diff --git a/docs/sphinx/source/whatsnew/v0.2.1.txt b/docs/sphinx/source/whatsnew/v0.2.1.txt index 3d7cc6e145..36fa8d5e7d 100644 --- a/docs/sphinx/source/whatsnew/v0.2.1.txt +++ b/docs/sphinx/source/whatsnew/v0.2.1.txt @@ -3,7 +3,7 @@ v0.2.1 (July 13, 2015) ----------------------- -This is a minor release from 0.2.1. It includes a large number of bug fixes +This is a minor release from 0.2. It includes a large number of bug fixes for the IPython notebook tutorials. We recommend that all users upgrade to this version. @@ -11,6 +11,7 @@ Bug fixes ~~~~~~~~~ * Fix incorrect call to Perez irradiance function (:issue:`76`) +* Fix numerous bugs in the IPython notebook tutorials (:issue:`30`) Contributors ~~~~~~~~~~~~ diff --git a/docs/tutorials/ET_irradiance.ipynb b/docs/tutorials/ET_irradiance.ipynb deleted file mode 100644 index d4172392bf..0000000000 --- a/docs/tutorials/ET_irradiance.ipynb +++ /dev/null @@ -1,335 +0,0 @@ -{ - "metadata": { - "name": "", - "signature": "sha256:c99e2b20fedbcf3c0a9288eeba51f01082263fb209ae55f3c30ac2dd6241e4d6" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "\n", - "import pandas as pd\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "import logging\n", - "logging.getLogger('pvlib').setLevel(logging.DEBUG)\n", - "\n", - "import pvlib" - ], - "language": 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I5e2VB9DrNDx4ezIbrR/zRc5aYjRBPLrdiP++Y/i2SabDv55HHx3j6bgtgjTW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\n8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- "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "logging.getLogger('pvlib').setLevel(logging.WARNING)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%timeit\n", - "\n", - "spencer = pd.Series(pvlib.irradiance.extraradiation(times.dayofyear, method='spencer'), times)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "1000 loops, best of 3: 174 \u00b5s per loop\n" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%timeit\n", - "\n", - "asce = pd.Series(pvlib.irradiance.extraradiation(times.dayofyear, method='asce'), times)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "10000 loops, best of 3: 114 \u00b5s per loop\n" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%timeit\n", - "\n", - "ephem = pvlib.irradiance.extraradiation(times, method='pyephem')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "100 loops, best of 3: 19.4 ms per loop\n" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 11 - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/docs/tutorials/TS_2_Irradiance_functions.ipynb b/docs/tutorials/TS_2_Irradiance_functions.ipynb deleted file mode 100644 index 60bdaead59..0000000000 --- a/docs/tutorials/TS_2_Irradiance_functions.ipynb +++ /dev/null @@ -1,700 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Time series to irradiance tutorial" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import sys\n", - "import os\n", - "#sys.path.append('..') #append the parent directory to the system path\n", - "import pvlib\n", - "import pandas as pd \n", - "import matplotlib.pyplot as plt\n", - "try:\n", - " import seaborn\n", - " seaborn.set_context('paper')\n", - "except ImportError:\n", - " pass" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "datapath = os.path.join(pvlib.__path__[0], 'test', 'data')\n", - "fname = '703165TY.csv' #Use absolute path if the file is not in the local directory\n", - "TMY, meta = pvlib.tmy.readtmy3(filename=os.path.join(datapath, fname))\n", - "TMY.index.name = 'Time'\n", - "meta['SurfTilt'] = 30\n", - "meta['SurfAz'] = 0\n", - "meta['Albedo'] = 0.2\n", - "\n", - "# create pvlib Location object\n", - "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", - " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", - "print(sand_point)\n", - "\n", - "# TMY data seems to be given as hourly data with time stamp at the end\n", - "# shift the index 30 Minutes back for calculation of sun postions\n", - "TMY = TMY.shift(freq='-30Min')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "SAND POINT: latitude=55.317, longitude=-160.517, tz=US/Alaska, altitude=7.0\n" - ] - } - ], - "prompt_number": 2 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Retreive required parameters" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the solar position for all times in the TMY file. Requires either PyEphem or a compiled spa_c library." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "solpos = pvlib.solarposition.get_solarposition(TMY.index, sand_point, method='pyephem')\n", - "solpos.head()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
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apparent_elevationapparent_azimuthelevationazimuthapparent_zenithzenith
Time
1997-01-01 00:30:00-09:00-54.750103 328.861096-54.750103 328.861096 144.750103 144.750103
1997-01-01 01:30:00-09:00-57.530205 353.265280-57.530205 353.265280 147.530205 147.530205
1997-01-01 02:30:00-09:00-56.627712 18.751764-56.627712 18.751764 146.627712 146.627712
1997-01-01 03:30:00-09:00-52.329549 41.456666-52.329549 41.456666 142.329549 142.329549
1997-01-01 04:30:00-09:00-45.717933 60.026503-45.717933 60.026503 135.717933 135.717933
\n", - "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - " apparent_elevation apparent_azimuth elevation \\\n", - "Time \n", - "1997-01-01 00:30:00-09:00 -54.750103 328.861096 -54.750103 \n", - "1997-01-01 01:30:00-09:00 -57.530205 353.265280 -57.530205 \n", - "1997-01-01 02:30:00-09:00 -56.627712 18.751764 -56.627712 \n", - "1997-01-01 03:30:00-09:00 -52.329549 41.456666 -52.329549 \n", - "1997-01-01 04:30:00-09:00 -45.717933 60.026503 -45.717933 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "Time \n", - "1997-01-01 00:30:00-09:00 328.861096 144.750103 144.750103 \n", - "1997-01-01 01:30:00-09:00 353.265280 147.530205 147.530205 \n", - "1997-01-01 02:30:00-09:00 18.751764 146.627712 146.627712 \n", - "1997-01-01 03:30:00-09:00 41.456666 142.329549 142.329549 \n", - "1997-01-01 04:30:00-09:00 60.026503 135.717933 135.717933 " - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# append solar position data to TMY DataFrame\n", - "TMY['SunAz'] = solpos['apparent_elevation']\n", - "TMY['SunZen'] = solpos['apparent_zenith']\n", - "\n", - "TMY['HExtra'] = pvlib.irradiance.extraradiation(doy=TMY.index.dayofyear)\n", - "\n", - "TMY['AM'] = pvlib.atmosphere.relativeairmass(z=TMY.SunZen)\n", - "\n", - "DFOut = pvlib.clearsky.disc(Time=TMY.index,GHI=TMY.GHI, SunZen=TMY.SunZen)\n", - "\n", - "TMY['DNI_gen_DISC'] = DFOut['DNI_gen_DISC']\n", - "TMY['Kt_gen_DISC'] = DFOut['Kt_gen_DISC']\n", - "TMY['AM'] = DFOut['AM']\n", - "TMY['Ztemp'] = DFOut['Ztemp']" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()", - "output_type": "pyerr", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mTMY\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'HExtra'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpvlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mirradiance\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mextraradiation\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdoy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTMY\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdayofyear\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mTMY\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'AM'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpvlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0matmosphere\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrelativeairmass\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mz\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTMY\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSunZen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[0mDFOut\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpvlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclearsky\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdisc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mTime\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTMY\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mGHI\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTMY\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGHI\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSunZen\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mTMY\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSunZen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/will/git_repos/pythonic-PVLIB/pvlib/atmosphere.pyc\u001b[0m in \u001b[0;36mrelativeairmass\u001b[1;34m(z, model)\u001b[0m\n\u001b[0;32m 227\u001b[0m Expect={'z': ('array','num','x<=90','x>=0'),\n\u001b[0;32m 228\u001b[0m 'model': ('default','default=kastenyoung1989')}\n\u001b[1;32m--> 229\u001b[1;33m \u001b[0mvar\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpvt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mParse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mVars\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mExpect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 230\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 231\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'kastenyoung1989'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mvar\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/will/git_repos/pythonic-PVLIB/pvlib/pvl_tools.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, dct, Expect)\u001b[0m\n\u001b[0;32m 78\u001b[0m '''\n\u001b[0;32m 79\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdct\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExpect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 80\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__dict__\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparse_fcn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdct\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mExpect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 81\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 82\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mparse_fcn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mExpect\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/will/git_repos/pythonic-PVLIB/pvlib/pvl_tools.pyc\u001b[0m in \u001b[0;36mparse_fcn\u001b[1;34m(self, kwargs, Expect)\u001b[0m\n\u001b[0;32m 196\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Error: Numeric input \"'\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m' \" fails on logical test \" '\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfindall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreg\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mstring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m'\"'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 197\u001b[0m \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 198\u001b[1;33m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlambdastring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 199\u001b[0m \u001b[1;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Error: Numeric input \"'\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m' \" fails on logical test \" '\u001b[0m\u001b[1;33m+\u001b[0m \u001b[0mre\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfindall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreg\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mstring\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;34m'\"'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 200\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Perez" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "models = ['Perez', 'Hay-Davies', 'Isotropic', 'King', 'Klucher', 'Reindl']\n", - "TMY['Perez'] = pvlib.pvl_perez(SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'],\n", - " DHI=TMY.DHI,\n", - " DNI=TMY.DNI,\n", - " HExtra=TMY.HExtra,\n", - " SunZen=TMY.SunZen,\n", - " SunAz=TMY.SunAz,\n", - " AM=TMY.AM)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "HayDavies" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "TMY['Hay-Davies'] = pvlib.pvl_haydavies1980(SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'],\n", - " DHI=TMY.DHI,\n", - " DNI=TMY.DNI,\n", - " HExtra=TMY.HExtra,\n", - " SunZen=TMY.SunZen,\n", - " SunAz=TMY.SunAz) " - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 5 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Isotropic" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "TMY['Isotropic'] = pvlib.pvl_isotropicsky(SurfTilt=meta['SurfTilt'],\n", - " DHI=TMY.DHI)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 6 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "King Diffuse model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "TMY['King'] = pvlib.pvl_kingdiffuse(SurfTilt=meta['SurfTilt'],\n", - " DHI=TMY.DHI,\n", - " GHI=TMY.GHI,\n", - " SunZen=TMY.SunZen)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 7 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Klucher Model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "TMY['Klucher'] = pvlib.pvl_klucher1979(SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'],\n", - " DHI=TMY.DHI,\n", - " GHI=TMY.GHI,\n", - " SunZen=TMY.SunZen,\n", - " SunAz=TMY.SunAz) " - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 8 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Reindl" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "TMY['Reindl'] = pvlib.pvl_reindl1990(SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'],\n", - " DHI=TMY.DHI,\n", - " DNI=TMY.DNI,\n", - " GHI=TMY.GHI,\n", - " HExtra=TMY.HExtra,\n", - " SunZen=TMY.SunZen,\n", - " SunAz=TMY.SunAz)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "yearly = TMY[models].resample('A', how='sum').squeeze() / 1000.0 # kWh\n", - "monthly = TMY[models].resample('M', how='sum', kind='period') / 1000.0\n", - "daily = TMY[models].resample('D', how='sum') / 1000.0" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 10 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Plot Results" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "ax = TMY[models].plot(title='Modelled in-plane diffuse irradiance')\n", - "# ax.legend(ncol=3, loc='upper center', title='In-plane diffuse irradiance')\n", - "ax.set_ylim(0, 800)\n", - "ylabel = ax.set_ylabel('Diffuse Irradiance [W]')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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ib3ZHUiqgZH7oTkDJ7vCGlPIYS6EMBY6WUk7DnPw/XQhRDMwCpgFPWJ8V3aSl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PerezHay-DaviesIsotropicKingKlucherReindl
count 4531.000000 8760.000000 8760.000000 8760.000000 8760.000000 8760.000000
mean 126.020357 58.782821 56.830698 64.360708 64.622931 59.137119
std 98.944032 87.587632 85.451560 91.309309 95.026610 88.152787
min 0.715740 0.000000 0.000000 0.000000 0.000000 0.000000
25% 58.800900 0.000000 0.000000 0.000000 0.000000 0.000000
50% 96.567972 5.616401 5.598076 6.155411 5.667071 5.622082
75% 173.452541 89.248955 84.904156 103.102595 98.899346 89.601183
max 558.131136 531.675901 526.219164 533.076491 533.061174 535.251475
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wqlLqPmAJ8KpSKlI75wLeAXx7R2/mcmnE48E6daWxXC59xvalmsuDaVLxBGgJ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\naULst+oVmOLA6EfOVO3rUeP32R49Fwf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- "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "ax_daily = daily[models].plot(title='Daily diffuse irradiation')\n", - "ylabel = ax_daily.set_ylabel('Irradiation [kWh]')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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AY6YtYBA0Et/UEn9lVKhqq0vXNoqtfUGt8BC3VasD0FQBrRTGZNtWuTnxZxOU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olAXZHQ55FJxPM86Vg3fiDhj51WGKttHpOQZZyDt1pYWLMECUcfvh/5UshJwVjiwGwx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\na6kyhMrXHXu9bV5uJsWlxWV0e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Wmh6Fo1JJe3p/F1yrPCkCNOt4Xw6eLln/lj/KTPtmPP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\nmDc/bJWNE3geu48bBsXiVGW1bxU/Pae26nlmP0ibE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- "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "ax_monthly = monthly[models].plot(title='Monthly diffuse irradiation', kind='bar')\n", - "ylabel = ax_monthly.set_ylabel('Irradiation [kWh]')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Compute the mean deviation from average for each model and display as a function of the model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "mean_yearly = yearly.mean()\n", - "yearly_mean_deviation = (yearly - mean_yearly) / yearly * 100.0\n", - "yearly_mean_deviation.plot(kind='bar')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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- "text": [ - "" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/docs/tutorials/Test_Scripts_1.ipynb b/docs/tutorials/Test_Scripts_1.ipynb deleted file mode 100644 index c244688f52..0000000000 --- a/docs/tutorials/Test_Scripts_1.ipynb +++ /dev/null @@ -1,588 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "import pvlib library" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import sys\n", - "import os\n", - "sys.path.append(os.path.abspath('../')) #append the parent directory to the system path\n", - "sys.path.append(os.path.abspath('../pvlib')) #append the parent directory to the system path\n", - "import pvlib\n", - "import pandas as pd " - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 24 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Import TMY data" - ] - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Use Sandia standard data " - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "fname='723650TY.csv' #Use absolute path if the file is not in the local directory\n", - "TMY, meta=pvlib.tmy.readtmy3(filename=fname)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 26 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "meta['longitude']=-79.2\n", - "meta['latitude']=43.42\n", - "meta['TZ']=-5\n", - "meta['SurfTilt']=30\n", - "meta['SurfAz']=0\n", - "meta['Albedo']=0.2" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "print meta['State']\n", - "print meta['longitude']" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "NM\n", - "-79.2\n" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Define date range of interest for graphing" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "month=3\n", - "day=26\n", - "hour=0\n", - "periods=24\n", - "freq='H'\n", - "rng=pd.date_range(datetime.datetime(year=min(TMY.index.year),month=month,day=day,hour=hour),periods=periods,freq=freq)\n", - "rng " - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "\n", - "[1981-03-26 00:00:00, ..., 1981-03-26 23:00:00]\n", - "Length: 24, Freq: H, Timezone: None" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Get solar angles" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pvl_ephemeris\n", - "reload(pvl_ephemeris)\n", - "#Using Ephemeris Calculations\n", - "TMY['SunAz'],TMY['SunEl'],TMY['ApparentSunEl'],TMY['SolarTime'], TMY['SunZen']=pvl_ephemeris.pvl_ephemeris(Time=TMY.index,Location=meta)\n", - "#Using NRELS SPA Calculations\n", - "import pvl_spa\n", - "reload (pvl_spa)\n", - "TMY['SunAz_spa'],TMY['SunEl_spa'],TMY['SunZen_spa']=pvl_spa.pvl_spa(Time=TMY.index,Location=meta)\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "clf()\n", - "plot(TMY.index,TMY.SunAz)\n", - "plot(TMY.index,TMY.SunAz_spa)\n", - "plot(TMY.index,TMY.SunEl,label='eph')\n", - "plot(TMY.index,TMY.SunEl_spa,label='spa')\n", - "legend()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Calculate Extraterrestrial Irradiaion and AirMass" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['HExtra']=pvlib.pvl_extraradiation(doy=TMY.index.dayofyear)\n", - "\n", - "TMY['AM']=pvlib.pvl_relativeairmass(z=TMY.SunZen)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 11 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Generate Clear Sky and DNI" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "DFOut=pvlib.pvl_disc(Time=TMY.index,GHI=TMY.GHI, SunZen=TMY.SunZen)\n", - "\n", - "TMY['DNI_gen_DISC']=DFOut['DNI_gen_DISC']\n", - "TMY['Kt_gen_DISC']=DFOut['Kt_gen_DISC']\n", - "TMY['AM']=DFOut['AM']\n", - "TMY['Ztemp']=DFOut['Ztemp']\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 12 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Plane Transformation" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['In_Plane_SkyDiffuse']=pvlib.pvl_perez(SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'],\n", - " DHI=TMY.DHI,\n", - " DNI=TMY.DNI,\n", - " HExtra=TMY.HExtra,\n", - " SunZen=TMY.SunZen,\n", - " SunAz=TMY.SunAz,\n", - " AM=TMY.AM)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 13 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Ground Diffuse reflection" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['GR']=pvlib.pvl_grounddiffuse(GHI=TMY.GHI,Albedo=meta['Albedo'],SurfTilt=meta['SurfTilt'])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 14 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Get AOI" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['AOI']=pvlib.pvl_getaoi(SunAz=TMY.SunAz,SunZen=TMY.SunZen,SurfTilt=meta['SurfTilt'],SurfAz=meta['SurfAz'])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 15 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Calculate Global in-plane" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['E'],TMY['Eb'],TMY['EDiff']=pvlib.pvl_globalinplane(AOI=TMY.AOI,\n", - " DNI=TMY.DNI,\n", - " In_Plane_SkyDiffuse=TMY.In_Plane_SkyDiffuse,\n", - " GR=TMY.GR,\n", - " SurfTilt=meta['SurfTilt'],\n", - " SurfAz=meta['SurfAz'])\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 16 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Calculate Cell Temperature" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['Tcell'],TMY['Tmodule']=pvlib.pvl_sapmcelltemp(E=TMY.E,\n", - " Wspd=TMY.Wspd,\n", - " Tamb=TMY.DryBulb)\n", - "\n", - "\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 17 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Import module coefficients" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "moddb=pvlib.pvl_retreiveSAM(name='SandiaMod')\n", - "module=moddb.Canadian_Solar_CS5P_220M___2009_\n", - "module" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "Vintage 2009\n", - "Area 1.701\n", - "Material c-Si\n", - "#Series 96\n", - "#Parallel 1\n", - "Isco 5.09115\n", - "Voco 59.2608\n", - "Impo 4.54629\n", - "Vmpo 48.3156\n", - "Aisc 0.000397\n", - "Aimp 0.000181\n", - "C0 1.01284\n", - "C1 -0.0128398\n", - "Bvoco -0.21696\n", - "Mbvoc 0\n", - "Bvmpo -0.235488\n", - "Mbvmp 0\n", - "N 1.4032\n", - "C2 0.279317\n", - "C3 -7.24463\n", - "A0 0.928385\n", - "A1 0.068093\n", - "A2 -0.0157738\n", - "A3 0.0016606\n", - "A4 -6.93035e-05\n", - "B0 1\n", - "B1 -0.002438\n", - "B2 0.0003103\n", - "B3 -1.246e-05\n", - "B4 2.112e-07\n", - "B5 -1.359e-09\n", - "DTC 3\n", - "FD 1\n", - "A -3.40641\n", - "B -0.0842075\n", - "C4 0.996446\n", - "C5 0.003554\n", - "IXO 4.97599\n", - "IXXO 3.18803\n", - "C6 1.15535\n", - "C7 -0.155353\n", - "Notes Source: Sandia National Laboratories Updated 9...\n", - "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "\n", - "import inverter coefficients" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "Invdb=pvlib.pvl_retreiveSAM(name='SandiaInverter')\n", - "inverter=Invdb.Advanced_Energy__Solaron_333_3159000_105_480V__CEC_2008_\n", - "inverter" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 19, - "text": [ - "Vac 4.800000e+02\n", - "Paco 3.330000e+05\n", - "Pdco 3.432510e+05\n", - "Vdco 3.700880e+02\n", - "Pso 1.427750e+03\n", - "C0 -5.768090e-08\n", - "C1 7.192230e-05\n", - "C2 2.075400e-03\n", - "C3 5.956110e-05\n", - "Pnt 1.033000e+02\n", - "Vdcmax 6.000000e+02\n", - "Idcmax 5.000000e+02\n", - "Mppt_low 3.300000e+02\n", - "Mppt_high 6.000000e+02\n", - "Name: Advanced_Energy__Solaron_333_3159000_105_480V__CEC_2008_, dtype: float64" - ] - } - ], - "prompt_number": 19 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Sandia Model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "DFOut=pvlib.pvl_sapm(Eb=TMY['Eb'],\n", - " Ediff=TMY['EDiff'],\n", - " Tcell=TMY['Tcell'],\n", - " AM=TMY['AM'],\n", - " AOI=TMY['AOI'],\n", - " Module=module)\n", - "\n", - "TMY['Imp']=DFOut['Imp']\n", - "TMY['Voc']=DFOut['Voc']\n", - "TMY['Vmp']=DFOut['Vmp']\n", - "TMY['Pmp']=DFOut['Pmp']\n", - "TMY['Ix']=DFOut['Ix']\n", - "TMY['Ixx']=DFOut['Ixx']" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 20 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Single Diode Model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "moddb=pvlib.pvl_retreiveSAM(name='CECMod')\n", - "module=moddb.Canadian_Solar_CS5P_220P\n", - "\n", - "IL,I0,Rs,Rsh,nNsVth=pvlib.pvl_calcparams_desoto(S=TMY.GHI,\n", - " Tcell=TMY.DryBulb,\n", - " alpha_isc=.003,\n", - " ModuleParameters=module,\n", - " EgRef=1.121,\n", - " dEgdT= -0.0002677)\n", - "\n", - "\n", - "DFout= pvlib.pvl_singlediode(Module=module,\n", - " IL=IL,\n", - " I0=I0,\n", - " Rs=Rs,\n", - " Rsh=Rsh,\n", - " nNsVth=nNsVth)\n", - "\n", - "\n", - "TMY['sd_Imp']=DFOut['Imp']\n", - "TMY['sd_Voc']=DFOut['Voc']\n", - "TMY['sd_Vmp']=DFOut['Vmp']\n", - "TMY['sd_Pmp']=DFOut['Pmp']\n", - "TMY['sd_Ix']=DFOut['Ix']\n", - "TMY['sd_Ixx']=DFOut['Ixx'] " - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 21 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Inverter Model" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "\n", - "TMY['ACPower']=pvlib.pvl_snlinverter(Vmp=TMY.Vmp,Pmp=TMY.Pmp,Inverter=inverter)\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 22 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/docs/tutorials/atmosphere.ipynb b/docs/tutorials/atmosphere.ipynb index d0b5ce8e94..1a14d4634d 100644 --- a/docs/tutorials/atmosphere.ipynb +++ b/docs/tutorials/atmosphere.ipynb @@ -1,237 +1,278 @@ { - "metadata": { - "name": "", - "signature": "sha256:756aa008fb59b630ad86e1beab1706a6aeee9d98408f54c1782a4be5f93f5e74" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ``atmosphere.py`` tutorial\n", + "\n", + "This tutorial needs your help to make it better!\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* Pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib > 0.2.0 and IPython > 3.0.\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona. 2015." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "try:\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", + "\n", + "# built in python modules\n", + "import datetime\n", + "import logging\n", + "import os\n", + "import inspect\n", + "\n", + "# python add-ons\n", + "import numpy as np\n", + "import pandas as pd" + ] + }, { - "cells": [ + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pvlib\n", + "from pvlib.location import Location" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", + "name": "stdout", + "output_type": "stream", + "text": [ + "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n" + ] + } + ], + "source": [ + "print(tus)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-24 00:00:00-07:00 -34.039132 352.695587 -34.039132 \n", + "2014-06-24 00:01:00-07:00 -34.065534 352.970625 -34.065534 \n", + "2014-06-24 00:02:00-07:00 -34.090926 353.245855 -34.090926 \n", + "2014-06-24 00:03:00-07:00 -34.115309 353.521302 -34.115309 \n", + "2014-06-24 00:04:00-07:00 -34.138686 353.796969 -34.138686 \n", "\n", - "# built in python modules\n", - "import datetime\n", - "import logging\n", - "import os\n", - "import inspect\n", + " azimuth apparent_zenith zenith \n", + "2014-06-24 00:00:00-07:00 352.695587 124.039132 124.039132 \n", + "2014-06-24 00:01:00-07:00 352.970625 124.065534 124.065534 \n", + "2014-06-24 00:02:00-07:00 353.245855 124.090926 124.090926 \n", + "2014-06-24 00:03:00-07:00 353.521302 124.115309 124.115309 \n", + "2014-06-24 00:04:00-07:00 353.796969 124.138686 124.138686 \n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-24 00:00:00-07:00 -34.039132 352.695587 -34.039132 \n", + "2014-06-24 00:01:00-07:00 -34.065534 352.970625 -34.065534 \n", + "2014-06-24 00:02:00-07:00 -34.090926 353.245855 -34.090926 \n", + "2014-06-24 00:03:00-07:00 -34.115309 353.521302 -34.115309 \n", + "2014-06-24 00:04:00-07:00 -34.138686 353.796969 -34.138686 \n", "\n", - "# python add-ons\n", - "import numpy as np\n", - "import pandas as pd" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 + " azimuth apparent_zenith zenith \n", + "2014-06-24 00:00:00-07:00 352.695587 124.039132 124.039132 \n", + "2014-06-24 00:01:00-07:00 352.970625 124.065534 124.065534 \n", + "2014-06-24 00:02:00-07:00 353.245855 124.090926 124.090926 \n", + "2014-06-24 00:03:00-07:00 353.521302 124.115309 124.115309 \n", + "2014-06-24 00:04:00-07:00 353.796969 124.138686 124.138686 \n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pvlib\n", - "from pvlib.location import Location" - ], - "language": "python", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, "metadata": {}, - "outputs": [], - "prompt_number": 2 + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')" - ], - "language": "python", + "data": { + "image/png": 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heTlWfgHFRXuoKPfB/jgctjPUIgEjxgtdq0lJS6BPZjcG9u5D3Al00EnzMILB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heTlWfgHFRXuoKPfB/jgctjPUIgEjxgtdq0lJS6BPZjcG9u5D3Al00EnzMILB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wCmgH8C/nbJ7p8HAu63DIA5nOlPjMvy9Jbl6R3L0lsi8iGcs3n/AbxTRN6jqkeAPnEWMVj0e8Dz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\nEY+UmIkAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n" - ] - } - ], - "prompt_number": 4 - }, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.date_range(start=datetime.datetime(2014,6,24), end=datetime.datetime(2014,6,25), freq='1Min')\n", + "\n", + "pyephem_ephem = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", + "print(pyephem_ephem.head())\n", + "pyephem_ephem.plot()\n", + "\n", + "pyephem_ephem = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus, method='pyephem')\n", + "print(pyephem_ephem.head())\n", + "pyephem_ephem.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "times = pd.date_range(start=datetime.datetime(2014,6,24), end=datetime.datetime(2014,6,25), freq='1Min')\n", - "\n", - "pyephem_ephem = pvlib.solarposition.get_solarposition(times, tus, method='pyephem')\n", - "print(pyephem_ephem.head())\n", - "pyephem_ephem.plot()\n", - "\n", - "pyephem_ephem = pvlib.solarposition.get_solarposition(times.tz_localize(tus.tz), tus, method='pyephem')\n", - "print(pyephem_ephem.head())\n", - "pyephem_ephem.plot()" - ], - "language": "python", + "data": { + "text/plain": [ + "(0, 100)" + ] + }, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - " apparent_elevation apparent_azimuth elevation \\\n", - "2014-06-24 00:00:00-07:00 -34.039132 352.695587 -34.039132 \n", - "2014-06-24 00:01:00-07:00 -34.065534 352.970625 -34.065534 \n", - "2014-06-24 00:02:00-07:00 -34.090926 353.245855 -34.090926 \n", - "2014-06-24 00:03:00-07:00 -34.115309 353.521302 -34.115309 \n", - "2014-06-24 00:04:00-07:00 -34.138686 353.796969 -34.138686 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "2014-06-24 00:00:00-07:00 352.695587 124.039132 124.039132 \n", - "2014-06-24 00:01:00-07:00 352.970625 124.065534 124.065534 \n", - "2014-06-24 00:02:00-07:00 353.245855 124.090926 124.090926 \n", - "2014-06-24 00:03:00-07:00 353.521302 124.115309 124.115309 \n", - "2014-06-24 00:04:00-07:00 353.796969 124.138686 124.138686 \n", - " apparent_elevation apparent_azimuth elevation \\\n", - "2014-06-24 00:00:00-07:00 -34.039132 352.695587 -34.039132 \n", - "2014-06-24 00:01:00-07:00 -34.065534 352.970625 -34.065534 \n", - "2014-06-24 00:02:00-07:00 -34.090926 353.245855 -34.090926 \n", - "2014-06-24 00:03:00-07:00 -34.115309 353.521302 -34.115309 \n", - "2014-06-24 00:04:00-07:00 -34.138686 353.796969 -34.138686 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "2014-06-24 00:00:00-07:00 352.695587 124.039132 124.039132 \n", - "2014-06-24 00:01:00-07:00 352.970625 124.065534 124.065534 \n", - "2014-06-24 00:02:00-07:00 353.245855 124.090926 124.090926 \n", - "2014-06-24 00:03:00-07:00 353.521302 124.115309 124.115309 \n", - "2014-06-24 00:04:00-07:00 353.796969 124.138686 124.138686 " - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n" - ] - }, - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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AsSNHycS3BJcgyT3+J9QFAgEsJ3C9LFq13xcsWNhdzW7Nmnc5/fQzupO7EOIT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AsSNHycS3BJcgyT3+J9QFAgEsJ3C9LFq13xcsWNhdzW7Nmnc5/fQzupO7EOIT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- "text": [ - "" - ] - } - ], - "prompt_number": 5 + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith']).plot()\n", - "pvlib.atmosphere.relativeairmass(pyephem_ephem['apparent_zenith']).plot()\n", - "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='young1994').plot()\n", - "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='simple').plot()\n", - "plt.legend()\n", - "plt.ylim(0,100)" - ], - "language": "python", + "data": { + "image/png": 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VRCpRsBYZA528KCIiOZ28KBUoWIuMgWmaWsdaRKTOqWMtlShYi4xB8eRF11W4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\nAoQjDTRPjjB1ejuzDplFW9tkLW8nMoK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mWaS6ouQukSg0ZYLk7id1NcuL1Jf+cTYph+ayn9xb2rdKsET1RcldIlHKNpAt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\n5HrzFHIFSoUCxXwRt1DCLZR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- "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, + "output_type": "display_data" + } + ], + "source": [ + "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith']).plot()\n", + "pvlib.atmosphere.relativeairmass(pyephem_ephem['apparent_zenith']).plot()\n", + "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='young1994').plot()\n", + "pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='simple').plot()\n", + "plt.legend()\n", + "plt.ylim(0,100)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "plt.plot(pyephem_ephem['zenith'], pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='simple'), label='simple')\n", - "plt.plot(pyephem_ephem['zenith'], pvlib.atmosphere.relativeairmass(pyephem_ephem['apparent_zenith']), label='default')\n", - "plt.xlim(0,100)\n", - "plt.ylim(0,100)\n", - "plt.legend()" - ], - "language": "python", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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LqAvZkT4xiqLJwJXAAUABOBd4GrgO2B1YDLwzhLBm58uUJEnSa23s6qt1CXVhZ0aYLwFu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\n7eXvPnxFefuw6Qd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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 7 + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "plt.plot(pyephem_ephem['zenith'], pvlib.atmosphere.relativeairmass(pyephem_ephem['zenith'], model='simple'), label='simple')\n", + "plt.plot(pyephem_ephem['zenith'], pvlib.atmosphere.relativeairmass(pyephem_ephem['apparent_zenith']), label='default')\n", + "plt.xlim(0,100)\n", + "plt.ylim(0,100)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index dd6076e246..9dcc7d172c 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# irradiance.py" + "# irradiance.py tutorial" ] }, { @@ -13,8 +13,16 @@ "source": [ "This tutorial explores some of the functions available in the ``pvlib`` module ``irradiance.py``.