYgBFREREZCUGUERERERWYgBFREREZCUGUERERERWYgBFREREZKX/B2f0uU+DdOBhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
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       "<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
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       "  --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
       "  --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
       "  --xr-background-color: var(--jp-layout-color0, white);\n",
       "  --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
       "  --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
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       "\n",
       "html[theme=dark],\n",
       "html[data-theme=dark],\n",
       "body[data-theme=dark],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: rgba(255, 255, 255, 1);\n",
       "  --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
       "  --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
       "  --xr-border-color: #1F1F1F;\n",
       "  --xr-disabled-color: #515151;\n",
       "  --xr-background-color: #111111;\n",
       "  --xr-background-color-row-even: #111111;\n",
       "  --xr-background-color-row-odd: #313131;\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-array-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\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:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0);\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 (y: 1717, x: 1911)&gt; Size: 3MB\n",
       "array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 15kB -97.47 -97.47 -97.47 ... -96.94 -96.94 -96.94\n",
       "  * y            (y) float64 14kB 46.57 46.57 46.57 46.57 ... 46.1 46.1 46.1\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0</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'>y</span>: 1717</li><li><span class='xr-has-index'>x</span>: 1911</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1595cd20-c86b-453a-9cd3-600efa617c15' class='xr-array-in' type='checkbox' checked><label for='section-1595cd20-c86b-453a-9cd3-600efa617c15' 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>True True True True True True True ... True True True True True False</span></div><div class='xr-array-data'><pre>array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])</pre></div></div></li><li class='xr-section-item'><input id='section-007629e6-e429-4407-b26f-d75747fbd4b8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-007629e6-e429-4407-b26f-d75747fbd4b8' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.47 -97.47 ... -96.94 -96.94</div><input id='attrs-af0b5464-6aed-410e-82d6-d6fd9d16dfa0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-af0b5464-6aed-410e-82d6-d6fd9d16dfa0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1124fdb6-4463-42ec-b12f-47d835484191' class='xr-var-data-in' type='checkbox'><label for='data-1124fdb6-4463-42ec-b12f-47d835484191' 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([-97.46875 , -97.468472, -97.468194, ..., -96.93875 , -96.938472,\n",
       "       -96.938194])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>46.57 46.57 46.57 ... 46.1 46.1</div><input id='attrs-953640dc-df01-4af8-adb3-0404c69d755c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-953640dc-df01-4af8-adb3-0404c69d755c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c33fcc0d-cc97-46bd-8131-a2d06a37cbd6' class='xr-var-data-in' type='checkbox'><label for='data-c33fcc0d-cc97-46bd-8131-a2d06a37cbd6' 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([46.572083, 46.571806, 46.571528, ..., 46.095972, 46.095694, 46.095417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-7dc4b514-52c4-487b-a661-231f2e970f38' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7dc4b514-52c4-487b-a661-231f2e970f38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a33dac12-b08a-437a-81a4-83947c1ba59b' class='xr-var-data-in' type='checkbox'><label for='data-a33dac12-b08a-437a-81a4-83947c1ba59b' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-5d718148-c6b8-4ef3-8958-ac62d9b13273' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d718148-c6b8-4ef3-8958-ac62d9b13273' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7044671f-5486-4777-ab63-4a0b3f38b605' class='xr-var-data-in' type='checkbox'><label for='data-7044671f-5486-4777-ab63-4a0b3f38b605' 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>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>-97.4688888888939 0.00027777777777515244 0.0 46.57222222222626 0.0 -0.00027777777777515666</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-222f264f-f9d5-425f-92c8-c582d756cd38' class='xr-section-summary-in' type='checkbox'  ><label for='section-222f264f-f9d5-425f-92c8-c582d756cd38' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-31fe40ae-3bd8-421a-bd14-22e3a385a30a' class='xr-index-data-in' type='checkbox'/><label for='index-31fe40ae-3bd8-421a-bd14-22e3a385a30a' 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(Index([-97.46875000000502, -97.46847222222725, -97.46819444444947,\n",
       "        -97.4679166666717, -97.46763888889392, -97.46736111111615,\n",
       "       -97.46708333333837,  -97.4668055555606, -97.46652777778282,\n",
       "       -97.46625000000505,\n",
       "       ...\n",
