05_ensemble_variation_in_cloud_cover.ipynb

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    "## Ensemble variation in cloud cover\n",
    "### GEFS TCC\n",
    "The NOAA GEFS numerical weather prediction (NWP) model is a 30-member ensemble version of the GFS model. NOAA has this description:\n",
    "> The GEFS attempts to quantify the amount of uncertainty in a forecast by generating an ensemble of multiple forecasts, each minutely different, or perturbed, from the original observations. With global coverage, GEFS is produced four times a day with weather forecasts going out to 16 days.\n",
    "\n",
    "We will look at the fleet-wide weighted average standard deviation of the Total Cloud Cover (TCC) percentage across all 30 members, weighted by the solar plant capacities. For example, if all 30 members forecast that a given location and time will have no clouds (TCC = 0%), then the standard deviation will be *low*, so we assume that our power forecast has *low uncertainty*. If there is significant disagreement between the 30 members (some members forecast no or low cloud cover, while others forecast high cloud cover), then the standard deviation will be *high*, and we assume that any forecast will have *high uncertainty*. \n",
    "\n",
    "We use TCC instead of irradiance for two reasons: \n",
    " 1) GEFS may have issues with modeling irradiance*, and, more importantly\n",
    " 2) We are looking at *relative* uncertainty, and using TCC means we don't have to normalize irradiance to clear sky irradiance. \n",
    "\n",
    "_Note: Total CLoud Cover does not differentiate between low, mid, and high clouds, which can have different impacts on irradiance [1]. However, the regression models used later to estimate uncertainty were retrained with seperate cloud cover variables (and combinations of two of the three), and results did not appear to improve. This is an area for potential exporation/improvement. Similarly, irradiance (DSWRF) from GEFS was not tested in this work, but may ebe useful after normalizing the clear sky irradiance._\n",
    "\n",
    "*See https://www.energy.gov/sites/default/files/2019/10/f67/7%20Solar-Forecasting-2-Annual-Review_University-of-Arizona.pdf and https://pvlib-python.readthedocs.io/en/v0.4.0/forecasts.html. \n",
    "\n",
    "[1] https://pdfs.semanticscholar.org/ab2c/0cf0f80d6775ab49ea86fa34dbdccf7dbae8.pdf"
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    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from herbie import Herbie, FastHerbie\n",
    "from toolbox import EasyMap, pc\n",
    "import xarray as xr\n",
    "import pandas as pd"
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    "## Plant data\n",
    "\n",
    "Let's load plant data again:"
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    "plants_df = pd.read_csv('pv_fleet_metadata_rev3.csv') # read in as a Pandas DataFrame\n",
    "plants_df = plants_df[plants_df['ac_capacity']>=10].copy().reset_index()\n",
    "num_plants = len(plants_df.index) # number of plants"
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    "To keep it simple at the beginning, let's just work with the first 2 plants:"
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    "plants_df_partial = plants_df.head(2).copy()"
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    "### GEFS Total Cloud Cover\n",
    "Now, let's use `Herbie` to get Total Cloud Cover from GEFS. Total Cloud Cover is `TCDC` in the GEFS inventory, even though we refer to it as TCC elsewhere. We will also pick a single member of the GEFS ensemble - let's use \"p01\" to start. See [1] for more details.\n",
    "\n",
    "[1] https://herbie.readthedocs.io/en/stable/user_guide/_model_notebooks/gefs.html"
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      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-09 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
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     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
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    "date = '2021-04-09 06:00'\n",
    "member='p01'\n",
    "ds = Herbie(\n",
    "    date=date,\n",
    "    model='gefs',\n",
    "    product=\"atmos.5\",\n",
    "    member=member,\n",
    "    fxx=36).xarray('TCDC',remove_grib=True)"
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    "And preview the dataset. Note that \"tcc\" is the variable name for Total Cloud Cover within the xarray dataset."
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       "    local_grib:              C:\\Users\\willh\\data\\gefs\\20210409\\subset_c90efd3...\n",
       "    searchString:            TCDC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3b47e733-8e22-4c14-a647-58e337d907c5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3b47e733-8e22-4c14-a647-58e337d907c5' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>latitude</span>: 361</li><li><span class='xr-has-index'>longitude</span>: 720</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-5e9d907c-7e72-4c84-985d-1f5e32bd9103' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5e9d907c-7e72-4c84-985d-1f5e32bd9103' class='xr-section-summary' >Coordinates: <span>(7)</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>number</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>1</div><input id='attrs-7035d938-b72a-4aea-a1a2-440b7694b5fd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7035d938-b72a-4aea-a1a2-440b7694b5fd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-48ab93c7-134d-4677-a133-87f219f71719' class='xr-var-data-in' type='checkbox'><label for='data-48ab93c7-134d-4677-a133-87f219f71719' 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>long_name :</span></dt><dd>ensemble member numerical id</dd><dt><span>units :</span></dt><dd>1</dd><dt><span>standard_name :</span></dt><dd>realization</dd></dl></div><div class='xr-var-data'><pre>array(1)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-04-09T06:00:00</div><input id='attrs-8084b029-08dd-48b3-97e4-ee7765db72fa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8084b029-08dd-48b3-97e4-ee7765db72fa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ede46419-36d9-470d-a218-14292f7d4a70' class='xr-var-data-in' type='checkbox'><label for='data-ede46419-36d9-470d-a218-14292f7d4a70' 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>long_name :</span></dt><dd>initial time of forecast</dd><dt><span>standard_name :</span></dt><dd>forecast_reference_time</dd></dl></div><div class='xr-var-data'><pre>array(&#x27;2021-04-09T06:00:00.000000000&#x27;, dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>step</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>timedelta64[ns]</div><div class='xr-var-preview xr-preview'>1 days 12:00:00</div><input id='attrs-b6a45289-6630-4c78-98b8-bdda3fff45be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6a45289-6630-4c78-98b8-bdda3fff45be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e91705c5-6a00-41e5-ba43-47fb755cb227' class='xr-var-data-in' type='checkbox'><label for='data-e91705c5-6a00-41e5-ba43-47fb755cb227' 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>long_name :</span></dt><dd>time since forecast_reference_time</dd><dt><span>standard_name :</span></dt><dd>forecast_period</dd></dl></div><div class='xr-var-data'><pre>array(129600000000000, dtype=&#x27;timedelta64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>atmosphere</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0</div><input id='attrs-2d73aa37-2331-4acd-adbe-7892a11b5f94' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2d73aa37-2331-4acd-adbe-7892a11b5f94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9b62d9db-b0ea-4513-a97e-bd1b3effb744' class='xr-var-data-in' type='checkbox'><label for='data-9b62d9db-b0ea-4513-a97e-bd1b3effb744' 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>long_name :</span></dt><dd>original GRIB coordinate for key: level(atmosphere)</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array(0.)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>90.0 89.5 89.0 ... -89.5 -90.0</div><input id='attrs-1f7648bb-a753-4453-9060-89ab563f828e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f7648bb-a753-4453-9060-89ab563f828e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-11fb43f8-f332-4bbc-ad82-77cc812f5df9' class='xr-var-data-in' type='checkbox'><label for='data-11fb43f8-f332-4bbc-ad82-77cc812f5df9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>stored_direction :</span></dt><dd>decreasing</dd></dl></div><div class='xr-var-data'><pre>array([ 90. ,  89.5,  89. , ..., -89. , -89.5, -90. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.5 1.0 ... 358.5 359.0 359.5</div><input id='attrs-d5cfe633-3cdd-4434-b745-eccc494bee1d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5cfe633-3cdd-4434-b745-eccc494bee1d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97455ea9-b901-47e2-a0e5-f8f478c7b3ef' class='xr-var-data-in' type='checkbox'><label for='data-97455ea9-b901-47e2-a0e5-f8f478c7b3ef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([  0. ,   0.5,   1. , ..., 358.5, 359. , 359.