\n", "\n", + "This tutorial is known to work with the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", "Authors:\n", - "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015." + "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015." ] }, { @@ -29,6 +37,7 @@ "import matplotlib.pyplot as plt\n", "try:\n", " import seaborn as sns\n", + " sns.set(rc={'figure.figsize':(12,6)})\n", "except ImportError:\n", " pass\n", " \n", @@ -96,7 +105,7 @@ "source": [ "spencer = pd.Series(pvlib.irradiance.extraradiation(times, method='spencer'), times)\n", "asce = pd.Series(pvlib.irradiance.extraradiation(times, method='asce'), times)\n", - "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above" + "ephem = pvlib.irradiance.extraradiation(times, method='pyephem') # approx 100x slower than the above." ] }, { @@ -109,7 +118,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -118,574 +127,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAgIAAAFgCAYAAADJkREAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4m+XZ9/Gvpvfedjzj5MpwhrPJ3otsAoTRAC1QoJRC\n", - 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6Rst82lgIIYQQrcv63ZnMXX0Yg7uO6XcksMX0KV9nbCBS588ju7zwOXgSz3YJ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\nq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dhqgIN68tO8jFukZHcqggFxERkZB2+nwdLy8pIjrSw9Oz+uJ2a6qK/K/UpFhmjsnhbE09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\n5CJdyOPxcMflBcTFeHnx/a0cOabuAhIaR+sb+fl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hi9KJ8AjlkYEz8XH2NjqWuABSOYnLFusbxW+GPk6QawDfZv7Aiv0fUt9Yb3Qs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B1oMdFOams2ResddxJImsXlhOZnoKb+5vY9JxvI4jIhESco+1tbbXWvsDa+3H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\nNVTgANt0EqPIO6iwFpErmnQctjS1k5W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NgDdgOpqIwGEPLp45cxYzZ84a9uOrWIvImNTbH+Jna+9VqZaEy/Bk8OVZ1+G6Lmsa13PP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\nNw0k0tBA59tvkTmuktzTTjcdR+S45Z9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JzElKrEVkhKEeQfasq718V4Ku++8lXF9P9cmn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\nS6Tz6Zkumsi0mdWJtTFmlTHmaWPMVmPMp2e6PCL7mlQ+xWH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Ub2BK5iQWFhzldJyQSfOkctnci+jo6eDJHc85HUdERtH6ms0ALBo33+Ek0cPl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SE0213DbiBhJJ6fXX1tfbszvSgzO4PvNqlh9bwf+sf5YHx9530eNvmzucXYeq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\nZGZEedvLF5BIwHcfrtZS5yKosBaRCyQSCe57dB/tXX28/ua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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3613,8 +472,8 @@ "ineichen_data = pvlib.clearsky.ineichen(times, tus, linke_turbidity=None, zenith_data=solpos['apparent_zenith'])\n", "haurwitz_data = pvlib.clearsky.haurwitz(solpos['apparent_zenith'])\n", "\n", - "ineichen_data['GHI'].plot(label='Ineichen')\n", - "haurwitz_data['GHI'].plot(label='Haurwitz')\n", + "ineichen_data['ghi'].plot(label='Ineichen')\n", + "haurwitz_data['ghi'].plot(label='Haurwitz')\n", "plt.ylabel('Irradiance W/m^2')\n", "plt.legend()" ] @@ -3650,7 +509,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 13, @@ -3659,283 +518,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8XHd1///XaLetffEu79bxnjg7JISEBkIIJOyUJUAo\n", - "FCgUCgV+LWUrFNqyfykFWgplK4QCLZQlkI0kkH2xHTu2j2zLi7zLsjbbkixp5vfHHSXCOI5mPNKd\n", - "e+f9fDz0sDSSRud4Zu6Zz55IpVKIiIhINBWFHYCIiIhkT4VcREQkwlTIRUREIkyFXEREJMJUyEVE\n", - 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5fKyZV8LQcIjqulav44jIKIi6FcRauzjyXg2LIhKTQqEQmyN7V6/Q3tXioVVz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\nqLAWGeca2nsBmFyQ6XESEUkUI88nzef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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -3943,7 +528,7 @@ } ], "source": [ - "ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['GHI'], albedo=.25)\n", + "ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "plt.ylabel('Diffuse ground irradiance (W/m^2)')" ] @@ -3965,7 +550,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 14, @@ -3974,1068 +559,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4FFXbwOHfbHY3yaaRRmjpkEPovXfsr4oFRfQVFSmC\n", - "gIiAgIIIAiKIIqgUQVHxExvKa8WCdJBew1ACJJSE9LYpW+b7YwMSIKSQQsK5r4vLZGfOzHM2ic+e\n", - "MzPnUTRNQ5IkSZKkqklX2QFIkiRJklR6MpFLkiRJUhUmE7kkSZIkVWEykUuSJElSFSYTuSRJkiRV\n", - "YTKRS5IkSVIVpq/sACRJKpwQogMwE/DF8cE7FhirqurhEh7HA/gV8ASmqKq6uqxjzT+PF7BaVdVe\n", - "5XF8SZKuJhO5JN2khBDOwI/Abaqq7s1/7QngFyFEiKqqJVkEoiVQU1XVBuUQ6uW8gbblfA5Jki4j\n", - 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r8djjuiT2ZXEm/ele0p/uIyPWQghREjmdeP+wFNPZVLLb3uX2pLqksjeoQ85d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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5049,7 +575,7 @@ " pass\n", " \n", "for surface, albedo in sorted(pvlib.irradiance.SURFACE_ALBEDOS.items(), key=lambda x: x[1], reverse=True):\n", - " ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['GHI'], surface_type=surface)\n", + " ground_irrad = pvlib.irradiance.grounddiffuse(40, irrad_data['ghi'], surface_type=surface)\n", " ground_irrad.plot(label='{}: {}'.format(surface, albedo))\n", "\n", "plt.legend()\n", @@ -5074,7 +600,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 15, @@ -5083,558 +609,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8m9W5wPGfhvfee2X4ZE8IISQhSaFsKKul0PZSKDMF\n", - "LqOUMAoBChQuoyWU1ZZVRguFAg2UTQKBTLKccRI7drwd772l+4dk4wzHlixZlvx8Px9/Yknve97n\n", - "WLEfvWcarFYrQgghhPBORk8HIIQQQgjnSSIXQgghvJgkciGEEMKLSSIXQgghvJgkciGEEMKLSSIX\n", - 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6nfz882ymTj3zsG2YfaFET0esxwCna62zW7pTKZUA3Al87OHjCCFEh5FZsoa9\nZZvpHzOeuND+VscRR9ArYgQ9w4eyo2gp2eXpJISlWh1JCNFK2dl7iYyMZNasR9i+fStKDeC22/5M\nUFAQAOvXryU6OobExMNdZdXg9ttvwsfHl/POu5Dp0y/wOJNHhbXW+q6j3J8NHHEfIYToTJxOJ4sy\n3wRgfK+Z1oYRR2UYBhOSruL9jXeyKPMtLhn85NEPEkIcIi39FXJy5pvaZnz8ZAak3njY+xsbG9m6\nNZ0777ybAQMG8eKLz/LOO29y7bV/AGDOnB+ZOvWMwx7/yiuvY7PZKC4u5o47biYpKZlhw0Z4lNnj\nVUGUUoFKqe4tbB/sadtCCNHR7CndwJ6yDfSNPomEMGV1HNEKSZEjSQwfzPaiJeRX7rQ6jhCilez2\nWGJj4xgwYBAAkydPYevWdAAaGhr45Zf5TJly+mGPt9lsAERFRTFx4mS2bPF8hSCPRqyVUqcDHwKG\nUmo78FutddM1Yt8GPCv7hRCig1mW9T4A43peYXES0VqGYXBSz8v4ZPN9LNvzPuem/sXqSEJ0OANS\nbzzi6HJbiImxERsbx+7dmfTqlcSqVctJTnYtbbpq1QqSkpKx2ewtHltTU4PD0UhwcAjV1dWsXLmM\nq6++3uNMno5YzwImAVHAS8AcpdRwj1MJIUQHlF+5kx1FS+kRPoQeEfKhXUfSL/okbMHJbM6bS2lN\njtVxhBCtdPvtd/Hoow8wc+Zv2bFjO7/7neviTz//PJvTTjtwGkhBQT533XUbAIWFBdx003VcddVl\nXH/9TMaNO5kxY8Z6nMfw5GxIpdR6rfWwZrcn4Rqpvgj4t9a6PUesnfn55e34cJ2X3R6G9KV5pD/N\n5c39+XX6E2zK+4mLB82if8x4q+O0ijf3Z3vbmPsD3+gnOaH7RUztd+sxHy99aS7pT3NJf5rHbg8z\nDnefpyPWvkqpoKYbWusFwG+AT4FD5l0LIURnVVqTy5b8udiCk+kXfZLVccRxGGg/jfDAWNblfENV\nfYnVcYQQHZCnhfWHwMTmG7TWS3GNWGd62LYQQnQYK/d+jMPZyIk9ZmAYHp8XLizg6+PH6MRLaXDU\nsnrv51bHEUJ0QB799tdaP6a1/qmF7Su11mM8aVsIITqK6voy1mV/Q1iAnUGxp1kdR3hgeMI5BPmF\ns2rfZ9Q1VlsdRwjRwZgyrKKUkuEZIUSXtWbfF9Q7qhnT4xJ8ffytjiM8EOAbzKjuF1DTUMb6nG+t\njiOE6GB+jesQAAAgAElEQVTMWMfaD3jfhCxCCNHh1DfWsmrfpwT5hTIs/lyr4wgTnJB4IX4+Aaza\n+wkOZ6PVcYQQHYhHhbVSKgDXiYprzIkjhBAdy6bcH6mqL2FEwnkE+gVbHUeYINg/ksGxZ1BSk822\nwsVWxxFCdCCejlh/CWRorf9qRhghhOhInE4nK/d9go/hxwndL7I6jjDR6MSLAViZ9bHFSYQQR/LR\nR+/zu9/9hiuvvJSPPnJNoCgrK+X2229ixowLueOOmykvb3mZwWXLlnDZZRcxY8YFvPPOm6bk8bSw\nngj8y4wgQgjR0WQUr6KwKpMB9lMIDYyxOo4wkS0kmd5RY9hTtoHscm11HCFEC3bu3M4333zBa6/9\njzfffJ8lSxayd28W77zzJqNHn8gHH3zGqFGjWyyaGxsbef75p3n22Zd4552PmTPnJ3btyvA4k6eF\n9QzgS6VUgieNKKUilVKfKKXSlFJblFInKqWilVKzlVJblVI/KaUiPcwqhBCmWrnXNZrZNLopOpcx\niZcAv77OQgjvkpm5i4EDBxMYGIivry/Dh49k/vy5LFr0C2edNQ2As86axsKF8w85Ni1tM4mJPUlI\n6I6fnx9TppzOwoULPM7k6XJ7XwO3Ap4u+Pki8J3WegAwFEgH7gFma61TgLnu20II4RUKq3azs3g5\nPcKHkBCWanUc0QZ6R40mJjiJtPyfKa8tsDqOEOIgffr0Y/36tZSVlVJTU8OyZUvIz8+jqKiI6GjX\np4jR0TEUFRUdcmx+fh5xcXH7b8fGxlJQkOdxJj9PG9Ba/6iUqjve45VSEcDJWuuZ7vYagFKl1HRg\nknu3t4D5SHEthPASq/Z+CshodWdmGAajEy/mh23Psmbf50zqfZ3VkYTwWj/vfIX0/Pmmtplqn8yp\nfW487P1JSclcfvlM7rjjFrp160a/fin4+Bw4ZmwYBoZx6BXIW9pmBo8LawCt9TwPDu8N5Cul3gCG\nAauB24E4rXWue59cIO4wxwshRLuqri9nY+4PhAfGkWKbYHUc0YYGx57Bgoz/sDb7a8b1uhJ/3yCr\nIwkhmpk27TymTTsPgFdf/SexsXFER0dTWFhATIyNgoICoqKiDjnOZoslNzd3/+28vFzs9liP85hS\nWAMopYKBHs3b1FpvaWWGkcAtWuuVSqkXOGhkWmvtVEo5zcoqhBCe2JDzLfWOGiZ0vwofw7Rfo8IL\n+fsGMiJhOkv2vM2mvJ8YkTDd6khCeKVT+9x4xNHltlJcXERUVDQ5OTn88ss8Xn31TbKz9/L9999w\nxRVX8f3333DyyZMPOS41dQBZWbvJzt6HzWZn7tzZPPzwEx7nMZxOz+tVpdStwBNAMbB/NX2tde9W\nHBsPLG3aVyk1AbgX6AOcorXOcZ8cOU9rfaSJjFJ4CyHaXKOjgVk/nkdlbTEPnv0DwQHhVkcSbay0\nOp/Hvz8He1gSd532UZt9hCyEOHaXX345JSUl+Pn5ce+99zJ27FhKSkq4/fbbyc7OJjExkRdeeIHw\n8HByc3N54IEH+Pe//w3AggULmDVrFg6Hg4svvpgbbrihtQ972F8CZhXWGcB4rfW+4zz+F+BarfVW\npdTDQNNVFgq11n9VSt0DRGqtjzTH2pmf3/I6heLY2O1hSF+aR/rTXFb3Z3r+Aj5Pe5ARCedxZv87\nLcthFqv7s6P4Iu0R0vJ/5vKhL9IrcniL+0hfmkv601zSn+ax28MOW1h7fElzt6zjLard/gi8q5Ra\nj2tVkCeAp4CpSqmtwKnu20IIYak1+1yLIJ2QeKHFSUR7GtX9AgDWZH9hcRIhhDcza3Lgo0qp14Fv\ngRpcQ+ROrfV3rTlYa70eGN3CXaeZlE8IITxWWJVJZulakiJGYAtOtjqOaEc9wodgD+mDLviFitpC\nuSCQEKJFZo1YnwNMw7Wax13An93fhRCi01iT/RUAI7ufb3ES0d4Mw2BUwgU4nI2sy/na6jhCCC9l\n1oj1+UCy1rrapPaEEMKr1DVWszHnB0IDYugfI0vsdUWD4k5jXsa/WJv9NSf1vAJfH1kRRghxILNG\nrHcADSa1JYQQXict72dqGysYFn+OFFRdVIBvMIPjzqCiroBthYutjiOE8EJm/e+wDZirlPoCqHVv\nc2qtXzapfSGEsNSa7C8x8GF4/LlWRxEWGtn9PFbv+4w12V+Qap909AOEEF2KWYV1ELATGGJSe0II\n4TX2laeRU6HpHzOB8CDPr8wlOi5bcDJJESPILFlDQdUuOYlVCHEAjwprpdRArfUWrfVVJuURQgiv\ns3bflwCMTDjP4iTCG4zsfgGZpWtZs+9LTu93m9VxhBBexNMR678rpbrjWmbvS2Cx1lqugCiE6DSq\n68vZkj+XyKBEekedYHUc4QX6x4wnNMDGptwfmdz7egJ8u1kdSQjhJTw6eVFrfRowDlgH3AbsUEr9\nVyl1nlJKftMIITq8jbnf0+CoY2TCdAzDrPO9RUfm6+PHsPizqW2sJD1/vtVxhBBexOP/JbTWJVrr\nd7XWlwADgE+As4FNSqkvPW1fCCGs4nQ6WZv9Fb5GAEPiz7I6jvAiw+LPAQzW5XxjdRQhhBfxdI51\nb611RtNtrXUt8B3wnVLKAE70MJ8QQlhmd+laiqr3MDj2dIL9I6yOI7xIRFA8vaNGk1G8gvzKDOwh\nva2OJITwAp7OsV6rlCoF5gHzgXla60wA91zrZR62L4QQllmf8x0AwxOmWZxEeKPh8dPIKF7B+pxv\nOa3vLVbHEUJ4AU+ngsQAFwGbgIuBdUqpDPc86995nE4IISxSXV9Oev4Corv1pEf4UKvjCC/UP2Yc\nwf6RbMz9kQZH7dEPEEJ0ep6evNiotV6ltX5Gaz0NsAEPAxOAN0zIJ4QQlticN5tGZx3D4s/GMAyr\n4wgv5Ovjz5C4M6lpKEMXLLQ6jhDCC3h88qJSaqBS6ial1EdAOjADV1F9sqdtCyGEFZxOJ+tzvsXH\n8GVw3BlWxxFebFi8a5rQ+pxvLU4ihPAGnp68mIvriosfAU8Da7TWDjOCCSGEVXIqtpJXuZ2UmAmE\nBsRYHUd4sZjgnvSKGO66EmPFHiDS6khCCAt5OmL9Nq7i/PfAtcAlSql4j1MJIYSFmkYfm0YjhTiS\npvfJsl1fWJxECGE1T+dY/1lrPRrXRWK+AkYAnyulNiqlXjUjoBBCtKf6xhq25M0hNMBGn+jRVscR\nHYCyTSTIL5SVu76i0dFgdRwhhIVMuYyY1rocWAWsAdYCoYCsCiKE6HDSCxZQ21jJ0Liz8DE8XZFU\ndAX+voEMij2d8tpCthctsTqOEMJCHhXWSqlLlVIvK6W2AJnAzUAecDUQZUI+IYRoV03TQIbGn21x\nEtGRNK113rT2uRCia/J0OOZW4GfgFmCp1rra80hCCGGNwqo97CldT1LkSKK6dbc6juhAYkP60iNy\nADuLVlBRVygnvQrRRXlUWGutJ5gVRAghrLYh1zXaOExGq8VxGJ10LlklT7M5bw4n9viN1XGEEBbw\ndCrIK0qp5CPcn6yUetmTxxBCiPbgcDawKfdHgvxCUbaJVscRHdDInmfiY/ixMed7nE6n1XGEEBbw\ndCrIN8AnSql6YAmwz709ERgLBAEPePgYQgjR5jKKV1NRV8iIhPPw8wm0Oo7ogEICI+kfMx5dsIDc\nim3Eh6VYHUkI0c48nQryLfCtUmoUcCrQx33XLuBWrfUqz+IJIUT72JT7IwBD5EqLwgND4s5EFyxg\nQ+73UlgL0QWZspaU1no1sNqMtoQQor3VNFSwtXAh0d160j1soNVxRAfWJ2oMIf7RbM6bw6l9bsTP\nJ8DqSEKIdmTKOtZCCNGR6fwFNDjqGBx3BoZhWB1HdGC+Pn4Mij2NmoYydhQtszqOEKKdSWEthOjy\nNub+AMDg2NMtTiI6gyFxZwKwIed7i5MIIdqbFNZCiC6tuHofe8o2kBQxgoigOKvjiE4gNrQv8aEp\n7ChaTmVdkdVxhBDtyLTCWikVoZQa2ey2fJ4qhPB6m/J+AmCwnLQoTDQk7kycNLI5b47VUYQQ7ciU\nkxeVUmcDrwIOIEkpNRp4EDi3lcfvAsqARqBeaz1GKRUNfAgk4Vpl5FKtdYkZeYUQAsDpdLIp90f8\nfYJQtklWxxGdyMDYKczd+TIbcr9ndOIlMndfiC7CrBHrR4ExQBGA1nol0PcYjncCk7XWI7TWY9zb\n7gFma61TgLnu20IIYZqsso2U1OwjxXYygX7BVscRnUiwfyT9Y8aRX7mT3MptVscRQrQT06aCaK2z\nD9pUd4xNHPzn/HTgLffPbwHnH08uIYQ4nF/Xrj7T4iSiMxoc65peJNNBhOg6zCqsy5RS8U03lFKT\ngeJjON4JzFFKrVJKXefeFqe1znX/nAvIWUVCCNPUN9aSlj+PsAA7SZEjrI4jOqG+0ScS5BfGlrw5\nOJyNVscRQrQDU+ZYA/cC3wHJSqkFQH9cI86tNV5rna2UsgOzlVLpze/UWjuVUs6jNWK3hx1LZnEE\n0pfmkv40lxn9uXbPEmobKxnf71LiYiNNSNVxyfvTPAf35fCeU1mW8RmlaFLsJ1qUquOS96a5pD/b\nnllXXlyulDoVGOfetORYTjRsmkaitc5XSn2Oa752rlIqXmudo5RKAPKO1k5+fvlxpBcHs9vDpC9N\nJP1pLrP6c/G2LwDoGza5S78+8v40T0t92S98Msv4jMVbvyTKkKt6Hgt5b5pL+tM8R/oDxaxVQYYA\nGVrr79y3Q5VSg7TWm1txbDDgq7UuV0qFAKcDjwBfATOBv7q/f2FGViGEqKwrJqN4FfGhCltwstVx\nvIrT6aSurpSqqiyqqvZSVZ1DfX059fVlNDbWuPcy8PUNxN8/nAD/cIK6xRIS3IPg4B4EBnbt0f+D\n9QgfQnhgHLrgF87odyf+voFWRxJCtCGzpoK8BTT/jKse+B8wqhXHxgGfK6Wa8ryrtf5JKbUK+Egp\ndQ3u5fZMyiqE6OLS8ufhpJFBsVOtjmI5h6OR4uLNFBdvoLhkMyUlm6mtPf6LmgQFxRIZOYDIyEHE\nRI8gPLx/l15qzjB8GBR7Gkv3vMv2oiUMsJ9idSQhRBsyq7D20VrXN93QWtcqpXxbc6DWOgMY3sL2\nIuA0k/IJIcR+W/LnYODDQPupVkexhMNRT37+cnJzF1FQuJyaml8L6cBAG7Gx4wkJ6UlIcCLduiUQ\nEBCBv38Yvr5B7r2cNDbWUldfSn1dKVXVOVRV7aWiYjelpenk5CwgJ2dBs/ZOIi5uAraYE/DxMeu/\nnY5jUOxUlu55l815s6WwFqKTM+s3XL1Sqq/WegeAUqofrou9CCGEVymu3sfess0kR44iNDDG6jjt\nqqx8B1lZ37Nv70/U1ZcCEBQUQ48e52CznUBU5CCCgmJbPcIcTMIh25xOJ9XVORSXbKIgfwV5+cvZ\ns+dr9uz5msDAGBK7n06PHmcRGppk6nPzZvaQ3sSG9GNH0XKq6ksJ9o+wOpIQoo2YVVg/AixSSn2L\naz3qs4HrjnyIEEK0v7T8uQAMiu0aH4g5nU7yC5azc+f7FBWtAyAgIJLk5EvonnAq/fqNpqCg0rTH\nMwyD4OAEgoMTSOw+FafTNdVkX/Zc9u2bw86M99mZ8T52+4n06T2D6OgRXWKqyKDY05iX8S/S8+cz\nsvt5VscRQrQRs1YF+UYpNQmYimtN6qe01nKpKSGEV3E6nWzOm4OvEUCKbaLVcdqU0+kgO2c+O3a8\nTXn5TgBsttH06jmd2NiT8PHxB1xzgNuSYfgSHT2U6OihDEi9iby8xWRmfkF+/nLy85cTHq7o3/8q\nYu0ndeoCe2DsFOZlvMrmvNlSWAvRiZk22U1rvRXYalZ7QghhtvzKnRRU7ULZJhLkF2p1nDZTULCa\ndP0qZWUaw/Cle/ep9Ok9g/Dwfpbm8vUNJCHhVBISTqWkZAs7Mz4gJ2chq1ffS1TUEFLVH4iKGmxp\nxrYSHhhLUsRwMkvXUlKTTWTQodNohBAdn1nL7Y3HtSxe32ZtOrXWsWa0L4QQZtic77q09EB755wG\nUlm5ly1pL5KfvxyA7gmnkZJyDcHB3S1OdqjIyIGMHPEo5eW72Lr1NXLzFrF02c3Ex09iQOotdOvW\n+f77GBQ3lczStWzJm8O4XldaHUcI0QbMGrF+HXgUWI6ctCiE8EJOp4MteXMJ9A2hb/RYq+OYyuGo\nZ+fOD9i+4384HHXExIwiVf2BiIgUq6MdVVhYMqNGPUFx8SbS0l8mJ2cB+fkrSOn/e5KSLuxUq4go\n2yR+3PYCm/Jmc1LPKzr11BchuiqzfmNVaa3fM6ktIYQwXVbZJspqcxkSd2anukhHSUkaGzY8SUVl\nJoGB0Qwc8Efi40/pcEVbVNRgThr7D7Kyvidd/4u09H+yd++PDBv2F8LC+lgdzxRBfqH0izkJXbCA\n3MptxId6/x8+QohjY9ZZK98ppc42qS0hhDDd5jzXNJDOshqIw9HAtm1vsnTZzVRU7qZXr/OZePLb\nJCSc2uGK6iaG4UPPnucwaeLbJCaeSVn5dhYvvp6dGR/idDqsjmeKpvdfWt7PFicRQrQFs0as/wDc\np5SqAGrd22SOtRDCKzQ6GkjPn0+IfzRJkSOsjuOxysq9rF//OCWlWwgKimXY0HuJiRlpdSzTBARE\nMmzovcTHTWTjpr+Rnv4yeXlLGD7sfoKC7FbH80jf6BMJ8A0mLX8ek3vf0GH/CBJCtMysEesTgD7A\nUGC0+2uMSW0LIYRHMkpWUd1QygD7KfgYHXvObm7eEhYvuZ6S0i107z6Vkyf8t1MV1c3FxY3n5Alv\nEhc3gaKidSxafB2FhWusjuURP59AUmImUFqbw77yLVbHEUKYzKx1rHeZ0Y4QQrSFLe5pIAM78DQQ\np7ORbdveZPuO/+HjE8DQIffQo8dZVsdqc4GBkYwc8TiZmZ+Slv4yy1f8CZVyLX36/LbN1+BuKwPs\np7Ip7yfS8ueRGD7I6jhCCBOZtdxeL1zL7Q0HgtybnVrrznHGiRCiw6pvrGFrwSIigxLpHjbA6jjH\npb6+nLXrHqWgYAXduiUwauRjhIf3tzpWuzEMg+Tki4mISGXt2ofRW/9NaZlm2NC/4NsBT0TtHXUC\nQX5hpOXPY0qfmzrsHwhCiEOZ9a/5v8Bc98+XAwuB/5nUthBCHLftRUupd1Qz0N7xVsoAqKrKZunS\nmykoWIHdPpYJ41/rUkV1c1FRgxk//j9ERw0jJ2cBy5bfRm1todWxjpmvjz/KNpGKugL2lG60Oo4Q\nwkRmFdY2rfV/gAat9RLgKkBWCRFCWC49fx7g+vi9oykpTWfJ0puoqMwkOfkSThg1C3//MKtjWSow\nMJLRo58hMfEMSkvTWLzkxv2XbO9IBthPASAtX1YHEaIzMauwrnN/r1BKJQEBgM2ktoUQ4rjUNVax\nvWgZ0d16YQ/pWDPTcnMXs3z5bdTVlTBwwK0MHHALhuFrdSyv4OsbwNAh95LS/1pqanJZuvRmCgvX\nWh3rmCRFjiDYP5L0ggU4nA1WxxFCmMSswnqBUioGeBlYBewAvjKpbSGEOC7bC5fR4KhlQAebBrJ3\n74+sXnM/TqeTUSMfJzn5IqsjeR3DMOjX70qGD3uQRkcdK1fdTW7eEqtjtZqP4YeyTaKqvpjMknVW\nxxFCmMSUwlprfZfWulBr/TaupffO1FrfbkbbQghxvJo+Zm/62L0jyNz9Jes3zMLPL5gTxzxPXNx4\nqyN5te7dp3DCqCcBgzVr7mfvvtlWR2q1ge7pSTIdRIjOw6PCWikV6P4e3PQF5AM73D8LIYQlahuq\n2FG0HFtwMvaQ3lbHaZWdGR+yefNzBAREMvbEF4mKkqXYWsNuH8OYMc/i69uN9eufIHP3l1ZHapUe\nEUMIDYhBFyyk0VFvdRwhhAk8HbFe5v5e0cJXuYdtCyHEcdtetJhGZx2pHWS0evuOt0lPf5nAQBtj\nT/w74eH9rI7UoURHDWHsiS8QEBDB5s3PsXu3989G9DF8SbVNpqahjIyS1VbHEUKYwKN1rLXWI9zf\nZRFOIYRXSdu/Gshka4O0ws6MD9m69T906xbPiWOeJzi4u9WROqTw8P6cOOYFlq+4nU2bn8UwfOnZ\n8xyrYx3RgNhTWbXvU9LyfqZf9Fir4wghPORRYX206R5a6ypP2hdCiONR01DBzqIV2EP6YAtOtjrO\nEe3K/Jz09JcJCrRLUW2CsLDejBn9HMtX3M7GTX/Dx8ePxMQzrI51WIlhgwgPjGNb4SIaHLX4+XS8\nC94IIX7l6UhzS1NAZCqIEMJS2woX0+isZ4DNu6eB7NnzLVu2vEBAQDRjxjwnRbVJwsP7Mmb0s/j5\nhbB+w1NkZ3vvyYGGYTDAfgq1jZXsLFppdRwhhIc8Kqy11j7uaSAPAf8HRAHRwN3Ag57HE0KIY9c0\nDSTVi6eBZGfPY+Omv+HvH8GJY54lNLSX1ZE6lYiIFMaMeRY/v26sW/8EBQWrrI50WE0XL9qSP/co\newohvJ1Zc6Mv1Fr/TWtdqrUu0Vo/A8jCq0KIdlddX05G8UpiQ/oRE+ydxWph4TrWr38CP99ujBn9\nDGFhHeviNR1FZEQqo0bOwjB8WL3mfkpLt1odqUXxoSlEBiWyvXAp9Y01VscRQnjArMI6SCnVv+mG\nUqof0M2ktoUQotW2FS7C4Wzw2rWry8t3snrNX3DiZOTIx4mISLE6UqcWEzOcYcPup7GxhpWr7qay\nMsvqSIdwTQeZTL2jmp3FK6yOI4TwgFmF9V+ApUqpn5RSPwFLgftMalsIIVrNm6eBVFfnsXLV3TQ0\nVDB0yD3YbKOsjtQlJMRPYtCgO6irK2blyruorS2yOtIhlG0SAOn5CyxOIoTwhFlXXvwMGAT8w/01\nSGv9uRltCyFEa1XVl7KrZBXxoSlEd+thdZwD1NeXs3LV3dTU5KPUDSQmTrU6UpeS1Os8+vWbSVX1\nPlavuZ/GxlqrIx0gPjSFiMB4thctocFRZ3UcIcRxMm39aa11rtb6K/dXnlntCiFEa20rWITD2eh1\nF4VxOBpYu/ZhKioySEq6gD69f2t1pC6pf7+r6d59KiUlm9m48WmcTqfVkfYzDANln0RdYxUZxd57\noqUQ4sg8Wse6iVJqGPAvYBgQ5N7s1Fr7tvJ4X2AVkKW1PlcpFQ18CCQBu4BLtdYlZmQVQnReaQXz\nAUi1TbY0x8HS01+hoHAVsfaTGDjgjxiGYXWkLskwDIYMvovqqmz2Zc8hNDSJfv1+Z3Ws/VJtk1iR\n9SG6YAH9Y8ZZHUcIcRzMGrF+BXgA2Ab0AGbhmnfdWrcBW4Cm4YN7gNla6xRgrvu2EEIcVnV9OZkl\nq4kPTSGqm/esB71nz7fsyvyE0NDeDBv2AIbRqvEG0UZ8fQMZOfJxunWLZ+u2171qjevuYQMIC7Cz\nrXARjY56q+MIIY6DaauCaK3nAD5a631a6/uBi1tzoFKqB3A28B+gaRhnOvCW++e3gPNNyimE6KS2\nFy3G4WxE2SZaHWW/oqINbNr8HP7+4Ywa+QT+/iFWRxJAYGAUo0bNwte3G+s3PElJabrVkQAwDB+U\nfRI1DRXsKlljdRwhxHEwq7BucH8vVkoNV0rZgJhWHvs8cBfgaLYtTmud6/45F4gzJ6YQorPSBb8A\neE1hXV2dw5q1DwBORox4hJCQRKsjiWbCw/oyYvhDOBz1rFnzAHV13jHbMNW9OogukNVBhOiIzCqs\nP3AX07OARcAe4OWjHaSUmgbkaa3X8uto9QG01k5+nSIihBCHqG2oYmfRSmzBycQEJ1kdh8bGWlav\nuZ+6uhIGDvgjtpiRVkcSLYiNPYmU/tdQU5PH2nWP4nQ2Wh2JHuGDCQ2IYWuBaz12IUTH4vHJi0op\nH2Cu1roA+MF94mGQ1rqsFYePA6Yrpc7GddJjuFLqbSBXKRWvtc5RSiUArVplxG4PO85nIQ4mfWku\n6U9zHdyf67KW0uisY0SvqV7R10uWvkBZ2Tb697uAE07wnpPjDscb+swqNtsfqKreSlbWL2TtfYeR\nI27xqD0z+nJYj1NZvPNjStlKiv1Ej9vryLrye7MtSH+2PY8La621Qyn1DjDEfbsOaNUinFrr+3Bf\nSEYpNQn4s9b6SqXU08BM4K/u71+0pr38/PJjfwLiEHZ7mPSliaQ/zdVSf67c+SMAPYPHWt7XWVk/\nsG3b54SH96dPnxstz3M08v6EAal3U1S0g40b/0uAf1/i4iYcVztm9WVS6DgW8zHLt39PlDHQ4/Y6\nKnlvmkv60zxH+gPFrKkg25RSvU1op2nKx1PAVKXUVuBU920hhDhEfWMt2wuXERmUSGxIX0uzlJXv\nYNPm5/DzC2XkiEfx9Q20NI9oHX//MEaOeAwfn0DWb5hFReUeS/P0jBhKsH8kumAhDi+YniKEaD1T\n1rEGwoENSqlFQIV7m1NrfWlrG9BaLwAWuH8uAk4zKZsQohPLKF5JvaOaVNtES9eHrq+vZM2aB3E4\nahkx/CGCg71nyT9xdOHhfRky+C7Wb3ictWsfYtxJr1j2h5GP4UdKzMmsy/marNKN9IocbkkOIcSx\nM2vE+m3gj7gu6vJtsy8hhGhTTasnKPdqClZwOp1s3PQ0VVVZ9On9W+LixluWRRy/xMSp9Oo5nfLy\nHaSnv2JpllS76/2c7r7okRCiYzDj5EU/XFdGPMeEPEII0WqNjnq2FS4hPDCWhLBUy3LsyfqGnJz5\nREUNJSXlWstyCM8NGHALRcUbydz9OTExI4mPt2b5xl4RIwjyC0MXLGRq31sxDLPGwYQQbcnjf6la\n6wYg2r06iBBCtJvMkrXUNlaQYuE0kIqKTLZseQl//zCGD3sAHx+zZtgJK/j6BjJi+EP4+ASycdPT\nVFfnHv2gtsjh40dKzAQq6grYW7bFkgxCiGNnVjG8DPhMKXWpUupspdQ57iX0hBCizeyfBhJjzahi\nY2Md6/6fvTuPj6ssFzj+O7NmnySTyb5vp/tCaUs3WvZFQa9y9aJcAUUEFUUvorjrdb2CghuCXhZF\nryloq+gAACAASURBVAqoIKCyljZdKS10P0maZl9nsu+znPvHTLrQLemcmTTJ8/185jPJzJz3fXI6\naZ5555nnffu/CQRGmDf3LmJj0yclDmGsxMQi5sy5A6+3L/TvOzn9pFXXOkDKQYSYSoxKrBcDDuB2\ngrso3hW6FkKIiAjofio9FcRZU8h1zJuUGCqrfkNvbxV5ue8iK2vdpMQgIiMv991kZq6jq2sP1dWP\nT0oMhcnnYTcnoLlfR9dlnzQhpgJD3rPUNG2dEeMIIcR4NfTsZtDbzeKsazEp5qjP39HxBocP/4n4\n+Dxmz74j6vOLyFIUhfnz7qKn5yDVh57A5VpOSkp0X8BZTDZKnSvY1/4Srf3apH6OQAgxPmGtWI/1\nrlZVdc7JLsaEKIQQJzraDST6ZSAjI93s3vM9FMXCooVfw2KJjXoMIvKs1kQWLvgyoPP27u/h8w1G\nPYZy5xoAKt0boz63EGLiwi0F+Xno+gWOb7Mn7faEEBGj6wE090ZiLInkOxZHeW6dvft+xMhIJ2r5\nLTgcalTnF9GVmrqQ4qIPMjjYxEHtV1Gfvzh1GRaTDc0jibUQU0FYpSBjLfY0TSs0JBohhBiH5r4D\n9I+6mZ9xJeYod+Fobn6JtrYKUlMXUVT0wajOLSZHWdlHae/YRn39M2Skr8blWha1uW3mWIpSllLl\n2YRnsB5nXH7U5hZCTJy0yBNCTDmaewMQ/U1hhofd7Nv/AGZzLAvmf1F6C88QZrOdRQu/gqJY2L3n\nh4yO9kZ1/iPlIJ6KqM4rhJg4+asghJhSdF1Hc7+OzRxHUcqSqM67Z++P8Pn6mTXrdtmyfIZJSiqj\nrOwmRkbc7Nt/f1TnLnWuRMEsddZCTAGSWAshppTmnkq6h1soSb0Ai8ketXkbm/5BR8dWnM4l5Odd\nG7V5xbmjuOh6kpPn0tLyCi0tr0Zt3jirg3zHApr79tM30hG1eYUQEyeJtRBiStnbvB4ANW1N1OYc\nGmrnwIGfYzHHhUpAJmeXRzG5TCYLCxd8GZPJzr79DzA62h21ucvTpBxEiKkgrE/9qKr65DHf6sCx\nf210TdM+EM74QgjxTnub12NSLBSnLI/KfMESkP/B5xtg/ry7iY3NiMq84twUH59LefnHOHjwl+w/\n8HMWLfxqVOYtd67hpUM/pdK9kSXZ/xaVOYUQExfuivVYW712oAioADYBBaHbhBDCMD3DrTT1aMEd\n6SzxUZmzsfEF3O43cLmWk5t7dVTmFOe2osLrcDhm09z8Eu3tW6MyZ1JMOpkJKvU9bzHk7YvKnEKI\niQsrsdY07TFN0x4juKX5hZqmPaBp2v3AWuA8A+ITQogjxt4GL3Oujsp8IyOdHNQexGyOZd7cu6QE\nRACgKGYWzL8bRbGwd9+9eL0DUZm3PG0NAd1PdefmqMwnhJg4o2qs04DRY74fDd0mhBCGqfJsAqDM\nuSoq8+0/8DO83j5U9VZiY9OjMqeYGhITiykpuYHh4Q60yoeiMqcaartXJXXWQpyzjEqsXwOeV1X1\nelVVPwQ8F7pNCCEMMeTtpb77bfJT5pFoj/zr9vb2LbS0vEpy8hwK8t8T8fnE1FNS/GESEoqor3+G\nzs63Iz6fM66A1Ng8ajq34/WPRHw+IcTEGZVY30Gw1vo64P0EE+tPGzS2EEJwqHMrOn7mZa+L+Fw+\n3yB79/0YRbEwf94XUBRzxOcUU4/ZbGPB/LsBhd17/gefbzii8ymKQnnaGryBYQ53vRHRuYQQZ8eQ\nvYA1TRsFfha6CCGE4cbqq+dlr4MIL9ZVVv6G4eF2Sks+QmJicWQnE1NacvIcCguvo7b2SfbsfZTc\nnBsiOl+5cw1bG/5ApWcj5WnR+ayBEGL8DEmsVVXNILhqXXLMmNJuTwhhCF9ghJrO7aTE5pKRWIR7\npD9ic3V376e27i/Ex+dRUhLZJElMD+VlH6W1dT179z5KsuNCEhLyIzZXduIsEmxpVHk2E9B9mBRD\n/owLIQxiVCnI00A68BJHW/A9b9DYQogZrrZrJ97AEOXO1RHtzBEI+Niz915AZ97cuzCbo7ezo5i6\nLJY45sz+DIGAj337f4Ku6xGbS1FMlDtXM+zrpb57d8TmEUKcHaNe6iZrmnarQWMJIcRxqo602Yts\nN5C6ur/S13eI3NyrcToXRXQuMb1kZKwhN2c1jU0VNDe/TE7OZRGbqzxtDTtb/kalZwOFKdLZVohz\niVEr1ntVVc0xaCwhhDhC1wNUeTYTZ00mJ2luxOYZHvZQVfUIVmsis9RPRGweMT0pisKyZV/EZLJz\n4OAv8EZwE5d8xyJiLAlUuisiujouhJg4oxLrVGCPqqp/V1X1ydDlzwaNLYSYwZr69jPg7aQ0dSWm\nCHbnOHjwl/j8g6jlt2KzJUdsHjF9JSbmUFr6EUZHu9Aqfx2xecwmCyWpK+gb7aC1X4vYPEKIiTMq\nsf4D8HmCtdZSYy2EMMzYpjCR7IDg8eyiueVlHI5Z5OW9K2LziOmvuOiDJMQXUF//LN3dByI2j5p2\nIQCV7o0Rm0MIMXFGtdt7zIhxhBDinSrdFVhNMRQmnx+R8YMfOLsfUJg793PSs1qExWSyMm/ef7F1\n22fYu+/HrFr5q4g8p4pSlmIx2dA8G1lb9HHDxxdCnB2j2u09eZKbpd2eECIsnsE6OofqKXeuwRqh\nDh21tU/R319Lft61JDtmRWQOMbOkpi4kJ/tymppfpKHxBfLzrjF8Dps5lqKUZVR5KvAM1uOMi1yL\nPyHE+BlVCnJs+ccrQArQatDYQogZqjJUBlLmjEwZyNBQO1XVj2GzOigvl1U/YRxVvQ2zOZZK7dcR\n+yBjeej3YqxrjhBi8kWkFERV1UcI9rQ+LVVVY4DXATtgA57RNO0eVVVTgT8BBUAt8AFN07qNiFUI\nMXVUeSpQMFHqXBGR8Q8e/CV+/xBzZt+BzZYUkTnEzBQT46S09CNo2kNUVT3KnDmfMXyOUucKFExU\neiq4IO9Dho8vhJg4o1asTyb7TA/QNG0YuEjTtEXAAuAiVVVXA18CXtI0rZzgCviXIhinEOIc1D/q\noal3P3mOBcRZHYaP7/HsoqX1NZKT55Cbe5Xh4wtRWHAdcXG51NX/jb6+GsPHj7Mmk+dYQFPvfvpH\nPIaPL4SYOEMS62Na7D2pqurTwD7g5fEcq2naYOhLG2AGuoBrgcdDtz8OvNeIOIUQU0e1ZzOgR2RT\nGF33s//AzwGYM/szKEok1xjETGU225gz+47Q8+1nEek5HSyT0qnq3GT42EKIiYtEjfVfgf/UNO32\n8RyoqqpJVdW3gDbgNU3T9gEZmqa1hR7SBmQYFKcQYoqIZH11Q+ML9PVVk5NzJcnJsw0fX4gx6ekX\n4HKtwOPZSWvbBsPHH6uzrnRLnbUQ5wJDEmtN0x4L1Vk/CfxV07StEzg2ECoFyQUuVFX1onfcrwOy\ntZQQM8iof5DarjdxxReTEnvGqrIJ8Xr7qaz8DWZzLKp8YFFEwZzZn0ZRLBw48Av8/mFDx06OzSI9\nvpS67p2M+AYMHVsIMXFGtdsrAX4PLAp9vxO4QdO0cReVaZrWo6rq88ASoE1V1UxN01pVVc0C2scz\nhsuVOPHgxUnJuTSWnM+JebtpO359lEV5l5z03IVzPne8+b+MjnazeNEnycsrCifMaUOen8Y5+fN1\nNh7PDezd9xitrU+zaNFths65KP9iXjzwMG7/bhZlXW7o2JNNnpvGkvMZeYYk1sBDwMPAY6Hvbwzd\ndtnpDlJVNQ3waZrWrapqbOjx3wKeDY3xw9D138YTREdHZFoazTQuV6KcSwPJ+Zy4HTUvApATu/SE\ncxfO+RwYaGT//j8QG5tJevp75d8FeX4a6XTnMjv7g1RV/509ex8jNfUyYmPTDZs3N3YZ8DA7al4i\nxx6ZDjqTQZ6bxpLzaZzTvUAxqsbapWnaI6GyjoCmaY8C4/lfIwt4NVRjvQ34u6ZprwA/AC5TVbUS\nuDj0vRBiBvAHfBzq3EqizUVmQrmhYx88+CC67mOWehvmCG04I8TJWCxxqOUfJxAYpbLy14aOnR5f\nisOeyaHOrfgDXkPHFkJMjFEr1n5VVWdpmnYQQFVVFfCd6SBN0/YA553k9k7gUoNiE0JMIQ09uxn2\n9TEn+1IURTFsXLf7TdraK0hJWUBm5jrDxhVivHJyrqC29imaml+ksPA6HA7VkHEVRaEsbTU7mp6i\nrvstilOXGjKuEGLijFqx/jKwQVXVl1RVfQnYGLpNCCEmZGwXuXID2+wFAj72H/gZoDBn9h2GJuxC\njJeimJg1+1MAHDj4S0Pb7x3pDuLZaNiYQoiJCzuxVlXVBLQA84CfAg8AczVN+1e4YwshZhZd16n0\nVGA3J5DvWGTYuA2Nz9Pff5jc3KtwOIwtLxFiItKc55HuWkFn51u0txvXezrPMZ8YSxJVnk3oesCw\ncYUQExN2Yq1pWgB4QtO0dk3T/q5p2nOapnUYEJsQYoZpH6imd6SNktTlmE1WQ8b0+Qapqno01F7v\nFkPGFCIcs2bdjqKYOaj9ikDgjFWT42JSLJQ5V9I/6qalTzNkTCHExBlVClKlqqr0rRJChGVsU5jy\nNOM2hak5/EdGR7soLvoP7HanYeMKcbYSEgrIy7uGgYEG6uufMWxcKQcRYvIZlVgnAbtVVf3HMVub\n/9mgsYUQM0SVeyMmxUJxynJDxhse9nD48J+w21MpKvqAIWMKYYSy0puxWOKpqn4cr9eYFmhFKUux\nmOxUemQXRiEmi1GJ9RPAHcCfOH57cyGEGJee4VbaBqopTD4PuyXekDGrqh/F7x8OJTFxhowphBHs\n9mRKim/A6+2h+tAThoxpNcdQlLIUz2AdnsF6Q8YUQkyMIe32QtuZCyHEWRtbZStzGlMG0t9fS0PD\n88TH55Obe7UhYwphpMLC91Pf8Ax1tU9TkP9e4uKywh6z3LmaKk8FVZ4KnHEfMiBKIcREGLWl+ZOA\nDoz1sNKBHmAL8FjoA45CCHFKVaH66jKD2uwd1B4GAsxSb8NkMqplvxDGMZvtqOUf5623/xut8mEW\nL/pG2GOWOlegYKLSU8EFeZJYCxFtRpWCtAF5BPtXVwC5BJPsDwD3GzSHEGKaGvL2Ut/9NlmJs0m0\np4U9Xmfn27S3byIlZQHp6SsNiFCIyMjKupikpHJaWl6lp6cy7PHirMnkORbQ1Luf/hGPAREKISbC\nqMR6IbBO07Sfapr2AMFtyGcD7wEuM2gOIcQ0dahzKzp+QzaF0XWdAwcfBGD2rNtlMxhxTlMUE6p6\nKwBa5cOGjBksp9Kp6jSuT7YQYnyMSqzTAe8x33uBNE3TRoBhg+YQQkxTlUd2W1wT9litrevp6TlA\nZuY6kpPnhD2eEJHmSluK07kEt/sN3J6dYY93pO2eW7qDCBFtRiXWrwPPqap6vaqqHwKeBTaqqpoA\njBg0hxBiGvIFRqjp3E5KTA7OuIKwxgoEvGiVv0ZRLKjlHzcoQiEib5b6CQA07aGwtzpPjs0iPb6U\nuu6djPgGjAhPCDFORiXWnwb+AVwHvB/4J3C7pmn9mqZdYNAcQohpqLZrJ97AEOVpa8Iu26ivf5bB\nwSYK8t9DfHyuQREKEXkOh0pW5kX09ByktfX1sMcrd67Gr3up6dpmQHRCiPEyqt3eKPCz0EUIIcat\n6kibvfDqq32+QaoP/Q6LOY6Sko8YEZoQUVVefgutbRuorPoNGRmrw+pmU562mor6x6h0VzDbdbGB\nUQohTseoFWshhJgwXQ9Q5dlMnDWZnKS5YY1VW/c0o6NdFBV9ELs92aAIhYie+Phc8nLfxcBAA42N\nL4Q1Vnp8KQ57Joc6t+IPeM98gBDCEJJYCyEmTVPffga8nZSmrsSkmM96HK+3j5qaP2K1Oigs/HcD\nIxQiukpLb8JsjqGq+jH8/rP/7L+iKJSlrWbEP0Bd91sGRiiEOB1JrIUQk2ZsU5jytPB2W6yp+T98\nvn5KSj6M1WrMduhCTIaYGCeFhdcxMuKhtvbpsMY60h3Es9GI0IQQ42BYYq2q6qWqqn469HWGqqrl\nRo0thJieKt0VWE0xFCaff9ZjjIx4qK17Grs9jYL89xoYnRCTo7joeqzWJA7V/IHR0d6zHifPMZ8Y\nSxJVnk3oumyALEQ0GJJYq6p6D/AN4LOhm2zAI0aMLYSYnjyDdXQO1VOUcj5Ws/2sx6k+9AR+/zBl\npTdiDmMcIc4VVmsCJSU34PP1U1Pzh7Mex6RYKHOupH/UTUufZmCEQohTMWrF+nrgEqAfQNO0BiDJ\noLGFENNQZagMpCyMTWEGB1uor3+WuNhscnOvNio0ISZdQf57ibG7qK37CyNhbE0u5SBCRJch7faA\nIU3TRlVVNWg4IcR0V+WpQMFEqfPsW91XVT+GrvsoK/toWK3JZjJd1/GNdOMdaME75MY/3IlvpAvf\ncBcB7wAB/zC6bzh4HfCBoqAoZkBBMVkwWeMwWxMwWeMxWxOwxDixxLqwxrqwxLkw2xyyrfxZMJvt\nlJZ+hL377uPQod8zZ85nzmqcopSlWEx2Kj0VrCu61eAohRDvZNRfonpVVdcAqKpqBu4B9ho0thBi\nmukf9dDUu598x0LirGfXGq+/v5amphdJSCgiO1v69I6Hb9jDcFc1w91VjPQcYrS/icrBJvyj49md\nz4RisgB6sF5XDwBn3iHQZInHlpiPPSk/eO0oJjZlFpaYlHB/nGkvN/cqDtX8gfr6Zykq+g9iY9Mn\nPIbVHENRylKqPBV4BhtwxuVFIFIhxBijEuvPAL8F5gGDwEbgwwaNLYSYZqo9mwE9rE1hKqseAQKo\n5beEVlDFsfSAj+HuKgY73mbQ/TZDnQfxj3Qd9xjFbCc2KReTMxNbQjaWWBeWmBQs9hTMManBlWhL\nLIrZjmKynrDyrOt+At5B/N5+At5+/KP9+IbdeAc7QtftjPY3MtxdxXDXgeOOtcRlEJuiEps6hzjX\nImJSyuTf8R1MJitlpTexe8/3qT70W+bPu+usxil3rqbKU0GVpwJn3PUGRymEOJZROy+2AJepqhoP\nmDRN6zNiXCHE9FR5ZLfFs2uz19Oj0dr6Og7HbNLTw9uxcToZ6Wugv2ULA21vMOjeg35MH2RLXAYJ\n2auISS4jJrmUGEcplrh00tMddHSc3X/ZimLGbEvEbEs87eP0gA/vQCsjfXXBJLvzIENdGn1NG+hr\n2gCAyRpPnGsR8a7FxGcux54oK6sA2dmXcqjmCRobX6C46Hri43MmPEapcwUKJio9FVyQJ4m1EJFk\nSGKtqupaYKemaX2qqt6iqur5wA81TTtsxPhCiOljxDdIbddO0uNLSInNPqsxKit/AxBarZ659bu6\n7mewYzf9LZvpb9nCaH/jkftsiQXEuRYSl7aQONcCrLGuSYtTMVmwJeZiS8wlMTv4QkjXdXxDHQy6\n9zDYsZOB9l30N2+iv3kTvP1zbIkFJGavIjF7NTGps1CUmbntgslkoaz0Zt56+9tUH3qchQu+POEx\n4qzJ5DkWUN/zNv2jHhJszghEKoQA40pBfg4sUFV1LvB54AngfwEpfBRCHOdw13b8+uhZr1a3tr1J\nh3s7ztTFOJ1LDI7u3KfrOsOd++lpeJXextfwD3cCYLLEkphzIQlZK0jIXIYl5txOnhRFwRqXjiP/\nEhz5lwDgHWhloH0nfS2bGWh7A4/2BzzaH7DEOEnKuxhH/uXYk0tn3IuprKyLqD70O5qaXqKk+EMk\nJBROeIwy52rqe96i2rOZRVnXGB+kEAIwLrH2aZqmq6p6FfArTdN+qqqq7CsshDjBWBnI2ey2qOs6\nb731YPD4GbZa7R1so/vwC/TUv4R3oBkAsy2J5OJrSMxZS1zaAkxm2yRHGR5rfCbJRVeTXHQ1Ad8w\nA+076AutYndWPUln1ZPYkwpJyr8cR/6lWOMm/mG+qUhRTJSXf4ydO79KVdVjLF78zQmPUe5czSs1\nP6fSUyGJtRARZFRibVZVdTnwfuAWg8cWQkwT/oCPas8WkuwZZMSXTfj4zs5dtLXtxOW6gJSUeRGI\n8NyiB3z0t26nu+ZZ+lu3AwEUcwxJ+ZfiyLuU+IzzQ506ph+TJYbE7NUkZq9GD3jpb9lKT/1L9Lds\noWPvw3Ts/Q0J2StJLXkvcennTftSkYz01SQlqbS0vkZJ7w0kJZVO6Pjk2CzS40up7XqTEd8gdktc\nhCIVYmYz6n/krwEPAa9qmrZPDTa0rjJobCHENFHf8xYj/n7mZVw+4dVmXdeprHoUgLLSmyIQ3bnD\nP9pHV82zdB36G76hDgBiUmaTUnwNSXkXYbLETnKE0aWYrCTmrCExZw3+0T56G1+ju+Y5+psr6G+u\nwJaQR3LxtSQXXYXZmjDZ4UaEoiio5R/jjR13U1X1KEuWfHfCY5Q7V1MxUE1N1zZmuy6KQJRCCKO6\ngjwDPHPM9xrwvvEcq6pqHsFWfekEm6I+HColSQX+BBQAtcAHNE3rNiJeIcTkOFIGcha7LXo8O+nq\n2k1uzmqSk2cbHdo5YXSghc6qp+g+/Dy6fxiTJY7k4veQUvxuYpInvsI/HZltiaQUX0ty0TUMdx6g\nq+YZehtepX33L3Dvf5Tk4mtJLbsOa2zaZIdquLS0ZaSkzKetvYLu7gMT/j0oT1tNRf1jVLorJLEW\nIkKM6gryI4JJ8dgSlA6gadrd4zjcC3xO07S3VFVNAN5UVfUl4GbgJU3T/kdV1S8CXwpdhBBTkK7r\nVLkriLEkkudYMPFjq4Or1QsX3oZ+5n1JppThnho8B35Hb+PrQABLrIvUsptJLnrXtF2BDZeiKMQ6\n5xDrnEP6gk/Sffg5OqufprPyj3RWPYWj4HKc5R/EnlQw2aEaRlEUyss+xrbtd1JZ9QjLlv5oQsen\nx5fisGdyqHMr/oAXs8kaoUiFmLmMKgUZ4OgWXLHAu4E3xnOgpmmtQGvo635VVQ8AOcC1wNrQwx4H\n1iOJtRBTVmt/JX2jHcxLvxzzBOuCPZ436eraQ7prBWlpc8667/K5ZqS3lo79j9PXuB7QsTtKcJZ/\nkKS8i6dt7XQkWOwO0mZ9mNSy6+ipe4nOyj/SU/sCPbX/ICn/Elyzb8KWmDvZYRrC6Qx2w3G7t9PZ\n+TapqQvHfayiKJSlrWZH01PU97xFUcrSCEYqxMxkVCnIN4/9XlXV7wJPT3QcVVULgcXANiBD07S2\n0F1tQEZ4UQohJtPRbiATKwPRdZ2qsdrqspsNj2syjPTW4T7wW3obXgV0YlLKSZt9EwlZK2ZUpxOj\nmcx2UorfTXLRVfQ1VQTPcf3L9Da8iqPgStJm/ye2+KzJDjNs5WUfZYvnTaqqHmX58vsndqxzFTua\nnqLSXSGJtRAREKklkX4gfyIHhMpAngY+G9po5sh9oVZ+0+zNXyFmlir3Riwm24T/mLs9O+jq3kt6\n+iocDvXMB5zDfMMeOvY9SvfhF4AA9uQyXHNuIiFrpSTUBlIUM0m5a0nMWUNf0wY69j0aXMGue5GU\n4mtIm3MjFnvyZId51lJS5uFKW0aHezsez1s4nYvGfWyeYwExlkSqPJu4vPSz076bihDRZmSN9RgT\nsATYP4HjrQST6t9pmva30M1tqqpmaprWqqpqFtB+pnFcrtNvqyvGT86lsWb6+ezor6dj8DBzMteQ\nkzn+3sO6rvPGjt8CsGzpJ3E6g+dxqp1Pv3eIxrefoGHX4wR8Q8SlFFO4/JM4C9edEwn1VDufE5Ge\nfg3FC6+mvfpf1L3xEF2H/kpvw0sULLmF7PkfNLz3d7TO5dKln+SFf2ynrv53zJo1sXeB5mWvZUf9\ncwxbGslPnRuhCI0xnZ+bk0HOZ+RFosbaBzwI/GU8B6qqqhDcpXG/pmnHvqf1LHAj8MPQ9d9Ocvhx\npkvd5WRzuRLlXBpIzidsa3wRgMLEFRM6Fx0db9DRsZuM9NUEArl0dPRNqfOp6wF66l6kY+9v8A27\nMdtTyFxwO8mFV6ObLLjd/ZMd4pQ6n+Ewpayh8NIL6Dr0DB37H6dmy/007P4z6QtuIzF7jSEvcKJ7\nLotwpS2jtXU7Bw9unNCqdX7CcnbwHNur/0Vs0YTeXI6qmfLcjBY5n8Y53QuUsBJrVVX/T9O064Hu\ndyTFE7EKuAHYrarqrtBt9wA/AP6squrHCLXbCydWIcTkqXRvBBRKnSvHfUywE8gjAJSW3hihyCJn\nuKuKll0/ZrjzAIrJhnPWDTjV6zFb4yc7tBlLMVlJLbsOR8HldOx/nK5Df6Npy9eJS1tI5nmfw55U\nONkhTkhp6U10uLdTVf0oTucD4z6uKGUpFpONSk8Fa4s+HsEIhZh5wl2xnh+6vhE4q8Ra07QKguUj\nJ3Pp2YwphDh3DIx20di7l9ykecTbUsZ9nNu9ne7u/WRkrMbhKI9ghMbye/vp2PcoXdV/BQIk5l5E\nxoLbZ8z221OB2ZZE5qI7SCl5D+27H6S/ZQs1L30MZ/l/kDb7PzFZYiY7xHFJSZl7TK31LpzOxeM6\nzmaOpShlKVWeTXgGG3DG5UU4UiFmjnAT6zdUVe0B4lRV7XjHfbqmafKXRIgZrrpzM6BPqBtIsBPI\nYwCUlU6NTiC6rtPb8Cptu3+Bf7gTW0IuGYvvJCHj/MkOTZyCPTGfvFXfp695E61v/RSP9nt6G14h\nY/FnScxaMdnhjUtZ2c2hVevHxp1YQ3AXxirPJqo8FTjjro9ghELMLGF9HFjTtJuBcqASOB9Yesxl\nWdjRCSGmvEp3sM1emXPVuI/pcG+ju2c/GRkXkpRUGqnQDOMdbKeh4os0b/9vAqP9uOZ+lKLLHpGk\neopIzF5FyeWP4VSvxzvUQeOme2jc8nV8w57JDu2MkpPn4HItp7PzLTyeXWc+IKQ0dSUKpiNtMIUQ\nxjCkxjp0XWdUUEKI6WHUP8jhrh244opIjR3fBh3H9a0uvSmC0YVP13W6Dz9P++5fEvANEp9+Ppnn\nfR5bQvZkhyYmyGSJJX3+J0jKv4zWnT+hr2kDA+27yFz8GZLyLj0nurecSlnpTXR0bJvQqnWcfWLr\nGwAAIABJREFULZlcx3waenbTP+ohweaMcJRCzAzhNrAcq7F+f7iBCCGmn8NdO/Dro5Q5V4/7mI6O\nbfT0HCQzYy1JSSURjC483oFWGjZ+gdad9wIKWUvuJm/NjySpnuJiHMUUrHuAjEWfRQ94ad7+XRo3\nfxXv0Lm7en22q9blztWATrVnc+SCE2KGCTexHquxnqeqasc7LmfsOy2EmN6C3UCgPG18ifVxnUDK\nzs1OILqu03XoGWpeupmB9h3EZ15A8eWPklx09Tm9qinGT1FMpJb+G8WXPUKcaxH9LZuoefEmeupe\nRNfPzb3Kxt7dqap+bPzHhF7wSjmIEMYxqsa6CqmxFkIcwx/wUd25hUSbi8yE8e2Y2N6xhZ4ejczM\ndSQlnnur1b7hLho23UPrrp+AYiZr6T3krfq+dPyYpmwJ2eRf+GMyFt8ZXL1+43s0bfsW/tFzrxfw\n2axap8Rmkx5fQm3Xm4z4BiMcoRAzQ9gbxGia1qaq6jJN0yZ/pwMhxDmjvmcXw74+5maPrz71aCcQ\nhbJzsG91f8s2mnf8AP9IF/Hp55O19EtYY9MmOywRYYpiIrXkvSRkLqd5+3fpa1zPkGc/Ocu+Qpxr\n4WSHd5yy0psnXGtd5lxN+8Dj1HRtY7broghHKMT0F+6HF+8MbQzzDVU9YUVK1zTt7nDGF0JMXZp7\nAwBq2tpxPb69fTO9vRpZmReRmFgcydAmJOAfoX3PQ3RV/wXFZCV9wSdJLbsORQm3kk5MJbb4LArW\n3o/74O9xH3icutc/h3PWh3DNuQnFZNQmxuFJTp6Ny3UBHR1bx93XujxtNZvqH6fSXSGJtRAGCPcv\nw1DoegDoD10fexFCzEAB3Y/m3kicNZk8x4IzPj5YW/0YoJxTuywO99RQ+8ptdFX/BVtiAYUX/xJn\n+QckqZ6hFJMF15wbKVj3M6zxGXgOPkHt+jsY7W+a7NCOmGitdUZ8GUn2DA51bsUf8EYuMCFmiLBe\nZmua9lDo+puGRCOEmBYae/Yy6O1iUea7MSnmMz4+uFpdSVbWxSQmFkUhwjPrrv0nrbt+gu4fIbn4\nPWQsuH3K7MgnIivOOZeiS39D66776a1/icMv30rW0i/icr1rskOb8Kq1oiiUO1ezo/lp6nveoihl\naZQiFWJ6Cvv9K1VVlwF3AXNDN+0B7tM07Y1wxxZCTE2a+3VgfGUgwdXqRwGF0pLJX60O+Edoe+un\ndB9+HpMlnuwVXyUpZ/y7RoqZwWyNJ2fZV0jIWErLzh/TtOXrMHCQxNKbUUzWSY0t2Nd667hrrcvT\ngol1pbtCEmshwhTW+5mqqq4A/gUcAr4KfA04DLyoquoF4YcnhJhqdD2A5t5AjCWRguTzzvj4tvYK\nenurQqvVhZEP8DRG+xupfe1TdB9+HntyGUWXPixJtTgtR8HlFF3yK2yJ+TTt/gN16+/EOzi53WbH\nVq3H2yEkz7GAGEsiVZ5N6HogChEKMX2FWyj4ReCjmqbdo2naXzVN+4umafcANwFfCjs6IcSU09x3\ngL7RDsqcqzCf4UNduq5TfaQTyEeiEt+p9DZt4PDLn2Cku5rkomsovOjn2BJyJjUmMTXYkwopuuRX\nuMquZKhzH4dfvoX+1u2TGtNEaq1NioXS1JX0jXbQ0q9FNjAhprlwE+u5mqb99Z03apr2DEdLQ4QQ\nM8jRbiAXnvGxbW0b6e2rJjvrEhISCiMc2cnpup+23Q/StOXr6LqPrKX3kLXkvzCZ7ZMSj5iaTJY4\nZl3yHTIXf46Ab4iGii/iPvDbSdtQJrhqvWLcq9ZjmzhVuWWzGCHCEW5ifbrOH9IVRIgZRtd1NPfr\n2MyxFKWcf4bHBqiqfhwwUTpJq9X+0T4aKr5EZ+WfsCXkUXjxgyQXXDEpsYipT1EUUkreQ8G6n2GJ\nS6dj3yM0bf0GgUnafGWsH3xV1aNnTPCLUpZiMdlkF0YhwhTuhxftqqrOOcntCiDLPULMMG0DVXQP\ntzDbdTEW0+n/C2hrq6Cvr5rs7MtISCiIUoRHjfTW0rD5K3j7m0jIvIDs5V/FbE2Iehxi+olNnUXR\nxb+iaes36WvaQG1/I7krv4stPiuqcYytWnd0bMHTuYs056k/8xB8MbyUKs8mPIMNOOPyohipENNH\nuCvWscDzJ7k8B0hfKiFmGK0jWAYy6wzdQIKr1Y8CJkpLor9a3de8idpXb8fb34RT/TC5q74rSbUw\nlCUmhfwL7yOl5L2M9NRQ+8onGGh7M+pxlJXdBEBV1SNnXLUud4bKQWTVWoizFm4f60KD4hBCTAOa\n+3UsJjvFqctP+7jW1g309dWQk305CQn5UYoumNC7DzyBe/8jKGY7Ocu/TlLexVGbX8wsislC5uI7\nsTtKad11P/UVXyBjwSdJKX0/iqJEJYZkxyzS01fR3r4Jt2cHrrRTt9MrTV2JgolKz0YuyLs+KvEJ\nMd3I9mFCCEN0DBzGM1RPccoybObYUz4uuFr9GIpijuouiwH/CE3bvo17/yNY4jIovOjnklSLqEgp\nfjcFa3+C2eag7e2f07rzXvSAL2rzH+kQcoZa6zhbcKfUpt599A5PbstAIaYqSayFEIY40PEqALNd\nF532ca2t6+nvP0x29mXEx+dGIzR8w53UvX4nfY3riU1bQNElDxGTXBaVuYUAiEubH3reldN9+Hnq\nK+7GP9oXlbkdjnIyMlbT3b0Pt/v0e7fNcV0CwAH3a9EITYhpRxJrIUTYdF1nf/srWE0xlDpXnuZx\nfqqqHw+uVkeptnqkt5baVz/JcOcBkvIvI3/NvVjsyVGZW4hjWePSKVj3AAlZqxhs30nta59mdKAl\nKnOXld4MnHnVWnVdiIKZ/e2vRCUuIaYbSayFEGFr7a+ka7iJUufK05aBtLSsp7+/lpzsy4mPj/zm\nKwNtO6h97VN4B1tJm3Mz2Uu/jMlsi/i8QpyKyRJL7spvk1r274z21VH76u0MevZFfN6kpFIyM9bS\n3bOfjo5tp3xcnDWZopQltPZrdA41RjwuIaYbSayFEGEbKwMZexv5ZIKr1WO11ZFfre46/Bz1FV9E\n94+SvewruObcGLUPjAlxOopiJmPhp8hc/Dn8I