       "       -96.94069444445445, -96.94041666667668,  -96.9401388888989,\n",
       "       -96.93986111112113, -96.93958333334335, -96.93930555556558,\n",
       "        -96.9390277777878, -96.93875000001003, -96.93847222223225,\n",
       "       -96.93819444445448],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1911))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-725ffb9c-3c21-4c1a-863f-d984a9eec251' class='xr-index-data-in' type='checkbox'/><label for='index-725ffb9c-3c21-4c1a-863f-d984a9eec251' 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(Index([46.572083333337375,   46.5718055555596, 46.571527777781824,\n",
       "        46.57125000000405, 46.570972222226274,   46.5706944444485,\n",
       "       46.570416666670724,  46.57013888889295,  46.56986111111517,\n",
       "         46.5695833333374,\n",
       "       ...\n",
       "        46.09791666667518,  46.09763888889741,  46.09736111111963,\n",
       "        46.09708333334186,  46.09680555556408,  46.09652777778631,\n",
       "        46.09625000000853, 46.095972222230756,  46.09569444445298,\n",
       "       46.095416666675206],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1717))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-bc3242d9-72a7-4ff4-ba4c-afdf7eecde9b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bc3242d9-72a7-4ff4-ba4c-afdf7eecde9b' 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 (y: 1717, x: 1911)> Size: 3MB\n",
       "array([[ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       ...,\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False],\n",
       "       [ True,  True,  True, ...,  True,  True, False]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 15kB -97.47 -97.47 -97.47 ... -96.94 -96.94 -96.94\n",
       "  * y            (y) float64 14kB 46.57 46.57 46.57 46.57 ... 46.1 46.1 46.1\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot suitable soil locations for indian grass based on ph - for 2076.\n",
    "\n",
    "habitat1_soil1_suitable_original_2076 = (soil1_merged_das >= 4.8) & (soil1_merged_das <= 8.0)\n",
    "\n",
    "# Plot the result\n",
    "habitat1_soil1_suitable_original_2076.plot()\n",
    "plt.title(\"Suitable Ph for Indian Grass in 2076 in Sheyenne National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()\n",
    "\n",
    "habitat1_soil1_suitable_original_2076"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of habitat suitabiity for Yellow Indian Grass in Sheyenne National Grassland between 2021 and 2076 based on a climate projection of RCP 8.5.\n",
    "\n",
    "Between the years of 2021 and 2076, the area of Sheyenne National Grassland will get dryer. However, Yellow Indian Grass has a wide ranges of moisture tolereance and this variation is still well within the tolerable level. The only areas where this grass will likely not survive is in areas of unsuitable Ph. There is not yet a way to determine future Ph, so I am unable to tell if this variable would  change in future scenarios. \n",
    "\n",
    "If time constrains were not a problem, I would go on to check minimum and maximum temperatures for the area in the future. Yellow Indian Grass goes dormant in temperatures over 100 degrees F and below 60 degrees F - this would be a good indicator if the grass would thrive in changed temperature conditions. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combination and analysis of the data for Little Missouri National Grassland in the year 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select a specific row of the data frame\n",
    "habitat2_maca_2021_df = maca_df[(maca_df.start_year==2021) & (maca_df.variable=='pr') & (maca_df.site_names=='Little Missouri National Grassland')].da.values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x17761aa90>"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "habitat2_maca_2021_original_da = (\n",
    "    maca_df\n",
    "    [(maca_df.start_year==2021) & (maca_df.variable=='pr') & (maca_df.site_names=='Little Missouri National Grassland')]\n",
    "    .da.values[0]\n",
    "    .rio.write_crs(4326)\n",
    "    .rio.set_spatial_dims('lat','lon')\n",
    "    .groupby('time.year')\n",
    "    .sum()\n",
    "    .min('year')\n",
    ")\n",
    "\n",
    "habitat2_maca_2021_original_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.DataArray (y: 1718, x: 1910)> Size: 13MB\n",
      "array([[323., 323., 324., ..., 285., 285., 285.],\n",
      "       [323., 324., 324., ..., 285., 285., 284.],\n",
      "       [325., 325., 324., ..., 285., 285., 284.],\n",
      "       ...,\n",
      "       [360., 360., 359., ..., 331., 332., 332.],\n",
      "       [358., 357., 357., ..., 328., 330., 329.],\n",
      "       [ nan,  nan,  nan, ...,  nan,  nan,  nan]], dtype=float32)\n",
      "Coordinates:\n",
      "  * x            (x) float64 15kB -97.47 -97.47 -97.47 ... -96.94 -96.94 -96.94\n",
      "  * y            (y) float64 14kB 46.57 46.57 46.57 46.57 ... 46.1 46.1 46.1\n",
      "    band         int64 8B 1\n",
      "    spatial_ref  int64 8B 0\n",
      "Attributes:\n",
      "    AREA_OR_POINT:  Point\n",
      "    units:          m\n",
      "    _FillValue:     nan\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x352563d50>"
      ]
     },
