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ineichen_vs_mcclear.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# pvlib-python's Ineichen vs SoDa's McClear (in Tucson, AZ)\n",
"\n",
"Can we use McClear data to construct a better climatology than pvlib's Ineichen model (plus pvlib's linke turbidity file)?\n",
"\n",
"Will Holmgren, University of Arizona, February 2016\n",
"\n",
"Table of Contents:\n",
"\n",
"1. [Imports](#Imports)\n",
"2. [McClear data](#McClear-data)\n",
"2. [Obtain irradiance data from NREL MIDC](#Obtain-irradiance-data-from-NREL-MIDC)\n",
"2. [Load IPW data](#Load-IPW-data)\n",
"2. [Calculate Ineichen data](#Calculate-Ineichen-data)\n",
"2. [Comparisons](#Comparisons)\n",
"2. [Conclusion](#Conclusion)\n",
"2. [Turbidity data](#Turbidity-data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import logging\n",
"logging.basicConfig(level=logging.WARNING)\n",
"\n",
"# built in python modules\n",
"import datetime\n",
"import os\n",
"\n",
"# python add-ons\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import seaborn as sns\n",
"rc = {\"figure.figsize\": (12, 6), 'lines.markeredgewidth': 0.3}\n",
"sns.set(style='whitegrid', font_scale=1.5, rc=rc)\n",
"sns.set_color_codes()\n",
"\n",
"from importlib import reload"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.3.0dev\n",
"['/home/will/git_repos/pvlib-python/pvlib']\n"
]
}
],
"source": [
"import pvlib\n",
"\n",
"print(pvlib.__version__)\n",
"print(pvlib.__path__)\n",
"\n",
"from pvlib.location import Location"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## McClear data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will use ~10 years of McClear data to create a new climatology average clear sky by day.\n",
"\n",
"SoDa's McClear service:\n",
"\n",
"http://www.soda-pro.com/web-services/radiation/cams-mcclear\n",
"\n",
"The file that I downloaded is 1.2 GB. I can figure out way to get it to you if you really want it."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# Coding: utf-8\r\n",
"# File format version: 2\r\n",
"# Title: McClear v2.7 model of clear-sky irradiation.\r\n",
"# Content: A time-series of solar radiation received on horizontal plane and plane always normal to the sun rays at ground level assuming clear sky.\r\n",
"# Calls on the McClear clear-sky model. Returns the global, beam and diffuse irradiations integrated over a selected time step,\r\n",
"# for a selected location (worldwide coverage) and a selected period.\r\n",
"# The research leading to these results has received funding from the European Union within the Copernicus programme.\r\n",
"# Provider: MINES ParisTech (France)\r\n",
"# Date begin (ISO 8601): 2004-01-01T00:00:00.0\r\n",
"# Date end (ISO 8601): 2015-11-01T00:00:00.0\r\n",
"# Latitude (positive North, ISO 19115): 32.2294\r\n",
"# Longitude (positive East, ISO 19115): -110.9549\r\n",
"# Altitude (m): 752.00\r\n",
"# Elevation of MACC cell (m): 1039.36\r\n",
"# Time reference: Universal time (UT)\r\n",
"#\r\n",
"# Encoding partly from D2.8.III.13-14 INSPIRE Data Specification on Atmospheric Conditions and Meteorological Geographical Features – Technical Guidelines, 2013-12-10; and CF (Climate and Forecast) metadata (2013-11-11)\r\n",
"# CF Standard Names registry of ObservablePropertyValue\r\n",
"# http://cfconventions.org/Data/cf-standard-names/27/build/cf-standard-name-table.html\r\n",
"# urn:x-inspire:specification:DS-AC-MF:observable-property-name:cf-standard-name:1.6\r\n",
"# ObservableProperty\r\n",
"# basePhenomenon:\"integral_of_surface_downwelling_shortwave_flux_in_air_assuming_clear_sky_wrt_time\"\r\n",
"# uom:\"Wh m-2\" [unit]\r\n",
"# StatisticalMeasure\r\n",
"# statisticalFunction: \"sum\"\r\n",
"# Summarization (integration) period: 0 year 0 month 0 day 0 h 1 min 0 s\r\n",
"# noValue: nan\r\n",
"#\r\n",
"# Columns:\r\n",
"# 1. Observation period (ISO 8601)\r\n",
"# 2. TOA. Irradiation on horizontal plane at the top of atmosphere (Wh/m2)\r\n",
"# 3. Clear sky GHI. Clear sky global irradiation on horizontal plane at ground level (Wh/m2)\r\n",
"# 4. Clear sky BHI. Clear sky beam irradiation on horizontal plane at ground level (Wh/m2)\r\n",
"# 5. Clear sky DHI. Clear sky diffuse irradiation on horizontal plane at ground level (Wh/m2)\r\n",
"# 6. Clear sky BNI. Clear sky beam irradiation on mobile plane following the sun at normal incidence (Wh/m2)\r\n",
"# 7. sza. Solar zenith angle for the middle of the summarization (deg)\r\n",
"# 8. atm. Atmospheric profile code: afglus=U.S. standard afglt=tropical afglms=midlatitude summer afglmw=midlatitude winter afglss=subarctic summer afglsw=subarctic winter\r\n",
"# 9. tco3. Total column content of ozone (Dobson unit)\r\n",
"#10. tcwv. Total column content of water vapour (kg/m2)\r\n",
"#11. AOD BC. Partial aerosol optical depth at 550 nm for black carbon\r\n",
"#12. AOD DU. Partial aerosol optical depth at 550 nm for dust\r\n",
"#13. AOD SS. Partial aerosol optical depth at 550 nm for sea salt\r\n",
"#14. AOD OR. Partial aerosol optical depth at 550 nm for organic matter\r\n",
"#15. AOD SU. Partial aerosol optical depth at 550 nm for sulphate\r\n",
"#16. AOD 550. Aerosol optical depth at 550 nm\r\n",
"#17. AOD 1240. Aerosol optical depth at 1240 nm\r\n",
"#18. alpha. Angstroem coefficient for aerosol\r\n",
"#19. Aerosol type. Type of aerosol: -1=no value 5=urban 7=continental clean 8=continental polluted 9=continental average 10=maritime clean 11= maritime polluted 12=maritime tropical 13=antarctic 14=desert\r\n",
"#20. fiso. MODIS-like BRDF parameter fiso\r\n",
"#21. fvol. MODIS-like BRDF parameter fvol\r\n",
"#22. fgeo. MODIS-like BRDF parameter fgeo\r\n",
"#23. albedo. Ground albedo\r\n",
"#\r\n",
"# Observation period;TOA;Clear sky GHI;Clear sky BHI;Clear sky DHI;Clear sky BNI;sza;atm;tco3;tcwv;AOD BC;AOD DU;AOD SS;AOD OR;AOD SU;AOD 550;AOD 1240;alpha;Aerosol type;fiso;fvol;fgeo;albedo\r\n",
"2004-01-01T00:00:00.0/2004-01-01T00:01:00.0;1.8231;0.7727;0.2713;0.5014;3.5038;85.5599;afglmw;325.7006;13.6686;0.0104;0.0203;0.0423;0.0114;0.0514;0.1359;0.0540;1.1359;11;0.2010;0.0780;0.0310;0.1899\r\n"
]
}
],
"source": [
"!head /home/will/sveri_dg_modeling/tucson_mcclear_20040101_20151031.csv --lines 55"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"['Observation period',\n",
" 'TOA',\n",
" 'Clear sky GHI',\n",
" 'Clear sky BHI',\n",
" 'Clear sky DHI',\n",
" 'Clear sky BNI',\n",
" 'sza',\n",
" 'atm',\n",
" 'tco3',\n",
" 'tcwv',\n",
" 'AOD BC',\n",
" 'AOD DU',\n",
" 'AOD SS',\n",
" 'AOD OR',\n",
" 'AOD SU',\n",
" 'AOD 550',\n",
" 'AOD 1240',\n",
" 'alpha',\n",
" 'Aerosol type',\n",
" 'fiso',\n",
" 'fvol',\n",
" 'fgeo',\n",
" 'albedo']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"names = 'Observation period;TOA;Clear sky GHI;Clear sky BHI;Clear sky DHI;Clear sky BNI;sza;atm;tco3;tcwv;AOD BC;AOD DU;AOD SS;AOD OR;AOD SU;AOD 550;AOD 1240;alpha;Aerosol type;fiso;fvol;fgeo;albedo'\n",
"names = names.split(';')\n",
"names"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"tucson_mcclear = pd.read_csv('/home/will/sveri_dg_modeling/tucson_mcclear_20040101_20151031.csv',\n",
" comment='#', sep=';', names=names, skiprows=54)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Observation period</th>\n",
" <th>TOA</th>\n",
" <th>Clear sky GHI</th>\n",
" <th>Clear sky BHI</th>\n",
" <th>Clear sky DHI</th>\n",
" <th>Clear sky BNI</th>\n",
" <th>sza</th>\n",
" <th>atm</th>\n",
" <th>tco3</th>\n",
" <th>tcwv</th>\n",
" <th>...</th>\n",
" <th>AOD OR</th>\n",
" <th>AOD SU</th>\n",
" <th>AOD 550</th>\n",
" <th>AOD 1240</th>\n",
" <th>alpha</th>\n",
" <th>Aerosol type</th>\n",
" <th>fiso</th>\n",
" <th>fvol</th>\n",
" <th>fgeo</th>\n",
" <th>albedo</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2004-01-01T00:00:00.0/2004-01-01T00:01:00.0</td>\n",
" <td>1.8231</td>\n",
" <td>0.7727</td>\n",
" <td>0.2713</td>\n",
" <td>0.5014</td>\n",
" <td>3.5038</td>\n",
" <td>85.5599</td>\n",
" <td>afglmw</td>\n",
" <td>325.7006</td>\n",
" <td>13.6686</td>\n",
" <td>...</td>\n",
" <td>0.0114</td>\n",
" <td>0.0514</td>\n",
" <td>0.1359</td>\n",
" <td>0.0540</td>\n",
" <td>1.1359</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2004-01-01T00:01:00.0/2004-01-01T00:02:00.0</td>\n",
" <td>1.7487</td>\n",
" <td>0.7372</td>\n",
" <td>0.2492</td>\n",
" <td>0.4880</td>\n",
" <td>3.3555</td>\n",
" <td>85.7414</td>\n",
" <td>afglmw</td>\n",
" <td>325.6851</td>\n",
" <td>13.6781</td>\n",
" <td>...</td>\n",
" <td>0.0115</td>\n",
" <td>0.0516</td>\n",
" <td>0.1364</td>\n",
" <td>0.0542</td>\n",
" <td>1.1358</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1895</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2004-01-01T00:02:00.0/2004-01-01T00:03:00.0</td>\n",
" <td>1.6742</td>\n",
" <td>0.7019</td>\n",
" <td>0.2278</td>\n",
" <td>0.4741</td>\n",
" <td>3.2044</td>\n",
" <td>85.9231</td>\n",
" <td>afglmw</td>\n",
" <td>325.6697</td>\n",
" <td>13.6876</td>\n",
" <td>...</td>\n",
" <td>0.0115</td>\n",
" <td>0.0519</td>\n",
" <td>0.1369</td>\n",
" <td>0.0544</td>\n",
" <td>1.1358</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2004-01-01T00:03:00.0/2004-01-01T00:04:00.0</td>\n",
" <td>1.5996</td>\n",
" <td>0.6667</td>\n",
" <td>0.2072</td>\n",
" <td>0.4595</td>\n",
" <td>3.0504</td>\n",
" <td>86.1052</td>\n",
" <td>afglmw</td>\n",
" <td>325.6542</td>\n",
" <td>13.6972</td>\n",
" <td>...</td>\n",
" <td>0.0116</td>\n",
" <td>0.0522</td>\n",
" <td>0.1375</td>\n",
" <td>0.0546</td>\n",
" <td>1.1357</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1884</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2004-01-01T00:04:00.0/2004-01-01T00:05:00.0</td>\n",
" <td>1.5248</td>\n",
" <td>0.6317</td>\n",
" <td>0.1874</td>\n",
" <td>0.4444</td>\n",
" <td>2.8936</td>\n",
" <td>86.2874</td>\n",
" <td>afglmw</td>\n",
" <td>325.6387</td>\n",
" <td>13.7067</td>\n",
" <td>...</td>\n",
" <td>0.0116</td>\n",
" <td>0.0524</td>\n",
" <td>0.1380</td>\n",
" <td>0.0548</td>\n",
" <td>1.1357</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2004-01-01T00:05:00.0/2004-01-01T00:06:00.0</td>\n",
" <td>1.4499</td>\n",
" <td>0.5969</td>\n",
" <td>0.1683</td>\n",
" <td>0.4285</td>\n",
" <td>2.7338</td>\n",
" <td>86.4700</td>\n",
" <td>afglmw</td>\n",
" <td>325.6232</td>\n",
" <td>13.7162</td>\n",
" <td>...</td>\n",
" <td>0.0117</td>\n",
" <td>0.0527</td>\n",
" <td>0.1385</td>\n",
" <td>0.0550</td>\n",
" <td>1.1356</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1872</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2004-01-01T00:06:00.0/2004-01-01T00:07:00.0</td>\n",
" <td>1.3749</td>\n",
" <td>0.5622</td>\n",
" <td>0.1501</td>\n",
" <td>0.4121</td>\n",
" <td>2.5711</td>\n",
" <td>86.6528</td>\n",
" <td>afglmw</td>\n",
" <td>325.6078</td>\n",
" <td>13.7257</td>\n",
" <td>...</td>\n",
" <td>0.0117</td>\n",
" <td>0.0530</td>\n",
" <td>0.1391</td>\n",
" <td>0.0552</td>\n",
" <td>1.1356</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1866</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2004-01-01T00:07:00.0/2004-01-01T00:08:00.0</td>\n",
" <td>1.2998</td>\n",
" <td>0.5277</td>\n",
" <td>0.1328</td>\n",
" <td>0.3949</td>\n",
" <td>2.4056</td>\n",
" <td>86.8359</td>\n",
" <td>afglmw</td>\n",
" <td>325.5923</td>\n",
" <td>13.7353</td>\n",
" <td>...</td>\n",
" <td>0.0118</td>\n",
" <td>0.0532</td>\n",
" <td>0.1396</td>\n",
" <td>0.0555</td>\n",
" <td>1.1355</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1859</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2004-01-01T00:08:00.0/2004-01-01T00:09:00.0</td>\n",
" <td>1.2246</td>\n",
" <td>0.4934</td>\n",
" <td>0.1163</td>\n",
" <td>0.3771</td>\n",
" <td>2.2372</td>\n",
" <td>87.0192</td>\n",
" <td>afglmw</td>\n",
" <td>325.5768</td>\n",
" <td>13.7448</td>\n",
" <td>...</td>\n",
" <td>0.0118</td>\n",
" <td>0.0535</td>\n",
" <td>0.1401</td>\n",
" <td>0.0557</td>\n",
" <td>1.1355</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1852</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2004-01-01T00:09:00.0/2004-01-01T00:10:00.0</td>\n",
" <td>1.1492</td>\n",
" <td>0.4593</td>\n",
" <td>0.1008</td>\n",
" <td>0.3585</td>\n",
" <td>2.0662</td>\n",
" <td>87.2028</td>\n",
" <td>afglmw</td>\n",
" <td>325.5613</td>\n",
" <td>13.7543</td>\n",
" <td>...</td>\n",
" <td>0.0119</td>\n",
" <td>0.0538</td>\n",
" <td>0.1407</td>\n",
" <td>0.0559</td>\n",
" <td>1.1355</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1845</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2004-01-01T00:10:00.0/2004-01-01T00:11:00.0</td>\n",
" <td>1.0737</td>\n",
" <td>0.4255</td>\n",
" <td>0.0863</td>\n",
" <td>0.3392</td>\n",
" <td>1.8927</td>\n",
" <td>87.3866</td>\n",
" <td>afglmw</td>\n",
" <td>325.5459</td>\n",
" <td>13.7638</td>\n",
" <td>...</td>\n",
" <td>0.0119</td>\n",
" <td>0.0541</td>\n",
" <td>0.1412</td>\n",
" <td>0.0561</td>\n",
" <td>1.1354</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1837</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2004-01-01T00:11:00.0/2004-01-01T00:12:00.0</td>\n",
" <td>0.9981</td>\n",
" <td>0.3919</td>\n",
" <td>0.0728</td>\n",
" <td>0.3191</td>\n",
" <td>1.7171</td>\n",
" <td>87.5707</td>\n",
" <td>afglmw</td>\n",
" <td>325.5304</td>\n",
" <td>13.7734</td>\n",
" <td>...</td>\n",
" <td>0.0120</td>\n",
" <td>0.0543</td>\n",
" <td>0.1417</td>\n",
" <td>0.0563</td>\n",
" <td>1.1354</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1829</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2004-01-01T00:12:00.0/2004-01-01T00:13:00.0</td>\n",
" <td>0.9224</td>\n",
" <td>0.3585</td>\n",
" <td>0.0603</td>\n",
" <td>0.2982</td>\n",
" <td>1.5396</td>\n",
" <td>87.7550</td>\n",
" <td>afglmw</td>\n",
" <td>325.5149</td>\n",
" <td>13.7829</td>\n",
" <td>...</td>\n",
" <td>0.0120</td>\n",
" <td>0.0546</td>\n",
" <td>0.1423</td>\n",
" <td>0.0565</td>\n",
" <td>1.1353</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1821</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2004-01-01T00:13:00.0/2004-01-01T00:14:00.0</td>\n",
" <td>0.8466</td>\n",
" <td>0.3255</td>\n",
" <td>0.0489</td>\n",
" <td>0.2765</td>\n",
" <td>1.3610</td>\n",
" <td>87.9396</td>\n",
" <td>afglmw</td>\n",
" <td>325.4994</td>\n",
" <td>13.7924</td>\n",
" <td>...</td>\n",
" <td>0.0121</td>\n",
" <td>0.0549</td>\n",
" <td>0.1428</td>\n",
" <td>0.0567</td>\n",
" <td>1.1353</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2004-01-01T00:14:00.0/2004-01-01T00:15:00.0</td>\n",
" <td>0.7707</td>\n",
" <td>0.2927</td>\n",
" <td>0.0387</td>\n",
" <td>0.2540</td>\n",
" <td>1.1821</td>\n",
" <td>88.1244</td>\n",
" <td>afglmw</td>\n",
" <td>325.4840</td>\n",
" <td>13.8019</td>\n",
" <td>...</td>\n",
" <td>0.0121</td>\n",
" <td>0.0551</td>\n",
" <td>0.1433</td>\n",
" <td>0.0570</td>\n",