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>valid_time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c72763f9-b7c9-45fd-a445-c1436d9aafe1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c72763f9-b7c9-45fd-a445-c1436d9aafe1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67940057-90bf-4b22-816d-4d8d16d5673e' class='xr-var-data-in' type='checkbox'><label for='data-67940057-90bf-4b22-816d-4d8d16d5673e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>[1 values with dtype=datetime64[ns]]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9a1e5eff-eb3a-4cfd-ac6e-624cc0f727a3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9a1e5eff-eb3a-4cfd-ac6e-624cc0f727a3' class='xr-section-summary' >Data variables: <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-var-name'><span>tcc</span></div><div class='xr-var-dims'>(latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-2cb4f12f-cf20-4b96-a3c2-0139dd10f2c9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2cb4f12f-cf20-4b96-a3c2-0139dd10f2c9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c51a2114-d24c-4e40-8988-b9dcfdf64649' class='xr-var-data-in' type='checkbox'><label for='data-c51a2114-d24c-4e40-8988-b9dcfdf64649' 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>GRIB_paramId :</span></dt><dd>228164</dd><dt><span>GRIB_dataType :</span></dt><dd>pf</dd><dt><span>GRIB_numberOfPoints :</span></dt><dd>259920</dd><dt><span>GRIB_typeOfLevel :</span></dt><dd>atmosphere</dd><dt><span>GRIB_stepUnits :</span></dt><dd>1</dd><dt><span>GRIB_stepType :</span></dt><dd>avg</dd><dt><span>GRIB_gridType :</span></dt><dd>regular_ll</dd><dt><span>GRIB_NV :</span></dt><dd>0</dd><dt><span>GRIB_Nx :</span></dt><dd>720</dd><dt><span>GRIB_Ny :</span></dt><dd>361</dd><dt><span>GRIB_cfName :</span></dt><dd>unknown</dd><dt><span>GRIB_cfVarName :</span></dt><dd>unknown</dd><dt><span>GRIB_gridDefinitionDescription :</span></dt><dd>Latitude/longitude. Also called equidistant cylindrical, or Plate Carree</dd><dt><span>GRIB_iDirectionIncrementInDegrees :</span></dt><dd>0.5</dd><dt><span>GRIB_iScansNegatively :</span></dt><dd>0</dd><dt><span>GRIB_jDirectionIncrementInDegrees :</span></dt><dd>0.5</dd><dt><span>GRIB_jPointsAreConsecutive :</span></dt><dd>0</dd><dt><span>GRIB_jScansPositively :</span></dt><dd>0</dd><dt><span>GRIB_latitudeOfFirstGridPointInDegrees :</span></dt><dd>90.0</dd><dt><span>GRIB_latitudeOfLastGridPointInDegrees :</span></dt><dd>-90.0</dd><dt><span>GRIB_longitudeOfFirstGridPointInDegrees :</span></dt><dd>0.0</dd><dt><span>GRIB_longitudeOfLastGridPointInDegrees :</span></dt><dd>359.5</dd><dt><span>GRIB_missingValue :</span></dt><dd>3.4028234663852886e+38</dd><dt><span>GRIB_name :</span></dt><dd>Total Cloud Cover</dd><dt><span>GRIB_parameterName :</span></dt><dd>Total cloud cover</dd><dt><span>GRIB_parameterUnits :</span></dt><dd>%</dd><dt><span>GRIB_shortName :</span></dt><dd>tcc</dd><dt><span>GRIB_stepRange :</span></dt><dd>30-36</dd><dt><span>GRIB_totalNumber :</span></dt><dd>30</dd><dt><span>GRIB_units :</span></dt><dd>%</dd><dt><span>long_name :</span></dt><dd>Total Cloud Cover</dd><dt><span>units :</span></dt><dd>%</dd><dt><span>standard_name :</span></dt><dd>unknown</dd><dt><span>grid_mapping :</span></dt><dd>gribfile_projection</dd></dl></div><div class='xr-var-data'><pre>[259920 values with dtype=float32]</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>gribfile_projection</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>None</div><input id='attrs-cd74ab46-e41f-4b86-959c-4225ea4a78a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cd74ab46-e41f-4b86-959c-4225ea4a78a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a70667d2-ba18-409a-897d-58d439296e9d' class='xr-var-data-in' type='checkbox'><label for='data-a70667d2-ba18-409a-897d-58d439296e9d' 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>GEOGCRS[&quot;unknown&quot;,DATUM[&quot;unknown&quot;,ELLIPSOID[&quot;unknown&quot;,6371229,0,LENGTHUNIT[&quot;metre&quot;,1,ID[&quot;EPSG&quot;,9001]]]],PRIMEM[&quot;Greenwich&quot;,0,ANGLEUNIT[&quot;degree&quot;,0.0174532925199433],ID[&quot;EPSG&quot;,8901]],CS[ellipsoidal,2],AXIS[&quot;longitude&quot;,east,ORDER[1],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433,ID[&quot;EPSG&quot;,9122]]],AXIS[&quot;latitude&quot;,north,ORDER[2],ANGLEUNIT[&quot;degree&quot;,0.0174532925199433,ID[&quot;EPSG&quot;,9122]]]]</dd><dt><span>semi_major_axis :</span></dt><dd>6371229.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6371229.0</dd><dt><span>inverse_flattening :</span></dt><dd>0.0</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>unknown</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>unknown</dd><dt><span>horizontal_datum_name :</span></dt><dd>unknown</dd><dt><span>grid_mapping_name :</span></dt><dd>latitude_longitude</dd><dt><span>long_name :</span></dt><dd>GEFS model grid projection</dd></dl></div><div class='xr-var-data'><pre>array(None, dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c372480d-979b-44fb-9711-24e0afb096d5' class='xr-section-summary-in' type='checkbox'  ><label for='section-c372480d-979b-44fb-9711-24e0afb096d5' 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>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-01b3101c-6949-4714-a847-44e573aa807e' class='xr-index-data-in' type='checkbox'/><label for='index-01b3101c-6949-4714-a847-44e573aa807e' 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([ 90.0,  89.5,  89.0,  88.5,  88.0,  87.5,  87.0,  86.5,  86.0,  85.5,\n",
       "       ...\n",
       "       -85.5, -86.0, -86.5, -87.0, -87.5, -88.0, -88.5, -89.0, -89.5, -90.0],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;latitude&#x27;, length=361))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-95c2e987-0966-4a20-99bd-5519132d6bfe' class='xr-index-data-in' type='checkbox'/><label for='index-95c2e987-0966-4a20-99bd-5519132d6bfe' 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([  0.0,   0.5,   1.0,   1.5,   2.0,   2.5,   3.0,   3.5,   4.0,   4.5,\n",
       "       ...\n",
       "       355.0, 355.5, 356.0, 356.5, 357.0, 357.5, 358.0, 358.5, 359.0, 359.5],\n",
       "      dtype=&#x27;float64&#x27;, name=&#x27;longitude&#x27;, length=720))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-99566d66-1f32-4863-be99-8901718670b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-99566d66-1f32-4863-be99-8901718670b9' class='xr-section-summary' >Attributes: <span>(12)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>GRIB_edition :</span></dt><dd>2</dd><dt><span>GRIB_centre :</span></dt><dd>kwbc</dd><dt><span>GRIB_centreDescription :</span></dt><dd>US National Weather Service - NCEP</dd><dt><span>GRIB_subCentre :</span></dt><dd>2</dd><dt><span>Conventions :</span></dt><dd>CF-1.7</dd><dt><span>institution :</span></dt><dd>US National Weather Service - NCEP</dd><dt><span>model :</span></dt><dd>gefs</dd><dt><span>product :</span></dt><dd>atmos.5</dd><dt><span>description :</span></dt><dd>Global Ensemble Forecast System (GEFS)</dd><dt><span>remote_grib :</span></dt><dd>https://noaa-gefs-pds.s3.amazonaws.com/gefs.20210409/06/atmos/pgrb2ap5/gep01.t06z.pgrb2a.0p50.f036</dd><dt><span>local_grib :</span></dt><dd>C:\\Users\\willh\\data\\gefs\\20210409\\subset_c90efd30__gep01.t06z.pgrb2a.0p50.f036</dd><dt><span>searchString :</span></dt><dd>TCDC</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 1MB\n",
       "Dimensions:              (latitude: 361, longitude: 720)\n",
       "Coordinates:\n",
       "    number               int32 4B 1\n",
       "    time                 datetime64[ns] 8B 2021-04-09T06:00:00\n",
       "    step                 timedelta64[ns] 8B 1 days 12:00:00\n",
       "    atmosphere           float64 8B 0.0\n",
       "  * latitude             (latitude) float64 3kB 90.0 89.5 89.0 ... -89.5 -90.0\n",
       "  * longitude            (longitude) float64 6kB 0.0 0.5 1.0 ... 359.0 359.5\n",
       "    valid_time           datetime64[ns] 8B ...\n",
       "Data variables:\n",
       "    tcc                  (latitude, longitude) float32 1MB ...\n",
       "    gribfile_projection  object 8B None\n",
       "Attributes:\n",
       "    GRIB_edition:            2\n",
       "    GRIB_centre:             kwbc\n",
       "    GRIB_centreDescription:  US National Weather Service - NCEP\n",
       "    GRIB_subCentre:          2\n",
       "    Conventions:             CF-1.7\n",
       "    institution:             US National Weather Service - NCEP\n",
       "    model:                   gefs\n",
       "    product:                 atmos.5\n",
       "    description:             Global Ensemble Forecast System (GEFS)\n",
       "    remote_grib:             https://noaa-gefs-pds.s3.amazonaws.com/gefs.2021...\n",
       "    local_grib:              C:\\Users\\willh\\data\\gefs\\20210409\\subset_c90efd3...\n",
       "    searchString:            TCDC"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar to what we did with the HRRR forecast, we will slice the dataset to reduce file size and make it easier to plot. Note that GEFS is mush lower resolution than HRRR, so file size is not a big issue. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define extent (left lon, right lon, lower lat, upper lat)\n",
    "# longitude has to be between 0 and 360\n",
    "region_extent = [-92, -80, 29, 36]\n",
    "\n",
    "min_lon = (region_extent[0]+360) % 360\n",
    "max_lon = (region_extent[1]+360) % 360\n",
    "min_lat = region_extent[2]\n",
    "max_lat = region_extent[3]\n",
    "\n",
    "# slice to region extent\n",
    "# note that lat is sliced max to min because of order that latitude is stored in with GEFS\n",
    "# (I think...)\n",
    "ds = ds.sel(latitude=slice(max_lat, min_lat), longitude=slice(min_lon,max_lon))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pull TCC for each plant\n",
    "Now, let's pull out the data from the dataset for each plant and put it in a dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>number</th>\n",
       "      <th>time</th>\n",
       "      <th>step</th>\n",
       "      <th>atmosphere</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>valid_time</th>\n",
       "      <th>tcc</th>\n",
       "      <th>gribfile_projection</th>\n",
       "      <th>ac_capacity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plant_number</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-04-09 06:00:00</td>\n",
       "      <td>1 days 12:00:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.5</td>\n",
       "      <td>275.5</td>\n",
       "      <td>2021-04-10 18:00:00</td>\n",
       "      <td>45.0</td>\n",
       "      <td>None</td>\n",
       "      <td>213.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2021-04-09 06:00:00</td>\n",
       "      <td>1 days 12:00:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.5</td>\n",
       "      <td>276.5</td>\n",
       "      <td>2021-04-10 18:00:00</td>\n",
       "      <td>82.0</td>\n",
       "      <td>None</td>\n",
       "      <td>204.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              number                time            step  atmosphere  \\\n",
       "plant_number                                                           \n",
       "0                  1 2021-04-09 06:00:00 1 days 12:00:00         0.0   \n",
       "1                  1 2021-04-09 06:00:00 1 days 12:00:00         0.0   \n",
       "\n",
       "              latitude  longitude          valid_time   tcc  \\\n",
       "plant_number                                                  \n",
       "0                 30.5      275.5 2021-04-10 18:00:00  45.0   \n",
       "1                 32.5      276.5 2021-04-10 18:00:00  82.0   \n",
       "\n",