     "execution_count": 325,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(srtm_da)\n",
    "srtm_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x3524f2910>"
      ]
     },
     "execution_count": 315,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Reproject data to match elevation \n",
    "\n",
    "habitat2_maca_2021_da = habitat1_maca_2021_original_da.rio.reproject_match(srtm_da)\n",
    "habitat2_maca_2021_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 317,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check suitability range: between 280 mm/year and 1140 mm/year\n",
    "habitat2_maca_suitable_2021 = (habitat2_maca_2021_da >= 280) & (habitat2_maca_2021_da <= 1140)\n",
    "\n",
    "# Plot the result\n",
    "habitat2_maca_suitable_2021.plot()\n",
    "plt.title(\"Suitable precipitation for Indian Grass in 2021 in Little Missouri National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
       "<defs>\n",
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       "\n",
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       ".xr-attrs dd {\n",
       "  padding: 0;\n",
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       "  padding-right: 10px;\n",
       "  width: auto;\n",
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       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
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       ".xr-icon-file-text2,\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (y: 6643, x: 5006)&gt; Size: 33MB\n",
       "array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [ True, False, False, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 40kB -104.0 -104.0 -104.0 ... -102.7 -102.7 -102.7\n",
       "  * y            (y) float64 53kB 48.13 48.12 48.12 48.12 ... 46.28 46.28 46.28\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0</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'>y</span>: 6643</li><li><span class='xr-has-index'>x</span>: 5006</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-37cf76df-f689-48b0-9fe5-fdf28940a559' class='xr-array-in' type='checkbox' checked><label for='section-37cf76df-f689-48b0-9fe5-fdf28940a559' 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>True True True True True True True ... True True True True True True</span></div><div class='xr-array-data'><pre>array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [ True, False, False, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True]])</pre></div></div></li><li class='xr-section-item'><input id='section-0698edac-10d7-4437-8f45-c6abd600f6e2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0698edac-10d7-4437-8f45-c6abd600f6e2' 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'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-104.0 -104.0 ... -102.7 -102.7</div><input id='attrs-05cf1cb4-9326-411a-913b-add7db91e347' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-05cf1cb4-9326-411a-913b-add7db91e347' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c498f33-5a1a-4ad6-94dd-946792cd3ff4' class='xr-var-data-in' type='checkbox'><label for='data-9c498f33-5a1a-4ad6-94dd-946792cd3ff4' 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([-104.045694, -104.045417, -104.045139, ..., -102.655972, -102.655694,\n",
       "       -102.655417])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>48.13 48.12 48.12 ... 46.28 46.28</div><input id='attrs-d4be8f3d-47fe-4df7-bde4-827945bde521' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d4be8f3d-47fe-4df7-bde4-827945bde521' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11562635-7f6c-47f6-955b-fb9370941ca7' class='xr-var-data-in' type='checkbox'><label for='data-11562635-7f6c-47f6-955b-fb9370941ca7' 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([48.125139, 48.124861, 48.124583, ..., 46.280694, 46.280417, 46.280139])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>band</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-edfba978-815a-414f-a43b-fe57faf72580' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-edfba978-815a-414f-a43b-fe57faf72580' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3113b7d8-ad1b-4a3a-9b65-ca8a5e90cd41' class='xr-var-data-in' type='checkbox'><label for='data-3113b7d8-ad1b-4a3a-9b65-ca8a5e90cd41' 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(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-ab2046d9-9e81-4567-bea2-2c4905be32fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ab2046d9-9e81-4567-bea2-2c4905be32fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ede9a71-6477-47a1-8abd-5a5c8d22a7d3' class='xr-var-data-in' type='checkbox'><label for='data-1ede9a71-6477-47a1-8abd-5a5c8d22a7d3' 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>crs_wkt :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>spatial_ref :</span></dt><dd>GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AXIS[&quot;Latitude&quot;,NORTH],AXIS[&quot;Longitude&quot;,EAST],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>-104.04583333334234 0.00027777777777515666 0.0 48.12527777778604 0.0 -0.00027777777777515666</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-50a365d0-8b20-4f04-a68f-8bc32962743a' class='xr-section-summary-in' type='checkbox'  ><label for='section-50a365d0-8b20-4f04-a68f-8bc32962743a' class='xr-section-summary' >Indexes: <span>(2)</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>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-23071616-cb2e-40bb-a679-fbb9cdf65446' class='xr-index-data-in' type='checkbox'/><label for='index-23071616-cb2e-40bb-a679-fbb9cdf65446' 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(Index([-104.04569444445346, -104.04541666667569, -104.04513888889791,\n",