73Uv34nvQ2RL70oLQv1ta4+fYeQ2WPlIB1SDiLE\nREliLYQIi64HONDxKnZzAsWpy075uOaWVxkYqCcn50ri4rIjGk/7nodpffNezNZ48tfchyP/sojN\nJ8TZSil5D3mrvo9istC07Vu4D/4+ojs1JiWWkJm5jp4ejfaOLad8XHnaasyKlQNSDiLEhEliLYQI\nS1PvPnpH2ilPW43FdPIyC133U13921Bt9X9GLBY94KV5+/fwaH/AlpBL4UW/JM61IGLzCRGuhKzl\nFKz7OZbYdDr2/prWXfej6/6IzRfsEKKcttY6xpJASepyOgYP0zFQE7FYhJiOJLEWQoRlf0dwVet0\nZSDNza8wMFBPbs6VxMVFZvc5v3eQhop76G14mdjUuRRc9AtsidHpOiJEOGKSSyi8+JfYHSV01zxD\n09ZvEfCPRGSuxMQisrIuore3kvb2Tad83Fg5yH4pBxFiQiSxFkKctYDu40DHemKtDgqST75dciDg\nO9IJpCRCq9W+4U7qX7+TgfYdJGStJP/C+7DYHRGZS4hIsMamUbDuAeJci+hr2kD9xi9ErB1fWemN\nnGnVutS5AqsphgPtr0S0PEWI6UYSayHEWavvfptBbxez0tZiNp18I9fmlpcZHGwkN/fqiKxWj/Y3\nUvvapxnursRReDW5K76NyRJj+DxCRJrZmkDe6v8hMXcdQ+7d1K2/A++g8Ru1JCQUkp11Cb191bS1\nbTzpY2zmWEqdK+kabqK1v9LwGISYriSxFkKctb3tLwKnLgMJBHyh2mpLRGqrh7o0al+7A+9AM2mz\nP0LWki+gnCLBF2IqMJlt5Cz/Oiml7wv2YH/tU4z0HDZ8nuCupyaqqh9D1wMnfczY7/X+9pcNn1+I\n6WrSE2tVVR9RVbVNVdU9x9yWqqrqS6qqVqqq+qKqqrKbgxDnmFH/IAc7XsdhzyTPcfIPCDY3v8Tg\nYBN5uVcTG5th6Pz9rW9Qt/6z+Ee6yVz8OVxzPyrt9MS0oCgmMhbegWverfiGOqhdfweD7t2GzpGQ\nkE9O9qX09R2i9RSr1sWpy4ixJLKv/WUCevS2YBdiKpv0xBp4FLjyHbd9CXhJ07Ry4JXQ90KIc4jm\n3oA3MMS8jCtQlBP/K/H7R6mqfgyTYjW8trqn/hUaNn0JdD85K75FSsl7DB1fiMmmKAppsz5E1tJ7\nCPiGqN9wF30tp26RdzZKS29EUcyhWusTV60tJhtz0i9lwNtJTefpt0IXQgRNemKtadpGoOsdN18L\nPB76+nHgvVENSghxRnva/gXA/IwrTnp/Q+NzDA21kl/wXmJj0w2bt3nfUzRv/w4mSwz5a+4lKedC\nw8YW4lyTXHAFeSu/B4pC4+av0lNvXG/p+PhcsrMvo7//MK2t60/6mLHf7z1t/zRsXiGms0lPrE8h\nQ9O0ttDXbYCx7yELIcLSM9xGXfcucpPmkxJ74tbkPt8Q1dW/w2yOpaT4BsPmdR/8A9Ubvo/ZnkzB\n2geIcy00bGwhzlUJWcvJX/MjTOYYmrd/h65Dzxg2dmnJR1AUM5VVjxIInFjukZUwi7S4Qqo8mxjy\n9ho2rxDT1bmaWB+haZoOSK8fIc4h+9pfBHTmZ7yziiuotu5pRkc7KSr8d+z28D8ioes67Xt+Tcfe\nh7HFZ1Cw7gFikkvDHleIqSIubQEFa+/HbHfQuusnuA/+3pBx4+NzyM19FwMD9TQ1nbgqrSgK8zOu\nxK97j/SsF0Kc2rn68fk2VVUzNU1rVVU1CxhXvyGXKzHCYc0cci6NNZ3Op67r7N/5EhaTndWz302s\n9fifbWSkl9raP2K3OVi69GPYbOH97Loe4FDFj/BofybGkceCax4kJjEym8zMVNPp+TnZInouXefh\ndP0ve577JB17f02MdZTC5XeE/aHdC5Z/iubmFzlU8zgLFvwblne0q1yb8G+sP/wwBz0vc+XCj4Q1\n10TJc9NYcj4j71xNrJ8FbgR+GLr+23gO6uiITDP9mcblSpRzaaDpdj4be/bS0V/HHNcl9HdDP8f/\nbJr2a0ZH+5il3kZPD8DZ/+x6wEfLjv+hp/5F7I5i8tb8iJjErGl1PifbdHt+TqbonEsneRf+lPoN\nd9Gw63H6ejrJXHwnimIOY8wYCgreT03N73nzzd9RXPwfJ9xflLKUmq5tHKjdQ1p8YRhzjZ88N40l\n59M4p3uBMumlIKqq/h+wOfil2qCq6s3AD4DLVFWtBC4OfS+EOAfsagnWdy7MfNcJ942MeKitexq7\nPY2CgveFNU/AP0rT1m/RU/8iMamzKVh7P5YYZ1hjCjEdWOMyKFj3U+zJZXTX/J3mbd9BD3jDGrOk\n+HoslgQO1TyB13ti8rUg8yoA3mp9Lqx5hJjuJn3FWtO0609x16VRDUQIcUaD3h4OdKwnNTbvpFuY\nVx96Ar9/mFmzPonZbD/reQK+IRo3f42B9h3Euc4jd+V3MFvjwgldiGnFEpNCwdqf0FBxD72Nr+H3\nDZJ7wbfOetdRqzWRkpIPo2kPUXP4j6jlHz/u/nLnauKtqexp+ydrC2/BapbdTYU4mUlfsRZCTB17\n2v6JXx9lcda1J9R1Dg62UF//LHGx2eTlXn3Wc/hH+6jf+AUG2neQkLWSvNXfl6RaiJMwWxPIX/Mj\n4jOXM9C6jfqKu/F7+896vMKC92G3p1Fb+xTDw57j5zJZWZj5LoZ9fRzoeDXc0IWYtiSxFkKMi64H\n2NXyLBaT7aTdQLTKh9F1H2XlH8Vksp7VHL7hLuo2fI4hz16S8i4ld8W3MYWx8i3EdGeyxJC38jsk\n5V7EkHs39a9/Ht9I91mNZTbHUFZ2E37/MNWHHj/h/kVZ16Bg4s3mcX3sSYgZSRJrIcS41HbvpGuo\nkdmui4m1Jh13X1fXPlpaXsXhmEV21iVnNb53sJ261z/DSHc1ycXXkL3sHhTTpFerCXHOU0xWspd/\nleSidzPcXUnd+s/iHeo4q7Fyc64iPj6PhobnGBhoPO4+R0wGpc4VtPZrNPcdMCJ0IaYdSayFEOOy\no+lpABZnXXvc7bquc/DgLwGYPeuTJ93e/ExG+xupXX8Ho30NOMuvJ3Px58PsciDEzKIoZjLP+y9S\nyz/IaF8dda/dwWh/04THMZkslJd/HF33c/DggyfcvzjrPQDslFVrIU5KEmshxBm5B2up7txMTtJc\ncpLmHndfa9sGurr3kpGxhtTUie+EONxTQ+36z+AbbMM19xZc828Nuy+vEDORoiikz78N19yP4h1s\npW79ZxjuqZnwOJkZF5KSsoC29grc7jePu684ZSmpsXnsa3+ZvhG3UaELMW1IYi2EOKPtjX8GYHnu\n8f1tAwEvmvYQimJmlnrbhMcd6jxA3frP4h/uJGPRZ0ibfYMk1UKEQVEU0mZ/hIyFd+Ab9lD/+p0M\ndR6c8BhzZn8aUDhw8Ofouv+Y+0wsz/0gAd3HG01PGhy9EFOfJNZCiNPqH/Gwt+1FUmJyKHOuOu6+\n2rq/MDjYREH+e4mPz53QuAPtu6jf8HkC3gGyzv8SqaXh9b0WQhyVWvZ+ss7/Ev7Rfuo3fI6B9l0T\nOt7hUMnNuZK+vhoaGp4/7r55GZcTb0tlV8uzDPvOvguJENORJNZCiNPa1vQn/LqXZbkfxHRM3fPw\nsJuqqkexWh2Ult44oTH7WrbQUPFFAn4vOSu+SXLhiV1GhBDhSS68kpwV3yTg99JQcTd9zZsndHx5\n+ccxm2OprPwN3mPa+FlMdpZmX8eof1BqrYV4B0mshRCn1DfSwc7mv5JkTz+y89qYAwd/id8/xCz1\nVmw2x7jH7G14lcbNXwVFIW/V90jKudDosIUQIUk5F5K36vugmGjc8jV66l8Z97ExMU5KSm5g1NtD\nVdWjx923OPs9xFgS2db4R4Z9sk22EGOkl5UQ4pQ21f8WX2CU1fk3YTHZjtzu8eykpeUVHI7Z5E5g\nM5iuw8/R+uZ9mCxx5K3+PnFpCyIRtjgdXQf/KHiHYHQQn24Bdzf4vcFLwBe83++DgDd4fSZmC5is\nwWuzDcxWMB3ztdkGtrjgxWw783jCUAmZS8lfcy8NFV+ieft3CPgGSSm+ZlzHFhX+O42N/6C27i/k\n5FyBw1EOQIwlgRV5H+K1ww+xreGPrC36+BlGEmJmkMRaCHFSnUONvN36PCmxuczPvOLI7YGAj337\n7gcU5s69c9zt9TyVT9K++xeYbQ7y1vyI2JTyCEU+Q/hGYLgneBnqgeHe0PfvuB4dAO8gjA4Fr72D\nKIGjH0brBqL5cVHdZAFrKMkeu7bFgT0JYh0Qc8wl1nH87eaz23hIQFzafArW3k99xRdo3XkfAe8A\nTvU/znic2Wxn3tzPs/2Nz7Nn772sWvngkVaYS7LfxxtNT/NG01MsyX4fCXZnpH8MIc55klgLIU6g\n6zr/rLqPgO5nbeEtmJSj/1Ucqvk9/QN15OddS7Jj1rjGcu9/DPeBx7HEpJF/4X3YkwoiGf7Upgdg\nsAv622HADYOe4PXA2HXwa2Wkd3zDmczBBNYaB/FOsOaj2+LAGgu2OGITEhnycnSF2WQJrTKHVp1N\nFjhdpxZdD61yH7va/Y6vfSNHVsjxDhxN8gfaoWsQRQ+M72eJcUB8WvDniE8LXuKckOA6eh2bcvp4\nZ7CYlDIK1j5A/ca7aN/zK/zeflxzP3bGTjxpaUvIyb6cpuYXqav7K4WF1wFgNcewuuBG/ll1H68d\n/hXXzPpKNH4MIc5pklgLIU6wu/UF6rp3Upq6gllp647c3tt3iOrq3xJjd6GqnzjjOLqu0777l3RW\nPYk1Ppv8C+/DFp8VwcinAF0PriT3tkJfK/S1QG9L8OveFuhrQ/GPnvpwWzzEu9BdpRCbCjFJoRXe\npKOrvGNf25PAYj9topngSmSoYxJrZHUd3TcMw31HV+CPW4kf+7o7+OKitwXFc+jUw1nskJgJiVmQ\nlBn8OikreEnMBHvijE687UkFFK77GXUb/wvPwScIeAfIWHTHGd95mjXrU7R3bEWr/A0ZGRcSG5sO\nwMLMd/FWy3PsbX+R+RlXUZhyXjR+DCHOWZJYCyGO0z/i4ZWaX2Izx3FF2eePrGYFAj527/4huu5j\n3ry7sFoTTjuOHvDR8ua99NT9E1tSIflr7sUamxaNH+Hc4BuB7kboboDu+tB18KKMDpz0ED0mCVIL\n0ZOyICH96Krs2CptnDO40jydKErwZ7LGQmL6uA7RRwePWck/ZjW/v/3IixSlq+7kx9oTIDkPkvND\n16GLIyf4ImQGsMZnUrjup9RvuIuuQ38l4Bska8kXUEynTgns9mRmzbqdPXt+yO49P2DZ0ntRFBMm\nxcyVZf/F47tu45/V93HLkkewmGbGeRTiZCSxFkIc58VDDzDi7+eK0s+RZD+a6NTU/IHeXo2cnCtI\nT7/gtGMEfEM0bv0WA61biUmZRd7qH2CxJ0c69MnhHQTPYeg8HLzuqoOeBuhrR0E/7qG6yQqOHPSc\nRaEV1ayjK6qJmcFaY3FmY3XZyXmnfIg+0h96N6D1+HcEehqhoxKl7cDxj0cJrnCPJd2pReAshtTC\n6fdiBrDEOClY9wD1FV+kp+5f+L0D5Cz/OqbTfLg0N+cq2lo30N6xhdrapygq+gAAWYkq5+e8nzea\nnmRT3W/lg4xiRpPEWghxhObegOZ+nbykBSzOuvbI7Z2db1NZ9SgxMS5mz/r0acfwjXTTsOkehjsP\nEJ+xjNwV38RkmQYJY8AXXIH21EBnTSiZrkHpbTnhoXp8GuQsQnfkQsoxK6OJmWAyn2RwYTh7AtjL\nIK3sxPv8PvS+luA7CF3veDehfjvUbz/yUB0FHNmQWhxMtJ1F4CyBpOwp/29ptiWRv+Y+Gjd/lf7m\nCho33UPuyv8+5e+roijMn383GytuRqv8Nc60JSQllgBwYeFHqXRvZEvD/6G61pKZIB9OFjOTouv6\nmR81Negdk1knOI24XInIuTTOVDmfI75BHt5xA0PePj625H9xxuUDMDraQ8WmjzEy0snyZfeTmnrq\nFnmjAy00VNzNaF8DjoIrzvj28tmIyvn0jQQTZ3cldIQunsMoAe9xD9Njk0MJV9HRxCulYEqtPE+V\n52fUjPQFk+0jL6CCL6Le+WFR3WIPrmqnlUG6Cq5y0tQFuDuHJynwsxfwj9C09Vv0t2wmJqWcvFXf\nxxJz6g4fbW2beHPnl4mPz2flil9htcYDUNP5Bn/aexcZ8aXcuPghzGH+7stz01hyPo3jciWe8oMa\nsmIthABgS8MT9I96WF1w85GkOhDwsmvXNxge7qC87JbTJtXD3dU0VHwR37AHZ/n1uObfesZuA+cE\n3wh4DkFHFXRowSS68/BxLel0sxWcxejOUPI8ViYQlzqJgYuIsCdC5tzgZYyuow+4j75TMZZ0u6tR\n2g/C/r8D4DFbg88Nl3ok2Sa16JxvE2gy28ld8W1adv6YntoXOPzqJ8lf9QPsjqKTPj4jYxVFhR/g\ncO2f2b37e5x33n+jKCaKU5eyIOMqdrf9gzea/swFeR+K8k8ixOSTxFoIwYhvkB1NT5Noc3FBbrC3\nra7r7N33Ezydu8jIWENJyYdPeXxf82aatn0b3T9MxsJPkVr279EKfWJ0PVhj27oP2vYHL56a49q9\n6WYbuMrRXaHEyFUOKYXBzU/EzKQowVZ+CS7IX370dv8ouufwkXc1rF3VeNuqUToqjyTbuin4ooyM\n2cFkPWNOsIzkHHvRqZgsZC35Arb4LDr2/S+16z9N7gXfJj5jyUkfr6qfoLevmrb2CrTK3zBLvRWA\ni4s/RaWngi0N/8eS7PdhNcdE88cQYtLJXwohBAfdr+ENDLMi68NYzTHous5B7UEaG58nKamchQu+\nctJ2XLqu01n5J9r3PIRitpFzwTdJyl0X/R/gVEYHoO1AMIFuDSbSx76lr5ttkD4L3VUeXGV0lUNq\nQbB3sxBnYrYFV6bTVQCSXYl0tHaid4aS7fbQOyCeGpQODfb+DQiVEGXMgYy5kDkneLx18suHFEUh\nbfZ/Yo3PomXHD6mvuJusJXeRXHjVCY81mSwsXvQNNm/5FDU1v8dmTaS4+HpirYmcl/UeNjc8wUH3\n68zPuOIkMwkxfclfDyEEe9teBGBexuXoeoB9+++nvv4Z4uPzOX/J97FYTuyKoAe8tOz8CT21L2CJ\nSSN31XeJTVGjHfoxAenBD6C17j26It1Ze1xnDj0pCz1/WTCpyZwT/BDaOf42vZhizNaj73TMeXfw\nNv8oekfVMS/w9qHUbobazQDoiilYMjK2op01f1JXtR35l2KNddGw+au07PghI92HSF9w2wmfl7DZ\nklm+7D62bP00B7VfYTLHUFjwb8zLuJLNDU9Q6d4gibWYcSSxFmKG8/qHaezdQ1bibJLsLnbv+SFN\nTf8kMbGUZUvvxW5POfGYgVYat36L4a4DxKSUk7vyu1hjXdENXA8Ea12bd0PL29C8G2Wo6+jdlhjI\nXog+lkRnzJGaaDE5zLajddsLgzfp/R2hd1NCLwLbteDGN/ueDd4f54SsBZC9IHjtLIIzbOJipDjX\nQgov/gWNm79GZ/VTDHdXkXPBN7DEHP87FBubybKl97F1253s338/6H4KC68jOSaH2u6dBHTfcTu3\nCjHdybNdiBmupe8gAd1PXtI83nr7O7S0vIrDMYul5/8Imy3phMf3NW+m+Y3vE/D24ci/nMzzPo/J\nEoU6Sr8P3JUMVmpQtR1a96CM9B+5W49PQy+7JLjalzk3uAIoJR3iXDVWs11yYfB7vxfdcyj4bkvL\n7uALxUOvwaHXgNDGNpnzgkl21oJg+UiE322xJ+ZTePGDtOz4AX1NGzj8yq3kLPsaca6Fx/8oCQVc\nsPx+tm2/k/0HfoauB8hzzGdP2z/xDDbgij/5hyCFmI7kr44QM1z7QHB7aF/3IVrad5LGTI9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5643,7 +620,7 @@ ], "source": [ "for surf_tilt in np.linspace(0, 90, 5):\n", - " ground_irrad = pvlib.irradiance.grounddiffuse(surf_tilt, irrad_data['GHI'])\n", + " ground_irrad = pvlib.irradiance.grounddiffuse(surf_tilt, irrad_data['ghi'])\n", " ground_irrad.plot(label=surf_tilt)\n", "\n", "plt.legend()\n", @@ -5711,7 +688,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -5720,348 +697,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl83VWd//HX9+73JjdJm6YbXehCTzcopZRVSgUUURR/\n", - "jM6Mow6IAi7j6IyjI4yizqj83EdwRBQZdMZhfoqKyKLIIjuUpS1dT3egG03TNMvdl+/vj3tTQknT\n", - "tM3NN/fm/Xw88kjyvdv75Lb55HzP+Z7juK6LiIiIVCef1wFERETk6KmQi4iIVDEVchERkSqmQi4i\n", - "IlLFVMhFRESqmAq5iIhIFQtU8smNMZcBl5e/jQILgDcB3weKwGrgE9Za1xhzJXAVkAe+aq29p5LZ\n", - 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zz8NxHK/jSAw5Ph95556H29xM1ZJXvI4jInGqozPWJcC51tr9H/egMaYX8E3g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\nbVeImxHt6YjJ6YyJqQ4PTLf52VSHOOmOPe7kl4m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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -6069,10 +707,10 @@ } ], "source": [ - "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['DHI'])\n", + "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", - "irrad_data['DHI'].plot()\n", - "irrad_data['GHI'].plot()\n", + "irrad_data['dhi'].plot()\n", + "irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] @@ -6094,7 +732,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -6103,355 +741,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPW5+PHPmclk38jCGkIWyJclbIoIooK4IIqAuFWt\n", - "1ap1rfXaXv312l67t7d1aaut1qXUtS64IKIoCgiKgLLK+oVA2AOEJGRfZ87vj5kJaFlmJjOZyZnn\n", - "/XrZkgln5vmSyXnm+a6GaZoIIYQQomuyhTsAIYQQQgROErkQQgjRhUkiF0IIIbowSeRCCCFEFyaJ\n", - 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UP+Hmoro3iAr15ee3tLWFvLZZZU9Wia7xYwMGMLn/OCqaKlmVsU7X2EKI7sfs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\n183Mx3fPXwP4InC9zPxef+uoe+4g4EbAVboFD80znnUZz3q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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -6459,9 +751,9 @@ } ], "source": [ - "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['DHI'])\n", + "sky_diffuse = pvlib.irradiance.isotropic(40, irrad_data['dhi'])\n", "sky_diffuse.plot(label='isotropic diffuse')\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] @@ -6483,7 +775,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 19, @@ -6492,363 +784,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VOW9+PHPmZnsZCckgRBCIDwQ9l1AFndxQ60L7tDa\n", - "Wlu1i72L/npvb/u7/fX2Vu2i1bpWrbtosVpRqyjIIrJDWB72LWTf92Rmzu+PSQJahWSYzJk5832/\n", - "XtFkknnO9yGT851nN0zTRAghhBDhyWF1AEIIIYTwnyRyIYQQIoxJIhdCCCHCmCRyIYQQIoxJIhdC\n", - "CCHCmCRyIYQQIoy5gn1BpdRtwKLOL+OA8cDZwO8BL1AEfF9rLevihBBCiNMwrFxHrpR6BNgCXA48\n", - 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smC8PXzcco1HH86uyyM2v0Sy2yWBiUcr16HV63shZQau9VbPYQojeRQprIYTo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\nUVIt/c6LdgVRa2rVWF8K+FpEnMxKm71xZt6/0vE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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -6859,11 +797,11 @@ "surf_tilt = 40\n", "surf_az = 180\n", "\n", - "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "sky_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "sky_diffuse.plot(label='klucher diffuse')\n", - "irrad_data['DHI'].plot()\n", - "#irrad_data['GHI'].plot()\n", + "irrad_data['dhi'].plot()\n", + "#irrad_data['ghi'].plot()\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" ] @@ -6878,7 +816,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 20, @@ -6887,445 +825,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VFX6wPHvncyk956QBgEuvYUqSrNgAURAZW0oCqIi\n", 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ufTOKy8Y+xwaeXjaNIoej3NpULBZix96OYrGQOnsWrpyccmtLCFH1Vc/fzkII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\naWdTdQY91ibWag8Ta6nN5rY0txVEUmmDirWtIGqPZX01jYg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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -7336,14 +838,14 @@ "surf_tilt = 40\n", "surf_az = 180 # south facing\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", - "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()\n", "plt.ylabel('Irradiance (W/m^2)')" @@ -7366,7 +868,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 21, @@ -7375,571 +877,9 @@ }, { "data": { - 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RKHZEXuFCSgE9Qzzo096zXtr4atcmIrXBKDDyQMklJo0YXy/ttFRTR0ygT+EF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\nrcwf1vtzLxWVfsI56B+B64CXW1gNpfBPOnbunXbNO5+0Yp2/Uc4FuoD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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -7949,14 +889,14 @@ "source": [ "surf_tilt = 40\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", - " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" @@ -7979,7 +919,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 22, @@ -7988,361 +928,9 @@ }, { "data": { - 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tDfp8VtLrs34++mwJG8KTCPEU8UCP9gQGhltdUouh16Z3aTy9JzY2tM5J2k1l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\nR8SIJE8QXwXOsyznWY6zLCsiZkt6qN/tmCmcZ1n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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8352,14 +940,14 @@ "source": [ "surf_tilt = 0\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic')\n", "\n", "for surf_az in np.linspace(0, 270, 4):\n", - " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", " klucher_diffuse.plot(label='klucher: {}'.format(surf_az))\n", "\n", "plt.legend()" @@ -8389,7 +977,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 23, @@ -8398,488 +986,9 @@ }, { "data": { - 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N0AEZhA7IwDn9Khr37KZm7Q/UrF3TNpIdnKYSMXESjuEjUcxmoyOLgzQVF9Hk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\nERGR45e3LdYiIiIiIoVEhbWIiIiIiA8KrrA2xhRczPlM+fSX8ukf5VJ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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -8890,21 +999,21 @@ "surf_tilt = 32\n", "surf_az = 180 # south facing\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -8926,7 +1035,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 24, @@ -8935,400 +1044,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4HOXV9/HvbFVb9d4lWx53YxvjhjuY0AkhhDQgdBIg\n", - "b0IJ8CQQkhACOCHYAWJaQvIEeAjFoQZwwTbYGIx7G8vqvWvVtW3eP1YWNthyk7Ta0flcFxfytjlH\n", - "u9JP98w9cyu6riOEEEKI4GQKdAFCCCGEOHkS5EIIIUQQkyAXQgghgpgEuRBCCBHEJMiFEEKIICZB\n", - "LoQQQgQxy0BvQFXV6cAfNE1boKpqIvAMEA0owJWaphWrqno9cAPgAX6nado7A12XEEIIYQQDOiJX\n", - "VfUu/MFt77npEeCfmqbNA+4DxquqmgzcCswCzgEeUlXVNpB1CSGEEEYx0LvWDwCX4h99gz+sM1RV\n", - "/RD4PrAaOAP4RNM0t6ZpLT3PmTjAdQkhhBCGMKBBrmna6/h3lx+UDTRqmnY2UAr8AnAAzkMe0wpE\n", - 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10znqpbPUT2epn/0v0sG60jTNLMuyKkzTzAb2d24vBfK67Teqc9sJVVU19EOJ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\nIfL8IXCNqtrI6jANkeU9wGWqmpcjA/luwIVKj+DmCG4C1gCLVPXJYKs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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -9339,21 +1057,21 @@ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -9382,7 +1100,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 25, @@ -9391,524 +1109,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VFX++PH3ncnMZJJMeu8JgaFX6QIBRERRsa5rQ0VR\n", - "VtTv2lZx17qrv11dXWXFRQXb2huCSpEugnQILQOkV9InySSTaff3RyALmIQEkmk5r+fxMZm55XNm\n", - "wv3cc+4pkizLCIIgCILgmRSuDkAQBEEQhPMnErkgCIIgeDCRyAVBEATBg4lELgiCIAgeTCRyQRAE\n", - "QfBgIpELgiAIggfzcfYJ9Xq9GngXSAOswIOACXgfcAAHgfsNBoMYFycIgiAI5+CKGvk9QIPBYBh3\n", - "8uf3gH8CCwwGw0RAAq52QVyCIAiC4HFckcj7A6sADAbDUSAOmGIwGDaffH8lcIkL4hIEQRAEj+OK\n", - "RL4PmAmg1+vHABGA32nv1wNBLohLEARBEDyOKxL5UqBWr9f/DMwCDEDVae/rgBoXxCUIgiAIHsfp\n", - 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fct/p6dt57LGnARgzZiwBAYGnPSZd18+oI+ugQWk8+uiDTJ48jQkTJgGwefMG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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -9919,27 +1122,27 @@ "surf_tilt = 32\n", "surf_az = 180 \n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -9961,7 +1164,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 26, @@ -9970,431 +1173,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XecVNX9//HXnbq992UbLFykSm+CFMWGNcaYWGP3K5pf\n", - 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6ZH3C6OlUfj9mV1bWR7qGI4LXm4LGMnz683jWr/iQsj89Rs4PL+KNZfXUGh7+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\nknOnsy5UPOMmsQZCwHwgX2vdADwDoJS6DfgacItSapG9rQIOa61DMWl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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10405,27 +1186,27 @@ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], irrad_data['GHI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "reindl_diffuse.plot(label='reindl diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -10454,7 +1235,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 27, @@ -10463,480 +1244,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VNXZwPHfncxkJstkn+w7gcuO7JuAiIJYVLRq3arW\n", - 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vADoAj9a79A6tHepd/jyelblLKXn26dbHfZ96BkdEhIUR/Tx/Hk8rrV1ezLdf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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10947,25 +1257,25 @@ "surf_tilt = 32\n", "surf_az = 90 \n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", - "king_diffuse = pvlib.irradiance.king(surf_tilt,irrad_data['DHI'], irrad_data['GHI'], ephem_data['apparent_zenith'])\n", + "king_diffuse = pvlib.irradiance.king(surf_tilt,irrad_data['dhi'], irrad_data['ghi'], ephem_data['azimuth'])\n", "king_diffuse.plot(label='king diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -10993,9 +1303,9 @@ "outputs": [], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", - "sun_az = ephem_data['apparent_azimuth']\n", - "DNI = irrad_data['DNI']\n", - "DHI = irrad_data['DHI']\n", + "sun_az = ephem_data['azimuth']\n", + "DNI = irrad_data['dni']\n", + "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", @@ -11021,7 +1331,7 @@ { "data": { "text/plain": [ - "" + "" ] 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ZZg/wWTAQ0PKqQp1q6dXAUNTvcoC0Q7AGMOcSo2MrCNaA75bXFCou6UQjCxgB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\nNZDBEruCTJSroyMxtXYNjI5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KoItZHaKI2yHyT4Jj0TB11WVqhxAREREpId0D41TGo1TmuUYwZG2bPM/KugG3Qyzs6Zvr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\nigMoFtkUC59i4VMsfIqFS3HwrfZYFP0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mzOpX7Layrq6Y9Y0lbLjK2ysLsVQkOBZiBYnGU5zsnMgGxG/qRFdX7mZjYwnr60torPRi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xVKi4JOoirptwFZ46139bXZwbrVrLZbGXMCU8m48rt3PwzDGeOf4SF0dOY2H8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QL5gQA38HvA/4aMeyFvDuGOO7O1cMIZwLvAQ4F9gEXBlCODvGeNiMt1yyh1iSJElLY1Eu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\naybEkiRJ6msmxJIkSeprJsS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Azz//Et2797qkc9qKJNZC2LGa3hsVRcGjQzT56/6m7MRx3FrV3HoihLAvpYcP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -13863,37 +1645,37 @@ ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", - "sun_az = ephem_data['apparent_azimuth']\n", - "DNI = irrad_data['DNI']\n", - "DHI = irrad_data['DHI']\n", + "sun_az = ephem_data['azimuth']\n", + "DNI = irrad_data['dni']\n", + "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 180\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -13908,7 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WpWEuRkREpGNSsBYRAKzumuWOFKxFRERaRsFapFNrePEiKFiLiIi0lIK1iFCz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\n8/KEj1JVW8ANt8wm1tNAw5ZHIdV5xMc5PQX4gmPwBkfjDdT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -14391,37 +1710,37 @@ ], "source": [ "sun_zen = ephem_data['apparent_zenith']\n", - "sun_az = ephem_data['apparent_azimuth']\n", - "DNI = irrad_data['DNI']\n", - "DHI = irrad_data['DHI']\n", + "sun_az = ephem_data['azimuth']\n", + "DNI = irrad_data['dni']\n", + "DHI = irrad_data['dhi']\n", "DNI_ET = pvlib.irradiance.extraradiation(times.dayofyear)\n", "AM = pvlib.atmosphere.relativeairmass(sun_zen)\n", "\n", "surf_tilt = 32\n", "surf_az = 90\n", "\n", - "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['DHI'])\n", + "iso_diffuse = pvlib.irradiance.isotropic(surf_tilt, irrad_data['dhi'])\n", "iso_diffuse.plot(label='isotropic diffuse')\n", "\n", "klucher_diffuse = pvlib.irradiance.klucher(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['GHI'], \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['ghi'], \n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", "dni_et = pvlib.irradiance.extraradiation(times.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM)\n", "perez_diffuse.plot(label='perez diffuse')\n", "\n", - "irrad_data['DHI'].plot()\n", + "irrad_data['dhi'].plot()\n", "\n", "plt.legend()" ] @@ -14443,7 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ch/iDkR6fb1D1fHLC+UTjUVaXrznucQghhBBCiOMzagLfxtYgTruxWw1v18C3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\nfg0iIiLjhdPhZEnmQhamz2f98Y08e/QlnjryPK8ff4tbC69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uKbz+tCv4R/KcyfE+kuN9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -14945,14 +1782,14 @@ ], "source": [ "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, modelt='allsitescomposite1990')\n", "perez_diffuse.plot(label='allsitescomposite1990')\n", "\n", "perez_diffuse = pvlib.irradiance.perez(surf_tilt, surf_az, \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", " AM, modelt='phoenix1988')\n", "perez_diffuse.plot(label='phoenix1988')\n", "\n", @@ -14990,7 +1827,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 41, @@ -14999,324 +1836,9 @@ 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qWCIi4kHqm9p4dHEOFTVNTBybzCWn97M6klhAxVoEsNtsXH/JUEYPjadoTw3P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\nUvRaRERERCQnJV5Yu/tKd58Z/bwFmA90Bk4GHox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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -15324,7 +1846,7 @@ } ], "source": [ - "proj = pvlib.irradiance.aoi(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "proj = pvlib.irradiance.aoi(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "#plt.ylim(-1.1,1.1)\n", @@ -15348,7 +1870,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 42, @@ -15357,317 +1879,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFFCAYAAAAXXm8dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VPW9//HXTPY9gYQAAQIk8CUEERARQVFERBQEca+7\n", - "dam9ta3tbe1tf7Wrt+1trV7tZtVqcd9QBBUURNkEBGQL5BtI2JeQDbKvM78/JngjCggkc2Ym7+fj\n", - "4eMBmWR4f5zMvOecOed7XF6vFxEREQlObqcDiIiIyKlTkYuIiAQxFbmIiEgQU5GLiIgEMRW5iIhI\n", - "EFORi4iIBLFwpwOciubmFm9FRa3TMTpMSkosoTpfKM8Gmi/Yab7gFcqzAaSlJbiOdVtQbpGHh4c5\n", - "HaFDhfJ8oTwbaL5gp/mCVyjPdiJBWeQiIiLioyIXEREJYipyERGRIKYiFxERCWIqchERkSCmIhcR\n", - 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vOnbF6mhdC9MvGMAlI/saHUlEush/vucPVTTyyLJsWtrajY4k0i2pWIvID2pu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\n4UDgQXd/3t1/B/wa+Dkoy/ZSnnEpz3h07owrdp4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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -15675,7 +1889,7 @@ } ], "source": [ - "proj = pvlib.irradiance.aoi_projection(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "proj = pvlib.irradiance.aoi_projection(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", @@ -15708,269 +1922,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XecXGd97/HP9NleR70XP5JtybLlbrANNjbFQEwxJDQD\n", - "zgUSwEC4BLiESwiQhMCFcBMCJOZiimmGAKa44QI2LrjIxrL1qPe2vc/uTrl/nDMrWdpd7Uq7e8p8\n", - "36+XXtt3fz+dmfme5znPOSdSLBYRERGRYIp6XYCIiIicPAW5iIhIgCnIRUREAkxBLiIiEmAKchER\n", - "kQBTkIuIiARY3OsCjmaMmQU8Dlxhrd3sdT0iIiJ+55sRuTEmAXwd6PO6FhERkaDwTZAD/wL8B3DA\n", - "60JERESCwhdBboy5Hmix1t7pfiriYTkiIiKBEfHDJVqNMfcDRfffOsACr7bWHvK0MBEREZ/zRZAf\n", - 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kgmVtNc8b6R4czfDs0SH2HR3i2WPD7Ds6xOO2m8dtN+BOI7lwaT0XLq1nzfIG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\nA2+21t4L/Az4vDHmDbjzBKuttXnNu1Q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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -15978,7 +1932,7 @@ } ], "source": [ - "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "ratio = pvlib.irradiance.poa_horizontal_ratio(32, 180, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "ratio.plot()\n", "plt.ylim(-4,4)" ] @@ -16000,7 +1954,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 44, @@ -16009,326 +1963,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFFCAYAAAAXXm8dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4lfX9//HnmZkkrBD2hg8bZG8ERKWiICBqXXXv2Vat\n", - "1lFbf1TrKm6te4sDrLYqArKn7HWzkU1YWSQ58/fHCXyRIjPJfcbrcV1cFznjPq834eSV+z73cITD\n", - "YURERCQ2Oe0OICIiIqdORS4iIhLDVOQiIiIxTEUuIiISw1TkIiIiMUxFLiIiEsPcdgc4FYFAMLxv\n", - "3wG7Y5SbKlVSidf54nk20HyxTvPFrnieDSArq5Lj1+6LyTVyt9tld4RyFc/zxfNsoPlineaLXfE8\n", - 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0BIeHd1aNZcv+DLMjiYhIIVCxLmZ2Hz7Ia8tGg6OA+s629Gndw+xIInIG+qdd\nQR17a0KOfF5ZMpq9WYfMjiQiImGmYl2MHMrL5cX5owg686hKU+5rd7XZkUTkLDzQ7m9UCjUi6Mzh\nhXmjOJSXZ3YkEREJIxXrYuKIt4BnZr2D33WYlEAd/tXpZrMjichZslqtPNr5Fsr6a+FzHeLZ2aPI\n93rNjiUiImGiYl0MeP0+npo2Go8rkwRfVZ7ocgdWq37rRIoju9XG0C53Eu+tTIEzg6enj8YfCJgd\nS0REwkDtLMIFg0GemTaeXOdOYjypDOvcH7vNZnYsETkPTruDoZ364/KkkO3YzrPT3icYDJodS0RE\nzpOKdQQLBoO8OONjDto34vAk8USHAcQ6nWbHEpEwiI+JYUj7e7B7ypBpczNy5mdmRxIRkfOkYh3B\n3pzzLTtZhdWbwKC0ASTFxZkdSUTCKDk+nn9dPACLN45toeW8Pec7syOJiMh5ULGOUOMWTMTtX4DF\nF8vAi/pToXSS2ZFEpBBULlOWh5r1A18Ma7xz+XDxFLMjiYjIOVKxjkBfr5zHkryp4HcyoOGd1CiX\nanYkESlEtVMr0rd+H/A7mJ89mR9XLzI7koiInAMV6wgzc8MqpmR+D0EbvS+8lYaVqpkdSUSKQLMq\nNbmpxi0QsvDznm+Ytznd7EgiInKWVKwjyG87t/L5lk/BEuLyC/5GWs26ZkcSkSLUoXYDeqT0BGuA\njzd+xLq9O8yOJCIiZ0HFOkJsO5DJ6DXjwe6jTUJ3rmzYyuxIImKCa5qk0SKuC9i9vLViHLsPHzQ7\nkoiInCEV6whwIDeXlxePJuTIp7a9Fbe16mZ2JBEx0V1tLqW6pTkhZx4vzn+XrHzd+lxEpDhQsTZZ\ngc/Lc7PfJeDMonygLg+2u9bsSCISAR7peCPJ/tr4XYd4duZ7eHw+syOJiMhpqFibyB8M8My0sRS4\nMoj3VmZIl9t1q3IRAcBqtTKkcx9KeStyxLmbZ6eP190ZRUQinFqciV6a8QmHHVtweJJ5olM/3apc\nRP7A5XAwtOPdODxJHLRv5OWZn5sdSURETkHF2iSj5v7ATn7D6o1ncNsBJMTEmh1JRCJQYmwsj158\nNxZvHFtDyxiz4BezI4mIyEmoWJvg82Wz+K1gNvhcPNisL6mJpc2OJCIRrGKZstzf9C7wO1mWN52v\nV84zO5KIiJyAinURm+peyYyDP0HQTh/jNmqnVjQ7kogUA3UrVObWC2+FoI0pmd8za+MasyOJiMif\nqFgXoVWOF8KuAAAgAElEQVS7tvH1tqNrJHtWup6W1WubnEhEipOLa9bl8gv+BpYQn23+RDeQERGJ\nMCrWRWRv1iHeXXX0BjAXl+7BpfWbmx1JRIqhKxu24qK4zmD38vaKcWRkZ5kdSUREjlGxLgL5Xi8v\nznuPkPMI1S3N+XvLrmZHEpFi7M42l1KVpgSdebww912OeAvMjiQiIqhYF7pgMMizM8bhde2ntK86\nD3e8wexIIhIFHul0E6V91fG69vPs9HH4gwGzI4mIlHgq1oXs1dlfcdi+GYcnmcc73ondqr2qReT8\n2a02nuh8J05PObIcW3ll5mdmRxIRKfFUrAvRJ0umsymwGIu3FP+8uB/xMTFmRxKRKFLKGcNjaf2w\neuPYFlrBuAUTzY4kIlKiqVgXkpkbVjH78K8QsNO3wW1ULlPW7EgiEoUqlE7i3qZ3gt/Bkrxp/Lxm\nsdmRRERKLBXrQuDO2MXnWz4DC1xZ8VqaVqlpdiQRiWL1KlThphq3QMjCj7u/Zsm2DWZHEhEpkVSs\nw+xAbjZvLh8Hdi8t4jpzWYOLzI4kIiVAh9oN6Jx8BRZbgPHpH7Jlf4bZkUREShwV6zDy+Hw8N+c9\ngs4cKoUaclebS82OJCIlyA3N2lPfmQaOAv6zeAyH8nLNjiQiUqKoWIdJMBjk+RkTKHBmEOetxKOd\nepsdSURKoHvSepIaqEvAlcWI2e/h8fnMjiQiUmKoWIfJO/N+INO2HrunDEM69sVu07Z6IlL0rFYr\ngzr/nVLeiuQ79/D8jAkEg0GzY4mIlAgq1mHw9cp5rPHMBV8M/2h5F6Vj48yOJCIlmNPu4ImO/bB7\nypBpW89bc78zO5KISImgYn2eFmxxM2XfDxC0cVudW6lRLtXsSCIilI6NY2CrfuCLId03n69WzDE7\nkohI1FOxPg9b9mfw4fqPwBqgR/mraF2jjtmRRESOq5acQh/j74QCNqbu/5H5m9PNjiQiEtVUrM9R\nVn4e/1kyBhweGrrack2TNLMjiYj8Rcvqtbkk9WqwBPlow8fahk9EpBCpWJ8DfyDAiJljCDizKB8w\nGJB2ldmRRERO6urGbWjkagcOD/9ZMoas/DyzI4mIRCUV63Pw4oyPyXPuItZbgUGdbsNq1RhFJLLd\nnXYl5QMGAWcWI2aOwR8ImB1JRCTqqBGepTHzf2a3ZTVWbwKD2/XF5XCYHUlE5LSsViuDOt1GrLcC\nec5d/HvGx2ZHEhGJOirWZ+HnNYtZdmQm+J080OwukuMTzY4kInLGXA4Hg9v1xepNYJdlNWMW/GJ2\nJBGRqKJifYaW79jMT7u/gZCFm2r2ok5qRbMjiYicteT4RO5vdif4nSzLm8FXi+eZHUlEJGqoWJ+B\nnYcPMnbtBLD56Vj2Mjpc2MDsSCIi58xIrcRNNXpByMJnGz5hxc6tZkcSEYkKKtankVtQwMj5owk5\n8qlta8VNzTuaHUlE5Lx1qN2A9mUuAZufMavfZ3fWIbMjiYgUeyrWp+APBhgxcyw+10GSfLV4sP21\nZkcSEQmbXhd1xnC1JuQ8wkvzRnPEW2B2JBGRYk3F+hT+M/Nzsh3bcHlSGNL5Dm2rJyJR56met1HG\nVwOv6wAjpo8nGAyaHUlEpNhSUzyJDxdPYWtoORZvHI+17U+s02l2JBGRsLNarQzpfAcOTzKHHVt4\ndfaXZkcSESm2VKxPYKp7JfOzJoPfwYBGfUhNLG12JBGRQlPKGcOjF/fD4i3FpsASPlk6w+xIIiLF\nkor1n6zZvZ2vt30OwDVVb6BhpWomJxIRKXwVy5Slb8M+ELAz+9CvzNqwxuxIIiLFjor172RkZzHq\nt/Fg99E6sRvd6zY1O5KISJFpWrk6V1a8FiwhPtvyCeszdpsdSUSkWFGxPqbA5+XFuaMJOvOoSlNu\nb9Xd7EgiIkXusgYX0TyuE9i9vLF8LAdyc82OJCJSbKhYA8FgkBHTx+NxZZLgq8ojnW4yO5KIiGn6\ntrmMiqGGBJ05PD9nNF6/z+xIIiLFginF2jCMSw3DSDcMY4NhGI+d5JjXjz2+0jCMZoWZ540533DQ\nvgmHJ4khHe/CbrUV5suJiES8xzr1Js5biXznXl6Y/qG24RMROQNFXqwNw7ABbwKXAvWBXoZh1PvT\nMZcDF7rd7tpAf+CdwsrzxfLZrPcvxOKL5Z+t+5EQE1tYLyUiUmzYbTYGt++LzVOaDFs6o+f/ZHYk\nEZGIZ8YV61bARrfbvdXtdvuAT4Gr/3RMT2ACgNvtXgiUMQwjNdxB5mxay/QDPxEK2Lmz3m1ULlsu\n3C8hIlJsJcXF8XDLvuBz8VvBbH5YtdDsSCIiEc2MYl0J2PG7j3ce+9zpjqkczhAbMnbzyab/giXI\n5RdcQ/OqtcJ5ehGRqFCjXCq9a/eGkJVf9n7L0u2bzI4kIhKxzCjWoTM8znKOzzutA7m5vLF8HNi9\nNI3tyJUNW4Xr1CIiUSetZl26JF+BxRZg/LoP2H5wv9mRREQikt2E19wFVPndx1U4ekX6VMdUPva5\nU0pJSTjti3t9Ph6d+CoBZzZVbI0YcvXNp09cAp3JLOXMaZ7hpXmG15nM854el5P5w0FWH5nLK4vG\n8PZ1QyhdqlQRpCte9L0ZXppneGmehc+MYr0EqG0YRnVgN3AT0OtPx3wP3A98ahhGG+Cw2+3OON2J\nMzNzTvl4MBjk2anvk+fYTSlvRf7Z/ZbTPqckSklJ0FzCSPMML80zvM5mnne3uophU/Zy0LmJR75+\njWe636NdlH5H35vhpXmGl+YZPqf6AaXIl4K43W4/R0vzRGAt8Jnb7V5nGMbdhmHcfeyYn4HNhmFs\nBN4F7g3Ha4+e/xMZtnRsntI83r4fdpv+QRAROVNWq5Uhne/A5Ukh27GdV2Z+bnYkEZGIYgmFwrZ0\n2WyhU/0k9t1vC5iY+TUWv4t/trifGuXCvslI1NBPteGleYaX5hle5zLPjOwsnpn3KiFnHm0SevD3\nlt0KKV3xou/N8NI8w0vzDJ+UlIQ/vw/wuBJx58XFWzcwMeM7CFm5tXZvlWoRkfOQmliaAY36gN/B\n/KzJTHOvNDuSiEhEiPpive1AJu+7PwRrgK7lruLimnXNjiQiUuw1rFSNa6reAMBX2z5n3d4dp3mG\niEj0i+pinZ2fzyuLxoCjgPrOi7muaVuzI4mIRI3udZvSKqEr2H28vWI8mbnZZkcSETFV1BZrfzDA\niJlj8LsOUc5fm3vb/vnmjiIicr76tO5BZRoTdObywuz38Ph8ZkcSETFN1Bbrl2Z8Qq5zBzGeVAZ3\nvh2rNWq/VBERU/2rUy/ivVUocGXw3IwJBINBsyOJiJgiKtvmuAUT2clvWL3xDGrfjxiH0+xIIiJR\ny261MaRjX+yeMuy3reeded+bHUlExBRRV6x/XbuMJbnTwO/gvqZ3khKfaHYkEZGolxgby8BW/cAX\nwxrPPL5eOc/sSCIiRS6qivVvO7fyw64vAbi++s3UrVDZ5EQiIiVHteQUbq9zKwRtTNn3Awu3rDc7\nkohIkYqaYr3zwAFGr34fbH7albmUznUamR1JRKTEaVWjDj1Se4I1wAfrP2LbgUyzI4mIFJmoKdaD\nf36VkPMINa0tuOWizmbHEREpsa5pfDENXG3BUcAri94jOz/f7EgiIkUiaoq1x7mfMr4aPNzhBrOj\niIiUePekXUVKoA5+1+GjW58GA2ZHEhE5b6f7uyxqirXLW44hne/QtnoiIhHAarUyuNPtxHhSyXXu\n4KUZn5gdSUTkvPiDAYZOHnXKY6Kmhb574xBKOWPMjiEiIse4HA4Gte+H1RvPTn5j/MJJZkcSETln\nr8z8nGzHtlMeEzXFupRLpVpEJNKkxCdyX9M7we9gcc5UJq9bZnYkEZGz9sGiKWwLLcfijTvlcVFT\nrEVEJDLVrVCZ66vfBMC3O75i9a5TX/EREYkkU9JXsCB7Mvgd3NP4jlMeq2ItIiKFrnOdxlxcugfY\nfYxa9T4Z2VlmRxIROa01u7fzzfYvALi22o00qFj1lMerWIuISJH4e8uuVLc0I+TM48W5o8n3es2O\nJCJyUhnZWbzz23iw+2iT2J2uRpPTPkfFWkREiszDHW8k0VcNjyuT52aMJxgMmh1JROQv8r1eXpw7\nmpAzj2qWZtzWqtsZPU/FWkREiozdamNIx7tweMpy0L6JN+Z8Y3YkEZE/CAaDPDt9LB5XJom+agzs\neOMZP1fFWkREilR8TAz/bN0Xiy+W9f6FfLl8ttmRRESOe3nm5xx2bMHhSWZIx7uwW21n/FwVaxER\nKXKVy5bjjnq3EQrYmHbgJ+ZtTjc7kogIExZNZmtoGRZvKR5N6098zNlt56xiLSIipmhRtRaXX3AN\nWIJ8vOFjNmXuNTuSiJRgE9ctY2H2FPA7GNDoDiqWTjrrc6hYi4iIaa5s2JrGMR3A4eG1pWM4kJtr\ndiQRKYFW7NjM9zu/BOC6ajfSsFK1czqPirWIiJiq/8WXUyFYn4Azm+fnjMbj85kdSURKkJ0H9zNm\n7QSw+Wlf5lK6nMG2eiejYi0iIqayWq0M7vx34ryVyHfuZcT097UNn4gUiez8fF5a+B4hRz61ba3o\ndVHn8zqfirWIiJjObrPxRMf+2D1JHLBv4NXZX5kdSUSinD8QYMTM9/C7DlHWfyEPtr/2vM+pYi0i\nIhEhMTaWf118NxZvKTYFFvPh4ilmRxKRKPbijI/Jde4kxpPKkM59sFrPvxarWIuISMSoXKYsdze6\nA/wO5mdNZuK6ZWZHEpEoNHreT+y2rMbqTeDx9v2IcTjDcl4VaxERiSiNKlXjumpH73T2/c4vWb5j\ns8mJRCSafLdqASvyZ4LPxYPN7iI5PjFs51axFhGRiNPFaEL7pMvA5mfs2glsO5BpdiQRiQILt6xn\n4t7vIGSld+3e1E6tGNbzq1iLiEhE6tWiE4a9DSFHPq8seo9DeXlmRxKRYmxDxm4+WP8hWAN0S+lJ\nWs26YX8NFWsREYlY97e7hvIBA7/rMCNmj8br1x7XInL2MrKzeH35GHB4aBzTgWubpBXK66hYi4hI\nxDq6x/VtlPJWJN+5h+emT9Ae1yJyVnILCnhh7iiCzlwq05gBba8stNdSsRYRkYjmtDt4omM/7J4y\nZNrW88acb8yOJCLFhD8Q4NkZ7+F1HaC0rzr/6tSrUF9PxVpERCJe6dg4Brbqh8UXy3r/Qv67ZLrZ\nkUQkwgWDQZ6f/iE5zh24POUZ2rkvdqutUF9TxVpERIqFaskp9K1/OwTszDn8q/a4FpFTemvud+y1\nrsXmTWRI+wHEOsOzV/WpqFiLiEix0bRKTf5W5ege19/t/JJFW9abnEhEItEnS6aT7psPvhgevqgf\nyfHxRfK6KtYiIlKsdKvblM7JV4LVz4T1H+LO2GV2JBGJIBPXLWP24V8hYKdf/T7UKJdaZK+tYi0i\nIsXODc3a0zS2Izg8vLF8DLsPHzQ7kohEgCXbNvDdzi8BuLbqTTStUrNIX1/FWkREiqX+aVdQzdKM\nkDOPf89/l6x83UBGpCTblLmX8ekfYrH56VT2CroaTYo8g4q1iIgUW//seBPJ/tr4XId4ZuZoPD7d\nQEakJMrMzebVpe+Bo4CGznbc2LyDKTlUrEVEpNiyWq080aXP8RvIPDNtHP5gwOxYIlKEcgryeW72\nKILOHCqFGnJPu56mZVGxFhGRYs1pdzC04904PGU55NjEyBmfmh1JRIqIx+fj6Rnv4nXtp7SvOo92\n7m1qHhVrEREp9hJjYxmUdjdWbzw7WMk7c38wO5KIFDJ/MMAz08ZxxLmbWO8FPNml8G8Aczoq1iIi\nEhUqlE7iwWZ9weditWc2ny6daXYkESkkwWCQf0//L4ccm3B4yvJkxwHEOAr/BjCno2ItIiJRo3Zq\nRe6s1wcCdmYd+plf1y41O5KIFII353zLLssqrN4EBre9h8TYWLMjASrWIiISZVpUrXXs7owWvt/1\nJbM2rjE7koiE0fiFk3D7F2DxxTLwov6kJpY2O9JxKtYiIhJ1utVtSo/yV4M1yGeb/8vS7ZvMjiQi\nYfDVirkszp0Cfgd3N7yzSO+qeCZUrEVEJCpd0/hi2pa+BOw+xq17n3V7d5gdSUTOw5T0FUzd/wME\nbdxS61YaVapmdqS/ULEWEZGo1fuiLjSJOXrr87dWjGXbgUyzI4nIOVi4ZT1f7/gcCNGz0vW0rVXP\n7EgnpGItIiJRrX/aFVxoa0nIeYSRi0eRkZ1ldiQROQurdm3jgw0fgPXorcovrd/C7EgnpWItIiJR\n76H211Ex1JCgM4fn577Nobw8syOJyBlYn7GbUavHgt1L87jOpt2q/EypWIuISNSzWq081rk3Zf0X\n4nMd4plZ73DEW2B2LBE5hW0HMnl9+WhwFFDfmUbfNpeZHem0VKxFRKREsFttDO1yBwneKnhc+3hq\n2mi8fp/ZsUTkBHZnHWLk4lGEnEeoaW3Bfe2uMTvSGVGxFhGREsNpd/Bkl37EeFLJde7kqWlj8QcC\nZscSkd85kJvNi/PeIejMoVKoEQ93uMHsSGdMxVpEREqUUs4Ynuw0AIcnmcP2zTwzdRz+oMq1SCTI\nys/jmdnv4HcdJiVgMKhzb6zW4lNXi09SERGRMCkdG8fQ9vdg9ySx376B56Z9QDAYNDuWSIl2xFvA\n0zNG4XMdoIy/Jk906VOsSjWoWIuISAmVHJ/IkLb3YvOUJsO6jhemf6RyLWISj8/H8GnvUuDKIN5b\nhWFd7sJus5kd66ypWIuISIlVPrE0g9LuxepNYJdlNS/N+FTlWqSIef0+hk8bTZ5zF7HeCgzvcjdO\nu8PsWOdExVpEREq0iqWT+Fere7B649jOCl6d/ZXZkURKDK/fx/Cp75Ht2IbLk8KwTvcQ63SaHeuc\n2YvyxQzDKAt8BlQDtgI3ut3uwyc4biuQDQQAn9vtblV0KUVEpKSpWrYcAy8awMtL3mGTczFvzLbz\nQPu/mR1LJKr5AwGemjqGLMdWnJ5yDOt0LwkxsWbHOi9FfcV6EDDZ7XbXAaYe+/hEQkAnt9vdTKVa\nRESKQo1yqTzUrD8WXyzpvvm8M/cHsyOJRC1/IMDwKWM47NiC05PMkx3uo3RsnNmxzltRF+uewIRj\nv54AnGq3b0vhxxEREfl/tVMrcl+TvuBzsdozm9HzfjI7kkjU+d+V6kOOTTiOleqkuOJfqqHoi3Wq\n2+3OOPbrDCD1JMeFgCmGYSwxDKNf0UQTERGBehWqMKDh0XK9smAmo+b+aHYkkajhDwZ4euo4Dto3\n4fCUZWj7+0iKizc7VtiEfY21YRiTgQoneGjI7z9wu90hwzBCJzlNW7fbvccwjBRgsmEY6W63e3a4\ns4qIiJxIo0rVGEBfRq0ewypm8c6cIPe062l2LJFizR8M8MyUcRywb8DuSWJo+3tJjo+eUg1gCYVO\n1m3DzzCMdI6und5rGMYFwHS32133NM8ZBuS63e6XT3P6ovtCRESkRFi2dRMvzHkTHAU0je/A41f0\nMjuSSLHkDwQY+OWb7CUdhzeJV656lNQyZcyOda5Ouly5SHcFAb4HbgdePPbfb/98gGEYpQCb2+3O\nMQwjDugBPHUmJ8/MzAlj1JIrJSVBswwjzTO8NM/w0jxPrUpcee5r3I+3fnuPFbmzePJr30l3C9Es\nw0vzDC8z5+kPHF3+cfRKdRkeb3svVp+t2P7+pqQknPSxol5j/QLQ3TCM9UCXYx9jGEZFwzD+9w6R\nCsBswzBWAAuBH91u96QizikiIgJA/Quq8ECT/98t5LVZ2uda5Ex5/T6GTRl9fPnHkLb3UT6xtNmx\nCk2RLgUpZKHi+pNPpNFVgvDSPMNL8wwvzfPMrc/Yzesr3iXkyKeWrSUDO97wh8c1y/DSPMPLjHkW\n+LwMnzaaHMd2HJ5khra/LyrWVKekJJx0KYjuvCgiInIG6qRW5KGmd2PxlmJTYDEvTf9Etz8XOYkj\n3gKGTn2bHMd2XJ7yPNXp/qgo1aejYi0iInKGaqdW5OEWA7B449gaWs6IaR/gDwbMjiUSUXIK8nly\n2tscce4m1luBpzpHx81fzoSKtYiIyFmolVKBR1vdh82byF7rWp6aMhav32d2LJGIcCgvj2HT3yTf\nuZc4byWe6XJ/sb9N+dlQsRYRETlLVcuW44m0B3B4kjho38iTU9/liKfA7FgipsrMzeapWW/icWWS\n6KvK013vIdbpNDtWkVKxFhEROQflE0szrMODuDwp5Di2c98XL5FTkG92LBFTbD+4n2fmvI7PdYAk\nf02e6no3MY6SVapBxVpEROScJcXF8XTnByjlrUieYzdPTn+DA7m5ZscSKVLpe3fy70VvEnBmUyFY\nn+Hd+uG0O8yOZQoVaxERkfMQHxPDM13vJSlQA69rP0/Pfp3dWYfMjiVSJBZv3cAbK98l5DxCLdtF\nDOlyG3arzexYplGxFhEROU8xDidv3vQI5QJ18LsO8/z811mfsdvsWCKFapp7Je9vGE/I7qFJTEcG\ndrwRq7VkV8uS/dWLiIiEicNmY1jXO6lmaUrQmcdrK95h0Zb1ZscSKRTf/baAL3d8QsgSoEOZK+if\ndoXZkSKCirWIiEiYWK1WHu18C01iOhKye3h/43h+XbvU7FgiYfXh4ilMzPwGQhauqHA9N7foaHak\niKFiLSIiEmb9066gS9mrwBLi+92f898l082OJHLegsEgr8z8ggU5k7AE7Nxc41auaNjS7FgRRcVa\nRESkEFzfrD3XV+mFJWRjbvYvvDn7G90CXYotj8/H8Clj2RRYjMVbigEN+tPhwgZmx4o4KtYiIiKF\npIvRhL51+4IvhnW++Tw37UP8Ad0CXYqXQ3m5DJn6BgfsG7B7khjU5kEaVapmdqyIpGItIiJSiJpV\nqck/W9yH1ZvAHusaHp/8Jln5eWbHEjkjW/ZnMGzWa/9/i/JO/6BymbJmx4pYKtYiIiKFrEa5VIa3\ne4gYbyp5zl0MnfkqW/ZnmB1L5JSWbt/EyKVvEXBlkRqoy7Pd7iUxNtbsWBFNxVpERKQIJMcn8lzX\nBykfMAg4sxi59E3mb043O5bICX3723zGuseAo4B6jot5omufEns3xbOhYi0iIlJEXA4HQ7veQUNn\nO0J2Dx9ufp+vVswxO5bIccFgkNdmfcWkzG/AEqJT0lXc3/5vJf7GL2dKUxIRESlCVquVe9r15JKU\nayFkYdrB73l91tfaMURMd8RbwNApo1nvX4jFH8Ptte7khmbtzY5VrKhYi4iImODqxm24o/ad4IvB\n7V/AE5NHkZ2fb3YsKaG2H9zP41Nf5bB9Mw5PMoNbPkjrGnXMjlXsqFiLiIiYpGX12gxu+SBOTzmy\nHFt5YubLuDN2mR1LSpgFW9y8uPh1fK6DJPlq8VzXh6hctpzZsYolFWsRERETVS5bjue7/YPUQF0C\nzmxeX/k2P69ZbHYsKSEmLJrMB5vGE7IXUNdxMU9370cpZ4zZsYotFWsRERGTxTicPNn9TlrGdSNk\n9fPj3i94Q3dqlEJ0xFvA8MljWJQ7GUvQxmXlr+MBvUnxvGl6IiIiEaJP6x7cUuN2LP4Y0n3zGTL5\nHQ7l5ZodS6LMxn17GDz1P2Ta1mP3lOHBJvdyVaPWZseKCirWIiIiEaRdrfrH111nO7bx5OyXWbx1\ng9mxJEr8smYJ/1nxJn7XIcr6azGi80CM1Epmx4oaKtYiIiIRpnLZcrzQ7WEq05igM4/xG8cydsGv\nWhoi58zr8/HyjM/4Ye/nhKx+mpfqwlPd+hEfo/XU4aRiLSIiEoFcDgeDu9zKpSnXYQnaWHZkGkMn\nv8uhvDyzo0kxs2V/Bn0/e4bNwaVY/bH0rtGHu9pcqvXUhUATFRERiWBXNWrNP5s/iMOTzGHHFp6c\nPVJLQ+SMfbtyHiOXvU6BI5NEX1WeavsIbWvVMztW1FKxFhERiXA1yqXyYreBVKHJsaUhY3hj9jf4\nAwGzo0mEOuIt4Okp45l84FtC1gBpZS9hRPd7SY5PNDtaVFOxFhERKQZcDgeDuvTmitQbsAScpPvm\n8+ikV9i4b4/Z0STCLNm2gUHTRpJhXYfNm0g/oz//6H6Nln4UAbvZAUREROTMXd6gJc0rX8ir8z8m\nx7Wd/6x8g7SkbvRq3knFqYTz+n28M+973N5FWJwhygcMBna6hYSYWLOjlRj6EygiIlLMVCidxHM9\n7qVVfHdChJiX/StDJr/D3qxDZkcTk6zetY1HJ7/Mev9CLAEnl5W/nmHd71KpLmK6Yi0iIlIMWa1W\nbm/VnTYZ9Rm17COyXdt4ZuHLdCjXnRuattfV6xLCHwwwZv4v/JY/B4srSBl/TR66uBflE0ubHa1E\n0p86ERGRYsxIrcRLPf5JfWdbQlY/sw7/xOBJb7LtQKbZ0aSQ/bZzK49OfIVVnllYgjY6J13F/7V3\n52FSVWcex7/dXdWLzSq0bLLI4sumgrggA0rcwC2IMTGJjjHJJNG4jNk0MSaTTIwZYjKajJkkRk0e\nTWJMdBhUREdHRyUguywGXiCAyI6yb73PH+e2lm0DDRy6uuD3eR4fu+re25z+PVW33jr33HN+eOH1\nKqqzSD3WIiIiOS5VUMCNw8ewcN2p/GbO4+woWsWPZ9/L6a1Gcu3p56v3+gizu6KC/5wynr9XzSav\nqJaWFd24aeinOb7Nsdlu2lFPhbWIiMgRol/Hrvx41Fd4ZPoLzNz+KjN2vsi85+dx7cArGNS1Z7ab\nJxG85HMZv3wCNYU7yKsu5oKy0Vx+yrBsN0sSKqxFRESOIKn8Aj43dDQfeWcwv5oZeq8f8F/TdclA\nrj/zCtqWlma7iXIQVm3ZxAPTn+Td1BJq09Cppj83Db+StqUtst00yaDCWkRE5Ah0QvsOjBt9CxPm\nv84Lq59jVeF87py8mOHtzuWqU8/R8JAcsaeygoemPcubu6eTl6qioLw1nzhxLMN79c9206QBKqxF\nRESOYGNOGsp5fQbxwLSnWFozm8nbJjHj+ZlcaZcxrGffbDdP9uGZBdN5ftVzYdhHbZrBJSO59uwL\nKKfFBJwAABaVSURBVEyls9002QsV1iIiIke4FsXFfPWcT7B4/XAemvMEO4pW8YcVD/PMkh58ZtAY\nrEOXbDdRMsx8awmPL5zIrsI11KahY00/rh96hWb7yAEqrEVERI4SJ3bozLjRt/Diojd4evkkthat\n4Gfzf87xCwbwT6ePUeGWZb5+NY/MfZrNBcvIK4Si8uO4esBYhnTrle2mSSOpsBYRETnKnN93ECNP\nPIkn5kxm8saXWV24gO9PW0TP9Clcd9pFtGvRKttNPKqs2rKJ3858irUsJC9VS7q8DaO6XcDofkM0\nFj7HqLAWERE5CqXyC/jkkHMYU3EWv5v+HAt2TWdZzSy+O3UuPdOncO1pF1GmAvuwWv7Oev4w9znW\n1C4kL7+G/IpShpeN5MrBw0nlF2S7eXIQVFiLiIgcxUoKC7lh+EfZtvsCHp31PH/bNZNlNbP43tS5\n9EidzNWDL6SzFh6JatG6Vfxp/nNsyFtCXn4t+VUlDCo9k2tGnE9xujDbzZNDoMJaREREaFVSwo3D\nL2fb7lE8Out/+NuuGayonc1dM9+grKYXY/tfwKDje2S7mTltyrJFTFzyMptTy8krgIKKUk5rO4yr\nTj1HBfURQoW1iIiIvCcU2GPYtvtCHn/jZeZuncE7hUv4zeIllCzoxHldR3BBv8EaqtBI5ZWVjJ83\nhdc3vE5l0buQhlRFK4aVjeDKQcNJFSjHI4kKaxEREfmQViUlfOGsi6mqHsUzC6bx6pq/srtoLc+s\n/zMT356IlZ7M2JPO4XgNE2nQkvVreGrhaywrfxPSe6AIjqnozHndRnBh38G6KfEIpcJaRERE9ipV\nUMDlpwzj8lOGMWXZIiYtfYV3U8tZVDmVu2e+Tuvqrgzvcibn2yCK0kf3wiU79uzh6QVTmblxNnuK\n1gNQm5+ic80ArhhwLv07dc1yC+VwU2EtIiIijTKsZ1+G9ezLxh3bGD/vNRZsm8O2wpU8u2Elz66Z\nQIe8nozofhojeg84aoaK7Kms4EWfw7Q1b7Ap7y0oqIIiKCovY1C7wYw56Sxal5Rmu5nSRFRYi4iI\nyAEpa9GKLw67hJqai5iyfBEvL5/OOpayvmART6xaxBPLi+mS6s0ZXU7m7N4DjrgluLft3s3LS+Yy\nc91cNrESUpWhoqospntqIJfYcAZ07pbtZkoWqLAWERGRg5Kfn8/wXv0Z3qs/FVWVvLR4HlNWzebd\n/OWszlvA+DULGL8yTZva4xnYvh/n26k5OTd2TU0N89asZMqKufx9x1J2pzaQl1/7XjHdudYY0X0I\nw3r2PWp66qVhKqxFRETkkBWm0ozuP4TR/Yewu6KClxbPZda6BWyoXcGW9HImb13Oa9OepbDiWDoV\ndeOUjn0Z3rM/LYqLs930DymvrGTmyqXMW7uEt3asZHveekiXh42FkC5vQ5fiHgzteoqKafkAFdYi\nIiISVUlhIZcMPJ1LBp5OTU0Ns9/+O5NXzOWtXcsoT7/LSjaxct0bPLUmj+LK9rQv7MBxpWV0atGe\nbm2P44R2HSij5WFvZ01NDeu2b2XhupUseedt1u5cy5bqd6hMbyUvvybsVAhUFtO6sgd9257IyN6D\n6HZs+8PeNslNKqxFRETksMnPz+e07n04rXsfADbv3Mlfl7/J/A3Ousq32VO4kdV5G1m9C+bsAjYk\nB1YVka4upSS/Ja3SrWld2JKWRaW0KW5Jm5KWtC0ppThdSGEqTXEqTVE6RU0NlFdVUF5VRXlVJXsq\nK9i8ezubd21ny54dbCvfwbbK7Wyv3MputlFVsJO8gur3G5uC2vw80pWtOTbVkT5tT+D0rkavso6a\nHk8aRYW1iIiINJm2paVcOvAMLuUMIBTa89eu4O0t69m4cxObK7awo3orFXk7qEhvpjJ/E9uAVRVA\nBbD9EBuQBxRCbXWKVFULSqpb0rawHd1bdaZvh+7079j1qJ82UA6eCmsRERHJmralpZzdewAw4APP\nl5W1ZO36LazevIm3Nm1g066tbNmzg+0VO9lRuZM91Xuoqa2murY6/J/Q81xAioK8AvLzCkjlFVCS\nKqFFupSWRS1oW9KCdse0pmf7TpS1aKleaIlOhbWIiIg0S6n8Arq3K6N7u7JsN0WkUfRVTUREREQk\nAhXWIiIiIiIRqLAWEREREYlAhbWIiIiISARNevOimX0c+B7QFzjd3WfvZb/RwH1AAfCgu49rskaK\niIiIiByEpu6xng+MBV7d2w5mVgDcD4wG+gOfMrN+TdM8EREREZGD06Q91u6+CMDM9rXbGcBSd1+R\n7PsnYAyw8HC3T0RERETkYDXHMdZdgLczHq9KnhMRERERabai91ib2QtAxwY23eHuTzfiV9RGbpKI\niIiIyGEXvbB29wsO8VesBrpmPO5K6LXer7Kylof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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -16348,7 +1985,7 @@ "dotprod = np.cos(sen_alt_rad)*np.cos(alts)*np.cos(sen_azi_rad-azis) + np.sin(sen_alt_rad)*np.sin(alts)\n", "dotprod.plot(label='dotprod')\n", "\n", - "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", + "proj = pvlib.irradiance.aoi_projection(surf_tilt, surf_az, ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "proj.plot()\n", "\n", "plt.ylim(-1.1,1.1)\n", @@ -16386,7 +2023,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 45, @@ -16395,412 +2032,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfcAAAFSCAYAAADvpJZ6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4XGeV+PHvFGnUe++yZL+SZcu9xE5xnOIkpJMQfixL\n", - "3YQFwobOElggEAgsZbMsJZBsNrDsAksICUlIL3biuMRdtuzXktV773Vm7u+PO3Jkx2q2RqMZnc/z\n", - "6LF0587MuZY9577tvBbDMBBCCCFE4LD6OgAhhBBCzC5J7kIIIUSAkeQuhBBCBBhJ7kIIIUSAkeQu\n", - 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hgrk3DwPgvTd2Ua+KIyLSDZRki4j0IJfLxbK3Cmioa2Hi9GwyB3VcC9vtdvO3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\nIiKylKjIFhEREREJ2JIuso0xSzr+xUb5DJbyGRzlUkRk7nTsDNZc87l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cx7ncbv6yfD8rtpSQFBfKI58bT0L0uXu8BRKigvnuvRNIHxTOBzvLeHrpvm4T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\nyme0lM/o6NgZrdvJ57y68dE59yLgr4GngQ5gxMzeEW9U85fyGS3lMzr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9M2KZOiebhroWVr6Xi9Pp8nHEInKlU5ItItKNNnx6kNJDxxgwqC/jpmZc1DWO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\nobhXUpQeGyU5PERqeJjU0BCpoSESV/tn/HdEamoo23GI4m3bKWlopHh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8iFc/OsBbn+VfcOWRzJxBjJk0mJqjDaz/OL+XIhWRy4mSbBGRXlSYX83OzSXE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\nEZnkfOcAJy9eY+fmSuoqi3PdHBHJUytLY+xprOJc5wCnLl3LdXNEFpy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ThpCYEumTePz8/MjIiSMjJ44jVXVsW1/M/oJqPnh9J6lDoph6bTZJqb6JTUR8b/LkqUye\nPPWsY2+88W7X6x/84Imu14WF+8jNNaSnZ3gtvt7yWJJtrV1tjMn8wuFbgZmdr18EPqEj0b4NeM1a\n2woUGWMKgSnGmMNAhLV2Q+c1LwG3A0qyRUQuoLmplfUrD7F7azkAQ7JimDJzaJ+aBx2fNIjrb81j\n3NR01q88yOEDx3jrpS2MGJvC1FlDCQkN9HWIItJHvfzyC7z77t944on/9HUo5+XthY9J1tqqztdV\nQFLn61Rg3RntSukY0W7tfH1aWedxERHphsvl4sDeGtZ8VEhDfQsxcWFcPSeXtMwYX4fWrbjEQcy/\newzlxSdYvWw/e7ZXcGj/EaZdm82wUUmaQiIi53jwwUd48MFHfB1Gt3xWXcRa6zLGeGzVZUJC3xmp\nGQjUn+6jvnQv9efZGhtaWPjGDvbsqCAgwI9r5w1n2qxs/AN6V6Pa1/2ZkBDBqPzBrF91kJVL97Hi\ng72UFR3n5gVjCR8U7NPYLpav+3KgUX+6l/rT87ydZFcZY5KttZXGmBSguvN4GTDkjHZpdIxgl3W+\nPvN4WW8e1JdXzfY3fX0Vcn+ivnQv9efZSouOs+KDPdSfaiE5LYrrbjJExYRx7Hh9r67vS/2ZOyqJ\npLRIPl5ksburKHnqE669yZA+NM7XofVKX+rLgUD96V7qT/fp6R8r3t5+6z3g4c7XDwPvnHH8XmNM\nkDEmC8gFNlhrK4FaY8wUY4wDePCMa0REhI5dGtevOsj7f9lOY30rk2dkcdv9+UTFhPk6tMsSGR3K\nrfeN5aprh9LU2MoHr+/ks48P4HQ6fR2aiMgFebKE32t0LHKMN8aUAD8Cfg68boz5OzpL+AFYawuM\nMa8DBUAb8LXOyiIAX6OjhF8oHSX8tOhRRKRTU2MrH71XQMmh40RGhzDntjyfVQ3xBIfDQf6UdNIy\nY1j6bgHb1pdQU3mKObflERoW5OvwRES6pc1o5IL0sZL7qC/d60rvz6PVdSx5axe1J5pIz47l+ltG\nEBxy6dU4+np/Nje1sWLhHooKjzIoMpgb7xzVpyqlnKmv92V/o/50r77en3V1dSxbtoQ77rir2zaV\nlRXs3Lm9a/fH7lRUlPO9732Ll176q7vDBHrejMbb00VERMQNig8e5e1XtlJ7ookJ0zKYf9foy0qw\n+4PgkABu/NIoJs/Ioq62mXf+vJWi/Ud8HZaIuNmpU7W8/fYbPbYpLy9j2bIPvRTRpfFZdREREbk0\ne7ZXsHKJxc/fj7m355E9PNHXIXmNw+FgwrQMYhPC+ejdApa8tYur5+Qyaryqu4oMFL/73a8oKyvl\n0UfvZ9KkKbhcsH79WhwOBw899HfMnj2H3/3u1xQXF/Hoo/czb94tzJgxi//4jx/R2NgIwL/9278z\natQYn74PJdkiIv2Ey+Vi46dFbF5zmJDQAOZ9aTTJaVG+DssnsnLjufX+fBa/uZPVS/dz6mQTU2cN\nVT1tkQHgn/7pGxw6dJDnn3+VTz5ZzrvvvsWLL/6FEyeO89WvPkR+/jj+6Z/+hddee4WnnvolAM3N\nTfzyl78hKCiIkpJifvKT/49nn33pAk/yLCXZIiL9gMvlYs3yQnZuKiMyOoSbFowhOrZ/Vw+5XEmp\nkdz50HgWvr6DbetLaGlpZ8bcXCXaIm60dsUBDu6tvnDDizB0eCLTrsvu9vyZ6wV37NjGnDk34nA4\niImJJT9/PHv2FBAeHn7WNa2tbfzyl/9FYeF+/Pz8KCkpdmvMl0JzskVE+jiXy8WqpfvZuamMmPgw\n7nhg3BWfYJ8WGR3KHQ+MIy4xnIKt5Xz8wV6V+BMZQBwOB18s0nG+f0j/9a9/Ji4unhdf/AvPPvsy\nra2t3gqxWxrJFhHpw5xOFysXW/burCQ+cRA33ztGpeu+IDQsiNvuz2fhX3dgd1XR1uZk9i0j8PfX\nOJLI5Zp2XXaPo86eEBYWRkNDAwBjxuTz7rtvM2/ezZw8eZLt27fy9a9/k6qqKhoaPt9oq6GhnoSE\njvUpS5Z80Cf+sa0kW0Skj3K5XHz8wV727a4iITmCm+8ZQ0jowK4gcqmCQwK55d6xLHpjJwf21uDn\n5+C6m0fg56epIyL9TVRUNKNHj+Whh+5h6tRp5OTk8Mgj9+FwOPja1/6VmJhYIiIi8ff355FH7mf+\n/Fu44467+eEP/50lSxYxZcpVhIZ+/mmfr6aQqU62XFBfr6fZn6gv3Wsg9+fpKSIFW8tJSo3kpgVj\nCA7x7LjIhfrT6XJR19hKfWMr7e0u2pxOHDgICfYnJCiAQaEB+Pv5dvS4taWNhX/dQWVZLSPGpjDz\nxmE++QM7kH82fUH96V7qT/fpqU62RrJFRPqg9SsPUbC1nLjEcG5aMNrjCfaZnE4XpTV1FJadpKym\nnoqj9VQea6C2vhVnDwMzDgfERAQTGxnC4Phw0pMiyEiKID1pEAFemroRGBTA/LtH895r29mzvYKA\nQD+mz87RYkgR8Tol2SIifcyWzw6zdV0xUTGh3HzPWK9sMnP8VDMbbA1rtpdTWHaCxub2rnMOIDYy\nhKGpkUSGBzEoNIAAfz/8/fxwuVw0tbbT1NLOybpmjtU2caDsJIWlJ7uuDwnyZ3h6DCMyY8jPiSch\nOtSj7yU4JJCb7xnDu69uY+emMoKCApg8I8ujzxQR+SIl2SIifUjBtnLWrzzEoMhgbrl3LGHhnlvk\nWN/Uyme7KllXUMXB8tqu40kxoUww0eQOjiI9KYLkuDCCA/17fd+2diflR+o5XHWKQxWn2HP4ONsK\nj7Ct8AivfbSf7NRIJuclMXlEElEeen+hYUHccu9Y3v3zNjavPUx4RBAjx2nDGhHxHiXZIiJ9RPHB\nY6z6cB8hoR2L+CKiQjzynAPlJ/l4Sxkb91bT2ubEz+FgREYMM8ankZsSQWzk5T03wN+P9KQI0pMi\nuKZzw7WjJ5vYdegoG/dWs+fwcQ6U1/L6ikImj0hk9oQhDE2NdMM7O1v4oGBuWjCGt17ewuql+wmP\nCCYzJ97tzxEROR8tfJQL0gIJ91FfutdA6s+j1XW8/cpWnO1Obr0v3+07ObpcLgoOH+eDtUXsLT4B\nQGJMKDPzU5k+KoXI8CCv9efJumY27K3mk61lVBztKNOVnRrJLdOzGD001u3zp6vKa3nv1W3ggNvu\nzycxxf0J/RcNpJ/NvkD96V7qT/fRwkcRkT6s/lQzi97cSWtLO3Nuy3N7gm2Lj/PGJwe6poSMyorl\nxinpjMiI8cmCwKhBwcyZOITrJ6RRcPg4yzeVsq3wCP/vje1kD47k9muGMjIz1m3PS0qN5PpbR7Dk\nrd0senMndz44nkgPzwsXEVGSLSLiQ60t7Sx6cyd1tc1MmZlFzohEt9276lgDb3xygC37agAYPyyB\nm67KIMsLI7m94XA4GJkZy8jMWIqrTvHup4fYuv8I//cv2xiTHcd9s3NJctPOllnDEph+fQ5rPipk\n8d92ceeD4wgM0p9AEfEc/YYREfERl8vFJ4stR6rqGD4mmXFT091y39a2dt5fW8TidcW0O13kpEVx\nz3U5ZKe6d4TcndKTIviXL42hqLKWNz4+wI4DR9l96BhzJw/hlmmZhLghIR4zMY0TRxvYvbWcFR/s\nZe7tI1XaT0Q8Rkm2iIiPbN9QSuGeapIHRzLjBvdsmmKLj/PCEkvVsQbiIoO557pcJpiEfpNMZiZH\n8p1789lsa/jriv0sXlfMxj3VPDp/BCMyYi77/tOvz+FYTT0H7RG2fFbMhGkZbohaRORcSrJFRHyg\ntOgY6z45QNigIObeMRL/y9yspaW1ndc/LmTFljIcwJyJQ7hjRpZbRoC9zeFwMHF4IqOz43h/TRGL\n1x/mF69t5drxg7l7VvZlvSd/fz/m3jGSv724mQ2rDhGXGK6KIyLiEb7d/1ZE5ApUe6KRZe8W4HA4\nuOGOkYQPCr6s+5VW1/EfL25ixZYyUuPD+cFDE7jv+tx+mWCfKTjQn7tmZfP/PTSR1PhwPt5Sxo+f\n28jhysurihAWHsSNd47CP8CP5e/v4cSxBjdFLCLyOSXZIiJe1NbWzodv76apsY1r5uaSPPjS50m7\nXC5WbCnlpy9uouxIPdeNH8yPHp7Yp+deX4qslEieeGQiN05Jp/pEIz97eRMrtpRyOSVoE5IjmDXP\n0NLcztK3d9PW2n7hi0RELoKSbBERL1q74kDXQse8/NRLvk9Lazt/+mAPryzdR0iQP9/40hgemGsI\nuoidGfuTwAB/FlybwzfvHktIUACvLN3Hb9/dTVNL2yXfc9jIJPLGpXK0pp41ywvdGK2IiJJsERGv\nObC3ht1byolNCOeaObmXfJ9jtU387z9vYe2uSrJSIvjxo5PIz70y5hWPyY7jx49OIjctik17q3ny\n5S0cOdl4yfebPjubuMRwCrZVsG93lRsjFZErnZJsEREvqD3RyCeL9xIQ6Mec2/IIuMQR5wPlJ/nJ\nCx3zkq8encJjXx5/2dug9zexkSF8975xzBo3mNKajvno+0tPXNK9AgL8mXv7SAKD/Fn14T6OH9X8\nbBFxDyXZIiIe1t7uZNm7BbQ0t3PNnFxi48Mv6T5b99fwi1e3Ut/YxpfnDOPR+cMJDBiY00MuJMDf\nj4duMDwwdxj1jW089epW1hVUXtK9omPDmHnjMFpb2ln2zm7a2jQ/W0Qun5JsEREP27DqENUVpxg2\nMgkzOvmS7vHxllJ+/dZOcMC/fGk0syek9Zva15503fg0vnXPWIIC/fjDewUs21RySffJzUsiLz+F\nozX1rF95yM1RisiVSEm2iIgHlRefYNv6EqJiQrlmbu5FJ8Yul4u3Vh3g5aX7GBQayPfuH89Y1XU+\ny8jMWL53/3iiwoN47aP9vLXqwCVVHpk2O4eo2FB2bCyltOi4ByIVkSuJkmwREQ9paW5jxcI9OBxw\n3c3DCQq+uLrVLpeLvywvZOHawyTFhPLDByeQlRLpoWj7t/SkCL7/4AQSY0JZuPYwLy6xOJ0Xl2gH\nBvpz/S0j8PNzsOKDPTQ1tnooWhG5EijJFhHxkDUfFXKqtplxV6VfdD1sp8vFK0v3sWxTCanx4Tz2\n5fEkxoR5KNKBITE6lO8/MIGMpAhWbS/n+cV7LjrRTkyJZOLVmdSfamHVh/suqxa3iFzZlGSLiHjA\noX1H2LuzkvikQUycnnlR1zqdLl5cvJePt5YxJHEQ/37/OKIuc1fIK0VUeBDfvS+frJRI1uysvKRE\ne9zUdJLTIjmwt4b9KusnIpdISbaIiJs11LfwyRKLv7+D2beMwN+/979qnS4XLyzZy+odFWQkR/Dd\n+8YRGRbkwWgHnrCQQL59z1iyUiIuKdH283Mw++YRBAb5s3pZIfWnmj0YrYgMVEqyRUTcyOVysXKJ\npamhlSkzh15UuT6Xy8VfPtrPpzsqyEyO4Lv35jMoNNCD0Q5cHYl2flei/cLivRc19SMyOpSrrs2m\npblN00ZE5JIoyRYRcaMDe2so2n+U1PRoxkxKu6hr31l9iI82lzI4Ppx/uyefsBAl2JfjdKKdmRzB\npzsreOPjAxd1fV5+Cqnp0RQVHqVwT7WHohSRgUpJtoiImzQ1trJ62X78A/yYNW/YRZXrW7K+mPfX\nFpEYHcq3NYLtNmEhgXxrwVhS4sJYsqGYxesO9/pah8PBrHmGgEA/Pl1WSGNDiwcjFZGBRkm2iIib\nrFleSFNDK5OuySTqIiqBrNlZwesfFxITEcx37s0nWosc3SoiLIh/W5BPTEQwb3xygNXby3t9bVRM\nKFNmDKWpsZVPl+33YJQiMtAoyRYRcYPig8fYt6uKhORBjL2IaSK7i47xwuK9hIcE8O178omPDvVg\nlFeuuKgQvn1PPuEhAbywZC9b99f0+tpREwaTPDiSwj01HLS9v05ErmxKskVELlNrSxurllgcDpg1\nz+Dn17tfraXVdTzz9k4cDvj6naNJvYhFknLxUuPD+eaCsQQG+PH793ZzuPJUr67z83Mwa77B39/B\nqqX7aG7SJjUicmFKskVELtP6VYc4VdtM/tR04pMienXN8VPN/L83t9PY3M5XbhqBSY/xcJQCkJ0a\nxd/fMpLWVidPv7md470szxcTF86E6Zk01reyYdUhD0cpIgOBkmwRkctQXVHLzk1lRMWGMnF6Rq+u\naW5p5+mGPvPjAAAgAElEQVQ3t3OstpkvzRzK1LxkD0cpZxo/LIG7r83hRF0LT7+5naaWtl5dlz9l\nCNFxYezaUk51Ra2HoxSR/k5JtojIJXI6Xaxe2rEYbsbcYQQE+F/wGpfLxfOL91BcVcc1Y1KYP7V3\nibm41w2ThzBjbArFVXX84b2CXm1W4+/vx4y5uQCsXLLvoneSFJEri5JsEZFLtGd7BdUVp8jJSyQt\ns3fTPZasL2bDnmpy0qJ48AZzUWX+xH0cDgcPzDWMyIhhW+ER3vm0d1NABmfEMGxkEkeq6ti9pczD\nUYpIf6YkW0TkEjQ2tLB+5UECg/yZdl12r67ZefAob35ygJiIYP759lEEXMR26+J+Af5+/NPto0iI\nDmHh2iK27Otd5ZCrrssmKDiA9asOact1EelWgC8eaoz5PvAA4AR2Ao8C4cBfgQygCFhgrT1xRvuv\nAO3AN6y1S30QtohIl3WfHKS5qY1ps7MJ70Vd66rjDfz+3d34+/vx9TtHE6Va2H3CoNBA/vmO0Tz5\n8maeXVjA4w9PJCWu5yovYeFBTJ01lFUf7mPtikLm3DbSS9GKSH/i9WEUY0wm8L+A8dba0YA/cC/w\nGLDMWjsMWN75PcaYPOAeIA+4EXjGGKPhHxHxmcqyk+zdUUlsQjijJwy+YPumljZ+/bedNDS38dAN\nhqyUSC9EKb2VnhTBI/OH09TSzq/f2klj84UXQublp5CU2lE7u7TouBeiFJH+5oLJqjFmmjHmcWPM\n88aYF4wxPzLGTL+MZ9YCrUCYMSYACAPKgVuBFzvbvAjc3vn6NuA1a22rtbYIKAQmX8bzRUQumdPp\nZPWHpxc75l6wJrbL5eLlDy1lR+qZPSGNq8ekeCNMuUhT85KZO2kIFUcbeO6DPbhcPS9qdDgcXNO5\nCHLN8kKcTqc3whSRfqTbvw7GmLuNMTuBnwEhwAZgPRAM/IcxZrcx5u6LfaC19hjwf4FiOpLrE9ba\nZUCStbaqs1kVkNT5OhUoPeMWpcCFh45ERDxgz/YKjlTXYUYlkTIk+oLtP91RwWe7qxiaGsk91+V4\nIUK5VHdfm40ZEs3mfTUs31x6wfYJyREMH5PMsZp6CrZWeCFCEelPepqTPRmYa609728OY0wK8G/A\nGxfzQGNMNvBNIBM4CbxhjHngzDbWWpcxpqdhBNVNEhGva25qZcOqIgKD/Jk6a+gF25fW1PHnZfsI\nCw7gH28dqYWOfZy/nx//cNtInnhuA69/XEhuWjQZyT1vLjRl5lAO2ho2rD5ETl4iIaGBXopWRPq6\nbpNsa+13e7qwM/nusU03JgJrrbVHAYwxbwFXAZXGmGRrbWVnAl/d2b4MGHLG9Wmdx3qUkNC7Xdek\nd9Sf7qO+dC9v9ufS93bT1NjK7JtGkJEV32PbxuY2/vDcBlranHzngYmMyE30UpSX50r/+UxIiODb\nX57Aj/+4jj8sLOD/fWsmYSE9JM4JMHOuYdn7BezaVMa8O0efdS9xH/Wne6k/Pa/H6iLGmGAgzlpb\n/oXjo6y1uy7xmXuBx40xoUATcD0dU1HqgYeB/+r87zud7d8DXjXG/Dcd00RyO9v3qKbm1CWGJ1+U\nkBCh/nQT9aV7ebM/TxxrYMPqQ0REhTB0RPwFn/vswgJKq+u4fmIaOcmD+sX/7vr57JAeF8a8Keks\nXl/ML1/dzP+6Oa/HeuZZw+OJWhPKprVFZA2PJy5hkPrSzdSf7qX+dJ+e/rHS05zsuUAlUGCM2WSM\nyT3j9MuXGoy1djvwErAJ2NF5+A/Az4E5xph9wHWd32OtLQBeBwqAxcDXrLWaLiIiXvXZxwdwOl1c\ndW32BXd2XLurgrW7KslKiWDBtZqH3R/dMWMo2amRrNtdxac7e55v7e/vx/TZObhcsOajwgsumhSR\nK0NPI9lPAjPpqGP9EPCRMeY2a+22y32otfYp4KkvHD5Gx6j2+do/2RmPiIjXlRYdp2j/UVKGRDHU\n9DxN5MiJRl5Zuo+QIH/+4TZtONNfBfj78Q+3juTHz2/kz8v2kTM4qsf62RnZcaQPjaX44DGKCo+S\nmKgyjSJXup5++wdaa3dYa13W2hfpSLTfM8ZM8lJsIiI+53S6WLO8EIDps3N6nDbgdLp4dmEBTS3t\n3H/9MBKjQ70VpnhAfHQoj8wbTkurk2cX7qH9AmX6pl2XjcPRsVGRs10l/USudD0l2f7GmJDT31hr\nV9KxKczf6CirJyIy4O3dUcGxmnqGj0km4QKVJj7cUMy+0pNMGJbA9NHJXopQPGni8ESuGpnEoYpa\nPvjscI9tY+LDGTE2hRNHG9i6odhLEYpIX9VTkv1XYMaZB6y1nwFfAnr+TSMiMgC0traz8dMiAgL9\nmDwjq8e2xVWneGvVQaLCg3joRtPjiLf0L1+eM4yYiGDeX1NEUWVtj20nXZ1JQKAfn3y4j9aWC+8c\nKSIDV7dJtrX2P6y1S89zfKO1VjsuisiAt3NTKQ11LYyZlEb4oOBu27W2tfPH9wtod7p4dP4IIsKC\nvBileFpYSCBfuWkE7U4Xf3y/gJbW9u7bDgomf0o69aea2bbhwhvaiMjA1Ztt1bVqR0SuOE2NrWxd\nV0xIaAD5k9N7bPvWqoOUHann2vGDGZMd56UIxZtGZsYye0IaFUcb+NvKgz22zZ+cRnhEMNvWF9NQ\n1+ylCEWkr+kxgTbGBACveSkWEZE+Y8tnh2lpbmf8VRkEh3RfiOlA2UmWbiwhMSZU5foGuLtmZZMc\nG8ayTSXsOXy823aBQQHMumEYba1ONq7R7EqRK1VPdbKD6FjkuMV74YiI+N6pk03s3FxGRGQwo8YP\n7rZda5uT5xbtweWCR+cNJziw5/rZ0r8FB/rz1ZvzcDjgxcV7ae5h2si4yelEx4ayZ1s5x4/WezFK\nEekrehrJfhc4ZK39L28FIyLSF2xcfQhnu4tJM7LwD+j+1+T7a4uoONrAteMHY9JjvBih+MrQ1Ehu\nmJRO9YlG3l19qNt2fv5+TJ2VjcsFG1Z1305EBq6ekuwZwO+8FYiISF9wtLoOu6uK2IRwcvOSum1X\nXHWKRZ8dJi4ymLtmZnsxQvG1267JIjE6lA83FnOoovtqI5m5cSSmRnDQHqGmUltYi1xpekqy7wXe\nNcakeCsYERFfW7+yY9Rx6qyh+PmdvwxfW3vHNBGny8XD84YTGtzT5rky0AQH+vPwvOG4XPD8oj20\ndbPxjMPhYMqMoQBs6GHUW0QGpp5K+L0PfAN423vhiIj4TmXpSQ4f6Ng+PX1obLftlqwvpriqjumj\nkxmVpWoiV6IRGTHMGJtKaU09i9d1v7hxcEY0qenRFB84RmXpSS9GKCK+1mN1EWvth8D3vRSLiIhP\nnR5tnDIjq9vNZKqON/DemiKiwoO4d3auN8OTPmbBtdlEDwri/bVFlB85/+LGjtHsjo2M1mtutsgV\n5YI1sK21H3sjEBERXyovPkHZ4RMMyYohZUj0edu4XC7+vHQfbe1O7rs+l/CQQC9HKX1JWEggD841\ntLW7eOlDi8vlOm+75LQo0rNjKS8+QWlR96X/RGRg6dVEQmNMGJB2ZntrbYGnghIR8SaXy9U1ij3x\n6sxu222yNew6dIyRmTFMGp7opeikLxs3LIFxufFs3X+EtbsqmT76/MuYJl+TRfGBY6xfdZDBGeO7\n/aRERAaO3uz4+A2gCvgI+OCMLxGRAaHs8AkqSk6Snh1L8uCo87ZpbG7jtY/2EeDvxwNzjZIk6XL/\n9cMICvTj9Y8LqWtsPW+bhOQIhpp4qstPcfjAUS9HKCK+0Jst078FGGtturU26/SXpwMTEfEGl8vF\nxk87RrEn9TCK/c7qQ5yoa+GmqzJIig3zUnTSH8RFhXDb9CxONbTy1qrut1yfdHXHn84Nqw51O7VE\nRAaO3iTZpdbaco9HIiLiA6VFx6ksrSUzJ47ElMjztjlceYqPNpeQFBPK/KnpXo5Q+oM5k4aQGh/O\nyq1lHCw/f+3s2IRwho1M4mh1PYf2HfFyhCLibb1Jsn9qjPmTMeZOY8x8Y8xNxpj5Ho9MRMTDejMX\n2+ly8fJSi8sFD9xgCAzQ1ulyrgB/Px6cOwwX8NKHe2l3nn+kevy0DAA2rzms0WyRAa43Cx9vAm4G\ncoH2M44v8khEIiJeUnzwGNXlp8gaFk9CcsR526zeXs7B8lqm5CUxMrP72tkiJj2GaaOSWburkkVr\nDjF1eMI5bWLiwsjJS6SwoJrDhUfJzI33QaQi4g29SbJvBzKttY2eDkZExFtcLhebPi0Cup+L3dDU\nyt9WHiQ4yJ97rsvxXnDSby24Nodt+4/w5w/3MjI9ioiwoHPaTLgqg8KCajavPUxGTpwW0YoMUL2Z\nLnIAaPN0ICIi3lRadJzqio5R7LjEQedt896aIuoaW7llWibRg4K9HKH0R5HhQdx2dRb1ja28081W\n6rEJ4Qw1CVRXnKLk0DEvRygi3tKbkez9wHJjzDtAc+cxl7X2Gc+FJSLiWZvXdmyFPaFzjuwXVRyt\nZ/nmUhKjQ5kzcYg3Q5N+7trxg1m9s4JPtpUxa9xghpznH3ETpmVw0Nawac1hhmTFajRbZADqzUh2\nCHAQGA1M7Pya5MmgREQ8qaKksy720Nhu52L/ZXkh7U4X91yXQ2BAb35VinQI8Pfjq7eNwuWC1z7a\nd94FjvFJg8jMiaOqrJaywyd8EKWIeFq3I9nGmDxrbYG19hEvxiMi4nGbPysGPq/08EXbC4+w8+BR\n8jJjyNfCNLkEE4YnMSY7jh0HjrJl3xEmmHMXQU6YnkFR4VE2rykiLTPGB1GKiCf1NDzzP8aYAmPM\nL4wxVxtj9FmWiPR71RW1lBw8RuqQKFLSzt3dsa3dyV+W78fP4eDe2bn6GF8u2T3X5eDv5+D1j/fT\n2tZ+zvnElEjSh8ZSXnKS8mKNZosMNN0m2dba64FpwDbgX4EDxpjnjDG3GWNCvRWgiIg7bbnAKPZH\nm0qpOt7IteMGk5Zw/gWRIr2REhfO7Alp1JxoYunGkvO2mTC9s2525xoBERk4epxoaK09Ya39s7X2\nbmAE8CYwH9hljHnXGwGKiLjLsZqOnfYSUyLO+/F8bUML7689RHhIALddk+WDCGWguXV6JoNCA1m4\n9jAn6prPOZ88OIrBGdGUFh2npvKUDyIUEU/pNsk2xpz1F8Za22ytXWSt/QcgB/jfng5ORMSdtqzr\nGC0cf1XGeaeBvL+miMbmdm69OotBoYHeDk8GoLCQQO6cMZTm1vZuS/qNm5oOwNZ1xd4MTUQ8rKcS\nfluNMSeBj4FPgI+ttYcBrLUuYJ3nwxMRcY+TxxspLKgmNiGczNy4c85XHW/gk61lJEaHcu24wT6I\nUAaqa8amsGxTCat3lDN30hBS48PPOp+WGUN80iAO2hpOHm8gKibMR5GKiDv1NF0kDvgSsAu4C9hm\njDnUOS/7Ia9EJyLiJts2lOBywfir0s87iv23lQdpd7q4c+ZQAvxVsk/cx9/Pj7tmZeNywZufHDjn\nvMPhYNzUdFwu2Lb+/HO3RaT/6WnhY7u1dpO19v9Ya28G4oEfA1cDz3spPhGRy9ZQ34LdWUlEVAjZ\nw88tpXag/CSb9laTlRLBpOGJPohQBrr8nHhy06LYVniEfSXnVhIZauKJjA7B7qyk4Txzt0Wk/+lx\nuMYYk2eM+Zox5nVgL3AvHQn2Nd4ITkTEHXZtKaO9zcnYSWn4+Z39a8/lcvHGxx2jiwuuzVHJPvEI\nh8PBgmtzAHjj48JzNqjx8/Mjf8oQ2ttd7NhU5osQRcTNetqMpoqOnR5fB54Ctlhrnd4KTETEHVpb\n29m9pYzgkACGj0k55/z2wqPsKzlBfk48Jl0bgojnZA+OYoJJYLOtYbOtYeIXPjUxo5LZuLqI3VvL\nGH9VOkHBPS2bEpG+rqeR7JfpSMK/AnwVuNsYk+yVqERE3MTuqKSpsY1R4wcTGOR/1rl2p5M3Vx7A\n4YAvzcr2UYRyJfnSzGz8HA7+tvIAbe1nj1sFBPozemIaLc3t7N5W7qMIRcRdepqT/R1r7SQ6NqR5\nDxgHvG2M2WmM+b23AhQRuVROp5PtG0vw93cwasK5FUPW7Kyk/Eg914xJYfAXKj6IeEJybBgzx6VS\ndbyR1dvPTaRHjU8lMMifHRtLaW/Th8ci/dkFl9Bba08Bm4AtwFZgEKDqIiLS5x20R6g90YQZnUxY\neNBZ51pa23ln9UGCAvy47eqhPopQrkS3Ts8iOMifdz89RFNL21nngkMCyctPpaGuhX27q3wUoYi4\nQ0+b0SwwxjxjjCkADgP/DFQDjwKauCgifZrL5eoqhzZ28pBzzn+yrZwTdS3MnpBGTESwt8OTK1hU\neBA3TBpCbUMryzeXnnN+zKQ0/PwcbN9Ycs4CSRHpP3paVfENYAXwdeAza22jd0ISEbl85cUnqKk8\nRdaweKJjz97co6mljUWfFRES5M+8qRm+CVCuaHMnpbN8cylL1hdz7bg0wkI+/3M8KCKY7BEJ7N9d\nTWnRcYZkxfowUhG5VN0m2dbaq70ZiIiIO23b0DGKnT/l3FHs5ZtLqW1o5dbpmdo+XXwiLCSAG6ek\n87eVB1m6sZjbrzl7ytLYSUPYv7ua7RtKlGSL9FM9TRf5rTEms4fzmcaYZzwSlYjIZTh+pJ7iA8dI\nToskeXDUWecamlpZvK6Y8JAA5k5K91GEInD9hCFEhgWydGMJdY2tZ51LSI4gJS2KkkPHOVZT76MI\nReRy9DRdZCHwpjGmFVgLnF4GPRiYCoQAj3s2PBGRi7djc8dmHmMmnjuKvXRjCQ3Nbdw1K/usj+hF\nvC04yJ/5V2Xyl+X7Wbz+MHfPyjnr/NjJaVSUnmTHplJmzTM+ilJELlVP00U+AD4wxkwArgNOf5ZV\nBHzDWrvpUh9qjIkGngVGAi46FlPuB/4KZHQ+Y4G19kRn++/TUa+7vfPZSy/12SIysDU3tbJvVyUR\nkcFkDYs769yphhY+3FhCZFggs8en+ShCkc9dOy6VDzcUs3xTKXMnDiFq0OeLcDNyOrZa37erkikz\nswgNC+rhTiLS1/SmhN9ma+0vrLX/3Pn1i8tJsDs9DSyy1o4AxtCxZftjwDJr7TBgeef3GGPygHuA\nPOBG4BljzAXjFpErU8H2CtpanYyaMPicLdQXry+muaWdm67KJPgLG9OI+EJggD83T8ukpc3JB+sO\nn3XOz8/BmIlptLe72L1Fm9OI9DdeT1aNMVHANdba5wCstW3W2pPArcCLnc1eBG7vfH0b8Jq1ttVa\nWwQUApO9G7WI9AdOp5Ndm8sICPRjxNizt1A/UdfMis2lxEQEM2tcqo8iFDnXNWNSiI8K4ZOtZRyr\nbTrr3PAxyQQF+7NrSxltbe0+ilBELoUvRoSzgBpjzPPGmC3GmD8aY8KBJGvt6cr7VUBS5+tU4MxC\noqV0zAsXETnLoX1HqKttxoxOJjjk7Kohi9cV09Lm5JZpmQQGaBRb+o4Afz9umZ5JW7uLhWuLzjoX\nGBTAiLGpNDa0UlhQ7ZsAReSS+CLJDgDGA89Ya8cD9XRODTnNWuuiY652d1SdX0TOsWNTx4LH0RPO\nnm99sr6FT7aVERcZzNVjUs53qYhPTRuVTGJMKKt3VJwzmj16wmAcDti+sVSb04j0I71aWt85xSPb\nWrul83tHZyJ8KUqBUmvtxs7v3wS+D1QaY5KttZXGmBQ6dpcEKAPOLBGQ1nmsRwkJEZcYnpyP+tN9\n1Jfudbo/y0tOUFl6kuzhCQwbnnRWm4XrdtPa5mTBHENKctT5biOd9PPpPhfbl/fNNTz91218sr2C\nf7hzzFn3yRubyu5t5dSfbCErN97dofYL+tl0L/Wn510wyTbGzAd+DziBDGPMJOBHwC2X8sDOJLrE\nGDPMWrsPuB7Y3fn1MPBfnf99p/OS94BXjTH/Tcc0kVxgw4WeU1Nz6lLCk/NISIhQf7qJ+tK9zuzP\nVcv2ATB8TMpZfVzb0MLCNQeJiQgmPytW/d8D/Xy6z6X05cj0aOKjQliy7jDXjUsl+oxKI7mjkti9\nrZxPV+xnUHRwD3cZmPSz6V7qT/fp6R8rvZku8lM6FhoeA+gcgc6+zJj+BfizMWY7HdVFfgb8HJhj\njNlHR8nAn3c+rwB4HSgAFgNfu4xRdBEZgBrqmincU010XBhDsmLOOrdsYwktrU5unJJOYIAKE0nf\nFeDvx/yrMmhrd7JkffFZ55IHRxKfNIii/Uc4dbKpmzuISF/Sq+ki1toKY84qhN9yOQ+11m4HJp3n\n1PXdtH8SePJynikiA9fureU4na7OuauOruN1ja18tLmUyPAgZo5VRRHp+6aPSuH9NUV8srWM+VMz\niAzvqI3tcDgYNX4wnyy2FGwrZ8rMoRe4k4j4Wm+GdWqNMcmnvzHGzAKOeywiEZGL0N7mZPfWcoKC\nAzCjks8699GmEppb2pk3JZ2gQFUUkb4vMMCP+VMzaGlz8uHGs0ezc/MSCQ4JoGBbhcr5ifQDvUmy\nvw8sAjKNMSuBV4HvejQqEZFeOmBraGxoZcTYFALP2GCmoamVZZtKGRQayKx8Vf2U/mPG2BSiBgWx\nYksZdY2tXccDAv0ZMTaFpsZWDuyt8WGEItIbvdnxcT0dc6S/TMeixDw37PgoIuIWu7d0FBsa+YUN\nZj7aXEpjcxs3TknX7o7SrwQG+DNvcjrNLe0s21hy1rnTP+e7Nl+wyJaI+NgFk2xjzGigzVq7yFq7\nCGgzxoz0fGgiIj2rLD9JZVkt6UNjiYoJ7Tre2NzGso0lhIcEcO04jWJL/zNz3GAiwwL5aHMJDU2f\nj2ZHRoeSmRNHdcUpqsprfRihiFxIb6aLvAg0n/F9K/CSZ8IREem9zWsPA+eOYq/aXk59UxtzJg4h\nNLhX67tF+pTgQH9umJxOY3M7K7acPWo9akLHPxx3bdFotkhf1psk289a2/XPaGttM6DPXkXEp1qa\n29ixuZRBkcGkZ8d1HW9rd7J0YwnBgf5c94WdH0X6k1njBhMaHMBHm0poaf18oWNaZgzRsaEU7qmm\nseGyin2JiAf1JsluNcZ01cU2xuQAWtYsIj61b1cVrS3tjByXip/f52X7PttdyfFTzczMT2VQaKAP\nIxS5PKHBAVw3fjC1Da2s2VXZdfx0OT9nu4s92yt8GKGI9KQ3SfZPgE+NMc8aY/4ErAae8GxYIiLd\nc7lc7Npahp+/g+FjUrqOO10ulqwvxt/PwdxJQ3wYoYh7XD9xCAH+fixZf5h2p7PruBmdTGCQf1eN\neBHpe3pTXWQhMBPYCmwGZnQeExHxiYqSkxw/0kDemFTCOjfrANi2/wgVRxuYOjKJ2MgQH0Yo4h5R\n4UFcPTqZmhNNbLafl+0LCg4gNy+RutpmSg4e82GEItKd3u74uA/Y5+FYRER6ZffWjgVfE6dldB1z\nuVwsWtexEHLelIzzXifSH90wJZ2V28tZtO4wk4Yndu1qmpefSsG2CnZvKycjJ+4CdxERb7tgkm2M\nmU5HfezsM9q7rLWJngxMROR8GuqaOWiPEJsQzpCsWI4cqQNgX8kJDpbXMi43ntT4cB9HKeI+STFh\nTDCJbNpbTUHRcUZmxQKQkBxBYkoExQeOUlfbxCB9eiPSp/RmTvafgGeAq4FJnV+TPRmUiEh39myv\nwOl0MXJcateIHsCidR1bUM+bqlFsGXjmT00H6Pq05rS8/FRcLijQAkiRPqc300UarLWvejwSEZEL\ncDqdFGyvIDDIn2Ejk7qOF1edYufBowwbEk3O4CgfRijiGZnJkYzIiGHP4eMUVdaSmRwJQM6IRNau\nKGTv9gomTs/Az683Y2ci4g29+X/jImPMfI9HIiJyAYcPHKOutplhI5MIOmOTmSUbOkaxT4/2iQxE\n86/q+JTm9Kc2AIFB/uSOTKK+roXDhVoAKdKX9CbJ/kdgoTGm1hhT0/lV7enARES+6HRN4Lz8z3d4\nPFbbxMY91QyOD2f0UC3+koErLyOGjKQINu+tpvpEY9fxkZ3/f9i9rdxXoYnIefQmyZ4IDAXGoDnZ\nIuIjdaeaKT5wlMSUCOKTBnUdX76llHani7mThpw1R1tkoHE4HNwweQgu4KNNJV3H4xIHkTQ4kpKD\nx6g9I/kWEd+64Jxsa22RF+IQEemR3VmJywUjxn6++Uxjcxsrt5YTGRbI1DPmaIsMVBOHJ/LGJwdY\nvaOC268eSlhIx5/xvPxUqspq2bO9gikzh/o4ShGBXoxkG2PSjTGvGWP2GGMOdX4d9EZwIiLQUQN7\nz/YKAgL9yBnxefXQ5RuLaWhu47rxaQQG+PswQhHvCPD3Y/aENJpb2lm1/fPpITnDEwgKDmDPjgra\n25093EFEvKU300WeA5Z3vv4yHduqv+SxiEREvqDs8HFOnWwiZ0Ri14JHp9PFe6sOEuDvx6xxg30c\noYj3zMxPJSjQj+WbS7q2Wg8I9MeMSqKxvpWi/Ud8HKGIQO+S7Hhr7bNAm7V2LfAIoGojIuI1Bds6\nFjyeOVVke+ERKo7WM21UEpFnbK0uMtCFhwRy9egUjtY2n7XV+ukFwXt2VPoqNBE5Q2+S7JbO/9YZ\nYzKAICDecyGJ/P/t3XecXFl55//PrdDVOVW3WrmlTkfSaBRmYBjywIAZMMHGNthr1mCzaxswGAcy\nDmtjbIxtMAv2rhfwz2CTvNjAmhwHD0zQzEjDzEg6LbWkltSSOudY4f7+OLe6S1JLakm3uzp836+X\nVLduqDr9vCo8de5zzxGZMzkxw8n2PmrqSmnYWDm7/psH3IVfL3zKlkI1TaRgXviULXjAtw/MXQBZ\nW1/Guo0VnDkxwNjIVOEaJyLAwpLse40xSdysjw8DHcBXFrVVIiKB9ie6yWZ9du7dMDt6yMnzI7Sf\nGeK2HevYVF9+jUcQWX0aakvZ21JHx7kRjncNz67fuced7bGPqzdbpNCumWRba99mre231n4aN5zf\nPdbaty5+00Rkrctd8BiJepjd62fX53rvXvGc5kI1TaTgfuqp7izOt/J6s1t2riMWj3D08Qv4vl+o\nprkgEKwAACAASURBVIkIV0myjTGJ4LY09w/oBTqCZRGRRdXdNcJg/wRNbfUUl8SBYPKZo27ymf1t\n9QVuoUjhmK3VbG0o5xHbQ18wPnZRIkazqWdkaIpzp4cK3EKRte1qPdkPBLdj8/wbXeR2iYhw+LHL\nL3j8/sEuMlmfF2ryGVnjPM/jp566Bd+H7zxydnb9juD9cuQn5wvVNBHhKpPRWGv3B7cLqdsWEQnV\n9FSajqM9VFYXs6mxGoBUOsO9h85RVhzjzl2afEbkjp0NfOH7Hdz3k/P87LObSBRF2bC5iqqaEk7Y\nPqZfmCJRHC90M0XWpCsm2dcqCbHWToTfHBER5/iRHtKpLDv2zF3w+NCRHsYmU7z4aVspimvyGZFY\nNMJd+zbylR+d4oHDF3juvk14nseOPet58N6THDvcw+7bNI68SCFcrZd6vjIRlYuIyJKwj1/A88Dc\nOnfB4/cePYvnwfM0+YzIrOfu20Q04vHdR7pmL3Y0t67H8+CoSkZECuaKSba1NhKUivwR8A6gBqgF\n3g784dI0T0TWosH+CbrPjbB5Ww3lFQkATpwb4eT5Ufa11FFXXVLgFoosHzUVCW5rq+ds7xjHzrrh\n/MrKE2xtTtJ7YYy+7rECt1BkbVpIvfUrrbUftNYOW2uHrLV/BfzcYjdMRNYu+4Qb4ze/F/u7wYVd\nz799c0HaJLKc3R28L76bdwHkzj3u/aPebJHCWEiSXWyMac3dMca0AOpGEpFFkc36tD9xgaJElO2t\nbnLZkfEZDhztZn1tKbsaawrcQpHlp3VzFZvry3m0vZfB0WkAtjYnKSmL0/5kN5l0tsAtFFl7FpJk\nvwe43xjzLWPMt4D7gXcvbrNEZK3q6hxkfHQmmFTDXdx472PnSGd87r59s4btE5mH53ncffsmMlmf\new91ARCNRmi7ZT3TU2k6O/oL3EKRtWchMz7+G3AL8NHg3y3W2n9f7IaJyNqUmw46VyqSyWb5wcEu\nEkVRnpE366OIXOzOXespTcT4waFzpDOu59rsdkNd5kqwRGTpXHEIv3zW2m7gK4vcFhFZ46an0pxo\n76OqpoSGjZUAHGzvY3B0mrtv20xJYkEfWSJrUqIoyrP2bOBbB87wiO3labsaSK4rp25dOac7Bpic\nmKGktKjQzRRZM67Zk22M2WuMud8YM2GMyQb/MkvROBFZWzqO9pBJZ4Phx1xZyPcezV3wqGH7RK7l\nebdtwgO+++jcBZBtuxvIZn2OH+kpXMNE1qCF1GT/PfAHwDFgM/B+XJ22iEioZkcVCU5xd/WNc/T0\nEDsba9iQLCtk00RWhIaaUm5tTnL87DCdF9yUFq271uF50P5Ed4FbJ7K2LGh0EWvtd4CItfactfa9\nwM8vcrtEZI0ZGpjgwtlgbOzKYoDZC7g0+YzIwuXeL7n3T2l5gi1NtfScH2Wwb7yQTRNZUxaSZKeD\n20FjzD5jTB2QXMQ2icgadOnY2DOpDD9+/AKVZUXsC4byE5Fru7UpSW1lgvsPdzM1477CTXDRsH1S\nvdkiS2UhSfbngsT6/cB9wBng7xa1VSKypvi+T/sT3cSLomxvcwn1gaM9TEynefaeDcSiC/moEhGA\nSMTjOXs2Mj2T4cHDLqne1pKkKBGl/Ynu2anXRWRxXfWbyxgTAb5rre2z1n4DN616g7X2g0vSOhFZ\nE86dHmJsZJrmHfXEc2NjHzqHBzxn78bCNk5kBXr23o14Hvzg0DkAYvEozTvWMT46TVfnUIFbJ7I2\nXDXJttZmgX/Ouz9jrR1Z9FaJyJpy7LAb9aDtFnfB49neMY53DXPL9lrqqzXBrMj1qqlIsLe5js4L\no5y64L62cxcUt2vMbJElsZBzsMeMMdsXvSUisial0xk6jvZQVlHExq3VgOvFBnjuPl3wKHKj7trv\nzgLl3k/rN1dRUVVMh+0lNaOReEUW20JmdqgEfmKMuQ8YC9b51tpX3cwTG2OiwMPAWWvty4wxtcDn\ngUbgFPAqa+1QsO+7gF8DMsBbrLXfupnnFpHl43THADPTGXbu3YjneUynMvz4iQtUlRext0XXWIvc\nqN3bkyQrEzxwuJtXPa+FkkQMs7uBh3/UyYn23tmLIUVkcSykJ/vTwJtxCfBX8/7drN8GDgO5KzDe\nCXzbWtsGfDe4jzFmF/BqYBdwD/B3Qa24iKwC7cFoB223rAPgwJEeJnXBo8hNi0Q8nr03uADySPA+\nCxJrjZktsviu2pNtjInhepR/OswnNcZsBl4C/Bnwu8HqlwPPDZb/CfgBLtF+BfBZa20KOGWMOQ7c\nATwQZptEZOlNT6Xo7Oinpq6U5LpywI3tqwseRcLx7D0b+cp9p7j34Dnu2reJqpoSGjZW0tU5yMTY\nNKXliUI3UWTVutaFj2mgdhF6jj8EvA3I5q1rsNbmflp3Aw3B8kbgbN5+ZwEVaoqsAidsH9mMT+uu\nBjzP40zPGB3nRtjdlKSuShc8itysmooEe1uSdHbPXQDZumsdvg8dR3sL3DqR1W0hyfMDwL8ZY15l\njHmJMeanjTEvudEnNMa8FOix1h4EvPn2sdb6zJWRzEeDfIqsArlSkdZdrlQkN0PdXfvUiy0SltwF\nxD846C6AbN7pplnPjeojIotjIRc+7scltW+4ZP3XbvA5nwG8PEjUi4FKY8yngW5jzHpr7QVjzAYg\n9+7vArbkHb85WHdV9fUVN9g8mY/iGR7F0hkZnuTcmSG2bK+luXUdM6kMDx7poaYiwd13biO6wHps\nxTNcimd4lkss70qW85nvtPPQkW5+69X7qa+vYHtrHSfa+4hFItQkywrdxAVZLvFcLRTPxXfNJNta\ne1eYT2itfTfwbgBjzHOB37fW/ldjzF8CrwU+ENx+KTjkK8BnjDF/gysTaQUeutbz9PaOhtnsNa2+\nvkLxDIliOefQg6fBh+1tSXp7R3nwcDfjkymec+dWBgbGF/QYime4FM/wLLdYPv2W9Xz5vpN8474T\nPGvPBhpbkpxo7+PB+05y+zMaC928a1pu8VzpFM/wXO3HyhWT7GBUjyuy1h6+iTbly5V+/AXwBWPM\n6wmG8Ms9jzHmC7iRSNLAG4NyEhFZwY492UMk4tG8w5WK3Pf4eQCedeuGQjZLZFV65m6XZN/3k3M8\na88GtrfV88NvtnPscPeKSLJFVqKr9WR/javXPt/0BDXW2nuBe4PlAeAFV9jv/cD7b/b5RGR5GOgd\np69njMaWJMUlcfqHpzh8coCWTVVsWCGnrkVWkrrqEnY21nCkc5DuwQkaakrZ2pzkZHsf/T1js6P7\niEh4rphkW2u3LWE7RGQNaT+cGxvbDSL0oyfO4wPP2qNebJHF8qw9GzjSOciPHj/PK5/TTOuudZxs\n7+PY4R4l2SKLQDM9iMiS8n2f44d7iBdFaWxJkvV9fvT4eYriEZ4alI6ISPhua6unJBHlR49fIJv1\naWxOEi+KcvxwN76vKkyRsCnJFpEl1XthlNHhKba1JInHo7SfHqJ3aIqnmHWUJBYy4JGI3IhEPMod\nOxsYHJ3m8KkBYvEoTW11jI5M0901Uujmiaw6SrJFZEkdP+ImwLj0gsdnq1REZNHlSrJy77uWXa5k\n69hhTbMuEjYl2SKyZHzfp+NoD0WJKFubapmcTvPw0R7qq4tp21Jd6OaJrHpNGyrZkCzl0fY+xiZT\nbN5WTXFpnONHe8lms9d+ABFZMCXZIrJkus+NMDYyzbbWOqKxCAeO9jCTzvKsWzfgefNOACsiIfI8\nj2ft2UA6k+XBw91EIhFadtQzNZHi7KmhQjdPZFVRki0iS6YjKBVpCUpF/vMn5/CAZ2psbJEl84xb\n1hPxvLmSkZ3u/dhxVNOsi4RJSbaILAnf9+mwPRQlYmzeXsP5/nE6ukbYtb2W2sriQjdPZM2oKk+w\npzlJ54VRzvSMsX5zFWXlRZxs7yOTUcmISFiUZIvIkrhwdpjx0Rma2uqIRiP8+IkLADzz1vUFbpnI\n2pM7e/Sjx8/jeR5Npp7pqTRdnSoZEQmLkmwRWRKzo4rsXEfW93ngyW4SRVH2t9YXuGUia8/eliRl\nxTEePNxNJpulaYd7H6pkRCQ8SrJFZNFlsz4nbC/FJTE2NVZz7MwQ/SNTPKWtnkQ8Wujmiaw5sWiE\nO3Y2MDw+w5HOQTZsrqJUJSMioVKSLSKL7vyZISbGZ9jeVk80GuH+J92YvE/frVIRkUJ5+i3u/Xf/\nE92uZKTNlYycO62SEZEwKMkWkUV3/GgwqsjOdaTSGQ4c7aG6vIgdW2sK3DKRtat5UyX11cU82t7L\n9EyG5tmSkd4Ct0xkdVCSLSKLKpvNulKR0jgbt1bx2PF+JqfT3HnLeiIRjY0tUiie5/H0W9Yzncrw\n6LFe1m+uorSsiJPtvSoZEQmBkmwRWVTnTg8zNZGi2dQTiUS4/0k3qkjuVLWIFM6duZKRJy8QiXg0\nmTqmJlUyIhIGJdkisqhOWHfqucnUMzaZ4icd/WyuL2fLuvICt0xE1teWsn1DJU+eHGB4fIbmHbmJ\naVQyInKzlGSLyKLxfZ+T7X0Ul8TYuLWKA0d7yGR9nr67odBNE5HA029pwPfhocPdrN9cRUlZXCUj\nIiFQki0ii6a7a4SJ8Rm2tdbNlop4wJ27VCoislzcsbOBiOfllYzUq2REJARKskVk0ZxoD0pF2urp\nGZrk+NlhdjTWUFORKHDLRCSnsqyI3U21nLowyvn+cZqNRhkRCYOSbBFZFL7vc8L2ES+KsnlbDQ/q\ngkeRZevOW1wJ1/1PXmDDluqgZKSPbFYlIyI3Skm2iCyK/p4xRoenaGxJEo1FeOhID7FohNuNplEX\nWW72t9aTKIrywJPdeB5sb6tnajLF+TPDhW6ayIqlJFtEFsUJ2wdAU1sdXb1jdPWNc2tTLSWJWIFb\nJiKXSsSj7G+po294ilMXRtneWgfAyfa+ArdMZOVSki0ii+JEey/RWIStTbU8dKQHgKft0qgiIsvV\nU3e64fseOtLNpsZqihJRTh7rw/f9ArdMZGVSki0ioRvsn2Cwb4It22uIxaM8dKSboniEvc11hW6a\niFzB7u1JShIxDhztwYt4NDYnGRuZpq97rNBNE1mRlGSLSOhO5o0qcrp7jO7BSfY215Eoiha4ZSJy\nJfFYhNta6xgYmeZE1wjb21QyInIzlGSLSOhOtvcRiXg0tiR56Gg34MbiFZHl7Y6gpOvBI91sbaol\nGvU4eUxJtsiNUJItIqEaHZ6i5/woG7dWkyiOceBID8VFUfY01xa6aSJyDTsbaygvifPw0R6isSib\nt9Uy0DvO8OBEoZsmsuIoyRaRUOV6vZpMHSfOj9A3PMX+1jriMZWKiCx3sWiE29rqGR6fof3MkEpG\nRG6CkmwRCdVJ6+qxt7XW8dBhN6qISkVEVo47cqOMHO1hW2sSz1OSLXIjlGSLSGgmJ2Y4f3aY9Zsq\nKSkr4mHbQ1lxjFu2q1REZKUwW6upLI3ziO2hqDjG+s1VXOgaYWJsutBNE1lRlGSLSGhOdwzg+64X\n+/jZYQZHp9nfVk8sqo8akZUiGolw+451jE6kONo5VzJy6nh/gVsmsrLom09EQpP7Et7WkuShI25U\nkaepVERkxbljx9zENLnZH0+oZETkuijJFpFQZNJZzpwcoKqmhMraEg4e66OsOMaOxupCN01ErlPr\nlmqqy4t4tL2X0ooEdevK6To1yPRUutBNE1kxlGSLSCjOnRkiNZOhsSXJ6e4xBken2dtSRzSijxmR\nlSbiedxu1jE+lcaediUj2azPmZMDhW6ayIqhbz8RCcWpYOi+bS1JDh5zI4zsb9U06iIr1VNMPQCP\ntPfS2JIEoFN12SILpiRbRG6a7/ucOt5PUcKNRHDwWB/xWITd25OFbpqI3KDWzdVUlMZ5tL2X2voy\nyiqK6OzoJ5vNFrppIiuCkmwRuWn9PeOMjUyztbmW/pEpunrH2dVYQ6JIE9CIrFSRiMf+1jpGxmfo\nODdCY3OS6ak0F7pGCt00kRVBSbaI3LTO4/mlIm55f1t9IZskIiG4rc2NMvJoey/bWlz5l0pGRBZG\nSbaI3LRTx/uJRDy2NtVy8FgfHrC3RfXYIivdrm01lCSiPGJ72bi1ilgsoiRbZIGUZIvITRkfm6bn\n/CgbtlQxk/U5dnaI5k1VVJUVFbppInKTYtEIe1vqXBnYwASbt9Uw2D/B8OBkoZsmsuwpyRaRm5Lr\n1WpsSfLY8X58X6OKiKwmtwelX4/YuVFGTh3XxDQi1xJb6ic0xmwBPgWsA3zgH6y1HzHG1AKfBxqB\nU8CrrLVDwTHvAn4NyABvsdZ+a6nbLSLzO3UsN8tjHZ/63jFA9dgiq8nu7UmKYhEebe/lnl/aD7gf\n13ufuqXALRNZ3grRk50CfsdaewtwJ/AmY8xO4J3At621bcB3g/sYY3YBrwZ2AfcAf2eMUQ+8yDKQ\nSmU42zlITV0pxeVFPHlygA3JUtbXlha6aSISkkRRlFubkpzvn2BoKk39+grOnxnW7I8i17Dkyaq1\n9oK19lCwPAYcATYBLwf+Kdjtn4CfCZZfAXzWWpuy1p4CjgN3LGmjRWReZ08Nkkln2dZSx+FTA8yk\ns+xTqYjIqnNbMDHNo7aHbS1Jzf4osgAF7RE2xmwD9gMPAg3W2u5gUzfQECxvBM7mHXYWl5SLSIHl\n6rHzh+67rVWlIiKrzd7mJNGIp9kfRa5DwZJsY0w58EXgt621o/nbrLU+rl77Sq62TUSWgJvlsY/i\nkjh16yt47HgfVWVFbN9YWeimiUjISovj7NxWw+nuMfxEVLM/iizAkl/4CGCMieMS7E9ba78UrO42\nxqy31l4wxmwAeoL1XUD+1RWbg3VXVV9fEWaT1zzFMzyrJZZdp4eYHE+x9ymbGZhMMzqR4kV3NtKw\nbmmT7NUSz+VC8QzPaovlc27bwhMnBujoHmPH7g08cn8nU+NpGpuSS/L8qy2ehaZ4Lr5CjC7iAZ8A\nDltrP5y36SvAa4EPBLdfylv/GWPM3+DKRFqBh671PL29o9faRRaovr5C8QzJaorloYdPA9CwuZIf\nHHDLO7dULenft5riuRwonuFZjbFsbigH4L6DXbzqqVsBeOzhM5RWLP6Y+KsxnoWkeIbnaj9WClEu\n8kzgNcDzjDEHg3/3AH8BvNAY0w48P7iPtfYw8AXgMPB14I1BOYmIFNDpDjfL4+ZtNTx6rJdEPMrO\nxppCN0tEFklNRYLtGypoPzNEzfoyYnHN/ihyNUvek22tvY8rJ/cvuMIx7wfev2iNEpHrMj42Te+F\nMTY1VtM3NkPP4CS3m3risWihmyYii2hfSx0nz49y5PQwmxtrOHW8n+HBSapqSgrdNJFlR+NNi8h1\nO93hhu5qbE5y6FgvoFFFRNaCfcH7/NDxPo0yInINSrJF5LrlT6X+aHsfEc/j1ualufhJRApnc30Z\nycpiftLRz6btrjyss0NJtsh8lGSLyHXJpLOcOTVAVU0JfjzKyfMjtG2porwkXuimicgi8zyPfa11\nTE6n6RqcpH59OedODzEzrdkfRS6lJFtErsu5M0OkU1kam5M8dtxNQLO/TaUiImtFblbXQ8f6aGzW\n7I8iV6IkW0Suy0WlIkE99n5NpS6yZpgt1ZQkoqrLFrkGJdkismC+79PZ0U+8KEr1ujKOdg6yZV05\ndVUaWUBkrYhFI9zalKRveIrpiEdpeRGdHQNksxpdVySfkmwRWbChgQlGhqbYsr2GI6eHSGd89WKL\nrEGzJSMd/TQ2J5maTNFzfqTArRJZXpRki8iCzZaKNCc52J4rFVE9tshac2tTkmjEc3XZKhkRmZeS\nbBFZsM5gfOyN22r4SUc/ycoEW4OplkVk7SgrjtO2pZqT50eoqCslGvU4pSRb5CJKskVkQaanUpw/\nM8S6DRWcHZhgYjrNvtZ6PM8rdNNEpAD2tbiSkSc7B9m0rYaB3nFGh6cK3CqR5UNJtogsyJmTg/h+\nrlQkGLpP9dgia9be4P1/MBjKD1QyIpJPSbaILEjuy3Nrcy0Hj/dSmojRtqW6wK0SkUJZV13Cpvoy\njnQOsmGr+yw4pdkfRWYpyRaRa8pmfU6fGKC0vIgJYGBkmj0tSWJRfYSIrGX7W+tIpbN0DkyQXFdG\nV+cgqRnN/igCSrJFZAF6zo8wNZlia1Mth3KzPGpUEZE1b1+L+xw4eKyXxpYk2YzP2VODBW6VyPKg\nJFtErqkzOAW8rSXJwWN9xKIeu7fXFrhVIlJo2zZUUFVexGPH+9na5OqyNcqIiKMkW0Su6dSxfqJR\nj5KaEs70jLGzsZaSRKzQzRKRAot4Hvta6hibTDGSzVJcGud0xwC+r9kfRZRki8hVDQ9OMNA7zuZt\nNTwenAbWqCIikpP7PHjsuJv9cWJ8ht4LowVulUjhKckWkas6GQzXt72tnoPH3CyP+5Rki0hgZ2MN\niXiUg8f72NaikhGRHCXZInJVJ9v78Dyo31xF+5lhmjZWUl2eKHSzRGSZiMei7N5eS/fABLHKBJGI\np/GyRVCSLSJXMTE2zYWuEdZvrqL9/DBZ31epiIhcJnd268nOQTZuraave4yx0ekCt0qksJRki8gV\nnTzmeqO2t9Vx8JiG7hOR+e1pTuJ5bvbHXMlIZzDcp8hapSRbRK7oZLurwd7SVMsTJwZoqClhQ7K0\nwK0SkeWmorSI1k1VdHQNk9xUCcxdzyGyVinJFpF5TU+l6eocoq6hnDODk0ynMuxvrcfzvEI3TUSW\noX2t9fhAR88YdQ3ldHUOMT2VKnSzRApGSbaIzKuzo59s1md7Wx2PBD3atxmViojI/HLXaxw63kdT\nWx3ZrE9nx0CBWyVSOEqyRWReuVO9jS1JDh3ro6q8iKaNlQVulYgsVw21pWxIlvLkyQE2NbkZYVUy\nImuZkmwRuUw6leH0iX6qakronZhhbDLFbW31RFQqIiJXsb+1npl0lvOj01TVlHD6RD/pVKbQzRIp\nCM2LLCKXOXtqkHQqy/a2Oh4NRhW5vU2lIiuBn06TnZkmOz2DPz2Nn5rBT6fx0xn8TBo/nXLL6XRw\nf27bTHGUsaFx/GwWfB98302P7fuAD1k3VbafzQZPlgUftz3igRfBi0QgcsmtF4GIh+fl1nkQjRGJ\nx/FiMbx4HC8ew4vFg+W89bG42y/3L6K+oeVsX2sdX3ugk0PH+9jRVsehB89w9tQg2zT0p6xBSrJF\n5DK52doaW5L865efoKw4RtuW6gK3avXKplJkJyfJTk6QnZggMzlJdmKC7OQEmYkJty24zUxN4k9P\nk52exp+ZJjsz45an3TKZG+817A3xb1osXiJBJJEgUlwS3BbjJYqJFCeIJIqJFBfPro+UlBIpKyVa\nWkaktIzo7HIpXjRa6D9lVWraWEllWRGHjvfxolfeyqEHz3CyvU9JtqxJSrJF5CK+79PZ0U9xSZwJ\nYGhshmfeup5YVD2IC+FnMmTGxsiMjZIZHZ1/eWwsuO+W/ZmZ63+iSIRIIoFXVESkKIFXXuGSy6Ii\nl4gW5bYVuV7iaMz1DsdiEI3OLrv1UbxYnKraCkbHZ+Z6oAE8b/afl7eM5wGe65UG/KzverazWdfT\nnbv1c/f9i5ZdD3rK3abcbTaVCpZT+Km59X4q5bbNTJOdmiI77W4zI8Nkp6eDnvbrDF9xMZGyMpd0\nl5URLSsjWlFJtKKCWEUF0crK4H4lscpKl5irF/2aIp7H7W31fP9gFwOpDKXlRZw63kc2myWi+Mka\noyRbRC7S1z3GxNgMbbsbeORYMKqISkXIplJkRoZJDw2RHh4mMzxEenjI3R+au58ZHV1Q0uclEkTL\nyylav4FoWTmR0hIiJaVES0uJlJQQKS0lWlJKJLg/u764BC+RcAlyyDXyyfoKsr2joT7mYvN9H39m\nZjb59qenyE5Nk52edGcBxifIjI+5MwQT4+7+xDjZiXEy4xOkenvInpm69hNFIkQrKlzSXVFJtLKS\nWE0NseoaYjXV7ra6hlhVlfshs4bdsXMd3z/YxYEjPTS31vHkwXOcPzPMpsaaQjdNZEmt7U8CEblM\nrlRka1OSr36vndJEjN3bawvcqsXl+z7ZiQlS/X2k+vpI9/W55dz9wQGy4+NXfQwvkSBWVU1Rw/q5\nXtDycpeYlVdcthwpKlqiv2518zxvtoTkRvmZDJnxcXd2YXSEzMgI6dGRYHk0WHbb0v19zJw9c7UG\nES2voKs+CeWVQRLu/sWTdcRqk8Rqa4nE4zfc3uWudUs11eVFPNrey/NeuosnD57j5LE+Jdmy5ijJ\nFpGLnD7RTyTiMRnzGBqb4Tl7NxKPrez6Vd/3yY6PzyXNwW3+/ezU/L2ZXqKYeG0t0S1biVVVE6uu\nIlZVTbS62t0P1kWKS5b4r5KweNEosUpXFgKbrrl/NjVDZjg4qzE0SHpw8OLl4SEmu86RnT55hSf0\niFZWEU8miSeTxJJ1LgFPJokn64gnk0SKi8P9I5dQxPN46o4Gvv3wGQYzWaKxCOdPDxe6WSJLTkm2\niMxKpzP0XXCztR0ISkWesXt9gVt1bbNJdF8fqf7eSxLp/qsm0ZHiYpfk1LlEJ15Xd9H9SFmZZrmU\ni0TiRUTq6onXXbmMqq6unO7T3S75HhwkPTgw+1pM9fWRGuhnqvMUUyc65n+OsrIg4a4jlvfazCXj\n0dLSxfrzQnHHrnV8++EzHGjvZd2GCs6fGWZ6Kk2iWGmHrB16tYvIrL7uMbJZn2RDOd89fIFkZTEt\nm6sK3SyXRI+NzfY85257x4YYP9dNqq8Pf/oKSXRJCbG6+rkkOpe05JLo0lIl0RI6z/OIlroLKxMb\n5+8d97NZ1/vd3x+UJ/XPLqf7+5m5cJ7p053zHhspLZ03AXc/EpNES8sW88+7pqYNlayrLuFR28tr\n9m/m/Jlhus8Ns7UpWdB2iSwlJdkiMqvnvLvobcKDqZkMd9++eUkmoHHJxhDpgX5SA0GikbsNkmp/\nenreYyMlJRStq79ib3Shkw2RK/EiEeK1SeK1SUpa2y7b7vs+mdHRy0qc0sH1AjPdF5g+c3reLNc1\nigAAFbdJREFUx46UlFx2VmYp3xee5/HsvRv44r0nGEy7YSUvnB1Rki1ripJsEZnVc24EgMeD22fd\nuuGmHi+bSpEZGyMbDFWXHh1xw9cND1+cTA8OXnF850hpKUXrGubtsVvfto3ByexNtVFkufI8b65W\nvKnpsu2+75MZG527UHc2CXc/Tme6u5k+M/9FmpGSkosT8KBXPFZdQ6zSjaJyMxeTAjzz1g38+w9P\ncvDsMPVAf8/YTT2eyEqjJFtEZg30jRONRbDdo+xuqqWhdq7uM1f37MZ8zh/7+fJxn3PLV6qDnuV5\nxKqrKd62nXhtrfvSn71NXrP2NFZeBpMra8g5kbB4nkcsGFKwePv8Sfh8ZVbpoDQl1dtz1ZFSvETC\nDVdYUeH+VVbOjZQze1s+e//SscSryxPsbUly8FgfGxNFDPRdfYQekdVGSbaIAO4LeXhwkmwsAimf\nF9bP0PO5zzB9upNUfx+Z4WH8dPqaj+PFYkQrKojX1xMtryRaEXwJ54a0K3df2PFkHbGamjU/prDI\nYvE8bzZBLt62/bLt810wnBkenhuycMTdTp85vaD3Pp7nJvYpLydWUUmisZEXNLRw0PeZiUBqaIpM\nJktUE1vJGqFvNxEBYGJshnQqy1AqzS8M3k/iX44zBK63uaaGxJatRKuqghnxLk6Y85e9REIXEoqs\nAJ7nzfZEF2/bdsX9fN8nOznpxg0fG7t45tK85Wze/cnubiaPtRPl27y2egv3cxdVXpTUTIZoiZJs\nWRuUZIsIAKMjrrSjYeICzQPHKW5qJvkzr6SkueWmazNFZOVyI6W42UhpWNgx2ZkZpk50MPC1/2DD\n4SdpKOtjqqSBmek0xSWrdyIekXz6OSkiAAwMTgKwafI88fUb2Py2d1C26xYl2CJy3SJFRZTu2Mmm\nt/wOicZt1E0PADA5uYCyE5FVQkm2iADQ0z8BQDwzQ+2L7iES17TfInJzvFiM2nteQtRPATAyOv9Q\nnCKr0YpJso0x9xhjjhpjjhlj3lHo9oisNuPjMwDEsjOU77utwK0RkdWi7NY9RLKuB3t0TEm2rB0r\noibbGBMFPgq8AOgCDhhjvmKtPVLYlomsHhPj7ssvUlZCtKKiwK1Z/rJ+lkw2Q9rPkPEzZLIZsn42\n+OeTJXvxfT9D1vfxyZLJZvFx6zN+Ft/P2xc/77iLj81/TD/vWB8fH3e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jKPwDfHt8rtvt5p3PCnl5ST4hgb784J6JjMu+OMZf91RuRhQ/uGci4cF+vP7J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\nYFdWkuzv4/b9j3FH7zG6CmK84nW7dN6QZUVJtogAkE774MFwZyuv6Hi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HoHrjQtrq9+A56UqLE/YNCRMvwdtaT/VX8wGw2WxclpWBfXA6u4vzWZtfYXFC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\nkdkqmUxSnszzwr7uc7db2mrY7LtjTiYSDzXZIvIiuVyOLdv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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -19364,9 +2107,9 @@ "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 180, \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", - " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", - " DNI_ET=dni_et, AM=AM,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", + " dni=irrad_data['dni'], ghi=irrad_data['ghi'], dhi=irrad_data['dhi'],\n", + " dni_extra=dni_et, airmass=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", @@ -19400,7 +2143,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 46, @@ -19409,445 +2152,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl83HWd+PHXTCb3Obnvq20+Se+WFkqBUqCAKFCWFdzV\n", - "VUEXdBXFXdffrrgqiIgnq3gLiy6rq66AIpcgZ0s5SundJp8mzX1fk/ua4/v74ztJ0zbHtM1kMpP3\n", - 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Gg8M+1+l0sOxKg8MB775RQnd3zyhGKiITnRJrEREf+nh9Oa3HOjnvginEThr+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\nb3ATn8LppDklIfJnZS3SXydLgT8zk1BFBaGKm29+FI/HiY2NJRPv7Og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7axUxcWEsWDZ9xOftLGvgkddKiYkM4Ws3zyM64vxY/WO0psSE8bWb5xEe6uKB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\nCqeOdbL/sXPsfsGmjIxTJNOUWIsIAGdP9XDGdlNVns2G4VN0feEJ4hP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4ZDZ/EJHR7/vf/1GgQzhvSqxFRC4grc3HefVvu6k/coy0ibFceUMBkdGhgQ5rQFOmJpOY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\nkEBRsVOCsUKSqZXGn5VFKCsLystv+9jY5KTz3Bjov+4ymrw9QLjjCpO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mMyuerJzhrYx45Fgnv3x6J13dvXzlukJmpMeMcpTjQ/70eO65ehYdnT386q87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\neFcvK+al43KqEk78JzTExdLCVJqPdrK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++ocnASgoyqZqXSEdbQOMjkxmOEIRgfm3gpw1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\nr7tfIh4nNjw8fcYk1WKUdtZkoJ/xlrM3n5QZCDj/vfyC1KongQK3B9+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Pj+fuq2bR0dnDf/5lJx2dPcOqZ+akkpQaTVnxYWoOHhnlKEVkMlJiLSIyynp7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\nyUA/462nb7woMxRy/72CwlTXk1ChV4PvXQ/muNdkwHtNpn6ORK5ti+h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JBA5wbPSR6mZ+s7KQoAAnj3x6OomxA+/lHo0ykyP56p3TcTjgv1bspXqAC8CE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\nsSsMPd3hLIBLWTjnz8rGl+1c+jMznc4Rfqd7ROKNNh6PE0+0fZuedr+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oePdYzzLGrDDGfC+8L89aWxDeLgDywttNgPJPkewFmsYnpohI5KbPm0WN4iJq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\nAcqypZRnWsozHR0700qdZ0k11mZ2DfAEMM7MrjO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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -22421,9 +2227,9 @@ "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(0, 180, \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", - " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", - " DNI_ET=dni_et, AM=AM,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", + " dni=irrad_data['dni'], ghi=irrad_data['ghi'], dhi=irrad_data['dhi'],\n", + " dni_extra=dni_et, airmass=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", @@ -22457,7 +2263,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 47, @@ -22466,434 +2272,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XeYnNV1+PHvO237zvZeteWqiyLRjKkyGAeQQ7CJ44bj\n", - "QFywcVySn0lcA8YlJraDO8ElcezYQIwxYGPTRBcg1KUraSVt771Pe39/vDOrlbRV2pnZmTmf59GD\n", - 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RmfAO7Kulv89F4dJMgoJO/tg6XN3Gpr015KRGc97CwftaT2cJMWF89hOGvn43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\nZ8jF9zOp2X9Ob9rTRyoIeHD/eV7+vB31CWCdtWVKnI/aKUxMkWtrqfd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D4NZLC2dUz+rxWLMgg51lTbxXUs+LH1Ry1Tlj21Rh4bJsdn9Qyd7t1Sxelaut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\nnkleaHbZ/dfUnCI3XXB7SrPOnodfnmGemYH28KKZbSpmw4HyLHcQzWm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m0+x9ewsK8OX+G+fjYzb408sFdExiZcbk9CgSksOpKG2hobbTjVEKIcTMM3t/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\nQwPxbc3EW1qJNbcQb24mtmVrwc1wO47DTY/fyv/7STcDsylKy6P0Hhn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LYGFBMm3NvbS39AY4QhGRwJnsjPU64Bpr7ZirT4wxmcAXgN/6KjAR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\nD/fR2lFLTX1ZQbUJFBF/KbEWKWIqBRFZLBCNUrp3H6V7c2a2YzE32e4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S4ph/QSFr399HxY5GliwvPdeQxzz9v+5fGk//0ngG3rAk1t7E+ZAxptRauwe4\nBNjp/boL+In3+3PeQ14AnjDG/DueKSAlwLozXaepqSMQ4Y87aWlxGks/0nj6x+7t9bS39XDeBRM5\n2tXL0a7e0+7f2d3Pv6zcQFfPAF9ZUUZSVOiY/O8QDnzzlpn86+828qs/bWOgb4CFUzJ9Pv5Mv59T\n52SzbeMhPnyzgtyJScSNkYp/IOj/df/SePqXxtN/TvcPlOHstPF3wO+NMVvxdAX5MfAAsNwYswe4\n2Psca2058DRQDrwKfNU7VURExiG3282WtQdxOGDB0sIz7j846OZXz++g8Ug3Vy3MZ8EQEs3RKCM5\nmn+4ZSaREaE8/NIutlT4b050eEQoCy8qYmBgkI/f2eu384qIjEXD1sfaWrsVmHeSly45xf73A/cH\nNCgRGRUO7G2htbmL0ikZJCRFn7Hq8vLHVZRXtTKjKIXrl5w5ER8L8jLi+MZN0/m3p7bw4HM7+PZt\nMynJTfTLuUunZLBjUw17dzdRX91GZm6CX84rIjLWqDe0iIx42zd4brGYMX/CGfYEe7CV5z7cT3J8\nBF++ugynwxHo8EaMktxEvnr9NAYH3fziT9tpPOKfHtQOh4PFFxcDsPrtvbjd+gBRRORklFiLyIjW\n2nKU6qpWsiYkkJoRe9p9O7r6+J8Xy3Hg4K+vmUJsVNgwRTlyTC9K4Y7lJXR29/PzP26lq6ffL+fN\nzE2g0KTRUNvO3t1NfjmniMhYo8RaREa0HRs91eppc07fyt7tdvPYq7tp7ejl+iUT/TYNYjS6aHYu\nl86bQF1LF798dgcDrkG/nHfBhYU4nQ7WvLtP7fdERE5CibWIjFh9vQPYHQ3ExEUwsTT1tPuuLW9g\nc0UzZkIiVyzIH6YIR66bLypmZnEquw608uRbFX45Z0JSFNPm5NDR1sP2jf5f8VFEZLRTYi0iI9bu\n7fX097mYMisbp/PUb1dtnb38ftUewsOc3HPV5HE1r/pUnE4HX7mmjJy0GN7ZVMNH2+v8ct45i/OJ\niAxl0+oDdHf1+eWcIiJjhRJrERmR3G43OzbWEBLioGxm1mn3e/x1y9GeAW66sJj0xKhhjHJkiwwP\n5WvXTyMqIpTHX7ccqD/3HrYRkWHMXVxAX6+LDR8e8EOUIiJjhxJrERmRqqtaaWvtpnhyOlHRp15l\ncf3uRjZXNFM6IZGLZp9+HvZ4lJEczV+tKKN/YJBfPrudzu5zv5lxyuxs4hMjKd9SS7ufOo+IiIwF\nSqxFZEQyWbnkAAAgAElEQVTatdUzdaFsVvYp9+nuHeCptyoIDXFyz5WTNAXkFGYWp7JiUQHNbT08\n9FI5g+fYLi8kxMm8CyYyOOhm/YdV/glSRGQMUGItIiNOd1cf+/c0k5QaTUZ2/Cn3e/GjKo509nHl\ngjwykqKHMcLR59rzJzKlIIlte1t4c0P1OZ+vpCyd5LQY9uxo4HDTUT9EKCIy+imxFpERZ8+OBgYH\n3UyekYXjFFXomqZOVm04RGpCJFeqC8gZOZ0O/vLqMuKjw/jjO5XnPN/a4XBw3pKJAKz7YL8/QhQR\nGfWUWIvIiOJ2u9m1rQ5niIPSKRmn3Of3q/bgGnRz+/JSwsNChjnK0Skh1rMapWvQza+e30FP38A5\nnS+/OIWM7Hj272mmsa7dT1GKiIxeSqxFZERpqGmntbmLwtK0U960uNE2sfvgEWYUpTCz+PT9reXT\nphWmcNn8CTS0dvP7VXvO6VwOh4Pzlnqr1u+rai0iosRaREaUYzctTp5x8hZ7A65BnnlvLyFOB7cs\nKxnO0MaMLywtIj8zjo+21/PB5nNb6CUnP4ncgiQO7W+l5kCrnyIUERmdlFiLyIjR3zdA5e5G4hIi\nyck/+ZLkr39cRWNrN0tnZpOZrBsWz0ZoiJP/dc0UwsOc/Peft9LW2XtO55vvnWu99v39uM+x44iI\nyGimxFpERoz9e5oZ6B/ETMs86U2L3b0DPLnKEhEewjWLJwYhwrEjIzmamy4spqOrn5Wv2XNKiDOy\n4ykoSaGhpp3qKlWtRWT8UmItIiPGnp0NAJROST/p66+tPUhbZx9XnJdHfMypF40R31w0O4fpxals\nqWxm9Y76czrX3MUFAGz4sEpVaxEZt5RYi8iI0NXZS3VVKxnZ8SScpCd1+9E+Xl9/kKS4CC6blxeE\nCMcep8PB12+ZRUR4CE+8WUFrx9lPCUnLjCO/OIX6mnZqDhzxY5QiIqOHEmsRGREqdjXidnPKFnuv\nrTtIX/8gN19SSkS42uv5S0ZyNLdeXEx37wCPvrrrnKrN884vAFS1FpHxK3QoOxtjFgHLgELAAewD\n3rLWfhSA2ERkHKnY2YDT6aBoctrnXmvv6uPtTdUkxoZz6Xn5tB3pCkKEY9eSGdlstE3s2HeYj3fW\ns2jqyTuynElaZhz5Rckc2HuY2oNHyMlP8nOkIiIjm08Va2PMTcaY7cCPgUhgHbAWiAD+2Riz0xhz\nU+DCFJGxrLX5KE31nUyYmHzS3tVvrDtEX/8gVyzI12IwAeBwOLjzckN4mJOn3qqko6vvrM8159hc\n648O+Ck6EZHRw9eK9XzgUmtt3cleNMZkAf8A/NFfgYnI+LGn3HvT4tTPTwPp7O7nrU3VJMSEs3RG\n9nCHNm6kJkRxwwWFPPV2JU+/XcmXry47q/NkZMczoTCZQ/s8VevsvJO3TRQRGYt8qlhba799qqTa\n+3qdtfbb/gtLRMYLt9tNZXkjYeEh5BenfO7119cdpLfPpWr1MFg2N5f8jDg+2lFPedXhsz7P3MX5\nAGz4qMpPkYmIjA4+37xojIkwxnyuXGSMmerfkERkPGlu6KT9SA/5xSmEfSZx7u4d4O1NNcRHh7F0\npqrVgRbidHL3FZNwOODx1y19/a6zOk9mTgITJiZRc+AI9dVtfo5SRGTk8nWO9aVAPVBujNlgjDlx\nHeHfBiQyERkX9tomAIrM529a/GBbHd29Ayybk0uEqtXDIj8zjuVzJ9DY2s2Lq6vO+jyzF3qq1pvX\nHPRTZCIiI5+vFev7gaVAEvAL4E1jzMyARSUi44Lb7Wbf7iZCw5zkFSZ/6jXX4CCr1h8iPNTJRbNz\ngxTh+HTdBRNJiY/gtbUHqWs5elbnyJqQQEZOPFWVLRxuOrtziIiMNr4m1mHW2m3WWre1diVwJ/CC\nMWZeAGMTkTGupfEoba3d5BelEPqZivRG20RLew+Lp2cRGxUWpAjHp8jwUG5dVoJr0M2Tb1WcVU9q\nh8PBrAWehXw2r1XVWkTGB18T6xBjTOSxJ9ba94BbgD8BmvgoImdlr20EoGjSp6eBuN1uXl93EAdw\n6bwJQYhMZpemUVaQxI59h9lS2XxW5ygoTiEpNZrK8kY62nr8HKGIyMjja2L9B2DJiRustR8DXwDU\nrFREhsztdrN3dxOhoU7yCj/dDaSiuo39dR3MKk0j4yTLm0vgORwObr+klBCng6feqqB/YOg3Mjoc\nDmadl8fgoJut6w4FIEoRkZHF13Z7/2ytfeMk29dba+f7PywRGesONx2l7XA3eUXJhH1mifJV6z1J\n2GXzVa0OpuzUGJbNyaXpSA+vneV0juKydGLjI9i1tY7uc1h4RkRkNBjqkuZOa+3g2VzIGFMFtAMu\noN9aO98Yk4ynGp4PVAE3W2uPePf/LvAl7/5fP1liLyKj1/FuIJPSP7W9taOXzRXN5KXHUpyTEIzQ\n5ATXnj+RNeUNvPzxARZOzSQ1IWpIx4eEOJk5fwIfvlnJ9g01zF8yMUCRiogE31D6WIcCT57DtdzA\nhdbaWSdUue8FVllrS4G3vM8xxpThmcNdBlwOPGiM8TlWERn5DlS04AxxfK4byPtbaxl0u7lwdg4O\nhyNI0ckxURGh3HRhEX0Dgzz9duVZnWPSjCwio8LYsamGvt4BP0coIjJy+NrHOhzPjYqbzvF6n/0r\neQ2w0vt4JXCd9/G1wJPW2n5rbRVQiWdZdREZAzrbe2hu7CQnL5HwiE8+OHMNDvL+1loiw0NYUPb5\n5c0lOBZOzaQoJ54Ntgl7sHXIx4eFhTBtbg69PQPs2nrKRXxFREY9X6vAzwP7rbU/OYdrufH0v95g\njPkr77YMa22D93EDcOwvaTZQfcKx1UDOOVxbREaQqsoWgM8tYb6looXWjl4WTc0kMnxIM9UkgJwO\nB7cu86wL9vQ7lQyeRfu9qbNzCA1zsnV9NS7XWc0oFBEZ8Xz9y7UE+PtzvNZia22dMSYNWGWM2X3i\ni9ZatzHmdO/WZ3wnT0uLO8cQ5RiNpX9pPD+t7qBnmevZ8/NJTP6k68dHf94OwA3LSk87ZhpP//Jl\nPNPS4rhgZj0fbKlhd3U7S89i0Z7ZC/JZ98F+mms7mTp7bNZK9LvpXxpP/9J4Bp6vifWtwPPGmAut\ntWf1Od6x46y1TcaYZ/FM7WgwxmRaa+uNMVlAo3f3GuDEdgC53m2n1dTUcTahyWekpcVpLP1I4/lp\n/X0u9lc0kZIWQ7/LdXxsGg53sWVPE6UTEokOcZxyzDSe/jWU8bx6QR4fb6/l0Rd3UpIVS1jo0JaZ\nL5mSzroP9vPBWxWk58aNuTn0+t30L42nf2k8/ed0/0Dxtd3ei8DXgWfPJgBjTLQxJs77OAa4FNgO\nvADc5d3tLuA57+MXgFuNMeHGmIlACbDubK4tIiNLddVhXC43+SWfngbywTbPv9kvnKU1p0aqtMQo\nls3JpaW9hzc3Vp/5gM+IT4xiYmkqTfUd1FW3BSBCEZHg8rnThrX2deC7Z3mdDOADY8wWYC3wkrd9\n3gPAcmPMHuBi73OsteXA00A58CrwVWvt0Cf1iciIc2x+dUFx6vFtg4NuPt5ZT1REKHNK0051qIwA\nVy8qICYylJdWH6Czu3/Ix8/w9ibftm7oibmIyEg3pLuDrLXvnM1FrLX7gZkn2X4YuOQUx9wP3H82\n1xORkcntdnOgsoWomDDSsz75KK38wGFaO3q5cGb2kKcXyPCKiQzjmsUTefKtCl74aD+3X1I6pOMz\nc+JJz4pjf0Uzba1dJGhlTREZQ4bcG9o7raPUGFN27CsQgYnI2NNY10F3Vz/5RSmfml+7ens9AIum\nZQUrNBmCi2bnkJ4YxTubamho7RrSsQ6H45Oq9foz3jojIjKqDCmxNsZ8HU9bvDeBl0/4EhE5o4N7\nvW32ij6ZX93VM8DGPU1kJEdTlB0frNBkCEJDnHzhwiJcg26e/2D/kI8vNKnExkewe3sdvT1Dn04i\nIjJSDbVR7N8DxlpbG4hgRGRsO1TVisMBOflJx7dtsI30DwyyeGrmmOsSMZbNMWnkZ8SxtryBKxbk\nMyE91udjnU4n0+bk8vE7eynfUsesBXkBjFREZPgMdSpItZJqETkbvT39NNa2k5ETT0TkJ/+m/3B7\nHQ5g0dTM4AUnQ+Z0OLhhaSFu4Nn39w35+MkzsggLD2H7Bi0YIyJjx1Ar1j8yxjyMZ/pHD54lyt3W\n2lf8HpmIjCnVVUdwu2HCxOTj2xpbu6isbqOsIInk+MggRidnY+rEZEpzE9hS2UxlTRvFOQk+HxsR\nGcrk6Vls21DN3t1NlE7REvYiMvoNtWJ9FXA18A3g28C3vN9FRE6ruuow8OnEet0uz5pQC8pUrR6N\nHA4HNywtAuDP7+3FPcSlzqfN9ay+uP0semKLiIxEQ61YXwcUWGu7AxGMiIxNbrebQ/sOExEZSlrm\nJ2321u9uJDTEwezS1NMcLSNZ6YREphWmsH1fC+UHWplSkHzmg7ziE6PIL07hQGULjXXtpGfp5lUR\nGd2GWrHeCwwEIhARGbvaWrvpaO8ltyAJp9Nzg2Jdy1EONXYydWIK0ZFhQY5QzsUNSwqBs6xaz/FW\nrTeo9Z6IjH5DrVhXAG8ZY54Der3b3NbaB/0bloiMJYf2e6aB5E78pBvIeu80kHmT0oMSk/hPfmYc\n8yals353I5srmpk9hNUzcwuSSEyOonJ3IwsvLiI6JjyAkYqIBNZQK9aRwD5gGjDX+zXP30GJyNhy\naF8rABNOmCbgmQbiZGaJpoGMBdddMBEH8MKH+4dUtXY4HEydncOgy82urXWBC1BEZBj4VLE2xpRZ\na8uttXcHOB4RGWNcrkFqDraSmBJNXIKn80dNUyc1zUeZXZpGVMRQPziTkSgrJYb5ZRmsLW9gS0Uz\ns4ZQtTbTMln7/n52bq5h5nkTCAkZ8qLAIiIjgq/vXv9pjCk3xvx/xpjzjTFaxUFEfNJY285A/yAT\nCk6YBrJb00DGohWLCnAAz380tKp1eEQoZmomRzv6qKpoDlyAIiIB5lNiba29BFgEbAH+N7DXGPOI\nMeZaY0xUIAMUkdGt9uARALLzEgFPh5D1uxsJD3UyozjldIfKKJOdGsO8yekcbOhka2XLkI6dOicb\ngO0bdROjiIxePn/eZq09Yq39vbX2JmAy8AxwJbDDGPN8oAIUkdGtxptYZ03wLB5Sf7iLupYuphWm\nEBmuaSBjzdlWrZNSYsgtSKLuUBstjZ2BC1BEJIB8SqyNMRNPfG6t7bXWvmKt/WugGPjXQAQnIqOb\na2CQhpp2ktNiiIr2dHvY4v2oXzctjk05abHMnZTOgfoOtu0datX62IIxqlqLyOjka8V6szHmgDHm\nMWPM3caY/GMvWGvd1to1AYpPREaxxrp2BgYGyfFOAwHYXNGMwwHTizQNZKxasbgAgBeGWLXOL0oh\nLiGSip0N9HT3Byg6EZHA8TWxTgG+AOwAbgS2GGP2e+dZ3xmw6ERkVKs91AZ8Mr+6/Wgfe2vaKMlJ\nIC5a/YrHqty0WOaaNPbXdbB932Gfj3M6HUydnc3AwCC7t9UHMEIRkcDw9eZFl7V2g7X2/1lrrwZS\ngf8LnA88GsD4RGQUq/3M/Oqte5txAzNLfG/FJqPTNYs9MwiHWrWeND2LkFAn5Vtqh7yKo4hIsPl8\n55Axpgy40Ps1C6jEk1S/F4jARGR0c7kGqa9uO+n86lmaXz3m5abHMqc0jY17mig/0MqUExYHOp3I\nqDCKJqWxZ0cDNQeOkHtCm0YRkZHO1wViGvCsuPg08FNgk7V2MJCBicjo1ljXwcDAINkTPNNA+vpd\n7Nx/mKyUaDKSo4McnQyHKxfms3FPE698fMDnxBpgyqxs9uxoYOfmWiXWIjKq+DrH+rd4kvAvAX8J\n3GSMyQxYVCIy6n22f3X5gVb6BgbVDWQcmZgVT1lBErsOtLKvtt3n4zKy40lJi6Gqopmuzt4ARigi\n4l++zrH+lrV2Hp5FYl7AMxXkWWPMdmPMrwMZoIiMTp8k1p751VsqmgCYVaz51ePJVQs8TaReWXPA\n52McDgdls7IZHHSzSzcxisgo4vMCMQDW2g5gA7AJ2AzEAuoKIiKf4nINUl/TRlJqNFHR4bjdbrbt\nbSE2KozC7PhghyfDaFJ+EhOz4tm0p4na5qM+H1c6JYPQMCe7ttQyOKibGEVkdPB1gZibjTEPGmPK\ngQPA3wKNwD2AJsCJyKccbjrKQP8gWbmeanVN81GOdPYxZWIyTqcjyNHJcHI4HFzprVq/OoSqdXhE\nKCVlGXS093Jov+8t+0REgsnXriBfB94GvgZ8bK3tDlxIIjLa1Vd7+ldn5HgS6x3eXsZTJ/p+A5uM\nHbNKU8lKiWZNeQPXXVBISkKkT8dNmZXNrq117NxcS74WFBKRUcCnxNpae36gAxGRsaO+xnOjWmaO\nZ9rHzv2epa2nKLEel5zeqvXDL+/i9XUHuX15qU/HpWXGkZ4Vx8G9LXS29xAb71tCLiISLL5OBflv\nY0zBaV4vMMY86LeoRGRUq69pIzIqjISkKHr7XdhDbUxIjyUxNiLYoUmQnFeWQXJ8BO9vraW9q8/n\n48pmZuN2Q/nWugBGJyLiH75OBXkJeMYY0w+sBmq923OABUAkcJ//wxOR0aazvYfO9l4KilNwOBzY\ng0cYcA1qGsg4Fxri5LL5eTz5ZgVvbqjmhiWFPh1XPDmd1W9XsmtrHXMW5RMSMqR77kVEhpWvU0Fe\nBl42xswBLgaOvSNWAV+31m7w5TzGmBA8XUWqrbUrjDHJwB+AfO+5brbWHvHu+108fbNd3mu84esP\nJSLB0+DtV5zpvXFxh3caiBJrWTIjmxc/quKdTdVctSCfiPCQMx4TFh5C6ZRMdmyq4UBlC4VG7RpF\nZOTyeUlzAGvtRmDjOVzvfwPlQJz3+b3AKmvtT40x3/E+v9e7fPotQBmeqvibxphSrfYoMvLVV3sS\n64zj86sPExEWQnFuYjDDkhEgIiyEi2bl8OLqKj7aUcfFs3N9Oq5sVhY7NtVQvqVWibWIjGjD9pma\nMSYXuBJ4CDjWb+saYKX38UrgOu/ja4EnrbX91toqoBKYP1yxisjZq69pw+l0kJ4Zx+H2HupaujB5\niYSF6iN8gYvn5BIa4uSNdYd87k+dkhZLRk48h/a30tHWE+AIRUTO3nD+pfsZ8G3gxKpzhrW2wfu4\nAcjwPs4Gqk/YrxpP5VpERrCBfhfNDZ2kZsYSGhbCrgOtAJTlq929eCTEhLNwSgaNR7rZXNHs83GT\np2cBsHu7VmIUkZFrWBJrY8zVQKO1djOfVKs/xVrrBk5XvtDSWyIjXGN9B4ODbjKzPfOrdx/0JNaT\nlFjLCS6dnwfA6+sP+nxM8eQ0wsJD2L2tTisxisiINaQ51gDGmASgyFq7yfvc4U2KT2cRcI0x5ko8\nHUTijTG/BRqMMZnW2npjTBae1RwBaoAJJxyf6912WmlpcWfaRXyksfSv8TKelTs9/wsXT0onLS2O\niuo24qLDmFWW5dcVF8fLeA6X4R7PtLQ45k7OYMOuBg539WPyfbuxdeqsHDavPUjnkR6KTHqAozw7\n+t30L42nf2k8A29IibU3Mf41nukc+caYecA/AStOd5y19nvA97znWAp8y1r7F8aYnwJ3AT/xfn/O\ne8gLwBPGmH/HMwWkBFh3pviamjqG8uPIKaSlxWks/Wg8jef+yiYAImPCKK9opLG1m9mlabS0dPrt\nGuNpPIdDsMbzohlZbNjVwFNvWL563VSfjikoTWHz2oOseX8f8clRAY5w6PS76V8aT//SePrP6f6B\nMtSpID/CcxPhYQBr7Xqg6CxiOlbhfgBYbozZg6eN3wPe85YDT+PpIPIq8FUfquIiEmSNdR1ERIYS\nnxjJbu/86kl56gYinzcpP4m89Fg22kaajnT7dExGdjxJqdHs39NM9xAWmRERGS5Dngpira0zxpy4\naUjvbtba94D3vI8PA5ecYr/7gfuHGp+IBEdPdz/tR3qYMDEJh8Oh+dVyWg6Hg8vm5/Gbl8pZteEQ\nt19y5mXOHQ4Hk2dksfqtvezZ0cCM+RPOeIyIyHAaasW63RiTeeyJMeZCoNWvEYnIqNRY5/mIMS0r\nDrfbze6DR4iLDiMnNSbIkclINW9yOklxEXywrY6unn6fjimdkoHT6WDXtjrcbn2QKSIjy1AT6+8C\nrwAFxpj3gCfwtNATkXGuqc6zMEx6VjwNrd20dvQyKc9TvRY5mdAQJ5fMyaW3z8V7W2p9OiYqOpyJ\npam0NncdX+VTRGSkGFJiba1di2cu9B14bjgs83U5cxEZ245VrNOz4rCaBiI+Wjozm4jwEN7cWM2A\ny7fFdSfP8PS03rW1LpChiYgM2ZASa2PMNGDAWvuKtfYVYMAYMyUwoYnIaOF2u2ms6yAmLpyY2Agq\nqtsAKM1NCHJkMtJFR4Zx/rQsWjt6fV4wJrcgibj4CCp3NdLXOxDgCEVEfDfUqSArgd4TnvcDj/sv\nHBEZjY529NJ1tI/0zHgAKqqPEB0RSpbmV4sPls3JBeDNDYd82t/hcGCmZzHQP8je3U2BDE1EZEiG\nmlg7rbXH7zCx1vYCIf4NSURGmxNvXGzr7KXpSA/FuQk4Nb9afJCZHM3UwmQqqts4UO9bn91J0zz3\n0Ws6iIiMJENNrPuNMcf7VhtjigGXf0MSkdGmsf6T+dXHpoGUaBqIDMElczyt897c6FvVOi4hkgmF\nyTTUtnO46WggQxMR8dlQE+sfAh8aYx4yxjwMfAD8wP9hicho0tzgWVkxLfOTxLo4R4m1+G5qYTIZ\nSVGsLW+k3cfFXyZP91St7Y76QIYmIuKzoXYFeQlYCmwGNgJLvNtEZBxrbuggNj6CyKgwKmuOEOJ0\nMDErPthhySjidDhYNieXAdcg7/vYei+/OIWIyFD27GhgcNC3jiIiIoF0Nisv7gH2BCAWERmFujp7\n6T7aT0FxCr19Lg42dFKQGUd4mG6/kKFZPC2LP7+/j3c213D5eXmEhpy+9hMaGkJxWTo7N9VyaH8r\n+UUpwxSpiMjJDSmxNsYsxtO/uuiEY93W2nR/ByYio0OTdxpIakYs++racQ26Kdb8ajkLURGhnD8t\nizc3VrNpTxPzJ2ec8ZhJ0zLZuakWu71eibWIBN1Q51g/DDwInA/M837N93dQIjJ6tDR+klhXVh8B\noDgnMZghySh28bHWexurfdo/LTOOpJRo9lc00+vjsugiIoEy1KkgXdbaJwISiYiMSs3HK9ZxVGyp\nAVDFWs5aZnI00wpT2L6vhar6dgoyTz9X3+FwYKZlsubdfVSUNzJ1ds4wRSoi8nlDrVi/Yoy5MiCR\niMio1NzQSURkKDFx4eyvbSc1IZKEmPBghyWj2CVzPVXrtzb4VrUunZKBwwF2u7qDiEhwDTWx/l/A\nS8aYdmNMk/erMRCBicjI19c7QFtrNynpsTS39XC0Z4DCbHUDkXMzZWIyGcnRrN3VQPvRM7fei4mL\nYMLEZBrrOmhtVk9rEQmeoSbWc4FCYDqaYy0y7rV4F+Y4duMioDZ7cs6cDgeXzMllwOXmva2+td4z\n09TTWkSCb0hzrK21VQGKQ0RGoZYTOoJs9i5rrsRa/GHR1EyeeXcv72+p4aoF+TidjtPuX1CSQniE\np6f1/CWFZ9xfRCQQhtpuLw9Pu72ZQKR3s9taW+jvwERk5Gtq8CTTqemx7NtSg9PhID8jLshRyVgQ\nFRHKwikZvLullm17W5hZknra/Y/1tC7fXEt11WHyCtV6T0SG31CngjwCvOV9fAeeJc0f92tEIjJq\ntDR2EhLiIC4xkoP1HWSnxhARroVhxD8unOXp8PHO5hqf9p90bDrI9oaAxSQicjpDTaxTrbUPAQPW\n2tXA3YC6hIiMQ4ODbg43HSUpNYb61m76BgYpzFa1WvwnLyOO4pwEduxrofFI9xn3T8+KIzElmv17\nmtTTWkSCYqiJ9bHbszuNMflAOHD6z+dEZExqP9KNy+UmJS1GNy5KwFw0Kwc38J4PVWuHw8GkaZm4\nXG4qdzUFPjgRkc8YamL9njEmBc/qixuAvcALfo9KREa8w96OIMlpMVQpsZYAmTspjdioMD7YVkf/\ngOuM+5eop7WIBNGQEmtr7bettS3W2t/iab13ubX2G4EJTURGspYTEut9tR2EhzrJSYsJclQy1oSF\nhnDB9Cw6u/vZsPvMVejYuAhyC5JoqG2ntaVrGCIUEfmET4m1MSbC+z362BfQBOz1PhaRceZYxTo2\nIYqa5k7yMuMIcQ71QzCRM1s6KwcHvt/EeKyn9Z6dqlqLyPDy9a/gGu/3zpN8dQQgLhEZ4Q43HyU8\nIoTD3X243VCgNnsSIOmJUUwtTKGypo2DDWf+k1NQkkpYeAgVOxtxu93DEKGIiIdPfayttbO831WO\nEhEGBly0He4iIyeeQ42eRWLylFhLAF00K4ft+1p4d3MNd14+6bT7hoWFUFiait3RQF11G9kTEocp\nShEZ73xKrM803cNaq4lsIuPIkZZu3G5ITo1hf8OxxDo2yFHJWDa9KIWU+Ag+3tnATRcVExVx+j9f\npVMzsTsaqNjZoMRaRIaNrxXok00B0VQQkXHqcPMnNy4ebOggxOkgO1U3LkrgOJ0Ols7Mobffxcc+\nzJ3OzkskJjacyl1NDPjQTURExB98SqyttU7vNJAfAN8BkoBk4P9v777jI8vKO/9/biWVco6d45kO\nkwjDBHIwOTiBvU7Y3rUNGIwTBmy8DnjMLA7Yi+MC/gFe4g8bsAF7SIYZppnEDEyn02G6W93qVs6x\n0t0/zi21Wq3Q6rmqklTfN+ilqlv3qo+eKVU9de5zn/MO4PdXb3gishblL1ysbajgQt8Em5oriUVV\nKSar6zk3dxCNeHzze13L1k5HIh57DrSSmsnQeXqwQCMUkVJ3TaUgc/xIvt468GfGmO8Bf7LUQcaY\nJPAtoAy3qMwXrLXvMsY0AJ8GtgFngddba4eDY94F/AKQBd5mrb13hWMVkVWST6zTUY9MNqf6aimI\n2lMAl2kAACAASURBVMoETzfNPHSsl9Ndo+zeXLvk/nsPtPL4g+c5cbiHnaa5QKMUkVK20immpDFm\nT/6OMWY3UL7cQdbaaeAF1tpbgJuAFxhjng28E/iqtXYv8PXgPsaY/cAbgP3Ay4C/NcZoOkxkjRjs\nn6C8Mk7P6DQA25RYS4E87+YOAL71+PKt9xpbqmhsruTc6QGmp7TEuYisvpUmq78LHDLG3GuMuRc4\nBLz7Wg6cc4FjAogCQ8BrgI8G2z8KvC64/Vrgk9batLX2LHAKuG2FYxWRVZCayTA2Mk1jcxWdunBR\nCsxsq6elrpyHj/cyOb18srznYCu5nM/p470FGJ2IlLqVrrz4L8AB4IPB1wFr7b9ey7HGmIgx5nGg\nB/imtfYI0Gqt7Ql26QFag9sdwIU5h18ANq1krCKyOvKr2dU3VdDZM4YHbGlRYi2FEfE8nnNzO6lM\njkNHepbdf89+97Zy4vDy+4qIPFUrLq+w1vZYa78YfF3zFIC1NheUgmwGnmuMecG8x31gqatR1OVf\nZA0YCjqC1DdW0NkzTktDBcnESi/XELl+z76xnWjE41uPX1z2Isaq6jI2bauju2uU0eGpAo1QRErV\nit4NjTE3A38P3Awkg82+tTZ6rT/DWjtijPkS8HSgxxjTZq3tNsa0A/lEvQvYMuewzcG2JTU3q84z\nLIpluDZSPL8/5U4m1TZXMTmT4Wk3tBT899tI8VwL1ls8m5urue1AG4eeuMTwdJa9W+uX3P8Zd2yn\n69zjXDgzzPN+qGXVxybhUTzDpXiuvpVOM/0d8B7gz4GXA2/G9bJekjGmCchYa4eNMeXAS4A/BL4I\n/BxwT/D988EhXwQ+YYz5C1wJyB7goeX+nb4+tdQOQ3NztWIZoo0Wz4sXhgC4MOhKQlrrkgX9/TZa\nPIttvcbzjn0tHHriEl/4r5O88eX7lty3qb2KWCzC4w91su+WNjzPW5UxrddYrlWKZ7gUz/As9QFl\nxV1BrLVfAyLW2ovW2t8DfuwajmsHvhHUWD8I/Ju19uvA+4CXGGNOAC8M7mOtPQp8BjgKfAV4c1Aq\nIiJFNjwwSVkyRs+IO62+pUUzIFJ4+3c00FiT5MGjvUzNZJbcN1EWY/veJkaGpui9pMRCRFbPSmes\n869eQ8aYW3AXFTYud5C19gngaQtsHwRevMgxdwN3r3B8IrKKstkco8PTNLdX0xXUWm9u1oqLUnj5\nixg/f98ZHjzWw/NvWfr69r0HWjl1tJcTh3to7agp0ChFpNSsdMb6U0FZx93A/cB54G9DH5WIrEmj\nw1Pkcj71DRV09U9QXhajvrqs2MOSEvWcmzrwPPj24xeX3XfLjnqSFXFOHeslm80VYHQiUoquObEO\nFmj5urW231r7H7glzVutte9ftdGJyJoyHLTaq65P0jM4xabmylWrVxVZTn11GTfvauJs9xjnupcu\n8YhEIuzZ18L0VJrzZ7TEuYisjmtOrK21OeCf59xPWWtHV2VUIrIm5XtY+/EoOd9nc5PKQKS4nnuL\nW4nx299fftZ670H1tBaR1bXSUpCTxpgdqzISEVnz8jPW4zl3LfGmZi0MI8V1484G6qvLOHSkm5lU\ndsl9m9uqqWso5+ypAVLLXPAoInI9VppY1wA/MMZ8xRjz2eDrM6sxMBFZe4YGJ4lEPPomZgBduCjF\nF41EePaN7Uynsjx0fOmZaM/z2LO/lWwmx5mT/QUaoYiUkpUm1h8H3gp8GvjSnC8R2eB832d4YJLa\n+nIuBjPXHSoFkTXgOTe343FtFzHu3u8WiDl19JoXDhYRuWbX3G7PGBMDXm+tfeUqjkdE1qipiRSp\nmSybtlXwaPcotZUJqisSxR6WCE215RzY2cDhJwfp6htfskSprqGC5rZqzp8ZZGoyRbmewyISopVc\nvJgBGoLuICJSYvIXLlbXJRkYnWaTykBkDXnuTe4ixvufuLTsvnv2t+D7cPp432oPS0RKzEqT5O8C\n/2KMeb0x5hXGmFcaY16xGgMTkbVlOFjCPBuPArBZFy7KGnLz7iaqyuM8cLibzDJ9qnfvc+UgJ1UO\nIiIhW+nKi7cCPvCmedu/HM5wRGStys9YT+Zc0rJJ9dWyhsRjEW4/0MrXHrnAD04P8LS9zYvuW1ld\nRsfWOi52DjM2Mk11bbKAIxWRjWxFibW19vmrNA4RWePyrfYGptKAWu3J2vPsG9v52iMXuP8Hl5ZM\nrMGVg1zsHObUsV5uvX1rgUYoIhvdNSXWxpj9Sz1urT0aznBEZK0aHpiksirBxaEpADqaKoo8IpEr\nbW2tZltbNT84PcDw+Ax1VWWL7rvTNHPfvSc5ebRHibWIhOZaa6y/zJXt9eZ/icgGlklnGRudobah\ngksDEzTWlJFMrLSSTGT1PeemdnK+z6HD3UvulyyPs3VnAwO9Ewz2TxRodCKy0V3TO6O1dvsqj0NE\n1rDR4WkAqmqTDHcOcmBHQ5FHJLKwZ+1v5VNfP8V9P7jEy561Fc/zFt139/4Wzp4a4NTRXm57rhYV\nFpGnTq3zRGRZI0H5B0FHkPZGlYHI2lSZjPN000z34CSnu0aX3Hf77iZi8Qgnj/bg+36BRigiG5kS\naxFZVj6xnvFc8tHeqI4gsnY9+6Z2AO77wdIrMcYTUXbsaWJ0eJreS2OFGJqIbHBKrEVkWSPDLrEe\nTWcB6NCMtaxh+7bV01hTxkPHe5lOZZbcd8/+VgBOHu0pxNBEZINTYi0iyxoNZqz7JlIAtGnGWtaw\niOdx143tzKSyPLLM6oqbd9STLI9x+lgfuZzKQUTkqVFiLSLLGhmaoqIqQffwFBVlMWoq4sUeksiS\nnn2jKwe5f5lykGg0wk7TzOREioudw4UYmohsYEqsRWRJ2WyO8dFpauqS9A5N0d5UsWSnBZG1oKmu\nnH3b6jlxYYSewckl91U5iIiERYm1iCxpbGQa34dERYJszqe9QWUgsj48J7iI8f4nLi25X/uWWiqr\ny3jS9pHN5AoxNBHZoJRYi8iS8h1BcjH3ctGuFRdlnXja3mbKy2J854lLS9ZPe57H7n0tpGaydD45\nUMARishGo8RaRJaUT6yngj6/mrGW9SIRj3L7/laGx1McPjO45L579rcAcPJobyGGJiIblBJrEVlS\nviPI8IxrW6YZa1lP8j2tl7uIsam1irqGcs6eGiA1s3SLPhGRxSixFpEl5XtY907MEIt6NNUmizwi\nkWu3va2azc2VPHayn7HJ1KL7eZ7Hnv2tZDM5zpzsL+AIRWQjUWItIksaGZoiWR7n4tAUrQ0VRCN6\n2ZD1w/M87jzYTjbn89Cxpcs8dgflIKdUDiIi10nvkCKyqFwux9jwNJU1ZUynsrQ1qAxE1p87DrQS\n8Ty+s0x3kLqGCprbqrhwdojpqXSBRiciG4kSaxFZ1PjoDLmcT6w8BkBrvRJrWX9qq8o4uLOBs91j\ndPVPLLnvrn0t5HI+T9qlV2wUEVmIEmsRWdTo8JWt9lrqy4s5HJHrdlewEuMDy8xa774hKAdZpmxE\nRGQhsUL8I8aYLcDHgBbAB/7RWvvXxpgG4NPANuAs8Hpr7XBwzLuAXwCywNustfcWYqwictn8Vnut\nSqxlnbpldyMVZTEOHenmR5+3i0hk4dVDq2uTtG6q4WLnMJMTKSoqEwUeqYisZ4WasU4Dv26tPQDc\nDrzFGLMPeCfwVWvtXuDrwX2MMfuBNwD7gZcBf2uM0ey6SIHlE+vRdBaAVtVYyzoVj0W5LehpffTs\n0j2td+9rwffhyeMqBxGRlSlIsmqt7bbWPh7cHgeOAZuA1wAfDXb7KPC64PZrgU9aa9PW2rPAKeC2\nQoxVRC7LJ9Z9E2nK4lFqNXsn69hdB9sA+M7h7iX322WaAZWDiMjKFXwW2BizHbgVeBBotdb2BA/1\nAK3B7Q7gwpzDLuAScREpoNHhaRKJKN0jU7TUl+N5C58+F1kPdnbU0NpQwfdO9DE5vfgiMJXVZXRs\nqeXShRHGR6cLOEIRWe8KmlgbY6qAzwG/Zq0dm/uYtdbH1V8vZqnHRCRkvu8zOjRFZW2SVCan+mpZ\n9zzP466DbaQzOR4+3rPkvvme1qdVDiIiK1CQixcBjDFxXFL9cWvt54PNPcaYNmtttzGmHcifd+sC\ntsw5fHOwbUnNzdVhDrmkKZbhWo/xHB2ZIpPJUVGThL4xdmyuWzO/x1oZx0ZRSvF81XN386/3PclD\nx/v4sZfcsOh+z7xzB/d99RRnTw3w4lfuv+afX0qxLATFM1yK5+orVFcQD/gwcNRa+4E5D30R+Dng\nnuD75+ds/4Qx5i9wJSB7gIeW+3f6+saW20WuQXNztWIZovUaz4udwwDMBCeLqsqia+L3WK/xXKtK\nMZ43bK3n2NlBDp/oWbI3++ZtdZw/M8Tpk73U1C1/xqYUY7maFM9wKZ7hWeoDSqFKQe4Cfhp4gTHm\nseDrZcD7gJcYY04ALwzuY609CnwGOAp8BXhzUCoiIgWSv3BxOpdvtaeOILIx3HWju4jxgSeWuYhR\nPa1FZIUKMmNtrb2fxZP4Fy9yzN3A3as2KBFZ0kiwOMxIvtWeaqxlg3j63hY+njjBA4e7ee1zdhBZ\n5KLcnaaJb//nCU4f6+Npd2wr8ChFZD1Sb2gRWdBoMGPdP5miLBGlRq32ZIMoS0R5pmlhYHSaE0HJ\n04L7JeNs2dFAf+84QwOTBRyhiKxXSqxFZEEjQ1PEYhG6R6ZpVas92WDy5SDfObzMEuf7XE/r0yoH\nEZFroMRaRK7i+z4jQ1NU1pSRyuZoUX21bDB7ttTRVJvkEdvHTCq76H7b9zQRjUU4dawX39elPiKy\nNCXWInKVqck06VSWeEUcUH21bDwRz+POg23MpLI8emLx2ehEWYytOxsYGphksG+igCMUkfVIibWI\nXGU0uHDRj7mXCHUEkY3ozvwS58t0B9m9L+gOclzlICKyNCXWInKV2VZ7wf3WBs1Yy8bTUl/Bns21\nHD83xOASS5dv29VILB7h9LE+lYOIyJKUWIvIVfKJ9WjQak811rJR3XVjOz7wwOHFZ63jiSjbdzcx\nMjRFf8944QYnIuuOEmsRucrcVnvJRJSaoNZaZKN5hmkhHovwncPdS85Gz5aDqDuIiCxBibWIXGVk\naIpIxOPS6Ayt9RVqtScbVkUyxq17mugZnOTMpcWXe966s4FEWVTdQURkSUqsReQqo8Ou1V46m1N9\ntWx4+YsYDy1RDhKNRdi+p4nx0Rl6Lo4Wamgiss4osRaRK8xMp5meysy22mtRqz3Z4A7saKCmIs6D\nx3rIZHOL7jdbDnJU5SAisjAl1iJyhfyFi34sCqjVnmx80UiE2/a3Mj6V5vCTg4vut3l7PWXJGKdt\nH7mcykFE5GpKrEXkCvnEegaXOCixllKQLwd54MgS5SDRCDtNM5PjKbovjBRqaCKyjiixFpEr5DuC\njGWCVnuqsZYSsK21mvbGCh4/2c/kdHrR/fLlICfVHUREFqDEWkSuMDLsFsrom0pTXhalulyt9mTj\n84IlzjPZHI/YvkX369haS3lFnCeP95HLLV6PLSKlSYm1iFxhZGgKz4PukRla1GpPSsjt+4NykCW6\ng0QiEXbd0Mz0VJquc8OFGpqIrBNKrEXkCqNDU1RUlZHO5WhVRxApIY21SW7YWseJ88P0D08tut8u\nLRYjIotQYi0is9KpDJMTKRJBqz1duCil5vYDQU/roz2L7tO+uZbK6gRP2n6yS7TnE5HSo8RaRGaN\nBvXVfsK12lMPayk1+SXODy2xxLnneey6oYXUTIYLZ4YKPEIRWcuUWIvIrKta7TVoxlpKS0Uyxi27\nm+genORs9+JLnO9WOYiILECJtYjMGplttedOb6vGWkrRHdewxHlLezXVNWWcOdlPJmhNKSKixFpE\nZuUT6/7JFBVlMarUak9K0MEdDVQvs8S553ns2tdCOpXl/BKrNYpIaVFiLSKz8ol199gMLfXlarUn\nJSkWjXDbvlbGJtMcObN40ny5HGTxvtciUlqUWIvIrNHhKcorE6RzvuqrpaTllzg/tMQS502tVdTU\nJTl7qp90WuUgIqLEWkQCmUyW8dEZEpX5Vnuqr5bStb2tmraGCh472c/kdGbBfTzPY/e+FjLpHJ2n\nBwo8QhFZi5RYiwgAY/lWe3HXak8z1lLKPM/jjoNtpDM5HrWLd/5QdxARmUuJtYgAV7faa1NiLSXu\njv2twNLlIA3NldQ1VnDu9CCpmYVntkWkdCixFhHgcmI9GtSKqhRESl1TXTl7N9dyvHOYgZHpBfdx\ni8U0k83kOHFk8dUaRaQ0KLEWEcBduAgwMJmmpiJORVKt9kTyPa2/e3TxWet8OciRx7sKMiYRWbsK\nllgbYz5ijOkxxjwxZ1uDMearxpgTxph7jTF1cx57lzHmpDHmuDHmhwo1TpFSNdtqb3yGFpWBiADw\nzBtaiEUjPLDEEucNTZU0NFdy6ngfM4tc6CgipaGQM9b/BLxs3rZ3Al+11u4Fvh7cxxizH3gDsD84\n5m+NMZpdF1lFI0NTlJXHyAJt9UqsRQAqknFu2d3IpYFJzvUsscT5Dc1ksznOnuwv4OhEZK0pWLJq\nrb0PGJq3+TXAR4PbHwVeF9x+LfBJa23aWnsWOAXcVohxipSiXC7H+OgM8WClxdYG1VeL5OXLQR5Y\nYonzXfnuIMfVHUSklBV7FrjVWpu/2qMHaA1udwAX5ux3AdhUyIGJlJKJsRS5nI8fcy8J6ggictmN\nOxupKo/z0NEesrmFlziva6igbVMNF84MMT2VLvAIRWStKHZiPcta6wMLF7A5Sz0mIk/BWNDxYCZY\nwbxVpSAis9wS5y2MTqY5cmb+idfLDtyyiVzO58wJlYOIlKpYkf/9HmNMm7W22xjTDuTPoXUBW+bs\ntznYtqTm5upVGGJpUizDtdbjefHcMABTOff5df/eFsqChWLWorUez/VG8VzeK569k298r4vvnern\nRbdvX3Cf2M1Rvv6lY3SeHuS5L95b2AFuUHpuhkvxXH3FTqy/CPwccE/w/fNztn/CGPMXuBKQPcBD\ny/2wvr7FLyyRa9fcXK1Yhmg9xPPieZdY947P0FhTxujwZJFHtLj1EM/1RPG8NvXlMVrry/nuE5fo\nvDBEednVb5/NzdW0tFdz5mQfnecGKK9IFGGkG4eem+FSPMOz1AeUQrbb+yTwgLtpzhtjfh54H/AS\nY8wJ4IXBfay1R4HPAEeBrwBvDkpFRGQVjAalIANTaVpUBiJyFc/zuONAG6lMjkdt36L77bqhBd+H\nJ63KQURKUcFmrK21P7nIQy9eZP+7gbtXb0QikpevsU6hCxdFFnP7wTY+f/8ZDh3p5tk3tS+4z+59\nzRz65mlOHevlwK0dBR6hiBTbmrl4UUSKZ2xkmngyhg+0KrEWWVBLXTm7N9dy/NwQg6MLL3FeVZOk\nbVMNl84PMzk+U+ARikixKbEWKXGuh/U0XsJdrNharx7WIou580AbPvDdoz2L7rNrnysHOb1EyYiI\nbExKrEVK3MRYCt+HVNBqr6OpsrgDElnDnrmvhVjU49ASS5zvMs0AnDqmxFqk1BS7K4iIFFm+vnos\nnSURj9BYmyzyiKQY/FwOP50GP4ef88G//OX7Pvg5dzv/mAdeJAqRCF4k4r5HoxDxLm/3vGL/WqGr\nTMa5eVcTj57oo7NnnG1tV3cHqKwuo2NLLRfPjzA+Ok1Vjf6mREqFEmuREjce1IoOTWVob60ksgGT\noY3Ez2TITkyQnRgnNzFBdmoKf3qaXP5rZprc9NTl+9PT5GZm8NNp95XJf8+QS6c5FXwnmw1/sJ6H\nF43iJRJ48QSRRBwvnsBLJIjE48H2OJFEsC1ZTqS8nGh5BZHyJJHyCiLl+W3l7n5FBZFEcdvY3XGw\njUdP9HHoSPeCiTW4cpCL50c4bfu4+ZlbFtxHRDYeJdYiJW5ywi2/POPn2KUykILzMxkyoyNkhkfI\njo6QGRkmMzxMdnzMJc7j4+5rcoLc+Di56YUvmltWNOqS2VgcL/geKy8nXp4kSyTYFpudfcbz8PAg\n4rnbngee246HWwvXz+Fns5Dz8XNZyOXwczn3PZt1M9yZDLlUKkjsU2QnJ93tVOq6Y+aVlRGtqiJa\nXRN8ryZaVU2suppIVRWx6mqiNbXE6uqJ1dbixcJ9q7txZyOVyRgPHu3hx1+wi2jk6qrKnaaZ+796\nktPHlFiLlBIl1iIlbmrSJThpVF8dttzMDOmBfjKDA6QHBsgMDJAeGiQ7POKS6ZFhcuPjy/4cL5Eg\nWllFvLmZSGUV0cpKl1BWVrkZ3WRyzlc5Xlly3rakS5gXUKxFI3zfn02wc+k0fmqG3NQ0ualJctNT\nZCenyE1Nudn3qUl3e2rKzdaPj5MdHyPVdcGVrywjWl1DrK6OWH29+15XT7SujlhdHfHGJuKNTUSS\n116uEY9FeOa+Vv7rsS6OnR3i4M7Gq/apqEzQsbWOrnPDjI1MU60SK5GSoMRapMRNTbjEOgN0NCqx\nXolcOk26r490bw/p3l7Sg/2XE+jBgSWT5khFBbGaWqKbtxCrqSVWW0u0tpZYbZ37Xl1DpMol0cUu\nfVgNnufhJRKQSBC9zp/h+z5+KkV2bNQl22NjZMfHyI6NkRkZITM8TGZ4iMzwMKneHmbOdy76s6JV\n1cSamog3uUQ73tTsbjc1EWtsuuq/wZ0H2vivx7p44Ej3gok1wO59LXSdG+bU8V5ufdbW6/wtRWQ9\nUWItUuImJ92MXxroaFZiPZ+fyZDu6yXV20u6p4dUb0/wvZvM4KC7kG8eLx4n1thIctt24o2NxBoa\n3ffGJuL1DURrazdkslxonufhlZURKWsm3tS85L6+75ObniYzNER2ZJjM0BCZ4SHSA/2k+91X6sJ5\nZs6eWfD4WEMDidZ24m1tJFrbaGttZWd5msdsD9MvNSQTV7+d7jTN3HfvSY482kVFZYLWjhpq68s3\n5EWdIuIosRYpcVMTKXIexKIRmkr4dHUunSbd083MxS5SFy+SutjFzMUu0r29kMtdtX+0to7y3XuI\nt7aSaGkl3tJCvKmZWEMj0epqJU9rjOd5RIOLIOlYeEVEP5cjOzpCuq+f9EDfbMKd7u8j3dPN5LEj\ncOzI7P6vBzJehCff85/UbdvM5M5tZOpbKNu0iURbO8nyODfftpnHvnueb/z7cQDKkjFa2qtp6aih\nNfhKlscLEQIRKQAl1iIlbmoiRdr36WiqKomOIH42S6q7m5mu88sm0JHycpI7dpJoayfRGiTPLS6R\nXklNrqwPXiTiLnisq6d8z56rHs9NT5Pq7SHVfYl0Tw+jnRe4dPRJmoaHGB/oYfx7j17eORol0drK\nlvbNNOzYykhZI0OpMvoGU5w/M8T5M0Ozu9bWl9PSUU1rew2tm2pobKkiGtUyEyLrkRJrkRLm+z6T\nk2nSsGjbsPUsl0oxc+ECM+fPMdN5jpnOTmYunL/qgrdIRQXJnbso6+gg0bGJRHsHZZs2Ea2t08yz\nzIokkyS3biO5dRsAjcAnPvYIT3aNcM/P3Eh7dJLeoydJdV1gpquLVNcFUhcvAg9RC9QCOxIJ/PZt\nTDbvZLSilaFsOf3DKU4e6eXkkV4AorEIzW1VtHbU0rbJJduVVWXF+rVFZAWUWIuUsJnpDH7Od4l1\n6/pOrLOTEy5x7jzHdJBEp7ovXTkLHY1S1rGJsq3bKNuyhUTHJso6OpRAy3W742Abpy+O8kjXND/z\nqhtJt2+ffcz3fTKDg8x0XSDV1eXOknR1keo6Q8W5k1QAbYDveaTadjLZsouRZDOD6SQ9XaN0Xxjl\n+8HPqqopc0l2Ry2tm2poatWstshapMRapITNbbW3Xmasfd8nMzw0mzznZ6LT/VcuH+2VlZHcuYvk\n1q0ukd66jbKOTaH3NJbSdtu+Vj75tZM8cLibn3nVgSse8zyPeKO7cJWbbp7d7mcypLovMdPZGTyP\nzxE930nZpdPUA9uBjBdjomkH4007GEk0MTjlcepY3+wy6dGoR3NbNa1zku2qas1qixSb3mFESthU\nsDhMFti8BjuC+Lkc6b6+ObPQ5zhz4TzpkZEr9otWVVOx/0CQQG8luXU78ZaWRXs3i4SlqjzOTbsa\neexkP2cujlAVX/4558VilG3eQtnmLdTceRfgPjCm+/sulyx1nqOss5PaYyfZhFuPZypezWjNZsYb\ntjMSbXCz2l2jwAU3lpoyd0HkJndRZHNrNdGY/gZECkmJtUgJS6fdMtaVlXHisevtJhyOXDrtLiTs\nPMfM+U5mzp9n5nznVSsNlrU0U3nr00hu3UbZFjcbHauvVymHFM0dB9p47GQ/33z0Aq++/fr6VXue\nR6K5hURzC9VPf+bs9szIiPt76DzHdGcntefPkT55DICsF2M02cRoRSujtVsYGa/n9PEZTh+/PKvd\n1FZN25xku6pGF92KrCYl1iIlrH94CoD66sK+2WbGRl3NaWcn0+fn1ENns5d38jwS7e2zyXM+kW7b\n0V6UlQJFFnPz7iYqymJ863sXeOVtW4hEwvuQF6utJVZ7I5UHb5zdlpueYub8eaY7z1GfL4c6dxg/\nm2UqVs1ospmR8hZGqzvo7crR0zUKD7tjK6vztdou2dastki4lFiLlLCxYNXFqsrw++jmewKnLl26\n3Bv60kVSFy+SHb8yMfYSCZLbdwRJ9FaSW7aS2LRZi6jIuuCWOG/hW49f5FjnEAe2N6zqvxdJllO+\nZy/le/bObvMzGWYudl2+7uB8J9Odj5NJZRgta2Qk2cxIsoXRXAunxy7PakciUF+fpKG1hobmSuqb\nKmloqqS6NhnqBwSRUqHEWqSEpTOuY0ZshWUgvu+TGx8nPTRIZnCQzOAA6aEhdzu/bXgIP5O58kDP\nI97cQnL3bhLtHSSDRDre0qp6aFnX7jjQxrcev8ihw92rnlgvxIvF5rQCfA6Qv0ah9/JFkuc7mbn0\nfcZHZmYT7ZFkM0OZOgYGriy5ino+1ZURqmuT1DZVU9tUTU19OTV15VTXJonHi1s6JrJWKbEWOVHu\nswAAFqRJREFUKWGZdJBYR6+cmfJzOTIDA6T7+0j19ZLp7yczNHQ5kR4avKoX9CzPI1pbS9nWrcTq\nG0i0d5Do6KCsfRPxtlYicc1Cy8aze3MtLQ0VPGr7+JkfylKWKH7i6UUiJFrdEuzVz7xtdntuZoZU\nT7c7g3TpEjOXLMM9w4yMZRmPVDIRr2MiUcdYtprhcZ/zXVNA7xU/OxnLUV0eoaY2QW1jFfUdDbRt\na6S6NqnrHaSkKbEWKWGZjKtpjgYz1lMnTzD0tXuZPHaU3OTkgsdEq2tIdGwi1tBAvL6BWEMDsfoG\n4g3B7do6tbSTkhPxPF7wtM18+msn+N7JPu440FbsIS0qUlZ2xUI3gOs84vvkJiZID+SXch9gou8S\no4MTjI7OMDHlM5GLMxWvZipeTV+6kr6xFFwYhO8PAqeoiqa49RkdHHj+ASXYUpL07idSwrJBKUg8\nFmHwK1+i/3Ofdfebmqk8eJNbwru5hXhTk0ua6+qJxMOvxxbZCF7wjC18+msnOHS4e00n1ovxPI9o\nVRXRqiqS27YDML+oJZdOkRkcIjM0yHRfP6O9I4wMjDMymqZvIkp/vJX7Huyn+8w3efEvvLDgv4NI\nsSmxFilhmaxLrMuGuun/6meJNTTS9t9/iYq9psgjE1l/NjVXsaO9hiNnBxken6FuAy5DHoknSLS2\nkmhtpeKGKxNvP5ej95Hvc++9nZzsrWXbd46w564Di/4skY1IVwuJlLD8jHXy+GMAdPzq25RUizwF\ndx5sw/fhwaM9xR5KwXmRCK233coLX7IDgMceOFPkEYkUnhJrkRKWn7GO9V+iYt+BK2ouRWTlnrmv\nhWjE49CR7mIPpWg2PesmGnLDDGSrGOsbLvZwRApKibVICctlfQAifpaqW28t8mhE1r+aigQHdzTQ\n2TNOV994sYdTNJvaXBnM2YePF3kkIoWlxFqkhGWDGWvPz5HcvafIoxHZGO446C5cfKCEZ603mw4A\nus8NFnkkIoWlxFqkhM3OWEc8yjo2FXk0IhvDLbubKC+L8t0jPeR8v9jDKYqWG1xZ2chYZpk9RTYW\nJdYiJSw/Yx2prVHvaZGQJOJRnmFaGBqbwZ4bKvZwiqKisY6y7BRjGbXnlNKypt9JjTEvAz4ARIEP\nWWvvKfKQRDaWtJtNitfWFnkgG4vv+2RyGdK5DBk/QzqbIZNLX3E/62f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LH1J/nr2O9m42fnCIsIggFp2bOaT+bGnv5odrt9DW0cMXr8kjNixwQv53CAa+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\nYwOlHk5JrL66A4DevmSJRyKysBZ1jbUx5tXAp/G6FH3eWnt3iYcksqw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rxIy+BKNR3tqOxWgykTHtBpLcW3FWV9LgcnPQ2XHouMHAvPHJLNtYEsAohRAD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\n2lbU3y4D8pEU6WgVvdFSSiN5tsUneO7QKh7ZW8ybb12lOduyJKmwFln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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -25549,9 +2347,9 @@ "\n", "for model in models:\n", " total = pvlib.irradiance.total_irrad(32, 90, \n", - " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'],\n", - " DNI=irrad_data['DNI'], GHI=irrad_data['GHI'], DHI=irrad_data['DHI'],\n", - " DNI_ET=dni_et, AM=AM,\n", + " ephem_data['apparent_zenith'], ephem_data['azimuth'],\n", + " dni=irrad_data['dni'], ghi=irrad_data['ghi'], dhi=irrad_data['dhi'],\n", + " dni_extra=dni_et, airmass=AM,\n", " model=model,\n", " surface_type='urban')\n", " totals[model] = total\n", @@ -25580,21 +2378,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.4.3" + "pygments_lexer": "ipython2", + "version": "2.7.10" } }, "nbformat": 4, diff --git a/docs/tutorials/pvsystem.ipynb b/docs/tutorials/pvsystem.ipynb index c18b9cfed1..c03d43bde1 100644 --- a/docs/tutorials/pvsystem.ipynb +++ b/docs/tutorials/pvsystem.ipynb @@ -20,38 +20,49 @@ "2. [Sandia Array Performance Model](#SAPM)\n", " 1. [SAPM IV curves](#SAPM-IV-curves)\n", "2. [DeSoto Model](#desoto)\n", - "2. [Single Diode Model](#Single-diode-model)" + "2. [Single Diode Model](#Single-diode-model)\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* Pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona. 2015." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "try:\n", - " import seaborn as sns\n", - "except ImportError:\n", - " pass\n", - "\n", - "# built in python modules\n", - "import datetime\n", - "import logging\n", + "# built-in python modules\n", "import os\n", "import inspect\n", "\n", + "# scientific python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# plotting stuff\n", + "# first line makes the plots appear in the notebook\n", + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "# seaborn makes your plots look better\n", "try:\n", - " from importlib import reload\n", - "except:\n", - " pass\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", "\n", - "# python add-ons\n", - "import numpy as np\n", - "import pandas as pd" + "# finally, we import the pvlib library\n", + "import pvlib" ] }, { @@ -173,7 +184,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -182,9 +193,9 @@ }, { "data": { - "image/png": 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V8E7/XxxYF0xIEiXjkwPb1JwuMh+FPvFMJh9yJLKQSiZxM0sBbwDeDWwCUsBr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\n", 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Tdx/eoYbalP7L1SujDgdAlZg3p15vXL9Mx/pGdd8Tu6IOB6gqJNBAlfvhY7s0PJrVDVet\nUEtDTdThAKgib7r8DLU21ei+J3frWN9I1OEAVYMEGqhix/pG9ODGfepoqdNrL1wcdTgAqkx9bUpv\nvepMZbJ5/ZAqNDBtJNBAFfvBYzuVzeV1/auXK5XkzxnAzF1xzgLNm1Ovh57Zr6O9VKGB6WDGBarU\n4Z5hPfzcAS1ob9AV5yyIOhwAVSqVTOj6Vy9XLl/QDx7fGXU4QFUggQaq1P2/3K1cvqDrr1yuZII/\nZQCn7vK1C7SgvUGPPHeAXmhgGph1gSrUPzSmR587oI6WOl26Zl7U4QCocomEpw2XLVMuX9ADT++N\nOhyg4pFAA1XowY37NJbN6w2XLqX6DGBWvGrdfLU0pPWLjfs1MpaNOhygojHzAlUmk83pP3+9Vw21\nKb36vIVRhwPAEelUUtdevERDo1k98tyBqMMBKhoJNFBlnnqpS31DGV19wSLV16aiDgeAQ665cLHS\nqYR+9tRe5QuFqMMBKhYJNFBlfvHsfknS1RcsijgSAK5paajR+jXzdLhnWHZXd9ThABWLBBqoIgeO\nDurlPT1ac0ab5rU1RB0OAAe95nz/zflDtHEAkyKBBqrIw8/6ExrVZwBhWbW4VQs7GvRre1gDw5mo\nwwEqEgk0UCWyubwefeGAmurTunB1Z9ThAHCU53l6zfmLlM0V9PiLB6MOB6hIJNBAldi0s1v9Qxld\nvna+0in+dAGE51XrFijheXpy06GoQwEqErMwUCV+udmfyC5bOz/iSAC4rqWxRmuWt2n7/j519QxH\nHQ5QcUiggSqQyeb09Mtd6mip05mLWqIOB0AMrD/b3+W0+OYdwHEk0EAVeG7bMY2M5bR+zTx5nhd1\nOABi4CLTqWTC0y83H446FKDikEADVeBXL/kVoPVraN8AUB6NdWmde2aH9hwe0IGjg1GHA1QUEmig\nwmVzeT2//ajmttZp2fymqMMBECMXG3/Fn2e2Hok4EqCykEADFW7Lnh4Nj+Z0/qq5tG8AKKtzz+yQ\nJ+nZrUejDgWoKCTQQIV7dps/cZ2/qiPiSADETUtjjc5c1KKte3vZVAUokQrzwY0xGyTdJikp6YvW\n2k9MuH+upK9LWhDE8mlr7Z1hxgRUk0KhoGe2HlFtTVJmaVvU4QCIofNXzdW2/X16YftRXb5uQdTh\nABUhtAq0MSYp6XZJGyStlXSTMWbNhMM+KGmjtfYCSddI+owxJtSkHqgmB48N6XD3sM5Z3s7mKQAi\ncf6quZKOfxoGINwWjvWStlprd1prM5LulnTDhGMOSCouatsi6ai1NhtiTEBVeX77MUnSeStp3wAQ\njSWdjWpvqdUL248qXyhEHQ5QEcJMoBdL2lNyfW9wW6kvSFpnjNkv6VlJHw4xHqDqvLSrW5K0dnl7\nxJEAiCvP87T2jHYNjmS159BA1OEAFSHMBHo6b1M/KukZa+0iSRdI+pwxpjnEmICqkc8XZPf0aN6c\nenW01kUdDoAYW3OGfw7G5uBNPRB3YfYb75O0tOT6UvlV6FJXSPo7SbLWbjPG7JBkJD012YO2tTUo\nlUrOcqiVpbOT9xDlVoljvmVPt4ZHs7rqgsUVGd/pcvHfVOkY8/JzZcyvvCilL/xgk7Yf7K/4f1Ol\nx+eiOI55mAn0U5JWG2OWS9ov6Z2SbppwzEuSXifpUWPMfPnJ8/apHrS7e2j2I60gnZ3N6urqjzqM\nWKnUMX/8mX2SpOXzGysyvtNRqWPuMsa8/Fwb8wXtDXp+2xEdONirVLIyT2p2bcyrgetjPtmbg9D+\nAoKTAT8o6X5JmyR9w1q72RhzizHmluCwv5d0iTHmWUk/k/QRa+2xsGICqsnm3f5HpWcvY/k6ANFb\nc0abRsdy2nnQ3WQJmK5Ql4yz1t4n6b4Jt91RcvmIpDeHGQNQjbK5vLbs6dXCjgbNaaqNOhwAkFk2\nRw9u3KeX9/Ro1eLWqMMBIlWZn8EAMbe3a0CjmZzM0jlRhwIAkjSeNG/b1xtxJED0SKCBCrRtX58k\naSVVHgAVor2lTm3Ntdq2r1cF1oNGzJFAAxVo+36/wnPmopaTHAkA5bNqcav6hjLq6h2JOhQgUiTQ\nQAXatr9PjXUpzW9viDoUABi3kjYOQBIJNFBx+ofGdLh7WCsWtijheVGHAwDjVi72PxUjgUbckUAD\nFWb7fr//mfYNAJXmjPnNSiUT4+dpAHFFAg1UmG3jCTQnEAKoLKlkQsvmN2lv14CyuXzU4QCRIYEG\nKszuQ/4mBcsXxm9rVACVb9m8JuXyBe0/Mhh1KEBkSKCBCrPn8IDammvV0lATdSgA8BuWzfff3O86\nxI6EiC8SaKCC9A+Nqbt/VEvnNUUdCgCcUDGB3n1oIOJIgOiQQAMVZM9hf0JaNp8EGkBlWtLZKM87\n3m4GxBEJNFBBihWdZfPofwZQmWrSSS3saNTuwwPKsyMhYooEGqggew77FR1aOABUsmXzmzQ6llNX\n93DUoQCRIIEGKsjuwwOqTSfV2VYfdSgAMKnip2S7D9MHjXgigQYqRCab14EjQ1oyr5EdCAFUtCWd\njZLEUnaILRJooEIc6h5SvlDQ4rm0bwCobIvmkkAj3kiggQpx8OiQJGlRR0PEkQDA1Nqaa1Vbk9T+\noyTQiCcSaKBCHAgmogUdjRFHAgBT8zxPizoadOjYkHJ5tvRG/JBAAxXiQFCBXkgFGkAVWNTRqGyu\noK6ekahDAcqOBBqoEAeODimdSqijtS7qUADgpOiDRpyRQAMVIF8o6MCxQS1ob2AFDgBVYSEJNGKM\nBBqoAN19oxrL5GnfAFA1iic8H+BEQsQQCTRQAQ4c8yeghZxACKBKdLTWKZnwdJjdCBFDJNBABeAE\nQgDVJplIaG5rnQ6RQCOGSKCBCnDomJ9Az28jgQZQPea1NWhgOKOhkWzUoQBlRQINVIDiMlCdc+oj\njgQApm9e8JrV1UMVGvFCAg1UgCO9w2qqT6uhLhV1KAAwbZ1tfgJ9mAQaMUMCDUQsX/A3IpjL+s8A\nqsy8YgLdPRRxJEB5kUADEesdGFM2l6d9A0DVKbZwcCIh4oYEGohYsXeQBBpAtemcUydPUhcJNGKG\nBBqI2PEEmhYOANUlnUqqraWWHmjEDgk0EDEq0ACqWWdrvbr7R5XJ5qMOBSgbEmggYsUEei4JNIAq\n1N7if3rWPTAacSRA+ZBAAxHr6h1RwvPU3lwbdSgAMGMdrf5r17HekYgjAcqHBBqI2NHeEbU11yiV\n5M8RQPUpVqCP9ZNAIz6YsYEI5fJ59QyMqq2FEwgBVKeO4PXraB8tHIgPEmggQr0DYyoURPsGgKpV\nfP061kcFGvFBAg1EqLvfr9i0N1OBBlCd2scr0CTQiA8SaCBCx4IEuo0KNIAqVV+bUkNtSsdo4UCM\nkEADEeoOKjbtLSTQAKpXe0udjvaNqFAoRB0KUBYk0ECEjlegaeEAUL06Wmo1OpbT0Gg26lCAsiCB\nBiJECwcAF7S3BkvZ0caBmCCBBiLU3T+iZMJTa2NN1KEAwCljJQ7EDQk0EKHu/lHNaapRIuFFHQoA\nnLLWRj+B7h0cizgSoDxIoIGI5PMF9fSP0f8MoOrNafI/ResZoIUD8UACDUSkd3BM+UKB/mcAVa+1\nKahAD1CBRjyQQAMRKVZq5jSRQAOobq1UoBEzJNBARPqCXsGWxnTEkQDA6WmqTyuZ8OiBRmyQQAMR\nOZ5AswIHgOqW8Dy1NNaolwo0YoIEGohIsVJTPHsdAKrZnKYa9Q6OsRshYmHKBNoYkzDGnFeuYIA4\n6RtPoKlAA6h+rY21yuYKGhxhN0K4b8oE2lqbl/RvZYoFiJW+IVo4ALiDpewQJ9Np4dhijFkReiRA\nzBSXe2pu4CRCANVvDkvZIUZS0zimRdJzxphHJA0EtxWste8ILyzAfX1DY2qqTyuV5FQEANWPpewQ\nJ9NJoL8efJXiDAHgNPUNjo1vPgAA1a65wU+g+4cyEUcChO+kCbS19s4yxAHESiab1+BIVsvmN0cd\nCgDMimI7Wv8QLRxw30k/OzbGnGWMecQYszO4fpEx5taQ4wKc1s8JhAAcQwUacTKd5svPS/o7ST3B\n9Wcl0f8MnIbiGtAtDSTQANxABRpxMp0EutVae5+CvmdrbU7StP46jDEbjDEvGWO2GGP+YpJjrjHG\nbDTGvGCM+fl0AweqGdt4A3BNQ21KyYSn/mEq0HDfdBLorDFmvExmjFksKXeyHzLGJCXdLmmDpLWS\nbjLGrJlwzBxJn5P0ZmvtOZLePoPYgarFLoQAXON5npoa0lSgEQvTbeH4jqS5xpj/LekRSZ+Zxs+t\nl7TVWrvTWpuRdLekGyYcc7Ok/7DW7pUka+2RaUcOVLHiBMMa0ABc0lxfQw80YuGkCbS19quSPiHp\nLkn1kn7fWvvv03jsxZL2lFzfG9xWarWkdmPMg8aYp4wx75pe2EB1Gxz2t7ptIoEG4JDmhrRGxnLK\nZPNRhwKEajrrQMta+7Ckh2f42NNZKzot6SJJvyWpQdLjxpgnrLVbZvhcQFUZCHoEm+pJoAG4o/ip\n2sBwRm3NtKjBXZMm0MaYT1prP2KM+dYJ7p7OToT7JC0tub5UfhW61B5JR6y1w5KGjTEPSTpf0qQJ\ndFtbg1Kp5Emeurp1drI2cLmVe8zHcv77y+VL2tQU05U4+D0vP8a8/OI25vM6GiVJqdp0ZP/2uI15\nJYjjmE9VgS5WnH8ov5rsldw3neryU5JWG2OWS9ov6Z2SbppwzPcl3R6ccFgr6TJJ/zTVg3Z3D03j\nqatXZ2ezurr6ow4jVqIY82O9w/I8aXBgRMOD8dv2lt/z8mPMyy+OY54KMoXd+3rUXDOd06xmVxzH\nPGquj/lkbw6mSqBvlnSvpDnW2ttm+oTW2qwx5oOS7peUlPQla+1mY8wtwf13WGtfMsb8WNJzkvKS\nvmCt3TTT5wKqzcBwRo11aSU87+QHA0CVOL6ZCitxwG1TJdDnBt/fLWnGCbQkBetH3zfhtjsmXP+0\npE+fyuMD1WpgOEP/MwDnNNcXN1NhJQ64baoE+lfGmF5JDcaYrgn3Fay180KMC3BWvlDQ4EhGC9ob\nog4FAGbV+G6EbKYCx03aoGStfa+ks+Sf0HeJpEtLvtaXJTrAQcOjWRUKrMABwD0Ndf7r2tAICTTc\nNuUydtbaQ8aY9dbagXIFBLiOJewAuKqxzk8rBkeyEUcChGuqZez+LDh58G+MMRPvLlhrPxJqZICj\nSKABuKoxqEAPUoGG46aqQA8H3wd1fBm70u8ATsFgkEA31k9rHyMAqBo16YSSCU9DVKDhuEln8OJq\nGdbaW8sWDRADVKABuMrzPDXWpWjhgPOmauH4VMnV36g408IBnJqBYX9iIYEG4KLG+vR4oQBw1VTb\nBA1KGpA0X/4ugmlJNcHl+eGHBriJCjQAlzXUpTQ4nFWhQLcn3DVVC8etkmSMeVDSRdbao8H1j0v6\ndlmiAxxUPLmmeLINALiksS6tfKGgkbGc6ms51wNums5G9QuKybMkBZcXhBcS4LbhUb+Fo6GOiQWA\ne4qvbZxICJdNZwZ/0RjzRUlfkr8Cx3slvRhqVIDDipMKlRkALipdyq6jtS7iaIBwTKcC/X5JvZJu\nl/QvknokvS/MoACXDY9m5XlSbU0y6lAAYNY1UoFGDJy0BGat7ZX052WIBYiFodGs6mtSSnhe1KEA\nwKxrYDMVxMBJE2hjTKOk/yXpdcFNP5H0t9baoTADA1w1PJql/xmAs9jOG3EwnRaOf5G0UNKHJf2Z\npEXy2zkAnIKhkSz9zwCcxUmEiIPpzOKXWmvPLV4xxjwq6bnwQgLclc/7Szs1kEADcFQjLRyIgelU\noGWMaSq52hhSLIDzhsdYwg6A22jhQBxMZxb/uqTHjTF3yV/G7p2S/m+oUQGOGmYJOwCOK76+jYyS\nQMNdJ61AW2s/IekjkjoktUn6iLX2k2EHBrhoqLiJCgk0AEcVE+hhEmg4bFqzuLX2Pkn3hRwL4Lzi\nhEIFGoCramuS8kQCDbdNZxm7syX9taRVJccXrLXrwwwMcFHxrHR6oAG4KuF5qqtNangsF3UoQGim\nM4t/S9LXJN0pqfjXUAgrIMBlQ1SgAcRAXU2KCjScNp1ZPGut/VTokQAxQA80gDhoqE2pd3As6jCA\n0ExnGbvkSZ1aAAAbeUlEQVSfGmPeFHokQAyM90DTwgHAYXW1SQ2PZlUo8IE13DSdWfwnkr5vjMlJ\nGg1uK1hr54UXFuCm8R5oKtAAHFZfk1IuX1Amm1dNOhl1OMCsm84s/q+S3i1po473QAM4BcO0cACI\ngbriUnZjORJoOGk6s/gRa+23Q48EiAGWsQMQB/U1ftI8MppVa2NNxNEAs286s/j3jDEfkPQNSSPF\nG621Q6FFBThqJFjWqa6GigwAdxWLBEOsxAFHTSeB/tvg++dKbitIIgMAZmgkk1PC85ROTef8XQCo\nTmznDdedNIG21jLTA7NkZDTn79LleVGHAgChKbZwsJkKXEVyDJTRaCZL+wYA542fREgFGo4igQbK\naHQsRwINwHn1JNBwHAk0UEYjYznVsqQTAMfV19LCAbeRQANlks8XNJbNU4EG4Ly6GirQcNukCbQx\n5u9LLr9vwn3/GmZQgIuOL2HHGtAA3FYsFIxmqEDDTVNVoK8rufyhCfddGkIsgNOKE0ktFWgAjiu2\nqo3SwgFH0cIBlMnImP9RJi0cAFxXSwUajiOBBsqk2MLBSYQAXFdHBRqOm6oZc4Ux5puSPEnLjTHf\nKrlveahRAQ4aZRtvADGRTiXkyd99FXDRVAn0n8nfstuT9MMJ9/0gtIgAR3ESIYC48DxPtTVJjVGB\nhqMmncmttXdOdp8x5qpQogEcNpLxe6A5iRBAHNTWJKlAw1nTLoUZYxZJek/wlZC0KpyQADfRwgEg\nTmrTSXqg4awpE2hjTFrSDZLeJ2m9pLSkN1prnyhDbIBTxls4OIkQQAzUpZPqGxyLOgwgFFNtpHKb\npN3yK853Sloi6RjJM3BqqEADiJPaGr8CXSgUog4FmHVTVaBvkXS/pE9Zax+VJGNMWYICXDQyvpEK\nJxECcF9tOqmCpLFsnuU74ZypZvJFkm6W9M/GmFZJXz/J8QCmML4ONBVoADFQupkKCTRcM2kLh7W2\n21r7OWvtJZLeJqldUp0x5iFjzC1lixBwxGiwE2E9CTSAGGAzFbhsWjsRWmufs9Z+WNJiSf8i6R2h\nRgU4iAo0gDipYTtvOOykCbQxptMY40mStXZMUp2klWEHBriGrbwBxAkVaLhs0p5mY8zrJN0lqUPS\nXmPMf5X0SflL2b2rPOEB7hjN5JRKekolp/XBDwBUteKnbWymAhdNdVLgJ+Unyr+Q9FZJD0j6n9ba\nz5QjMMA1Y5xIAyBGiq93bOcNF02VQCestT8OLv+7MeZvSZ6BUzeWyauGBBpATFCBhsumSqA9Y0xD\n8bKk/pLrstYOhRoZ4JjRbI5dCAHEBj3QcNlUCfS5kgYm3Fa8XpBEJgDMwFgmr5aGmqjDAICyKLZw\njJBAw0GTJtDWWs50AmZRJptTTYo/KwDxUFzGbixLAg33MJsDZZDL55XNFeiBBhAbxYJBJpuPOBJg\n9k21jN2DJVcL8vugx69ba68NLSrAMWMZfwKhAg0gLmpSbKQCd03VA/0ZHU+c/1nSn+p4El0IOS7A\nKWNBBYYKNIC4qElTgYa7puqB/kHxsjHm49baH870wY0xGyTdJv+Ewy9aaz8xyXGXSnpc0justd+Z\n6fMAlW4sqMAUJxQAcF06+MSt+Akc4JLQZnNjTFLS7ZI2SFor6SZjzJpJjvuEpB/rlW0igDOoQAOI\nm2ILBycRwkVhlsPWS9pqrd1prc1IulvSDSc47kOSvi2pK8RYgEiNV6DpgQYQE7RwwGVTnUT4rZKr\nyydcL1hr33GSx14saU/J9b2SLpvwHIvlJ9XXSrpU9FbDUccTaCrQAOJhvALNSYRw0FQnEf5wksvS\n9BLd6Rxzm6S/tNYWjDGeaOGAo463cFCBBhAPiYSnVNIbf/0DXDLVSYR3nuZj75O0tOT6UvlV6FIX\nS7rbGCNJcyVdZ4zJWGvvmexB29oalHK8itfZ2Rx1CLET9pjXHeiXJLW3NfD/G2Acyo8xL7+4j3lt\nOql8obzjEPcxj0Icx3yqFo7Xyu9h3hNc/wtJN0vaLumD1tp9J3nspyStNsYsl7Rf0jsl3VR6gLX2\nzJLn+4qke6dKniWpu3voJE9b3To7m9XV1R91GLFSjjE/cmxQkpQZzfL/K37Po8CYlx9jLqWSCQ2N\nZMo2Dox5+bk+5pO9OZjq8+R/kjQgjSfT/0PS30mykj57sie01mYlfVDS/ZI2SfqGtXazMeYWY8wt\nM4oeqHLFHsA0JxECiJGadIKTCOGkqXqgk9ba7uDy9ZK+ZK39ZnAy4XPTeXBr7X2S7ptw2x2THPve\n6TwmUI2O70TodvsRAJSqSSU1NDIadRjArJuqHFZ6Qt8Vkh6RJGstK2UAM1RcB7WWkwgBxEg6leAk\nQjhpqgr0C8aYT0g6IGm1pAclyRjTLJabA2ZkNMNGKgDipyadVCabV6FQkOex0BbcMVU57I8lNUm6\nRtLbrbUDwe2XSboz3LAAt2SybOUNIH6Km0fRBw3XTLWMXbekPznB7T8zxoyFGhXgmGIPdJoeaAAx\nUvzUbSyb5xM4OGWqFo5XMMYskvSe4CshaVU4IQHuKa7CUcsqHABipFiBHsvkpPp0xNEAs2fKBNoY\nk5a/1fb7JK2XlJb0RmvtE2WIDXDGaJYeaADxU1y6kxMJ4ZpJy2HGmNsk7ZZfcb5T0hJJx0iegZlj\nHWgAcTTewhG8BgKumKoCfYv8TVA+Za19VJKCLbcBzFBmvAJNAg0gPjiJEK6aKoFeJH/r7n82xrRK\n+vpJjgcwiUwur4TnKZkggQYQH+nSHmjAIZPO5tbabmvt56y1l0h6m6R2SXXGmIfYihuYmUw2T/sG\ngNipLVmFA3DJtGZ0a+1z1toPS1os6V/kn1gIYJqyubxSSTYRABAvaVo44KgZtWRYa8ckfSv4AjBN\nVKABxFHxJMJRWjjgGGZ0oAxIoAHEEScRwlXM6EAZ+Ak0a0ADiJdUMkigcyTQcAsJNFAG9EADiKNU\nUIHOkkDDMSTQQBnQwgEgjjiJEK5iRgdCls8XlMsXlE7y5wYgXoqve1Sg4RpmdCBkxd4/eqABxE2x\nBzqbLUQcCTC7SKCBkBUrL/RAA4gbWjjgKhJoIGTFiYMeaABxUywcsAoHXMOMDoSMBBpAXNEDDVcx\nowMhG0+gOYkQQMzQwgFXMaMDIRvvgaYCDSBmWAcarmJGB0JGCweAuGInQriKGR0IGS0cAOJqvAea\nFg44hhkdCNnxdaD5cwMQL4mEp2TCowIN5zCjAyHLUoEGEGOpZIKNVOAcZnQgZFSgAcRZOpWgAg3n\nMKMDISv2QKeoQAOIoVTSowcazmFGB0LGKhwA4iyVpAIN9zCjAyGjhQNAnKVTCTZSgXOY0YGQZalA\nA4ixdDLBRipwDjM6EDJ6oAHEWSpFAg33MKMDIaOFA0Cc+RXogvIFlrKDO5jRgZBxEiGAOEsFr305\nqtBwCDM6ELJiBZoWDgBxVNxEKsNmKnAIMzoQMirQAOKsWIFmKTu4hBkdCBlbeQOIs3TSkyQ2U4FT\nmNGBkGVp4QAQY8XXPlbigEuY0YGQ5fJ+318qqMIAQJwU29fYTAUuIYEGQpbN+Ql0kgo0gBgqVqDp\ngYZLmNGBkB1v4aACDSB+ihVoWjjgEhJoIGS5XF6epIRHAg0gfo4vY0cCDXeQQAMhy+YLSiYT8kig\nAcRQigo0HEQCDYQsm8vTvgEgtlJUoOEgEmggZLlcQckECTSAeCquA11ckQhwAQk0EDK/As2fGoB4\nSrIONBzErA6ELJsr0MIBILaKn8AVl/QEXEACDYQsl8+zBjSA2Cp+ApejAg2HMKsDIfMr0PypAYin\n4idwWXqg4RBmdSBkuXxeKU4iBBBTyfEKNAk03EECDYQsmyvQwgEgtlLjPdC0cMAdzOpAyFgHGkCc\nsQoHXEQCDYQony+oUBDrQAOIrRTrQMNBJNBAiIoVF04iBBBXKXqg4SBmdSBExXVPSaABxFWSHmg4\niFkdCFEu708YSXqgAcTUeA80LRxwCAk0ECIq0ADibrwHmgo0HJIK+wmMMRsk3SYpKemL1tpPTLj/\ndyV9RJInqV/SB6y1z4UdF1AOxQmDdaABxFUqUVyFgwo03BFqWcwYk5R0u6QNktZKuskYs2bCYdsl\nvcZae56kj0v61zBjAsqp+JEl60ADiKvk+CocVKDhjrAr0OslbbXW7pQkY8zdkm6QtLl4gLX28ZLj\nn5S0JOSYgLI5vgoHFWgA8cQqHHBR2GWxxZL2lFzfG9w2mfdL+lGoEQFlVJwwkgkq0ADiiVU44KKw\nK9DTfrtpjHmtpPdJujK8cIDyogINIO6Kr3+swgGXhJ1A75O0tOT6UvlV6Fcwxpwn6QuSNlhru6d6\nwLa2BqVSyVkNstJ0djZHHULshDXmh/pGJUktzXX8v07AeJQfY15+jPnxHQgTiURZxoMxL784jnnY\nCfRTklYbY5ZL2i/pnZJuKj3AGLNM0nck/Z61duvJHrC7eyiEMCtHZ2ezurr6ow4jVsIc86PHBiVJ\no6MZ/l9L8Htefox5+THmxyU8T8NleB1kzMvP9TGf7M1BqI2Z1tqspA9Kul/SJknfsNZuNsbcYoy5\nJTjsY5LaJH3eGLPRGPPLMGMCyol1oAHAb+NgHWi4JPR1oK2190m6b8Jtd5Rc/gNJfxB2HEAUWAca\nAPyl7FgHGi6hLAaEiHWgAcBfiYhVOOASZnUgRKzCAQBBCwercMAhJNBAiI4n0PypAYivVDJBDzSc\nwqwOhOj4RipUoAHEVzJBDzTcQgINhIgKNAD4r4H0QMMlzOpAiHLjJxFSgQYQX0l6oOEYEmggRFSg\nAaBYgSaBhjuY1YEQFXugWQcaQJwlE/5GKoUCSTTcQAINhCib9yvQrAMNIM5SyYQKkvIk0HAEszoQ\nIrbyBoDj54HkaOOAI5jVgRCxkQoASKmEn27QBw1XkEADISqedZ6gBxpAjBUr0MW2NqDakUADIWIj\nFQA4/hqYZyk7OIIEGghRfnwdaP7UAMQXCTRcw6wOhChXXIXDowINIL6KbWxZEmg4ggQaCBE7EQKA\nlAxOIqQCDVeQQAMh4iRCADjewpHLcRIh3EACDYRovAeaBBpAjBWLCDkq0HAECTQQohwJNAAcP4mQ\nnQjhCBJoIEQk0ABQ2sJBAg03kEADITrewsGfGoD4Gt/KmxYOOIJZHQhR8YQZVrEDEGcJjwQabiGB\nBkKUKxSUTHjyyKABxFhxMymWsYMrSKCBEOVyBfqfAcTeeA90nmXs4AYSaCBE+XyBTVQAxF6SZezg\nGBJoIES5fGG89w8A4irBKhxwDAk0EKJcnhYOAGAdaLiGBBoIkd/CwZ8ZgHijhQOuYWYHQpTL52nh\nABB7tHDANSTQQIhynEQIAEoFm0nRwgFXkEADIaIHGgBKK9AsYwc3kEADIcqTQAMAPdBwDgk0EKJs\nvjBeeQGAuCKBhmtIoIEQUYEGgOMtHGzlDVeQQAMh8hNo/swAxFvxZGoq0HAFMzsQkkKh4O9ESAUa\nQMwlPRJouIUEGghJcbkmWjgAxF1xQykSaLiCBBoISXHDABJoAHE3voxdnmXs4AYSaCAkxUoLCTSA\nuEtyEiEcQwINhKSYQNMDDSDukmzlDceQQAMhKVZair1/ABBX4wk0W3nDEczsQEho4QAAX4IKNBxD\nAg2EpHiyTMIjgQYQb/RAwzUk0EBIjrdwkEADiLfihlIsYwdXkEADIaGFAwB8LGMH15BAAyEhgQYA\nX/GTOFo44AoSaCAkxZNlWMYOQNyNr8JBAg1HkEADISlu5Z1K8GcGIN5IoOEaZnYgJFSgAcBHAg3X\nkEADIRlfxo4EGkDMJVjGDo4hgQZCUpwoUiTQAGKuuB4+FWi4ggQaCElxoqACDSDuPM9TMuGxjB2c\nQQINhCTHRioAMC6Z8GjhgDNIoIGQjO9EyFbeAKBEwhs/uRqodqmoAwBctXxhi849s0NrV7RHHQoA\nRO6aCxartakm6jCAWUECDYSkrblW/+0d50cdBgBUhHdcuyrqEIBZQwsHAAAAMAMk0AAAAMAMhNrC\nYYzZIOk2SUlJX7TWfuIEx3xW0nWShiS9x1q7McyYAAAAgNMRWgXaGJOUdLukDZLWSrrJGLNmwjFv\nkrTKWrta0h9J+nxY8QAAAACzIcwWjvWStlprd1prM5LulnTDhGOul/RVSbLWPilpjjFmfogxAQAA\nAKclzAR6saQ9Jdf3Bred7JglIcYEAAAAnJYwE+jprpY+cZcJVlkHAABAxQrzJMJ9kpaWXF8qv8I8\n1TFLgtsm1dnZ7Py2bp2dzVGHEDuMefkx5uXHmJcfY15+jHn5xXHMw6xAPyVptTFmuTGmRtI7Jd0z\n4Zh7JP2+JBljLpfUY609FGJMAAAAwGkJLYG21mYlfVDS/ZI2SfqGtXazMeYWY8wtwTE/krTdGLNV\n0h2S/jiseAAAAIDZ4BUKtBwDAAAA08VOhAAAAMAMkEADAAAAM0ACDQAAAMxAmMvYYQrGmBsl3Srp\nbEmXWmufDm5fLmmzpJeCQx+31v5xcN/Fku6UVCfpR9baD5c36uo22ZgH9/2VpPdJykn6U2vtT4Lb\nGfNZYoy5VdIfSOoKbvqotfa+4L4Tjj9OnzFmg6TbJCUlfdFa+4mIQ3KSMWanpD75v8MZa+16Y0y7\npG9IOkPSTknvsNb2RBVjtTPGfFnSb0s6bK09N7ht0jHmdeX0TTLmt4rXcirQEXpe0lslPXSC+7Za\nay8MvkpXJvm8pPdba1fLXyJwQzkCdcgJx9wYs1b+MotrJW2Q9H+MMcX1xhnz2VOQ9E8lv9vFF9wT\njT+vTbPAGJOUdLv8cV0r6SZjzJpoo3JWQdI1we/2+uC2v5T0U2vtWZIeCK7j1H1F/u9yqROOMa8r\ns+ZEY85ruUigI2Otfcla+/J0jzfGLJTUbK39ZXDT1yS9JZTgHDXFmN8g6S5rbcZau1PSVkmXMeah\nONFGSCca//UnOA4zt17+G/Kd1tqMpLvljzfCMfH3+3pJXw0uf1W8fpwWa+3Dkron3DzZGPO6Mgsm\nGXOJ13IS6Aq1whiz0Rjzc2PMq4PbFuuVOznuC27D6VukV47tXvljO/F2xvz0fcgY86wx5kvGmDnB\nbZONP07fYkl7Sq4ztuEpSPqZMeYpY8wfBrfNL9kc7JCk+dGE5rTJxpjXlXDF/rWcHugQGWN+KmnB\nCe76qLX23kl+bL+kpdbabmPMRZK+Z4xZF1qQjjnFMccsmWL8/1p+O8z/F1z/uKTPSHr/JA/FAvWz\ng3EsnyuttQeMMZ2SfmqMean0TmttwRjD/0eIpjHGjP/s4LVcJNChsta+/hR+ZkzSWHD5aWPMNkmr\n5Vc/l5QcuiS4DSVOZczlj+PSkutL5L9zZsxnaLrjb4z5oqTiG5oTjT/jPDsmju1SvbJChFlirT0Q\nfO8yxnxX/kfXh4wxC6y1B4OWsMORBummycaY15WQWGvHf4/j/FpOC0dlGO8lMsbMDU78kTHmTPnJ\n8/bgxbnPGHNZcILbuyR9L5Jo3VDav3WPpP9qjKkxxqyQP+a/tNYeFGM+a4LJreit8k/qlCYZ/3LH\n56in5J/8utwYUyP/BJ97Io7JOcaYBmNMc3C5UdIb5P9+3yPp3cFh7xavH2GYbIx5XQkJr+U+tvKO\niDHmrZI+K2mupF5JG6211xlj3ibpf0vKSMpL+pi19ofBzxSXVKuXv6Tan0YRe7WabMyD+z4qf+md\nrKQPW2vvD25nzGeJMeZrki6Q/5HeDkm3FHsXJxt/nD5jzHU6vozdl6y1/xBxSM4JkoXvBldTkv7N\nWvsPwRJr35S0TCxjd9qMMXdJulr+a/ghSR+T9H1NMsa8rpy+E4z530i6RryWk0ADAAAAM0ELBwAA\nADADJNAAAADADJBAAwAAADNAAg0AAADMAAk0AAAAMAMk0AAAAMAMkEADwDQZYzYaY2pDfPxbjTHp\nsB7/BM/3HmPMt07xZz9ljHnnJPfdaoz51GnG9iljzI2n8xgAEBYSaACYJmvthdba0RCf4mOSakJ8\n/IlOaSMAY8w8Sb9trf3GbD7uBP8kfzwAoOKkog4AAKqFMSYvqclaO2SM2Snpq5JeL2mhpE9baz8X\nHLdT0l3Bfa2Sbiu5b/wxSq43S/pk8DSPBbddY63tLXnupKQfSuqQvzPmL+XvAJYxxrxH0s2Sjkk6\nR1KPpLdZaw8FW3jfLn83scOSnpU031p7o165pb2MMe+W9AH5c0OvpA9Ya18+wVC8Ylt7Y0yrpC9J\nWifpoKQ98nctU/D8fyfpNZJqJT0XPO6gMWaxpK9Jmi9pm/yizo+ttZ+z1h4wxhwxxlxhrX1ssv8T\nAIgCFWgAODUFSfXW2ivkb237j8aYhpL7Oq21l0i6UtJHjTHnTPVY1to/CS6/Kqh095YeYK3NSbrZ\nWnuppHPlb839vpJDLpH059bacyRtkvSh4PZbJC2RtEbS6yRdrBNUiI0xV0m6UdJrgrg/LenLk8T7\nWkmPl1z/mKQea+0aSW+Xn6wXn+MjwX2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VksRPd4zaPaVuNKhNZGXmkrhGqMdOLcl4l5n9d+CjQILKmuoP+RqVxMqkppeJ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\nF7jTr3ikMXS0ZcIOQSRWOlq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0o1XLWrwuB6ibxVo4Pl7++IG6VQOE1OBoVvFYVB2twd//GUBwzN2JgwCNMFms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\nCLOV0Czpv5X/ml+U77vGWjs65+/eIGm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8+waWtX14F5FQRJueSE1a3rqE4eQIByYm10tvqo/S0VLHzl5thCKTijqdy1p7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\naVmz3lS2D3wEHq0y2NCsl+TainWdBfb6zH8GbFX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2kCkw4FBEsnRlFZljHnvpMACbzpk/4zFPHn4WA4OLOjeUKiwRqXABj5/z561n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\ns3A0rIGWNMGqDHS7Wyzn3e62WegsbHCrpL1nAC3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N32kuRGcT4hDAisBFqJQqtkTv4kLapQb7mZuo+ePzwbg7WvDdtXS2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\nEyGXK5ATHgAAAABJRU5ErkJggg==\n", 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UReFWSim7L2bSpjMwLsaXFVPCsbe1Msv9hBCip0hoFkKIPujilwXsv5KFo50Vby+OY9gQ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\nOdIhw8S0Bh1ncy9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HC2NRB7p36vqy5greT9xKZUsVI7zjWB25BGvLzvVxFqK/aNI1cyTr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\n7qAGh5P/XruPzNyTjBzcl9/cm0yAnzef5H/OukOb8fPy5ZHRC0jqb3i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glOoBHC6tSlxXoE8gdxt38O25XyEhKI79VYf56cHfsL8qF0//6GR6egQP3Z/D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\nRERiTmEuIiISc/8PZSXF3neA21UAAAAASUVORK5CYII=\n", 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GfOdd1z8GOMaY/+ZXlf5RmL4Gr+ulvK2SF2tf5VJvAwAlySt4X/6dLI3PD25x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\nxphaa+2WMaYC+EvgfcDbgRVr7S8bY34KiFlr3/+Qp9LSeOJ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IjkgysXIxUPW2Z/7mTRr1B0A28AOl1GPmlCWEEPcewzA4dbWKrYfzaG7rZnhk\nCBvT7UxM8T1S35aTSVlrBSH+IWywr2ZW4jQ5Sl3ctt6a+X6lVJjW+k8+sFFKhQFdWmuH1nqvueUJ\nIcS9odQTqed4IvXVs1NY8rBvkXpzdwuZefs4XXkegJkJU1mZupTwwCFmlS0Gid6a+U8ADbzwie1P\nAAr4e7OKEkKIe0VHl4Odxwo5cK4Ul2HwoC2GJxfYiBnm/frgTpeTd8pPsafgLTocnYwcMoINajUp\nEqmLO6S3Zj4fePYG238PXEKauRBiADMMg9PvV7H1UB5Nbd0MHxbCU+k2JqXG+DROQVMRW3Umpa3l\nhPgHs96ewaOJ0yVSF3dUb83cT2vt/ORGrbVTKeUysSYhhLirympa2ZKdw4cljQT4W8l4NJml00YT\n4O/n9Rgt3a1k5u/jVMU5AKbFP8TqtMckUhem6K2ZB9/kM/MhQKC5ZQkhRN/r6HKw+3gR2eeu4XQZ\nPJAWw5MLbcT6EKm7DBfHyk6xq+AtOhwdJA5JYIN9NanDxphXuBj0emvmW4HfK6X+XGvdBKCUGgY8\nD2zvi+KEEKIvGIbB2Q+refVgLo2t3cREBPNUup0H0nyL1Aubitmak8m1ljKC/YJZZ1vFo4nT8bN6\nv0cvxO3orZn/M/AiUKaUyvVsswG7gB+YXZgQQvSF8to2tmTn8EFxA/5+VlbNckfqgQG+Req78t/k\nRMVZwB2pZ6QtY2hguFllC/EnbtrMtdY9wCallA140LP5gtY692bPEUKI/qKz2x2pZ511R+qTUqN5\naqGN4ZHerw/uMlwcLz/Nrvz9tDs6GBEWzwa1mrRhySZWLsSn3fLa7J7mLQ1cCDEgGIbBOV3Dqwdz\naWjpInpoME+l23ggLQaLxeL1OEXNJWzVOyhpKSPYL4i1tpXMTpwhkbq4K0xfaEUpVQQ0A06gR2v9\nsFIqCvdn8klAEbBea91odi1CiMGtos4dqb9f1IC/n4UVM8ewbEYSQT5E6q3dbewqeJMT5WcxMJga\nN5nVacuICBpqYuVC9K4vVk0zgLla6/rrtn0TyNZaP6eUetZz/5t9UIsQYhDq7Haw+0QRWWfckfrE\nlGieSrcR52OkfqL8DLvy99PmaGdEWDzr7RnYIlNMrFwI7/TVEqifzK5WAnM8t18CjiDNXAhxhxmG\nwXldwyvXRepPLrTxoM23SL24+RpbdSbFLdcI9gtiTdpy5o58RCJ1cc+4ZTNXSv0r7r3rj/7mG0AT\ncFJrfciERjdrAAAgAElEQVSL1zCAA0opJ/C81voFIE5rXeX5eRUQ53PlQgjRi8r6drZk53C1sB5/\nPwvLZybx2IwxvkXqPW3syt/PifIzGBhMiXuA1WmPMSwowsTKhfCdN3vmcbiXQs3E3dBXAueA9Uqp\n7VrrH97i+Y9orSuUUrFAtlLqw+t/qLU2lFLGbdQuhBCf0tXtZM/JIvafLsHpMpiQHMXGdDtxUb5F\n6icrzrIz/03aetqJD4tjgz0De2SqeYUL8RlYDKP3PqqUOgCs01o3eO4Pw73GeQZwWms9ztsXU0p9\nD2gFvoT7c/RKpVQCcFhrPbaXp0qzF0L0yjAMTl2p4IWdV6hp6CBmWAhfWjWBGRMTfIrUC+qL+Z/z\nr5JXX0SwfxDrxi9nqX0e/hKpi77l/V9avNszT/yokQNorRuVUgla62alVGdvT1RKheK+xnuLZ+nU\nRbgvOLML+ALwU8/3zFsVUVPT4kWpA1NsbPignf9gnjvI/L2df1V9O1sO5HCloB4/q4XHZiSxfMYY\nggL9qK1t9eq12nva2VXwFsfKTmFg8NDw+1ljW86woAga6to/61Ruy2D+/Q/muYN7/r7wppm/r5T6\nDe6rwVmAzwMfKKWCcJ9u1ps4YIdS6qPX2qK1zlJKnQO2KaWewXNqmk9VCyEE0NXjZO/JYvafLsbh\nNBg/JpKn0u0kRId5PYbLcHGq4jw78/fR2tNGfOhw1tszUFFpJlYuxJ3lTTP/IvBd4D89948AT+Nu\n5Mt6e6LWuhB44Abb64GFvhQqhBAfMQyD93JreflALnXNnUSGB/HkAhsPqVifIvVrLWVs1TsobC4h\n0C+QjNRlzBs1C39rX53oI8Sd4c0V4JqAb9zkx9V3thwhhOhdVUM7rxzI5VJ+HX5WC8umJ7F8ZhLB\ngd434PaednYXZPFO2UkMDCYPn8SatOVEBg8zsXIhzOPNqWlxwM+BJK31o0qpScBMrfWvTa9OCCE8\nuj2R+pueSH1cUiSbFvkeqZ+uOE+mJ1KPC41lvT2DsVE2EysXwnzevJV9AXgTuN9zXwNbAGnmQog+\n4Y7Uc6htckfqG+anMXXscB8j9XJPpF5MoDWAValLmT/qUYnUxYDg7dHsv1JKfRlAa92llHKZXJcQ\nQlBZ18Z/br/IRU+kvnTaaFY8MsbHSL2DPYVZvF16AgODB2Mn8rhthUTqYkDx5l+EQyn18dtfz3nm\nQghhmu4eJ2+eLmHfqWJ6HC7Gjh7GpkWKETHeR+qGYXC68jyZefto6WlleGgM620ZjIu2m1i5EHeH\nN838DdyR+lCl1J8Bf4n7NDUhhLjj3sur5eVsd6QeNTSY9fNSfY7US1vK2ZaTSX5TkTtST1nKvNGP\nEiCRuhigvDma/adKqU1AJO5T0X6ptd5semVCiEGlprGDVw7k8l5eLX5WC0seHs3TqybQ1tLrtan+\nRIejgz0FWRz1ROoPxE7kcdtyooIjTaxciLvPq7epnuYtDVwIccf1OJy8eaqEvddF6hvT7STGDiE0\nOMCrZm4YBmerLvBG3h5auluJDYlmnT2D8dGqD2YgxN1302aulNp+3d1PrpqG1lqu2iaE+Ewu5dfy\ncnYu1Y0dRAwJZMP8NKaNi/MpUi9rrWCrziS/qZAAawDLkxezMGmOROpiUOntb/tez/epwMO498wt\nwFPAGZPrEkIMYLWNHbxyMJcLubVYLRYWTR3FqlnJhAR534A7HJ3sK8zmSOlxXIaL+2Mn8HjaCqJD\nJFIXg89N/+VorX8P4DklbbbWusNz/3ngYJ9UJ4QYUHocTvafLmHPSXekbh81jE2L7IyMHeL1GB9F\n6jvy9tLc3UJMSDTr7asYH93bwotCDGzevA2OAbqvu9/t2SaEEF67XFDHluwcqhs6GBoWyJ8tSWP6\neN8i9fLWSrblZJLbWECA1Z/lyYtYOHoOAX4BJlYuxL3Pm2Z+GNirlHoJd8z+Oc82IYS4pdqmDl49\nmMe7OTVYLLBwykgyZqUQGux9pN7p6GRf4QEOlx7DZbiYGHMfa20riQmJMrFyIfoPb/41/RXwf4C1\nnvt7gN+YVpEQYkDocbh460wJe04U0e1wkTYygk3pdkbHeb9Os2EYnKt6jzdy99DU3UxMcBTr7KuY\nEDPOxMqF6H+8Oc+8G/gPz5cQQtzSlcI6tmTlUNXQwdDQAD6/RDFjfLxPkXplWxW/uvJbrlRrAqz+\nPJacTvrouRKpC3EDvZ2a9izwn1rrtpv8PAz4S631c2YVJ4ToX+qaOnn1UC7ntTtSX/DQSFY/mkxo\nsPcNuNPRxZtFBzh07R1chosJ0eNYZ19JTEi0iZUL0b/1tmfeClxUSp0BTgJluD8zTwSm4z5d7Rem\nVyiEuOc5nO5IffeJIrp7bj9Sf7f6Em/k7aGxq4no4EiembKBpMAUEysXYmDo7dS0/1JKvQCsAOYD\nSzw/KsJ9vfantdZdplcohLinXS2qZ0tWDpX17YSHBvC5RYoZE+Kx+hSpV7MtJxPdkIe/1Z+lYxay\nKGkeifFR1NS0mFi9EANDr5+Zez4vf93zJYQQH6tv7uTVQ3mc+7DaHalPHsnq2b5H6vuLDnLo2js4\nDSf3RSvW2VYxPFTOfhXCF3K9QyGETxxOF9lnr7HreBFdPU5SE4eyKV2RFO9bpH6h5jKv5+6msauJ\nqOBI1tpWMinmPp8OkhNCuEkzF0J47f2ierZk51BR186QkACeSrfxyMQEnyL1qrZqtuXs5MOGXPwt\nfixJms/iMfMJ9As0sXIhBjZp5kKIW2po6WLroVzOfFCNBZj3YCJr5qQQ5kOk3uXsZn/RQQ6WvI3T\ncDIuys56+yqGh8aaV7gQg4TXzVwpFau1rjGzGCHEvcXhdHHgXCk7jxXS1eMkZcRQNi2yMyZ+qNdj\nGIbBxZorvJa7m4auRiKDhrHWvpL7Y8ZLpC7EHXLLZq6UmgZsA/yAkUqpqcCXtNZfNrs4IcTd80Fx\nA1uycyivbWNISABPLrQxa5JvkXp1ew3bcnbyQX0OfhY/Fnsi9SCJ1IW4o7zZM/8FsAz3Eqhorc96\nrtMuhBiAGlq62HY4j9PvV2EB5j6YyJrZKQwJ8T5S73Z281bRIQ6UHMVhOBkbaWO9fRVxYcPNK1yI\nQcybZh6otb6qlLp+W/fNHiyE6J8cThcHz5eSeayQrm4nyQnhbFqkSE7wLVK/VHuV13J3U9/ZwLCg\nCNbaVvJA7ASJ1IUwkTfNvFMp9fE5J0qp+4AO80oSQvQ1XdLA5qwcymrbCAv254klikfvH+FjpF7L\n9tydvF+n8bP4sShpHouT5hPsH2Ri5UII8K6Z/xh4CxjhideXAJtMrUoI0ScaW92R+qmr7kh9zgMj\neHxOqs+RelbxYbKLj3wcqa+zryJeInUh+ow3zfwE7jXMF3vu/7PWOs+8koQQZnO6XBw6X0bmsQI6\nupyMiXdH6ikjfIvUL9e+z2u5u6jzROqP21bwYOxEidSF6GO9NnOllBU4qbUeB/x335QkhDBTzrVG\nNmdpSmvckfrnFytm3z8Cq9X7BlzTXsdruTu5UvchVouV9NFzWTJmgUTqQtwlt7o2u0spVaKUitJa\n19/OCyil/IBzQKnWeoVSKgrYCiThXrRlvda68XbGFkJ4r6mtm+2H8zhxpRKA2fcn8PicVMJDvT9N\nrNvZQ3bxYbJKjuBwObBHprHBvor4sDizyhZCeMGbmL0ZuKCU2gt8tLa5obX+ey9f46+B94GPDqL7\nJpCttX7Os2b6Nz1fQggTOF0uDr9bxo533JF6Ulw4mxbZSU2M8Gmcy7Xvsz1nF3Wd9UQEDuVx23Im\nD79fInUh7gHeNPOrni8AA/ea5oY3gyulRuI+R/1HwN96Nq8E5nhuvwQcQZq5EKbILW1kc1YO16pb\nCQ3y53OL7Mx5INGnSL22o57XcndyufYDrBYrC0bPZtmYhQT7B5tYuRDCF7ds5lrr73+G8X8B/B1w\n/VE1cVrrKs/tKkDyOSHusOa2brYfyeP4ZXekPmtSAmvnpjLUh0i9x9lDdskRsooP0+NyYBuWwnp7\nBiOGxJtVthDiNnlzOdd/5QZ75LeK2ZVSy4FqrfUFpdTcGz1Ga20opbzay4+N9X55xYFoMM9/MM8d\nfJu/0+nizZNFbH7zA9o6HaSMiOCrj09i7Jgon17z3fIrvHhhG1WtNUQGR/C5Bx7nkdFT7kqkLr//\nwTv/wTx3X3kTs7fxv008BFgOnPXieTOBlUqpZUAwMFQp9UegSikVr7WuVEolANXeFFpT0+LNwwak\n2NjwQTv/wTx38G3+eWVNbM7SlFS5I/WN6XbmPeiO1L0do66jntdyd3Op9ipWi5X5ox5lWXI6If7B\n1Na2fpap3Bb5/Q/e+Q/muYPvb2R8jtmVUj8CXvfied8CvuV5zhzg/2qtP6eUeg74AvBTz/dMnyoW\nQvyJ5vZuXjuSz7FLFQA8MiGedfPSGBrmW6R+oORt3io+SI/LQdqwZDbYV0ukLkQ/cTvrmbcCo2/j\neR/t3f8E2KaUegbPqWm3MZYQg57LZXD0vTJeP1pAe5eDUcOHsGmRHdvIYT6Nc7VOsz0nk5qOOoYG\nhvNU2mNMjXtQjlIXoh/x9jPzj1iBh3CfauY1rfVR4Kjndj2w0JfnCyH+VH55E5vfyqG4qoWQID+e\nWmhj3uRE/KxWr8eo62jg9bzdXKy5gtViZd6oWTyWnE6If4iJlQshzODrZ+YO4FfAG6ZVJIS4qZb2\nbl4/ms/bF92R+ozx8ayfl0rEEO+vvNbjcnCw5G32Fx2kx9VDasQYNqjVJA5JMKtsIYTJvGnm72it\nD16/QSk1HzhkTklCiE9yuQzevljO60fzaet0kBgbxqZ0O2p0pE/jvF+n2Z6zk+qOWsIDh/Bk6hoe\njp8skboQ/Zw3zfxnwIOf2PbzG2wTQpigoLyZzVmaosoWggP9eGKBjfmTE/H38z5Sb+hs5LXc3bxX\ncxkLFuaOfITHkhcRGiCRuhADwU2buVLKBthxn1K2jP89z3wY7lPUhBAmau3oYev298g6VYwBTB8f\nx/p5aQzzIVJ3uBwcKnmHN4sO0O3qISViDBvsGYwMH2Fe4UKIPtfbnvkjwJ8Bw3Ffxe0jzcA3TKxJ\niEHNZXgi9SOeSD0mjE2LfI/UP6jPYXvOTqraaxgSEMZ6tZpp8ZOxWrzfoxdC9A83beZa698Dv1dK\nPa21frHvShJi8CqscEfqhRUtBAX68czK8UxTsT5H6q/n7eFC9SUsWJgzcibLkxdLpC7EAObNRWNe\nVEpFAAr3ldw+2v62mYUJMZi0dvTwxtsFHL1Q5o7U74tj3bw07CkxXl8Fy+FycPjaMfYVHaDb2U3y\n0CQ2qNWMkkhdiAHPm/PMN+A+CC4KKAXSgIvAZHNLE2LgcxkGxy5V8NqRfFo7ehgR4z5KfWySb5H6\nh/W5bMvZSVV7tTtSt61iWsJDEqkLMUh4czT7t4EpwH6t9YNKqXRgnbllCTHwFVe28McsTUF5M0EB\nfqyfl8bCKSN9itQbu5p4I3cP56svYsHC7MQZrEhZTGhAqImVCyHuNd40c4fWukop5Q+gtc72XF9d\nCHEbWjt62PF2AUc8kfrD44azfl4aUUO9Xx/c6XJyuPQYewuz6XZ2M2boaDaoDEaHjzSvcCHEPcub\nZt6plLICeUqpvwKKgTBzyxJi4HEZBscvVbDdE6knRIeyMd3OfT4uT5rTkMfWnJ1UtlURFhDKOttK\npidMkUhdiEHMm2b+j8BQ4Fncl3KNAP7CzKKEGGiKK1vYnK3JL3NH6uvmpZI+ZZTPkfqOvL2cq3oP\nCxZmJU5nZcoSwiRSF2LQ67WZK6X8AJvW+hDQCCzok6qEGCDaO91HqR++UIZhwNSxw9kw3/dI/Ujp\ncfYWZtHl7CYpfBQbVAZJQ0eZWLkQoj/ptZlrrZ1KqS8Dz/dRPUIMCC7D4MTlSrYfyaOlvYf4qFA2\nLrIz3sdI/f3qHJ4/+zIVnkj98bQVzBgxVSJ1IcSf8CZmP6SUWqe13m56NUIMACVVLWzOziGvtInA\nACtr56ayaKpvkXpTVzM78vZytuoCFiw8MmIaK1OXMCRADlcRQnyaN838aeAbSqmXcC+HCmBorYeb\nV5YQ/U97Zw+Z7xRy8N1SDAOmqFieWGDzOVI/WnqcvYXZdDq7SI1MYk3qCsYMHW1i5UKI/s6bZj7F\n9CqE6McMw+DElUq2H86jub2HuMgQNi6yMyE52qdxchsK2JaTSXlbJaH+ITyh1pAxaQF1dW23frIQ\nYlDz5nKuRUqpoUCa1vrdPqhJiH7jWnUrm7M0uaVNBPpbeXxOCoumjibA35dIvcUTqbv/ec1MeJhV\nqUsZEhiG1SqfjQshbs2by7kuw30AnAtIUkpNBb6rtV5hdnFC3KvaOx1kHivg0PkyXIbBQ3Z3pB4d\n4Vuk/nbZSfYUZNHp7GRUeCIb7KtJjpBIXQjhG29i9n8CHgb2AWitzyqlUk2tSoh7lGEYnLpaxbbD\neTS1dTM8MoSN6XYmpvgWqec1FrItJ5Oy1gpC/EPYYM9gVuJ0OUpdCHFbvGnmaK0rlFLXb+o2pxwh\n7l2lnkg9xxOpr340mSXTRhPg7+f1GM3dLWTm7eN05XkAZiZMZWXqUsIDh5hVthBiEPCmmTcrpeI/\nuqOUmgs0mFaREPeYji4HO48VcuBcKS7D4EFbDE8usBEzzPv1wV2GyxOpv0WHo5NRQ0awXq0mJSLJ\nxMqFEIOFN838H3BH7GOUUkcBG7DS1KqEuAcYhsHp96vYesgTqQ8L4al0G5NSY3wap6CpiK06k9LW\nckL8Q1hvz+BRidSFEHeQN0ezn1ZKzQdmejad1FrLnrkY0MpqWtmclYO+1kiAv5WMR5NZ6mOk3tLd\nSmb+Pk5VnANgWvxDrE57TCJ1IcQd59Vn5p7H+QGG57sQA1JHl4Ndx92RutNl8EBaDE8utBHrY6R+\nrOw0uwr20+HoIHFIAhvsq0kdNsa8woUQg5o3p6atAX4DfHSO+YtKqS9rrXeYWpkQfcgwDM58UM3W\nQ7k0tnYTExHMU+l2HkjzLVIvbCpha84OrrWUEewXzDrbKh5NnI6fVd4DCyHM482e+Y+BmVrrHACl\nlA3YDUgzFwNCWW0bW7I0H5Y04u9nZdUsd6QeGOBbpL4r/01OVJwF3JF6RtoyhgaGm1W2EEJ8zJtm\n3vFRIwfQWucqpdpNrEmIPtHZ7WDX8SKyz17D6TKYlBrNU+l2hvsYqR8vP82u/P20OzoYERbPBrWa\ntGHJJlYuhBB/yptmvlMp9Y/AbwEL7oVXMpVSoQBaa2nsol8xDIOzH1az9VAeDS1dxEQE8+RCGw/a\nYn0ap6i5hK06k5KWUoL9glhrW8nsxBkSqQsh+pw3zfy7nu//9Int36eXA+KUUsHAUSAICAR2aq3/\nQSkVBWwFkoAiYL3WutHnyoW4DRV1bWzOyuGD4gb8/aysfGQMy6Yn+RSpt3a3savgTU6Un8XAYGrc\nZFanLSMiaKiJlQshxM15c2rabZ0Mq7XuVErN01q3K6X8gWNKqVm4z1HP1lo/p5R6Fvim50sI03R2\nO9h9ooisM+5IfWJKNE+l24iLDPV6DJfh4kT5GXbl76fN0U5CWBwb7KuxRaaYWLkQQtyat6emoZQK\nvP7x3sTr1z0mEPcefAPuZj7Hs/0l4AjSzIVJDMPgvK7hlYO5NLR0ET00mKcW2njAFoPFYvF6nOLm\na2zVmRS3XCPYL4g1acuZO/IRidSFEPcEb05NWwv8Aki8brNX55srpay4T2lLBX6ltb6qlIrTWld5\nHlIFxPlctRBeqKhr4+XsHK4WNeDvZ2H5zCQemzGGIF8i9Z42dufv53j5GQwMpsQ9wOq0xxgWFGFi\n5UII4Rtv9sz/FVgDvKu1dvoyuNbaBTyglIoA3lJKzfvEzw2llOHLmELcSle3kz0ni9h/ugSny2BC\nchQb0+3ERfkWqZ+sOMvO/Ddp62knPiyODfYM7JGyYKAQ4t5jMYzee6lS6oTWemavD/KCUuo7QAfw\n58BcrXWlUioBOKy1HnuLp0vDF7dkGAYnL1fwws4r1DZ2EBsZwpdWTWD6hASfIvWC+mL+5/yr5NUX\nEewfxLrxy1lqn4e/ROpCiL7j/X9aeLdn/t9KqR8CbwCdH23UWr/f25OUUjGAQ2vdqJQKAdKBHwC7\ngC8AP/V8z/Sm0JqaFm8eNiDFxoYP2vl7O/eq+na2ZOdwpbAeP6uFx2YksXzGGIIC/aitbfXqtdp6\n2tld8BbHyk5hYPDQ8PtZY1vOsKAIGuruzhmYg/l3DzL/wTz/wTx3cM/fF94083jgb4HPA9fH7Le6\nKkYC8JLnc3Mr8Eet9UGl1AVgm1LqGTynpvlUsRDX6epxsvekO1J3OA3Gj4nkqXQ7CdFhXo/hMlyc\nqjjPzvx9tPa0ER86nPX2DFRUmnmFCyHEHeRNM/86kKq1rvBlYK31ZWDyDbbXAwt9GUuITzIMg3dz\nann1YA51zV1Ehgfx5AIbD6lYnyL1kpZStulMCptLCPQLJCN1GfNGzcLf6vWJHkIIcdd58z9Wsa+N\nXAgzVTW083J2LpcL6vCzWlg2PYkVM92Rurfae9rZXZDFO2UnMTB4cPgkHk9bTmTwMBMrF0IIc3jT\nzE8rpV4BtuP+zNwCGFrrfaZWJsQndPU42XeymDdPF+NwGoxLimTTIt8j9dOV75KZt5fWnjbiQmNZ\nb89gbJTNxMqFEMJc3jTzKbiPJv+rT2yXZi76zIXcGl45kEttUyeR4UE8scDGFB8j9Wst5WzL2UFB\nUzGB1gBWpS5l/qhHJVIXQvR73lzOdW4f1CHEDVXWtfGf2y9yMd8dqS+dNpoVj4whOND7Btze08Ge\nwizeLj3hjtRjJ/K4bYVE6kKIAcObK8BZgS8CNq31s0qpMcAIrfUJs4sTg1d3j5M3T5ew71QxPQ4X\n45Ii2ZhuZ0SM95G6YRicqXyXHXl7aelpZXhIDOvtGYyLtptYuRBC9D1vdm/+DfclVycDzwKtwC+B\nqSbWJQaxi3m1vHwgh5rGTqKGBrN+XipTxw73KVIva61gq95BflMRAdYAVqYsYf7o2QRIpC6EGIC8\n+Z9tHvAgcB5Aa12rlAoytSoxKNU0dvDKgVzey6vFz2phycOjeXrVBNpaOm/9ZI8ORwd7C7I5WnYC\nl+HigdgJPG5bQVRwpImVCyHE3eVNM+/UWruUUsDHsbtPl5kTojc9DidvniphrydSHzt6GBvT7STG\nDiE0OMCrZm4YBmerLvBG3h5auluJDYlmnT2D8dGqD2YghBB3lzfN/LJSahNg9Xxe/g/AO6ZWJQaN\nS/l1vJydQ3VjBxFDAtkwP41p4+JuI1LPJL+pkABrAMuTF7MwaY5E6kKIQcOb/+3+Fvfn5gnAGdzX\nVv+GmUWJga+2sYNXDuZyIbcWq8VC+pRRZDyaTEiQ9w24w9HJvsJsjpQex2W4uD9mPI/bVhAdEmVi\n5UIIce/x6n9OrfWfX39fKTXUnHLEQNfjcLH/TAl7TxTR7XBhHxnBpkWKkcOHeD2GYRicq3qPN/L2\n0NzdQkxINOtsK5kQM87EyoUQ4t7lTTM/ivsAuOsd4QbXXReiN1cK6ticnUN1QwdDwwL5wpI0po/3\nLVIvb61kW04muY0FBFj9WZ68iIWj5xDgF2Bi5UIIcW+7aTNXSgUAgbg/Kw+97kfDgNAbP0uIT6tr\n6uTVg7mcz6nBYoGFU0aSMSuF0GDvI/VORyf7Cg9wuPQYLsPFxJj7WGtbSYxE6kII0eue+beB73pu\nX78gdAvwc9MqEgNGj8NF1tkSdh93R+ppIyPYlG5ndJz36/R+HKnn7qGpu5no4CjW2VcyMeY+EysX\nQoj+5abNXGv9feD7Sqn/0lr/Zd+VJAaCK4V1bMnKoaqhg6GhAXxusWLmhHifIvWKtir++8r/cLU6\nB3+rP8uS00kfPZdAidSFEOJPeHNtdmnkwmv1zZ28cjCX89odqS94aCSrH00mNNj7Btzp6OTNooMc\nuvYOLsPFhOixrLOvIiYk2sTKhRCi/5ITccUd4XC6eOtMCbtPFNHd4yItMYJNi3yP1N+tvsgbeXtp\n7GoiOjiSZ6ZsICkwxcTKhRCi/5NmLj6zq0X1bMnKobK+nfDQADam23lkYgJWHyL1yrZqtuVkohvy\n8Lf6s3TMQhYlzSMxPoqamhYTqxdCiP5Pmrm4bfXNnWw9lMfZD6vdkfrkkWTMTub/b+/Oo6M6zzyP\nf7WB2Dex74v0eMVggzdsA8ZgY2MWY1aTuJNMJp1OTpKePlmcniwzPXOy9HSPO92ZmaQ7ixMSB7wg\nwCsyBrxhbAw2tsGPxCJ2xC60oLVq/rhXtqIgqDIUUql+n3M43Kpb9d7nkQ48dZ976307xdVSr+aF\nsKVeH63nql7GvNxZ9OmYk8DIRUTaFhVziVtdfYSCzftZ9Vox1bX1jBzYlSVTjaH94mupbz32Pk8V\nreZ0dSk9s3vwYO5MRudcFddNciIiomIucdpRfJKlBYUcPlFJ5w5ZLJ6aG3dLvaTiKMsLV/LRqSIy\n0zK4Z9gU7h46mXYZ7RIYuYhI26ViLjE5VVbNspeLeGvHUdKAydcPZM7tI+jcIfaWenV9DS8Ur2Xt\nvleoj9ZzZc885ufNok/H3okLXEQkBaiYy3nV1Ud4afMBVr6+h+qaekYM6MqSaXkM6xf79PzRaJT3\njn3Ak0WrOVV9mh7tu/Ng3kyuy7laLXURkUtAxVya9dHeUywtKOTQ8Qo6d8hi0fRcbhsdZ0u98hhP\nFK5kx8lCMtIymDZ0MvcMm0J7tdRFRC4ZFXP5C6fKqlm+biebtpeQBkwaM4AHJo6Mq6VeU1/DC8Uv\ns3bfBurClvq8vFn0VUtdROSSUzGXj9XVR1j7zgHyXwta6sP7d2HJNGN4/zhb6sc/5MnCVZyqPk33\n9t14MHcmY3pfo5a6iEiCqJgLAL7vFEvXFHLweAWdsjNZeI9x+3UD4mqpH608zhNFK9l+wtVSFxG5\njMv9OiQAABsQSURBVFTMU9zp8qCl/uaHQUt94pgBzP0ULfU1e9dRsHc9ddF6ruiRy7y8WfTr1Cdx\ngYuIyMdUzFNUfSTC2ncOkv/qbqpq6hnarwufmWaMGBBfS/3949t5smgVJ6pO0b19N+bm3s/Y3teq\npS4ichkltJib2WDgd0AfIAr80t1/ZmY9gWXAUKAYmO/upxMZi3yicP9plq5xDhwLWuqfvdu447oB\npKfHXoCPVZ7gyaKVfHDiI9LT0pk6ZBL3DJtCdmb7BEYuIiLnkugz81rgb939XTPrDLxjZgXA54AC\nd/+pmX0b+E74RxKotLya5et2sfHDIwDccV1/5k4cSZeOsV/TrqmvpWDvOtbsW09dpI68HqNYkDeL\nfp36JipsERG5gIQWc3c/AhwJt8vNbAcwEJgJTAxf9hiwHhXzhKmPRHh5S9BSP1tdz9C+XVgyLY+R\nA7vFNc77x7fzROEqTlSdpFu7rszNncH1fa5TS11EpIVdtmvmZjYMGAtsAvq6e0m4qwTQaV2CFB04\nze9fLOTAsXI6ts9kybQ8Jo0ZGFdL/fjZkzxZtJL3j+8gPS2du4ZMZPqwKWRnZicwchERidVlKeZh\ni/0p4OvuXmZmH+9z96iZRS9HHKmktKKGJ9ft5PUPgpb6baP78+CkkXSNo6VeW19Lwb71rNm7jtpI\nHbndR7DA5tBfLXURkVYlLRpNbB01syzgGeB5d380fO4jYJK7HzGz/sA6d7/iPMOo2Meovj7C8xuL\nWfr8Diqq6hgxoBtfnjuaK4b1jGucLYc+4Ddbl1NSfowe2d34zJi5TBgyTi11EZHLI67/bBN9N3sa\n8Ctge0MhD60CHgZ+Ev6df6Gxjh0rS0iMyaB37y4x5b/zQClL1zj7jpbToX0mD03NY/LYoKUe68/v\nxNmTPFm0mm3HPyQ9LZ07B9/OvcOn0iEzm+PHyy82lbjFmntbpfyVf6rmn8q5Q5B/PBLdZp8ALAG2\nmdnW8LlHgB8Dy83sC4RfTUtwHG3amYoanly/i9fePwzAhGv6MW/yKLp2iq+l/tK+V3hx79qPW+rz\n82YzoHO/RIUtIiKXSKLvZn8NSG9m912JPHYqiESirH/3IE9v2E1ldR2D+3RmybQ8cgd1j2ucD084\nTxTmc+zsCbq268LiUfcxvu9YtdRFRJKEZoBLUrsOlrJ0TSF7S8ro0D6DxXflMvn6gWSkN/fZ6S+d\nOHuKp3au5r1jH5Cels7kwbdx3/CpdMjskMDIRUTkUlMxTzJnKmt4av0uXt0WtNRvvaYf8yaNpFvn\n2Gdeq43UsXbfK7xQvJbaSC0juw1jgc1hYOf+iQpbREQSSMU8SUQiUTa8d4inN+yioqqOQb07sWSa\nkTc4vpb6jhOFLC/M5+jZ43TJ6swie4Ab+12vlrqISBJTMU8ChftO8bNlW9l7pIzsdhksmpLLnTfE\n11I/WXWKp4qe4d1j75NGGpMGTeC+4dPomKWWuohIslMxb8XKKmt4asNuXt12iGgUbrm6L/Mmj6J7\nHC31ukgdL+97leeLX6ImUsuIbkOZnzeHwV0GJDByERG5nFTMW6FIJMor2w7x1PqgpT60XxcW3jkK\nG9IjrnE+OlnE8sJ8SiqP0TmrE/NtDjf1u570tNjP6EVEpPVTMW9l9hw+w9I1zp7DQUt9wZ2jWHjP\nlZw6WRHzGKeqTvPUzmfYenQbaaQxcdCtzBh+t1rqIiJtlIp5K1F+tpanN+xiw7uHiAI3XxW01Ht0\naU