       "             gribfile_projection  ac_capacity  \n",
       "plant_number                                   \n",
       "0                           None        213.0  \n",
       "1                           None        204.0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# GEFS uses longitudes in [0,360), so use modulo to convert lon to be 0 <= lon < 360\n",
    "lon_gefs = [(x + 360) % 360 for x in plants_df_partial.longitude]\n",
    "\n",
    "# select the whole list of sites at once\n",
    "lats = xr.DataArray(plants_df_partial.latitude.values, dims='plant_number') \n",
    "lons = xr.DataArray(lon_gefs, dims='plant_number')\n",
    "df1 = ds.sel(latitude = lats, longitude = lons, method = 'nearest').to_dataframe()\n",
    "\n",
    "# assign ac capacity based on plant_number and index in plants_df_partial\n",
    "df1 = df1.merge(plants_df_partial[['ac_capacity']], left_on='plant_number', right_index=True)\n",
    "\n",
    "# preview the dataframe\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And let's make a map. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = EasyMap(\"50m\", crs=ds.herbie.crs, figsize=[10, 10]).STATES().BORDERS().ax\n",
    "p = ax.pcolormesh(\n",
    "    ds.longitude, ds.latitude, ds['tcc'], transform=pc, cmap=\"Greens\", vmin=0\n",
    ")\n",
    "\n",
    "# add a colorbar\n",
    "plt.colorbar(\n",
    "    p,\n",
    "    ax=ax,\n",
    "    orientation=\"horizontal\",\n",
    "    pad=0.01,\n",
    "    shrink=0.8,\n",
    "    label=f\"{ds['tcc'].GRIB_name} ({ds['tcc'].GRIB_units})\",\n",
    ")\n",
    "\n",
    "# add plant markers with size corresponding to ac capacity\n",
    "plt.scatter(plants_df_partial.longitude, plants_df_partial.latitude, s=plants_df_partial.ac_capacity,\n",
    "            edgecolors='black', transform=pc)\n",
    "\n",
    "# add data labels\n",
    "for i, txt in enumerate(df1['tcc']):\n",
    "    plt.annotate(txt, (plants_df_partial.longitude[i]+.2, plants_df_partial.latitude[i]+.2))\n",
    "\n",
    "ax.set_title(\n",
    "    f\"{ds.model.upper()} - Ensemble Member {member} \\\n",
    "    \\nInitialized: {ds.time.dt.strftime('%H:%M UTC %d %b %Y').item()} \\\n",
    "    \\nValid: {ds.valid_time.dt.strftime('%H:%M UTC %d %b %Y').item()}\",\n",
    "    loc=\"left\",\n",
    ")\n",
    "ax.set_title(ds['tcc'].GRIB_name, loc=\"right\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weighted average TCC\n",
    "We can calculate the weighted average total cloud cover, weighted by plant AC capacity, like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weighted Average TCC: 63.10071942446043\n"
     ]
    }
   ],
   "source": [
    "weighted_avg_tcc1 = df1.filter(regex='tcc').multiply(df1['ac_capacity'].values,axis='index').sum()/df1['ac_capacity'].sum()\n",
    "weighted_avg_tcc1 = weighted_avg_tcc1.values[0]\n",
    "print('Weighted Average TCC: ' + str(weighted_avg_tcc1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Repeating for more ensemble members\n",
    "Now, let's make a helper function to repeat that for different forecasts/members:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample_tcc_function(member, date, plants_df, plot=True):\n",
    "    ds = Herbie(\n",
    "        date=date,\n",
    "        model='gefs',\n",
    "        product=\"atmos.5\",\n",
    "        member=member,\n",
    "        fxx=36).xarray('TCDC',remove_grib=True)\n",
    "\n",
    "    # slice to region extent\n",
    "    ds = ds.sel(latitude=slice(max_lat, min_lat), longitude=slice(min_lon,max_lon))\n",
    "\n",
    "    # select values for each plant, assign ac capacity\n",
    "    # GEFS uses longitudes in [0,360), so use modulo to convert lon to be 0 <= lon < 360\n",
    "    lon_gefs = [(x + 360) % 360 for x in plants_df.longitude]\n",
    "    lats = xr.DataArray(plants_df.latitude.values, dims='plant_number') \n",
    "    lons = xr.DataArray(lon_gefs, dims='plant_number')\n",
    "    df = ds.sel(latitude = lats, longitude = lons, method = 'nearest').to_dataframe()\n",
    "    df = df.merge(plants_df[['ac_capacity']], left_on='plant_number', right_index=True)\n",
    "\n",
    "    # weighted average tcc\n",
    "    weighted_avg_tcc = df.filter(regex='tcc').multiply(df['ac_capacity'].values,axis='index').sum()/df['ac_capacity'].sum()\n",
    "    weighted_avg_tcc = weighted_avg_tcc.values[0]\n",
    "\n",
    "    if plot==True:\n",
    "        # plot\n",
    "        ax = EasyMap(\"50m\", crs=ds.herbie.crs, figsize=[10, 10]).STATES().BORDERS().ax\n",
    "        p = ax.pcolormesh(\n",
    "            ds.longitude, ds.latitude, ds['tcc'], transform=pc, cmap=\"Greens\", vmin=0\n",
    "        )\n",
    "\n",
    "        # add a colorbar\n",
    "        plt.colorbar(\n",
    "            p,\n",
    "            ax=ax,\n",
    "            orientation=\"horizontal\",\n",
    "            pad=0.01,\n",
    "            shrink=0.8,\n",
    "            label=f\"{ds['tcc'].GRIB_name} ({ds['tcc'].GRIB_units})\",\n",
    "        )\n",
    "\n",
    "        # add plant markers with size corresponding to ac capacity\n",
    "        plt.scatter(plants_df.longitude, plants_df.latitude, s=plants_df.ac_capacity,\n",
    "                    edgecolors='black', transform=pc)\n",
    "\n",
    "        # add data labels\n",
    "        for i, txt in enumerate(df['tcc']):\n",
    "            plt.annotate(txt, (plants_df.longitude[i]+.2, plants_df.latitude[i]+.2))\n",
    "\n",
    "        ax.set_title(\n",
    "            f\"{ds.model.upper()} - Ensemble Member {member} \\\n",
    "            \\nInitialized: {ds.time.dt.strftime('%H:%M UTC %d %b %Y').item()} \\\n",
    "            \\nValid: {ds.valid_time.dt.strftime('%H:%M UTC %d %b %Y').item()}\",\n",
    "            loc=\"left\",\n",
    "        )\n",
    "        ax.set_title(ds['tcc'].GRIB_name, loc=\"right\")\n",
    "        plt.show()\n",
    "\n",
    "    return df, weighted_avg_tcc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try it again for another one of the GEFS members, `p02`. We will write the TCC values for each plant to a new DataFrame, `df2`, and the weighted average TCC to `weighted_avg_tcc2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-09 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weighted Average TCC: 79.74820143884892\n"
     ]
    }
   ],
   "source": [
    "member = 'p02'\n",
    "df2, weighted_avg_tcc2 = sample_tcc_function(member=member, date=date, plants_df=plants_df_partial)\n",
    "print('Weighted Average TCC: ' + str(weighted_avg_tcc2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And again for `p03`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-09 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weighted Average TCC: 89.0\n"
     ]
    }
   ],
   "source": [
    "member = 'p03'\n",
    "df3, weighted_avg_tcc3 = sample_tcc_function(member=member, date=date, plants_df=plants_df_partial)\n",
    "print('Weighted Average TCC: ' + str(weighted_avg_tcc3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there were only 3 members, we could stop there and calculate the standard deviation of weighted average TCCs from each member:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.716068766970816\n"
     ]
    }
   ],
   "source": [
    "print(np.std([weighted_avg_tcc1, weighted_avg_tcc2, weighted_avg_tcc3]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a relatively large standard deviation, indicating high uncertainty.\n",
    "\n",
    "### Again for another day\n",
    "Let's do the same thing, but for the next day. We will call our helper function inside a loop, iterating through ensemble members:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-10 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-10 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-10 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StDev of Weighted Avg TCC: 6.406722455538793\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "date = '2021-04-10 06:00'\n",
    "\n",
    "num_members = 3 # up to 30\n",
    "\n",
    "# list of GEFS ensemble members, e.g., 'p01', 'p02', etc.\n",
    "member_list = [f\"p{x:02d}\" for x in range(1, num_members+1)]\n",
    "\n",
    "df_dict = {}\n",
    "weighted_avg_tcc_dict = {}\n",
    "for x in range(0, num_members):\n",
    "    df_dict[x], weighted_avg_tcc_dict[x] = sample_tcc_function(member=member_list[x],\n",
    "    date=date, plants_df=plants_df_partial)\n",
    "\n",
    "std_wavg_tcc = np.std(list(weighted_avg_tcc_dict.values()))\n",
    "print(print('StDev of Weighted Avg TCC: ' + str(std_wavg_tcc)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The standard deviation of weighted average TCC is lower for this forecast, indicating lower uncertainty. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### And for a third day\n",
    "One more time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-11 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-11 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Found ┊ model=gefs ┊ \u001b[3mproduct=atmos.5\u001b[0m ┊ \u001b[38;2;41;130;13m2021-Apr-11 06:00 UTC\u001b[92m F36\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mGRIB2 @ aws\u001b[0m ┊ \u001b[38;2;255;153;0m\u001b[3mIDX @ aws\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\willh\\miniforge3\\envs\\pvlib_herbie_env3\\lib\\site-packages\\herbie\\core.py:1096: UserWarning: Will not remove GRIB file because it previously existed.\n",
      "  warnings.warn(\"Will not remove GRIB file because it previously existed.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StDev of Weighted Avg TCC: 0.9631574381629712\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "date = '2021-04-11 06:00'\n",
    "\n",
    "df_dict = {}\n",
    "weighted_avg_tcc_dict = {}\n",
    "for x in range(0, num_members):\n",
    "    df_dict[x], weighted_avg_tcc_dict[x] = sample_tcc_function(member=member_list[x],\n",
    "    date=date, plants_df=plants_df_partial)\n",
    "\n",
    "std_wavg_tcc = np.std(list(weighted_avg_tcc_dict.values()))\n",
    "print(print('StDev of Weighted Avg TCC: ' + str(std_wavg_tcc)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This indicates very low uncertainty, at least compared to the first two days. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple forecasts at once\n",