       "       -104.04486111112013, -104.04458333334236, -104.04430555556459,\n",
       "       -104.04402777778681, -104.04375000000903, -104.04347222223126,\n",
       "       -104.04319444445349,\n",
       "       ...\n",
       "       -102.65791666668878, -102.65763888891101, -102.65736111113323,\n",
       "       -102.65708333335544, -102.65680555557768, -102.65652777779991,\n",
       "       -102.65625000002213, -102.65597222224434, -102.65569444446658,\n",
       "       -102.65541666668881],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=5006))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-550b1430-c42c-4986-a09a-54eb1652f04e' class='xr-index-data-in' type='checkbox'/><label for='index-550b1430-c42c-4986-a09a-54eb1652f04e' 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(Index([48.125138888897155,  48.12486111111938, 48.124583333341604,\n",
       "        48.12430555556383, 48.124027777786054,  48.12375000000828,\n",
       "       48.123472222230504,  48.12319444445273,  48.12291666667495,\n",
       "        48.12263888889718,\n",
       "       ...\n",
       "        46.28263888891454, 46.282361111136765,  46.28208333335899,\n",
       "       46.281805555581215,  46.28152777780344, 46.281250000025665,\n",
       "        46.28097222224789, 46.280694444470114,  46.28041666669234,\n",
       "       46.280138888914564],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=6643))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-de8ebf46-46ec-4f80-b3a2-1206c41a7d71' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-de8ebf46-46ec-4f80-b3a2-1206c41a7d71' 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 (y: 6643, x: 5006)> Size: 33MB\n",
       "array([[ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       ...,\n",
       "       [ True, False, False, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True],\n",
       "       [ True,  True,  True, ...,  True,  True,  True]])\n",
       "Coordinates:\n",
       "  * x            (x) float64 40kB -104.0 -104.0 -104.0 ... -102.7 -102.7 -102.7\n",
       "  * y            (y) float64 53kB 48.13 48.12 48.12 48.12 ... 46.28 46.28 46.28\n",
       "    band         int64 8B 1\n",
       "    spatial_ref  int64 8B 0"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot suitable soil locations for indian grass based on ph. in Little Missouri National Grassland\n",
    "\n",
    "habitat2_soil2_suitable_original_2021 = (soil2_merged_das >= 4.8) & (soil2_merged_das <= 8.0)\n",
    "\n",
    "# Plot the result\n",
    "habitat2_soil2_suitable_original_2021.plot()\n",
    "plt.title(\"Suitable Ph for Indian Grass in 2021 in Little Missouri National Grassland\")\n",
    "plt.xlabel(\"Longitude\")\n",
    "plt.ylabel(\"Latitude\")\n",
    "plt.show()\n",
    "\n",
    "habitat2_soil2_suitable_original_2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x35249bd50>"
      ]
     },
     "execution_count": 321,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the elevation data and see if it is suitable for Yellow Indian Grass. \n",
    "# I realize now that this was a poor variable to select given that Yellow Indian \n",
    "# Grass is suitable for an extremely wide range of elevation - and that climate change won't alter its elevation.\n",
    "\n",
    "srtm_suitable_da = srtm_da < 5000\n",
    "srtm_suitable_da.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert boolean DataArrays to integers\n",
    "srtm_suitable_da_numeric = srtm_suitable_da.astype(\"int32\")\n",
    "habitat2_maca_suitable_2021_numeric = habitat2_maca_suitable_2021.astype(\"int32\")\n",
    "habitat2_soil2_suitable_2021_numeric = habitat2_soil2_suitable_2021.astype(\"int32\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Align datasets to the first dataset\n",
    "aligned_srtm = srtm_suitable_da_numeric.rio.reproject_match(habitat2_maca_suitable_2021_numeric)\n",
    "aligned_soil2 = habitat2_soil2_suitable_2021_numeric.rio.reproject_match(habitat2_maca_suitable_2021_numeric)\n",
    "\n",
    "# Combine the aligned datasets\n",
    "habitat2_suitable_2021 = (\n",
    "    habitat2_maca_suitable_2021_numeric & aligned_srtm & aligned_soil2\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# How I would finish if I had time\n",
    "\n",
    "# Determine and plot the precipitation for the Little Missouri National Grassland \n",
    "\n",
    "# Determine and plot the Ph for the Little Missouri National Grasslands\n",
    "\n",
    "# Consider slope and elevation (which seems not to be a serious issues with this species as it is very tough)\n",
    "\n",
    "# Merge the layers so that you get an idea of habitat suitibility."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "earth-analytics-python",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.10"
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}