" <td>1.1352</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1803</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2004-01-01T00:15:00.0/2004-01-01T00:16:00.0</td>\n",
" <td>0.6947</td>\n",
" <td>0.2603</td>\n",
" <td>0.0296</td>\n",
" <td>0.2307</td>\n",
" <td>1.0039</td>\n",
" <td>88.3095</td>\n",
" <td>afglmw</td>\n",
" <td>325.4685</td>\n",
" <td>13.8115</td>\n",
" <td>...</td>\n",
" <td>0.0122</td>\n",
" <td>0.0554</td>\n",
" <td>0.1439</td>\n",
" <td>0.0572</td>\n",
" <td>1.1352</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2004-01-01T00:16:00.0/2004-01-01T00:17:00.0</td>\n",
" <td>0.6186</td>\n",
" <td>0.2283</td>\n",
" <td>0.0218</td>\n",
" <td>0.2066</td>\n",
" <td>0.8281</td>\n",
" <td>88.4948</td>\n",
" <td>afglmw</td>\n",
" <td>325.4530</td>\n",
" <td>13.8210</td>\n",
" <td>...</td>\n",
" <td>0.0122</td>\n",
" <td>0.0557</td>\n",
" <td>0.1444</td>\n",
" <td>0.0574</td>\n",
" <td>1.1352</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2004-01-01T00:17:00.0/2004-01-01T00:18:00.0</td>\n",
" <td>0.5423</td>\n",
" <td>0.1967</td>\n",
" <td>0.0151</td>\n",
" <td>0.1816</td>\n",
" <td>0.6570</td>\n",
" <td>88.6804</td>\n",
" <td>afglmw</td>\n",
" <td>325.4375</td>\n",
" <td>13.8305</td>\n",
" <td>...</td>\n",
" <td>0.0123</td>\n",
" <td>0.0559</td>\n",
" <td>0.1449</td>\n",
" <td>0.0576</td>\n",
" <td>1.1351</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1774</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2004-01-01T00:18:00.0/2004-01-01T00:19:00.0</td>\n",
" <td>0.4660</td>\n",
" <td>0.1657</td>\n",
" <td>0.0098</td>\n",
" <td>0.1559</td>\n",
" <td>0.0000</td>\n",
" <td>88.8662</td>\n",
" <td>afglmw</td>\n",
" <td>325.4221</td>\n",
" <td>13.8401</td>\n",
" <td>...</td>\n",
" <td>0.0123</td>\n",
" <td>0.0562</td>\n",
" <td>0.1455</td>\n",
" <td>0.0578</td>\n",
" <td>1.1351</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1764</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2004-01-01T00:19:00.0/2004-01-01T00:20:00.0</td>\n",
" <td>0.3895</td>\n",
" <td>0.1352</td>\n",
" <td>0.0057</td>\n",
" <td>0.1295</td>\n",
" <td>0.0000</td>\n",
" <td>89.0522</td>\n",
" <td>afglmw</td>\n",
" <td>325.4066</td>\n",
" <td>13.8496</td>\n",
" <td>...</td>\n",
" <td>0.0124</td>\n",
" <td>0.0565</td>\n",
" <td>0.1460</td>\n",
" <td>0.0580</td>\n",
" <td>1.1350</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1755</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2004-01-01T00:20:00.0/2004-01-01T00:21:00.0</td>\n",
" <td>0.3130</td>\n",
" <td>0.1054</td>\n",
" <td>0.0028</td>\n",
" <td>0.1026</td>\n",
" <td>0.0000</td>\n",
" <td>89.2385</td>\n",
" <td>afglmw</td>\n",
" <td>325.3911</td>\n",
" <td>13.8591</td>\n",
" <td>...</td>\n",
" <td>0.0124</td>\n",
" <td>0.0567</td>\n",
" <td>0.1465</td>\n",
" <td>0.0582</td>\n",
" <td>1.1350</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1746</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2004-01-01T00:21:00.0/2004-01-01T00:22:00.0</td>\n",
" <td>0.2363</td>\n",
" <td>0.0765</td>\n",
" <td>0.0010</td>\n",
" <td>0.0755</td>\n",
" <td>0.0000</td>\n",
" <td>89.4250</td>\n",
" <td>afglmw</td>\n",
" <td>325.3757</td>\n",
" <td>13.8686</td>\n",
" <td>...</td>\n",
" <td>0.0125</td>\n",
" <td>0.0570</td>\n",
" <td>0.1471</td>\n",
" <td>0.0585</td>\n",
" <td>1.1350</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1739</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2004-01-01T00:22:00.0/2004-01-01T00:23:00.0</td>\n",
" <td>0.1596</td>\n",
" <td>0.0488</td>\n",
" <td>0.0002</td>\n",
" <td>0.0486</td>\n",
" <td>0.0000</td>\n",
" <td>89.6117</td>\n",
" <td>afglmw</td>\n",
" <td>325.3602</td>\n",
" <td>13.8782</td>\n",
" <td>...</td>\n",
" <td>0.0125</td>\n",
" <td>0.0573</td>\n",
" <td>0.1476</td>\n",
" <td>0.0587</td>\n",
" <td>1.1349</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2004-01-01T00:23:00.0/2004-01-01T00:24:00.0</td>\n",
" <td>0.0828</td>\n",
" <td>0.0229</td>\n",
" <td>0.0000</td>\n",
" <td>0.0229</td>\n",
" <td>0.0000</td>\n",
" <td>89.7986</td>\n",
" <td>afglmw</td>\n",
" <td>325.3447</td>\n",
" <td>13.8877</td>\n",
" <td>...</td>\n",
" <td>0.0126</td>\n",
" <td>0.0576</td>\n",
" <td>0.1481</td>\n",
" <td>0.0589</td>\n",
" <td>1.1349</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2004-01-01T00:24:00.0/2004-01-01T00:25:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>89.9858</td>\n",
" <td>afglmw</td>\n",
" <td>325.3292</td>\n",
" <td>13.8972</td>\n",
" <td>...</td>\n",
" <td>0.0126</td>\n",
" <td>0.0578</td>\n",
" <td>0.1487</td>\n",
" <td>0.0591</td>\n",
" <td>1.1349</td>\n",
" <td>11</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.1731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2004-01-01T00:25:00.0/2004-01-01T00:26:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>afglmw</td>\n",
" <td>325.3138</td>\n",
" <td>13.9067</td>\n",
" <td>...</td>\n",
" <td>0.0127</td>\n",
" <td>0.0581</td>\n",
" <td>0.1492</td>\n",
" <td>0.0593</td>\n",
" <td>0.0000</td>\n",
" <td>-1</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2004-01-01T00:26:00.0/2004-01-01T00:27:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>afglmw</td>\n",
" <td>325.2983</td>\n",
" <td>13.9163</td>\n",
" <td>...</td>\n",
" <td>0.0127</td>\n",
" <td>0.0584</td>\n",
" <td>0.1497</td>\n",
" <td>0.0595</td>\n",
" <td>0.0000</td>\n",
" <td>-1</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2004-01-01T00:27:00.0/2004-01-01T00:28:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>afglmw</td>\n",
" <td>325.2828</td>\n",
" <td>13.9258</td>\n",
" <td>...</td>\n",
" <td>0.0128</td>\n",
" <td>0.0586</td>\n",
" <td>0.1503</td>\n",
" <td>0.0597</td>\n",
" <td>0.0000</td>\n",
" <td>-1</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2004-01-01T00:28:00.0/2004-01-01T00:29:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>afglmw</td>\n",
" <td>325.2673</td>\n",
" <td>13.9353</td>\n",
" <td>...</td>\n",
" <td>0.0128</td>\n",
" <td>0.0589</td>\n",
" <td>0.1508</td>\n",
" <td>0.0600</td>\n",
" <td>0.0000</td>\n",
" <td>-1</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2004-01-01T00:29:00.0/2004-01-01T00:30:00.0</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>0.0000</td>\n",
" <td>afglmw</td>\n",
" <td>325.2519</td>\n",
" <td>13.9449</td>\n",
" <td>...</td>\n",
" <td>0.0129</td>\n",
" <td>0.0592</td>\n",
" <td>0.1513</td>\n",
" <td>0.0602</td>\n",
" <td>0.0000</td>\n",
" <td>-1</td>\n",
" <td>0.2010</td>\n",
" <td>0.0780</td>\n",
" <td>0.031</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223650</th>\n",
" <td>2015-10-31T23:30:00.0/2015-10-31T23:31:00.0</td>\n",
" <td>4.7468</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
" <td>NaN</td>\n",
" <td>afglms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0.0092</td>\n",
" <td>0.0624</td>\n",
" <td>0.0871</td>\n",
" <td>0.0247</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223651</th>\n",
" <td>2015-10-31T23:31:00.0/2015-10-31T23:32:00.0</td>\n",
" <td>4.6712</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
" <td>NaN</td>\n",
" <td>afglms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0.0092</td>\n",
" <td>0.0624</td>\n",
" <td>0.0870</td>\n",
" <td>0.0247</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223652</th>\n",
" <td>2015-10-31T23:32:00.0/2015-10-31T23:33:00.0</td>\n",
" <td>4.5955</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
" <td>NaN</td>\n",
" <td>afglms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0.0092</td>\n",
" <td>0.0624</td>\n",
" <td>0.0870</td>\n",
" <td>0.0246</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223653</th>\n",
" <td>2015-10-31T23:33:00.0/2015-10-31T23:34:00.0</td>\n",
" <td>4.5196</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
" <td>NaN</td>\n",
" <td>afglms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0.0092</td>\n",
" <td>0.0623</td>\n",
" <td>0.0870</td>\n",
" <td>0.0246</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223654</th>\n",
" <td>2015-10-31T23:34:00.0/2015-10-31T23:35:00.0</td>\n",
" <td>4.4436</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
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" <th>6223655</th>\n",
" <td>2015-10-31T23:35:00.0/2015-10-31T23:36:00.0</td>\n",
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" <tr>\n",
" <th>6223656</th>\n",
" <td>2015-10-31T23:36:00.0/2015-10-31T23:37:00.0</td>\n",
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" <th>6223657</th>\n",
" <td>2015-10-31T23:37:00.0/2015-10-31T23:38:00.0</td>\n",
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" <th>6223658</th>\n",
" <td>2015-10-31T23:38:00.0/2015-10-31T23:39:00.0</td>\n",
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" <th>6223659</th>\n",
" <td>2015-10-31T23:39:00.0/2015-10-31T23:40:00.0</td>\n",
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" <th>6223660</th>\n",
" <td>2015-10-31T23:40:00.0/2015-10-31T23:41:00.0</td>\n",
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" <th>6223661</th>\n",
" <td>2015-10-31T23:41:00.0/2015-10-31T23:42:00.0</td>\n",
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" <th>6223662</th>\n",
" <td>2015-10-31T23:42:00.0/2015-10-31T23:43:00.0</td>\n",
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" <th>6223663</th>\n",
" <td>2015-10-31T23:43:00.0/2015-10-31T23:44:00.0</td>\n",
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" <th>6223664</th>\n",
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" <th>6223665</th>\n",
" <td>2015-10-31T23:45:00.0/2015-10-31T23:46:00.0</td>\n",
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" <td>0.0860</td>\n",
" <td>0.0244</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6223679</th>\n",
" <td>2015-10-31T23:59:00.0/2015-11-01T00:00:00.0</td>\n",
" <td>2.5010</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.0000</td>\n",
" <td>NaN</td>\n",
" <td>afglms</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>...</td>\n",
" <td>0.0092</td>\n",
" <td>0.0616</td>\n",
" <td>0.0860</td>\n",
" <td>0.0244</td>\n",
" <td>NaN</td>\n",
" <td>-1</td>\n",
" <td>0.2269</td>\n",
" <td>0.0579</td>\n",
" <td>0.041</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6223680 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" Observation period TOA Clear sky GHI \\\n",
"0 2004-01-01T00:00:00.0/2004-01-01T00:01:00.0 1.8231 0.7727 \n",
"1 2004-01-01T00:01:00.0/2004-01-01T00:02:00.0 1.7487 0.7372 \n",
"2 2004-01-01T00:02:00.0/2004-01-01T00:03:00.0 1.6742 0.7019 \n",
"3 2004-01-01T00:03:00.0/2004-01-01T00:04:00.0 1.5996 0.6667 \n",
"4 2004-01-01T00:04:00.0/2004-01-01T00:05:00.0 1.5248 0.6317 \n",
"5 2004-01-01T00:05:00.0/2004-01-01T00:06:00.0 1.4499 0.5969 \n",
"6 2004-01-01T00:06:00.0/2004-01-01T00:07:00.0 1.3749 0.5622 \n",
"7 2004-01-01T00:07:00.0/2004-01-01T00:08:00.0 1.2998 0.5277 \n",
"8 2004-01-01T00:08:00.0/2004-01-01T00:09:00.0 1.2246 0.4934 \n",
"9 2004-01-01T00:09:00.0/2004-01-01T00:10:00.0 1.1492 0.4593 \n",
"10 2004-01-01T00:10:00.0/2004-01-01T00:11:00.0 1.0737 0.4255 \n",
"11 2004-01-01T00:11:00.0/2004-01-01T00:12:00.0 0.9981 0.3919 \n",
"12 2004-01-01T00:12:00.0/2004-01-01T00:13:00.0 0.9224 0.3585 \n",
"13 2004-01-01T00:13:00.0/2004-01-01T00:14:00.0 0.8466 0.3255 \n",
"14 2004-01-01T00:14:00.0/2004-01-01T00:15:00.0 0.7707 0.2927 \n",
"15 2004-01-01T00:15:00.0/2004-01-01T00:16:00.0 0.6947 0.2603 \n",
"16 2004-01-01T00:16:00.0/2004-01-01T00:17:00.0 0.6186 0.2283 \n",
"17 2004-01-01T00:17:00.0/2004-01-01T00:18:00.0 0.5423 0.1967 \n",
"18 2004-01-01T00:18:00.0/2004-01-01T00:19:00.0 0.4660 0.1657 \n",
"19 2004-01-01T00:19:00.0/2004-01-01T00:20:00.0 0.3895 0.1352 \n",
"20 2004-01-01T00:20:00.0/2004-01-01T00:21:00.0 0.3130 0.1054 \n",
"21 2004-01-01T00:21:00.0/2004-01-01T00:22:00.0 0.2363 0.0765 \n",
"22 2004-01-01T00:22:00.0/2004-01-01T00:23:00.0 0.1596 0.0488 \n",
"23 2004-01-01T00:23:00.0/2004-01-01T00:24:00.0 0.0828 0.0229 \n",
"24 2004-01-01T00:24:00.0/2004-01-01T00:25:00.0 0.0000 0.0000 \n",
"25 2004-01-01T00:25:00.0/2004-01-01T00:26:00.0 0.0000 0.0000 \n",
"26 2004-01-01T00:26:00.0/2004-01-01T00:27:00.0 0.0000 0.0000 \n",
"27 2004-01-01T00:27:00.0/2004-01-01T00:28:00.0 0.0000 0.0000 \n",
"28 2004-01-01T00:28:00.0/2004-01-01T00:29:00.0 0.0000 0.0000 \n",
"29 2004-01-01T00:29:00.0/2004-01-01T00:30:00.0 0.0000 0.0000 \n",
"... ... ... ... \n",
"6223650 2015-10-31T23:30:00.0/2015-10-31T23:31:00.0 4.7468 NaN \n",
"6223651 2015-10-31T23:31:00.0/2015-10-31T23:32:00.0 4.6712 NaN \n",
"6223652 2015-10-31T23:32:00.0/2015-10-31T23:33:00.0 4.5955 NaN \n",
"6223653 2015-10-31T23:33:00.0/2015-10-31T23:34:00.0 4.5196 NaN \n",
"6223654 2015-10-31T23:34:00.0/2015-10-31T23:35:00.0 4.4436 NaN \n",
"6223655 2015-10-31T23:35:00.0/2015-10-31T23:36:00.0 4.3675 NaN \n",
"6223656 2015-10-31T23:36:00.0/2015-10-31T23:37:00.0 4.2912 NaN \n",
"6223657 2015-10-31T23:37:00.0/2015-10-31T23:38:00.0 4.2148 NaN \n",
"6223658 2015-10-31T23:38:00.0/2015-10-31T23:39:00.0 4.1382 NaN \n",
"6223659 2015-10-31T23:39:00.0/2015-10-31T23:40:00.0 4.0615 NaN \n",
"6223660 2015-10-31T23:40:00.0/2015-10-31T23:41:00.0 3.9847 NaN \n",
"6223661 2015-10-31T23:41:00.0/2015-10-31T23:42:00.0 3.9077 NaN \n",
"6223662 2015-10-31T23:42:00.0/2015-10-31T23:43:00.0 3.8306 NaN \n",
"6223663 2015-10-31T23:43:00.0/2015-10-31T23:44:00.0 3.7534 NaN \n",
"6223664 2015-10-31T23:44:00.0/2015-10-31T23:45:00.0 3.6760 NaN \n",
"6223665 2015-10-31T23:45:00.0/2015-10-31T23:46:00.0 3.5985 NaN \n",
"6223666 2015-10-31T23:46:00.0/2015-10-31T23:47:00.0 3.5209 NaN \n",
"6223667 2015-10-31T23:47:00.0/2015-10-31T23:48:00.0 3.4431 NaN \n",
"6223668 2015-10-31T23:48:00.0/2015-10-31T23:49:00.0 3.3653 NaN \n",
"6223669 2015-10-31T23:49:00.0/2015-10-31T23:50:00.0 3.2873 NaN \n",
"6223670 2015-10-31T23:50:00.0/2015-10-31T23:51:00.0 3.2092 NaN \n",
"6223671 2015-10-31T23:51:00.0/2015-10-31T23:52:00.0 3.1310 NaN \n",
"6223672 2015-10-31T23:52:00.0/2015-10-31T23:53:00.0 3.0526 NaN \n",
"6223673 2015-10-31T23:53:00.0/2015-10-31T23:54:00.0 2.9742 NaN \n",
"6223674 2015-10-31T23:54:00.0/2015-10-31T23:55:00.0 2.8956 NaN \n",
"6223675 2015-10-31T23:55:00.0/2015-10-31T23:56:00.0 2.8169 NaN \n",
"6223676 2015-10-31T23:56:00.0/2015-10-31T23:57:00.0 2.7381 NaN \n",
"6223677 2015-10-31T23:57:00.0/2015-10-31T23:58:00.0 2.6592 NaN \n",
"6223678 2015-10-31T23:58:00.0/2015-10-31T23:59:00.0 2.5802 NaN \n",
"6223679 2015-10-31T23:59:00.0/2015-11-01T00:00:00.0 2.5010 NaN \n",
"\n",
" Clear sky BHI Clear sky DHI Clear sky BNI sza atm \\\n",
"0 0.2713 0.5014 3.5038 85.5599 afglmw \n",
"1 0.2492 0.4880 3.3555 85.7414 afglmw \n",
"2 0.2278 0.4741 3.2044 85.9231 afglmw \n",
"3 0.2072 0.4595 3.0504 86.1052 afglmw \n",
"4 0.1874 0.4444 2.8936 86.2874 afglmw \n",
"5 0.1683 0.4285 2.7338 86.4700 afglmw \n",
"6 0.1501 0.4121 2.5711 86.6528 afglmw \n",
"7 0.1328 0.3949 2.4056 86.8359 afglmw \n",