9mRmxn0nWROtbtf43nil+ipr6G4V2HssBmM7jLwMQGLyIiLUrFvIVFolFe23aYJ9fvovxsLQNy\nOrFkah5XDP00LfWVlFQeDVrqubO4qf8NaqmLiKQAFfMWVHzkDEvXFLL70Bnat8tg/uRR3DVuUMxn\n4gCnq0t5uugZ3jn6HmmkccfAW7h/xN10zOqYwMhFRKQ1UTFvAeVna1nxym7Wbz1IFLjxyj4suDOX\nHl1iv0u9PlLPugOv8dyeAqrraxjWdQgL8mYzpOugxAUuIiKtkor5ZRSJRnl922GeCFvq/Xt1ZMnU\nPK6Mc3nSwlM7WVa4kiMVJXTK6siDuTO5uf84tdRFRFKUivllsvdIGUsLnF0Hz9A+K4N5k0cyddzg\nuFvqK3Y+y+aSd0kjjdsG3MTMkdPppJa6iEhKUzFPsMqqWla8soeXtx4gGoVxV/Rh4Z2j6Nk1O+Yx\n6iL1rN33Cs/uWUN1fQ1Duwxmgc1maNfBCYxcRESShYp5gkSiUTZ+cITl63ZSVllLv54deWhaHlfH\n2VIvOrWLpzavYv+Zw3TK7Mhcu59bBoxXS11ERD6mYp4A+0rKWFpQyM4DpbTLSufBSSOZNj6+lnpp\n9RlW7HyWt0u2kkYaEwbcxMyR99A5q1MCIxcRkWSkYn4JVVbVkf/qbtZuCVvq1puFU3LjaqnXR+rZ\ncPANnt29hqr6aoZ0Gchf37SEbpFeCYxcRESSmYr5JRCNRtn44RGWr9vFmYoa+vbowEPT8rhmeHwF\neOfpPSzzFRyqOELHzA4stAeYMOBG+vbqxrFjZQmKXkREkp2K+UXaf7ScpWucogOltMtMZ+7EEUwb\nP4SszHha6mXk73qWt45sAeDW/jcya+R0OrdTS11ERC5MxfxTqqyqY+Vre1j7zgEi0Sg35PVmwZRR\n5HSLfTGT+kg9rxzcyDO711BVX8XgLgNZkDeb4d2GJjByERFpa1TM4xSNRnlzewnLX95JaUUNfXp0\n4KGpeVw7Iv6W+vLCfA6WH6ZDZgcW5M3mtoE36y51ERGJm4p5HA4cK2fpmkIK958mKzOd2bcPZ/pN\nQ8jKzIh5jDM1ZeTvfI5NR94B4Jb+45k1cjpd2nVOVNgiItLGqZjH4Gx10FJ/aXPQUh+bm8OiKbnk\ndI+vpf7qoTd5ZveLnK2rYlDnASywOYxQS11ERC6Sivl5RKNRNm0vYVlDS717BxZPzWX0yJy4xtld\nWswyz+dA+SE6ZGYzP282t6ulLiIil4iKeTMOhi11v4iWellNOfm7nuPNw5sBuLnfOGaNmk7Xdl0S\nFbaIiKQgFfMmzlbXser1oKVeH4kyZlQOC+/KpU8cLfVINMJrB99k1e4XOVt3loGd+7Mgbw4juw9L\nXOAiIpKyVMxD0WiUt3YcZdnLRZwuryGnWzaLp+YxZlR8LfU9pXtZVpjP/rKDZGdkMy93FrcPvJmM\n9NjP6EVEROKhYg4cOl7BHwoK2bH3FJkZ6cycMIx7bx5Ku6z4Wuqrdj3PG4ffBuCmfjcwe9S9aqmL\niEjCpXQxr6qpY9XrxRS8vZ/6SJTRI3ux+K5c+vSIfX3wSDTC64c2sWrXC1TWnWVAp34ssDmM6j48\ngZGLiIh8IiWLeTQa5e2PjrLs5Z2cKqsmp1s2i6bkMiY3h7S0tJjHKT6zj2W+gn1hS/3B3JncMfAW\ntdRFROSySmgxN7NfA/cBR9392vC5nsAyYChQDMx399OJjKOxwycqWLrm4lrq5TUVrNr9PG8cepso\nUcb3vZ45o+6lW/uuCYxcRETk3BJ9Zv4b4F+B3zV67jtAgbv/1My+HT7+ToLjoKqmjtVvFLPmraCl\nfu2IXiyemkvfuFvqb7F61wtU1FUyoFM/5ufNJrfHiARGLiIicn4JLebu/qqZDWvy9ExgYrj9GLCe\nBBbzaDTKO36Mx9cWcaqsml5ds1l0Vy5j42yp7z2znz/5CvaVHSA7oz1zR81g4qAJaqmLiEiLa4lr\n5n3dvSTcLgH6JupAh09U8MeCQj4sPkVmRhozbh3GfbcMpX08LfXaClbteoE3Dr1FlCjj+o7hgVEz\n1FIXEZFWo0VvgHP3qJlFY3lt796xf8WrqrqO5WsLWbF+J3X1Ua63PnxpzrUM6B37YiaRaISXd7/B\n49vyKaupYFDX/nzhhoVc3Scv5jEupXjyb2tSOXdQ/so/dfNP5dzj1RLFvMTM+rn7ETPrDxyN5U3H\njpVd8DXRaJQthcf409oiTpypplfX9iycksf1eTmkEY1pDAha6ssK89l7Zj/tM9oxZ9R9TB50Gxlp\nGTGPcSn17t2lRY7bGqRy7qD8lX/q5p/KuUP8H2RaopivAh4GfhL+nX8pBi05WckfCgr5YM9JMtLT\nuO+Wocy4ZRjt28XeUq+orWTV7hd4/eCmj1vqc0bdR/f23S5FiCIiIgmR6K+mPU5ws1uOme0Hvg/8\nGFhuZl8g/GraxRyjuraeZzcW88KmfdTVR7l6WA8WT82jf69OMY8RiUZ48/BmVu56nvLaCvp17MMC\nm01ej1EXE5qIiMhlkei72Rc1s+uuix07Go2yteg4j79UxIkzVfTo0p5FU3K5wXrHdZf6vrIDLPd8\n9pzZR7uwpT5p0AQy01NyPh0REUlCSVmxSk5V8seCIt7ffYKM9DTuvXkoM24dSna72NOprK1k9e41\nvHpwI1GiXN9nNA+MmkGP7O4JjFxEROTSS6piXl1bz3Mb9/L8pr3U1Ue5cmgPlkyLv6W+6cgW8nc+\nS3ltBX079mF+3iyu6JmbwMhFREQSJymKedBSP8bjLxVxvDRoqS+cksu4OFvq+8sOsbxwBbtL99Iu\nPYtZI6dz5+Db1VIXEZGklhRV7L//ahObd5SQkZ7G9JuGcP+EYXG21M/yzJ41vHLgDaJEGdtnNHPV\nUhcRkTYiKYr55h0lXDGkO0umGQNyYm+pR6NR3jqyhRU7n6Wstpw+HXOYnzebK3u2zMQvIiIiiZAU\nxfzbnx1HXv8ucbXUD5YfZpmvYFdpMVnpWcwccQ93DrmDLLXURUSkjUmKynbbdQNjngnobN1Znt1T\nwIYDbxCJRhjT+xrm5t5Pz+weCY5SRESkZSRFMY9FNBrl7ZKtPL3zGcpqyundoRfz8mZzdS9r6dBE\nREQSqk0U86Clns+u0j1kpWcxY/jd3DXkDrIyslo6NBERkYRL6mJ+tq6K5/YUsP7A60SiEa7LuZq5\nuffTq0PPlg5NRETksknKYh6NRtlc8i5P73yGMzVl5HToxbzcmVyTc2VLhyYiInLZJV0xP1R+hOWF\n+RSd3k1WeiYzhk/jriET1VIXEZGUlTTFvKquiuf2vMS6A68RiUa4NucqHsydSY5a6iIikuKSopi/\nvu9tfvvOk5TWnKFXdk/m5c3k2pyrWjosERGRViEpivm/bPw1memZ3Dt8KlOHTKKdWuoiIiIfS4pi\nPm7AaGYMmU7vjr1aOhQREZFWJ72lA4jFt27/sgq5iIhIM5KimIuIiEjzVMxFRESSnIq5iIhIklMx\nFxERSXIq5iIiIklOxVxERCTJqZiLiIgkORVzERGRJKdiLiIikuRUzEVERJKcirmIiEiSUzEXERFJ\nci22apqZ3QM8CmQA/+HuP2mpWERERJJZi5yZm1kG8G/APcBVwCIzu7IlYhEREUl2LdVmvxHY6e7F\n7l4L/AmY1UKxiIiIJLWWKuYDgf2NHh8InxMREZE4tVQxj7bQcUVERNqclroB7iAwuNHjwQRn581J\n6927S2IjauVSOf9Uzh2Uv/JP3fxTOfd4tVQx3wzkmtkw4BCwAFjUQrGIiIgktRZps7t7HfBV4EVg\nO7DM3Xe0RCwiIiLJLi0a1eVrERGRZKYZ4ERERJKcirmIiEiSUzEXERFJci02N/uFmNk/AjOAGmAX\n8Dl3Lw33PQJ8HqgHvubua1os0AQxs3nAD4ErgPHuvqXRvjafP6Te/P1m9mvgPuCou18bPtcTWAYM\nBYqB+e5+usWCTBAzGwz8DuhDMA/FL939ZymUfzawAWgPtANWuvsjqZJ/g3Cq783AAXe/P5XyN7Ni\n4AzB/+u17n5jPPm35jPzNcDV7n4dUAg8AmBmVxF8le0qgrnd/4+ZteY8Pq33gTnAK42fTJX8U3T+\n/t8Q5NvYd4ACd88D1oaP26Ja4G/d/WrgZuAr4e87JfJ39ypgsruPAUYDk83sNlIk/0a+TvANp4Y7\ns1Mp/ygwyd3HuvuN4XMx599qi4C7F7h7JHy4CRgUbs8CHnf3WncvBnYSzPXeprj7R+5eeI5dKZE/\nKTh/v7u/Cpxq8vRM4LFw+zFg9mUN6jJx9yPu/m64XQ7sIJjiOSXyB3D3ynCzHUE36hQplL+ZDQLu\nBf4DSAufTpn8Q2lNHsecf6st5k18Hngu3B7An88Wl2rzuqdK/pq/P9DX3UvC7RKgb0sGczmEk0mN\nJfgQnzL5m1m6mb1LkOc6d/+QFMof+N/AN4FIo+dSKf8o8JKZbTazL4bPxZx/i14zN7MCoN85dn3X\n3VeHr/l7oMbd/3ieoZLyy/Kx5B+jpMz/AtpiThfF3aNm1qZ/LmbWGXgK+Lq7l5nZx/vaev5hJ3KM\nmXUDXjSzyU32t9n8zWwGwb0iW81s0rle05bzD01w98Nm1hsoMLOPGu+8UP4tWszdfer59pvZXxG0\nXaY0errpvO6DwueSzoXyb0abyf8C4p2/v60qMbN+7n7EzPoDR1s6oEQxsyyCQv57d88Pn06Z/Bu4\ne6mZPQvcQOrkfysw08zuBbKBrmb2e1Inf9z9cPj3MTNbQXCpMeb8W22bPbyT+ZvArPDmkAargIVm\n1s7MhgO5wFstEeNl1Pg6Sqrk//H8/WbWjuCmv1UtHFNLWAU8HG4/DOSf57VJy8zSgF8B29390Ua7\nUiX/HDPrHm53AKYCW0mR/N39u+4+2N2HAwuBl939M6RI/mbW0cy6hNudgGkEN0HHnH+rnc7VzIoI\nbgQ5GT610d3/Jtz3XYLr6HUE7bgXWybKxDGzOcDPgBygFNjq7tPDfW0+fwAzm84nX037lbv/qIVD\nSigzexyYSPA7LwG+D6wElgNDaMNfzQnv3H4F2MYnl1geIfigmgr5X0twg1N6+Of37v6P4VeT2nz+\njZnZRODv3H1mquQfnpitCB9mAn9w9x/Fk3+rLeYiIiISm1bbZhcREZHYqJiLiIgkORVzERGRJKdi\nLiIikuRUzEVERJKcirmIiEiSa7VLoIq0Fmb2Q6CTu3/zHPu+BHRoMtFJvONPBNq5e0Ez+2cBh9z9\n7U97jJZiZtcBee7+xGU4Vl8g391vaWZ/BOjcaEGTS3HMu4HvESzdWgocIfh+fBHwOjDR3Ssu1fFE\nmqMzc5ELa3YyBnf/xcUU8tBkghmfmjOHVroynpld6IRgLDD/U46dEedbvg38v09zrE/DzKYRrPD1\nNXfPc/fxwH8F+rt7NcFkH1+9XPFIatOkMdKmmdlSwID2BMvFft7dT4eLOfwLwcpcNxOsp/1XwA+A\nKwlWbHvA3SvN7AcEa6rnEKxa92E4zpmmZ+1m9m3gAYKu10Hgi+5eEr7OgK7ACGAXMA8YBawh+GB9\niGB52582iv9u4I9AJXAc+Cd3X2pmDwNfDo9TCnzZ3QvD9QwWA6eBa8MxvwH8NDzu2+6+JBz7t2He\nDbltAL7i7rVm1hX453CMbGAd8F/cPWJm6wmmGr0ZOEGwNO1zQE+gA8GsbV8Kc90S/l0cjv8osNnd\nc8IYhoUx9Q63NxOs634n8AtgNcFMiEPCsR8/10yA4YeKA8DIhjNhM3sA+J9AFfA08N8Iz8zN7Cbg\nR2FsAN939+fC930V+Fr4M3we+Bt3732OY74GPObu/950X7h/KJ+sRS2SUDozl7bu6+4+3t1HA9sJ\nzt4aXAn8W7hvI8F/3F9z96uBemBR+Lo04HZgobtfSVA8vxfui4Z/MLMlBAXzZne/IRzvnxod7wZg\nUThGFvCQu79PcDb5mLuPbVzIAcKpelcBPwr3LzWz2wk+CNzh7uOA/wX8utHbxgHfCI9TCSwlmNv+\nKuBaM2u8cNF4gnnArwKGAv85fP6fgfXufhPB2XVfgimEG3IeTrDK0wx3rw/zGk9Q/DMIPuycIJiS\n9qUw9m80en9zegJvufsN7v5L4HfAz8I4xgH3mtld53jfWIJLEQ2FvC/wS2Cmu48lKOiE+7oD/xdY\nHP787gd+YWZdzWw08B3gFne/Eeh2nngblmk9J3ffC3QK1+kWSShdM5e27mEzW0wwz38nwBvtc3ff\nFm5vAYa4+6Hw8TsEZ80NVrv7sXD7V8C/httpfLIQzkyCgr0lXLozk+DsrsEL7n4m3N4EjDzHGM1p\nvP9+4DpgU3icNKB7o/2vN8pjK7Cn4bhm9l543LUERWpZwzVkM3sMmAv8PMxlvJn9XThOR2Bfo2P8\nMVyyEzNLB74ZLo6UAfQAGq4TXyivpqoarq+HC05MAnIaLYXaGbgCeKnJ+4bz56sH3gRscfei8PG/\nAz8Jt28NX/98o3EjBIsWTQCeDT+IQPAh6aE4c2jsAMEHvFRc8U8uIxVzabPCM9i/JjjLOhEW9S82\neknj1fgiQHWjx/UEbd0Gac1sw5+fuf2Du//2HOFELzD+hTQ9O/y1u/+gmdc2zqv+HMdt/O++aV6N\njzPL3YubOUZ5o+2HCIrgbe5eYWaPAM21luv4845gdpP9jW8WSyf4vYwLz/7Pp+nP53xn/2nANnef\n2HSHmd3K+X/XjW0h+NCw7TyviV5gDJFLQm12acu6EbTET5pZez5pE8ei6X/A95lZTrj9OYIz26av\nXQV8pdFSlu3Dtu25xmv8uDSMtTln+PMz79XAZ81sYHicDDO7PsY8mu6bFy6/mAl8Bni5US6PhGfd\nDUt0Dmtm3G7A8bCQdyMo7g3FtGluR4AsM2voSixuLjh3LwNeJbg7nDCOwWELvaliYGCjx5uAsWbW\n0F35T432vUGwvO6kRuOODzc3ANPNrFf4+GGa9z+A75nZ2EbjjDazqY1eMwjYc54xRC4JFXNpy14g\nuNGsEFhP0DpvfMbWdLu5x1GC5Tn/ZGY7CArrPzR9nbsvBf4AbAjb2ZsJWroXGn8FQUt7q5l96xx5\n/B5YHO5f4u6vAn8PrDKzdwnWPZ4Zw3GaigJvE9yAtx3YS3CdGYKb5uqB98xsG8H1/wFN3tvgd0CX\n8GeziqAgNlhLcN34XTN71N3rgK8DBWa2ieBMvbnfCQQfDK4ys21hHI9z7g8+7wIDzawjgLsfJbj+\nv9rMthDcANnwezpF8PP6QRjXduD7ZpYWXnb5KbDRzN4muEGw9Fw/vPB+hi8BPzczN7MPCAr8Qfj4\nBrgqd993rveLXEq6m10kRZnZbwjuLP95S8dyKZjZo8BWd3/sIsfp7O7l4fYPgRHu/tlPMc63gHR3\n//HFxCMSC10zF0ltbenT/I+AfOCiijnwYzObQHDT5C4+ucM/ZuFlnfnAX1yXF0kEnZmLiIgkOV0z\nFxERSXIq5iIiIklOxVxERCTJqZiLiIgkORVzERGRJKdiLiIikuT+P9oJ8O7UppCUAAAAAElFTkSu\nQmCC\n", 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yZ6WzqbwI/5pF5CptJzJpaJgWERFJkMGhYRpf6KCmLsjhC2m7Gwh4Paxd4WLa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\nBfCJzNwHOBg4pfx79zNosMxcDkzLzAOA/YBpETE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pLwJorfuUUi6T6xJCiCGvq9cd0x84/aeY/pElmYyK9N7n3z2OXvZUHWRf1SFs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\n2GwcsAAYCzzq1nYPMAP4R/e9n4YzxfDPgGeAH4tIpnsp2Aj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mCD7jX0ZVqZ9bZ3kE3/VSky0iIiIiUTVjBN+mPHaX+FmVNzci+K6XmmwRERERuW6XjeDb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\nFY2LJc2/0vRPAtv8wioE/AgaF0vRF/A+0/FmMg4C/nM+B3z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nXTYzM7MM6pq4I+IvwKw2q/cAxqePxwOfqWcMZmZmvUke97hHR8S09PE0YHQO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\nhTuinsTEdm8G8LikFUxkl4/Znl+xpkG0rPk3vjM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+vdMyJEmSNFSUFs0R8TbgG8CkXsNOy5AkSdKQUc+V5lOBtwI3ZeayBueRJEmS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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -572,11 +583,6 @@ "plt.ylabel('temperature (deg C)')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -1324,7 +1330,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 16, @@ -1333,9 +1339,9 @@ }, { "data": { - "image/png": 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rjTkzvsOUCYPcLktE2lHoi8gl27armudX7aS+qY3JYwfyxMxJ9O2T4XZZInIW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\nDsxiQVEho4Zku12WiIjEgEL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A9ejlBfxiue7gfEGXJElKzcDgCC/u7uDpne2c6x+moryYDQ113L1iISXFhWnHUx7IeeEe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\ntAdYHBELImIm1Q8ORnrcJtWIiFkRMbu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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4204,7 +4210,7 @@ "am = atmosphere.relativeairmass(ephem_data['apparent_zenith'])\n", "\n", "# a hot, sunny spring day in the desert.\n", - "temps = pvsystem.sapm_celltemp(irrad_data['GHI'], 0, 30)" + "temps = pvsystem.sapm_celltemp(irrad_data['ghi'], 0, 30)" ] }, { @@ -4321,8 +4327,8 @@ } ], "source": [ - "sapm_1 = pvsystem.sapm(sandia_module, irrad_data['DNI']*np.cos(np.radians(aoi)),\n", - " irrad_data['DHI'], temps['temp_cell'], am, aoi)\n", + "sapm_1 = pvsystem.sapm(sandia_module, irrad_data['dni']*np.cos(np.radians(aoi)),\n", + " irrad_data['ghi'], temps['temp_cell'], am, aoi)\n", "sapm_1.head()" ] }, @@ -4347,27 +4353,27 @@ " plt.subplots_adjust(wspace=.2, hspace=.3)\n", "\n", " ax = axes[0,0]\n", - " sapm_data.filter(like='i').plot(ax=ax)\n", + " sapm_data.filter(like='i_').plot(ax=ax)\n", " ax.set_ylabel('Current (A)')\n", "\n", " ax = axes[0,1]\n", - " sapm_data.filter(like='v').plot(ax=ax)\n", + " sapm_data.filter(like='v_').plot(ax=ax)\n", " ax.set_ylabel('Voltage (V)')\n", "\n", " ax = axes[0,2]\n", - " sapm_data.filter(like='p').plot(ax=ax)\n", + " sapm_data.filter(like='p_').plot(ax=ax)\n", " ax.set_ylabel('Power (W)')\n", "\n", " ax = axes[1,0]\n", " [ax.plot(sapm_data['effective_irradiance'], current, label=name) for name, current in\n", - " sapm_data.filter(like='i').iteritems()]\n", + " sapm_data.filter(like='i_').iteritems()]\n", " ax.set_ylabel('Current (A)')\n", " ax.set_xlabel('Effective Irradiance')\n", " ax.legend(loc=2)\n", "\n", " ax = axes[1,1]\n", " [ax.plot(sapm_data['effective_irradiance'], voltage, label=name) for name, voltage in\n", - " sapm_data.filter(like='v').iteritems()]\n", + " sapm_data.filter(like='v_').iteritems()]\n", " ax.set_ylabel('Voltage (V)')\n", " ax.set_xlabel('Effective Irradiance')\n", " ax.legend(loc=4)\n", @@ -4393,9 +4399,9 @@ "outputs": [ { "data": { - "image/png": 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H9pXW3V5i8sg+xEcFs2FXGQtnDsEa3Gu+2uhK07T1qqqmtrHqceBO4L+HLfsZ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PJjyCs/BmOAERX318RpZSz+bxWxbdlsGuFhzpogVYs/ZvTZxyd0PkIMxvjxEwgGOygrK+/psrw7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bDv9Mw+z824JjX51IYJR9giebYeOdjTPYeWq3uf228/7DBfU6uyzWHZuPsOQn7dQXFOzP0BFd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\nU2nGdDPwtdb6MIDWOtHFMZZVacZ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WrHnR6DCEl4y1893e1cfWg7Xka3ZKa9tPqSRtNin4W8yYTJ4n0263Tl1TNy736YcHmRSF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\nMDDG5AJPA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Fi9cTu3/d8Xofa9lx7K1luuY/v2UgByxh9N/pmaoTlWFJdW8cS/FmHXbtvl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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4422,9 +4428,9 @@ "outputs": [ { "data": { - "image/png": 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VVdUMbAOqNE37jNF5xODTdZ0tBxqY0n0Uxe8nfsGiU7qvrKveQF1XPYuy5pHn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REI4lBW8xcTUhhWFT1hOSHMPgkxnLfFYe/TIBdRUX4iN5658JRn/vWj25vVrXQo8jIT6ZBTM3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\n7q21PqmU+g/WdbsSgEeAhpnaj2q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X9ju+dqBYzVbuyr2VX2/5E69ob/EfURmEWE7ME3nJHDp3bGcuFbxWFUN9i0sm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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4432,10 +4438,10 @@ } ], "source": [ - "temps = pvsystem.sapm_celltemp(irrad_data['GHI'], 10, 5)\n", + "temps = pvsystem.sapm_celltemp(irrad_data['ghi'], 10, 5)\n", "\n", - "sapm_2 = pvsystem.sapm(sandia_module, irrad_data['DNI']*np.cos(np.radians(aoi)),\n", - " irrad_data['DHI'], temps['temp_cell'], am, aoi)\n", + "sapm_2 = pvsystem.sapm(sandia_module, irrad_data['dni']*np.cos(np.radians(aoi)),\n", + " irrad_data['dhi'], temps['temp_cell'], am, aoi)\n", "\n", "plot_sapm(sapm_2)" ] @@ -4450,7 +4456,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 26, @@ -4459,9 +4465,9 @@ }, { "data": { - "image/png": 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XLx5+gx5XD7dMv4GgMXpwiq+wWCzcNn0NAbYA/nH0Hdrs7d4OSQi3keQuhI/Y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\netRTxC1kch1wnYhUeU9vw82qTvmWumVKAyvK+aKcLSXK2x4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s+8prePzNjZQdquOc0Qlcd14adrmj4Gnxc9i57eIhRPcK4sNvdvOn/63lp9dk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\nFs+0N/CsXUGiN4GHp96H16M/dxGJHvcU30F2chZrj7zN4cZPF9CzS3I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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4483,6 +4489,13 @@ "#### SAPM IV curves" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The IV curve function only calculates the 5 points of the SAPM. We will add arbitrary points in a future release, but for now we just interpolate between the 5 SAPM points." + ] + }, { "cell_type": "code", "execution_count": 27, @@ -4547,28 +4560,28 @@ " \n", " \n", " Isc\n", - " 3.943111\n", + " 7.434516\n", " 0.000000\n", " \n", " \n", " Ix\n", - " 3.850701\n", - " 25.734151\n", + " 7.277775\n", + " 26.946398\n", " \n", " \n", " Pmp\n", - " 3.508231\n", - " 40.603933\n", + " 6.557217\n", + " 41.212250\n", " \n", " \n", " Ixx\n", - " 2.559264\n", - " 46.036117\n", + " 4.335438\n", + " 47.552523\n", " \n", " \n", " Voc\n", " 0.000000\n", - " 51.468302\n", + " 53.892796\n", " \n", " \n", "\n", @@ -4576,11 +4589,11 @@ ], "text/plain": [ " current voltage\n", - "Isc 3.943111 0.000000\n", - "Ix 3.850701 25.734151\n", - "Pmp 3.508231 40.603933\n", - "Ixx 2.559264 46.036117\n", - "Voc 0.000000 51.468302" + "Isc 7.434516 0.000000\n", + "Ix 7.277775 26.946398\n", + "Pmp 6.557217 41.212250\n", + "Ixx 4.335438 47.552523\n", + "Voc 0.000000 53.892796" ] }, "execution_count": 29, @@ -4602,7 +4615,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 30, @@ -4611,9 +4624,9 @@ }, { "data": { - "image/png": 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hnemYEHG+d69Wcv1an717v+OBB+5BURScTs9sDNOnP8Dw4SMpKSlm8eKF5OfX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\nwBPAF4Eu1LVO2Sr0qPAU8DKXf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wCe99fpy/vbufpX//ggdXbud3q75g1fsH+PirfA6frKDear/QhyfEeRcfn0Dv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\ndm+6K8Y3Xu+cKwt6C3hq9wdIu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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4665,7 +4678,7 @@ "outputs": [], "source": [ "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", - " pvsystem.calcparams_desoto(irrad_data.GHI,\n", + " pvsystem.calcparams_desoto(irrad_data.ghi,\n", " temp_cell=temps['temp_cell'],\n", " alpha_isc=cecmodule['Alpha_sc'],\n", " module_parameters=cecmodule,\n", @@ -4683,7 +4696,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 32, @@ -4692,9 +4705,9 @@ }, { "data": { - "image/png": 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AH2fgvCJps76hmXgsxqKZmgInl29seSHTasqw/e10dPVSUpjnd0gScpoKJ3KR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\nTg46bhHeFf4S4H4zC+Q2mGfl93a8TVA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jGs92suNQE+VFWUyqyHMdRyRiFA/PYGZlASfqWzlUfd51HBEZEo4R63nAM8YY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\n4DqSiEhE8/l8fGz5BMaUZLNpfwPPrz3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27WpScZeckMqV+5eS/72tn/vUZiWSAZuT/btLNLc6KyyeVUUsBht3N3PLVbPD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\nEZGIUXEXERGJmP8PQzNQFEdQ6SwAAAAASUVORK5CYII=\n", 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ZcCeQY4ypB74OxAFYa78HfAj4A2OMD+gHPuZGThERt7xzeKxH8x3LilxOEtpuW1LAs2+f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\nDlwGL7w5/CvwpKSdS7nVQK4EfjnNPq8lHI4EjrD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TvoEh7ntKy+Lk0G3c1snKDbs4al4DUxuqow5HYiCX4v4+4EYzazOzlvBna74D\nEylkQddpijuXbySTOeSTIkrC3fHoBgDO0FkHJU9yPZ+7SKLVV5dz8qKpPLCimRVrdnD0YZOjDkmK\nVEd3P/c9sZnJ9ZU6vavkTS6nfF0zBnGIFJ1XnzyHB1Y0c/Pf1qm4S87++ugG+gaGeNVJsyhJayKd\n5EcuS+H2dVosLYWTxJk7rY6j5jXw9JpWVm9u47DpWhYno9M/MMjtj26kqqJ09yoMkXzI5TDx5GE/\nLwd+CHwvn0GJFIvzls4F4Oa/rY04EilGD6xopq2zj9OXzKCqIpdRUpF9y0e3/L+Z2YPAF/MSkUgR\nOWpuA3Ob6ljmLTTv6KJpkmY6y8gMDA5x4/1rKC1J86qTZkcdjsTMIQ/wmNl8QCcdlkRKpVKcf9pc\nMsAf7lsddThSRO57cjPbdvVw+pIZOgmR5N2hjrmngTLgn/MWkUiROdEamT21lr+taOb8pXOZ2Vgb\ndUhS4LKt9rLSNOeHQzsi+XSoY+7HAZPc/ad5jUqkiKRTKd7wisPJAL+/R613Obh7ntjM9rZezlgy\nU612GROjLu7uviYcd98E7ADKzUwDjZJox86fzPyZ9Ty6soUXNrVFHY4UsO7eAW64dzXlZWnOXzon\n6nAkpkZd3M3sDWa2AegBOsKf9nwHJlJMUqkUb3zFfACuveM57Von+3XT39bS1tnH+afOZUKtWu0y\nNnJZe/EN4GLgQXcfzHM8IkVr0dwGTljYyKMrW3jw6WaWLp4WdUhSYLbt7ObPD62noa6Cc05Vq13G\nTi5j7tvd/X4VdpG/9+YzF1BWmua6vz5PT99A1OFIgbnuzlUMDA7xD2fMp6KsJOpwJMZG3HIPx9VT\nwO/N7APArwm65gFw9678hydSXBonVnHeqXP4w31r+OP9a3jTGQuiDkkKxBOrtvHIs1uZP7OeU49q\nijocibnRtNyzY+tfIdiRbhsacxf5O+ctncvk+gr+8tB61jXroyHQ0zfAz//slKRTXHbuItKpVNQh\nScyNuOXu7jqjgcgIVJSVcNm5i/iv6x7nqj89w3FHauw96X539wtsb+vlgpfMY5b2QZBxkHPBNrOJ\nZvY6MzsunwGJxMHRh0/mZcdOZ93WDv7njueiDkcitHL9Tm5ftoFpk6q58CXasEbGx4iLu5n90syW\nhJcnAU8RdNHfambvHqP4RIrWW85cwMTacq691Vm7Rd3zSdTV08+P/7gCgHeefyRlpZpEJ+NjNC33\nE9z9sfCKukP+AAAZg0lEQVTyW4Gn3X0xcALwobxHJlLkqivLeOf5RzIwmOGHNzxFd69mzydJJpPh\nZ392trf1cuFL5rFg1oSoQ5IEGU1x7xl2+WXA9QDuvgEYymdQInFx9OGTeeMrF7C1tZurb3lWm9sk\nyL1PbOahZ4LZ8Re+dF7U4UjCjKa4Z8xspplVAWcAdw27ryqvUYnEyKXnHcn8mfU89MxW7npsU9Th\nyDhYvbmNn/9lJdUVpbz7wsWUpDUfWcbXaN5xXwOWA88D97r7CgAzOw1YOwaxicRCaUma9110NDWV\npfzy1pX4utaoQ5Ix1NbZx/d+9ySDg0O897WLmTpRbR8ZfyMu7u7+G4KzwF0AvGHYXWsBTagTOYDJ\nEyr5wOuPAeD7v3+KrTu7I45IxkL/wBA/uP4pWtt7ecPph3PM4ZOjDkkSalR9Re6+2d2Xu3tm2G2b\n3H1d/kMTiZcj5zZwyasX0tHdz3f/5wk6e/qjDknyaCiT4cc3Ps3K9Ts5adFUnaddIqWBIJFxdMaS\nmbzqpNls2tbJt3/zOL19OkVDHGQyGa657TkeeXYrC2dP5N0XHElKu9BJhFTcRcbZm89awNKjmli1\nsY3v/e4J+ge02KTY/fH+Ndy+bAMzp9Tw4Tceo/XsEjkVd5Fxlk6leOdrjmTJgimsWNPKD69/SgW+\niP3h3tVcf89qJtdX8tGLj6OmsizqkERU3EWiUFqS5v2vW8yRcxt47PltfPe3T9Dbry76YpLJZLj+\nnhe4/t7VTJlQyaf+6Xgm1VdGHZYIoOIuEpmy0hIuf9OxQQt+9Q7+69rH6OrRLnbFYGgoGGP/w31r\nwsJ+AlO05E0KiIq7SITKSkv4wOuP5pQjp/Lchl187ZfL2KZlcgWtr3+QH17/FLeFY+yfvuQEJk9Q\ni10Ki4q7SMRKS9K858LFnHXiLDa2dPKlnz3Ccxt2Rh2W7MPOjl6+8evlLFvZwqI5E/nMpSeoK14K\nkoq7SAFIp1Nc8qqFvPXVC+nsHuAb1yznrsc2ai/6ArJy/U6+8NOHWbWxjaWLm/joxUuo1uQ5KVCl\nUQcgInu88oRZTG2o5ofXP8XVtzjPrtvJ284xqir0UY3K0FCGPz+0jt/8dRUAbznrCF510iytY5eC\nFvk3hpnNBn4GTAUywI/c/bvhOeOvBeYCa4CL3V19lRJ7iw+bxL+/82T++4YVPPh0M6s3t/HuC49i\n/gydMnS87Wjr4Tu/fYLHn9tGfU0573/tYmxOQ9RhiRxUIXTL9wMfDc8NvxT4oJkdCXwauNXdFwK3\nh9dFEmHKhCo+dckJnLd0Dltbu/nqz5dx3R3Pa7ncOMlkMtz/1Gb+9cqHePy5bRw3fzJfeMfJKuxS\nNCJvubv7FmBLeLnDzJ4BZgIXAaeHD7sauBMVeEmQ0pI0bzpjAccePpmf3vQstzy0jkefa+Gt5xiL\n502KOrzY2rStk1/eupJn1rZSUV7Chy9ewpLDGtQNL0Ul8uI+nJnNA44HHgSa3L05vKsZaIoqLpEo\n2ZwGvvCuU/j93S9w68Pr+eavH+P4I6Zw8ZkLaGqojjq82OjuHeDGB9bwl4fWMziU4dj5k7nkVQs5\n6oiptLS0Rx2eyKikCmU2rpnVAncBX3L3682s1d0bht2/w90P1FwpjERExtDzG3bykxueYsUL2ykt\nSXPByw7jja88gol1FVGHVrT6+ge56f7VXHfbc7R39TG1oYp3v+4YTl08Ta11KXT7fYMWRHE3szLg\nRuBmd/92eNuzwBnuvsXMpgN/dfdFB/g1mTgfXTc21sW29RDn3CD/+WUyGR5+diu/+esqtrf1UF6W\n5szjZ3HuqXOorynP298ZqWJ9/fr6B7nvqS3ceP8aWtt7qaoo4dxT5/Lqk2ZTUb7nxC/Fmt9IxTm/\nOOcG0NhYt9/iHnm3vJmlgCuBp7OFPfQH4DLgivDf6yMIT6TgpFIpTjmyieOPaOSeJzbxpwfWcstD\n67jj0Q285JjpnH3iLGZMqYk6zILV0d3PHY9u4PZlG2jv6qesNM25p87h/KVzqa3SunWJh8iLO/BS\n4FLgCTNbHt72GeDrwHVm9i7CpXDRhCdSmMpK05x5wixefux07n58M7c8uI47l2/kzuUbWXzYJM46\ncRbHHD6JknQhLIqJViaTYdXGNu5+fBMPPdtMX/8Q1RWlvOa0uZx94iwm1GpYQ+Il8uLu7vey/yV5\nZ49nLCLFqKy0hLNOnMUZx8/gsee2cesjG1ixegcrVu+gvqacpUc18ZKjpzGnqS7qUMfdjrYeHn52\nK/c8sZlN2zoBmDKhkrNPms3Lj52uzYEktvTOFomJknSaE20qJ9pU1jW3c8/jm3nwmWb+8vB6/vLw\nemZMqeH4I6Zw/BGNzJteRzqmk8W27+phmW/lYd/Kqo1tAJSWpDjlyKm84rgZLJrbENvcRbJU3EVi\naE5THZe8uo43n7WAJ1Zt5/6ntvDkC9v50wNr+dMDa5lYW86x8yezaG4DR85pKOpu6d6+QXz9zqC3\nYs2O3S30VAoWzZnIyYumcuKiqdRXj/9kQ5GoqLiLxFhpSZoTFjZywsJGevsGWbFmB8tXtvD4qu3c\n/fhm7n58MwDTJ1djcxo4bFod86bXM2NKdUGO1WcyGXa09bJq0y5WbWzjhU27WNvczsBgsOqnvCzN\nMYdPZskRUzhhYSMTIlg9IFIIVNxFEqKivGR3oR8ayrC2uZ1n17byzLpWnlu/K5iMFz62vDTN7KZa\nZkyuYfrkGqZNqmb65GqmTKwcl6I/ODREa3sv23f1sGlbJxu2dbKppZON2zrp6O7f/biSdIrZU2s5\ncl4DR8+bxIJZEykrLbyDEpHxpuIukkDpdIrDptdz2PR6zls6l4HBITa0dLBmczurN7exZks7qze1\n7x6zzkqloL6mnIbaChrqgp+mKbVkBgapqiyluqKUqopSSkvSpNMpStIp0qkUqRQMDGYYGByifyD4\n6e0fpKO7P/jp6qejp5+d7b1s29VDa3svQ3vtwZECGhuqsNkTOXxmPfNnTGDutDoqykoQkRdTcRcR\nSkvSzJtWz7xp9Zxx/EwA+geG2Lqzmy3bu9iyo5Mt27vYurOb1vbe4EBgS/43B0kBE+sqOHxGPZMn\nVDK5vpLpk6uZ2Rj0IKiQi4yMiruI7FNZaZqZU2qYOaUGaHzRfZlMho7uflrbeymtKGNzcztdvf10\n9w7S3TvA4NAQg0MZMkMwOJRhKJOhrDRNaUmastI0ZSVpKsrS1FSVUTvsp76mnNISdauLHCoVdxEZ\ntVQqRV11OXXV5TQ21jFjYmXUIYnIMDpEFhERiRkVdxERkZhRcRcREYkZFXcREZGYUXEXERGJGRV3\nERGRmFFxFxERiRkVdxERkZhRcRcREYkZFXcREZGYUXEXERGJGRV3ERGRmFFxFxERiRkVdxERkZhR\ncRcREYkZFXcREZGYUXEXERGJGRV3ERGRmFFxFxERiRkVdxERkZhRcRcREYkZFXcREZGYUXEXERGJ\nGRV3ERGRmFFxFxERiRkVdxERkZhRcRcREYkZFXcREZGYUXEXERGJGRV3ERGRmFFxFxERiRkVdxER\nkZhRcRcREYkZFXcREZGYUXE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irn0j3sQmXJbyJoK9c79XzC2FfVF+xS0B+VUTjN8eCXzJ\n3b9zkKcUlTjnt1duX3T370YcUl6FS9+y2+X+1N2vjDikvCrW75bR7lBXDgwW6djzQSm/4hbn/Mzs\nY8Ac4JMe7sMQJ3HOL865AVhwQpu3EWyC1XewxxejYvxuGZPzuYtIftmwzYXiKM75xTk3KVwq7iIi\nIjGT9/O5i4iISLRU3EVERGJGxV1ERCRmVNxFRERiRsVdREQkZlTcRUREYub/A3Z6QCl3yCk6AAAA\nAElFTkSuQmCC\n", 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Y0qx+TJHZ7PEtbYxPpDhnrVarRaZqSivWZlYArADOIeizfgNwsrtvP844/ohg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\nBCwFdgHXuHt3bIGKSM6ory7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FvAU4H/iSu//LzEWdvZTPaCmf0dFrZ7SyJZ/TUlib2QeA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\n", 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B+4F/SWdQInGwavN+WtvamWVVUYciWUaj+yWdulL4E+5+HPg48K/ufiswK71h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\nC5+bD/yJu38QLhdmYhNqnHODnMgvtt+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YN88+MomkhBinI0kPjByaxlfuHkNTSwc/e/sQnV7tWCkiN0dFt4hImHV0+njpnUO0tHn5\n+tKx5A0Z4HQkuQELpgxl9oQsTldd5M3Np5yOIyL9lIpuEZEwe2PTSUprmpg3OYfZE7XFe3/jcrn4\n2j2GIQMTWbOjlEOnzjodSUT6IRXdIiJhdOBkPR/sKiM7I4mvLB7jdBy5SYnxMfz5QxPxuF0sf/cI\nF5ranI4kIv2Mim4RkTA539TGy+8dJcbj4v96aALxcR6nI8ktGJ6dwuMLR3GxuYNfvKv+3SJyY1R0\ni4iEgc/vZ/m7R2hs7uDxhaMYlpXidCQJgbun5zF55CCOlDSwZkep03FEpB9R0S0iEgZrd5RypKSB\nySMHsbgoz+k4EiIul4tv3jeOtAFxvLX5FCXVF52OJCL9hIpuEZEQK6tt4s3Np0hLjuOb941TP+4I\nk5oUx7fvH4/X52f5u0fp6PQ6HUlE+gEV3SIiIdTp9bH83SN4fX7+dNlYUpPinI4kYTBhRAaLpuVR\nWX9JbQRFpEdUdIuIhNDKracpqw20B7xt1GCn40gYfWnhSLIGJvLBzjJsaYPTcUSkj1PRLSISIicr\nL/DetjMMSk3gy4tGOx1Hwiw+1sO37x8PLnj5vaO0tHU6HUlE+jAV3SIiIdDW4WX5u0fx++Fb940j\nMV7bvEeDkblp3Dd7OPUXWlmx4bjTcUSkD1PRLSISAm9sOknNuWbunp7P2OEDnY4jvejBOQUMGzKA\nLQeq2H+i3uk4ItJHqegWEblFx8rOs764nJxBSTw2v9DpONLLYjxuvv3AeDxuF79aa7XMRESuSkW3\niMgt6Oj08svVn+ICvnnvOOJitetkNMrLHMD9d4ygobGNP3x00uk4ItIHqegWEbkFqz4pofpcM4uK\n8hiZm+Z0HHHQfbOHk5uZzEd7K9TNRES+QEW3iMhNKqttYvX2UgalxvOolpVEvRiPmz9dNhYX8MvV\nn9LeoU1zROSPVHSLiNwEn8/PL1cfxevz8/TSsSTEqVuJwMihadw9I5+ahhbe2Xra6Tgi0oeo6BYR\nuQnriss4XdXI7AlZTCoc5HQc6UMemVfI4LQE1u4o40x1o9NxRKSPUNEtInKDas+38NbmUwxIjNUm\nOPIF8XEevr5sLD6/n1feP4rX53M6koj0ASq6RURugN/v5z/XWto7fXxl8WhSkuKcjiR90IQRGcyZ\nmE1pbRMbd1c4HUdE+gAV3SIiN6DY1nH49DkmFmRw+/gsp+NIH/b4XaNITojhrS2nOHuhxek4IuIw\nFd0iIj3U0tbJig3HifG4+OrdY3C5XE5Hkj4sNSmOxxaMpLXdy8srDzsdR0QcFtbL7Y0xS4EXAQ+w\n3Fr7QjfnzQC2AU9Ya98MHksHlgMTAD/wDWvtDmPMD4BvA3XBp3/fWrsmnO9DRARg1dYSGhrbeHDO\nCLIykpyOI/3AnbcNZeuBKrbsq2CmyWRCQYbTkUTEIWGb6TbGeICfAkuB8cBTxphx3Zz3ArAG6Dpt\n9G/A+9baccBk4NPgcT/wY2vt1OA/KrhFJOzK65r4YFcZg9MSuHfWcKfjSD/hdrn4kyUGtwv+8wNL\nR6d6d4tEq3AuL5kJnLDWllhrO4AVwENXOe854HX+OHONMSYNmGet/Q8Aa22ntfZCl+foO10R6TV+\nv59ff3AMn9/PV+8eo63e5YYMy0rh/rmF1Da0sHp7qdNxRMQh4Sy6c4GyLvfLg8c+Y4zJJVCIvxQ8\n5A/+uwCoM8a8YozZY4z5hTGm63e5zxlj9htjXg4uQxERCZtth6s5VnaeqaMHc9uowU7HkX7oq0vH\nkj4gjne3naGmodnpOCLigHCu6fZf/xReBJ631vqNMS7+OIMdA0wDnrXW7jLGvAg8D/w3AgX6/wie\n9z+BHwHfut4PysxMucH40h2NZWhpPEMr1OPZ1NLB6x+dIi7Ww7NPTCUzitZy63cztP7skcn8y38W\n8+aW0/y3b81yOk6/p9/P0NFY9o5wFt0VQH6X+/kEZru7KgJWGGMABgPLjDEdwA6g3Fq7K3je6wSK\nbqy1tZefbIxZDqzqSZi6Ou0KFgqZmSkayxDSeIZWOMbzNx8c43xTG4/NL8Tl9UbNfy/9boZWZmYK\nZmgKY4els+tIDRt3lGgn01ug38/Q0ViG1rU+wIRzeUkxMNoYM8IYEwc8CazseoK1ttBaW2CtLSBQ\nWP+5tXaltbYGKDPGjAmeuhg4DGCMyenyEo8AB8P4HkQkilXUNfHh3gqyBiayZOYwp+NIP+dyuXhq\n8RhcLvjd+uN0erVTpUg0CVvRba3tBJ4F1gJHgNestUeNMc8YY57pwUs8B/zGGLOfQPeSfwwef8EY\ncyB4fD7w12GILyJRzu/3s2LDcXx+P08uGk2MR9sayK3LHzKABVNzqT7XzMbdV375KyKRLKx9uq21\nq4HVVxz7eTfnfuOK+/uBGVc57+lQZhQRuZr9J85yuKSBCQUZ3DZSywAkdB6ZV8jOIzW8s/U0syZk\nk5oc53QkEekFmroREblCp9fHaxuP43a5+PKi0dp5UkJqQGIsD88rpKXNy5ubTzodR0R6iYpuEZEr\nrC8up6ahhYVTc8kdnOx0HIlAC6YOJXdwMlv2V3GmWhexiUQDFd0iIl1cvNTOqk9Ok5wQw0PzCpyO\nIxHK43bz1OLR+IHfrD+G39+TLrsi0p+p6BYR6eKtLadoafPy0NwCBiTGOh1HItj4ERlMG5PJifIL\n7Dxae/0niEi/pqJbRCSotKaRzfsryRmUxIKpudd/gsgteuKuUXjcLt7YdJKOTrUQFIlkKrpFRAi0\nCHxt4wn8fnhKLQKllwxJT2RRUR71F1rZuEctBEUimf5WEREBDp46x9EzDUwszGCidgqUXnT/HSNI\nio9h1dYSmlo6nI4jImGioltEop7P5+cPH53ABTyxYJTTcSTKDEiM5f47RtDc1sm7n5Q4HUdEwkRF\nt4hEvU8OVVNRd4k7JmWTN2SA03EkCi0qymNwWgIb95RTd77F6TgiEgYqukUkqrV3eHlryyliY9w8\nMq/Q6TgSpWJj3Dw6v5BOr583NmnDHJFIpKJbRKLauuIyGhrbuHt6PhmpCU7HkSg2c1wWBTkp7Dxa\ny6nKi07HEZEQU9EtIlGrsbmd97efITkhhntnDXM6jkQ5t8vFEwsD1xT8fuNxbZgjEmFUdItI1Hr3\nkzO0tHl5YE4BSQnaCEecZ4YNZMqowRwrv8C+4/VOxxGREFLRLSJRqfZ8Cxv3lDM4LYGF2ghH+pDH\nF47E5YI3Np/C59Nst0ikUNEtIlHprc2n8Pr8PDq/kNgY/a9Q+o6cQcnMmZRDZf0lth2udjqOiISI\n/qYRkahzprqRHUdqGJ6dwsxxWU7HEfmCh+YUEONx8c7Hp+n0ant4kUigoltEos5bW04B8KX5I3G7\nXA6nEfmiQWkJLJwa2B5+075Kp+OISAio6BaRqHKi/AIHTp7F5KczfsRAp+OIdOu+O4YTH+dh1Scl\ntLV7nY4jIrdIRbeIRA2/38+bmwMbjzw6vxCXZrmlD0tNimPJjHwuXmpn/e4yp+OIyC1S0S0iUePI\nmQY+LT3PpMJBjM5LdzqOyHUtmTmM5IQYVm8v5VJrh9NxROQWqOgWkajg9/t5c1NgLfejd2q7d+kf\nEuNjuG/2CJrbOlm9vdTpOCJyC1R0i0hU2HeintNVFykymQzPTnE6jkiP3TUtl4Ep8awvLuN8U5vT\ncUTkJqnoFpGI5/P7eWvzaVzAw/M0yy39S1yshwfmjKC908eqT0qcjiMiN0lFt4hEvF1Haymva2L2\nxGxyByc7HUfkhs2dlMOQgYls3ldJ/YUWp+OIyE1Q0S0iEc3r8/H2x6fxuF08OLfA6TgiNyXG4+aB\nO0bg9fl5b9sZp+OIyE1Q0S0iEe2Tg9XUnGtm3m1DGZKe6HQckZs2a0IWWQMT+fhAFfXnNdst0t+o\n6BaRiNXpDayBvTxLKNKfedxuHpxTgNfn591tJU7HEZEbpKJbRCLWJ4eqqb/QyoIpQxmYEu90HJFb\ndvv4LLIzkth6sJo6zXaL9CsqukUkInV6fbwbnOVeNmu403FEQsLtdvHgnMDabnUyEelfVHSLSETa\nFpzlnn+bZrklsswcl0XOoCQ+OVhNbUOz03FEpIdUdItIxOn0+nh3WwkxHhf3ztYst0SWwGx3AT6/\nZrtF+hMV3SIScbYdrqbufCt3apZbItSMsUMYOjiZbYdqqNFst0i/oKJbRCKK1+fjvU/OBGa5tZZb\nItTltd0+v59VW0ucjiMiPaCiW0QiyvbDNdSeb2He5KFkpCY4HUckbKaPHUJuZjLbDldTdfaS03FE\n5DpiwvnixpilwIuAB1hurX2hm/NmANuAJ6y1bwaPpQPLgQmAH/imtXa7MSYDeA0YDpQEn3M+nO9D\nRPoHr9fHqq0leNwu7tNabolwbpeLh+YU8LO3D/H+tjN86/7xTkcSkWsI20y3McYD/BRYCowHnjLG\njOvmvBeANYCry0P/BrxvrR0HTAaOBo8/D6yz1o4BNgTvi4iwaW95YJb7Ns1yS3SYZjIDa7sP16hv\nt0gfF87lJTOBE9baEmttB7ACeOgq5z0HvA7UXT5gjEkD5llr/wPAWttprb0QfPhB4NXg7VeBh8OU\nX0T6Ea/Px4p1xwKz3FrLLVHC7Qp8q+Pz+1m9/YzTcUTkGsJZdOcCZV3ulwePfcYYk0ugEH8peMgf\n/HcBUGeMecUYs8cY8wtjTFLwsSxrbU3wdg2QFZb0ItKv7DxSS1X9JeZNzmFQmma5JXrMHDeEIemJ\nfHywiobGNqfjiEg3wll0+69/Ci8Cz1tr/QSWllxeXhIDTAN+Zq2dBlziKstIgs/ryc8RkQjm8/t5\nd1tgLbf6cku08bjd3Dt7OJ1eP2t2lDodR0S6Ec4LKSuA/C738wnMdndVBKwwxgAMBpYZYzqAHUC5\ntXZX8Lw3gP8avF1jjMm21lYbY3KA2p6EycxMubl3IV+gsQwtjeet++RAJVVnm1k0I59xo4Y4HSdi\n6HcztMI5ng8uGM27286waX8lT98/gfQo6E+v38/Q0Vj2jnAW3cXAaGPMCKASeBJ4qusJ1trCy7eN\nMa8Aq6y1K4P3y4wxY6y1x4BFwOHgqSuBrxO4+PLrwNs9CVNX13hLb0YCMjNTNJYhpPG8dX6/n9+u\n/RQX8NjC0RrPENHvZmj1xngumZHPb9Yd43drjvKlBSPD+rOcpt/P0NFYhta1PsCEbXmJtbYTeBZY\nCxwBXrPWHjXGPGOMeaYHL/Ec8BtjzH4C3Uv+MXj8n4G7jTHHgLuC90UkSh0uOceZ6kaKTCb5WZqt\nkeg1b3IOqclxbNxTzqXWDqfjiMgVrjvTbYyZQ2BWeWSX8/3W2ut+h2utXQ2svuLYz7s59xtX3N8P\nzLjKeeeAxdf72SISHd77JNCx4b7ZI5wNIuKwuFgPS2cO4/cfnmBDcTkPzi1wOpKIdNGTme6XgZ8B\ncwkUwTMItAMUEXHU8fLz2LLzTCocxPBszXKLLJg6lOSEGNYVl9HS1ul0HBHpoidruputtb8NexIR\nkRv03rbLs9zqWCICkBAXwz0z8nlry2k+2lvBMvWsF+kzejLT/b4x5t6wJxERuQGlNY0cOHmWMXlp\njMlPdzqOSJ+xqCiPxHgPa3eW0t7hdTqOiAR1O9NtjKnrcvfvjDFNwOWu+z1a0y0iEi6fzXLfMcLZ\nICJ9TFJCLHdNy+O9bWfYvL+SxdPzr/8kEQm7ay0vuXwR4+WNa7rShjQi4pjqc80Uf1rLsKwBTCzI\ncDqOSJ9z94x81u0qY+3OMhZMzSXGE8698ESkJ7r9U2itLbHWlgBPXr7d9VhvBRQRudL728/gB+6f\nPQKX68o5ARFJTYpj7uQczl5sZdfRHu0hJyJh1pOPvk/18JiISNidvdDKtkPV5AxKYprJdDqOSJ+1\nZOYw3C4Xq3ecwe/XF9QiTrvWmu67gXuAocaYf+GPS0zSeiOYiMjVrNlZitfn595Zw3FrllukW5np\nicwYN4QdR2o4eOosk0cOdjqSSFS71kx3O3AJ8AX/3RT85yjwSPijiYh8XmNzO1v2VzIoNZ7bx2c5\nHUekz1t2+zAA3t9e6nASEbnWhZQ+a+0PjDGvW2sP9VoiEZFufLingvZOH/fMGKYLw0R6YFhWChML\nMzh06hzbii9yAAAgAElEQVQnKy4wMldfVos45Vp/a71qjDkGPGCMGdpbgURErqatw8v63eUkJ8Qw\n77Ycp+OI9Bv33h7YIOf97WccTiIS3a5VdI8EngHGAUeNMe8ZYx4zxvRkF0sRkZD65GAVTS0dLJyW\nS0Kc/jck0lNmWDoFOansPV5PZf0lp+OIRK1rtQz0W2s/tNY+DeQBbwF/DVQYY/61twKKiPh8ftbu\nLCPG42ZRkTb6ELkRLpeLe2cF1nav2aG13SJO6dGiSGttI/AfwD8BZQRmwEVEesWeY3XUnm9hzqRs\n0pLjnI4j0u9MHZ1JVkYS2w5Xc+5iq9NxRKLSdYtuY8xYY8wLQDnwQwLFt9Z4i0iv8Pv9rN5xBheB\nvsMicuPcbhfLbh+G1+dnXXGZ03FEotK1+nQ/A/wpMAr4DbDUWnugl3KJiABwrOw8p6samTYmk+yM\nJKfjiPRbsydk89aWU3y0r5L77xhBckKs05FEosq1ZrofBn4E5Fpr/0oFt4g4YXVwDerS2zXLLXIr\nYmPc3DM9n7Z2Lx/uqXA6jkjUudaFlMusta8DCcYYD4AxZpIx5svGGC2qFJGwK69r4sDJs4zOS2OU\n+guL3LL5U3JJjPewvriMjk6v03FEokpPLqT8iEDhnQ2sAb4B/Hs4Q4mIAKwNznIvC/YZFpFbk5QQ\nw4IpuVxs7mDb4Rqn44hElZ4U3S5r7SXgfuAX1tolQFF4Y4lItDt3sZXtR2rIGZTE5FGDnI4jEjEW\nFeXhcbtYu7MUn9/vdByRqNGTojvBGBMP3ANsDB7zhS+SiAisLy7H6/OzdOYw3C6X03FEIkZGagIz\nxw2h6mwzh06ddTqOSNToSdG9AqgGCoCtxpgcoCWsqUQkqjW3dvLRvgrSBsQxa0K203FEIs7l9ptr\nd6p9oEhvuW7Rba39IYEt4W+31nqBRuCxcAcTkei1aV8Fre1e7p6eT2xMj/bwEpEbMCwrhXHDB3L0\nTAOlNY1OxxGJCtfq0z3+ikPZxpiu99VvSERCrtPrY11xGfFxHhZM0T5cIuGyZOYwjp5pYO3OUr7z\nwASn44hEvG6LbuB94GpXWKQAAwFPWBKJSFTb9Wkt55vauXt6PknavEMkbCYVZjB0cDI7j9by2PyR\nZKQmOB1JJKJdq0/3CGttweV/gInAK4AX+HFvBRSR6OH3+/lgZxkuFyyenud0HJGI5nK5uGdGPl6f\nn/W7y52OIxLxrrtY0hgTY4z5v4FjQD4wzVr7vbAnE5Goc6zsPGdqAlu+Z6YnOh1HJOLNnpBFalIs\nm/ZV0tLW6XQckYjWbdFtjHEZY54GLDAXWGit/Y61Vmu5RSQsPtgV6KSwZIa2fBfpDbExHu4qyqOl\nrZMtB6qcjiMS0a61pvsAkAz8ECgGYrpeXGmtPRLmbCISRWoamtl3vJ6CnFRG5qY6HUckaiycmsv7\n286wblcZi4py8bjVMUgkHK5VdKcQuJDyB908XhDyNCIStdbvKscPLJmZj0ub4Yj0mpSkOO6YlMNH\neyvYbeuYOS7L6UgiEanbottaO6IXc4hIFLvU2sGWg5UMSo2nyGQ6HUck6twzI59NeytYu7OMGWOH\n6IOvSBhca6b7c4wxcV3Pt9Y2hyWRiESdzfsqae/wsWhuvr7aFnFAdkYSt40azL4T9Rwvv8CY/HSn\nI4lEnJ50L3nUGFMOtAJNwX+0fZWIhESn18f63eXEx3m487Ycp+OIRK0lM/MBWLuz1OEkIpGpJzPd\n/w/wBLAjuA28iEjIFH9aS0NjG4un52kzHBEHjclPZ0R2CvuO11PT0EzWwCSnI4lElJ4U3WettZ/c\nzIsbY5YCLxLYvXK5tfaFbs6bAWwDnrTWvhE8VgJcJLAZT4e1dmbw+A+AbwN1wad/31q75mbyiYiz\n/H4/H+wqwwUsnp7vdByRqOZyuVgycxg/X3mYDcXlfOXuMU5HEokoPSm63zLGfBdYQWCJCXD9Nd3G\nGA/wU2AxUAHsMsastNYevcp5LwBXFs5+YIG19txVjv/YWqtdMUX6uePlFyipbqRoTCZDtBmOiOOK\nTCYDU+LZcrCKh+cVkpTQ40u/ROQ6enLF0j8QKJ7rubE13TOBE9baEmttB4Gi/aGrnPcc8Dp/nLnu\nqrvLp3VZtUgEuLx29J6ZmuUW6QtiPG7umpZLW7uXjw9UOh1HJKJc9yOstfZmWwnkAmVd7pcDt3c9\nwRiTS6AQvwuYQWAW+zI/sN4Y4wV+bq39RZfHngvullkM/I219vxNZhQRh9R+thlOCqNy05yOIyJB\n86fksnJrCet3l7N4ej5ut+a5REIhnL25/Nc/hReB5621fgKz113/ZM+x1k4FlgF/YYyZFzz+EoGN\neaYAVcCPQhdZRHrLuuLAZjj3zBimnsAifciAxFjumJhN/YVW9p2odzqOSMQI52KtCqDrd8b5BGa7\nuyoCVhhjAAYDy4wxHdbaldbaKgBrbZ0x5i0Cy1W2WGtrLz/ZGLMcWNWTMJmZKTf9RuTzNJahFY3j\n2dTSwdaDVQxOS2Dp3EJiPKH7/B+N4xkuGsvQ6k/j+fjdhk37KvlofyVL5hQ6Heeq+tN49nUay94R\nzqK7GBhtjBkBVAJPAk91PcFa+9mfZGPMK8Aqa+1KY0wS4LHWNhpjkoF7gB8Gz8u5XJADjwAHexKm\nrk6txUMhMzNFYxlC0Tqeq3ecobXdywNzRtBw7lLIXjdaxzMcNJah1d/GM8njYsKIgRw6eZbdhyoZ\nltW3irL+Np59mcYytK71ASZsy0ustZ3As8Ba4AjwmrX2qDHmGWPMM9d5ejawxRizD9gBvGut/SD4\n2AvGmAPGmP3AfOCvw/QWRCQMvD4fG3eXEx/rYf5tQ52OIyLduHtG4MvqdcVl1zlTRHoirL2ArLWr\ngdVXHPt5N+d+o8vtUwTWbF/tvKdDmVFEete+4/WcvdjGwmm52gxHpA+bWDiIrIwkdhyp4UsLRpGW\nHOd0JJF+LZwXUoqIfMGG3YFLOxZNy3M4iYhci9vlYnFRHp1eP5v2VjgdR6TfU9EtIr2mrLaJT0vP\nM2HEQIYOTnY6johcx5xJ2STGx7BxbwUdnT6n44j0ayq6RaTXbNgdWBu6SFu+i/QLCXEx3HlbDhcv\ntbPzaI3TcUT6NRXdItIrmlo62H64hsz0BCYXDnI6joj00KJpebhcgQsq/f6ebMEhIlejoltEesWW\n/ZW0d/pYNC1PO9yJ9COD0xOZNiaT0pomjpdfcDqOSL+loltEws7r87FxT6BN4NzJOU7HEZEbdHdw\nSdi6XWofKHKzVHSLSNhdbhN4x6RstQkU6YdG56UxPCuFPcfrqD/f4nQckX5JRbeIhJ3aBIr0by6X\ni7tn5OH3w4Y95U7HEemXVHSLSFipTaBIZJgxNou05Dg276+itb3T6Tgi/Y6KbhEJK7UJFIkMsTFu\nFk7NpaWtk60Hq52OI9LvqOgWkbBpaulgm9oEikSMBVNzifG42LC7HJ/aB4rcEBXdIhI2W/ZX0qE2\ngSIRIzU5jpnjsqg+18yR0+ecjiPSr6joFpGwUJtAkci0qChwQfT63bqgUuRGqOgWkbBQm0CRyFSQ\nk8rI3FQOnjxLTUOz03FE+g0V3SISFuuL1SZQJFItKsrDD2zcXeF0FJF+Q0W3iIRcWW0TtkxtAkUi\n1XQzhLTkOD4+WKn2gSI9pKJbREJObQJFIluM53L7QC/bDql9oEhPqOgWkZC63CZwSHoik0eqTaBI\npJo/ZSget4v1u8vxq32gyHWp6BaRkNocbBN417Rc3C61CRSJVGkD4pkxbghVZ5s5cqbB6TgifZ6K\nbhEJGa/Px4dqEygSNRYXBZaQbShW+0CR61HRLSIhozaBItGlcGgqBTmp7D9RT+35FqfjiPRpKrpF\nJGTUJlAk+iwOtg/8cI9mu0WuRUW3iISE2gSKRKfpY4eQmhzHlv1VtLV7nY4j0mep6BaRkFCbQJHo\nFBvjZsGUoTS3dbLtsNoHinRHRbeI3DK1CRSJbvOn5OJxu9ig9oEi3VLRLSK3TG0CRaLbwJR4po8d\nQkX9JT5V+0CRq1LRLSK3xOvzsVFtAkWi3qKiwAXU63frgkqRq1HRLSK3ZN/xes6pTaBI1Bs5NJXh\n2SnsO1FPvdoHinyBim4RuSVqEygiAC6XK9A+0A8b91Y4HUekz1HRLSI3rbSmUW0CReQzM8dlkZIU\ny5b9lbR1qH2gSFcqukXkpm0Irt1Um0ARgUD7wPlThnKptZMdR2qcjiPSp6joFpGb0tTSwfYjahMo\nIp+3cGoebpeL9cVlah8o0oWKbhG5KWoTKCJXMzAlniKTSXndJY6VnXc6jkifoaJbRG6Y2gSKyLV8\n1j6wWO0DRS6LCeeLG2OWAi8CHmC5tfaFbs6bAWwDnrTWvhE8VgJcBLxAh7V2ZvB4BvAaMBwoAZ6w\n1uqjtEgvutwmcOG0XLUJFJEvGJ2XxrCsAew5XsfZC60MSktwOpKI48I2022M8