    "So far, we've worked with a single initialization time and a single valid time (i.e., a single forecast horizon or lead time). We can use `FastHerbie`, similar to what we did with HRRR data. We will loop through each member, subsetting the results and writing the dataset to a dictionary. We will also use the full list of plants instead of the partial list, and all 30 ensemble members.\n",
    "\n",
    "**Note that this step could take 10-30 minutes due to the large number of downloads required.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "member 1 download complete\n",
      "member 2 download complete\n",
      "member 3 download complete\n",
      "member 4 download complete\n",
      "member 5 download complete\n",
      "member 6 download complete\n",
      "member 7 download complete\n",
      "member 8 download complete\n",
      "member 9 download complete\n",
      "member 10 download complete\n",
      "member 11 download complete\n",
      "member 12 download complete\n",
      "member 13 download complete\n",
      "member 14 download complete\n",
      "member 15 download complete\n",
      "member 16 download complete\n",
      "member 17 download complete\n",
      "member 18 download complete\n",
      "member 19 download complete\n",
      "member 20 download complete\n",
      "member 21 download complete\n",
      "member 22 download complete\n",
      "member 23 download complete\n",
      "member 24 download complete\n",
      "member 25 download complete\n",
      "member 26 download complete\n",
      "member 27 download complete\n",
      "member 28 download complete\n",
      "member 29 download complete\n",
      "member 30 download complete\n"
     ]
    }
   ],
   "source": [
    "start = '2021-04-08 06:00'\n",
    "end = '2021-04-11 06:00'\n",
    "fxx_interval = 3 # time step of the forecast, GEFS has 3 hour intervals\n",
    "DATES = pd.date_range(start=start, end=end, freq='24h')\n",
    "fxx_range = range(27,46, fxx_interval)\n",
    "\n",
    "num_members = 30 # out of 30, start with just a few ensemble members\n",
    "\n",
    "# list of GEFS ensemble members, e.g., 'p01', 'p02', etc.\n",
    "member_list = [f\"p{x:02d}\" for x in range(1, num_members+1)]\n",
    "\n",
    "ds_dict = {}\n",
    "for x in range(0,num_members):\n",
    "    ds_dict[x] = FastHerbie(\n",
    "        DATES, model=\"gefs\", product=\"atmos.5\", member=member_list[x],\n",
    "        fxx=fxx_range).xarray(\"TCDC\", remove_grib=False)\n",
    "    \n",
    "    # lat, lon extent for region of interest in GEFS coordinates\n",
    "    # longitude has to be between 0 and 360\n",
    "    min_lon = (region_extent[0]+360) % 360\n",
    "    max_lon = (region_extent[1]+360) % 360\n",
    "    min_lat = region_extent[2]\n",
    "    max_lat = region_extent[3]\n",
    "\n",
    "    # slice to region extent, add member name to tcc, drop unneeded coordinates\n",
    "    # note that lat is sliced max to min because of order that latitude is stored in with GEFS\n",
    "    # (I think...)\n",
    "    ds_dict[x] = ds_dict[x].sel(latitude=slice(max_lat, min_lat), longitude=slice(min_lon,max_lon))\n",
    "    ds_dict[x] = ds_dict[x].rename({'tcc':'tcc_' + member_list[x]})\n",
    "    ds_dict[x] = ds_dict[x].drop_vars(['number', 'atmosphere', 'gribfile_projection'])\n",
    "    print('member ' + str(x+1) + ' download complete')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge datasets, select data for each plant, and move it into a DataFrame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge datasets\n",
    "ds = xr.merge([ds_dict[i] for i in ds_dict])\n",
    "\n",
    "# GEFS uses longitudes in [0,360), so use modulo to convert lon to be 0 <= lon < 360\n",
    "lon_gefs = [(x + 360) % 360 for x in plants_df.longitude]\n",
    "\n",
    "# select the whole list of sites at once\n",
    "lats = xr.DataArray(plants_df.latitude.values, dims='plant_number') \n",
    "lons = xr.DataArray(lon_gefs, dims='plant_number')\n",
    "df = ds.sel(latitude = lats, longitude = lons, method = 'nearest').to_dataframe()\n",
    "\n",
    "# assign ac capacity based on plant_number and index in plants_df\n",
    "df = df.merge(plants_df[['ac_capacity']], left_on='plant_number', right_index=True)\n",
    "\n",
    "# remove index\n",
    "df = df.reset_index()\n",
    "\n",
    "# rename latitude, longitude columns to note that they came from the GEFS coordinates\n",
    "# rename time to add utc\n",
    "df = df.rename(columns={'latitude':'gefs_latitude','longitude':'gefs_longitude',\n",
    "                        'time':'time_utc'\n",
    "            })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculated weighted average TCC for each member, and then standard deviation across all members:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loop through unique forecasts (unique 'time_utc' and 'step' values)\n",
    "temp = {}\n",
    "i=0\n",
    "for time_utc in df['time_utc'].unique():\n",
    "    for step in df['step'].unique():\n",
    "        \n",
    "        df_temp = df[(df['time_utc']==time_utc) & (df['step']==step)]\n",
    "        out = df_temp.filter(regex='tcc').multiply(plants_df['ac_capacity'].values,axis='index').sum()/plants_df['ac_capacity'].sum()\n",
    "        temp[i] = out.to_frame().T\n",
    "        temp[i].insert(0, 'time_utc', time_utc)\n",
    "        temp[i].insert(1, 'step', step)\n",
    "        # because each time, step combination has a unique valid_time:\n",
    "        valid_time = df_temp['valid_time'].unique()[0]\n",
    "        # add valid_time\n",
    "        temp[i].insert(2, 'valid_time', valid_time)\n",
    "        i += 1\n",
    "\n",
    "# concatenate results\n",
    "weighted_avg_tcc = pd.concat(temp)\n",
    "del temp, df_temp, df\n",
    "\n",
    "# rename columns, set indices\n",
    "weighted_avg_tcc.rename(columns={'valid_time':'valid_time_utc_end_of_interval'},\n",
    "                                inplace=True)\n",
    "weighted_avg_tcc.set_index(['time_utc', 'step','valid_time_utc_end_of_interval'],inplace=True)\n",
    "\n",
    "# calculate stdev of weighted avg tcc for each valid_time_utc\n",
    "weighted_avg_tcc.insert(0,'tcc_std',weighted_avg_tcc.filter(regex='tcc').std(axis=1))\n",
    "\n",
    "weighted_avg_tcc = weighted_avg_tcc.reset_index().set_index('valid_time_utc_end_of_interval')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time_utc</th>\n",
       "      <th>step</th>\n",
       "      <th>tcc_std</th>\n",
       "      <th>tcc_p01</th>\n",
       "      <th>tcc_p02</th>\n",
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       "      <th>tcc_p30</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>valid_time_utc_end_of_interval</th>\n",
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       "      <th>2021-04-09 09:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 03:00:00</td>\n",
       "      <td>10.594097</td>\n",
       "      <td>72.909722</td>\n",
       "      <td>73.415225</td>\n",
       "      <td>85.394371</td>\n",
       "      <td>85.516993</td>\n",
       "      <td>87.027070</td>\n",
       "      <td>69.295159</td>\n",
       "      <td>80.239163</td>\n",
       "      <td>...</td>\n",
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       "      <td>76.921589</td>\n",
       "      <td>76.922826</td>\n",
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       "      <td>65.989183</td>\n",
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       "      <th>2021-04-09 12:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
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       "      <td>7.452738</td>\n",
       "      <td>82.877432</td>\n",
       "      <td>82.416759</td>\n",
       "      <td>83.476011</td>\n",
       "      <td>90.387428</td>\n",
       "      <td>91.535667</td>\n",
       "      <td>76.028846</td>\n",
       "      <td>86.253424</td>\n",
       "      <td>...</td>\n",
       "      <td>95.957458</td>\n",
       "      <td>78.105697</td>\n",
       "      <td>82.181605</td>\n",
       "      <td>83.544063</td>\n",
       "      <td>76.524742</td>\n",
       "      <td>70.038102</td>\n",
       "      <td>78.880203</td>\n",
       "      <td>66.261093</td>\n",
       "      <td>82.142750</td>\n",
       "      <td>70.387697</td>\n",
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       "    <tr>\n",
       "      <th>2021-04-09 15:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 09:00:00</td>\n",
       "      <td>3.571200</td>\n",
       "      <td>97.606383</td>\n",
       "      <td>91.362995</td>\n",
       "      <td>95.713828</td>\n",
       "      <td>96.994511</td>\n",
       "      <td>98.983801</td>\n",
       "      <td>84.190808</td>\n",
       "      <td>96.539138</td>\n",
       "      <td>...</td>\n",
       "      <td>98.045502</td>\n",
       "      <td>94.593305</td>\n",
       "      <td>97.196082</td>\n",
       "      <td>97.147674</td>\n",
       "      <td>92.878078</td>\n",
       "      <td>94.408121</td>\n",
       "      <td>88.133224</td>\n",
       "      <td>93.461830</td>\n",
       "      <td>93.819283</td>\n",
       "      <td>91.084546</td>\n",
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       "      <th>2021-04-09 18:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 12:00:00</td>\n",
       "      <td>5.625143</td>\n",
       "      <td>97.234803</td>\n",
       "      <td>88.233189</td>\n",
       "      <td>96.349030</td>\n",
       "      <td>97.463875</td>\n",
       "      <td>99.351667</td>\n",
       "      <td>84.577940</td>\n",
       "      <td>93.305169</td>\n",
       "      <td>...</td>\n",
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       "      <td>97.631165</td>\n",
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       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 15:00:00</td>\n",
       "      <td>3.429969</td>\n",
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       "      <td>96.878885</td>\n",
       "      <td>94.549175</td>\n",
       "      <td>97.494524</td>\n",
       "      <td>99.656702</td>\n",
       "      <td>97.076770</td>\n",
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       "      <td>96.358744</td>\n",
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       "      <td>96.002287</td>\n",
       "      <td>96.780750</td>\n",
       "      <td>97.969432</td>\n",
       "      <td>88.509431</td>\n",
       "      <td>87.836666</td>\n",