"8 0.1163 0.3771 2.2372 87.0192 afglmw \n",
"9 0.1008 0.3585 2.0662 87.2028 afglmw \n",
"10 0.0863 0.3392 1.8927 87.3866 afglmw \n",
"11 0.0728 0.3191 1.7171 87.5707 afglmw \n",
"12 0.0603 0.2982 1.5396 87.7550 afglmw \n",
"13 0.0489 0.2765 1.3610 87.9396 afglmw \n",
"14 0.0387 0.2540 1.1821 88.1244 afglmw \n",
"15 0.0296 0.2307 1.0039 88.3095 afglmw \n",
"16 0.0218 0.2066 0.8281 88.4948 afglmw \n",
"17 0.0151 0.1816 0.6570 88.6804 afglmw \n",
"18 0.0098 0.1559 0.0000 88.8662 afglmw \n",
"19 0.0057 0.1295 0.0000 89.0522 afglmw \n",
"20 0.0028 0.1026 0.0000 89.2385 afglmw \n",
"21 0.0010 0.0755 0.0000 89.4250 afglmw \n",
"22 0.0002 0.0486 0.0000 89.6117 afglmw \n",
"23 0.0000 0.0229 0.0000 89.7986 afglmw \n",
"24 0.0000 0.0000 0.0000 89.9858 afglmw \n",
"25 0.0000 0.0000 0.0000 0.0000 afglmw \n",
"26 0.0000 0.0000 0.0000 0.0000 afglmw \n",
"27 0.0000 0.0000 0.0000 0.0000 afglmw \n",
"28 0.0000 0.0000 0.0000 0.0000 afglmw \n",
"29 0.0000 0.0000 0.0000 0.0000 afglmw \n",
"... ... ... ... ... ... \n",
"6223650 NaN NaN 0.0000 NaN afglms \n",
"6223651 NaN NaN 0.0000 NaN afglms \n",
"6223652 NaN NaN 0.0000 NaN afglms \n",
"6223653 NaN NaN 0.0000 NaN afglms \n",
"6223654 NaN NaN 0.0000 NaN afglms \n",
"6223655 NaN NaN 0.0000 NaN afglms \n",
"6223656 NaN NaN 0.0000 NaN afglms \n",
"6223657 NaN NaN 0.0000 NaN afglms \n",
"6223658 NaN NaN 0.0000 NaN afglms \n",
"6223659 NaN NaN 0.0000 NaN afglms \n",
"6223660 NaN NaN 0.0000 NaN afglms \n",
"6223661 NaN NaN 0.0000 NaN afglms \n",
"6223662 NaN NaN 0.0000 NaN afglms \n",
"6223663 NaN NaN 0.0000 NaN afglms \n",
"6223664 NaN NaN 0.0000 NaN afglms \n",
"6223665 NaN NaN 0.0000 NaN afglms \n",
"6223666 NaN NaN 0.0000 NaN afglms \n",
"6223667 NaN NaN 0.0000 NaN afglms \n",
"6223668 NaN NaN 0.0000 NaN afglms \n",
"6223669 NaN NaN 0.0000 NaN afglms \n",
"6223670 NaN NaN 0.0000 NaN afglms \n",
"6223671 NaN NaN 0.0000 NaN afglms \n",
"6223672 NaN NaN 0.0000 NaN afglms \n",
"6223673 NaN NaN 0.0000 NaN afglms \n",
"6223674 NaN NaN 0.0000 NaN afglms \n",
"6223675 NaN NaN 0.0000 NaN afglms \n",
"6223676 NaN NaN 0.0000 NaN afglms \n",
"6223677 NaN NaN 0.0000 NaN afglms \n",
"6223678 NaN NaN 0.0000 NaN afglms \n",
"6223679 NaN NaN 0.0000 NaN afglms \n",
"\n",
" tco3 tcwv ... AOD OR AOD SU AOD 550 AOD 1240 alpha \\\n",
"0 325.7006 13.6686 ... 0.0114 0.0514 0.1359 0.0540 1.1359 \n",
"1 325.6851 13.6781 ... 0.0115 0.0516 0.1364 0.0542 1.1358 \n",
"2 325.6697 13.6876 ... 0.0115 0.0519 0.1369 0.0544 1.1358 \n",
"3 325.6542 13.6972 ... 0.0116 0.0522 0.1375 0.0546 1.1357 \n",
"4 325.6387 13.7067 ... 0.0116 0.0524 0.1380 0.0548 1.1357 \n",
"5 325.6232 13.7162 ... 0.0117 0.0527 0.1385 0.0550 1.1356 \n",
"6 325.6078 13.7257 ... 0.0117 0.0530 0.1391 0.0552 1.1356 \n",
"7 325.5923 13.7353 ... 0.0118 0.0532 0.1396 0.0555 1.1355 \n",
"8 325.5768 13.7448 ... 0.0118 0.0535 0.1401 0.0557 1.1355 \n",
"9 325.5613 13.7543 ... 0.0119 0.0538 0.1407 0.0559 1.1355 \n",
"10 325.5459 13.7638 ... 0.0119 0.0541 0.1412 0.0561 1.1354 \n",
"11 325.5304 13.7734 ... 0.0120 0.0543 0.1417 0.0563 1.1354 \n",
"12 325.5149 13.7829 ... 0.0120 0.0546 0.1423 0.0565 1.1353 \n",
"13 325.4994 13.7924 ... 0.0121 0.0549 0.1428 0.0567 1.1353 \n",
"14 325.4840 13.8019 ... 0.0121 0.0551 0.1433 0.0570 1.1352 \n",
"15 325.4685 13.8115 ... 0.0122 0.0554 0.1439 0.0572 1.1352 \n",
"16 325.4530 13.8210 ... 0.0122 0.0557 0.1444 0.0574 1.1352 \n",
"17 325.4375 13.8305 ... 0.0123 0.0559 0.1449 0.0576 1.1351 \n",
"18 325.4221 13.8401 ... 0.0123 0.0562 0.1455 0.0578 1.1351 \n",
"19 325.4066 13.8496 ... 0.0124 0.0565 0.1460 0.0580 1.1350 \n",
"20 325.3911 13.8591 ... 0.0124 0.0567 0.1465 0.0582 1.1350 \n",
"21 325.3757 13.8686 ... 0.0125 0.0570 0.1471 0.0585 1.1350 \n",
"22 325.3602 13.8782 ... 0.0125 0.0573 0.1476 0.0587 1.1349 \n",
"23 325.3447 13.8877 ... 0.0126 0.0576 0.1481 0.0589 1.1349 \n",
"24 325.3292 13.8972 ... 0.0126 0.0578 0.1487 0.0591 1.1349 \n",
"25 325.3138 13.9067 ... 0.0127 0.0581 0.1492 0.0593 0.0000 \n",
"26 325.2983 13.9163 ... 0.0127 0.0584 0.1497 0.0595 0.0000 \n",
"27 325.2828 13.9258 ... 0.0128 0.0586 0.1503 0.0597 0.0000 \n",
"28 325.2673 13.9353 ... 0.0128 0.0589 0.1508 0.0600 0.0000 \n",
"29 325.2519 13.9449 ... 0.0129 0.0592 0.1513 0.0602 0.0000 \n",
"... ... ... ... ... ... ... ... ... \n",
"6223650 NaN NaN ... 0.0092 0.0624 0.0871 0.0247 NaN \n",
"6223651 NaN NaN ... 0.0092 0.0624 0.0870 0.0247 NaN \n",
"6223652 NaN NaN ... 0.0092 0.0624 0.0870 0.0246 NaN \n",
"6223653 NaN NaN ... 0.0092 0.0623 0.0870 0.0246 NaN \n",
"6223654 NaN NaN ... 0.0092 0.0623 0.0869 0.0246 NaN \n",
"6223655 NaN NaN ... 0.0092 0.0623 0.0869 0.0246 NaN \n",
"6223656 NaN NaN ... 0.0092 0.0623 0.0868 0.0246 NaN \n",
"6223657 NaN NaN ... 0.0092 0.0622 0.0868 0.0246 NaN \n",
"6223658 NaN NaN ... 0.0092 0.0622 0.0868 0.0246 NaN \n",
"6223659 NaN NaN ... 0.0092 0.0622 0.0867 0.0246 NaN \n",
"6223660 NaN NaN ... 0.0092 0.0621 0.0867 0.0246 NaN \n",
"6223661 NaN NaN ... 0.0092 0.0621 0.0867 0.0245 NaN \n",
"6223662 NaN NaN ... 0.0092 0.0621 0.0866 0.0245 NaN \n",
"6223663 NaN NaN ... 0.0092 0.0620 0.0866 0.0245 NaN \n",
"6223664 NaN NaN ... 0.0092 0.0620 0.0866 0.0245 NaN \n",
"6223665 NaN NaN ... 0.0092 0.0620 0.0865 0.0245 NaN \n",
"6223666 NaN NaN ... 0.0092 0.0620 0.0865 0.0245 NaN \n",
"6223667 NaN NaN ... 0.0092 0.0619 0.0864 0.0245 NaN \n",
"6223668 NaN NaN ... 0.0092 0.0619 0.0864 0.0245 NaN \n",
"6223669 NaN NaN ... 0.0092 0.0619 0.0864 0.0245 NaN \n",
"6223670 NaN NaN ... 0.0092 0.0618 0.0863 0.0244 NaN \n",
"6223671 NaN NaN ... 0.0092 0.0618 0.0863 0.0244 NaN \n",
"6223672 NaN NaN ... 0.0092 0.0618 0.0863 0.0244 NaN \n",
"6223673 NaN NaN ... 0.0092 0.0617 0.0862 0.0244 NaN \n",
"6223674 NaN NaN ... 0.0092 0.0617 0.0862 0.0244 NaN \n",
"6223675 NaN NaN ... 0.0092 0.0617 0.0862 0.0244 NaN \n",
"6223676 NaN NaN ... 0.0092 0.0617 0.0861 0.0244 NaN \n",
"6223677 NaN NaN ... 0.0092 0.0616 0.0861 0.0244 NaN \n",
"6223678 NaN NaN ... 0.0092 0.0616 0.0860 0.0244 NaN \n",
"6223679 NaN NaN ... 0.0092 0.0616 0.0860 0.0244 NaN \n",
"\n",
" Aerosol type fiso fvol fgeo albedo \n",
"0 11 0.2010 0.0780 0.031 0.1899 \n",
"1 11 0.2010 0.0780 0.031 0.1895 \n",
"2 11 0.2010 0.0780 0.031 0.1889 \n",
"3 11 0.2010 0.0780 0.031 0.1884 \n",
"4 11 0.2010 0.0780 0.031 0.1878 \n",
"5 11 0.2010 0.0780 0.031 0.1872 \n",
"6 11 0.2010 0.0780 0.031 0.1866 \n",
"7 11 0.2010 0.0780 0.031 0.1859 \n",
"8 11 0.2010 0.0780 0.031 0.1852 \n",
"9 11 0.2010 0.0780 0.031 0.1845 \n",
"10 11 0.2010 0.0780 0.031 0.1837 \n",
"11 11 0.2010 0.0780 0.031 0.1829 \n",
"12 11 0.2010 0.0780 0.031 0.1821 \n",
"13 11 0.2010 0.0780 0.031 0.1812 \n",
"14 11 0.2010 0.0780 0.031 0.1803 \n",
"15 11 0.2010 0.0780 0.031 0.1793 \n",
"16 11 0.2010 0.0780 0.031 0.1784 \n",
"17 11 0.2010 0.0780 0.031 0.1774 \n",
"18 11 0.2010 0.0780 0.031 0.1764 \n",
"19 11 0.2010 0.0780 0.031 0.1755 \n",
"20 11 0.2010 0.0780 0.031 0.1746 \n",
"21 11 0.2010 0.0780 0.031 0.1739 \n",
"22 11 0.2010 0.0780 0.031 0.1734 \n",
"23 11 0.2010 0.0780 0.031 0.1731 \n",
"24 11 0.2010 0.0780 0.031 0.1731 \n",
"25 -1 0.2010 0.0780 0.031 0.0000 \n",
"26 -1 0.2010 0.0780 0.031 NaN \n",
"27 -1 0.2010 0.0780 0.031 NaN \n",
"28 -1 0.2010 0.0780 0.031 NaN \n",
"29 -1 0.2010 0.0780 0.031 NaN \n",
"... ... ... ... ... ... \n",
"6223650 -1 0.2269 0.0579 0.041 NaN \n",
"6223651 -1 0.2269 0.0579 0.041 NaN \n",
"6223652 -1 0.2269 0.0579 0.041 NaN \n",
"6223653 -1 0.2269 0.0579 0.041 NaN \n",
"6223654 -1 0.2269 0.0579 0.041 NaN \n",
"6223655 -1 0.2269 0.0579 0.041 NaN \n",
"6223656 -1 0.2269 0.0579 0.041 NaN \n",
"6223657 -1 0.2269 0.0579 0.041 NaN \n",
"6223658 -1 0.2269 0.0579 0.041 NaN \n",
"6223659 -1 0.2269 0.0579 0.041 NaN \n",
"6223660 -1 0.2269 0.0579 0.041 NaN \n",
"6223661 -1 0.2269 0.0579 0.041 NaN \n",
"6223662 -1 0.2269 0.0579 0.041 NaN \n",
"6223663 -1 0.2269 0.0579 0.041 NaN \n",
"6223664 -1 0.2269 0.0579 0.041 NaN \n",
"6223665 -1 0.2269 0.0579 0.041 NaN \n",
"6223666 -1 0.2269 0.0579 0.041 NaN \n",
"6223667 -1 0.2269 0.0579 0.041 NaN \n",
"6223668 -1 0.2269 0.0579 0.041 NaN \n",
"6223669 -1 0.2269 0.0579 0.041 NaN \n",
"6223670 -1 0.2269 0.0579 0.041 NaN \n",
"6223671 -1 0.2269 0.0579 0.041 NaN \n",
"6223672 -1 0.2269 0.0579 0.041 NaN \n",
"6223673 -1 0.2269 0.0579 0.041 NaN \n",
"6223674 -1 0.2269 0.0579 0.041 NaN \n",
"6223675 -1 0.2269 0.0579 0.041 NaN \n",
"6223676 -1 0.2269 0.0579 0.041 NaN \n",
"6223677 -1 0.2269 0.0579 0.041 NaN \n",
"6223678 -1 0.2269 0.0579 0.041 NaN \n",
"6223679 -1 0.2269 0.0579 0.041 NaN \n",
"\n",
"[6223680 rows x 23 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tucson_mcclear"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"index = pd.DatetimeIndex(pd.to_datetime(tucson_mcclear['Observation period'].str.split('/').str[0]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"tucson_mcclear.index = index.tz_localize('UTC').tz_convert('US/Arizona')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"tucson_mcclear_irrad = tucson_mcclear[['Clear sky GHI', 'Clear sky BNI', 'Clear sky DHI']]*60"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Clear sky GHI</th>\n",
" <th>Clear sky BNI</th>\n",
" <th>Clear sky DHI</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2003-12-31 17:00:00-07:00</th>\n",
" <td>46.362</td>\n",
" <td>210.228</td>\n",
" <td>30.084</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:01:00-07:00</th>\n",
" <td>44.232</td>\n",
" <td>201.330</td>\n",
" <td>29.280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:02:00-07:00</th>\n",
" <td>42.114</td>\n",
" <td>192.264</td>\n",
" <td>28.446</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:03:00-07:00</th>\n",
" <td>40.002</td>\n",
" <td>183.024</td>\n",
" <td>27.570</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:04:00-07:00</th>\n",
" <td>37.902</td>\n",
" <td>173.616</td>\n",
" <td>26.664</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:05:00-07:00</th>\n",
" <td>35.814</td>\n",
" <td>164.028</td>\n",
" <td>25.710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:06:00-07:00</th>\n",
" <td>33.732</td>\n",
" <td>154.266</td>\n",
" <td>24.726</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:07:00-07:00</th>\n",
" <td>31.662</td>\n",
" <td>144.336</td>\n",
" <td>23.694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:08:00-07:00</th>\n",
" <td>29.604</td>\n",
" <td>134.232</td>\n",
" <td>22.626</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:09:00-07:00</th>\n",
" <td>27.558</td>\n",
" <td>123.972</td>\n",
" <td>21.510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:10:00-07:00</th>\n",
" <td>25.530</td>\n",
" <td>113.562</td>\n",
" <td>20.352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:11:00-07:00</th>\n",
" <td>23.514</td>\n",
" <td>103.026</td>\n",
" <td>19.146</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:12:00-07:00</th>\n",
" <td>21.510</td>\n",
" <td>92.376</td>\n",
" <td>17.892</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:13:00-07:00</th>\n",
" <td>19.530</td>\n",
" <td>81.660</td>\n",
" <td>16.590</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:14:00-07:00</th>\n",
" <td>17.562</td>\n",
" <td>70.926</td>\n",
" <td>15.240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:15:00-07:00</th>\n",
" <td>15.618</td>\n",
" <td>60.234</td>\n",
" <td>13.842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:16:00-07:00</th>\n",
" <td>13.698</td>\n",
" <td>49.686</td>\n",
" <td>12.396</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:17:00-07:00</th>\n",
" <td>11.802</td>\n",
" <td>39.420</td>\n",
" <td>10.896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:18:00-07:00</th>\n",
" <td>9.942</td>\n",
" <td>0.000</td>\n",
" <td>9.354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:19:00-07:00</th>\n",
" <td>8.112</td>\n",
" <td>0.000</td>\n",
" <td>7.770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:20:00-07:00</th>\n",
" <td>6.324</td>\n",
" <td>0.000</td>\n",
" <td>6.156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:21:00-07:00</th>\n",
" <td>4.590</td>\n",
" <td>0.000</td>\n",
" <td>4.530</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:22:00-07:00</th>\n",
" <td>2.928</td>\n",
" <td>0.000</td>\n",
" <td>2.916</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:23:00-07:00</th>\n",
" <td>1.374</td>\n",
" <td>0.000</td>\n",
" <td>1.374</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:24:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:25:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:26:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:27:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:28:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003-12-31 17:29:00-07:00</th>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" <td>0.000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:30:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:31:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:32:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:33:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:34:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:35:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:36:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:37:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:38:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:39:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:40:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:41:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:42:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:43:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:44:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:45:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:46:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:47:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:48:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:49:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:50:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:51:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:52:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:53:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:54:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:55:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:56:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:57:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:58:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:59:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0.000</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6223680 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Clear sky GHI Clear sky BNI Clear sky DHI\n",
"2003-12-31 17:00:00-07:00 46.362 210.228 30.084\n",
"2003-12-31 17:01:00-07:00 44.232 201.330 29.280\n",
"2003-12-31 17:02:00-07:00 42.114 192.264 28.446\n",
"2003-12-31 17:03:00-07:00 40.002 183.024 27.570\n",
"2003-12-31 17:04:00-07:00 37.902 173.616 26.664\n",
"2003-12-31 17:05:00-07:00 35.814 164.028 25.710\n",
"2003-12-31 17:06:00-07:00 33.732 154.266 24.726\n",
"2003-12-31 17:07:00-07:00 31.662 144.336 23.694\n",
"2003-12-31 17:08:00-07:00 29.604 134.232 22.626\n",
"2003-12-31 17:09:00-07:00 27.558 123.972 21.510\n",
"2003-12-31 17:10:00-07:00 25.530 113.562 20.352\n",
"2003-12-31 17:11:00-07:00 23.514 103.026 19.146\n",
"2003-12-31 17:12:00-07:00 21.510 92.376 17.892\n",
"2003-12-31 17:13:00-07:00 19.530 81.660 16.590\n",
"2003-12-31 17:14:00-07:00 17.562 70.926 15.240\n",
"2003-12-31 17:15:00-07:00 15.618 60.234 13.842\n",
"2003-12-31 17:16:00-07:00 13.698 49.686 12.396\n",
"2003-12-31 17:17:00-07:00 11.802 39.420 10.896\n",
"2003-12-31 17:18:00-07:00 9.942 0.000 9.354\n",
"2003-12-31 17:19:00-07:00 8.112 0.000 7.770\n",
"2003-12-31 17:20:00-07:00 6.324 0.000 6.156\n",
"2003-12-31 17:21:00-07:00 4.590 0.000 4.530\n",
"2003-12-31 17:22:00-07:00 2.928 0.000 2.916\n",
"2003-12-31 17:23:00-07:00 1.374 0.000 1.374\n",
"2003-12-31 17:24:00-07:00 0.000 0.000 0.000\n",
"2003-12-31 17:25:00-07:00 0.000 0.000 0.000\n",
"2003-12-31 17:26:00-07:00 0.000 0.000 0.000\n",
"2003-12-31 17:27:00-07:00 0.000 0.000 0.000\n",
"2003-12-31 17:28:00-07:00 0.000 0.000 0.000\n",
"2003-12-31 17:29:00-07:00 0.000 0.000 0.000\n",
"... ... ... ...\n",
"2015-10-31 16:30:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:31:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:32:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:33:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:34:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:35:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:36:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:37:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:38:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:39:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:40:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:41:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:42:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:43:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:44:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:45:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:46:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:47:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:48:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:49:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:50:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:51:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:52:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:53:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:54:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:55:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:56:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:57:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:58:00-07:00 NaN 0.000 NaN\n",
"2015-10-31 16:59:00-07:00 NaN 0.000 NaN\n",
"\n",
"[6223680 rows x 3 columns]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tucson_mcclear_irrad"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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HlClTGDBgAFu2bKFPnz5MnTqVlJQUfZ1p06aRl5fH2rVref/994mJieGTTz7Rl2/atInI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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b778e16d8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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fv374+/szbNgwDh48yPbt23X6GxkZlRufkZERq1ev5syZMxw6dIjDhw+zdu1a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z8/xMTEcJ5/UavVWLNmDQoLC/Haa69BpVJh69atMDAwQHx8PJqammBkZAQHBwfk5eUhKioK0dHR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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b5b0606a0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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uhBC1RHFpMReuJ3L62gXOXrvAxZzLOjPV9QxMaGvTGqf6DjSxsMXBwhZ7C1ss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\nxp1yxhhjjDHG1Iw75YwxxhhjjKnZ/wAhDAboQReHxAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b5b060eb8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+fgpXfEd4eDjR0dFs3br1L18rLi6O4cOHa/+sUqkwMjKiZcuWjBgxgt69e2vb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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b5b060e80>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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SGDVqFFevXtUpNzAwAG7u4d60aZP2Ky4ujhUrVgCwd+9eIiIiyMnJISgoiClTpvDqq6/W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ua5atUqmJiYIDc3F+vXr0d9fT0aGhpgZGQEX19f5OXloaamBj4+PoiOjuY8/6JWq7F69Wrk5+fj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\nO+WMMcYYY4zp2P8Bb4eRwcmzAL0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b5b060ef0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OcQMDA+DOGu5du3ZpX5GRkURERABw+PBhQkNDycrKwt/fn5kzZ/Laa69V6sPIyOi++RkZ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\nCCGE6Bl1ygkhhBBCCNGz/wG3xC7wMn1dtgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b76c236d8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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J6LZt24iOjgZg586dDBw4kPDwcAYMGICvry/p6emPtd/6yJEjfPXVV3h4eDB69GjWr1/P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\nO+WMMcYYY4x1MO6UM8YYY4wx1sH+B172tvB/PtubAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b5b060f98>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Bm5sbbdq00drXtGlTxowZw+LFi+nWrRvNmimzipIU5UIIUUXUajW7L+5n9Ylv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CAAAW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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b76b12710>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Zi8jKvcj53CzO517kfO4FLuRe5HJ+NrkFV8gtuMKVgjyuFFzBDFiePZlMWGHC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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b76a95588>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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/XQz33+zqmVpib26DnZkN9uY2ONWuj3PdBpgZ1qqgK67c5Pez4shYVqzKMp63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4MHD2Lx4sUQi8U4c+YMtmzZAl9fXwDA559/joqKCsjlchgYGCA+Pl7tuThPoKurC8HBwbC1tcVf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\nGGMa9j9CFJCbjhqDpAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b76a10358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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lyhXGjx9Pnz592L59Oz169GDChAkkJCRo+kycOJHMzEzWr1/Pp59+ytatW1m4cKGmfcuW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X3J1dWVsrOzadu2bfTKK69QZWUlEfHnva2KigpydXWladOmUUJCAhG11Oo3NjYSUUstaXNzM02d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\nMcYYY4zpGHfKGWOMMcYY07H/A+L3FYX5fNbFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b769ec240>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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xrFy5EoC9e/cSGRlJRkYGoaGhTJkyhZdffrnSGKampnesz9TUlJUrV/L999/Tr18/Tp8+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\n8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"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b76981208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot all January 1sts\n",
"for year in range(2004, 2016):\n",
" date = '{}-01-01'.format(year)\n",
" tucson_mcclear_irrad[date].plot()\n",
" plt.ylim(0, 1100)\n",
" plt.title(date)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The GHI mostly looks good. There are clearly some problems with a few DNI and DHI estimates. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next we will create a year of climatology data. To do so, we will:\n",
"\n",
"1. Calculate the second of the year for each data point\n",
"2. Group the data by the second of the year, then take its average. This yields average clear sky irradiance as a function of the second of the year.\n",
"2. Assign the derived climatology to a particular year for which we can compare against measured irradiance. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a new column that contains the second of the year."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# fill with nans\n",
"tucson_mcclear_irrad['secofyear'] = np.nan"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# insert the utc value (in nanoseconds) for the first second of the year\n",
"for year in range(2003,2016):\n",
" tucson_mcclear_irrad.ix[tucson_mcclear_irrad.index.year==year, 'secofyear'] = \\\n",
" pd.Timestamp(datetime.datetime(year=year, month=1, day=1)).tz_localize('US/Arizona').value"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# calculate the difference between the index's value\n",
"# and the timestamp corresponding to the first second of the year.\n",
"# then convert from nanoseconds to seconds.\n",
"tucson_mcclear_irrad['secofyear'] = (tucson_mcclear_irrad.index.values.astype(float) -\n",
" tucson_mcclear_irrad['secofyear']) / 1e9"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Clear sky GHI</th>\n",
" <th>Clear sky BNI</th>\n",
" <th>Clear sky DHI</th>\n",
" <th>secofyear</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2004-01-01 00:00:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:01:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>60</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:02:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:03:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>180</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:04:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:05:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:06:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>360</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:07:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>420</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:08:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>480</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:09:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:10:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:11:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:12:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:13:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>780</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:14:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:15:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:16:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:17:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:18:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:19:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1140</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:20:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:21:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:22:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:23:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:24:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:25:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:26:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:27:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:28:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1680</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004-01-01 00:29:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:30:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238600</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:31:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:32:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238720</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:33:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238780</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:34:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:35:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:36:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26238960</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:37:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:38:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239080</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:39:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239140</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:40:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:41:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239260</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:42:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:43:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239380</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:44:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239440</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:45:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:46:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239560</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:47:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:48:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239680</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:49:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:50:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:51:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239860</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:52:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:53:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26239980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:54:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240040</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:55:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:56:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:57:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:58:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240280</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10-31 16:59:00-07:00</th>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>26240340</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>6223260 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" Clear sky GHI Clear sky BNI Clear sky DHI \\\n",
"2004-01-01 00:00:00-07:00 0 0 0 \n",
"2004-01-01 00:01:00-07:00 0 0 0 \n",
"2004-01-01 00:02:00-07:00 0 0 0 \n",
"2004-01-01 00:03:00-07:00 0 0 0 \n",
"2004-01-01 00:04:00-07:00 0 0 0 \n",
"2004-01-01 00:05:00-07:00 0 0 0 \n",
"2004-01-01 00:06:00-07:00 0 0 0 \n",
"2004-01-01 00:07:00-07:00 0 0 0 \n",
"2004-01-01 00:08:00-07:00 0 0 0 \n",
"2004-01-01 00:09:00-07:00 0 0 0 \n",
"2004-01-01 00:10:00-07:00 0 0 0 \n",