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      ],
      "text/plain": [
       "                                          time_utc            step    tcc_std  \\\n",
       "valid_time_utc_end_of_interval                                                  \n",
       "2021-04-09 09:00:00            2021-04-08 06:00:00 1 days 03:00:00  10.594097   \n",
       "2021-04-09 12:00:00            2021-04-08 06:00:00 1 days 06:00:00   7.452738   \n",
       "2021-04-09 15:00:00            2021-04-08 06:00:00 1 days 09:00:00   3.571200   \n",
       "2021-04-09 18:00:00            2021-04-08 06:00:00 1 days 12:00:00   5.625143   \n",
       "2021-04-09 21:00:00            2021-04-08 06:00:00 1 days 15:00:00   3.429969   \n",
       "\n",
       "                                  tcc_p01    tcc_p02    tcc_p03    tcc_p04  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 09:00:00             72.909722  73.415225  85.394371  85.516993   \n",
       "2021-04-09 12:00:00             82.877432  82.416759  83.476011  90.387428   \n",
       "2021-04-09 15:00:00             97.606383  91.362995  95.713828  96.994511   \n",
       "2021-04-09 18:00:00             97.234803  88.233189  96.349030  97.463875   \n",
       "2021-04-09 21:00:00             96.364933  96.878885  94.549175  97.494524   \n",
       "\n",
       "                                  tcc_p05    tcc_p06    tcc_p07  ...  \\\n",
       "valid_time_utc_end_of_interval                                   ...   \n",
       "2021-04-09 09:00:00             87.027070  69.295159  80.239163  ...   \n",
       "2021-04-09 12:00:00             91.535667  76.028846  86.253424  ...   \n",
       "2021-04-09 15:00:00             98.983801  84.190808  96.539138  ...   \n",
       "2021-04-09 18:00:00             99.351667  84.577940  93.305169  ...   \n",
       "2021-04-09 21:00:00             99.656702  97.076770  95.062293  ...   \n",
       "\n",
       "                                  tcc_p21    tcc_p22    tcc_p23    tcc_p24  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 09:00:00             92.539300  73.304281  76.921589  76.922826   \n",
       "2021-04-09 12:00:00             95.957458  78.105697  82.181605  83.544063   \n",
       "2021-04-09 15:00:00             98.045502  94.593305  97.196082  97.147674   \n",
       "2021-04-09 18:00:00             97.210209  92.892931  97.631165  94.985416   \n",
       "2021-04-09 21:00:00             96.024164  89.841374  96.358744  94.019266   \n",
       "\n",
       "                                  tcc_p25    tcc_p26    tcc_p27    tcc_p28  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 09:00:00             65.496784  55.722008  65.989183  56.612114   \n",
       "2021-04-09 12:00:00             76.524742  70.038102  78.880203  66.261093   \n",
       "2021-04-09 15:00:00             92.878078  94.408121  88.133224  93.461830   \n",
       "2021-04-09 18:00:00             94.819229  93.497753  88.597288  93.395851   \n",
       "2021-04-09 21:00:00             96.109787  96.002287  96.780750  97.969432   \n",
       "\n",
       "                                  tcc_p29    tcc_p30  \n",
       "valid_time_utc_end_of_interval                        \n",
       "2021-04-09 09:00:00             74.107419  58.481366  \n",
       "2021-04-09 12:00:00             82.142750  70.387697  \n",
       "2021-04-09 15:00:00             93.819283  91.084546  \n",
       "2021-04-09 18:00:00             85.662352  81.981003  \n",
       "2021-04-09 21:00:00             88.509431  87.836666  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weighted_avg_tcc.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time intervals\n",
    "We want 1-hour interval data, bit GEFS has 3 hour intervals, with total cloud cover representing the 0-3 hour average [1]. We can make two additional copies of the data with the timestamps shifted -1 and -2 hours, concatenate, and then sort, to turn this into 1 hour data. \n",
    "\n",
    "[1] See \"TCDC\", total cloud cover, here https://www.nco.ncep.noaa.gov/pmb/products/gens/gep01.t00z.pgrb2a.0p50.f003.shtml.\n",
    "\n",
    "_Note: We could have resampled to hourly and backfilled, but if there are gaps in our forecast timeseries (e.g., we left out nighttime from our FastHerbie pull), we wouldn't know which hours were \"real\" forecasts and which were filled in._"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       "      <th>2021-04-09 07:00:00</th>\n",
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       "      <td>87.027070</td>\n",
       "      <td>69.295159</td>\n",
       "      <td>80.239163</td>\n",
       "      <td>...</td>\n",
       "      <td>92.539300</td>\n",
       "      <td>73.304281</td>\n",
       "      <td>76.921589</td>\n",
       "      <td>76.922826</td>\n",
       "      <td>65.496784</td>\n",
       "      <td>55.722008</td>\n",
       "      <td>65.989183</td>\n",
       "      <td>56.612114</td>\n",
       "      <td>74.107419</td>\n",
       "      <td>58.481366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 08:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 03:00:00</td>\n",
       "      <td>10.594097</td>\n",
       "      <td>72.909722</td>\n",
       "      <td>73.415225</td>\n",
       "      <td>85.394371</td>\n",
       "      <td>85.516993</td>\n",
       "      <td>87.027070</td>\n",
       "      <td>69.295159</td>\n",
       "      <td>80.239163</td>\n",
       "      <td>...</td>\n",
       "      <td>92.539300</td>\n",
       "      <td>73.304281</td>\n",
       "      <td>76.921589</td>\n",
       "      <td>76.922826</td>\n",
       "      <td>65.496784</td>\n",
       "      <td>55.722008</td>\n",
       "      <td>65.989183</td>\n",
       "      <td>56.612114</td>\n",
       "      <td>74.107419</td>\n",
       "      <td>58.481366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 09:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 03:00:00</td>\n",
       "      <td>10.594097</td>\n",
       "      <td>72.909722</td>\n",
       "      <td>73.415225</td>\n",
       "      <td>85.394371</td>\n",
       "      <td>85.516993</td>\n",
       "      <td>87.027070</td>\n",
       "      <td>69.295159</td>\n",
       "      <td>80.239163</td>\n",
       "      <td>...</td>\n",
       "      <td>92.539300</td>\n",
       "      <td>73.304281</td>\n",
       "      <td>76.921589</td>\n",
       "      <td>76.922826</td>\n",
       "      <td>65.496784</td>\n",
       "      <td>55.722008</td>\n",
       "      <td>65.989183</td>\n",
       "      <td>56.612114</td>\n",
       "      <td>74.107419</td>\n",
       "      <td>58.481366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 10:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 06:00:00</td>\n",
       "      <td>7.452738</td>\n",
       "      <td>82.877432</td>\n",
       "      <td>82.416759</td>\n",
       "      <td>83.476011</td>\n",
       "      <td>90.387428</td>\n",
       "      <td>91.535667</td>\n",
       "      <td>76.028846</td>\n",
       "      <td>86.253424</td>\n",
       "      <td>...</td>\n",
       "      <td>95.957458</td>\n",
       "      <td>78.105697</td>\n",
       "      <td>82.181605</td>\n",
       "      <td>83.544063</td>\n",
       "      <td>76.524742</td>\n",
       "      <td>70.038102</td>\n",
       "      <td>78.880203</td>\n",
       "      <td>66.261093</td>\n",
       "      <td>82.142750</td>\n",
       "      <td>70.387697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 11:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 06:00:00</td>\n",
       "      <td>7.452738</td>\n",
       "      <td>82.877432</td>\n",
       "      <td>82.416759</td>\n",
       "      <td>83.476011</td>\n",
       "      <td>90.387428</td>\n",
       "      <td>91.535667</td>\n",
       "      <td>76.028846</td>\n",
       "      <td>86.253424</td>\n",
       "      <td>...</td>\n",
       "      <td>95.957458</td>\n",
       "      <td>78.105697</td>\n",
       "      <td>82.181605</td>\n",
       "      <td>83.544063</td>\n",
       "      <td>76.524742</td>\n",
       "      <td>70.038102</td>\n",
       "      <td>78.880203</td>\n",
       "      <td>66.261093</td>\n",
       "      <td>82.142750</td>\n",
       "      <td>70.387697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 12:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 06:00:00</td>\n",
       "      <td>7.452738</td>\n",
       "      <td>82.877432</td>\n",
       "      <td>82.416759</td>\n",
       "      <td>83.476011</td>\n",
       "      <td>90.387428</td>\n",
       "      <td>91.535667</td>\n",
       "      <td>76.028846</td>\n",
       "      <td>86.253424</td>\n",
       "      <td>...</td>\n",
       "      <td>95.957458</td>\n",
       "      <td>78.105697</td>\n",
       "      <td>82.181605</td>\n",
       "      <td>83.544063</td>\n",
       "      <td>76.524742</td>\n",
       "      <td>70.038102</td>\n",
       "      <td>78.880203</td>\n",
       "      <td>66.261093</td>\n",
       "      <td>82.142750</td>\n",
       "      <td>70.387697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 13:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 09:00:00</td>\n",
       "      <td>3.571200</td>\n",
       "      <td>97.606383</td>\n",
       "      <td>91.362995</td>\n",
       "      <td>95.713828</td>\n",
       "      <td>96.994511</td>\n",
       "      <td>98.983801</td>\n",
       "      <td>84.190808</td>\n",
       "      <td>96.539138</td>\n",
       "      <td>...</td>\n",
       "      <td>98.045502</td>\n",
       "      <td>94.593305</td>\n",
       "      <td>97.196082</td>\n",
       "      <td>97.147674</td>\n",
       "      <td>92.878078</td>\n",
       "      <td>94.408121</td>\n",
       "      <td>88.133224</td>\n",
       "      <td>93.461830</td>\n",
       "      <td>93.819283</td>\n",
       "      <td>91.084546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 14:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 09:00:00</td>\n",
       "      <td>3.571200</td>\n",
       "      <td>97.606383</td>\n",
       "      <td>91.362995</td>\n",
       "      <td>95.713828</td>\n",
       "      <td>96.994511</td>\n",
       "      <td>98.983801</td>\n",
       "      <td>84.190808</td>\n",
       "      <td>96.539138</td>\n",
       "      <td>...</td>\n",
       "      <td>98.045502</td>\n",
       "      <td>94.593305</td>\n",
       "      <td>97.196082</td>\n",