"2004-01-01 00:11:00-07:00 0 0 0 \n",
"2004-01-01 00:12:00-07:00 0 0 0 \n",
"2004-01-01 00:13:00-07:00 0 0 0 \n",
"2004-01-01 00:14:00-07:00 0 0 0 \n",
"2004-01-01 00:15:00-07:00 0 0 0 \n",
"2004-01-01 00:16:00-07:00 0 0 0 \n",
"2004-01-01 00:17:00-07:00 0 0 0 \n",
"2004-01-01 00:18:00-07:00 0 0 0 \n",
"2004-01-01 00:19:00-07:00 0 0 0 \n",
"2004-01-01 00:20:00-07:00 0 0 0 \n",
"2004-01-01 00:21:00-07:00 0 0 0 \n",
"2004-01-01 00:22:00-07:00 0 0 0 \n",
"2004-01-01 00:23:00-07:00 0 0 0 \n",
"2004-01-01 00:24:00-07:00 0 0 0 \n",
"2004-01-01 00:25:00-07:00 0 0 0 \n",
"2004-01-01 00:26:00-07:00 0 0 0 \n",
"2004-01-01 00:27:00-07:00 0 0 0 \n",
"2004-01-01 00:28:00-07:00 0 0 0 \n",
"2004-01-01 00:29:00-07:00 0 0 0 \n",
"... ... ... ... \n",
"2015-10-31 16:30:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:31:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:32:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:33:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:34:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:35:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:36:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:37:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:38:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:39:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:40:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:41:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:42:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:43:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:44:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:45:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:46:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:47:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:48:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:49:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:50:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:51:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:52:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:53:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:54:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:55:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:56:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:57:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:58:00-07:00 NaN 0 NaN \n",
"2015-10-31 16:59:00-07:00 NaN 0 NaN \n",
"\n",
" secofyear \n",
"2004-01-01 00:00:00-07:00 0 \n",
"2004-01-01 00:01:00-07:00 60 \n",
"2004-01-01 00:02:00-07:00 120 \n",
"2004-01-01 00:03:00-07:00 180 \n",
"2004-01-01 00:04:00-07:00 240 \n",
"2004-01-01 00:05:00-07:00 300 \n",
"2004-01-01 00:06:00-07:00 360 \n",
"2004-01-01 00:07:00-07:00 420 \n",
"2004-01-01 00:08:00-07:00 480 \n",
"2004-01-01 00:09:00-07:00 540 \n",
"2004-01-01 00:10:00-07:00 600 \n",
"2004-01-01 00:11:00-07:00 660 \n",
"2004-01-01 00:12:00-07:00 720 \n",
"2004-01-01 00:13:00-07:00 780 \n",
"2004-01-01 00:14:00-07:00 840 \n",
"2004-01-01 00:15:00-07:00 900 \n",
"2004-01-01 00:16:00-07:00 960 \n",
"2004-01-01 00:17:00-07:00 1020 \n",
"2004-01-01 00:18:00-07:00 1080 \n",
"2004-01-01 00:19:00-07:00 1140 \n",
"2004-01-01 00:20:00-07:00 1200 \n",
"2004-01-01 00:21:00-07:00 1260 \n",
"2004-01-01 00:22:00-07:00 1320 \n",
"2004-01-01 00:23:00-07:00 1380 \n",
"2004-01-01 00:24:00-07:00 1440 \n",
"2004-01-01 00:25:00-07:00 1500 \n",
"2004-01-01 00:26:00-07:00 1560 \n",
"2004-01-01 00:27:00-07:00 1620 \n",
"2004-01-01 00:28:00-07:00 1680 \n",
"2004-01-01 00:29:00-07:00 1740 \n",
"... ... \n",
"2015-10-31 16:30:00-07:00 26238600 \n",
"2015-10-31 16:31:00-07:00 26238660 \n",
"2015-10-31 16:32:00-07:00 26238720 \n",
"2015-10-31 16:33:00-07:00 26238780 \n",
"2015-10-31 16:34:00-07:00 26238840 \n",
"2015-10-31 16:35:00-07:00 26238900 \n",
"2015-10-31 16:36:00-07:00 26238960 \n",
"2015-10-31 16:37:00-07:00 26239020 \n",
"2015-10-31 16:38:00-07:00 26239080 \n",
"2015-10-31 16:39:00-07:00 26239140 \n",
"2015-10-31 16:40:00-07:00 26239200 \n",
"2015-10-31 16:41:00-07:00 26239260 \n",
"2015-10-31 16:42:00-07:00 26239320 \n",
"2015-10-31 16:43:00-07:00 26239380 \n",
"2015-10-31 16:44:00-07:00 26239440 \n",
"2015-10-31 16:45:00-07:00 26239500 \n",
"2015-10-31 16:46:00-07:00 26239560 \n",
"2015-10-31 16:47:00-07:00 26239620 \n",
"2015-10-31 16:48:00-07:00 26239680 \n",
"2015-10-31 16:49:00-07:00 26239740 \n",
"2015-10-31 16:50:00-07:00 26239800 \n",
"2015-10-31 16:51:00-07:00 26239860 \n",
"2015-10-31 16:52:00-07:00 26239920 \n",
"2015-10-31 16:53:00-07:00 26239980 \n",
"2015-10-31 16:54:00-07:00 26240040 \n",
"2015-10-31 16:55:00-07:00 26240100 \n",
"2015-10-31 16:56:00-07:00 26240160 \n",
"2015-10-31 16:57:00-07:00 26240220 \n",
"2015-10-31 16:58:00-07:00 26240280 \n",
"2015-10-31 16:59:00-07:00 26240340 \n",
"\n",
"[6223260 rows x 4 columns]"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# first 7 hours are the end of 2013, so show 2014 forward\n",
"tucson_mcclear_irrad['2004':]"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# now we can group by the second of the year\n",
"# and take the average of each group\n",
"grouped = tucson_mcclear_irrad.groupby('secofyear').mean()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Clear sky GHI</th>\n",
" <th>Clear sky BNI</th>\n",
" <th>Clear sky DHI</th>\n",
" </tr>\n",
" <tr>\n",
" <th>secofyear</th>\n",
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"</table>\n",
"<p>527040 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Clear sky GHI Clear sky BNI Clear sky DHI\n",
"secofyear \n",
"0 0 0 0\n",
"60 0 0 0\n",
"120 0 0 0\n",
"180 0 0 0\n",
"240 0 0 0\n",
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"1500 0 0 0\n",
"1560 0 0 0\n",
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"... ... ... ...\n",
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"31622340 0 0 0\n",
"\n",
"[527040 rows x 3 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# we'll be comparing this derived climatology to data from 2014,\n",
"# so let's treat the climatology as being valid in 2014.\n",
"new_index = pd.TimedeltaIndex(grouped.index.values*1e9) + pd.Timestamp('2014-01-01').tz_localize('US/Arizona')\n",
"grouped.index = new_index.tz_localize('UTC').tz_convert('US/Arizona')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <tr>\n",
" <th>2015-01-01 23:42:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:43:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:44:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:45:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:46:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:47:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:48:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:49:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:50:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:51:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:52:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:53:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:54:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:55:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:56:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:57:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:58:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01-01 23:59:00-07:00</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>527040 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" Clear sky GHI Clear sky BNI Clear sky DHI\n",
"2014-01-01 00:00:00-07:00 0 0 0\n",
"2014-01-01 00:01:00-07:00 0 0 0\n",
"2014-01-01 00:02:00-07:00 0 0 0\n",
"2014-01-01 00:03:00-07:00 0 0 0\n",
"2014-01-01 00:04:00-07:00 0 0 0\n",
"2014-01-01 00:05:00-07:00 0 0 0\n",
"2014-01-01 00:06:00-07:00 0 0 0\n",
"2014-01-01 00:07:00-07:00 0 0 0\n",
"2014-01-01 00:08:00-07:00 0 0 0\n",
"2014-01-01 00:09:00-07:00 0 0 0\n",
"2014-01-01 00:10:00-07:00 0 0 0\n",
"2014-01-01 00:11:00-07:00 0 0 0\n",
"2014-01-01 00:12:00-07:00 0 0 0\n",
"2014-01-01 00:13:00-07:00 0 0 0\n",
"2014-01-01 00:14:00-07:00 0 0 0\n",
"2014-01-01 00:15:00-07:00 0 0 0\n",
"2014-01-01 00:16:00-07:00 0 0 0\n",
"2014-01-01 00:17:00-07:00 0 0 0\n",
"2014-01-01 00:18:00-07:00 0 0 0\n",
"2014-01-01 00:19:00-07:00 0 0 0\n",
"2014-01-01 00:20:00-07:00 0 0 0\n",
"2014-01-01 00:21:00-07:00 0 0 0\n",
"2014-01-01 00:22:00-07:00 0 0 0\n",
"2014-01-01 00:23:00-07:00 0 0 0\n",
"2014-01-01 00:24:00-07:00 0 0 0\n",
"2014-01-01 00:25:00-07:00 0 0 0\n",
"2014-01-01 00:26:00-07:00 0 0 0\n",
"2014-01-01 00:27:00-07:00 0 0 0\n",
"2014-01-01 00:28:00-07:00 0 0 0\n",
"2014-01-01 00:29:00-07:00 0 0 0\n",
"... ... ... ...\n",
"2015-01-01 23:30:00-07:00 0 0 0\n",
"2015-01-01 23:31:00-07:00 0 0 0\n",
"2015-01-01 23:32:00-07:00 0 0 0\n",
"2015-01-01 23:33:00-07:00 0 0 0\n",
"2015-01-01 23:34:00-07:00 0 0 0\n",
"2015-01-01 23:35:00-07:00 0 0 0\n",
"2015-01-01 23:36:00-07:00 0 0 0\n",
"2015-01-01 23:37:00-07:00 0 0 0\n",
"2015-01-01 23:38:00-07:00 0 0 0\n",
"2015-01-01 23:39:00-07:00 0 0 0\n",
"2015-01-01 23:40:00-07:00 0 0 0\n",
"2015-01-01 23:41:00-07:00 0 0 0\n",
"2015-01-01 23:42:00-07:00 0 0 0\n",
"2015-01-01 23:43:00-07:00 0 0 0\n",
"2015-01-01 23:44:00-07:00 0 0 0\n",
"2015-01-01 23:45:00-07:00 0 0 0\n",
"2015-01-01 23:46:00-07:00 0 0 0\n",
"2015-01-01 23:47:00-07:00 0 0 0\n",
"2015-01-01 23:48:00-07:00 0 0 0\n",
"2015-01-01 23:49:00-07:00 0 0 0\n",
"2015-01-01 23:50:00-07:00 0 0 0\n",
"2015-01-01 23:51:00-07:00 0 0 0\n",
"2015-01-01 23:52:00-07:00 0 0 0\n",
"2015-01-01 23:53:00-07:00 0 0 0\n",
"2015-01-01 23:54:00-07:00 0 0 0\n",
"2015-01-01 23:55:00-07:00 0 0 0\n",
"2015-01-01 23:56:00-07:00 0 0 0\n",
"2015-01-01 23:57:00-07:00 0 0 0\n",
"2015-01-01 23:58:00-07:00 0 0 0\n",
"2015-01-01 23:59:00-07:00 0 0 0\n",
"\n",
"[527040 rows x 3 columns]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grouped"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Examine the data"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x7f4b757fa588>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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OnTqhqanJ06dPOXXqFB06dCAjI0NWZ1pamuz3ePHiRVJTU7ly5Qq9e/eWJSsArVu3pnnz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\nF4n87S4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f4b75f052e8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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+6nYsFgu+/PJLzJgxA99//z1WrFiB9PR0DBkyBE8//bQkYaLsp4iePXviX//6\nFz7//HP861//gtfrRcuWLfHBBx8ockerx0/79u0xcOBALFmyBKtXr8af/vQnAILm/Y477sCSJUtq\nxNJu374dHMdh//79mpKmbt26SQb1DTfcgH/961/48MMPMWnSJKSnp2PMmDEK2YkWoo39aJ+tKVq0\naIEvv/wSU6ZMwZQpU5CamoqhQ4ee9/Bbm/7o0FFTcHwNjoNnzpzBK6+8gmPHjkmBXCJD/frrr+PU\nqVOYO3eu9Pk///nPaNasGd566y3s2rULQ4YMwbp16yQN3/LlyzFx4kT88ssvMJvNuPPOO9G/f388\n/fTTAACn04mbbroJb7/9tu620aFDh46LAPIDmhxvv/02Fi1ahD179tSq+IqO+OHNN9/ETz/9hA0b\nNuiGow4dvxNq5JfdtWsXGjVqhBUrVkSkbtqxYwe6d++ueK179+7YsWOH9H6jRo0UATHdu3dHZWUl\nDh48iOLiYpw6dUrRhsPhQNu2bast96tDhw4dOn4/jBkzJoLgcLlc+Pnnn9G6dWvdmL5IUFpaijVr\n1uCBBx7QjWkdOn5H1Ejyce+990ZN3p+XlxeRnqZ+/fpSiiet98X8tHl5eTCZTJrlQ+vVq1dtmigd\nOnTo0PH74YEHHsArr7yCkSNHom/fvvB4PPj2229RUFCAiRMnXujuXfbIzMzErFmzsG/fPni9XgwZ\nMuRCd0mHjssKzGnz3G53RIoss9ksRQFrvS8a0R6PR4psVn/GYrEoIol16NChQ8eFw4ABA2C32zFn\nzhwp8LRt27aYM2dOjSoC6ogvkpKSsHXrVtjtdnzwwQd6HmYdOn5nMBvUVqs1wvD1+XxS/k+bzRbx\nvt/vB8/zsNvtUhEN9We8Xq8ih6gOHTp06LiwuOuuuxSBcjouHjRp0gS//PLLhe6GDh2XLZgN6oYN\nG0YUHcjPz5dOxw0aNMDGjRsV74t5ZBs0aICGDRtK1Y7kxSgKCgpqVO5X1Grr0KFDhw4dOnTo0BFP\ndOnSRfN1ZoO6S5cu2LZtm6L61K+//iq5ALt06YJp06YpjOytW7ciMTERGRkZMJlMuOqqq7Bt2zap\nk1VVVdi/fz8GDx5c4z78EbBjx44/TF/jBf0Z6M/gcv/+gP4MAP0ZAPozAPRncLl/f+CP9QyqI3GZ\nKyUOGzYM27Ztw8cff4wTJ07gww8/xL59+/DnP/8ZANCpUyd06NABY8eORWZmJjZs2ICpU6dixIgR\nUjW1ESOseRt4AAAgAElEQVRG4PPPP8fq1atx5MgRvPDCC6hfvz5uv/121u7p0KFDhw4dOnTo0BFX\n1JqhVqfhufbaa/HJJ59g6tSp+Pe//43mzZvjs88+U1TlmjFjBt58800MHToUCQkJeOihh6Sc0wDw\nyCOPoLy8HO+++y4qKyvRtWtXzJo1K6byxTp06NChQ4cOHTp0/J6otcUqL+Ai4pZbbomojiZH3bp1\n8fHHH1fb7qhRo85bbUmHDh06dOjQoUOHjosNzJIPHTp06NChQ4cOHTouZ+gGtQ4dOnTo0KFDhw4d\nDNANah0XJVw+N7wB34Xuhg4dOnTo0KFDx3mhG9Q6Ljo4vS48t/oNvPTDZN2o1qFDhw4dOnRc9NAN\nah1MOFp0ErO2L0Sxq5SszZ25+1HmLkdORR4OFh4la1eHDh06dOjQoSMe0A1qHUz4fNsC/O/4/2Hp\ngTVkbZ4ozpL9+zRZuzp06NChQ4cOHfGAblDriBlevxdZZTkAgIPnjpG1m12eK/37bEU+Wbs6dPzR\n4A34sDs3E/6A/0J3RYcOHTp0VAPdoNYRM06XnZX+fbYiH/5ggKTdIlcprEYLDJwB+ZWFJG3q0PFH\nxPzdSzF548f4JpPOA6RDhw4d8YTX78UbP32AT3+bB57nL3R3fjdcNgZ1ubsCVV7nhe7GJYU8mbEb\nCAZwrqqIpN1iVynSE+oixZqEEnc5SZs6dPzRwPM8fsneCQDYlrOHvO1gMEjapg6goPIcFu9fgUpv\n1YXuig4dNcI5ZzG+ObAaTp+LrM3fcnbjYOFR/HxyC87IiDdWBIIB5FUUkLVHjcvCoC73VGLsmn/g\nbz9M0rNGEKLEVQYAaJLcEABIAhM9fi+qvE6k2VORaktGqavssjrh6og/MguOYmnmGvgu8rWg3FOB\nstCB8kz5WbL+8jyPqZtn4skVL6M0NId10ODz7Qvx9YHV+O++7y50V3ToqBH+uWU2Fu1fgeUHfyBr\n8/C5E9K/DxHKQb/a9y2eW/0Gfji6gaxNSlwWBvXevExUeqtwzlmMI+eOX+junBdbz+zE6iM/XfSG\nZEnIgG6edhUAoJhgcxaN8jR7KlLtKfAEvHD7Pczt6tABCMbktM0z8d9932H9ya0XujvVokDm8eF5\nHuecJSTtnq3Ix7acPShzl+OXMztJ2tQBBINBKSvR/vzDF7g3OnScHx6/F0eKBON3T14mWbunQ7FV\nAJBdnkfSJs/zWHd8EwDg55NbSNoUsT1nL749uBZBns1rd1kY1EeKTkr/PibLIHExotJbhem//Btz\ndi3BgYIjF7o71UI0fltIBjU7Q13hqQQAJNsSkWpLBgCUuHUWTQcN8qvOoSLkjt9XcOgC96Z6FFSd\nAwAkWRMVf7PiZEk4c86JEtosOhc7CRBP5FTkwRcUgkdzKwv0QFJiuHxuVHropTSXs/RJbfhSPYtz\nVcVwmO0AQCbRKHKVoCokSzlTdhYBopgtt8+NqZtnYsHeZdh5dh9TW5eFQS1negoqaTaleOFY0Slp\nU9qXf3Fv+CXuMnDg0Cz1SgCQ3NMsEHVcCWYHEi0OANC17zrIIDcmc4iYk3ihsKoYAHBd+rUAhE2K\nAqdK5ZtobjWfrB2OF2dhxLIX8N2htWRtxhNun5vUmCpUeRTyqvSAaip4/V78fe1kjFnzJul+sDv3\nAIZ+8xy+O/Q/sjb/SJCvgb6AD+ec7GtMMBhEkasUTZIbwmG2k3iuASC7TNbXoF9h17Hg4LljEjO9\nN4/N5rosDOpzVcUwcMJXpfoR4gU5Y0S52cUDlZ4qJFgcSLYlAaAxfKt8QhsOs1064VIFS/gDfuzJ\nyyQ72cYTwWAQs3f8Fz+doHVt/ZFwtjwPjy97EfP3LCNrM192oM6rKGB28cUTYoxCszrCgbU85L1h\nhbhpWoxmMiMdANYe2winz4X5e5Zd1M8VEIiV0SsmYNLGj8naFCU5jZLqC39X0Uh0dAB78w8hv7IQ\nFZ5K7MrdT9bumqPrEQgGsOwyzaIjepWvCpFiFF7mUnc5gnwQdRPSUMeeIklDWVHsEuZT/YQrACgP\nsCw4XRoOmjxTzhZAeVkY1IXOIjROboAkayKKiHSI8YJ8g6POwRzkg6Qu2SqfCwlmOxLNApNc6SMw\nqL0hhtpiR0KIoaYyqOfvWYpJGz7G0j/A4rn97F78cGwDPts2j9TNWeIqw4aTW/8Qbs71p7aiwluF\n7w6tJQsmFjeMegl14Qv6JYnRxQhRmtI4uQEAOoO6xCV4lq6u0xRlngqydJfygkyUhno8sDV7F6p8\nLuzLP0RGsoh7iyiBK9WlamQ4VXpG9u9ssnZFAqvK50K5u4Ks3XjAH/Bj+cEfcFrmYWKFuB5ek9ZM\n8TcLxAN7XXsq0uwpqPBWkQRUiwfWa+o2A0DTV0CQAYpgtbkueYPa5XPD5XPjCkcdpFiTUO6hnTRu\nn5u0vaLQIEl3pEkMFQWKnaUY9e1L+OTXOWRtVvlcApNMKM0QjWeH2SEx1KKRzYqt2bsAAL9m7yZp\nL54QA0XU/2bFh7/MxozfvsQPxy7OKGk5jspiH7KINlFxEW5eRzB6Slx0aRm/P7oe2wnT21WGDOjG\nSYJBTWX8l7rKkGxNRLojTfqbFcFgUOFRy6m4uOU0R2RZCI7JxhkLIg1qPeUnFeQsYnYZjee21F2u\nkCmeucg9wj+d3IKFe5fj7fUfkhFjohzjGsI4KDFlZJI1ESm2FAA0c6FYNKgJjX8gLAO+Jq0ZSlxl\nTMb/JW9QV8h+3GRrIiq8VWQu/335h/CXpeNIGc9iZwnsJhsaJTeA0+ciy3Cx+fR2lHsq8X9Zv5Fs\noIFgAB6/Bw6LHSaDETaTldigppV8VHgqpQmYXZ570cs+TpaEGZmcchpPhdvnRmYoC8Ge/IMkbcYT\n8o0zr4JGj1riKoPRYETT1MYA6IyeY0Wn8MXORXh/02dkTFeFtwpmgwlXOOoAABkZUOIuQ6o9Ban2\nFOlvVpR6yhGQyTyofq94QV4wKo+oeFRZ6Pe5uk4TADQHFR0CipzFMBqMsJqsZF5m0YtiN9kA0EkI\n4gUxc0yZp0LBqrKgxFkKs8GEhiGZUgWBN7QyZAckWhJkcVDse7jEposMtZPGoC6sKkKyNRENEtMB\nhOdxLLjkDWrRXZ5oDmt9qZieH45tAA8ea478TNIeIDDUaY5U1BE3O6JF+XjxKenfFJH98uBBAEiw\nOGg01KE2Eixyg5q93UKZCzrIB0mCL+IJ+eKeW0kTJS2vbEnF+MYLvoBPsbBRPYMSVxlSbclIs4vM\nCc38yiwMZ+Q5SJR3tdJThURrAqwmK8xGM8lm5/K54fZ7kGZPIQ36FTc3kZ2lzszj9XtJ2zvnlMXV\nEAWqV3mdMBlMqBfSeLJszH9k7Dy7D7N3/BcuQu9tsasMabYU1LWnkjGT4hilzFIVT5woCUuqqFj6\ncm8lkm1J4bWAYK8VGepEi4O4XSfMBhPqhwxfKglcmacCqbYUpISyipUyeC0veYNa/CETrQlIDqWf\novohckJRp2WyAgwsCAQDqPRWIdWWjDo22g1fngsylyCNjZi+xmERjN5Es4NEQy031CklH0WhgAar\nyQpAGZzGisPnjmP5wR/ItKg8z6PYVSotHFSMTKEzbKQXO0sv6rReYoXMFpI0g2YeVHqrkGRJCC+e\nRAz1CYVHgUbuUOGtQpIlERzHwWGyweVnN1Akj50lUToMU2x2UgrN0O/FsimpsWT/Svx56fPYnUuT\nJ9fpc6HK50Lr9GsAKOcFC6p8TiQoPGu0csA/Aniex/Qt/8YPxzZg3YnNJG0G+SBK3GWoY09Fmj0V\nFd4qkpgK8RBIzXjGA/5gQEEKnSWSVDm9TiSaHVK8Ei0p5givMUQJCxwWhxSzVeVjJxj8wQCcPheS\nrAlICRGuOkNdDcKnJVqD2hfw4Wxl2BVPUV5TmTIuAQBdyjj56ZvCmHR6w9IMALCZbXD7PczarrDk\nwwa7WTB+PQTslOjeu7bu1QDoDDSh6tznWLh3OTae+pWkzSqfE96AD1cmN4DZYCKTEIhZBxIsDvDg\ncc518Qboino50X1OwfYFggG4/R4kWOhTMio8CgQH1oBsoQcAu9lGwvg5Q9/XIQv6pXTHNicOyON5\nHt8eEgou/HSSxkATD6gNk+rDbrah3E1DsFR5nUiwOGAzWcFxHGkp5z8K8ioL4QkI63UmUR2Fck8l\ngnwQdewpktFD4WWOCMi7iINIS91l4MFL8RRFBMZ/kA/C6XPDYaE1qOWSD7HdSgo5qFdIgmAymmA1\nWkjaFONUkqyJSLGGDGqG/fbSN6g9odOS2QFbSCvlJmB6St3lCuORooqZnPVNCDG/FIPG6/ei0luF\nJimNAAh6R1aIMowE0aA2WcHzPHM0rztkPFtMFolNdgfYdeRFUjBaUwB07thCZ7HknThQQFMdTWRK\n6trrIMWWTPJ7AWEmLuOKFgDomO94QNzsmqQ0gpEzkBwq5Pp8yg0EEPorLsgUhzXxECnqO+1mG5wE\n65b80C6uMRSGn6jvrpdQF3aTTfIwsKLEVSaxkSeIinKJG2aqLQkp1iSStYDnecmgFj0Kl6NBrYj9\nIGJRRS16HVsKKeMpSj6uTG4ADhyqvPRFY6gg7gnN04T9i0JS5fZ5wINHgtkOq9ECo8FIzlBTERc8\nz0tZxcS2KfoqeuySLYkkWcUueYM6LPlwwGEWNieXj91AEzdNMX8jhUEtskcJxC4Y0ThplnolOI4j\nKsAibO4iQ201WQAA7gAbm+z1e2ExmmHgDLAaLdJrrBBPouKhguIZAMCpOLj6RRlCqj0ZKbYklLkr\nSKK6xYjuq0OHios5ZZxo9NSxpyDZlkTye1XJPUCEqR6DfBClrjLUT0yHw2wnkZGIwci20KHSbrLB\n4/cwpzuUnoHFTuuODbHciRYHEq0JkmeQFfLMIYXOYhJZlbQnWBKQYk1CRYgBZYEn4EWAD0oGhMNs\nvywNanlsSkHlOZLgb4nxtCaQplIVx32yNQkOi52EvIoXwnt4E3AcRxLwKtV8sNjBcRyZbFNSBZgd\ncBDJM3wBH/xBv5RRLNGSQGNQh/bARGsCSRKES96grpQZqXbRoPYTRpwSpnDR3OwI9Y1XONKQbE0i\n0TeqN3zx/6xZSTwBr2RIi//3MBrpQNhwEosukDHUMld/PlG2ADmLmGJLhj/oJ3H3V3md4MChYWI9\nAHRZI+IBcdwnWBxItiSi3Mtu/GvLHdjnV7mnEoGQSzrVlkzDHoXYaNFLI65drPNL/L7ULH14c3Yg\nwWyPi1SN53lJCsQCKVDdkoBkWxICfFCSsMUK+XMFAPtlalCLv0/DxHoI8EEm97mI8HoY9txWERrU\ndrMNiRa6Q2A8IO3hCUL6XwoPkFTzgTqxgM8FjuNgM1ulAybrYaVKNgaAUF99LmaCQZT/JlsTdYO6\nJhDzRNvNNsl9SslQNw0xnhTFN+Quacp0M6JbI8WWhFRbMgmD5g0ZuSIzbTOKeme2Z+sNeGEJGdIG\ngwFmg4lEQy0uFA2TBGOSYqEHwgtdkiUBVT4X88YMqIM6xA2ExhXnMNskHWI5YcEYaoQXezscFjvc\nPg8ziyhflM1GMyxGM8kGIrmkQwZ1haeSmUkVpU8SQx0aB6yBiQrZi5nOOHF65UaPA26/h4RNVud2\nLiTIzlMpm1/JVnEusK0H8jkLCDEgFGM2nqj0VmHSho/w/dH1ZG2K0rqrQ9IECi19/ILcXLCbbDAa\njEg00xiTIo4WncSGk1vJ8kWLxn6yNQlJ1kTJ48oCSbZpEQ+BNrgI0vS6/R7YjFYYOANsISKAdQ+X\nH9gBkHkqKmVB2mKCBZY9/NI3qEP6W6vJSspQiwynWMWM4nRbJQv0oyyWIm830eKAy+9mdsWJukbR\n+LWZqRhqHywms/S31WRlNtIB4TnaTFYkWBwwGUwSW8mKIlUwFgXzLWdnKXNxixrPpFBwLqXkI7ss\nFyeK2dMxipBvonazHTx4MnY2wULLyIQX5QQkhoIIWceX2gPkkMgAGoNaDJ6T34sFVT4XOHCwm23h\nzY5QribKlCi8KmHJh1xHzvpclRI4B9GYjSc2nNyKPXkH8cXORaSVSI2cQSKaSgmIi6o4xT44Q+sh\nIEhCvQEfyXPwBwOYvPETzPjtS+zJo8lMIycYEi0OOH1uMoJBlGXYTFb4Aj5m1tfj98iItpAUlHEe\nyA/s8v+zG9ThQwVFm5e8QS2ejGxGi8RQU6QzEn/gZGsS7CabxAIztSkzpGyEAXlODQONdWMWn6tk\nUJuIGGp/WPIBCLIPCslHlc8lLZ5UAV4AUOIqBcdxuCpUKISC+Vaws4QGdaVPNKgFo4/KoHb73Hh1\n3RRM+PE95BFkuADCEh3KQ4WcnRX/T3JQkRmpVH2NkFSZxbWL8RnIDteW0KZHdWC1m20wcAZSfXpY\nOyrML4oxK5d8hPcEtufqCagOQITzNl44KqtNII8FYUGpuxypthSk2VOlv1mhtX+RSD7kQW6EzPfp\n0hypnT15NAW0JElR6Bnw4OFm9LSrZUpUSQA8fq/UFpVdIM4jkRSlIgPC66xN8gLqBnU1EH9IOUPN\nOhABJctBFYQjZ5LFkx2F3CGsI7fLFiS2hcMjST4ENtlqpNdQC+1byCQf4kZPGYFf6i5HsjVJyhtO\nyaA55JpBRimJP1TZMlFu9BEdKo4Wn4LT50KQD2I3ESMj6Z1NdkJ2Vski2kxW5iBaQOVZIjaoRabH\nTrSByGUvBs4Ai9FMM79COZgBkLKIFZ4qGDgDGki6fwKDOg6HNfEZWiMIBtqCNJSQF3eiSPUIhFlf\nKacvqdbXTub9CPJBuEIp4wDaMasowFLOnk4XkNkb5rDshfXA6lHJyqhsDnfAI7VlNprBgSOxC4Bw\nX61UBrVMEmwyGGE1WnSDujp4Al5w4GAxmsNsBIHkI3xiFFwwFBpqcXDYQ5XROI59IAIyd4lMk8vK\n0nujbCAs/fUHAwjyQYk5E9tnZaiDwSCcPpe0eDrMdrIqXk6vC4lm+QZCEIQjZUygiTwGIKWESjAn\nSHp3N9EzkEs9qCp4CXpvOwwGQ1jbxvgMInT/RC5OOYNG5Yr0qBhqsc9exrkgMTIhcsFqstJ4wbyu\nuBgnVV7BUA9rndkN6ipZFgK7mcZrKRnUod8pzP7TGNS/nNmB37J3k7QFCAGe8sxUFOXXxbzGyqB6\nCiY5TDBQMZMun1tKGQfQMZ6AsipvHmEVTg5CoB/VocKjWg+tBGwyz/MKhprjONhMVuZ5EM0jTsVQ\n22WeJZYxe8kb1G6/BxaTRfphAZpFToxktZtsSLQ44Al4mSvPiQNc6q+RSD8s5Yx2kBkn8r4CsrR5\nDM/WK00auYZaYKhZgjvEA5Rc8uEmSEHG8zwqfU44LPawLpkgG4U8HzmdQR02+gwGISUhlb5Tnirr\nbEV+NZ+sOeTuWDsRQ61mEcX/sxqU2hIdtr6qJR/inGA9XEpMjzGscWRdD4PBIFx+t4L5B6i02fQy\nJZfPA7PBBJPRRMdQi8ZJ6LAqpfwk8IDkVRZi+pZ/Y+rmmVKBKlY4fS54/J5woRCCIk+ikUrpqQFk\nMiWLnSw9q1ymBdAxnkA4kDbFlozCqiLmfQYQ+usISaqoMp1IBENobaEhxfwI8kHpdwKEPZz1uYb7\nqvIAMY4Dl1paZ7Iypem95A1qj9+rcD8AIAk8cHqdSDALSfytYsEYxo1ZPWjI5A4KA42GPfJEGeAs\nE0fdJiA8Ax48fMHYDysROX2l4FRGlj7gQyAYIC837PQ6pTzcdPrhsGsLEBhKilLWQHgDMXIGko0Z\nCJeZBej0qNIhkNgtH2bQ4qGhFn4vi5STnW3t8qqYHovJwnxoF5+r3aTUTZIY1CEJAZVnDRCDpkRG\nSjys0XgUrCqCgSL+40B+uGDUAaLqg0WqSqQkzL8s3SelQS2uUw6TnSyblGikqzW5FL+XuAa2qNMU\nQT5IIgd1esMxQFR7uFu1FlCQYmFPjVV6jcILpvYA2cS+Msp3xfSkosfOYrIw9fWyMKjFH4HjOJiN\nZhLWQAzwAuj0jeJmKbJRVpOVSPLhlBh6qoVO7KtVOqyYAAgn1FihZr2F9tkXUNGIEA9WVIGZ8lQ+\ndqKNGRDYF7F8cbhdVuNf1KCFNbkUsQSAsIFYjGY0Tm5IInnheSE7gl11ACKTKalcnMwR6LL88Q5J\n806b5cNCRAZ4Al6YDSYYDMLSbzNayVhvi4n2oOL1e+EL+pFoccBqsoa0mOwGtTsQ3hPsRIa62n1u\nIYyBOSXTOp8h0uSKwZ6NkxvAbDDRVCKVySDFeUCxHnr84TFLJaVRB5FKBhrB+CpyliDFloy6jjoA\naAIzK33OcL5osj1cpaGWDhWxr4eiMWqTkWIkkg8NuR5AI/ngwIWJQaNFZ6irgyfgVZyWLEYzSeU9\nsa48IPtxGQ0ULdaXJsuHGw6T4C6yE6W386o2UbNB2PBZSo+rddlA2FBnMSTk5cwBkEX2y1P5OEw0\nRjqgzHQiHihYDSk1G2E30THUxc5S1LXXQaotGU6fi3l++YJ+8DwfsXiyHoTV80tiEclSOlEGuYkb\nvmig0RjUXr9XeWA1WeAN+JhScKnnLdVBpVImVRMJATKGOuJwTRuUSCn5kEuq8ok0uSIjnWJLRjJR\n+XU5Q201WmDgDCR5+eUeBbPBBI7j2L0qETFAdAkLyjwVSLUmyfL9sz3bQCigXDykUM2vCNkmQYo7\nLYbaFpIXssg2I+YXgfEPCPu1SF4BwrMI8MGYc+hf+ga136M4LVmMZuZNyR/wwxPwSlomqtOSV+2S\nNrLrhwHloYJqoQ+7z4WNXjR8WaQZ4u8i119JhjpTu0p2NhzgxTYO5Pmi7URpzQDh2aq16RQFcwB5\nGjaBNWDNZRrkgyj3VCI5VDQIAEoZN5CwgUbPzgKRTCqLixMI52C2ma0yloe1ryFvlYrxpJi3SklV\n6LDC4uZVH1SkCqdEab1CnkCb2UoSSOsJ+CKyp7AWtFDLiaxETCoAnHOWwGq0wGI0o4DIoJbKQ4f0\n6RTa9CpZTl+O48jSUsrHrBRbRHW4JpboBINC9pAEiwMpVmE9ZD2shPuqZNPZA/1CMiVCCZxa+gQI\n8zbIB2m813EIShRraACytSvGdi9pgzoYDMIX9Cv1PEYLO9snuYsEI4pKkyt3bQHCBAryQSZjUmjX\nE+GKZDUivGJfOaGvYYaaYtKEgxJNopSEod1oWjHWxVOeLs1qsoADR8L6xqP8urjwWGSMDA+emU12\n+zxCtLzFgWSigjHi/FIbkxQSAkArsIVdh2c1WSTdu/xesUL09FhC84ryUKGOUQDYgrw8/jgdVKRs\nN6K0jt2rwvPCmA9LaYgOKn7tQzuJJtdZgisS0lDHloJSD7t8AFAW+HGY7SRB2pF53m0kWT4ii32x\nxxZ5VId2KgMtnE43gSzzUzQPEOu6FemxY38GbtU8ENpnbzdCrkdUMMbl90i/PSDLzhPjvL2kDepw\nlUQ5Q21hXjzV+mGqyShnJgE6dlK+idK5z32KvoobPovkQ50aBxBcfAANQy0+A6pN1ClL5ySUWaVx\nSQuSj5AhZRKzOzC6+jU01AA7M1cpy49Klt4uYgOhMU7EZyh6U6gWZa/fF9FXVqmWON7FA6WF6GDl\n9XuVWXQYGRlAO5iatU1AmZ0IoCmN7A34wIMPrwVE6Qijuc8pJDqV3iqk2VORbEtCubuCpJx1uDZB\n2LtGWSQDoCucFFHsi0AKqU6hSVVHQV7WnizjT0RfiUixKJm6mBhq0eYyKmW2AA3ZRm1zCbE6Nulv\nGyMhckkb1Fp6HovRzGycqBk0Kg21euGgDO4JG5NmkjbVTJe48XuDsT9b0SUkGtGATErCpKEOF/cB\n6J5BOIdlaAMxsW8golclYmNm7mt8XGZOjQ2EPYOMUvojsbNE80D0qlDNL4VEJ14MtYmKofZFObQT\nSD6IgxLlVR0BYZ75Ar6Y9Y1Cn5RrgclghJEzMGdPkTTvRiXzzfoMRAMtyZqIFGsSAnyQuSgXoJRn\niIGZ7FmPIseBJ8AmWeR5PmKvoUj1qC6cRMZQaxrUtAQDVfVBj98Ho8EIk8EIQC6vZCfFFLJNcf1m\naTeaRIdhHAT5oCAJ1mCoYz2sXNIGdViTHGZkLEazkCuRwb2lzhohnsiZJR+qhYNiIPqDAQRkxVLI\njPSAkukSN34WaYZoUJtkBrX4bxb9VQSDRsQeqRcPu9nGnitZ1VeTGITDykyqGGpxw2c5qAByRoYu\ndaBa20f2e6k8QFRGjzzIjdVlKCIaQ83CpAaCAfiDfsUaYyGIUYgWMMScKkvlYbRJlW5jH19qtg8Q\nni3V/Ipg+xjbrZQVoUkWg9wIMnIoDD/yPO9ilioLeJ5nWrsDWsW+TOz1GaR4HWkPp/FWieuhUJGW\nJq5GbfxT6fPl6xYAWCTyKvbfS7xWbhuIBBmLbaBeY0TbiGXdEvujyJnNuM5e0ga1T4PxlALSGIxU\nddaI8OmWPa+xYsOPQ+YMqg3fH/BrMsmsxj8A6cQM0Eg+3H760y2gHYhEFywTrjRlZUzlA0TKaSiy\npwCqokHURTLUVeeIA/LCgbQEumTi4EFxzovjn0JD7VUFOgJhg51lE1UHE1OVMFaXRg7LlGJfZ9VM\nMhDKxU2goebASb8XladCHvicEqoWSZWRg4MQOEgVUC0F0qoyFNF4P+R5jc1CJgYCA82i2hfZ10Ox\nIi0hQx1N60ygoVZ4mQn2WnEtNSlsA4q1y6toi8Q2CoprrFyfz5aP/JI2qMUJZ47TjxuZI5a9UqKW\njIIk0E/lkmY2qIMB5aQhOIVKkg/56ZZkw1cZaFR6VKldMXDMIpSyJkxBJv6bYsMHoBGMxbiBeJXB\nTUBYWx4r1GwEVZVAtaRKHGcsDFqQD8Ib8Mk8CkYYDUZ4GCUEvqBf8k4ANAa1VuEkad4yEQzKgFez\n0QyO4+jSehEG6KoDKIV22TM/id4P9e/FzlCHg9zCJd0Jynl7nVLlPbJCV9HKrxP8XlbFnsBOikWk\npRwfwJoAACAASURBVCQw0ACg0hMp+WBl/iMIIaoDa4THjv0ZiPu0uG/L/80qJbEaw/PLHKe+6lk+\nqkHYbSqXfLAzSOoNhMJ97g8GEAgGVPIUgoEYLaUV42bnD/qVTLKRXX8VlnyE26WQfEguM7EsMFUg\nkhScKqYkJMx0IotqJ2HQVAcrqqwRctexuOGz5p5VS2nC84tiA4l0RbIchH1R3IbMko+AT7HQUzwD\n7Tzv7GSA+sDKcRwsBjOzceJWGz2Slp7d+LcpDAl2D5DaY2ciKHQFxEeTCwjGsyihoTL8oqdPJGCo\ntWRKBIdLqY4CweEakHsU7DAbzTAajIQMdZjA48Cei9srqyIN0MgowqqAyHWWdV+UG/8UnmvJCygP\n0g7tD7qGWgM+DYaaIsApMmsEu/tcrcEDaFLRqVkDg8EAs8HE9P0FXVxAcVAxGowwcAamjTks+ZAz\n3/TPgOyEr9K20TIySgONXfKhrGAVNqRYM53IituENmjWVFnqSHEK1lcMblJkkDGys7Me1eEaENN6\nsWf5UBho4vxieAZahzUzwYFVa8yajCaCdJ9Kdz+FW96jMk6Ef7OnUlX/XhQbPhAfTS6AUH0GUUpD\nU4k00hvKvtdqeRRMBDUP1IZ6+HBNcwi0m2xkubjVBAPHcQLJwsxQ+5TeYMnwJUgsYIxUBbCQbb6A\nT0E2GgwGGA1GNpsrqAz8BtgL1F3SBrXWj0shz1C7YCjcD15J06UhdyBcOACR8Yy9rwE+CB68gkkG\nhAlJE5QoZ74pnoHIJIelGQBdoRDKdHxq/bD474uVoZaXyCZLH6kRKS5k52EIyOOD4HleOvwC4cWT\nZS3Qml90DLVZ8ZrJYGTMcKGUUABE7thAZLsUDHVkOW/2Q6CaTQfCHiCWbBSCBC4y9oNlPQSUBVio\nmGRAzPYiPE+bmSgGSArWFz2B7PnI1eQVQBzkFuqjwWCAkTMwETda7TpMhIHq8mIpRguThloMFtU0\nfJlkFMrYD/m/mYIdQxI4OVjXmLDkg87muqQNap+WgUaZNUJlUFME5FGeloBIFhUQFjwWBk0rGwcg\nPAeWZyAOcO0sH3TuPbq8xtr6dBJGRhF9LTBolKVbKfRygDJoSKq6RxaYScfSh8ds5OLJtDHHoa9A\nJOMJCHOBZd0Sr5UfKkxx8AABVAy1OhUd+yFQa42xELm6TcbIdYv1GTg1YxTYGM/I4jbxqURKIa3T\nml8UAdWahrqR4BAYkZGDoKqjhgfIYmLzqgS0vMEE5JVPc50lkIMGItdDM+MaE5Z80GUVu7QN6kBk\nxGn4gbEzPZSlkTWNf5KgRGXkNSBsdhT5oiMYaiMrQ62R5YPgGaiDUynzGgORRir5Qk9wCPQFfDBy\ngpsMINxEZSnuyHKca3pr2ALH/AGt+cV+ENbSJbN6gABhvKsZarPBxLRuaR0qKFJlhdcYZRpNduNE\nKVGh8Cxp5bqnOAj7VQyaOM9Yfi9A6QGiysbhCxW3UQd7UlSLNHIGaY5RBH9rF/ti1ztHXWMYM/6I\naRltsrgaZrmelD4yLFNi9QZrZUCjIPD8GoF+FIVd1B4g4R5sa4xWWmUzY18vaYM6vHjKSllLCx3L\nBiIOcLoULlqsL2midZWBRmP4qk6MBipDnVaLqG6XKgI/ovIeAfPtldqMLL/OzqAp87HL7xcr5AyS\ngTMI0gwCdhaIDGyhYGepM9OoU2gCNLnu48FQax3aw0wqhW5SOWaZGeqANkNNHdlPEfugZtA4jgut\nszRFxKwmK13WiGhZj4izRoiBnyzthr0qkZ4lpmBiVRYdQNjHWSU6WnE1Psa1INoeTrknim0CVEGJ\nkSQmK+GoXg+FQzuL0qCaAEqdoY6E1uJJkTXCoyo9TqE90mZnCdyxWqcw1smoEewp/M12YtQy1Cl+\nL/Ukp2A4gHAZZ7HyHoWRqsWgSYdAxg1EGZxLx0oBysh+ihznQOS8pRwDQvsEDHUcPQrUGmrNoF+C\n7AZahrrFYCLQowpelXBxG0pPoGwuxGnDpwzMtBktcau8R3W4VqelDBvqscsLfVqeJQIZYDQJAStD\nrdZQU7D/nihMKtPBUlU4CggH+rEVdvFFtGthXGNEvbe8TYBAYhpUEmIAu8T00jao41R5T4rslzTU\nhCyqpkCeopgDHXsUTfJhNBglbRZVuySSD9U4oEpppc4bTsH0hMeB1gbC9my1gz0ZN9FAqKCFGPBJ\nEECp7Y5kHbPRiwZRa6jFORxrf8XqcPHSUGsFDLFl59E+rPiDfkbdv0fh5qY4BGpWY2VcD4LBIIJ8\nMGLDNzGOWUCZ/ckmFbZhC/p1qyQE8SqcROGx09rDSarkqdZDILTGEDDU8nLeVN4PIDJ4zscwv6KT\nYiYSQ12z6FuM7WrpvcV2KQIoNRNB6JKPSGhl+TARaNvEQSNKPQycASbGVHSaxqSBjvFUu3YCwUDs\nkzHKADcaDPAzFDWR2tXIxMDKqBs4AwwGYbhTjAEgtIGYlOm3ALYN36fphqIP6pCME8YCJG6/R1HQ\ngjXgFYhWgp6VnY1kZCiCZcTnpyUri3XMSpuSJkPNwh5FP7Cysn1Cu7QBTm5ZBUqAKiixOlYqtvEV\nNUibUVoHhOZXyAvGcRwsRjOzVyleDHVkruD47V8AQdYIDcaTOXd6QJnbOZyLm9ZIFZ9HrARW3BIL\naKxdrOn4ovXVYhQkH7HaMdqSDzZ745I2qLXyUJsJ2Ektd4ngLqLY7Gj7qs0esbUbjaE2cVQMtcZm\nRyh3MHA0KZIiXZwUG0gkk0qhoVZXtqRz8/oUG4jFZGYPyNOYXyajCUE+GLMWUTuDjFHxXizQzLvK\n6AWLxh6ZmIMS45PnXZv9D7l5mVKbecjnVzTvB8Cy4Ud+f7Fd5kO7ao2hyCATrfIec5B2wKfMUkW5\nfxFX3tOS6FAEJaq9KjQBr9HloLH2V2seiH8zxVdVU52amWDQWA958DHbHFqFXVgzP5EY1C6XC2+/\n/TZuvvlmdOvWDSNHjsTx48el9zdt2oT7778fHTp0wH333YeNGzcqri8uLsaYMWPQrVs39OjRA1On\nTmUS8YuoXvLBbvipGT9yDTWJOza6Lpl1gJvUDJrRxGRQawdNCf8O8GyGRITxH3JJs0AoFCKvaMie\n5UJ7zIoaarZnq8XOske1e1RlnIUNnymnr8aizCrV0jqsiZ4lEi0iYbCjV0PbJ9yDjaHW9tjRB/0C\n4cMQK9sl3+xIJB/VpuaMcWMORnopAFFaR2ugUUiqIguT0Ryu1TpXCia52mB95qwRasbTBJ6P3UAD\nQgcgVY5zgEj2onVoj/EZaHmDAUKGmvD3inpgZT5UiJIPjTF7IRnqiRMnYuvWrfj444+xaNEiWK1W\njBw5El6vF8eOHcNTTz2FP/3pT1i+fDn69OmDp59+WmFwP/PMMyguLsaCBQvw7rvvYunSpfjoo4+Y\n++XXFJ2zZ/nQWpQtBhN5MJok5ifOu8rKHkXVUHNG8OBjPgxpLZ5i+ik2Q90XafwbjMz6RqFapMZz\njVc2CkavimJsEbhjgcjytVaTFTz4OGS8YVvoxEVZUzNIHE/A6lHwa7gixXYDvKDXjaldrYA8ghgF\nX9APo8EYkTFBaJdSpkTnAdJiPGM/rGkbJxQaarXsRQj6pSnGJLYrZrtgOaiIEkLKQzBQvZeZLZWq\nTzOoXmiXobR9wCtlpQFoqvKK+79CmsBqTGrIvwD2YGItaV3YE8jGpqvnF+saE4+MWiQG9bp16zBk\nyBB07NgRzZs3x/PPP4/c3FwcP34cc+fORceOHTFq1ChcffXVGDNmDDp16oQvv/wSALBr1y7s2rUL\n7733Hq699lr06tULf//73zF//nz4fOy5XAG1vpHi1By5ObPqrzSZZInlId7wGTWe0TXUocNKjGyy\n1klUMqgZtdnUVR2lyON4eT+IXZwRfTWyafBEuKPoyCkYmfgw1JG502kkH3RrTLQNhFX7r238E+jz\no2S4ENolPATGSfLBSrJoedbEe7BqqIUDq6pMOoE0Q2wLCJWyZszOU20NAeJgYppUj5EMNet+KxbM\nUVe5BVgDaekDqiWyUWMPZz0AGTmDlPkKkM2vmO0CbQ016xqjHa90EUg+0tLSsHr1ahQXF8Pr9WLJ\nkiVISUlBkyZNsGPHDnTv3l3x+e7du2PHjh0AgB07dqBRo0Zo1KiR4v3KykocPHiQqV/Vus8JpAlG\ng1LTRBN8ETlpKAx1ylNYdVk+gNiNtIDGZmcMTUwmbbZWiiTGjAkBjUMV60EFiOaSZnOZBfkgAsGA\n0lPDsXtqgnwQvoBP28VJEKBr1GB9WY3JSBkFa+aMaja7GNsNRHFxGpkPFVoaavYYBX9AuywwEPva\npZU5gzUQCwgbYSaNA1DMYytaxgTGTAxBPhgKfKYtkx5mqOUZVNj2L63nSjG2NNMcEqST1QpKpGA8\nefARzxVgJxg4jlPaG0QeOy1SjNobzGoXRI0p4djaDUs+LrI81G+99RZyc3PRo0cPdOrUCV9//TU+\n//xzJCYmIi8vD/Xr11d8vn79+sjNzQUAzffr1asnvceCaPlsAXa3vDopvMlgjPkEJu9PPOQOYv9E\nsC50WjISgH2Ai5PcqMFQsz7biL4yumOrK5JBnS+Z9RColXaI4mCpWSWQQpMb0J5fLO1qbcxAiJFh\nGFvxCHyW5gGn0v0z/mZa85ZmfmnFKNCw9JRMMlC9Pj9WxjMqg8Z4AJCYZJWBJh6QY4WUSlVmSLAy\n39rB1DTp7YAoHqAY2xUPa1pBbvJ71hZaadhIUqlq5sxmM/591REMLGuBRl+pMpJEtsu2HorzQOm5\nFWWbFzAPdVZWFtLT0zFr1ix89dVXuOmmm/Dcc88hPz8fbrcbVqtV8Xmz2QyvVxhgWu+bTMJm6vGw\npt/SYhEJDOpAZA5Lk4EtIE8r/7DEIjJudmL/RMRLj8os+dBwF4kMNXnVOapc3IRaTOFardSBjAt9\nNcY/UwCOVHBAWdYeYPOqaEbgx0nyYeQMcctME3Meaj7yYClvl/UZaHkqWIOJI6qYMcqUwkQAraSq\nuiwfsQb9VmecALH/XlLVPc00bOweIHV5aCYPq+ZBhdJjJysaxGhMxsvDqjW2KKp7ahFCrHKaqKSY\nwQie52OO0/BqrAWsdkE0CRwz860RT2HkDODAxUwEmM7/keqRnZ2N119/HV999RXat28PAJg6dSru\nvvtuzJkzBzabTTKeRfh8PtjtQtUnrff9fsFNJn4mVoTdUPSLstZpKRgKGJIbhDVF2EgNn24pGGrN\nhe4iXZC0dG1kDJo6mtnAltKq2gwyJC5OuiIsWkFuBoOQ15Y8fSRBYKaWO5b12YrGkskQ6Y5k0edX\nNw5iXZTDHgXlOsJa4EfrcC3mZo91AxXa9cNusileY8/tHHmwJGGoNYOmqCRw2odAX9APW8RV54dH\nld4OUGaNSIAjhlZl6cJUh4q4BVMTrIeUpFi0LFXG0FyIPdsL/dgSr43G+saeOSOKx052wDYYY7Fj\nNNZuIs91VNuA0XMrJy44jmMi25gN6v379yMYDKJt27bhRk0mZGRkICsrCw0bNkRhYaHimvz8fEnm\n0aBBg4g0egUFBQAQIQWJBlGPrUZh0TkAwIF9B+AwCktarlvoS05uDnb4tK87H6pcVeCDvOK+VRVV\nAIBtO7ZLA6g2fT1VkiX8/8RJGPOFH9oTFBbU4pLiqNedDwVFwvc9sP8AEk3CAnxOfO1QJirsJbVu\n83i5kKEl+3Q2dpSG+1VaLLS1e+8epJqTol4f7buUV5UDvPJ9cWCXlJbE9AzE4EF3lUtxvdvlhs/v\njfm5lvkqhD6XlEltnPMK3z83P++87UYfs8Jvk7kvEwkm4UCZU54DADh6/BhshbVf5Cr8wtgsLy1T\n3NcIA8oqymN+BiW+cgBAWXGp1EbROWHO7cs8gBL7uajXVnfPKmcVeD6o+Ey43f0oshXUuq/HysQx\nexo7SsIeMa/bCy/DOMgtFKRrRw4dRolV+O3ySoXXDh87Ai4v+iEo2j1PO88CAPJz87HDGzm/9uzd\ngzRLSq37erZQaPfwwcMotgrPUGTDi2OcXwDg9npgChoV1+cVC3K9Q4cPwZtdFfXaqGuBrxIAUFEa\nHp8UfS0uFZ7hvt17JeLjdKWw9p48dRI7SmtP4pxyCvOzIK9A8XtVlAnzY8funUgyJUS9Ptp3EdcT\n+fyqKBHa3Ll7J+rEMAYA4ExRNgDg+NHj8IR+G4/bAw/DPCj0CH0tLQr/NmIGinMlRTGvhwXnhHF6\n8MBB5JjPAADy3MJacDYvN6b+VvmdAIDKMuXaV1RYBADYn7kfhdbay02LvKUAlL9XVuUpAMCp06ew\nozx6X6tdD11VCEJpbxSWCM8l8/BBeLIra93XY6E9PEe1h1dWCG1t37lDkVO8pnB73LAaLIq+1tSO\nifbeiSphvBbk5mOHJ/yZc+dCdszBAyixFWpeWx2ksbU/EznmROl1A8+hvLIiprHFbFA3aNAAAHD4\n8GG0bt1aev348ePo1asXrrjiCvz2228YPXq09N6vv/6Krl27AgC6dOmCadOmKYzsrVu3IjExUdFe\ndejSpYvm6+v+7zegCujSsTMcFmGhPFWSDWR/i7T0uujSWfu688Fw9hvYObPivv+r2opTrhy079Ae\ndrM2H7Fjx46ofT11IB8oAjKuzUD7BsL39vq9wIm5SExOjHrd+fDzpu1AJdClU2ckWoRFPSuzAFtK\ndqH5Nc3RoUGbWrdZdKwSKACuadECXZqG+7V92yHsrziK1te1RqMk7cNQdc9gfv5KWDmf4n1/MACc\nmIPEpISYnoEv4AOOA3VS6iiuX1m+EWfdBejUuVNMHoWz5XlAFlA/vb7Ubl5FAXD6G6TWrVNtX6t7\nBuv+7zfp90qwCAegqlN+oOD/cGXTJujSovbPIL+yEDgF1Euvp7ivOWs+rHZrzGMruywXyAIa1msg\ntXF8fy5QugctWrZA2/qtNK+r7vsDgDHnG1gMFsVnju7Lxm+l+3DNtdegdXrLWve18GgFUAhc07yl\nYswuKVqL8vLKmJ/Btt8ygTKgQ7sOaJgkxH6UHHcC535B06uaoksz7XarewbmPAdwFmhyZRN0aRP+\nzO4dR7Gn/DBatW6FpqmNa9/XbQeBMqBju/ZoEOorz/PA8f8gITG2+QUA/Kl5SEpQrlE5h4qB4u24\nukVzdGncXvO66p5BbkWBML+uCI9Zsa+OREfMfV1e+jM4N4duXbuF+59jAvJ+QsMrG6JLq9q3y521\nAGeBq65sii6tw9f/8us+HKw8gevaXof0hLqa11b3DE6WnAFOA43qN5T2qj07jmFfxRFcG+MYAIAD\nu08BJcB1ra/DNXWbARCeS0FRcczP9WTJGeAM0LB+A6mvwtr9JRKSqv+9qnsGG7bsBCqATh07IdWW\nDAA4XZoDZC/HFelXxNTfc85i4BTw/+y9eZRlVXk2/pzh3ltVPQ/0RDdNNzMIDbSw8hEjWeRzRSX+\nEDVGBIzGFWOLBn7L6KdfRKLxpxhRVEBRcQAEYozMiLaiDCrN0DTQQM9Nj1Xd1V3zdIcz/P7YZw9n\n2Lfq7nffxPTirOXCqq67a9c+5+z9vM/7vM971LyjUp9/5fldWD/0Mk486SSxLq1cuwf3AXuAxQsW\ni3Hdngpw4NdYtGRx6tlQr8n2Q3ffT9Hpp/fDni2DQN8zOHblsVi99MyW58rP8BOOOz61Hz4y8Qx2\nju/F6atOF3ihlcvdcxe6OtL3ux42JsUxzdYg3l8CeoDly5Zj9cn2zoQn/rABGAHOXHUm5nTK4LRj\n709QKpeazlV3kTXUZ5xxBlatWoVPfepTWL9+PXbu3InPfvaz6OnpweWXX47LLrsMzz77LG644Qbs\n3LkT3/jGN7Bx40a8733vAwCcddZZWLVqFa666iq88soreOyxx3DdddfhAx/4AHyfhvd5KjftFkAv\nxioqwrGl5ymyjLMvTaB1iGvWehwguHzEYa4Qi2uoA2Nv62LHBGspactFie3obKntNOXQ2nk3bThA\nSnE28h7MQkpiTy8H0IsS2/Ec6IsS7bhRqO+t4zhwLejIi7SYgHlDJi5LUJ8t7nRA2rubFE3Z3AuA\ndPrc5JJroDaPYpIP7tRhchUX63vETqT5uVL1qEDzc9G6awS5KFG/H9rWUJNrFNpkLBDGUb72w6Hh\nmGZ9LwDCc9CkVsX0GSADatd1cfPNN2PVqlX4+Mc/jve85z3Yt28f7rzzTixevBgnnngibrzxRqxd\nuxYXX3wxHn30Udx8881YuXKlGOOmm27C/Pnzcemll+Kf//mf8e53vxtXXHEFdWpSI6MwkDYOfGYK\nnz3wbRVNKfpGG5ZxbdCghcmmmzvwiQ94FEdC08kvx3HgOS4ii7o2QNFj2nQhIFq7qeMWFpGS9cMF\nFd0kz9F84ZgN79liDTU1CCzelP3EJsrUhqyZxpNelJh+F6ga4ma1D6ZBhbBkbKLFNLnkvpXfZ8n6\nfNtAStPZkuqhX1T8Xbb0fmXHtRUE+gV6VFoAlG9q0u4iN7I1Z2pd6U4nzTTU1EJaPSlm9syGUZjC\nW0BSrwOHEFgWF/3K+2U+VwA5ia7rusbvLFnyAQCzZ8/G5z//ee2/n3/++Tj//PO1/z5v3jzccMMN\nNqaSuvjBpII0jwikgOYMNb2pSZ6RoQJqB05K1kAtHBPrmnlxyEUCcZR7GQHAJRz4+oIh2ho07QhF\nrGp3HTf1zLbD3YGNS2T7moFJy++XLZcPHfCL4igXILYyblFQQfWh1jPURNCTPZgc15iZLLJkBOh7\nga5ZCvWZZdkPuwVeOoKB6qHftFU8qdCviWd0FKJc+KnmVzNrMxuNXVJ7TJuK3MhZlcL7ZSfLnH9n\naXPVZlWIOKaIoebjUt8D2/erqCgRYM/XhGFGwYpt3h/rFcWRSGnyy1cOUNNL5/IB2E9r2PCF9DNt\ngamHXSSkNHYBdRQVgxrfIbyMuvReG2yHpBWdXTApMhUWW07zr2nBWl5GQQW+cRxPkpa3axNFl2o1\nS/Patc3ziI4c7fDi1rfdtm9pxcalN+LJOf7YCoB0MkCL98uW7SvwX+PFTe0WyZuaFJFiVCmN7axK\ns4yd6RrEcYywmfuV8ftVnFUhSz4KGGrA0h5j2UaU77NFQYXp339EA+ogymtyXeImV9TBC6A/iFpp\nguMap1/4uLYPOwGoneKUtHHEGIeFBYKUFMzkpvD2UpxUIAU0D9YiaoqzYFwrtnmpA4RmyRjGEWLE\nhWw6YCNgzbOzACWzZB/0SMYzkzptV2BFCFh1TDKVQWvmk0vtcKpjuswlOu1hqHX2dgC1TqNA90+U\nq+m8uEtuyXpbe1vZYL2EgLgGRXI9y5k1WwGrTYIhSvbuIoaagmMk8LUtK2PzyWXaHXO8cUQDasZ4\n5hcLaA/bB1hgugoecCqLmB2TejCH4kG0WyQQFmioASJDrWGP6BtdXtvnJkU4NrpwqpdLLOoo6uYH\ncLaPkIoUjEy+IM+2p68nggqaNEHHIpoXYzFJlbrPUJlJ7VzF+2Wuyc3Olf8e213MrDFohRpq82e2\niEGj+ntHGs27RyQYiiQfokbBurczLajQZlipDbQK2trTJR/tkRBIrW9RV0daR0NtUxNjuYMmCCS8\ntzqpGh+XmgGyLjGNQniZ7D0f9zWGuuAK4zAH0GTnvTZpjwwfGn6gZwXydBcCPeNJceNgc7Ms+dBo\nqCnNN4qcXgBFO2vRPcRGEU6hXo6Y6m9WkGfHkUTRYlLbbmuYSb6ZUvT5QJ71tcF25SRVRGZSn4rk\nz4H5AcIb+qTHJaRjmzDJ/HeaXPrug0SGumCPoTYNCrVMF1VCoM9+0HTJeQ21PUlVOgCyIfnInl8u\n0U2qWcYOMC/0K6wpITL/kznImO+HmsJnQmZJd9YCNHmhblwyjonCwp4hlP3wyAbUBQtGlXw0tMwJ\nvSCPzS//gFPbAtvW5HJglz1AqBG+TkNNaQ9d5PQCWNA3aiqP6UU4eUaGykxGuqAiKfAydrgoWAOy\nI4kuvUcFk7pN2YJUS88e0YK17FzJmaVYc4AQihInyyjYl3wQGeo4zK8rMWDVBu1/pBrqoqwKtauh\nXudqfz+UoM8uwWBLplRYU2Ls0NQeyUc0KUPd+nx1Zy0fl+IkVDQuWQZYsBfw32O6Hx7ZgDqOBIDm\nl2Co21UdS40YLaZj+Xx04N8cpGrYvjZJPihroAeTdirwbVvRRVFUkKWww3gWuUbEiAnMdx78Uhm0\naNJny7T2YZLAivAc6HTZ9CDQruQjivTvF6Wqn41RnAm0X6RN11Dr1tX8wNc8W21w+aBmgAAZBKqZ\nCls1CkW6ZFPgC7Bn3XbPB/7+2D7DhXtKGzTUetmmOZgE8gQeZW2bMtQEYnAyyQfF5UPnSBIjNgLV\nRzyg1hb2mGomdcWDXENNYGeB4oiR5vLR0G9IxIgxp6G2EFQUFSWyTZkWAGXHJW9ImqKOEplBy4Me\na3o5ja+xOTub11CTHRMm2+iJLGIuwLYg+dDph82Lc5sHgRSW3raLzmRaTJtgErDBUBe8X0IGaLmm\nhJypaFLkRrGlDPNZS7JUq0nBq6m8EiiWbVKbEfH3J3u/6IV+eg218bpqMnZyrubBNVDE+ppLVCZj\nqG1LPsiyF43kg5JpP6IBdVQQgYiX0XpRIk1DLQ78jL6RKvkImhwgtjXUlA0pjmPEcVz8MhLWQMce\ntQNM8q8pmkHWLdIu86+X6FD1ffkDhG4Z19wxgSz5yK4BtcCpAJyQMzUahtolMtRFzxZAzQDp2FlL\nkqqC7Bqlo1/UjPFsE0vfDg011eVD68VNdD3K650ZQ20qK9MFgaSsii4LZqsoUVkDW7VVtueqs+ak\ngEndmPx7tjNANvozFM3VJezfRzSgDnQHCKHznq54kG5Fx5m5/GZPAdRRQRRGZU50L7krQE/r4+q8\nrfn3bBclusQDX1ovpQ98CpsOFOvIqc407WoUUnSAUKvadSwH1emEv+/atCFBh6fXD9NsorQAam9D\nowAAIABJREFUjfDetkvykd23bBUlar1nDeYbRczWq8gmC6DUlExWp0Fbg8LGLiTJh/1Ov0WOP+xr\n6jNbfIaTsio6n3eqm1IB2eY4DkquT/akz5Nidmq29LIyCkPdniyYtmbLtoaakLU8ogG1rsiNR80m\nl654kPqA64T3VMlHsY6crnUG8ocoBVBLhr6oSMB+StpWeq+InaQEQM0lH3YBGlU3WVg0RWxkIPRy\nuTWwVDhmG0wVHPh07axGQ02WfOT1w0DC+hLlDra16fw+28wE6txTXOJc22Uj2g4XHUDXm4BYTKyR\nwPE1MXbVakNdjR6g2ZG95GRKBOtAPRliqyixeJ81knw00VDT7pcmALKgoS6UfBAcwI5oQK1tg0mQ\nfEzmGmGu59FHYaGhE0Mcx4VWdLYAWl6XzOQqkcFcdQwiYCld5GbnasePvIhNJhXhFEo+qEVuGlsv\nYjqyqEECtQJfACnLBXnaQJgKpooCVmoGSIBJ25KPKCcpY+O6xkU4Wg9mYqGfrhCJYnGnC9qtyYm0\nzxZN9lJY5EbUUNvu9DuZ04nx/l1QRMrHNc+q6AgG2j5b13RgpBSqT/5smbOzQIGrGEXyMZmG2lD6\noydD6BrqQskHDypeY6jTl7YNJkXyofVEpBZjRawxSNYjltAqXdsinAjQOGC2KfnQvTQAe8l5cGA6\nrjbN24ZKcQqQiuN8p6m2FbkR7hfACl6B9IHfvuJBWhGpzABpDnwCkGgXQ60LWG3bUvoE0KN7v9rl\ndU/aY7RyIlqhutZBhlj4LAvg5T2zYptXYKVK7cA42RoYZ0A0pBhFQjDZXmBcqM4DoFy3SHMv7kkb\nsBAClcJxCUG7LH4v2mPMCazJ9N7mtnlRocSUUldzZAPqggphgCr50DEn1BSMvmDIdFwtI2NhrkCT\ng8lE36hhENVxTTblSV0IqNrRggOEqs/XNYgwLsTSaDzpnuwFRTjWLOM0a0CQZhSNS/dOL8goWEhF\nqnPLjmsueyneD2m6yebZD+vuIYTMki6wdByHlrWcdJ81DVj1jUJo3s76okSqG4XW+cngXdBlWAF2\nTlA7/eo11MS6moKaCtsZVmox9aQZBSO80YShFmvb+vOldySh7jH6xi6A2R5zhAPqJo1CqC+jZZNx\nzlBnL8qGNDlzYpdFlOwRJa1TkIIhFTs2T0mTWakCPSa5gDIHfGlMl17jSXQhKLCQtKWd1Up0yJIP\n+/UE9sfUFU3R10CXPmfjmgTCOr03UfKhKyYmaOmbpaRdisZT2zmW9t4WaqiJjULiOGbe6Zlias6C\nk90oNMDPTE6kL1S3UpTYtqxK/r2lMPRAG0ixNqyBTusMyH2XlGXWZW4tSz4o5+IRC6jjOG66YLYl\nHxTQB/CD2W76oW0Pog74UYCvAH3FGk/TcSf1iLVeJe0K6UbrY2pSW5b0w75G+kNv7CLnS06bCrmD\nRvJBtg7Mt91Wf28r12Q1CsZ7gYZBc8ksfTHbRwraNaCHyqDpyQBz9kg6JuhIFssFXha6cALpgJXa\nKES/F9jZY3RkAE1OVBwEtqtRiLFsU1tMbO78pM/YEUkxTWaJJtssDiytjauTExnijRh5eSVAwwZH\nNKAGmrAR1gvyaOAk0rBHLkl7NEkFPlF/1ZaXsZChNi92bJe7w+SslHlQkfMfJuuHi0EquQU9B9TK\nuLY8s9sho+Ae9OrVDqtHMpOsLXymP7PFkg+CpEonfXJpaxBMts+asOkay1PAEotoufahSFJFlWZE\n2oCVWvtQHKxIhtpehhWgySgmaxRivQU9iU1vT1FiGIWFNVs2yCudKoCNa2JYoDkXCeeXbJjzmuRj\nSlezaMlzzLss6R4aOjjRaMVIUdgkLI9l0GMDnDTVUNuUfFAZT60Xt/kBovMc5Rsf+ZnNjkvW5OaB\nhD2LP42MgjDX5sEaBUzaDYCCJqljwNyNIopjzWFnDvzaVzTFmVTdGrR+MOucDQDOIhKfWe0+Swys\nlDXwyZ1IdaCP+GxpghWX8BzoAhX+e2zLHaScyLAJTZNA2HYPARs1QLbxRrPGLpRAOOvQxMlSkowk\ns67b9g7guS29yfdek3zkrmYm4xQNtZaVIvvktpE9smzrNZkTwx+ThnrytsDEokSLa9vM6cRzbGiz\nLWtyCw4QW+4p2k6JhA55zQ8Qc6vHosCSEgAVMf9sXGpaPrSejm130VSuToMQrDRnqAkATRtU2Mks\nqfPl/59iFQboiQDKswUU2LBZaRSiCYAs24hSiurZ5+wz1FpXMXJjF41lHKXoN/MevNo9hL6hiWRc\nSpZZPgfrXurBuz71IF7YdkhxPTIH1L7rI45jfOEHT+Oa7z6JkfE6SQZ45ALqJtGtS9E0tUnyoWfQ\nKBHjJHIHy3pUl8By6Bjf9Lj2dF309N5k2jbKGmiCQOuaQRorVXSAcFmF9aJEamGmzvHHwvtlm0GT\nTKoOoJllgOI43yUQIB52moCVvB9Oml2jaKiLZIDmGurJmn0Zy16Sz6lpedd14YCQrdIWkVoCk7qC\nagIhVAyoGSlG8TXO+7y36Zltg8SU7tTVTobaxdBoDVd+7VH80zefYN+j2P8q5+IDT+xEPYiwdt1u\n0lxFHwnXw+BoDf3DVQDA/t5R8VyYnItHPKDW+1DTxPxaBo0g+bBdkKeVfFAZaq0elZI+L9440uMa\nsIiTaHLNW1nrngMv9e+tXM0OfCsp6ZyUhPYcNGu5bP0AscB4/lcFrACtTkNf5EbQD4uakmKCATCU\nfLRB/qXOJS+tI+wxbcpaaoNrKkOdWDLmdK4UCYFW908D/7r9kNQoZAoSAiNArdORE7JVQDO5GqFQ\nXbMXUIkL1Z3omVcO4Gt3rke1Hljyefewc/8Q4hg4PDiBIJQOZpQ9xk2AOgCM1wIS5lJldcNjdfH9\nQwMT4rkwwQb+5D/yP/NqZuHSDskH3dYrRNkp5b7fDgaNnJaPiy3+SOlzoYvKj+vwcWESiU62eVJl\nLzomlQLQ7DLUevBPlXzox6X7UNuVKWkdLtoQsAKAb4Glzwes5msgbR6bBKwWOyXayNgVjUtxUNGl\n5AH2vJl2H9Q+szaCQMvZD/37Rc8AAcX1H+z30pjJ7KU+X26LvOCkTYMIa+sgTzSpmaUiudFkY7Ix\niovnKJ1I+b518z0b0ds/jv91+mJMX2CHoR4cqonvD47UiFkwuc9O1Nn/H5tokPpTqKTFiAKoh8Zq\n8DvMg8AjmKHWH3YkyYfW4YImIYjiYts8Ww+ietFdPtqQLmrmEWuDodZsnhQNGtAuyYflZ1YH/omF\nSHw+ue6eFIZa23TBPFBhnwsnCQLtSj5IDLUGUFNAD5+L03QN7Ek+HMI7C0ylst++Jte8+YZG8mHB\n11jnG05nqO06XOi6D9IY6uJ1BaiZW11WhfbM6gIgmbWkZIAsB1aKhrq3fxwAcKBv3JrLx+CIBNT9\nw1WiD7UMAsfGGfgdGq3RZCTKHjsyLgH16ESDlK05YgF1s+jWRitrXSrStgsBpQK/mRsHRYens/ij\nFI7pii8AW0C9eKOnVrXbZKWaST58xyPYek2WkjYHv0UpaRJDPYnu35g90gas7ZF80FwIkmxNwboC\nNDnRf1WNguM4cBzH3OO8DYynjvUGuAyQWkirC67N3y9doXq7utyaFzvq1oC+H9p/ZnWZW2JdTVTc\n7ZjidKLLALHv0ez4PMdFGMq/9fDghB1JlZsG1KPjDYmPjORqci7jNZZFGhmvkzCXCqiHxxri+2MT\nDRJxccQC6mYWSTRpgqbIzTWPQtnndKwv3YO5sJEB8WVstq6kpgu2G7toGWpqlfQkrJSFKmn1cl2X\nbEGmY/soOlfbqUithIAq+Yh1LYzND5Bmkg9KkZtW8kFYg6mmz1set2mtikeoKWFrl02RUyQ6zTTU\nNF2yTu9t4f3SsOnkxkk6lyrLLh+UbGjzZ9aOa0R6TKrspXlzNqNAWHEk6RuawFXXP4pHn9uXfM8h\nZYA8x8PIuASTI+N1JaigOXWpuuSxaoOEucKIMf+1RgT+8YkaTe+tkhbDY1nwbz7uEQuoJzPxZz9j\nkjbU6Rvpm6d1Bm0y2yHLG3077O2o406WijRPcTaXfLSj1a71w85CIZIuFUll+2y3SdfNlbTRNwlY\nGUNtWfJhqbAne7XvvXXa1izFtk8uxZYyiiOmnc0F7XTZi3auRH1+LlChygD5GmgZagqT3CbJB/+b\nQ/4MEyUfUViIN2x0i/RcD0+/fAA79g3hB/e/lMzXJeMNVe4wNiFBqhmTzM8ZBxN1WY8wXqWBVI43\nxqsS/AdhDE6uG7mKKXvsRE3OdXSiDgpLf8QC6uYWSQQWUatBo2o8NYV+BH/rZgDNdRxSgZdtPWoz\npotSNKXXvJunjtXP2exq2NTphMBQ6ztmUjXUmkwFqYtZ84Ih210C2xuwmq1BjBgOnAIpDd1Bxn4W\nrFmxI+HAF+9tsTWn7QwQtdmX7WcLYACsWENNd/nQyR2sy1Mo+2HTuhrztQ2Ud+HJjd1456cexPNb\ney2RYmwdt+8bxEs7DqfmTzm/PMdF9+ExAMBAIqegvl9ZJjkNJimOJB6qCkgdm6A5cnAyZLyaLhqu\n1kLzuSpnYq0hn81qXdbaRFHr4x65gHoSiyTAVJesSRcRG7u0xxeyOetLS0XaTcNNTUNNeHF0nr5E\nyYcO9BgxMs1SnHCMbJeAPCMjxrTQyc22friZTRRJ56rR/bdP7kBzZck+V4AarP3PkHzQ9pioaat4\nihZTp0c1tjZrQ8YO0J8JpFbWWn9v6n6okadY8A33XA9RFOPr//4c7n98BwBbRYke7nt8J8Ioxi/X\n7aZ3jk0Y6jiO8S/fexKf/tbvE02uHetAVZcM0N8vz3UxminIo6xrDPbuOI6Dal3+rXSGmgVrKpMM\nALU6y4pQixJrylxrKqB+jaGWV/MCFBuaJl31udnNjRE371xEjG6LxjWXO8RNmX8a+G9Tei/HzlKd\nToo9YikdM5sVoFDul2Rk7DtntE2Pats5o50BaxtcPoreg/95kg/CHqNJn5O8ZzXZKoD43k4qJyK8\nX7r6F8vvFyVYA9JrMDhSw4vbDyW/xxyoqwTDrp5hPPLMXnzvPi53oGdVVMkDYybNU/1sXAb8+oer\nGBpl4+4/NEoqzFQD1tEJKXmo1hnrS3IkcbwUSFWt6CgmCK7joqpKPoh65yLJByDvmZElo7IfpgB1\n4zVAXXjpdIjse4SWlRqgTkppCIF8m2QUGqBuu1jGhqWVfWuzyfTDFLmD/hA1KXacLKigFnjpm28Q\nWF/LPrk6zTv7HsU9RCf5sG9LCRAzCnHcvDj3j9DlQ7fPUg784mJqesCa7ZAHKNkaAoMGAJt39eMT\n33wc+w+N0gG1JgNkx+c9Pa4snKPLv/7t9mfxz9/+A3buH1KkJDSHi329I+L749UGcVxFmlDka0xk\nqDmYBoDegXErhequ46XY5OGxOlyHUPicPFuq3KFWD5VMu3mW2XXclOSj3gitBKxc8lH22VgT1QCu\na1b4XAT+fc9Bjdjc5ogF1Pwwc5A/mDiraHLgaSUflGK0NmnFmgM0eoVw0ZgAUfLRpjVoDzvbJPtB\n0gzaDoA0usk2yZRoPtTNA6sINEamaEygHTUKlAxQG2oU2uSY0FRG4dD8/psG7Qb7bLbJk7r/UyQP\n6l5w2883YfPuAdz3+A56kZs2qLDnQz00WmMt6andc5U12Jhoh7ftHSR5cavnlwpS+4aqVrIqalOP\nwaQDH5OV0RhqPhbAgC/12QLY+6Uy1NyNwkiaEcfi2bLJzqrOGRO1EL7Hnn9VRmHqAOa6rgh+Zs/s\nACCdPmhsuiPWYOa0SjJX8/f2iAXUzRlq+ylOiodl09Rxuxg0IkCz3iZ9ChkFowNfa+LfPjAJ2M1+\nAMQASNk80mOagxNAz/pa8aEu7Jhp7mvMHBOayChIB77G4aJNgDo2CCraLfng63igb0wU89A1ns2Y\nZFr6vFoLsObLv8H3uWMC0d6N7/97Eya1Skxzs7kUd9ajFlCyMTxs3zeIy//lF/j3tVvIBANfg0Dx\nNR4YqRKLEuVc1eI51YOYIvkAHCF54MCaATSaTGloNG3DRllblWQZUwA1A5NmZ4L6HqgMdSOIgJh+\nhjtgrO+s6RUAdKDOPbMbAZvrjC7WUboehIQ1kHsUmx8wvav0muRDd+maI7DvJQtGOJjyLgQUGUkT\nbZ+FbkDtkHy0T57yXyP5sHHYFbJHFjTvRWvrOC5iAutbVOBFbefNK8WzF6XAq5nkw/SZ5TUKzZ/Z\nP56AVQXUoxMNPLFhP4IwUroPEt6vZNzv3rsR19/1nJgrdVzX8fDCtkP4+y/+Gv/xyNbkexTJh17u\nwH4vLSW9de8A9h8axb2P8SI3GkDj+4vvsf/2D9NYVIA9X8XOGZSuqZLxfHbTQcQxcKcKqA2BepCs\nwcBwtuU05X7JuQ6pXsFEeQbfD+sN+dmJWsCYesJ7GyQMtQqoU0WJRJY+q6E2nauapeDsbFeHz/6G\ngP2bme1ruihx1jQ7gJoHaxz8T+tggLrRYN+nSz5CVMoeOsrea0WJuktES4XgxH4zB0pBXtOW0wSd\na3N9o2us8Yw1RYk2dORFEp12SD7o6Vhd0wXz+8X/vmKNJ02P2rSzpWUNNaUDY7PCMdNntu0OF4VF\nieYFQ6qG+ie/2oJ/+/GzeOSZPVbAP9c3PvDETvzm2b0YGq0R3y8Jep7feiiZMwfUdFsvALj3se34\nf7/+GEbH68T3KyFZXAf7e0fF96lNIlTL07EJxnRSQR8bV9/YxbjTr/Ic9A9XU2OyuZo703hO2tc4\nDahpksWUvRux+UZRQV4YxWgEEblWxXc8TFRVX2Oaywffu+LYYQxyclVroTnBoGAYDlJnTisDAIKA\nvSOU/TCOgCiKxZh1BVAbSbWSYK2RBEDTE4aaAXUzr/usy0el5KNS8lEPIgCv+VDnLp4WbcZQm1kk\nFad5bbTBtO4R2wyoG9rNsLlEcAseHYqOXGjem6yBSaq7vZIPy8VNkzgmxIiNAWXxs0W0zYv1tl5s\nXJMDpEnhmOEzK9/Z9gRrWvBver8UgPbLdbsBANv3DcElbPRqBmivUuDV0zem7DE0MoAzc0Eo14Xq\nmAAA37//ZWzfO4iNO/pIB7Oakh5WgJ8aVJjcL85sVusBJhJv3NHxBrFWh2V4OBjrG5rA4cEJADSX\nKjVoH1Z0yXw/p8i/siCVbJemyB3GVf3wRN0C4+nmfI0nagHJoShIfKhVy7jRibqyH5oHrGFmK63W\ngyRop+1bfK6cTW5YANSNBhujs8NH2XfJrG8Usc/Xk4BCMNRBaIWhrtUDVMoeKmXe6If/zGsaanE1\n1eQSDiZdI4P2aajbxKARDrs4jot9cq2kju2OG2hYesoBCqQPfPWyUoBiW/c/icMFRTPYXEf+x+F0\nImU/bF6HBiaweXd/6vfQDnw2Rr0RKvphAkhV5Cl8Ux8eq5EAmkoEqAVeA8O0tLy6dx0aYICPyx5o\nbF8kPH351Tswbm2PGc20XKacCXEcw4WT0rhSGWo1qxLHMT590+/xD9c+giCUtQAmzZPUwkxVRsHB\nCqXY0XO9lLUZmfkX/vluxtc4sCLRydqw8fkay8riGL7rpSzjqvWQpiNP5sJBnpscj1VRkEcHkwAw\ngzPUDQ6ozQJLQAbUlZKHcsljLh+UdwFxSkM9vYvNtdaIYFqUqHa8rjXCDKA2DyqOWEDNb651hnoy\nxpOgk7Lfzrs9llbRpHpUg0OJm8JblnzE4sBPz5ci+wEml3yQiqYsB1ZayQcxzcsZmdy4BIZa14gH\nYM8sTZfN1vDr//4cPvHNJxJrMxtdAj2MjNfx/s+vxTd+siGZKw348eeTH6AjY4zxNG1koIJ/1X6L\nFXhZkHw4LkYTgBKEEUvzEv3IXdfFmMIi9g1VSbp/eSakpQkjRAkBv1+1TDMLnlCjNaRycXiwip6+\nMdQbIXoOj1ljqNXAarwakIodeXCtMtRVomOCfLa8vL2bZckHQATUCkCrZhqFUBhqPm6YMMczk0K/\nibq55EN9D/i6zprOQCpnqCnnF/8zS76LStmz4h6iat6nd0qGmlqYKSUfHiqlLEP9GqAWl5rey14U\nMJVlu/hFKpZpU8OB5q4R7WCoKfZbzby4zccVm0cGqLdP8sEDK/NgrbgokZA+jopdWWia9yQlbTmw\namYh6Zhunsq6xnGMF7czW6+d+4esMGiu4+LlnX0YGa/jN8/uZXMF5V1ImJcoFhICDgDJQYXrYWRc\ntd+ip88BBnpU7Sj39aVqqNOOCXVQdP9qofqozTVICAYVoMUx6+RmOqZa/zIwIrXOvQPjghwwYahV\nkiXVJW+8kTQjovlQpyQfRIZafWZrCutba4TkmiXXcYTkoyNhJnlQQQmA/KwVXT0g6f75PQ6TP39W\nwiTzosQ4bl1WJuvL0pZxgMxUUO5XFLK9r+S7gqGmkmJM8sEZakVDbfjMSnzooB5EqJQ9lPz02f0a\noFauKbl8tMGGjWrnlL1saAZt+xqzA78IoJlvclJD3R4pSVabbcflQ3+/zKzNiuVE6rima9Aso2D2\nbLG/T8ckqz/TyqVKProPj+Jj1/0Wz246KL5H1cupuslDliQEnuMKuQNAt0zj9ysrIQDYc0zVkatu\nAapPLk2ulgZTFFsvPq6XcUxQZRQmz2wM+RyMZFouU/XO2XbLAE2PKjIKmZbTQ6M1UhMWdY9RpQmj\nEw34jkfyYFabbwBJ4w0rAWt6bas1Kfkw1SWrc52T+BoL5wyjro4yUJmoS6DO2Fl2v0yaffG5BIkM\ngVvRTShr0DKgVurLskWJDYLkg39GMtSM9aV6O0eJpIoXJaouH1TbPP7RcslDyeOAmv/Ma4BaXGoU\nlr1sMNRZkOpQHhi0B0xO2iSDmC7Kfo/P3ygdC7l5xnGMq65/FNd898nU76JISfIezESXD41+2LFQ\nOGabpVclOrVGiOe29CKKYlL6vF3NiNQ1+PXTe7CrZxg/fPBl8T0Tq0v1/VLdAni3MdO5qqBH1aMe\nHpogpzgZi6oyiJKhNlmDWFlXddxxKuhRJB9F7YYpAWvWf5jazU619UpZkNWoDFosUsfqVW9E5hId\nhQwZGEn7GnN21oyhluOqIJVakFck+aBqqNW9oFoPhf8wVULAM6yc8ZzZxd0ozAGaKv+q1UM4DtMl\nU1ua87lw940ZqbmarYFKMtXqIcq+i3IpyXoE/Gdaf7b4HsM1yCXfZYC6EZKsA3UMdd1CUWIcJ2y6\n58LnDPVrRYn5SwIp2wVeek2uaXTbLnZ2Mj0qRULBgeNDv38V7/vcL7H34AjTeBo2tFAPu329o9ix\nbwjPbem1tinbZ6iLPZhtMZ4A8PzWXvQNTVgZlz9bP3zgZVzz3Sfxuxf2S2aS4o9a8GxRAlY1YONg\nqvvQmBiXPmaG8SS02k3Zeo0WAz+Ky0fadzZEGEbGDLVqS1nkZ8t/b8vjRjJ1Wi0AUzTJR7qF8ch4\nnRYEZnST/GLthmmyMheOYCb5Va0Tmm8omdDsM+sTNNR83aLIgTotpvU101Crnfc4oO6sJE1eYsJe\noJzhtXooZAlk1wgO0DjjmWhyWfGcGUBTHUmq9QAdhb7GJmQAmwvPdggwSSj0U+vLeEFeyU+CNEJB\nHv/7wkgC6lLJTcakBRWOI20D5f2KjDGXANTJdHzfVSQf6Z9p5TpiAbVa0Z292mHDxr9H2ugLrejo\nbYF1shdTvSAgQdNdazdjcKSGP7zYTRtX0TT1DoyL77O0PD3C13UJNHkGgLTkY/3mg/jJr7YIpkr9\nva3NVYL/3T3DuPo7T+Jzt6xLzZfCoAEsAAKAV7uHFZkS5QBhYwwMV0V6ngomAfZ8HUpswvhGR5Z8\nwCnouEaRakmLP5WhHiOyvvzAn8jYenHfVcq6ZsFktR7CdelZlUYQQy0bmKhxPSpBVuYWsKhiL6Bo\nqF3UG5k1sBCwcp0vT59zJtVkzEBhPFXWVw0CKRpqXuTGr1ojMG4Vz59H1YqOSxOkY4L5MxvHrNCV\nF86RATU4QEsYTwVQG7tGKORVtRaiUvZRKfsWni22bhxM8rkGQWS8f6t4gxfkCblDQL9fvKiv5Lti\nXNMC3TiOESOGo7yzXPLBGGozzXuOofZdEVS8BqgLriJpAr9spaFy47pm0W1zRxJ6q93iuVL1qGyu\nvFJ8UAFTpl6u/PNq9XnfkNJxzKDQT2XUd/UM4yP/9hs8v7WX7PKhejt/9Y7n8ONfbMar3cPEbnby\nOdi+bxAAA77se8kaGKX741xR5sBIVRzMlO6enushjGL80zcfx0e/8ltEUUw+7AC2Blw7Wm+EIiig\nPFtZycfIGNUnV5VRSNaXMdQ0kKpW4POrWg8TL26DNVACYXXctN7bfFy16xwg9bOUoqmsdlZ1TCAF\nrHBEu2GAMclUyZ7q7iBaLltqvpHyNR6vExnqMPks+3t9j/2XBVZmhJCqy+agh0sTKBZkWbnDtM4S\nPNcRgaX6M61cfC8RDLWQEBAkH6n7xRjqSlKQR5EBchlFI9leuGUca7tNZ6gbQYSSLwvygjA2likV\nAWouozDNVKiSTRFUdNEDoKyGuuS9xlA3vbKd96IozgFXI6anqZTEMWSo+WHXjKGmADQ27ss7+wSL\nyNel1TXQBSo85e3CjEFTX5xcWp7KHoFJUe59bDv2HhzBrT/fJP4GU+upGEyDHIaRKHDac3CEzCQD\nzJlG7WJWb4TkttNZOVH/UFWAbIqvsee46Dk8it6BCQyO1nB4kKofliw9Z2jDKGZaX9ONXnln07KE\nBulgTms8dQ0tDItwMjZsgFrZTwuE7bKz7O+rJm4k3IOaItVKpaSz7g6clSNI64SEIAG+thhq/mzN\nnp5uuUyTFnqpZ5YDX8CwyC0Zl4PUrIyCVvCq6Fw5k8r1qISieg7KO8o+KmWPLlOKI1bkpmGoqfLK\naj1ER9kX7iEUgKZjqOuBHQ11EEbwfUeAyUYSVBgVqif7rNRQq84ZvL6qtWdWJZnqjRBPpn30AAAg\nAElEQVS+5wp7O4rmvZnk47XGLgWXetgFYYSPXvcbfPFHTwOQVnqUiLFI72yqv4ozMoqHn9yF79z9\noj0JARzs3D+ET930O/zrD54CYM7Sx8qYKtPFGWrHcYTuq7W5yqBCZaipgDqOZRtnziLyA8qcPeJg\n0kPfkAS+gyNVWrCmgB513P7hKu0AKbD1UovRjACasgZq0dShwQkyewSwNRiv5ZtE0EB6xi3AEpjM\nMqn04rk0Q91ZYQcIK3ai1T5wMFnyXXR1+FbACZsb++/sGXSQKvetAk9fCxrqKI4RRrGwIFMlBCYS\nMNkpMe3pS9FQq4yn+t6mWXrzxi4c6Mq5Eth0BaBx1tcGQy0bhXBAXaRLNpfA1bMgleCdrtocCl9j\nC533+N6c1Xs3KEWJCnkVhBFKnpcB1LTnIKWh9rJBRasEnhKsNSKUSyqgDo1VAWIvSD6qMtSvNXYp\nuFR2dl/vKPYeHMW6lw6ICEz9GdNxe/vHce1tz2DPAZ6Wp/aVZ+zut/7zBTz4+1exg+iTq4KTV17t\nAwBs2T0g5m8yrqqhVt0CeCrdMdR4qtIM1dLKBjjhzP9Y0niCb6TmFd3y86pH7NAozTUiLpA7AFkJ\ngRlQdxwnZ0FGSXOLDpSuiwGFTR8YoYF/6RuetrhjrC/t2crKKKiAWrVhS2t9LRz4SsA6I8siUgLW\nZNxKiYET8hok4wpALRpEmKfl41SgInXJYRQLRomyz0YCTHLwr2qzzYN2/gwIhjpZW5OANct48osq\nd9CtQa0emGcXlfeLs75cRhFY0OTyMVjzDRu65ChpFJLMtZPLKAhgksu/kIDUkouy0ORyeQGBoU4A\ndWfFh+85ieTD7DkQhcSJjML3HTHXRmgBUKckHwnxaCj5UPetehCi7HvwPBeukwb/prKylIba49mv\n9M+0ch3BgFo+NPt6R8T3Dw9OCIBFLXC674kd+P0L3fjJr7ay7xk+iDr98MG+cVJjF/XAVyUEYWge\nVKhshKpH5SyK6aasBhVqMRZrukDVN3K9NwOUEwmwNr9fcl1V0Mds2OjBmuOk2+KOVW2w9GnQlxrT\nBKApVe0DOfBPf7+CMBZpToA9X6YOF2pznzTjSWVnFV1yRppAleioxYNqMwfj5jbKe1ur81a7Ptnh\ngo/LJR8zM3IH9WdM5wpI4NegMJ5Ia3I5i0oBaKJoCmnwz8c1vV9ZTS4AlH2XnFHg4/I1mGVB8qGe\niSwND3RVfPb7ODtrsMeI+5WMUSl7KJVcNILI2OGCzSVOwH/CUHfRJR/yHnNtumQ844j+fnF/6HKJ\nFc81GpFxcxtB3CCRfCiWcY0gMmbphctHoDDUxEK/FEMdsEAFYOsbhObPQU7y4RVJPl4D1OIqst8C\ngMGRmkzLG6b3AHaI7koKxvYfHhXfM/LJVaIw2362fF7qGlBkFCp7pBZicUDtOGZewapFkgp6xmuy\nYCg22ZTjWARQgyNsDcYmGgJkku6X46QAteoaYTJXVaKTlhCo8gyzTdnN2JqNERlqtQvnyFim45oF\nlr6WKXJjEhUqmJTAt6PsJUyyLQ11KDZkamewKGaHWrbpQpXAeGatssoJQ01m05P7Vc2Af8qBXySl\n4dKEULRGNmcRhYSg4qFc8lJBBaWmJBAAje7yoRb9VmsBKmUPnR2+Bcs4rslNAPUMda50OVEjCFFS\n2jjbYKijjCY3CO0y1FzyUWuExs40AkukXCPoRW7Zot9yyUO55KYY6tZdPiT4j+P0XCmSD74v8ffL\nRqGfetY2GswzG2Ca5yCMjM9FKfnIu3y8pqEuuFTGUwV+IxO20vIywm0E8mA1OuwgD/y0CwGxJW6K\n+bZT6Kem5LMm/gCLz81An3xx1AIvso9nAibjOMbYRD35Hmc8TYvcVIY6HVRQQKp6ME1kwC8vIKQw\n1OqYjSAS4MQoJa22nFbu11jVTqFfNWMZxzXUMUxcI/LB2szpFQRhJCUEFFYqZgWEaU0uLQPENIMF\ngJro8sFlL5UE9DQIbgHsM7ypCbtfM6bxxhOEA1/sh5Kd5UxqIAC1QUFehqFma8CYL9O6GjVYkz65\njJ21oUflz2xHklGwIXcAgHo9zVBTgjV1DepBlDQK4RIC84yC1OSyr3lavkEoyAOkRCfra8x1yRRn\nGuEaYcmGTdyvZK6VEvOMpqyBuMfJXFV2tmGBpZeSD08UKfN1aXk/VM7aeuJIwucchLLYvlVirClD\nTehwag1Q//SnP8Vf/uVfYtWqVXjHO96BdevWiX/73e9+h7e//e1YtWoVLrroIjz++OOpz/b39+PK\nK6/EOeecg/POOw/XXXedcQtUfqkHyEim45iNwjHHkVpfDtjN5Q6SkRmx2hlMMp6qlERlUikaatWF\noBFE4gE30+HJuao6VzsFKGyjV133OOtLZf7HFOBno+U0wAvysiCV7rtazTSeaJDYI1mEw9P9gA1X\nlrQml1fKq8FKyyxigWWc0Po2zIOKbGcwO3KHNJMMZHSujpl1oLoXcMlHyfcYm0RovsHZPulCkGZn\nTcZNrYEIgLg2m98vQvqcA+qyj5LvZupqzPZDlWDprCQALaCDEzdxD+GuEelgzTxTwdl0NQAylhOp\n1mYNBnp4QR7/PZQ14Aw1Az2esHZTf6a1cSO4cHMMNSWzlNPkKoV+1KCdGSvINSj7LikQzspTUgx1\nyAgok/YM8v2KcuNykN3qPquetcyRRJF8BLExlpNNaCDmysfmRZX/bYD6nnvuwec//3l8+MMfxoMP\nPohzzz0Xa9asQXd3N7Zv346PfOQjeOtb34p7770XF1xwAa644grs2LFDfP6jH/0o+vv7cccdd+Da\na6/F3XffjW9+85ukOanAV2Woh8caJJcP/oADkIA66TxmKvlQdUIp8F+l+dmqad4xhUmlMN+p9Hkj\nzyI6CYvY8lyRPkSlPyodpDpO2i4NAEaTTAVVQz1RTXezo7DpahCo6sjtrEFaRgLIQhdqEJiVktgI\nKiYSkD5nZgcAWrCiajyzmlyeSjWxieL3qyEsyOiNJ1Rmks9VbTdM7USKpGiqUvKEHjEiHCA8+6Fj\nZ03GVd+vaj1AyXfRWebjmgPqrGuE1KOav7fqHsst47o61DUwlVEoe0w9RGfFZ22c6zTfcLVGAQCm\nd3DwT2fTHYdJESolTzDUAYHtK07LZxlPGskCSIZaDQJNGepCyYchO8vHdRxHBCZ8XButx/l0eKAC\nsOfA3KmLEwzs61JJWYPkeWsVG6jvQRhG8BPzeN930Qgjxf7XcA04Q63cr+C/W0N9ww034B/+4R9w\n8cUXY9myZfg//+f/4Nhjj8WGDRtw22234cwzz8SHPvQhrFixAldeeSXOOuss3HrrrQCADRs2YMOG\nDfjyl7+ME088EW984xvxyU9+Ej/+8Y/RaDQm+c36S03z5l0jaGl5zsKOJEC93giTCN+UPUqisEwn\ntzQ4oW3K6YI080KkrP0WIDvZTVTNK8VVoF6tB+nCHvHStDysKErMgslqzYJmEGmGeqIWkEz8m8te\n6I0MOPDlNmwiHUvReztuSvJhI6MASKA7U+hRKQAtuV+ufGZnTssw1EZa+gScJIed7JBnDnqKJB+8\naEqAHkLtB2dfyiVP6BEpRVPckUQA6o48ODFmqJMAqKyAf2FpZeF+sfS5K5wN1N/d6piOsgZpQE1v\nFc9t2DrKfiJPoXe25KCnM5lrncCmp4KKRuJwwSUfQfrvMRk3ZcMmQCo1q8JY3pQ8JbAgIUhJPuhF\nbnzvDkIFUJc80YQGQMvZfNnURIJTVUNNderiQVTJc4XkIzSVfCjvQRDGgkUueY4VyYdgqFW993+n\n5GPnzp3o7u7GW97yFvE9x3Fwzz334MILL8T69etx7rnnpj5z7rnnYv369QCA9evXY8mSJViyZEnq\n30dHR7Fp0ybjeakbHWeQgWxXLLOX0QUrRlM7942M18lNTRzHyXkFmzZgYXNVAFrKy9S8yK3IMYF7\nzwpdMqHQj4P/zorPCoYULSalKDHLUHPQQwW+XEPtuQ6pmYX6mShiDhfTC5gTyjPLWd/Z0xnry0Er\njU13UpKPtK2X4WEHycjILmbKGhhuntyJoey76ExcCGoJHUF5v3Kd3AhpeTVQ4ZIPDlIbYUhgqJMD\nRMgdPFmEQ0pJR0I7C0i2r94wDwLTRW6JJjeZa2Ch8x4PoiplD2XfE8y/ybjZuQKsAQlgifWFTHVz\nGQUJTGaab5RLLnzPIQVrMgMkQWolCYBsMNShInfwRRCY/pmWxk1IFgb+ZdtttdDP9Fzk00kDalrQ\n7sJBI3lJVcmHRwwC+XRUMNkIQrigycqClMtHZg0M15XjIN9VJR/SEteYpVfvl5dlqFtfAzKg3rVr\nF/O4HRrC3/7t3+K8887DZZddhg0bNgAADhw4gIULF6Y+s3DhQvT09Gj/fcGCBeLfTC+d9yy1yI1H\njKqEAiAWualpXmWuKkNt9DJqfHJ5gwj1d099TAkmsy4E3C6M4kLAGJkAFaEZDACYM2h8Q+KMr5ek\njKRHrJ11nT2jQtZQx5kDnwcq6v0yZQ5cVynwsqAfVvXeEwlIdR1b75dT2HTB+JmN088s086mU9Jm\nhx2XfEggVSl7VtKxRZIPtWiq1Yv/fRw8c3YWUFhfw+5o3N0BUAq8VMlHix391GxVI4zSBzNJ8pE+\n8AVDbaXrHAsC1U5uNjTUnEVkTKoNTS6XfLCvudZXpPqpDHVSOMaZychCY5dIBT1E1whecKgy1K7r\nwHMdhIo221hCAHWu7Dmg3C/BUAcqoPYYEx7zZ7a194vvBULyoYBJKfmgyInY1+nnIP27pzymINHY\nffE8yaqHUWTc7TebqUlJPv47GerR0VHEcYxPf/rT+Ju/+Rt8//vfxwknnID3v//92LFjB6rVKiqV\nSuozpVIJ9TqTNhT9u+/77PCr1WB6qQe+Wjyn6lFNrc2yBXls3NA4wk+32pXjpkGE+YGPGNbaDac0\n1DmNZ0hn6RPmm3eaqipsn8kl5Q7ZLmbcMYHGUPN1nTWtgnogDeYpET63jBOAmsBQqz65PPshPH2T\nuVMbHFVrATo7fOZrbIFNdxSAJgE1QfKRCYAYM8mr2nmqlgDQklero8ycMyiSDzUDxAPWLlWXTHxm\nOXhWda7SK9hs71KLEislD77npPWoLc9V3q9GAlLLmcOOklFQXQhKpcQtgB/MLR/4aYbalgVZXkLg\nkbvOqeOKQj/fge9J1wiKwwXgIIriRJtOlztkGWqVReRa5VZrH9TMGvM1TlwjuCbXWELAGeq8jMJG\nBohLPnzfFfKnWPyMoTyFa9M9O5KPbMYuFQhHZtlQ1UkJgADovueiEch6NtOixHSnRHoWjAyofZ9t\n9mvWrMFb3/pWnHLKKbjmmmuwfPly3HXXXejo6BDgmV+NRgOdnZ0AUPjvQRAgjmPxMyZX1iaKHx4q\nQFMlG1O9OCOTBdScRaRpqOW4vsfmTZF8yCIc9jXX9lGK3IqYfwGoSdEtZ9BixLFsM1ut0ZtkOAmL\nCiiOCQR7oHQ71LQLQSA0g+aMTGCxyE29X1mJTt2CwwUH1JydJfvkKulYoFhCYO4V7KCeBGuyAIUF\nGxSGWj1AmK8xhU1PP1slX2E8Q3OGugiclDMMNcXjPF00lTSeMGX7lCwYB6m+DckHuG4yWQNPAjT+\np1MIhkYYFgBqms2h2slNMNSGc2WfTZ8JwttZ0eS2DE5yc5XMpLxfZmctIEGPX8BQtxwAKXtBoxFJ\nX+OMhMCObR6NTQck3ggUyQcf19SdR5A+kHNNdR80DNo5cZHSexNdPqT7F7tUQM001Oz7rWIO3uAo\nKmSokzEN1sBv+ROZa+HChXAcByeccELq+ytXrsS+ffuwePFiHDp0KPVvBw8eFDKPRYsW5Wz0ent7\nxdhTubgeW7329e8DAGzbtg1j4w46Sw7qDaD3UD/27OkHAOx8dSe6+rwp/Q5+jY+PIQojvPjSKwAA\nx2Ev0caXN6MaVNEIGoXzaTbXbaO7AAD79+/DgV52hzvLwNh4DZs3bwYAHDh4oOm4Rdehw2wdX9zI\n5trhA+MA9uzrgeOwVuQvvrQR+8uzpzxmX32Q/fdwH6o9BwEA1TH2vU2bt6IeNhBEQctrcOAQk/e8\n/Ar7eyfGRxA0QkzUAmzfth0AsH//fqyfaG0NqvUaXDjYtIWN4UQs67F9xy7UOmqoR/WW17W/PsT+\n29eH/sGjAAD1Kmvus3kz65rZc6D5/Sr6t95D7H5tTf7e6hhrHHTocD+6DrC13rRlM8b2DE15rtyv\nd2RkBLUeNv7YMHv+t2zdCQAYHBpqeQ1eHWfvV093D0bHF2DmNB+IIoyMBejez973rdu3Ie6pF35e\n9/tGx0YRRzF2vLqLza2fzbnnYC/Qwf7uDc8/j2n+1IPt3ePdbIyeA6jWFqLiRzh4kEnONiX3a3hk\npOU14M/s7t172dc93YjCOsYmIhzsYf+2ectmTOwdLvx80e8bDcYBAIODgxgeGYPrxNiymdWSdPcc\nxMTiCQRh8/er6No3wOa4Z88+AGX0JXsDAGzbwZ6D3t6DLY87PjGOMArRnezZW7dsgutEGBodw+HD\nhwEAG19+CT3l/YWfL/p98v3qR60+G/V6Ffv37QYAvLprDwBgYHCg5bny+ezdy56H3btfxfjYWPI9\nNr/tO7bDPzj1g1Tcr4FBjI5NII6AjRtfAAD09Q8gnFud9H4VnwmvAgD27+8GMBfDw4OoTTD00N19\nIJnrDpR6WwMSh/vYvt97iP13y+ZXEIUNjDYaGB1he9izz60X+typXIdqbD85fOgwgOkYGx3Gju3J\nPth9EJgBDAz0t7wGBw+xPa+7pxeAg107d6C/j3X83b0neZ737sX6kak/BwHfD4dHMVGro6MUsd8d\nhxgZG8fwIDvLNjy/AZ1ex5TH3THG5nP4UB+ARTh4oAe1EYYtursPAh6wv7sb62vFc9Wtzfj4OMIw\nxMDgMBwHeH7DcxgeYnPsPcj22U2bN2Gkc2DKc92ZzPVQ72EAi3Co9yDWr6/CdR0MDY8A9Toak5zh\nRdfQMNvnDh9m83vppRexp5vdr+7uA4DbHMc02wv6+gcAzMXwEHvvJ8bZszrQz37XCy+8gOl+15Tn\n2pPs3QcOHALg49Wd2zF6uCR/10JgYHCw5TUgA+rTTjsNHR0d2LhxI0477TTx/R07duC8887DggUL\n8PTTT2PNmjXi35566im8/vWvBwCsXr0aX/3qV1Mge926dZg+fTpOOeWUKc1h9erVue/teKkb6AdO\nPulkRA9vw9zZXRiZGEa5YxpWLJ8J9D6B5ccux+oV+c82u+7ofQjVah3HrjgewCHMml7B4EgNy5av\nwLSeLoyOjRfOB2APTNG/Bftc4ABwzLJj0LOjE0AV82ZPx77eUZx26qnA3ntw1IKjsPrs1ub61FMv\nA8PAyuNOBLABC+fPRP9oP2bNnoeOoxYAw1tw6qmnYumsxVMec99wD7AHWHDUURg4PAfAOFYuPxrP\nbNuKY45Zgc7uDlSDWstr8OJzO4AhYMXKEwG8jEUL58PpG8fBgX6cdOJJQPfDWLxkMVaf1toalPb/\nJ0peCYvnLgPQj2OWHIWdB/ZhwaIlmFbrQr0aaOequ7qHD7A1mL8A/ZUulP0AixbMxyt79uK4404A\nDgELmtwv3Ro888wmYBhYvnwlgE1YvmwxntuxHZXO6Th6yRJgYANOOOF4vG7hyVOeaz1sADt+iNmz\nZsGfNRvAOE5YuQy/e+UVLF26HNgNzJg5veU18Ho6ge5fYOnRS9EI65gzazqqtQD9w1Ucs+wYoO9p\nrFy5EquXnjnlvx8AfnL4F/CjMSyafzSAIZx8wgr8asPzmDFzDspz5wJjr+L0M07HnM5ZU55r6UAX\n0A0sXXI0IkSYOWMaVixfBmzYiOXHroS71cW0adNaXoMXntsODAFLliwFsBcrjz0G23v3YGRiFEcf\nvRQY2IDjTzgeZyzK72O6NegbHwB2AfPnzsPhSgUdgYMzV50OPHQQs2bPRX3adPQFQy3Pde+mw0Df\nM2xe6MXSo5cwFn3TFhyz7FjgFWD+UUe1PO5tB+5HFMSYPWcugDGcueoMTPv97xAjqYUZ3oxTTz0V\ny2YtyX1Wtwb7+ft11AJEUYzZM2fgxBNWAk8+i8WLlwI9wMxZM1ue6xNPPg+MAosWLgawByedeDz2\nDe/Flv3dOHrJUmAAWLFiBVYfM/Vx+8cHxf3a45UwreLi3HNeD/zH/eiaNgPRtGlN75duDRp7HeDA\nI1i8aAmAKhYtmM8cObbtxMIFi4FR4NgVx2L18tbW4PE/bABGgVmz5gDow1mrzsB9zzyJodE6Zs+a\nhd0T3TjzrDNR9kpTHnP34D5gLzBv3nwAwMKj5uF1px0HrH0M8+YtAOrN75duDdY/uwUYAubNPQrA\nYZx6ykmour1Yt2UblixeCmwDli49GqtPmvoa1II6sAOYPWsWwsjBrBls7+t86DA8z8WcOXOBsd04\nY9UqzKxMn/K48f4S0APMmcvW4Njly7BwThfwu6cxf/4CYABYuGghVp9R8Hc22Q9vP/gAgkaEzs5p\nKHnsrHp863PA7r1YcNRCYBQ44cQTcOqCE6c8V6e7AvT8EvPnMTJo2bKjsXr1SajccxClcgf8jk5E\njYmW36/7hx4FJoBp02YCOIRzX382vM29wO+fxvyjFgB9wFELFmD1WVNfA37WzpszDwBw1FHzsXr1\n2XhwwzrsPHAwuV87cfrpp2Nu19SJQY435s6bD2AQp55yMpYtnAHc04OZM9jZMmPmjOLnsgnIJgPq\njo4OvP/978f111+PefPm4cQTT8Qdd9yBvXv34r3vfS9qtRre+c534oYbbsCFF16IBx54ABs3bsTn\nPvc5AMBZZ52FVatW4aqrrsLVV1+NQ4cO4brrrsMHPvABIScxudQUU60RJilp3rq1lPuZqV5ck8s9\nmGdNK2NwpIZa4h5CkWZw31XHYTIKtZMbpXiO60SlfjhAl6mGOirQUPPmAEFI8OLm6XOpxSz5LqKY\nrhlUixK5NINLEyiV8iIlrUgIKM1ShE1UkobiOte0LtlU7qB6BUtfY9O5qrrJMIpRKXmI49hOIx7k\n2wLXGyE6TJ1plPsVBGEqfV4PuO6frvH0RWvkCK7DHRnMUscp/XBJNsmgFj6rKU5eoEuSfCRNg/j9\n4mleikOR+vdFMZenJLKXhvlcxR6j2LCViWn5lOQjiNDV4cNzHbhusjcQNdRqQR5fAyuSj4A/sy5K\nHq3zXk6PqjTJoHRKLLTN4zZskdk+q0rVUo1ClMJM9eemeuVdIxQXnRZ15I1GA7feeiseeughbNmx\nFW7Jw5x5r2L28RewuXouGuMD+PL7rsXxHzzboPU43/eTuXqu+G8QxigZGgtsfPBZbH9yE1ZedqmY\nZ17y0dr9OniwF/t/vhV3vPo8hg+NYPcjFbz8yFmoLPkTAEcJ3cot3/kefv3wr7B27drcGN/+9rfx\n05/+FL/5zW8AADfeeCNu/487sPyKM5V6CrkfUnyoyYAaAK688kp0dnbiS1/6Evr6+nDKKafgBz/4\nAZYvXy7+gOuuuw633HILVq5ciZtvvhkrV64Un7/pppvwL//yL7j00ksxbdo0vPvd78YVV1xBmpMq\nvI+SA7+j7FmxzVPBJNPkjjAgAQueow1ZkAdIBwGKNrshitxYCoukyU1p05N2w11pJwYjcML1jaL6\nXAKJUGjdCQFQxn+41gjhlg31qEpQUW+kvUwjwssoDhBFk1vJaXLNwInqkzu9Sxb6mYwJFFeKV2I7\nPrmsQURaQ10juXwoRVNxptVuEAHEIDDVGtl3E1023eWDu0bwuXLrQMpeIPSoniuaJwUEb+c4jlLB\nWsl3822BDYNAKD65HPgEorjJHKQKMKkUIkmQaqYfFkWJSeFgKbE2q1gD1LY67/E1SOtcGwT9MN/v\nhSNJykGGPlfhxKDY5pkGgdkugRxE+Z7LbE+JQaAA1Mp724qOvFqt4vLLL8fQ0BCuvPJK3H3416hN\n1LDvwXFsf/RGPP302fC8ivIXmBMMagElwBw0uHOGccDqMLzlug4cx5E+1Ab3a9OmTfjwB/4ewWzg\nz9/7Frz84gr86WlzMaOxA9/5ztew4Ix3IcZyMS7fb4qu7L/xL1VLxpzr0X8XoAaAD33oQ/jQhz5U\n+G/nn38+zj//fO1n582bhxtuuMHWVAAoljvCb5MZ46sOF6aMjFqQpzYgcY2LElXWN0ClrLRuJR52\nAAQ4mWWzyA2yoyH39K0HxJcRslA0VSVN8IUUDBpvtdslWXqnYlp8IQ/RelLwKlwIIvP7JW2H2H/L\nJTcp9LNTRCqbb8j7RWY8k48y2zwn9T1SUSK3YesowXFAYtCKPWI542nuTBMVBEDShYD/jBnb5zqs\nkUGlXFTkZl5EGsZyrqJwjOicofrkcnaSFzclv73FMUXFGRtTdfkgNOLJZoD8NjDU/F6VPDdpviGd\nM5od+Plxi57ZrGuE+R4ThtLhwedZFcNAWFr8ybmmihI9WsYu7RqRdjoxtWFzMoCaF2ZSXT5SFn+8\nE2kLAO3666/Hnj178NBDD2H+/Pn4+QN/QAVdOPFP34GJsSH867/+K/6fD34RgHyrWi/MTDPU/F55\nCUPtmLqVCWvOKLWugNqQaWrPVhRF+Kd/+iccc+xy4O1zsWzJcdi6bSYWHX0s/v7tb8PTmw7h+Scf\nRhytSf3uqc8Vybwg5um5dLxBdvn4Y734Q8NTTpUys0jih5L6M61ccSFDnXT0s2Gbxxnqkr0UZ73O\n/is8YkN1Dcw2Dt54oqzYb/FukSSXD9UiSRx2lAM/Stl6iWYpFMmHElTUg0i0MAYkuKJISVRbr7Iv\nD2aTcdMHPguAZJtZgs1h7hD1hIyCKtFxHFdkVfjapmQvppZWygEiQGrCpJoBtAScqKwvZxENK/BT\nkg/hwSyzVeS0vML2CZAacobRUKKj+ORyhwfGUNMaT6QdLrKtrClgkn2dZjz5z0w+c3MAACAASURB\nVJix6WoDFj5n9awx9sktCAKpASuQZ6iR/BUm48oASILUrG84iaEWkg/JfJv6W6vZYICBSCCRUSRg\nEjBhffMSHSFPmSJL32g0cM899+Bd73oX5s9nWmxOMARhhOP/5D346le/KgCw+N1JwHbzzTfjggsu\nwFlnnYW//uu/xmOPPZb6ubvuugtve9vb8MG3XI6N/99juO8b30d9rA8l38X+/fvxu9s+hj0v/hK/\n/MxPseFrjyII0s3QAODuu+/GW9/6Vpx++um44IILUkSoKtHxPQc33ngjLn3HmzDRvwuP3vvv2HLj\nU6l13bNnD04++WRhvKBeTz75JHbu3IkPXPHBJMhJ2+atfsNfYfkbr5JBauvbAQBJWPoe8yN3HQg/\ncpP90BpD/cd2yfQ5+1qa+Kv+qOaMDLcgk6xvAKeT5sHM/ZJnz6hIyQfhsMvaepV92WXJMVyDIkaG\na/t4xzGKp68q+cimzExZqaLGE3WLtnksqMim9wjp2IztUDAWKbr/Fg8QlU3X+ORS9MMqg+aGHDxQ\nAtY0Q10ueaiUXGJjF/4OybnaeGbF+1VgE8Uf1ZaZExGwSoCmanIrakq6BXv27IHve67w4BUg1bB5\nlOP47FlKGmT4nOkSv5sWAGWfWfZvZtkqIGMdWKI135C2XmlGLtcwBnFL7FWzznsUyQefbyOI4TiA\n6zriXTC1YcsGIZ5iR9gIIrgdrnHTIEDamKXS8lMkWX7wwMv4/QvSYSaKY1THz8fTG9m5/eL2Q/jg\nF9ZiYLiGRhjhiYdmoRacj49vfaolp5NqUEe1dj7WuWwtv/WzF/D6U5jJwlQ1uXv37sXw8DBWrVql\nzDeC7/oIgggzZrEatXXbX0l9LopjXHfddfj1r3+NL3zhC1i2bBkef/xx/OM//iNuueUWnHPOOfjl\nL3+JL3/5y7j22mvRmO/g24/8CH0P7UUw8BB8701irL7dz+GNV74FBwcP5WrYtmzZgmuuuQbXX389\nXve61+Gll17CJz7xCRxzzDG46KKLEINtSWEY49C2R/GjtY/iC//2Tdz8iz6cuGIeXvz9r3FwVw/A\n/Chw//3345RTTsHJJ5+cK/Rbv349KpUKTjrtZKBb7gW8sUtnZxf8ynQgZg4zzfaYwmck+ZaaXWTj\ns4YxjGRp/TpiAbVkqNl/RZvZwLzNLMBujud6QvIxvUvR5HYRJR9cQ13OM9Smhx0gTdV50RRrkmHo\n6ZvTDMrUViMI4ZYM1yBz2PkK6AlDnqIyW1tX0Q+LNs4Ej9hUY5cgQtn3FAaN/QypaCoZo8z1jaF5\nViUbAPme4sEsJB/mz6zKyLhOGgSYBhUuJEPNmbl6g677F40MskGFqeSDg1Qlbcg1tFYY6uT9AiAC\nYXUNPEzd8lMy1PwAcZSANS2xaG2+sch+qGCSDUcsSlR8jfNFv+ZgUkgIPDULlvndU55rHvzzOY9N\nNDKd91q5X1mGWtElE98vgK1ByXPhOPI5gOH9Eg3SuObddaTmPaQ3tyluZc1/d6sPbfrn+f2Rwalp\nE7H8uFJCwILfyfbZ4cR2bsaMGeJ7USwZas7OljIM9cTEBG6//XbccMMNOO+88wAAl156KTZv3ozv\nfOc7OOecczB37lx88YtfxJvf/Gb8bvczmH7sbMw+ew5efOx55f4D849/A2Ys7MJwVzU3v71798J1\nXSxZsgSLFi3CokWL8MMf/hCLFi1iKxAzSL3rpd/i4KZf4a47bsPshSuAX/wWcxYtQ8fC6Xjl9xuB\nd7HxHnjgAVx22WWFa3H48GHMmjVLqacAJgZ24yuf+iy+/hl2HgRhhJNP/RtgOlv9PXv24Oyzz849\nv0EQiO7b8uJsOvuKZ398z0lkL2ZnwpELqPmCcXaWu0ZEsbG+kX/GcXylS6AEaLxBhKleDom7ge2i\nRA7QmK7LE2xt+ndP7VLlKUGSkubgv9YI4ZTtFngBcvM0OfElQ80G7kz0w6JJhtH94s+N7Awmm2RE\nmZ9pba6AcoCUWKU4f7ZMLlXzHgh5ipQ7uK47ZV2behUBCQ6oI8L7VcRQl0u0xhNZeYqfCQKpUq2g\nUKbEfsYY/INJncQhmnMhMGN9A/5+pQKr5GcMngO1KLGkpM/FHwHCGsRqACRrShzXtBFPWkLgK0yq\n0ORakKfw/zYCmVVpdbbNNNSUwudIeWazAZC8X7SMgus5aYbatLlNExngVF0+/u5tp+Hv3ibtfPvH\nB/HhBz6NcxafjcfvW4BzT1uET17+elzz3Sfx3JZenH/hMB7fvQ5fvvDzWDj9qCnP9bc7/
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