       "      <td>97.147674</td>\n",
       "      <td>92.878078</td>\n",
       "      <td>94.408121</td>\n",
       "      <td>88.133224</td>\n",
       "      <td>93.461830</td>\n",
       "      <td>93.819283</td>\n",
       "      <td>91.084546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-04-09 15:00:00</th>\n",
       "      <td>2021-04-08 06:00:00</td>\n",
       "      <td>1 days 09:00:00</td>\n",
       "      <td>3.571200</td>\n",
       "      <td>97.606383</td>\n",
       "      <td>91.362995</td>\n",
       "      <td>95.713828</td>\n",
       "      <td>96.994511</td>\n",
       "      <td>98.983801</td>\n",
       "      <td>84.190808</td>\n",
       "      <td>96.539138</td>\n",
       "      <td>...</td>\n",
       "      <td>98.045502</td>\n",
       "      <td>94.593305</td>\n",
       "      <td>97.196082</td>\n",
       "      <td>97.147674</td>\n",
       "      <td>92.878078</td>\n",
       "      <td>94.408121</td>\n",
       "      <td>88.133224</td>\n",
       "      <td>93.461830</td>\n",
       "      <td>93.819283</td>\n",
       "      <td>91.084546</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          time_utc            step    tcc_std  \\\n",
       "valid_time_utc_end_of_interval                                                  \n",
       "2021-04-09 07:00:00            2021-04-08 06:00:00 1 days 03:00:00  10.594097   \n",
       "2021-04-09 08:00:00            2021-04-08 06:00:00 1 days 03:00:00  10.594097   \n",
       "2021-04-09 09:00:00            2021-04-08 06:00:00 1 days 03:00:00  10.594097   \n",
       "2021-04-09 10:00:00            2021-04-08 06:00:00 1 days 06:00:00   7.452738   \n",
       "2021-04-09 11:00:00            2021-04-08 06:00:00 1 days 06:00:00   7.452738   \n",
       "2021-04-09 12:00:00            2021-04-08 06:00:00 1 days 06:00:00   7.452738   \n",
       "2021-04-09 13:00:00            2021-04-08 06:00:00 1 days 09:00:00   3.571200   \n",
       "2021-04-09 14:00:00            2021-04-08 06:00:00 1 days 09:00:00   3.571200   \n",
       "2021-04-09 15:00:00            2021-04-08 06:00:00 1 days 09:00:00   3.571200   \n",
       "\n",
       "                                  tcc_p01    tcc_p02    tcc_p03    tcc_p04  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 07:00:00             72.909722  73.415225  85.394371  85.516993   \n",
       "2021-04-09 08:00:00             72.909722  73.415225  85.394371  85.516993   \n",
       "2021-04-09 09:00:00             72.909722  73.415225  85.394371  85.516993   \n",
       "2021-04-09 10:00:00             82.877432  82.416759  83.476011  90.387428   \n",
       "2021-04-09 11:00:00             82.877432  82.416759  83.476011  90.387428   \n",
       "2021-04-09 12:00:00             82.877432  82.416759  83.476011  90.387428   \n",
       "2021-04-09 13:00:00             97.606383  91.362995  95.713828  96.994511   \n",
       "2021-04-09 14:00:00             97.606383  91.362995  95.713828  96.994511   \n",
       "2021-04-09 15:00:00             97.606383  91.362995  95.713828  96.994511   \n",
       "\n",
       "                                  tcc_p05    tcc_p06    tcc_p07  ...  \\\n",
       "valid_time_utc_end_of_interval                                   ...   \n",
       "2021-04-09 07:00:00             87.027070  69.295159  80.239163  ...   \n",
       "2021-04-09 08:00:00             87.027070  69.295159  80.239163  ...   \n",
       "2021-04-09 09:00:00             87.027070  69.295159  80.239163  ...   \n",
       "2021-04-09 10:00:00             91.535667  76.028846  86.253424  ...   \n",
       "2021-04-09 11:00:00             91.535667  76.028846  86.253424  ...   \n",
       "2021-04-09 12:00:00             91.535667  76.028846  86.253424  ...   \n",
       "2021-04-09 13:00:00             98.983801  84.190808  96.539138  ...   \n",
       "2021-04-09 14:00:00             98.983801  84.190808  96.539138  ...   \n",
       "2021-04-09 15:00:00             98.983801  84.190808  96.539138  ...   \n",
       "\n",
       "                                  tcc_p21    tcc_p22    tcc_p23    tcc_p24  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 07:00:00             92.539300  73.304281  76.921589  76.922826   \n",
       "2021-04-09 08:00:00             92.539300  73.304281  76.921589  76.922826   \n",
       "2021-04-09 09:00:00             92.539300  73.304281  76.921589  76.922826   \n",
       "2021-04-09 10:00:00             95.957458  78.105697  82.181605  83.544063   \n",
       "2021-04-09 11:00:00             95.957458  78.105697  82.181605  83.544063   \n",
       "2021-04-09 12:00:00             95.957458  78.105697  82.181605  83.544063   \n",
       "2021-04-09 13:00:00             98.045502  94.593305  97.196082  97.147674   \n",
       "2021-04-09 14:00:00             98.045502  94.593305  97.196082  97.147674   \n",
       "2021-04-09 15:00:00             98.045502  94.593305  97.196082  97.147674   \n",
       "\n",
       "                                  tcc_p25    tcc_p26    tcc_p27    tcc_p28  \\\n",
       "valid_time_utc_end_of_interval                                               \n",
       "2021-04-09 07:00:00             65.496784  55.722008  65.989183  56.612114   \n",
       "2021-04-09 08:00:00             65.496784  55.722008  65.989183  56.612114   \n",
       "2021-04-09 09:00:00             65.496784  55.722008  65.989183  56.612114   \n",
       "2021-04-09 10:00:00             76.524742  70.038102  78.880203  66.261093   \n",
       "2021-04-09 11:00:00             76.524742  70.038102  78.880203  66.261093   \n",
       "2021-04-09 12:00:00             76.524742  70.038102  78.880203  66.261093   \n",
       "2021-04-09 13:00:00             92.878078  94.408121  88.133224  93.461830   \n",
       "2021-04-09 14:00:00             92.878078  94.408121  88.133224  93.461830   \n",
       "2021-04-09 15:00:00             92.878078  94.408121  88.133224  93.461830   \n",
       "\n",
       "                                  tcc_p29    tcc_p30  \n",
       "valid_time_utc_end_of_interval                        \n",
       "2021-04-09 07:00:00             74.107419  58.481366  \n",
       "2021-04-09 08:00:00             74.107419  58.481366  \n",
       "2021-04-09 09:00:00             74.107419  58.481366  \n",
       "2021-04-09 10:00:00             82.142750  70.387697  \n",
       "2021-04-09 11:00:00             82.142750  70.387697  \n",
       "2021-04-09 12:00:00             82.142750  70.387697  \n",
       "2021-04-09 13:00:00             93.819283  91.084546  \n",
       "2021-04-09 14:00:00             93.819283  91.084546  \n",
       "2021-04-09 15:00:00             93.819283  91.084546  \n",
       "\n",
       "[9 rows x 33 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "temp1 = weighted_avg_tcc.copy()\n",
    "temp2 = weighted_avg_tcc.copy()\n",
    "temp1.index = weighted_avg_tcc.index.shift(-1, freq='h')\n",
    "temp2.index = weighted_avg_tcc.index.shift(-2, freq='h')\n",
    "weighted_avg_tcc = pd.concat([weighted_avg_tcc, temp1, temp2])\n",
    "del temp1, temp2\n",
    "\n",
    "weighted_avg_tcc = weighted_avg_tcc.sort_index()\n",
    "\n",
    "weighted_avg_tcc.head(9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's plot the results, to see how the standard deviation of weighted average TCC varies over time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nDrZu3Yr169fD19dXsz0zMxMtW7bEzp070aVLFwwYMAATJ07EyZMn8Z///EezEDEA1KxZEzdu3MDff/+teWbmiRMn8p1vTjp06IDy5cvjiy++wObNm7Ptv3//PsqUKYMBAwbgm2++waJFi3K82yvrOENgAURElA+KohTqUpSxvP/++3B3d8drr72GSpUqIT4+HjNnzkSFChXydXnleQ8ePEBCQgLS09MRGxuLNWvWYOnSpQgNDUW1atVybFO9enV069YNw4YNw5IlS2Bvb49PP/0UFStWRLdu3XTOJyAgAIsWLUK1atW0HnCddRmsSpUq8PT0BAAMHDgQc+bMQbdu3TB9+nRUqlQJN27cwI8//ohPPvlE6+HbAGBvb4/Bgwfjk08+Qbly5eDs7IwpU6bAwsJCpxESZ2dn2NraYteuXahUqRJKliwJR0dHTJ06FR999BEcHBwQGBiI1NRUREVF4d69ewgODsaAAQMwYcIEvPPOO5g4cSKuXbuGL7/8Ms/PWr16NZycnNCnT59slzO7dOmCZcuWoUuXLvD29kazZs3wzjvv4OnTp1pf+/bt26Nq1aoYPHgwvvjiCzx48ECzrEFBR4ZKlSqFpUuXok+fPujatSs++ugjVKtWDbdv38bGjRtx48YNrF+/Hk2aNMG4cePw8ccf4+bNm+jRowfc3d1x+fJlfPvtt2jRooXBboPnQohERMVYu3bt8Ntvv6FPnz6oUaMGevXqhZIlS2L//v06P+h18uTJcHNzQ7Vq1fDWW28hKSkJ+/fvx/jx4/Nst2LFCjRs2BBdunSBv78/RAQ7duwo0CWPgIAAPHjwINsjlFq3bo0HDx5oXdKzs7PDoUOH4OnpiZ49e6JWrVoYOnQoUlJSch0R+uqrr+Dv748uXbqgXbt2aN68OWrVqqXTiuAlSpTAN998gyVLlsDd3V1TbLz77rtYunQpwsPDUbduXbRu3Rrh4eGay4elS5fGTz/9hHPnzsHPz0+zPk5eli9fjh49euQ4l6tXr174+eef8ffffwN4VhD+97//Rc+ePTUjTMCzS3BbtmzBw4cP8eqrr+Ldd9/FxIkTAaBQK6F369YNR48ehZWVFQYMGICaNWuif//+SEpKwsyZMzXHzZ49G2vXrsXx48fRsWNH+Pr6Ijg4GK+88ormcqYh8FEYOeCjMMiQHqc91Uym1WWCa0Hbke74KAzK8ujRI1SsWBFz587FO++8Y+xwisyvv/6KFi1a4PLly6hataqxw9Gir0dh8CcoERHR/zt16hQuXLiAxo0bIykpCdOnTweAAl2uMyebN29G6dKlUb16dVy+fBmjRo1C8+bNTa740ScWQERERM/58ssvcfHiRVhbW6Nhw4Y4fPiw5o6p4urBgwcYN24c4uLiUL58ebRr1w5z5841dlgGxQKIiIjo//n5+eHkyZPGDqPIDRo0CIMGDTJ2GEWKk6CJiIhIdVgAERERkeqwACIiygVvkiUyPfr6f8kCiIjoBVnr0zx+/NjIkRDRi9LS0gD87xEiBcVJ0EREL7C0tESZMmU0D7e0s7Mz2gMbieh/MjMz8c8//8DOzg4lShSuhGEBRESUg6wnY+f1hG8iKnoWFhbw9PQs9B8lLICIiHKgKArc3Nzg7OyM9PR0Y4dDRP/P2to6x0d/6IoFEBFRHiwtLQs914CITA8LIKI8iAhS0jP0es7Hafo9HxER6Y4FEFEuRAS9vz2Gk9fvGTsUIiLSM94GT5SLlPQMgxY/jbzKwtaKl1aIiIyBI0BE+RA1sR3srPVbrNhaWfLWaiIiI2EBRJQPdtaWsLPmfxciouKCl8CIiIhIdYxaAB06dAhvvPEG3N3doSgKtmzZorVfUZQcX3PmzMn1nOHh4Tm2efLkiYGzISIiInNh1ALo0aNHqFevHhYsWJDj/vj4eK3X8uXLoSgKevXqled5HRwcsrUtWbKkIVIgIiIiM2TUSQ2BgYEIDAzMdX/WUvRZtm7dioCAAFSpUiXP8yqKkq0tERERURazmQP0999/Y/v27XjnnXdeeuzDhw/h5eWFSpUqoUuXLjh16lQRREhERETmwmwKoJUrV8Le3h49e/bM87iaNWsiPDwc27Ztw7p161CyZEk0b94cMTExubZJTU1FcnKy1ouIiIiKL7MpgJYvX46BAwe+dC5P06ZN8a9//Qv16tVDy5YtsXHjRtSoUQPz58/PtU1oaCgcHR01Lw8PD32HT0RERCbELAqgw4cP4+LFi3j33Xd1bmthYYFXX301zxGgkJAQJCUlaV5xcXGFCZeIiIhMnFms7LZs2TI0bNgQ9erV07mtiCA6Ohp169bN9RgbGxvY2NgUJkQiIiIyI0YtgB4+fIjLly9r3sfGxiI6OhrlypWDp6cnACA5ORmbNm3C3LlzczzHoEGDULFiRYSGhgIApk2bhqZNm6J69epITk7GN998g+joaCxcuNDwCZHR8KntRESkC6MWQFFRUQgICNC8Dw4OBgAMHjwY4eHhAID169dDRNC/f/8cz3Hjxg1YWPzvSt79+/fx3nvvISEhAY6OjvDz88OhQ4fQuHFjwyVCRsWnthMRka4UERFjB2FqkpOT4ejoiKSkJDg4OBg7HHqJx2lPUXvyboOdv5FXWWwK8jf6g0ufz/Pc9I58NhkR0Qt0+f3Nn6BUrPCp7URElB8sgKhY4VPbiYgoP8ziNngiIiIifWIBRERERKrDAoiIiIhUhwUQERERqQ4LICIiIlIdFkBERESkOiyAiIiISHVYABEREZHqsAAiIiIi1WEBRERERKrDAoiIiIhUhwUQERERqQ6fGklEpEIigpT0jAK3t7WyhKIoeoyIqGixACIiUhkRQe9vj+Hk9XsFPkcjr7LYFOTPIojMFi+BERGpTEp6RqGKHwCIun6vUCNIRMbGESAiIhWLmtgOdtaW+T7+cVoGGs3cZ8CIiIoGCyAiIhWzs7aEnTV/FZD68BIYERERqQ4LICIiIlIdFkBERESkOiyAiIiISHVYABEREZHqsAAiIiIi1WEBRERERKrDxR+ISFUK+wysvPD5WETmgwUQEamGPp6BlRc+H4vIfBj1EtihQ4fwxhtvwN3dHYqiYMuWLVr7hwwZAkVRtF5NmzZ96XkjIiJQu3Zt2NjYoHbt2ti8ebOBMiAic6KPZ2Dlhc/HIjIfRh0BevToEerVq4e3334bvXr1yvGYTp06YcWKFZr31tbWeZ7z2LFj6NevH2bMmIEePXpg8+bN6Nu3L44cOYImTZroNX4iMl+6PgMrL3w+FpH5MWoBFBgYiMDAwDyPsbGxgaura77PGRYWhvbt2yMkJAQAEBISgsjISISFhWHdunWFipeIig8+A4tI3Uz+LrCDBw/C2dkZNWrUwLBhw5CYmJjn8ceOHUOHDh20tnXs2BFHjx7NtU1qaiqSk5O1XkRERFR8mXQBFBgYiB9++AG//PIL5s6dixMnTuC1115Dampqrm0SEhLg4uKitc3FxQUJCQm5tgkNDYWjo6Pm5eHhobcciIiIyPSY9Phvv379NP+uU6cOGjVqBC8vL2zfvh09e/bMtd2Ld2CISJ53ZYSEhCA4OFjzPjk5mUUQERWZwt6az9vviXRn0gXQi9zc3ODl5YWYmJhcj3F1dc022pOYmJhtVOh5NjY2sLGx0VucRET5pY9b83n7PZHuTPoS2Ivu3LmDuLg4uLm55XqMv78/9u7dq7Vtz549aNasmaHDIyLSmT5uzeft90S6M+oI0MOHD3H58mXN+9jYWERHR6NcuXIoV64cpk6dil69esHNzQ3Xrl3Dv//9b5QvXx49evTQtBk0aBAqVqyI0NBQAMCoUaPQqlUrzJ49G926dcPWrVuxb98+HDlypMjzIyLSha635vP2e6KCM2oBFBUVhYCAAM37rHk4gwcPxuLFi3H69GmsWrUK9+/fh5ubGwICArBhwwbY29tr2ty4cQMWFv8byGrWrBnWr1+PiRMnYtKkSahatSo2bNjANYCIyOTx1nyiomPU/2lt2rSBiOS6f/fu3S89x8GDB7Nt6927N3r37l2Y0IiIiKgYM6s5QERERET6wAKIiIiIVIcFEBEREakOCyAiIiJSHRZAREREpDosgIiIiEh1WAARERGR6rAAIiIiItVhAURERESqwzXXiYiKgcdp+X8Yqi7HEhVXLICIiIoBPhSVSDe8BEZEZKZsrSzRyKtsgds38ioLW6v8P32eqDjhCBARkZlSFAWbgvyRkl6wS1q2VpZQFEXPURGZBxZARERmTFEU2FnzRzmRrngJjIiIiFSHBRARERGpDsdNiYj0SNdbzHlLOpFxsAAiItIj3o5OZB54CYyIqJAKezs6wFvSiYoaR4CIzFBBL5vwtmfDKOzt6AD7hqiosQAiMkMFvczSyKssNgX58xetAfB2dCLzwktgRGZCH5dZoq7fK9QoBRFRccE/V4jMRGEuszxOy+DkXCKi57AAIjIjvMxCRKQfvARGREREqsMCiIiIiFSHBRARERGpDgsgIiIiUh2jFkCHDh3CG2+8AXd3dyiKgi1btmj2paenY/z48ahbty5KlSoFd3d3DBo0CLdu3crznOHh4VAUJdvryZMnBs6GiIiIzIVRC6BHjx6hXr16WLBgQbZ9jx8/xh9//IFJkybhjz/+wI8//ohLly6ha9euLz2vg4MD4uPjtV4lS5Y0RApERERkhox6P21gYCACAwNz3Ofo6Ii9e/dqbZs/fz4aN26MGzduwNPTM9fzKooCV1dXvcZKRERExYdZzQFKSkqCoigoU6ZMnsc9fPgQXl5eqFSpErp06YJTp07leXxqaiqSk5O1XkRERFR8mU0B9OTJE3z66acYMGAAHBwccj2uZs2aCA8Px7Zt27Bu3TqULFkSzZs3R0xMTK5tQkND4ejoqHl5eHgYIgUiIiIyEWZRAKWnp+PNN99EZmYmFi1alOexTZs2xb/+9S/Uq1cPLVu2xMaNG1GjRg3Mnz8/1zYhISFISkrSvOLi4vSdAhEREZkQk19TPz09HX379kVsbCx++eWXPEd/cmJhYYFXX301zxEgGxsb2NjYFDZUIiIiMhMmPQKUVfzExMRg3759cHJy0vkcIoLo6Gi4ubkZIEIiIiIyR0YdAXr48CEuX76seR8bG4vo6GiUK1cO7u7u6N27N/744w/8/PPPyMjIQEJCAgCgXLlysLa2BgAMGjQIFStWRGhoKABg2rRpaNq0KapXr47k5GR88803iI6OxsKFC4s+QSIiIjJJRi2AoqKiEBAQoHkfHBwMABg8eDCmTp2Kbdu2AQDq16+v1e7AgQNo06YNAODGjRuwsPjfQNb9+/fx3nvvISEhAY6OjvDz88OhQ4fQuHFjwyZDREREZsOoBVCbNm0gIrnuz2tfloMHD2q9nzdvHubNm1fY0IiIiKgYM+k5QERERESGwAKIiIiIVIcFEBEREakOCyAiIiJSHRZAREREpDosgIiIiEh1WAARERGR6hRoHaDU1FT8/vvvuHbtGh4/fowKFSrAz88P3t7e+o6PiIiISO90KoCOHj2K+fPnY8uWLUhLS0OZMmVga2uLu3fvIjU1FVWqVMF7772HoKAg2NvbGypmIiIiokLJ9yWwbt26oXfv3qhYsSJ2796NBw8e4M6dO/jrr7/w+PFjxMTEYOLEidi/fz9q1KiBvXv3GjJuIiIiogLL9whQhw4dsGnTJs1DSF9UpUoVVKlSBYMHD8bZs2dx69YtvQVJREREpE/5LoBGjBiR75P6+vrC19e3QAERERGR+RARpKRnFKitrZUlFEXRc0T5U+iHoZ45cwaRkZHIyMhAs2bN0KhRI33ERUREJu5xmvn90iP9EhH0/vYYTl6/V6D256Z3hJ21cZ7LXqhPXbhwIaZPn47WrVsjPT0dkyZNwrhx4zBhwgR9xUdERCaq0cx9BWvnVRabgvxZBBUDKekZBS5+jE2nAuivv/5CpUqVNO8XLFiAs2fPonz58gCAY8eOoWvXriyAiIiKKVsrSzTyKouoQvzSi7p+DynpGUb7y58MI2piO9hZW+rUxtZKt+P1SafvvrZt2+KDDz7ARx99BEVR4OTkhN27d6N3795IS0vDvn37UKFCBUPFSkRERqYoCjYF+RdozsfjtIwCjxqR6bOztjSrolanlaBPnDiBCxcuoEmTJjh16hS+++47fPXVV7C1tUWZMmWwYcMGrFy50lCxEhGRCVAUBXbWJQrwMt5f+0Qv0qlUc3BwwOLFi/Hrr79iyJAhaNeuHQ4fPoyMjAxkZGSgTJkyBgqTiIiISH8K9Cyw5s2bIyoqCo6OjvDz88OhQ4dY/BAREZHZ0GkE6OnTp/j+++9x7tw51KtXDxMmTMCbb76J4cOHIzw8HPPnz4erq6uhYiUiIiLSC51GgIYNG4b58+ejVKlSWLFiBcaMGYMaNWrgwIED6NixI/z9/bF48WJDxUpERESkFzoVQFu2bEFERAQ+//xz7Nu3D9u3b9fse/fdd3H8+HEcPnxY70EWFyKCx2lPdX6JiLFDJyIiKlZ0ugTm7OyMPXv2oGrVqti/fz+cnJyy7V+7dq1eAyxOUtIzUHvybp3bcdEwIiIi/dKpAFqwYAH+9a9/ITg4GG5ubti4caOh4qLncNEwIiIi/dLpN2r79u2RkJCA27dvc8HDArC1ssS56R3zfTwXDSMiIjIMnYcUFEVh8VNAWYuHERERkXHlexJ0p06dcPTo0Zce9+DBA8yePRsLFy4sVGBEREREhpLv4Yg+ffqgb9++sLe3R9euXdGoUSO4u7ujZMmSuHfvHs6dO4cjR45gx44d6NKlC+bMmWPIuImIiIgKLN8jQO+88w6uXr2KSZMm4cKFCxg+fDhatmyJV199FR07dsT3338PT09PnDx5EuvXr4eHh8dLz3no0CG88cYbcHd3h6Io2LJli9Z+EcHUqVPh7u4OW1tbtGnTBmfPnn3peSMiIlC7dm3Y2Nigdu3a2Lx5c37TJCIiIhXQaUKKtbU1BgwYgAEDBgAAkpKSkJKSAicnJ1hZWen84Y8ePUK9evXw9ttvo1evXtn2f/HFF/jqq68QHh6OGjVqYObMmWjfvj0uXrwIe3v7HM957Ngx9OvXDzNmzECPHj2wefNm9O3bF0eOHEGTJk10jpGIjENECvTE8bw8TtPv+YjIfBVqRq6joyMcHR0L3D4wMBCBgYE57hMRhIWFYcKECejZsycAYOXKlXBxccHatWsxfPjwHNuFhYWhffv2CAkJAQCEhIQgMjISYWFhWLduXYFjJaKiIyLo/e0xnLx+z9ihEFExVaCHoRaF2NhYJCQkoEOHDpptNjY2aN26dZ6TsY8dO6bVBgA6duyYZ5vU1FQkJydrvYiKq8dpGSa/InlKeoZBi59GXmVha2VpsPMTkekz2XuyExISAAAuLi5a211cXHD9+vU82+XUJut8OQkNDcW0adMKES2R+Sjo2lLGWpE8amI72Fnrt1ixtbLkyupEKmeyBVCWF39IichLf3Dp2iYkJATBwcGa98nJyfmaxE1kLmytLNHIqyyiCjGqYqwVye2sLbl+FhHpncn+VHF1dQXwbETHzc1Nsz0xMTHbCM+L7V4c7XlZGxsbG9jY2BQyYiLTpSgKNgX5F2hSMVckJ6LiSKc5QPfu3cP8+fNznCOTlJSU676C8Pb2hqurK/bu3avZlpaWhsjISDRr1izXdv7+/lptAGDPnj15tiFSg6yVyHV/ca4MERU/OhVACxYswKFDh+Dg4JBtn6OjIw4fPoz58+fn+3wPHz5EdHQ0oqOjATyb+BwdHY0bN25AURSMHj0as2bNwubNm3HmzBkMGTIEdnZ2mtvwAWDQoEGaO74AYNSoUdizZw9mz56NCxcuYPbs2di3bx9Gjx6tS6pERERUjOlUAEVERCAoKCjX/cOHD8d//vOffJ8vKioKfn5+8PPzAwAEBwfDz88PkydPBgCMGzcOo0ePxgcffIBGjRrh5s2b2LNnj9YaQDdu3EB8fLzmfbNmzbB+/XqsWLECr7zyCsLDw7FhwwauAUREREQaOs0BunLlCqpXr57r/urVq+PKlSv5Pl+bNm3yvLVWURRMnToVU6dOzfWYgwcPZtvWu3dv9O7dO99xEBERkbroNAJkaWmJW7du5br/1q1bsLAw2aWFiIiIiADoWAD5+flle17X8zZv3qy5nEVERERkqnS6BPbhhx/izTffRKVKlfD+++/D0vLZ3SEZGRlYtGgR5s2bh7Vr1xokUCIiIiJ90akA6tWrF8aNG4ePPvoIEyZMQJUqVaAoCq5cuYKHDx/ik08+4dwbIiIiMnk6L4T42WefoVu3bvjhhx9w+fJliAhatWqFAQMGoHHjxoaIkYiIiEivCrQSdOPGjVnsEBERkdnSaRJ0TEwM+vfvn+tK0AMGDMDVq1f1FhwRERGRIehUAM2ZMwceHh65rgTt4eGBOXPm6C04IiIiIkPQqQA6dOgQ+vTpk+v+vn374pdffil0UERERESGpFMBdP36dTg7O+e6v3z58oiLiyt0UERERESGpFMB5OjomOejLi5fvpzj5TEiIiIiU6JTAdSqVas8n/b+zTffoGXLloUOioiIiMiQdCqAQkJCsHPnTvTu3Ru///47kpKSkJSUhOPHj6NXr17YvXs3QkJCDBUrERERkV7otA6Qn58f/vOf/2Do0KHYvHmz1j4nJyds3LgRDRo00GuARERERPqmUwE0dOhQfP3117h+/Tp27dqlWQm6Ro0a6NChA+zs7AwVJxEREZHe6FQArVy5Ep9//jmcnZ3Ro0cPQ8VEREREZFA6zQESEUPFQURERFRkdCqAAEBRFEPEQURERFRkdH4Yao0aNV5aBN29e7fAAREREREZms4F0LRp0+Do6GiIWIiIiIiKhM4F0Jtvvpnn4zCIiIiITJ1Oc4A4/4eIiIiKA94FRkRERKqj0yWwzMxMQ8VBREREVGR0vg2eiIiIyNyxACIiIiLVYQFEREREqmPyBVDlypWhKEq214gRI3I8/uDBgzkef+HChSKOnIiIiEyVzusAFbUTJ04gIyND8/7MmTNo3749+vTpk2e7ixcvwsHBQfO+QoUKBouRiIiIzIvJF0AvFi6ff/45qlatitatW+fZztnZGWXKlDFgZERERGSuTP4S2PPS0tKwZs0aDB069KWLMvr5+cHNzQ1t27bFgQMHiihCIiIiMgcmPwL0vC1btuD+/fsYMmRIrse4ubnhu+++Q8OGDZGamorVq1ejbdu2OHjwIFq1apVjm9TUVKSmpmreJycn6zv0QnuclvHyg3Jga2XJFbyJiIheYFYF0LJlyxAYGAh3d/dcj/Hx8YGPj4/mvb+/P+Li4vDll1/mWgCFhoZi2rRpeo9XnxrN3Fewdl5lsSnIn0UQERHRc8zmEtj169exb98+vPvuuzq3bdq0KWJiYnLdHxISgqSkJM0rLi6uMKHqja2VJRp5lS3UOaKu30NKesFGj4iIiIorsxkBWrFiBZydnfH666/r3PbUqVNwc3PLdb+NjQ1sbGwKE55BKIqCTUH+BSpgHqdlFHjUiIiIqLgziwIoMzMTK1aswODBg1GihHbIISEhuHnzJlatWgUACAsLQ+XKleHr66uZNB0REYGIiAhjhF5oiqLAztosuomIiMhsmMVv1n379uHGjRsYOnRotn3x8fG4ceOG5n1aWhrGjh2LmzdvwtbWFr6+vti+fTs6d+5clCETERGRCTOLAqhDhw4QkRz3hYeHa70fN24cxo0bVwRRERERkbkym0nQRERERPrCAoiIiIhUhwUQERERqQ4LICIiIlIdFkBERESkOiyAiIiISHVYABEREZHqsAAiIiIi1TGLhRCJyDQ8TivYg3VtrSyhKIqeoyEiKjgWQESUbwV9wG4jr7LYFOTPIoiITAYvgRFRnmytLNHIq2yhzhF1/R5S0gs2ekREZAgcASKiPCmKgk1B/gUqYB6nZRR41IiIyJBYABHRSymKAjtr/rggouKDl8CIiIhIdVgAERERkeqwACIiIiLVYQFEREREqsMCiIiIiFSHBRARERGpDgsgIiIiUh0WQERERKQ6XNmMshGRQj22gA++JCIiU8cCiLSICHp/ewwnr98r8Dn44EsiIjJ1vARGWlLSMwpV/AB88CUREZk+jgBRrqImtoOdtWW+j+eDL4mIyFywAKJc2Vlb8gGYRERULPESGBEREakOCyAiIiJSHZMugKZOnQpFUbRerq6uebaJjIxEw4YNUbJkSVSpUgXffvttEUVLRERE5sLkJ3j4+vpi377/Tay1tMx9Um5sbCw6d+6MYcOGYc2aNfj111/xwQcfoEKFCujVq1dRhEtERERmwOQLoBIlSrx01CfLt99+C09PT4SFhQEAatWqhaioKHz55ZcsgIiIiEjDpC+BAUBMTAzc3d3h7e2NN998E1evXs312GPHjqFDhw5a2zp27IioqCikp6cbOlQiIiIyEyZdADVp0gSrVq3C7t278f333yMhIQHNmjXDnTt3cjw+ISEBLi4uWttcXFzw9OlT3L59O9fPSU1NRXJystaLiIiIii+TLoACAwPRq1cv1K1bF+3atcP27dsBACtXrsy1zYuPXxCRHLc/LzQ0FI6OjpqXh4eHHqInIiIiU2XSBdCLSpUqhbp16yImJibH/a6urkhISNDalpiYiBIlSsDJySnX84aEhCApKUnziouL02vcREREZFpMfhL081JTU3H+/Hm0bNkyx/3+/v746aeftLbt2bMHjRo1gpWVVa7ntbGxgY2NjV5jJSIiItNl0iNAY8eORWRkJGJjY3H8+HH07t0bycnJGDx4MIBnIzeDBg3SHB8UFITr168jODgY58+fx/Lly7Fs2TKMHTvWWCkQERGRCTLpEaC//voL/fv3x+3bt1GhQgU0bdoUv/32G7y8vAAA8fHxuHHjhuZ4b29v7NixA2PGjMHChQvh7u6Ob775hrfAExERkRaTLoDWr1+f5/7w8PBs21q3bo0//vjDQBERERFRcWDSl8CIiIiIDIEFEBEREakOCyAiIiJSHRZAREREpDomPQmaiIqPx2kZBjmWiKggWAARUZFoNHOfsUMgItLgJTAiMhhbK0s08ipb4PaNvMrC1spSjxERET3DESAiMhhFUbApyB8p6QW7pGVrZZnng4yJiAqKBRARGZSiKLCz5o8aIjItvARGREREqsM/y8hkiEiBLpXwjiEiItIVCyAyCSKC3t8ew8nr94wdChERqQAvgZFJSEnPKHTxwzuGiIgovzgCRCYnamI72FnrXsjwjiEiIsovFkAqYG4r8NpZW/KuISKiIlaQeZim8DujoPhbRgW4Ai8REeVFjfMwWQAVU1kr8EYV8Ju5sPNpdP2rwJz/iiAiMneFnYdpjnMwWQAVU8ZegZejTkRE5qkg8zDNcQ4mC6BirKhX4C3sqBNgnn9FEBEVJ2qZh1n8M6QiU9hRJ8A8/4ogIiLzwwKI9IrPfSIiInPAhRCJiIhIdVgAERERkeqwACIiIiLVYQFEREREqsPZqkREVOQMsfgp7yIlXbAAIiKiImeIxVIbeZXFpiB/FkGUL7wERkRERSJrsVRDibp+r1DrkJG6mPQIUGhoKH788UdcuHABtra2aNasGWbPng0fH59c2xw8eBABAQHZtp8/fx41a9Y0ZLhERJQHfSyWmpPHaRl8/A7pzKQLoMjISIwYMQKvvvoqnj59igkTJqBDhw44d+4cSpUqlWfbixcvwsHBQfO+QoUKhg6XiIhegoulkqkw6e/CXbt2ab1fsWIFnJ2dcfLkSbRq1SrPts7OzihTpowBoyMiIiJzZVZzgJKSkgAA5cqVe+mxfn5+cHNzQ9u2bXHgwAFDh0ZERERmxKRHgJ4nIggODkaLFi1Qp06dXI9zc3PDd999h4YNGyI1NRWrV69G27ZtcfDgwVxHjVJTU5Gamqp5n5ycrPf4iYiIyHSYTQH04Ycf4s8//8SRI0fyPM7Hx0drkrS/vz/i4uLw5Zdf5loAhYaGYtq0aXqNl4iIiEyXWVwCGzlyJLZt24YDBw6gUqVKOrdv2rQpYmJict0fEhKCpKQkzSsuLq4w4RIREZGJM+kRIBHByJEjsXnzZhw8eBDe3t4FOs+pU6fg5uaW634bGxvY2NgUNEwiIiIyMyZdAI0YMQJr167F1q1bYW9vj4SEBACAo6MjbG1tATwbvbl58yZWrVoFAAgLC0PlypXh6+uLtLQ0rFmzBhEREYiIiDBaHkRERGRaTLoAWrx4MQCgTZs2WttXrFiBIUOGAADi4+Nx48YNzb60tDSMHTsWN2/ehK2tLXx9fbF9+3Z07ty5qMImIiIiE2fSBZCIvPSY8PBwrffjxo3DuHHjDBQRERERFQdmMQmaiIiISJ9YABEREZHqsAAiIiIi1WEBRERERKrDAoiIiIhUhwUQERERqQ4LICIiIlIdFkBERESkOiyAiIiISHVYABEREZHqsAAiIiIi1THpZ4ERERFR/okIUtIzdG73OE33NuaOBRAREVExICLo/e0xnLx+z9ihmAVeAiMiIioGUtIzCl38NPIqC1srSz1FZNo4AkRERMWGIS7l2FpZQlEUvZ/XkKImtoOdte6FjDnmWlAsgIiIqNhoNHOf/s/pVRabgvzNqjCws7aEnTV/xeeFl8CIiMis2VpZopFXWYOdP+r6vQJNLCbTxvKQiIjMmqIo2BTkr/ci5XFahkFGlMg0sAAiIiKzpygKL/mQTngJjIiIiFSHBRARERGpDscLiYiIXqKoV0pW0+3oxsICiIiI6CWKejK0Od56b254CYyIiCgHhr69Pi+89d7wOAJERESUA0PdXp8X3npfdFgAERER5cKYt9frOu9IjU90LwwWQERERCaII0GGxTlAREREJkIf847U9ET3wjCLEaBFixZhzpw5iI+Ph6+vL8LCwtCyZctcj4+MjERwcDDOnj0Ld3d3jBs3DkFBQUUYMRERke70Me+It9Dnj8mPAG3YsAGjR4/GhAkTcOrUKbRs2RKBgYG4ceNGjsfHxsaic+fOaNmyJU6dOoV///vf+OijjxAREVHEkRMREekua95RQV8sfvJHERExdhB5adKkCRo0aIDFixdrttWqVQvdu3dHaGhotuPHjx+Pbdu24fz585ptQUFB+O9//4tjx47l6zOTk5Ph6OiIpKQkODg4FD4JIiIiMjhdfn+b9AhQWloaTp48iQ4dOmht79ChA44ePZpjm2PHjmU7vmPHjoiKikJ6errBYiUiIiLzYdJzgG7fvo2MjAy4uLhobXdxcUFCQkKObRISEnI8/unTp7h9+zbc3NyytUlNTUVqaqrmfXJysh6iJyIiIlNl0iNAWV68nikieV7jzOn4nLZnCQ0NhaOjo+bl4eFRyIiJiIjIlJl0AVS+fHlYWlpmG+1JTEzMNsqTxdXVNcfjS5QoAScnpxzbhISEICkpSfOKi4vTTwJERERkkky6ALK2tkbDhg2xd+9ere179+5Fs2bNcmzj7++f7fg9e/agUaNGsLKyyrGNjY0NHBwctF5ERERUfJl0AQQAwcHBWLp0KZYvX47z589jzJgxuHHjhmZdn5CQEAwaNEhzfFBQEK5fv47g4GCcP38ey5cvx7JlyzB27FhjpUBEREQmxqQnQQNAv379cOfOHUyfPh3x8fGoU6cOduzYAS8vLwBAfHy81ppA3t7e2LFjB8aMGYOFCxfC3d0d33zzDXr16mWsFIiIiMjEmPw6QMbAdYCIiIjMT7FZB4iIiIjIEEz+EpgxZA2KcT0gIiIi85H1ezs/F7dYAOXgwYMHAMD1gIiIiMzQgwcP4OjomOcxnAOUg8zMTNy6dQv29vZm91C55ORkeHh4IC4urtjPX2KuxRNzLX7UkifAXI1NRPDgwQO4u7vDwiLvWT4cAcqBhYUFKlWqZOwwCkVN6xkx1+KJuRY/askTYK7G9LKRnyycBE1ERESqwwKIiIiIVIcFUDFjY2ODKVOmwMbGxtihGBxzLZ6Ya/GjljwB5mpOOAmaiIiIVIcjQERERKQ6LICIiIhIdVgAERERkeqwACIiIiLVYQFkZjhnvfhhnxZP7Nfiif1afLAAMiMZGRma55QVd+np6bh586bmfXH9ocM+LZ7Yr8WTWvpVLX3KAshMzJs3D82bN0f37t0xevRoXLlyBcCz55YVN3PnzkX16tXx+uuvo0uXLjh27JjZPZMtP9inxa9PAfYr+9W8qalPuQ6QiYuJiUFQUBDi4uIwYcIEXLhwAQcPHoS9vT327Nlj7PD07quvvsL8+fPx5ZdfIjk5GVu3bsWvv/6KTZs2oU2bNsYOTy/Yp8WvTwH2K/vV/KmlTzWETFZGRobMnTtXOnfuLDdv3tRs37Rpk9SrV0/Onz9vxOj0KyMjQ9LT0yUwMFDef/99rX0tWrSQTp06yalTp4wTnB6xT58pTn0qwn7Nwn41T2rq0+fxEpgJExFUr14dI0aMgLu7u2aotXTp0khISICTk5ORI9QfCwsLZGZm4vTp02jQoAEA4MmTJwCAsLAwXLp0Cbt27UJqaqoxwyw09mnx61OA/cp+NW9q6tPnsQAyIbt27dJMNhMRWFpa4vXXX0fnzp0BQHMdNjk5Ge7u7rC1tTVarIW1atUqjBkzBqtWrUJiYiIAwNraGk2bNsWaNWsAACVLlkRmZiYaNmyIDh06ICIiArdv3zZm2Dpjnxa/PgXYr+xX8+5XNfVpnowz8ETPO3funLRu3VoURZEZM2aIyLMhyRdlZmaKiMioUaPkrbfeyvU4U5aQkCBt27aVihUrSo8ePcTT01N8fHzkt99+ExGRNWvWSMWKFWXHjh0iIpKSkiIiInFxcaIoiuY4U8c+LX59KsJ+Zb+ad7+qqU/zgwWQkcXGxsrgwYOld+/eMmrUKLG3t5e///5bRP73n+1FNWvWlGXLlmmdI6/jTcmmTZukdu3amhyfPHkir776qrz++uty+vRp+fvvv6V79+7SokULTZvMzExJTEwUT09PWb58ubFCzzf2afHrUxH2K/v1f8y1X9XSp/nFS2BG5uzsjPr16+OTTz7Bp59+Cm9vb4wZMybX4//880/cv38fnTp1wt27d/HOO++gSpUquHTpksnfqigiOHz4MCpUqAB7e3tkZmbCxsYGYWFhSExMxNKlS1GhQgUMGzYM165dw9ixY5Geng5FUXD69GnY2NiYxZ0I7NPi16cA+5X9+oy59qua+jTfjFt/qVvWXwtPnjzRbNu4caPWUOOLw6vr16+Xxo0bS2hoqDg4OEirVq3k3LlzRRd0AWXlOn78eKlVq5aIiDx9+lSz/9///rc0bdpUDh8+LCLP8rSzs5MGDRrIkCFDxMHBQd577z1JSUkx6b+y2KfFr09F2K/s1/8xx35VU5/qggVQEcjPN0zWMcnJydKlSxdp3LhxjscNHjxYFEWR6tWrS0REhF7j1Ifccs3afvLkSbGyspK9e/eKyP9+8MTGxoq3t7csXLhQ02b//v3y5Zdfyttvvy0///yzgSPXjZr6NDfFrU/zq7j0q1r+r4qo5/+rmvpUH1gAGdiTJ08kOTlZ8z4//xGPHj0qNjY2smrVKhF5VqlnnWP58uXy3XffGSbYQnry5Incu3dP8z6nXG/fvi09e/aUunXrarZl/SXy+uuvS79+/QweZ2HlJ88XmWufZuX2/F+LLyoOfSqSv1xfZK79mpaWJmlpaXkeU1z6NT+5vsgc+/XJkyfyzz//aN4X15+/+sQCyIBmzpwpvr6+8tprr8nYsWPl6tWr+WqXlpYmo0ePFg8PDzl37pwMGDBAJkyYIKmpqQaOuOCmT58uNWrUkCZNmsiHH36YZ6779++XsmXLysyZMzXbUlNTpW3btvLJJ58URbgFpkuezzPHPp03b54MHjw4X8eac5+K6Jbr88yxX0NDQ6VNmzby+uuvS1hYmOaXZk53M5l7v+qS6/PMrV9nzpwpdevWlWbNmkn//v3lypUrIpJzMW/ufapPLIAM4PHjx9K/f3/x9fWVLVu2yBdffCFt2rSRmjVryl9//ZWvc0RFRYmiKKIoitSsWdOkrzEHBwdL1apVJSIiQqZMmSJNmjQRHx+fXHNNTU2VRYsWiaIo8vHHH8uBAwdk/vz54u7uLvv37y/i6PNP1zxfZC59ev78eenWrZuUKlVKnJ2dZd26dSKS98iIufZpQXJ9kbn066lTp6Rx48ZSu3ZtWbp0qfTv318aNGggI0eOzLWNufZrQXJ9kTn069GjR6VBgwZSq1Yt2bhxo8yZM0eaNWsmffr0ybWNufapIbAAMoCoqCjx9fWVEydOaLbFxMRIqVKl5MMPP5SEhIRc22ZmZsr+/fvF1dVVPD09Tfraa2Zmpty5c0caNGggX3/9tWb7vXv3pFKlSjJ48GCtIdkXzZkzR1q0aCG1atUST09P2bRpU1GErbPC5mlOfSoiEh4eLm+88YZs2LBB3n77bfH395fHjx+LyMsv95lLn2YpTK7m1K8PHz6U8ePHS//+/bUu306ZMkU6d+4sd+7cybO9OfVrYXM1p36dMWOGvPfee5KUlKTZ9sEHH8jbb7+teZ/b97E59amhsADSo6xvtL1794qDg4NWoXP69GkpV66cODo6ytatW3M9R3p6uoSGhsrUqVMNHm9BPf8f6p9//pESJUrI0aNHRUQ0Q8Q//fST2NjYyObNm7O1f374OTMz0yT/shIpfJ5ZzKVPs/J9+PChREZGiojItm3bxM/PTzNcntulA3PpU5HC55rFXPpVROTBgweyaNEiOXTokIg8i11E5Ouvv5Zq1app3r/I3PpVpOC5ZjH1fn3+51JCQoLExMRo3j99+lTatWsnM2fOlAsXLuTY3pz61NBYABXSihUrZPr06bJr1y558OCBiDy7xtqkSROZPHmy5rjJkyfL+PHjpV69etKzZ08Ryf4DNusb21RXFt23b1+2bffv35fmzZvL8OHDRUT7l0tAQIB06tRJs/1Fpno7pT7zNMc+fd7du3flk08+EV9fX7l8+bKI5H15yFT7VES/uZpTv+Y0uTsr7unTp0vPnj3zNdplqvSZqyn368u+f9etWyeOjo5Ss2ZNadSokXh7e8uoUaNyPd6U+7SosAAqoCtXrkjDhg3F29tb2rRpI66urtKuXTt58OCBpKamyqxZs6RkyZLSrl07cXV1FRcXFzl79qxs2LBBypQpI48ePTJ2Cvl28uRJefXVV0VRFM0ciay/otLS0iQkJEQaN26seVpw1q2Vv/zyi1hYWOR5yc+UqCVPkbxzzZL1S+Dw4cPSqlUreffdd4s8Tn1grtlHPLJ++XXr1k0z4mVuvxDVkmt+81yyZIls2rRJUlNT5e7du/Lzzz+Loihy5swZETGvnIsKC6ACCgsLkyZNmsjjx4/l8ePHcv78eXFycpKhQ4dqlhnfu3evzJo1S5YtW6b5hl26dKnUq1dP7t69a8zw8y06Olpef/116dOnj/Tt21dq1Kih2ZeV0y+//CKtW7eWYcOGabX97bffpFKlSnLw4MEijbkg1JKnSN655vRDMj09XebMmSM+Pj5y4MABEXmWszn8QGWuz+QUf3JyslSoUEFr4mtcXFyux5sSteSanzyzivcX87h69ao4OTlpPbKDtLEAKoC0tDRp27at5q/ErOHWTZs2iZeXlyxatChbm8zMTMnIyJDhw4dLz549TXKINSe3b9+WSZMmyZkzZ+TIkSPi7e0tU6ZMERHRWlsjNDRUfHx85Ntvv9VsW716tdStW1drgp6pUkueInnn+uIln6wfqmfPnpXevXtL8+bNpUuXLqIoipw+fbqoQ9cZc50iIjlfytu2bZt4e3tLZmam3Lp1S/r37y9OTk4SHx9fxJHrTi256prn81auXClNmjQxq5HposYCSEdZPyR79uwpnTt3FhHt4ciePXtK+/btNXMIRJ6tsnn9+nWZNGmSVKpUyaTvKnheVq5ZTwR+/PixzJgxQ8qWLav5wZE1Gfjvv/+WadOmiaIo0qVLFxk2bJjY29vLxIkT5enTpyb9V5Za8hTJX645/WBNTEyUVq1aiaIo0r17d83DH00Zc8071y+++EK6d+8us2bNEjs7O2nbtq1cu3ataAMvALXkWpA8//nnH7l586ZMmzZN3N3d5fPPPzeLn0vGwgKogFavXi1OTk6a66tZ80FOnjwpNjY2cuTIEa1jPTw8pHbt2ma7zkLWiNXZs2elcePG8uabb4pI9mHXNWvWyKeffiq9evXSLLduTtSSp0j+cz19+rT4+PhIlSpVNHdMmRvmmj3XZs2aada42blzZ5HHqQ9qyTU/eV64cEFmzpwpNWrUkNq1a7900jSxAMrRo0eP5P79+yKS/T9S1uWQkydPSkBAgNbS4VnfpHXq1NG6A+zJkyeya9cuQ4ddIHnlmjWy9fwdT+np6bJ8+XKxt7fXPDgvLS1N81eKqVJLniL6yzVr1OvJkyd53uZvTMz1GV1yTU9Pl5SUFJkwYYKsXLmyCDPIP7Xkqo88s753U1NTZf/+/Xkus0LaWAC9YNWqVeLm5iZLlizR2p7TUPmSJUvEzc1N1q9fr9kWHx8vPj4+8v3334uIad5OmUWXXEX+l0tcXJx0795dmjdvLjdu3JBevXrJ6tWrTXaYVS15iug/15etmWJMzLVguZpiIfA8teSqzzyznllGumEB9IKePXuKhYWFDBw4UM6ePSsi2pX5hg0bxMrKSiIiIuTu3bsyZswYsbOzk0WLFsl///tfmT17tlSrVk3+/PNPY6WQb/nJtWTJkrJ69epsbdevXy+KooiFhYX4+vqa9PV0teQpwlyZK3M1l1zVkqcpYwH0/zIyMuTp06cycuRICQsLEzc3N5k7d65mWfy7d+9K//79pUKFCvLll19qPRQvKChIfH19pWrVquLp6Snbt283Vhr5omuuWfObRJ4NwW7dulWcnJykevXqsnv3bmOl8VJqyVOEuTJX5mouuaolT3PAAugFnp6ecvv2bRk1apQ0bNhQfvvtNxF5dn1148aNcuvWLc2xWdV6ZmamPHz4UKKioowSc0HpkmuWR48eydChQ7WeJGzq1JKnCHMVYa5ZmKtpU0uepkwREYHKHDlyBJ6envD09NRsy8jIwK1btzBo0CBs374dycnJaN26NXr16gUAaNiwoebfL8rMzISFhUWRxK4rfeYqIlAUBRkZGbC0tCyyHPJDLXkCzJW5MtfnmXKuasnTbBmt9DKC/fv3i7e3t3h5eYmbm5u89dZb8scff2j2x8XFSe3atTV3eg0dOlSsra2lXLlyZrN2Txa15KqWPEWYK3NlruZCLXmaO9UUQHFxceLv7y8TJkyQ69evy08//ST169eXtm3bap6mu337dunfv7/cvHlTWrZsKaVKlZKKFStK3759NcORpnwHUBa15KqWPEWYK3NlruaSq1ryLA5UUwDt2bNHSpYsKZcuXdJs2717twQEBEjfvn1F5NkzfxRFEUVRpHfv3nL37l3ZsWOHVKxYUebPn28235BqyVUteYowV+bKXM0lV7XkWRyUMPYluKJy9+5d1KxZE5mZmZpt7dq1w+XLl/HFF1/gwIED8PX1xZQpU9CqVSsEBAQAAAIDA1GnTh2kpKRorsGaOrXkqpY8AebKXJmrueSqljyLBePVXkXr9OnTYmNjI1u2bNHafuHCBenatasMHTo0W5usBanMYfXf56klV7XkKcJcRZhrFuZq2tSSZ3FgmrcuGUCdOnXw2muvYd68eXj48KFmu4+PDypXroxbt24hJSVFq03WTPuSJUsWaayFpZZc1ZInwFwB5pqFuZo2teRZHKimAAKA0NBQ/Prrr1izZg1SU1M12ytUqIBz587BysrKiNHpl1pyVUueAHMFmKu5U0uuasnT3KlmDhAA1KtXD+PHj8f06dNhaWmJ/v37IzMzE7///jsGDhyIEiWKz5dDLbmqJU+AuTJX86eWXNWSp7lT5UKII0aMQEREBDw9PZGYmAg7Ozts3LgRderUMXZoeqeWXNWSJ8Bcmav5U0uuasnTXKmyAEpNTcW5c+cQHR0Na2trDBw40NghGYxaclVLngBzLa6Ya/GjljzNlSoLICIiIlI3VU2CJiIiIgJYABEREZEKsQAiIiIi1WEBRERERKrDAoiIiIhUhwUQERERqQ4LICIiIlIdFkBERESkOiyAiIqpqVOnon79+sYOw2TcuXMHzs7OuHbtmrFDyVV4eDjKlCmT5zHG6NcFCxaga9euRfqZRIbGAojIDCmKkudryJAhGDt2LPbv32/sUAEAlStXRlhYWLbtYWFhqFy5suaYvHJq06YNAODy5ct4++23UalSJdjY2MDb2xv9+/dHVFRUnjGEhobijTfe0HxecXXt2jUoioLo6Ohs+9q0aYPRo0fn+j7Li4XYsGHDcOLECRw5ckT/ARMZCR9JS2SG4uPjNf/esGEDJk+ejIsXL2q22draonTp0ihdurQxwiuQEydOICMjAwBw9OhR9OrVCxcvXoSDgwMAwNraGlFRUWjbti3q1KmDJUuWoGbNmnjw4AG2bt2Kjz/+GJGRkTmeOyUlBcuWLcOOHTuKLJ/ixMbGBgMGDMD8+fPRokULY4dDpBccASIyQ66urpqXo6MjFEXJtu3FSyVDhgxB9+7dMWvWLLi4uKBMmTKYNm0anj59ik8++QTlypVDpUqVsHz5cq3PunnzJvr164eyZcvCyckJ3bp1M8hlpAoVKmjiL1euHADA2dlZs61s2bIYMmQIqlevjsOHD+P1119H1apVUb9+fUyZMgVbt27N9dw7d+5EiRIl4O/vr9l28OBBKIqC3bt3w8/PD7a2tnjttdeQmJiInTt3olatWnBwcED//v3x+PFjTbs2bdpg5MiRGD16NMqWLQsXFxd89913ePToEd5++23Y29ujatWq2Llz50tzDg8Ph6enJ+zs7NCjRw/cuXMn2zGff/45XFxcYG9vj3feeQdPnjzR5cuqN127dsWWLVuQkpJilM8n0jcWQEQq8ssvv+DWrVs4dOgQvvrqK0ydOhVdunRB2bJlcfz4cQQFBSEoKAhxcXEAgMePHyMgIAClS5fGoUOHcOTIEZQuXRqdOnVCWlpakcYeHR2Ns2fP4uOPP4aFRfYfXXnNnTl06BAaNWqU476pU6diwYIFOHr0KOLi4tC3b1+EhYVh7dq12L59O/bu3Yv58+drtVm5ciXKly+P33//HSNHjsT777+PPn36oFmzZvjjjz/QsWNHvPXWW1qF04uOHz+OoUOH4oMPPkB0dDQCAgIwc+ZMrWM2btyIKVOm4LPPPkNUVBTc3NywaNGiPL5KhtOoUSOkp6fj999/N8rnE+mdEJFZW7FihTg6OmbbPmXKFKlXr57m/eDBg8XLy0syMjI023x8fKRly5aa90+fPpVSpUrJunXrRERk2bJl4uPjI5mZmZpjUlNTxdbWVnbv3p3vGL28vGTevHnZts+bN0+8vLyybT9w4IAAkHv37mm2bdiwQQDIH3/8ke/PzdKtWzcZOnRojp+xb98+zbbQ0FABIFeuXNFsGz58uHTs2FHzvnXr1tKiRQvN+6yv2VtvvaXZFh8fLwDk2LFjucbUv39/6dSpk9a2fv36afWlv7+/BAUFaR3TpEkTrX59UWxsrAAQW1tbKVWqlNbLwsJCRo0apZWLlZVVtuNsbGxy/J4qW7ashIeH5/rZROaEI0BEKuLr66s1euLi4oK6detq3ltaWsLJyQmJiYkAgJMnT+Ly5cuwt7fXzCkqV64cnjx5gitXrhRp7CIC4NkEcF2lpKSgZMmSOe575ZVXNP92cXGBnZ0dqlSporUt6+uRU5usr9nzX0cXFxcA0LTz9fXVfP0CAwMBAOfPn9e6JAcg2/v8HJObDRs2IDo6WuuV0yjYwIEDsx03ffr0HM9pa2ub56gWkTnhJGgiFbGystJ6ryhKjtsyMzMBAJmZmWjYsCF++OGHbOeqUKFCvj/XwcEBSUlJ2bbfv38fjo6O+TpHjRo1ADwrCnS9Dbx8+fK4d+9ejvuez/9lX4+c2uTULqtIy2q3Y8cOpKenA3hWRAD/K+gMxcPDA9WqVdPalvXZz3N0dMx2nLOzc47nvHv3rk79TmTKOAJERLlq0KABYmJi4OzsjGrVqmm98lu4AEDNmjVx4sSJbNtPnDgBHx+ffJ2jfv36qF27NubOnZutIAGeFVO58fPzw7lz5/Idr755eXlpvm4VK1YEANSuXRu//fab1nEvvq9Vq9ZLjykqV65cwZMnT+Dn52eUzyfSNxZARJSrgQMHonz58ujWrRsOHz6M2NhYREZGYtSoUfjrr7/yfZ7g4GDs3LkT06dPx7lz53Du3DnMmDEDu3btwscff5yvcyiKghUrVuDSpUto1aoVduzYgatXr+LPP//EZ599hm7duuXatmPHjjh79myuo0DG8NFHH2HXrl344osvcOnSJSxYsAC7du3SOmbUqFFYvnw5li9fjkuXLmHKlCk4e/asUeI9fPgwqlSpgqpVqxrl84n0jQUQEeXKzs4Ohw4dgqenJ3r27IlatWph6NChSElJ0azPk3U7eV63xjdt2hS7d+/Gvn370KJFC7Ro0QJ79uzB7t270aRJk3zH07hxY0RFRaFq1aoYNmwYatWqha5du+Ls2bM5LrSYpW7dumjUqBE2btyY788ytKZNm2Lp0qWYP38+6tevjz179mDixIlax/Tr1w+TJ0/G+PHj0bBhQ1y/fh3vv/++UeJdt24dhg0bZpTPJjIERQx9IZqIirXw8HB89tlnOHfuXLa5MaZkx44dGDt2LM6cOZPjbfSUuzNnzqBt27a4dOmSTpc+iUwZJ0ETUaHs2rULs2bNMuniBwA6d+6MmJgY3Lx5Ex4eHsYOx6zcunULq1atYvFDxQpHgIiIiEh1OA5MREREqsMCiIiIiFSHBRARERGpDgsgIiIiUh0WQERERKQ6LICIiIhIdVgAERERkeqwACIiIiLVYQFEREREqsMCiIiIiFTn/wApzRKNLGqU3gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(weighted_avg_tcc.index, weighted_avg_tcc.tcc_std, drawstyle='steps-mid',\n",
    "         label=' STD of Weighted Avg TCC')\n",
    "plt.legend()\n",
    "plt.ylabel('TCC (%)')\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.xlabel('Time, UTC (mm-dd HH)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's save that dataframe for use later:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "weighted_avg_tcc.to_pickle('example_data/weighted_avg_tcc_20210408.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And that's the end of this notebook. We've now walked though in introduction of calculating the standard deviation of the weighted average of Total Cloud Cover from the GEFS model, our second indicator of forecast uncertainty. Please move on to the next notebook, where we pull both uncertainty indicators in together: [06_indicators_of_forecast_error.ipynb](06_indicators_of_forecast_error.ipynb)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}