QA/BZYC44GnjDHj\nujnvBWDNFQ/5gQXW2qmXC+6g54F11toxwIbgfRHpRWoTKCLX4nK5WBRsH/ih2geKAOFdXjITOGGt\nLbHWdgArgIeuct5zwOtA3VUeu9pC0QeBV4O3XwUeDkFWEekhtQkUkZ64fVwWAxJj2bSvgna1DxQJ\na9GdC5R1uV8ePPYZY0wugUL8peChrpc5+4H1xphiY8x3uhzPstZe7kNUA2SFNLWIXJPaBIpIT8TF\netQ+UKSLcBbdPekT9CLwvLXWT2BWu+vM9hxr7VRgGfAXxph5Vz45+Dz1IxLpJWoTKCI3YuHUQHej\nDbvL1T5Qol44L6SsALpOheUTmO3uqghYYYwBGAwsM8Z0WGtXWmurAKy1dcaYt4AZwBagxhiTba2t\nNsbkALU9CZOZmXJr70Y+o7EMrf40nps2Hqej08cDd44ka0iq03Guqj+NZ1+nsQytaBzPzMwUZk/K\nYeuBSuqaOphQGLoP69E4nuGisewd4Sy6i4HRxpgRQCXwJPBU1xOstYWXbxtjXgFWWWtXGmOSAI+1\nttEYkwzcA/wweOpK4OsELr78OvB2T8LU1TXe2rsRIPAHU2MZOv1pPL0+H6u2nCQ+1sPUwoF9Mnd/\nGs++TmMZWtE8nnMnZrH1QCWvbzjGkJSJIXnNaB7PUNNYhta1PsCEbXmJtbYTeBZYCxwBXrPWHjXG\nPGOMeeY6T88Gthhj9gE7gHettR8EH/tn4G5jzDHgruB9EQmzvccCbQLvmJitNoEi0mNj8tPJHzKA\nPbaOcxdbnY4j4piw9um21q4GVl9x7OfdnPuNLrdPAVO6Oe8csDiEMUWkB9ZfvoCySG0CRaTnLrcP\n/OXqT/lwbwWPzR/pdCQRR2hHShG5rtKaRo6VnWdCQYbaBIrIDZs1/nL7wEq1D5SopaJbRK7r8iz3\nYs1yi8hNuNw+8HIHJJFopKJbRK6psbmd7YcDbQInqU2giNyky+0D1xeXqX2gRCUV3SJyTZv3V9Lp\n9bGoKA+362qbxIqIXF9GagJFJpPyukvY0vNOxxHpdSq6RaRbnV4fG/dUEB/nYc6kHKfjiEg/d3dw\nJ9t1xWXXOVMk8qjoFpFu7T1eT0NjG3Mn5pCUENZmRyISBUbmpjIiO4V9J+qpO9/idByRXqWiW0S6\ntT44G3VXUa7DSUQkErhcLhZPz8Pvh417rtykWiSyqegWkas6U93I8fILTCzMIGeQ2gSKSGjMGJtF\nanIcm/dX0dre6XQckV6joltErmr97sAs9+KifIeTiEgkiY1xs2DKUFraOtl2qNrpOCK9RkW3iHzB\nxUvt7DhSQ9bARCYWZjgdR0QizMKpuXjcLtbvLlf7QIkaKrpF5As27a+k0+tXm0ARCYu0AfHMHDeE\nqrPNHC4553QckV6holtEPqfT6+PDPeUkqE2giITR4mD7wPXFuqBSooOKbhH5nD3H6jjf1M7cSTkk\nxqtNoIiER0FOKiNzUzlw8iw155qdjiMSdiq6ReRzLs86LSrKcziJiES6y5vlbNit2W6JfCq6ReQz\np6sucqLiApNHDiIrI8npOCIS4aaNyWRgSjwfH6yipU3tAyWyqegWkc9cnm1arFluEekFMR43C6fm\n0tru5eODVU7HEQkrFd0iAsCFS+3sPFpDdkYS4wvUJlBEesedU4YS43GzYXc5PrUPlAimoltEANi0\nt0JtAkWk16UmxTFrQha1DS0cPHnW6TgiYaOiW0To6PSycU85ifExzJmU7XQcEYkyl5e0rS8ucziJ\nSPio6BYRth+u4WJzBwumDCUhTm0CRaR3DctKweSnc7ikgYr6S07HEQkLFd0iUc7v9/NBcRket0tt\nAkXEMYvVPlAinIpukSh3pKSBirpLTB87hIzUBKfjiEiUmjp6MIPTEvjkYBVNLR1OxxEJORXdIlFu\n7a5SAO6Zke9wEhGJZm63i8XT82nv9PHhHs12S+RR0S0SxSrqL3Ho1DnG5KVRkJPqdBwRiXLzJueQ\nGB/Dhj0VdHR6nY4jElIqukWi2LpdgU4B98wc5nASERFIjI9hwZShXLzUzrbDNU7HEQkpFd0iUepi\nczufHKomMz2BKaMGOx1HRASARUV5eNwuPthVhl+b5UgEUdEtEqU+2lNBp9fH3dPzcbu1GY6I9A0Z\nqQnMHDeEyvpLHDx1zuk4IiGjolskCnXdDGfu5Byn44iIfM6S4JK3tTtLHU4iEjoqukWi0PYjgc1w\n5mszHBHpg4ZlpTBu+ECOnmmgtKbR6TgiIaGiWyTK+P1+1u0qw+1yfbb1sohIX6PZbok0KrpFoszB\nU+cor7vEjHHaDEdE+q5JhRkMHZzMzqO1nLvY6nQckVumolskyqzefgaAZberTaCI9F0ul4slM/Lx\n+vys19bwEgFUdItEkZMVF7Bl55lYmMGwrBSn44iIXNOsCdmkJsexaV8lLW2dTscRuSUqukWiyPvB\nWe57bx/ucBIRkeuLjXGzaFouLW2dbNpX6XQckVsS1rYFxpilwIuAB1hurX2hm/NmANuAJ6y1b3Y5\n7gGKgXJr7QPBYz8Avg3UBU/7vrV2TdjehEiEqKy/xN7j9RTkpGKGpTsdR0SkRxZOy+P9HaWs3VXK\noqI8YmM0Xyj9U9h+c4MF80+BpcB44CljzLhuznsBWANcuUPHXwJHgK5bUvmBH1trpwb/UcEt0gNr\ndgQ6ANw7azgulzbDEZH+YUBiLAun5nKhqZ2th6qcjiNy08L5cXEmcMJaW2Kt7QBWAA9d5bzngNf5\n48w1AMaYPOBeYDlfLMZVMYjcgHMXW9l2uJrsjCSmjtGW7yLSv9wzI58Yj5vV28/g9fmcjiNyU8JZ\ndOcCZV3ulwePfcYYk0ugEH8peKjrjPa/At8Drvan6zljzH5jzMvGGH1PLnId64rL8Pr8LL19GG7N\ncotIP5M+IJ55k3OoO9/KzqO1TscRuSnhLLr91z+FF4HnrbV+ArPXLgBjzP1ArbV2L1+c1X4JKACm\nAFXAj0KWWCQCNbV08NG+StIHxDF7QrbTcUREbsqy4KTB+9vO4PP1pMQQ6VvCeSFlBZDf5X4+gdnu\nroqAFcYYgMHAMmNMJ3A78KAx5l4gAUg1xvzKWvu0tfazj7jGmOXAqp6EycxUe7RQ0ViGVrjH84M1\nn9LW7uWrS8YyNCctrD+rL9DvZ+hoLENL43lrMjNTWFCUx8biMnYeqWbWxBynI0UM/W72jnAW3cXA\naGPMCKASeBJ4qusJ1trCy7eNMa8Aq6y17wDvAH8XPD4f+Ftr7dPB+znW2stXUjwCHOxJmLq6xlt6\nMxKQmZmisQyhcI9nc2sH72w+SUpSLDNGD474/3b6/QwdjWVoaTxD464pQ/mwuIw/bDhG4ZBkXRQe\nAvrdDK1rfYAJ2/ISa20n8CywlkAHktestUeNMc8YY565wZfr+j3SC8aYA8aY/cB84K9Dk1gk8qwr\nLqelrZOlM4cRH+dxOo6IyC0ZOjiZaWMyOVZ6niNnGpyOI3JDwtqn21q7Glh9xbGfd3PuN7o5vgnY\n1OX+06HMKBKpmls7WberLNBua1ru9Z8gItIP3HfHcHYfq2Plx6cZP3ygZrul31CHeZEItX53Gc1t\nnSyZmU9CXFg/X4uI9JoR2anMHJ/N8fILHC4553QckR5T0S0SgVraArPcyQkx3DUtz+k4IiIh9dWl\nYwF4a/Np/H51MpH+QUW3SATasLucS62d3DNzGInxmuUWkchSmJtGkcnkdNVF9p8863QckR5R0S0S\nYZpaOli9o5TkhBgWF2mWW0Qi08NzC3ABb28+hU+z3dIPqOgWiTDvbz9DS1sn980eoVluEYlYuZkD\nuH18FqW1TeyxdU7HEbkuFd0iEeTcxVY27C4nIzWeRUXqWCIike3BuQW4XPDWllN4fT6n44hck4pu\nkQjyzsen6ej08dDcAmJj1JdbRCJbdkYS8yYPpepsM5v3V13/CSIOUtEtEiEq6y/x8cEqhg5OZo62\nRxaRKPHIvALi4zy8veUULW2dTscR6ZaKbpEI8drGE/j98Nidhbjd2ixCRKJD2oB47p01nMbmDt7b\ndsbpOCLdUtEtEgH2n6jn4KmzjBs+kCmjBzsdR0SkVy2ZkU9Gajwf7Cqj/nyL03FErkpFt0g/19Hp\n43cbjuN2ufjK4tHaEllEok5crIfH7hxJp9fH7z884XQckatS0S3Sz60rLqO2oYW7inLJzRzgdBwR\nEUfcPiGLUblpFNs69p+odzqOyBeo6Bbpx2oamln58WlSkmJ5eG6B03FERBzjdrl4eqnB43bx6w+O\n0dbudTqSyOeo6Bbpp3x+P6+u/pT2Th9fvXsMSQmxTkcSEXFUXuYAlswcxtmLrbyz9bTTcUQ+R0W3\nSD+1eV8ln5aeZ8qowcwYO8TpOCIifcIDc0aQmZ7A2p2lnCi/4HQckc+o6Bbph6rPNfPaxhMkxnv4\nkyVGF0+KiATFx3r41n3jAfj3VYfVu1v6DBXdIv1MR6eXl94+RFuHl6eXjGVgSrzTkURE+pQx+enc\nN3s49Rda+fUHx/D7/U5HElHRLdKf+P1+frv+OGW1Tdx5Ww63j89yOpKISJ/04JwCCnJS2Ha4mo17\nKpyOI6KiW6Q/WberjE37KsnLHMBTi8c4HUdEpM+K8bj57sOTSE2K5Xfrj3Ok5JzTkSTKqegW6Sd2\nfVrLaxtPkDYgjr96fDLxsR6nI4mI9GmD0hL4i0cn4XLB//fWQU5XXXQ6kkQxFd0i/cDWg1X8n3cO\nERfn4a++dBsZqQlORxIR6RdG56Xz7fvH09ru5Ucr9nGmutHpSBKlVHSL9HEb95Tz8ntHSYqP4Xtf\nnsrw7BSnI4mI9Cu3j8/iW/eNo6Wtk/93xV7NeIsjVHSL9GFrdpTy6w+OkZocx3/9yjQKh6Y6HUlE\npF+6Y2IO37xvHM3Bwls9vKW3qegW6aM27C7n9x+eYGBKPM9/dRp5QwY4HUlEpF+bMymHZx6cQFu7\njx+9tg9b2uB0JIkiKrpF+qAz1Y2s2HCc1OQ4/stTU8nOSHI6kohIRJg5LovvPjKRTq+Pl94+RFNL\nh9ORJEqo6Bbpg975+DRen59v3juOLBXcIiIhNW1MJo/eWcjF5g7e337G6TgSJVR0i/Qx9Rda2H+i\nnoKcVCYVZjgdR0QkIi2enk9KUixb9lfS0el1Oo5EgRinA/SG9z85TVNj63XP6+kmsaHeTban29P2\n+MfeQL6ev2bgzOQBCVxq6n4sHRvDnv7kMIzNrWwvnJwcz6VLbZ87VlbbhB+YMykbl8t1068tIiLd\ni41xM2dSDmt2lPL6R6fIGRSd3yoOSEnoUY0kPfP4PWO7fSwqiu6X3jjgdASRG+J2uZhcOMjpGCIi\nEW3e5BzW7ihlXXGZ01EkQkR90f29rxXRGOJPcT2dgQz1POWNTXz2MGMPX9MFpKYlcvFCSyh+LK4b\nGZ0byNij83r8o0M7hle+YlpaEhcuNH/hnPQB8QxOT+z5i4qIyA3LGZTM81+bxtmL0TvTm5qSyMXG\n6/y9LiERFUX3nVPzqKvTDlShkJmZorEMIY2niIizRuelM9rpEA7S30O9RxdSioiIiIiEmYpuERER\nEZEwU9EtIiIiIhJmKrpFRERERMIsrBdSGmOWAi8CHmC5tfaFbs6bAWwDnrDWvtnluAcoBsqttQ8E\nj2UArwHDgZLgc86H832IiIiIiNyKsM10BwvmnwJLgfHAU8aYcd2c9wKwhi/2Z/tL4Aif36fkeWCd\ntXYMsCF4X0RERESkzwrn8pKZwAlrbYm1tgNYATx0lfOeA14H6roeNMbkAfcCy/l8Mf4g8Grw9qvA\nwyHOLSIiIiISUuEsunOBrls8lQePfcYYk0ugEH8peKjrjPa/At8DfFe8bpa1tiZ4uwbIClVgERER\nEZFwCOeabv/1T+FF4Hlrrd8Y4yI4o22MuR+otdbuNcYs6O7Jwef15Oe4MjNTepJZekBjGVoaz9DS\neIaOxjK0NJ6h9f+3d+9Rd093HsffkQTVuLXqUpflEj5BGaqrRadozDSlLlVVWoaoKeLW1F3QG0Ua\nxqVMO0rMQoUanabuo9OOayjKVA2f1BQdQaKqF9ckkvnjuw/HcdLkeZ79POc58X2tZa3nnN/vF/t8\n1u/8zv7tvX97Z571ZJYDoz9bumcAaza9XpNo7W62BXClpMeB3YF/lrQrsDWwS3l/CjBa0qXlmJmS\nVgWQtBowqx8/Q0oppZRSSn3Wny3d9wHrS1obeBrYE/h88w621238LekS4FrbU4GpwITy/rbA0bb3\nLbv+BNiPePhyP+DH/fgZUkoppZRS6rN+a+m2PRc4DLiZmIHkKtuPSDpI0kE9/Oeah5CcAfy9pOnA\n6PI6pZRSSimlQWvI/PmLMiQ6pZRSSiml1Fu5ImVKKaWUUkr9LCvdKaWUUkop9bPFqtItabH6PJ2W\nedaTWdaVeaaUUs/ltbOunubZn7OXDAhJI4D9gRuAZ4CXJQ2xnYPVeyHzrCezrCvzrEvSkrZnd7oc\ni3wcpYAAAA3vSURBVIvMs67Ms568dtbVlzy7+kFKSaOJ1Sx/DfwemG378M6WqntlnvVklnVlnnVJ\nGg+MJaZnvdf2dfkj3HuZZ12ZZz157ayrr3l2ezfD+4EptncHTgY+KukAyC6UXso868ks68o8K5G0\nPbFmwv6AgW9I+khZ4Tez7KHMs67Ms7q8dtbVpzy7KnBJa0n6YNNbo4CXAGzPAo4DTimv5w18CbtL\n5llPZllX5lmXpOFNL1cCbrD9gO0rgEuB70Fmuagyz7oyz3ry2llX7Ty7ptIt6VTgTmCipEmSVgBu\nBMY19rF9C3CfpJM7VMyukXnWk1nWlXnWI2m4pH8CJpUWRIC5wHaNfWyfCwyXtH85ZsiAF7RLZJ51\nZZ515bWzrv7Isysq3ZJWAjYARgKfI76UX7N9J/CIpNOadp8MrNJy55yaZJ71ZJZ1ZZ71lK7OC4iW\nw18CJ0g6yPY1wMqS9m7a/STgswA5bra9zLOuzLOuvHbW1V95dkWlG5gDbAm8z/YLwA8BJP0DcCCw\nt6Rtyr4CZtie05GSdofMs57Msq7Ms57lgU2Bg2xfCpwFbCZpW+BQ4DRJS5V9nyZ+SIbmOM8Fyjzr\nyjzrymtnXf2S56A8eRvdR+ULNsT2n4gP3LjzfQiYBmwFzAS+AXxB0m1ln3sHvtSDV+ZZT2ZZV+ZZ\nR2uXu6Qlyg/Fk8QDaRDdpPcBe9n+L+A/gPMk7UGMSxxh+/Uc55l51pZ51pfXzroGKs9BVemWdLCk\nzYBlAcoXrNGVdDuwgaRNbM8Ffks8RTrC9mTgK8BE25va/mknyj/YZJ71ZJZ1ZZ7VvXEtLxWaeaVF\ncCqwhaSVbf8Z+BUwV9I6wLHAdcRMEQ/bPrgTBR+kMs+6Ms9K8tpZ10DnOSjm6Za0MfAD4Kny39K2\nx5ZtlwHnEd1L+wHr2W5Mz3I78CXbj3ai3INV5llPZllX5lmXpC8ARxE/DtNsX1Xe3xn4DfAycATw\nnO2JZds04Cu27y6vh2c3c8g868o868lrZ12dynOwtHSvTHwhdwKOBlaSNKlsO9b2vbZnABcD60u6\nUNI9xEpAz3SmyINa5llPZllX5lmJpA2JCs2RwH8Ch5RKDsAKwBDiR+M6YBdJu0kaSVR05jb+nazQ\nhMyzrsyzurx21tWRPDvS0q2YdmUD4AHbcyQdDGxk+4iyfR3gAWBj2zMa3VFl2/uAzYDVysMX73iZ\nZz2ZZV2ZZ10t+WwHfKYpyx2Ai2yv3ua4XYDdgK2Bc2x/d+BKPXhlnnVlnvXktbOuwZLngFe6JR0I\nnEoMOv89cGLZdB/xYZ8v+50NvMf2fuX1PwI32X5qQAs8yGWe9WSWdWWedUn6GrAK8HPbV0vagqjE\nbN60z03Ag7aPb3qvMYZ2KWCO80E0IPOsLfOsJ6+ddQ2mPAd0eImkdxFPfn7M9qeA3wEnAH8BrgAu\nbNr9MmBouTsBeI2YwiUVmWc9mWVdmWddkk4iWgFvAg6XdLTt+4GnFQs4NBwDbCNp+XLcGcBeALZf\nywpNyDzryjzryWtnXYMtzwGtdNt+hfjwK5e3LgOeJ1b3ORb4G8X0QADrAS/Y/mM59jLbMweyvINd\n5llPZllX5lmPpGHAx4BjbP8EOBl4v2LxkHHAOElrlN3/QMwA0XCaYyntVGSedWWedeW1s67BlueA\nVLr11gntJwO7AtieDtwFrA28Fzgc2F7ST4m17O8ZiPJ1G0nDMs/eKz8Sjb/z3Kwo86xL0jDHVFUP\nE1OnQcxnfBewPfACcA5wpuIhtROB1YmH0XBMw5aKzLOuzLMeSUvktbOewfpb1C+Vbkn7Stq20UTv\nt05ofwewgqS/K6+nE3cgK9q+kQhgErCF7cv7o3zdRtJYSZ+StBaA7bmZZ+9IGg9MkbQp5LnZV5L2\nkfTRRndx5tk3kpZu+ntoqdBAdNuvLmnj8t5DRKvhJsBpwL8CnwDmEYuLZBczIOlDkpZtvM48+0bS\napKGlr+HZZ69J0nNr23Py2tn73VLvbPag5SK1XxWI8bIzAMeA0YAX7b9nGIqll8Qq0ztQ3RH7WN7\nrqQbgDNt/6xKYRYTkv4WOAN4iWhJWBM4wPafJZ0O/JLMc5FIWpJYQepDwPFlvGFjW2bZQ5LWJbrp\n/kQ88b060b2c3/VekDQGGE/MF3u7yxPykrYElgbuJ6Zfe5ft48q2qcBVje555XzGbyg/rl8nKn9H\n236pvP9hYBkyzx5pynMWMaf2QeX9PD97SLEQy1RgNvAJ2483bcvfoh7oxnpnlZbu8mWaT6zoM8P2\naOAQ4k63MUh9ou2rHUtrXgHMB66UdCMR0vQaZVkclG6R4cAOwNm2xwDfI+aGfLXsNinzXLiSI8BQ\notVlL9v3N1pmizMzy0XTlOdGwK22d7R9InHBO7d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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -4838,17 +4851,6 @@ { "cell_type": "code", "execution_count": 37, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "pvsystem = reload(pvsystem)" - ] - }, - { - "cell_type": "code", - "execution_count": 38, "metadata": { "collapsed": false }, @@ -5553,7 +5555,7 @@ "[2881 rows x 7 columns]" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -5566,7 +5568,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": { "collapsed": false }, @@ -5574,18 +5576,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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EteSs+EFFcS6Ty/LYe7SFvoEh13EkANTcRc7T0zfI/mOtTJuYT0lhtus4IoA3\nitQ/GGPf0VbXUSQA1NxFzrP7SAtDsbiG5MVXzg3NH9RGMnJ5au4i56lJ3AI3vCuXiB/MqiykMDeD\nmoPeLoUil6LmLjLC4FCMnYeaKS7IYtpELRgi/pGWFmHJnDI6uvo5cqrDdRzxOTV3kREO1rXT1TvI\nsrll47KOt8i1WD5Hs+ZldNTcRUYYvgVuua63iw8tmFFCRnraud9TkYtRcxdJGN4oJjsziplW7DqO\nyH+RlRllwfRi6pu6aGzrcR1HfEzNXSTh5BnvgLloVikZ6XpriD9pQRsZDR3BRBI0JC9BsPTcdXfd\nEicXp+YuklBz4AxpkQiLZ2ujGPGvCflZzKwspPZEO129A67jiE+puYsA7Z19HD7ZwdwpReTnZLiO\nI3JJy+aWEYvH2aWNZOQi1NxF8HbbiqO15CUYzt0Sp1nzchFq7iK8NjlpmZq7BEBVeR5lRdnsOtzM\n4FDMdRzxITV3SXl9A0PsOdrC5LI8KopzXccRuaxIJMKyOWX09A1hT7S5jiM+pOYuKW/v0RYGBmPa\nKEYCRbfEyaWouUvK05C8BFH11AnkZKVTc+AMcW0kI+dRc5eUFovH2XHwDIW5GcyqLHQdR2TU0qNp\nLJ5VQnNHLycaO13HEZ9Rc5eUduRkBx3dAyyZU0ZamjaKkWAZHm3aoVnzch41d0lpWpVOgmzJrFKi\naRHdEif/hZq7pLSag2dIj6axYEaJ6ygiVyw3O4PqqRM4cuosrWf7XMcRH1Fzl5TV2NZDfVMXC2YU\nk5UZdR1H5KpoaF4uxLfN3Rgz1RjzvDFmjzFmtzHmT1xnknDZoVnyEgLLtFqdXIBvmzswAPyptXYh\nsAb4qDFmvuNMEiLDB8Ols9XcJbjKJ+QwpTyPvUdb6e0fdB1HfMK3zd1ae9paW5P4cyewD5jsNpWE\nRXfvALUn2pgxqYDigizXcUSuybK55QwOxdhzpMV1FPEJ3zb3kYwxM4DlwKuOo0hI7DrcwlAsriF5\nCYXlWq1OzpPuOsDlGGPygR8DH0+cwV9UeXlBckI5Eub6kl3bvhMWgNtXT0/K3x3m1w5Un2ulpfmU\nFGax83ALJaX5RK9wzQa/13ctwlzbpfi6uRtjMoCfAN+11v78co9vajo7/qEcKS8vCG19ya5tcCjG\nlr0NlBZmkZceGfe/O8yvHag+v1gyq5T1NSfZWFNH9dQJo35eUOq7GmGuDS79wcW3w/LGmAjwTWCv\ntfbLrvNCDFH6AAAYPElEQVRIeByoa6e7b5Clc8qIRLQqnYSDNpKRkXzb3IEbgYeA24wx2xP/u9d1\nKAk+bRQjYTR/ejFZGVG265Y4wcfD8tbal/H3hw8JoHg8Ts3BJrIzo5ipxa7jiIyZjPQoi2aWsLW2\niVPNXVSW5rmOJA6peUpKOdncTVNbL4tmlZKRrl9/CRcNzcswHd0kpdQcaAJg2ZxSx0lExt7i2aVE\nImhoXtTcJbXUHDxDJAJLtCqdhFBhbiZzqoo4VNdOR3e/6zjikJq7pIyOrn4O13cwd8oE8nMyXMcR\nGRfL55YTRxvJpDo1d0kZOw6dIc5rG22IhJGuuwuouUsK0S1wkgomleQyqSSXPUdb6B8Ych1HHFFz\nl5TQPzDEnqMt5w58ImG2fG4Z/QMx9h1rdR1FHFFzl5Sw71gr/QMxnbVLShj+Pd+uofmUpeYuKWF4\ncpGut0sqmD25iILcDHYcPEMsHncdRxxQc5fQi8Xj1Bw8Q35OBnOqilzHERl3aWkRls4uo72rn6On\nwrtxilycmruE3rHTZ2nr7GfJ7FLSrnArTJGgem1ovslxEnFBzV1Cb/i6o4bkJZUsnFFCejSNGt3v\nnpLU3CX0th9oIj2axqJZJa6jiCRNVmaUBTOKqW/qorGtx3UcSTI1dwm1htZu6pu6WDijmOxM326C\nKDIulieG5ndo1nzKUXOXUNte6x3UVlSXO04iknxL5+i6e6pSc5dQ21bbRCQCS3V/u6SgCflZzKws\npPZEO129A67jSBKpuUtotXf2cai+nblTJlCYm+k6jogTy+eWEYvH2XWo2XUUSSI1dwmt7Qe9jWJW\n6KxdUphWq0tNau4SWsPX25freruksKqyPMqKstl1uJmBwZjrOJIkau4SSj19g+w71sLUinzKJ+S4\njiPiTCQSYUV1Ob39Q+w71uI6jiSJmruE0q7DzQwOxTVLXgS4znjvgy1Ws+ZThZq7hNK2Wu8gtlzX\n20WYXVVEUX4mNQfOMBTT0HwqUHOX0BkYjLHzUDNlRdlMrch3HUfEubTE0HxnzwC1x9tcx5EkUHOX\n0Nl3rJXe/iFWVJcTiWijGBGAlYlLVFtqNTSfCtTcJXSGV+PS9XaR11RPm0B+Tgbbapu0x3sKUHOX\nUInF4mw/oL3bRc4XTUtj2dwy2jv7OVTf7jqOjDPfNndjzKPGmAZjzC7XWSQ4ak+00dHVz4rqcu3d\nLnKelYlZ81s1az70fNvcgW8B97oOIcGy2TYCsGpeheMkIv4zf3oJOVlRttom4hqaDzXfNndr7UtA\nq+scEhyxWJytton8nAzmTZ/gOo6I72Skp7F0ThnNHb0cazjrOo6MI982d5ErdaDutSH5aJp+tUUu\n5Lpqb1RLQ/Phlu46wFgqLy9wHWFchbm+sajtJy8dAeDO66f77t/Kb3nGmuoLjluLcnjkib3UHDzD\nh962FAhXfecLc22XEqrm3tQU3mGm8vKC0NY3FrXFYnFerqknPyeDyglZvvq3CvNrB6oviBbNLGGr\nbaJm72mWL6wMXX3DwvjajXSpDy4au5RQOFDXRntXPyuqyzQkL3IZwxNOX93X4DiJjBffHgWNMd8H\nXgGqjTEnjDHvd51J/GvLfu/64UrNkhe5rKVzysjKjPLq3gbNmg8p3w7LW2vf6TqDBEMsFmdLbaM3\nS35ases4Ir6XlRFlxdwyNuxpwB5vpTQ3w3UkGWO+PXMXGa3aE220d3pD8ulR/UqLjMb1CyYC8OL2\nesdJZDzoSCiBt2HPaQDWLJjkOIlIcCyYUUJ+TgYv1dQTi2loPmzU3CXQBgaH2GKbKC7IonqaFq4R\nGa30aBorTTltZ/vYd1zrhYWNmrsE2o6DzfT0DbJmwUTStL2ryBUZHpp/da9mzYeNmrsE2vCQ/NqF\nGpIXuVJzp06grCibrbaJgcGY6zgyhtTcJbA6ewbYdbiZKeX5TKnIdx1HJHDSIhFuWlZFT98gOw6e\ncR1HxpCauwTWFtvI4FCctYsmuo4iElh3rJoGwMu7TjlOImNJzV0C67c7TxEBrp+v5i5ytWZUFjJj\nUgG7DjfTerbPdRwZI2ruEkh1TZ0cOtnBolmllBRmu44jEmg3L51MPA6v7NbZe1iouUsgvbjjJADr\nllY6TiISfNfPn0hGehov7Tyl5WhDQs1dAmdgcIgNu09TmJfJ0jllruOIBF5udjorTTmNrT3Unmhz\nHUfGgJq7BM7W2ia6ege5cfEkLTcrMkZuXjIZgBcSo2ISbDoySuA8v81bC3td4mAkItfOTJtAZWku\nm/c10tapiXVBp+YugXLkVAcH6tpZPKuUiSW5ruOIhEYkEuHOlVMZisVZr81kAk/NXQLl6c0nALh7\n1VTHSUTC54aFk8jNSmf99noGBodcx5FroOYugdF6to/N+xupKstjwQzt2y4y1rIyo6xbNpmO7gE2\n7tF680Gm5i6B8dTGYwzF4ty1aioRbRIjMi7uvG4K0bQIT2w8xlBM680HlZq7BEJLRy/ra05SVpTN\nDYu0SYzIeCkpzGbd0sk0tvawYbfO3oNKzV0C4YkNxxgcinH/DTN0+5vIOHvj2umkRyM89soRBod0\n9h5EOkqK7x2qb2d9TT0VxTms1Vm7yLgrKczmlqVVNLX18uzWOtdx5CqouYuv9fUP8cjjeyEO73/D\nPJ21iyTJAzfPJD8ng5+/fEQbygSQjpTiaz9cf5CG1h7uXj0VM00z5EWSJT8ngwdvnU1f/xD/71f7\nteZ8wKi5i2/tPtzM89vqqSrL463rZrmOI5JyblpSycIZxew81MxvEmtMSDCouYsvdfYM8OiT+4im\nRfjDNy0gIz3qOpJIykmLRPjD+xdSmJfJj9cf4sipDteRZJTU3MWXvv9MLW2d/Txw00ymTypwHUck\nZRXlZfLB+xcQi8X5v7/YTXfvoOtIMgq+bu7GmHuNMfuNMQeMMZ92nUeS42B9Oxv2NDBjUgFvWDPN\ndRyRlLdwRgn3rZ1OU1svT2w86jqOjIJvm7sxJgp8DbgXWAC80xgz320qSYbntnm33vzebXOIpvn2\nV1Qkpdx/wwwK8zJ5seak7n0PAD8fOVcDB621R621A8APgAccZ5JxFovH2XmwmdLCbMy0Ca7jiEhC\nZkaUVaaCrt5Bak+0uY4jl+Hn5l4FjJyeWZf4noRYQ0s33X2DVE8t0vrxIj4zvGHToZOaWOd3Eb/e\nu2iMeRtwr7X2g4mvHwKut9Z+zG0yERERf/PzmXs9MHLT7ql4Z+8iIiJyCemuA1zCFmCuMWYGcBJ4\nO/BOp4lEREQCwLdn7tbaQeCPgV8De4H/tNbuc5tKRETE/3x7zV1ERESujm/P3EVEROTqqLmLiIiE\njJq7iIhIyASuuRtjApf5Sqi+YAt7fSJ+Ffb33pXW5+db4c4xxuQD7weeBE4B3caYiLU2FLMBVV+w\npUB9mdbaftc5xkuY6wtzbZAS772rrs/3s+WNMbcD/wbsBs4A/WFapU71BVsK1PcJ4H3AL4DN1trH\nQ3bwDG19Ya4NUuK9d031BWEYYzLwfWvt24C/AW40xvwBhGYYRvUFW2jrM8bcgbdw1PsBC/y9MeZ6\na2086LVBuOsLc20jhPa9l3B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EIbnpbNjdQIeOORdxwvfFWkSSw7aDTbRc6OaOaWXkZKa6jiMSd1JCQe6cU0l3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\nR7P0iDFmEtHS8ofA68D/iBUZgAIgQPS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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5598,7 +5600,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": { "collapsed": false }, @@ -5606,18 +5608,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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S+jHFPrlXjVcbJlJKqbNp9ZUfKK2fm/7+Nb2+zihOobmR4rQnKM55/hVwHLAc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\n1DCGuyRJDfP/AdFVcLyKKcxXAAAAAElFTkSuQmCC\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5630,7 +5632,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": { "collapsed": false }, @@ -5638,18 +5640,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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qyhkYGsEe7nQdigSc8+JurT1hrd3q3z4F7ARmAPcBD/ovexB4h5sIJZPsOdJN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\n/II8Fe4MY0wh8GHgp8BxoM8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4ogAAAABJRU5ErkJggg==\n", 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n+dFXl1GYl+k6kkgiOu+5iq53BSkCQtbaU8aYLGAZ8DXgWeBR4JvRfz99KX9e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\ninN83b3AA8CNwL9Za/9z8FLHLs3TX5q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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/docs/tutorials/solarposition.ipynb b/docs/tutorials/solarposition.ipynb index 94d360d947..3ad654168a 100644 --- a/docs/tutorials/solarposition.ipynb +++ b/docs/tutorials/solarposition.ipynb @@ -1,389 +1,1087 @@ { - "metadata": { - "name": "", - "signature": "sha256:fc07cc967cc55b08a29e80dc4e90777dbbd857cd9fd9dbeb9ead6909b684e4ca" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ``solarposition.py`` tutorial\n", + "\n", + "This tutorial needs your help to make it better!\n", + "\n", + "Table of contents:\n", + "1. [Setup](#Setup)\n", + "2. [SPA output](#SPA-output)\n", + "2. [Speed tests](#Speed-tests)\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* Pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib > 0.2.0 and IPython > 3.0.\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona. July 2014, July 2015." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import datetime\n", + "\n", + "# scientific python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# plotting stuff\n", + "# first line makes the plots appear in the notebook\n", + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "# seaborn makes your plots look better\n", + "try:\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", + "\n", + "# finally, we import the pvlib library\n", + "import pvlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pvlib\n", + "from pvlib.location import Location" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SPA output" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n", + "Golden: latitude=39.742476, longitude=-105.1786, tz=America/Denver, altitude=1830\n", + "Golden MST: latitude=39.742476, longitude=-105.1786, tz=MST, altitude=1830\n", + "Berlin: latitude=52.5167, longitude=13.3833, tz=Europe/Berlin, altitude=34\n" + ] + } + ], + "source": [ + "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", + "print(tus)\n", + "golden = Location(39.742476, -105.1786, 'America/Denver', 1830, 'Golden')\n", + "print(golden)\n", + "golden_mst = Location(39.742476, -105.1786, 'MST', 1830, 'Golden MST')\n", + "print(golden_mst)\n", + "berlin = Location(52.5167, 13.3833, 'Europe/Berlin', 34, 'Berlin')\n", + "print(berlin)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "times = pd.date_range(start=datetime.datetime(2014,6,23), end=datetime.datetime(2014,6,24), freq='1Min')\n", + "times_loc = times.tz_localize(tus.pytz)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "DatetimeIndex(['2014-06-23 00:00:00', '2014-06-23 00:01:00',\n", + " '2014-06-23 00:02:00', '2014-06-23 00:03:00',\n", + " '2014-06-23 00:04:00', '2014-06-23 00:05:00',\n", + " '2014-06-23 00:06:00', '2014-06-23 00:07:00',\n", + " '2014-06-23 00:08:00', '2014-06-23 00:09:00', \n", + " ...\n", + " '2014-06-23 23:51:00', '2014-06-23 23:52:00',\n", + " '2014-06-23 23:53:00', '2014-06-23 23:54:00',\n", + " '2014-06-23 23:55:00', '2014-06-23 23:56:00',\n", + " '2014-06-23 23:57:00', '2014-06-23 23:58:00',\n", + " '2014-06-23 23:59:00', '2014-06-24 00:00:00'],\n", + " dtype='datetime64[ns]', length=1441, freq='T', tz=None)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "times" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", + "spaout = pvlib.solarposition.spa_python(times, tus)" + ] + }, { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", + "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", + "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", + "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", + "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", "\n", - "# built in python modules\n", - "import datetime\n", - "import logging\n", - "import os\n", - "import inspect\n", + " azimuth apparent_zenith zenith \n", + "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", + "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", + "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", + "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", + "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", + "spa\n", + " apparent_elevation apparent_zenith azimuth \\\n", + "2014-06-23 00:00:00-07:00 -34.028842 124.028842 352.757345 \n", + "2014-06-23 00:01:00-07:00 -34.055013 124.055013 353.032330 \n", + "2014-06-23 00:02:00-07:00 -34.080176 124.080176 353.307536 \n", + "2014-06-23 00:03:00-07:00 -34.104329 124.104329 353.582953 \n", + "2014-06-23 00:04:00-07:00 -34.127472 124.127472 353.858574 \n", "\n", - "# python add-ons\n", - "import numpy as np\n", - "import pandas as pd" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 + " elevation equation_of_time zenith \n", + "2014-06-23 00:00:00-07:00 -34.028842 -2.150130 124.028842 \n", + "2014-06-23 00:01:00-07:00 -34.055013 -2.150281 124.055013 \n", + "2014-06-23 00:02:00-07:00 -34.080176 -2.150431 124.080176 \n", + "2014-06-23 00:03:00-07:00 -34.104329 -2.150582 124.104329 \n", + "2014-06-23 00:04:00-07:00 -34.127472 -2.150733 124.127472 \n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pvlib\n", - "from pvlib.location import Location" - ], - "language": "python", + "data": { + "image/png": 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7gQPAMqAuEAPcYZpmqlUZRUQu5NjRI8TOmUJIeh4HGoTS57kpeLh7WB1LLlPT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\niIiID9RYi4iIiIj4QI21iIiIiIgP/h/fj1HLquftaQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(pvlib.solarposition)\n", + "pyephemout = pvlib.solarposition.pyephem(times_loc, tus)\n", + "spaout = pvlib.solarposition.spa_python(times_loc, tus)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "spaout['elevation'].plot(label='spa')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('spa')\n", + "print(spaout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, "metadata": {}, - "outputs": [], - "prompt_number": 2 + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", - "print(tus)\n", - "golden = Location(39.742476, -105.1786, 'America/Denver', 1830, 'Golden')\n", - "print(golden)\n", - "golden_mst = Location(39.742476, -105.1786, 'MST', 1830, 'Golden MST')\n", - "print(golden_mst)" - ], - "language": "python", + "data": { + "image/png": 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x7s20r9PQdCQpYu7veCUNPBeAJ4fRK15l5c6tpiOJSAFQsRaRYmXCws/4/lga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\neRkvz53Cu8vfZ2vuWsiBnK3NOajtUE7d7xA11CI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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Tucson: latitude=32.2, longitude=-111, tz=US/Arizona, altitude=700\n", - "Golden: latitude=39.742476, longitude=-105.1786, tz=America/Denver, altitude=1830\n", - "Golden MST: latitude=39.742476, longitude=-105.1786, tz=MST, altitude=1830\n" - ] - } - ], - "prompt_number": 3 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "times = pd.date_range(start=datetime.datetime(2014,6,23), end=datetime.datetime(2014,6,24), freq='1Min')\n", - "times_loc = times.tz_localize(tus.pytz)" - ], - "language": "python", + "data": { + "image/png": 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q5eRKxcYytMt9xPoqkundxsDpIzmck213LBGJYrYX6zz3Ax+YprmE3LOCPA08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\nT7iErDp1gi5NRESkRju2c09+ffQtNC7pQCxjGw/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0ERGR3/D4fExY/A2mdzk2d5Cyvno8etmNlI2OsTpaiVZgxdowjElAH+CoaZpN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\n2bfAKOA2/3Gi6SNML8pnsJTP4CiXwXLOZVZ72A54xcxmm9k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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "\n", - "[2014-06-23 00:00:00, ..., 2014-06-24 00:00:00]\n", - "Length: 1441, Freq: T, Timezone: None" - ] - } - ], - "prompt_number": 5 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", - "spaout = pvlib.solarposition.spa(times, tus)" - ], - "language": "python", + "data": { + "image/png": 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3hJlFk6jMK9AjvSXlpWiwdhz8EBERkTGmbXsPq1vq2NLVRPOOVrb5O/buAQ27\nn0ToK2SCZyLF4wqZHA3QpRPyFKBF9iNFg7WIiMjY1bq9h5VNW9g8vAe0swc8Q7sP+oce0BM8EynN\nLGJyXhk1xZMoyhmfqPJFRi0FaxERkVGqd3CAVU1bWd9RT2NvC13+dgYc2/YM0E4gDRy+cWT4Ssnz\n5lOaVcTUiWXMLJrExCz1gBaJFQVrERGRJOcL+Fnf2sS6tjq29jTRPtjGDrqiNxFGD4rOQDv8GWT4\nSpnoLaA8u5jq/ApmFleQk6Ee0CIjTcFaREQkiWzb0cfShk2s76ijcUcz24Mde/eBjt5EmO4rINdT\nQGlWMdUTK5hVUqkZaJEESuFgrXZ7IiKSWHVdHaxo2symrnpaBprpDXcS9u7YfcCuPtDjyXHlUTyu\nmCm5ZcwqqaJcNxGKJJ3UDNZhdQUREZH4aujq4KOGDWzorKV1qIUBR9eea6E9RGahh4rITyuiKqeM\nWcWTqSmpUB9okVEiNYO1iIjICOoZ2MFHdRtZ27aZxv5Gemkn7BnYfUB0LXSmr5yijGKm5FZwROkU\n9YIWGeUUrEVERA5DKBRifVsTj6/YxOqW9WwLtRLwbN99U6EHCHjJ9JVRmlGGya/iyIpqtbMTGYNS\nOFhrjbWIiHxygWCQJXWbWNK0nq19W9lOy+4lHe7Io73TfQUUpJUwLbeS+WXTmJJfpJlokRSQwsFa\nRETk4EKhEEsbtvB+3Spq+7aww9WGwxWI7PQA/jRy/JWYidOomTiZeRWT8bo9Ca1ZRBIjZYO15qtF\nRGR/tnS08tbmldhtG+h2NILbF9nhBZcvk9zwZKZNmMyxk2YwvbAUp9NJQUE27e29iS1cRBIqRYO1\nuoKIiMhugVCQ97dY3q1bTsPQJoLe7ZEd0Rnp3MAUTG41p06ZS+XEgoTWKiLJK0WDtYiIpLq+wUFe\nXr+UpS2r6AjX7VonHXY7yfSVMiV7KsdPmsURZVVaHy0ih0TBWkREUsag38dL65byQfNSuhxbcbiC\nkf8TBrxMDFRzZNEsFkyfr8d/i8inEpdgbYypAB4ACoksb/6DtfZXxpibga8B7dFDb7TWPhd9z/eB\na4Ag8G1r7YuxrUqrrEVEUkEoFOKNjat4Y+ti2sNbwO0HNzh94yh3VXPSpPmcMMXgduohLCJyeOI1\nY+0HvmutXWaMyQI+Nsa8RCTd3mGtvWP4wcaYGuByoAYoA142xky31obiVK+IiIxyTT3beGLlG6zr\nW0HI2wc2Jjg0AAAgAElEQVQuwJ9GaXg2p1UdzYmTZ2iJh4jEVFyCtbW2BWiJvu4zxqwlEphh33cS\nXgQ8aq31A7XGmI3AscD78ahXRERGp8js9Gpe3PImPa46HM4wYbeT3MAUTq84ljOmH6HHg4vIiIn7\nGmtjTBUwn0hIPgn4ljHmy8BHwPestd1AKXuG6AZ2B/HD5lBXEBGRMcUX8PPkivd4t/Vd/Gld4AG3\nL4ea7HlcMucUCvWUQxGJg7gG6+gykL8A34nOXN8F/Di6+yfAL4Br9/N2LYoWEZE9DPp9PPTxKyzr\n/oCwt5+wF7J95Xx2yumcNm22lnqISFzFLVgbYzzAX4GHrLVPAlhr24bt/yPwdPTLRqBi2NvLo9sO\nqKAg+9ALcnzC41OMxia2NJ6xpfGMrdE4nj6/n7vffIE3m18j7Okn7HZS5qjh6uMvYH7l5ITVNRrH\nMplpPGNL4zny4tUVxAHcA6yx1v73sO0l1trm6JcXAyujr58CHjHG3EFkCUg1sPhg1/lkT7wK6wlZ\n+6Gnh8WWxjO2NJ6xNdrGMxQK8fSqxbzc9CIhbx9hl4PS8Cy+cvTnKJ+QB3zS/xfEzmgby2Sn8Ywt\njWfsHOgHlHjNWJ8EXAWsMMYsjW67EbjSGDOPyDKPLcDXAay1a4wxjwNrgABwnbVWS0FERFLYqsat\n3Lfybwx4mwl7HBQFDV+efwGT84sSXZqICBC/riBvA/ta6PbcAd6zEFg4YkWJiMioMODz8T/v/I0t\nwaU4vGHSfUV8afYXmFdelejSRET2oCcviohI0vpgy3oeto8T9G7HGczgjPxzuHjuCbopUUSSUmoG\n67ADHFpZIiKSrALBIL96+69sDHyMwxumMGj49slXkJuZmejSRET2KzWDtYiIJK2G7i7ufO9eBtNa\ncQYyuKDiIj5bc2SiyxIROaiUDdZhtcUWEUk6b2xYyeObH4e0IbJ85fz7yV+hICsn0WWJiBySlA3W\nIiKSXB796DXe6n4e3FDjOYHrTr9Ia6lFZFRRsBYRkYQKhUL86u2/sSGwGEfYzedKv6ilHyIyKilY\ni4hIwoRCIRa++iDNztU4/BlcW3M18yumJLosEZFPJUWDtSPRBYiIpLxQKMRPX72fVudaXL4c/v3Y\nbzApLz/RZYmIfGopGqxFRCSRgqEQt75yH62udbiGxnPDiddROj430WWJiByWFA7W6goiIpIo//X6\no5FQ7RvPjSdeR7FCtYiMAbrdWkRE4ur37z5DPctx+rK48QSFahEZO1IyWGuFtYhIYvx12TssH3gT\n/Gl8a/7XFKpFZExJ4aUgIiIST8vqN/NK+zOAi6unf4npRaWJLklEJKZScsZac9YiIvHV2bede1Y/\niMMVZEH+eRw7eXqiSxIRibkUDdYiIhIvoVCI29++j5B3BxUcwRfnn5LokkRERkTqBmuHuoKIiMTD\nPR88T5+3gfShIv79tCsSXY6IyIjRGmsRERkxyxpqWbrjTRwhD98+9su4Xa5ElyQiMmJSdMZaa6xF\nREbagM/HolUP43CGWFB4HpUTCxJdkojIiErRYC0iIiPtrveeJOjtIT84nS/MOynR5YiIjDgFaxER\nibkVDbVs9H8M/nS+fYLWVYtIalCwFhGRmAqEgty78nEczjBnFn+WiVlZiS5JRCQuUjhYqyuIiMhI\nePDDV/CldZDtm8QlR5yY6HJEROJGXUFERCRmOvv6+KjnTcIOF/9yzOWJLkdEJK5Scsbaoa4gIiIj\n4g+LnwS3D5N2tLqAiEjKSclgLSIisbeupYH60Eoc/gyuPfb8RJcjIhJ3cVkKYoypAB4ACoksbv6D\ntfZXxpg84DGgEqgFLrPWdkff833gGiAIfNta+2I8ahURkU/nvmVP4vCGOSVvAVnp6YkuR0Qk7uI1\nY+0HvmutnQUcD/yrMWYmcAPwkrV2OvBK9GuMMTXA5UAN8Fngt8YYza6LiCSp19avpNdbh3doIpfO\nOyXR5YiIJERcwqq1tsVauyz6ug9YC5QBFwL3Rw+7H/h89PVFwKPWWr+1thbYCBwbj1pFROSTCYVC\nPL3peQAuqf4cTqfmQUQkNcX9Tz9jTBUwH/gAKLLWtkZ3tQJF0delQMOwtzUQCeIiIpJkXly3jKG0\ndsb5SjllWk2iyxERSZi4ttszxmQBfwW+Y63tNcbs2metDRtjDtRc+qCNpwsKsg+pDgcOcIQP+fhU\npLGJLY1nbGk8Y+twxjMUCvFC3Uvgha8ec0nK/96k+uePNY1nbGk8R17cgrUxxkMkVD9orX0yurnV\nGFNsrW0xxpQAbdHtjUDFsLeXR7cdUHt77yHVEg5/suNTTUFBtsYmhjSesaXxjK3DHc+nV36Az9tJ\ntm8SNRMnpfTvjb43Y0vjGVsaz9g50A8ocVkKYoxxAPcAa6y1/z1s11PA1dHXVwNPDtt+hTHGa4yZ\nDFQDi2NWkNpYi4gctlAoxMsNrxAOw+Wzzkt0OSIiCRevGeuTgKuAFcaYpdFt3wduAx43xlxLtN0e\ngLV2jTHmcWANEACus9bqGeQiIknk76s/JJDWzQR/FfMrpiS6HBGRhItLsLbWvs3+Z8fP2s97FgIL\nR6IeR1hT1iIih+vVhjcgDb448zOJLkVEJCmkbE8kTX+LiHx6r61fgS+tg0xfGUdOmprockREkkLK\nBmsREfn0nt38KgDnTz0zwZWIiCSPFA7WmrMWEfk0Ptq6gX5vE2lDBZxWPTvR5YiIJI0UDtYiIvJp\nPLHuZQAWVJyW4EpERJKLgrWIiByydS0NbHNvweUbz3k1Rye6HBGRpJKiwVpdQUREPo3HVr6IwwEn\nFpyM05mi/wsREdkP/akoIiKHpKGrg1bHehy+TC454sRElyMiknQUrEVE5JA8tOwFHM4Q8ycch9ft\nSXQ5IiJJJ15PXkw+DnUFERE5VJ1926kLrsYRSuPKI09PdDkiIkkpJWestcJaROSTeWjJSzhcAWaM\nO5Jx3vRElyMikpRSMliLiMih6xscZP3gUgi6uerIsxNdjohI0krRYK05axGRQ/Wnpa+C20elew65\nmVmJLkdEJGmlaLAWEZFD4Qv4WdazmHDIyT/N/0yiyxERSWoK1iIisl9/Xf4OYW8/xeHplE/IS3Q5\nIiJJLYWDtbqCiIgcSCgU4r22dwiH4fK5mq0WETmYFA3WWmMtInIwz675iGBaD7mByZiiskSXIyKS\n9FI0WIuIyMG8Wv8GABfPOCvBlYiIjA4K1iIispc3N65mKK2dcb5Sjq6sTnQ5IiKjgoK1iIjs5amN\nLwJw3pQFCa5ERGT0SMlgrRXWIiL79+bG1Qx4m0kfKuKM6XMTXY6IyKiRksEaULoWEdmPpza+AMAF\nU89JcCUiIqNLigZrpWoRkX15Y8NKBrwtpPuKOGP6nESXIyIyqqRosAb1sRYR2dvOtdUXarZaROQT\nS+FgLSIiw728bhmDaa1k+Io5rVqz1SIin5Q7XhcyxiwCzgfarLVzottuBr4GtEcPu9Fa+1x03/eB\na4Ag8G1r7YvxqlVEJNUEQkGe3vIcpMEl089LdDkiIqNS3II1cC/wa+CBYdvCwB3W2juGH2iMqQEu\nB2qAMuBlY8x0a20oFoU4tMZaRGQPf176FoG0bYz3V3HilBmJLkdEZFSK21IQa+1bwLZ97NpXyr0I\neNRa67fW1gIbgWNjWY9D2VpEBIABn4932l8nHHJw9byLEl2OiMiolQxrrL9ljFlujLnHGDMhuq0U\naBh2TAORmWsREYmxRYufI+ztp8wxC1OkP2pFRD6tRAfru4DJwDygGfjFAY5VGw8RkRjb1NrC6oH3\nIeDha8dotlpE5HDEc431Xqy1bTtfG2P+CDwd/bIRqBh2aHl02wEVFGQf0nUdTscnOj4VaWxiS+MZ\nWxrP2Lnpkd/hcAU5Ke8sZk8tT3Q5o56+N2NL4xlbGs+Rl9BgbYwpsdY2R7+8GFgZff0U8Igx5g4i\nS0CqgcUHO197e+8hXTccikx+t7b24HQmetI++RQUZB/yWMrBaTxjS+MZOy+uXUKXazOeoTwum3u6\nxvUw6XsztjSesaXxjJ0D/YASz3Z7jwKnAfnGmHrgR8Dpxph5RJZ5bAG+DmCtXWOMeRxYAwSA66y1\nMVwKojsXRSS19Q0O8vTWZwh74IoZF+N2uhJdkojIqBe3YG2tvXIfmxcd4PiFwMKRqwhChBO+yFxE\nJBF+/e5fCHn7qHTN5fjJJtHliIiMCcqVIiIp5s0Nq6kPr8Dhy+Sm865OdDkiImNGagdr9RkRkRSz\nfWCAP2/6KwCXTr2E8ePGJbgiEZGxIyWDtZ68KCKp6r/eepCQt49y5nBa9ZxElyMiMqakZLDeKRSO\nyRPSRURGhQcWv0yXeyOeoVy+e8rliS5HRGTMSWi7PRERiY+l9Zt5f/vLOMJurjvyajK83kSXJCIy\n5qT0jHVYa6xFJAU09WzjntUP4HCGWFBwPtOLShNdkojImJSawVpLrEUkRQz4fPzXu3cT9vYzxXkU\nX5h3UqJLEhEZs1IzWEeF1RZERMawQCjIT19fhC+tg/H+Kr576qWJLklEZExLyWCtriAiMtaFQiEW\nvvoA3e7NeIYmcuNp1+B0puQf+SIicZPSf8pqjbWIjEWhUIjbX3+UVudaXEPj+cEp/0JWenqiyxIR\nGfPUFUREZAwJhULc9tpDNDpW4fRl8Z8n/AsFWTmJLktEJCWkdLAOoz7WIjJ2+AJ+fvrqfXS6N+D0\nZfPvx3yD8gl5iS5LRCRlpGiw1hprERlbtg8MsPCNP9Lrrcc9lMv3T/wGxeNzE12WiEhKSdFgHRHS\nhLWIjAEb25r51ZJFBL09pA0VctOp3yA3MyvRZYmIpJyUDtYiIqPdq3Y5f936Z/D6KAgabjjrS6R7\n9FRFEZFESOlgrT7WIjJa+QJ+fv3239gU/BhcDuZnnM61x31WLfVERBIoJYO1+liLyGi2vrWJu5Y8\nhC+tA2cggy9M/iJnTJ+T6LJERFJeSgbrndTHWkRGE1/Az93vP8vqgfdxpAXJ8Vfybyd9Se30RESS\nREoHaxGR0eKDLZZH1v2NQNo2HGEvJ+WcwxVHnqalHyIiSUTBWkQkiW3tbOePH/+NTtcmHGmQF5jK\nvx53mVrpiYgkoZQO1npAjIgkq86+7dz74XNsDizD4Q7iHhrP+VXn8pmZRya6NBER2Y+UDtYiIsmm\nbXsPD3z8PFsCy8EVwBFK45icM7jqtDNxu1yJLk9ERA4gJYP1zq4gekCMiCSLTe0t/HnlK9QFV+Nw\nBSDsZabnBL50wjmMz8hMdHkiInIIUjJYi4gkg1AoxFubVvP85jfpcdfhcIRxhNKoyTiOL51wDjkZ\nGYkuUUREPoEUD9bqtyci8de2vYcnV73N6p7lBNK6wQNu33iOzjuOL847mXHe9ESXKCIin0LcgrUx\nZhFwPtBmrZ0T3ZYHPAZUArXAZdba7ui+7wPXAEHg29baF+NVq4hIrAWCQV62y3iz/gO6XXU4nCHC\nXgfZvgrOmXwqZ1TPUes8EZFRLp4z1vcCvwYeGLbtBuAla+3txpjro1/fYIypAS4HaoAy4GVjzHRr\nbUxWRe9aY60JaxEZQYFgkDc2ruKd+iW0BjeDZwg84PJlYzJn8/lZp1Cel5/oMkVEJEbiFqyttW8Z\nY6r+YfOFwGnR1/cDrxMJ1xcBj1pr/UCtMWYjcCzwfnyqFRH5dIb8ft7atJp3G5buDtNOIOSlMGhY\nMPkETpoyQ7PTIiJjUKLXWBdZa1ujr1uBoujrUvYM0Q1EZq5jTG1BROTwNXV38cqGpazpWsd2ZyO4\nArvCdEHQcEL5fM6onoPX7Ul0qSIiMoISHax3sdaGjTEHWpyhhRsikhR8AT8f1G7gw8bV1PVvwuft\nwuEAPODwjaPQUc2xpUewYLrCtIhIKkl0sG41xhRba1uMMSVAW3R7I1Ax7Ljy6LYDKijIPqSLOp2R\nNda5uZkUTDi096SaQx1LOTQaz9iK93j6g0He3bCOdzatYGP3JvocLeAKAhD2OBgXKGL6hOmcPfMY\njp48ddQt89D3Z+xoLGNL4xlbGs+Rl+hg/RRwNfCz6K9PDtv+iDHmDiJLQKqBxQc7WXt77yFddOeD\nYTq37cDp15PM/lFBQfYhj6UcnMYztuIxnkN+Px/Xb2JF8wa29NbS52wBtz+y0w1OXxb5lDMrv5oz\nquczMStr13s7O3eMaG2xpu/P2NFYxpbGM7Y0nrFzoB9Q4tlu71EiNyrmG2PqgR8CtwGPG2OuJdpu\nD8Bau8YY8ziwBggA11lrY74UJKy2ICICNPVsY/HWddiOLbQONTLo6cThjP4E7o0s75gYqMLkTeOk\nybOpnFiQ2IJFRCQpxbMryJX72XXWfo5fCCwciVocI3FSERkVBnw+ljZsZk3bFrZur6M71ELIu3uW\nOewFt388E10lTJ1QyXGVM6kuLE1gxSIiMlokeilIQmm+WmRsG/T7WNawhdWtW6jvbWBboA2/pweH\nM/pfvxsIusnwlVCaUU5NwVSOq5xObmbWAc8rIiKyLykarDVnLTLW9A0OsrKplrVtW6nvbaAr0Ibf\n0707RLsg7HDi9eeS5ymiMqecuSVTmVNWidupey1EROTwpWiwjgiH1cdaZLQJhUJsam9hVUstW7Y1\n0DrQSl+4k6CnL9LyDqIh2oHXP4E8dxGTcsqZXTyZOaVVpHnU/k5EREZGagZrTViLjAq9gwOsaKxl\nfUc9Db1NbPO3M+TuBpd/90EeIOgm3VdArqeA8uxSZhVWMbe8inSPN2G1i4hI6knNYB2l+WqR5DDg\n87GmpZ4N7Q00bG+hY6idHXTtOQvtjNxY6PJnkxUqpSijiMkTyplVXMmU/KJR1ztaRETGnpQM1pqw\nFkmMft8ga5rr2dDRSMP2ZjqHOtjBNoKeHTgcw24n9gIBz65Z6IrsUqYXTGJOaSVTKgrVi1VERJJS\nSgbrXcLqCyIyEvp9g6xuqmdjRwP1vS10DnXQT1c0QA87MBqg03wTGe+eSPG4IqpyS6kpnkT5hDzN\nQouIyKiSosFac9YisdA3OMia5jo2djbS0Lt7Bjq0nwCd7itgvDuP4sxIgJ5VNIlSBWgRERkjUjRY\nR2iNtcih2bajjzUt9WzqbKSpr5UuXwf9dB8kQE+kJLOIybklzCypojRnggK0iIiMaSkdrEVkT009\n21jXUseWbc0097XSHehkwNENnsE9D/QCAS/pvgImuCdSnFnE5LwyZhVPolgBWkREUlRqB+uQ5qwl\n9YRCIbZ2tbOutZ6t3c209LexPdDFkKsH3L7dBzqJBGh/Ohm+YiZ4IjPQU/JKmVlUQfH43ER9BBER\nkaSUksHaoTXWkgICwSAb2puwbQ3U97TQNtBGb7ALn7sXhyuw+0AXhJ3g9GcyzldAnjefsuwipk4s\nZ2ZRBbmZmYn7ECIiIqNISgbrnTRfLWPBgM/HutYGNnY0Ur+9mY7BDvpC2wh4enE4h32XuyHsdOAO\nZJMZyiU/LZ/ynGKm5Zczs7iMcd70xH0IERGRMSClg7XIaLLzISrr2+qiLeza6ad77x7QHggHXXj8\n48l25lGQkU/l+BKqC8qpLizB69YjvUVEREZCSgfrsPpYSxIa8vtZ19rI+vZ66nqaaB9qZ0d4W/Qp\nhHs/RCXSAzqPooxCJk0oYUZRBZUTC3A7XQn7DCIiIqkoJYO11lhLMti5Bnpdaz1be5poG2ijL9xF\nwN2Lw7nnDDRB966HqERuICxnZvEktbATERFJIikZrEXiKRQKsaWjlVXNtWztbqKlv43eUCd+z/Y9\n10BHl3B4/bnkuCZSPK4w8hCV4ioqcicqQIuIiCQ5BWuRGNoxNMiKxq2sb6+jvreJLn87Q65t4Pbv\nPsgD4ZATjz+HbFceRRlFTJpQQk3hJCYXFGkJh4iIyCiV0sE6FFZfEPl0QqEQdV0drGrZwuauRloG\nWugNd+65DtoJYS+4/Flk+ksoTC+icnwpMworMEVluF0K0CIiImNJagZrh9ZYy6Eb9PtY2biVNW21\n1Pc20+Vr2/csdHQddK6ngPKsEqrzJzG3rJJpk4ppb+9N3AcQERGRuEjNYC2yH/2+QZY31LK2rZa6\n3ka2Bdrwe7p330zoiMxCO/2ZZEVnoadMKKOmuIppBcVaBy0iIpLCUjJYa75aAHoHB1jWsIV17bXU\n9zbSE2zH7+nZHaJdEHY48PgnkOsupCK7jOnRWejxGXoaoYiIiOwpJYP1TiH1sU4Z/b5BPq7bzOrW\nzTTuaKQn1B55MuHO9dBuCDudeP155HkKqcwup6aoijlllaR7vIktXkREREaF1AzWYc1Zj2WBUJB1\nzQ0sbdrIlp46Ov0tey7ncEfa2qX5JjLRU0Tl+HJmF09mVkmFnkooIiIin1pSBGtjTC2wHQgCfmvt\nscaYPOAxoBKoBS6z1nbH8rp68uLY0NDdxcd161nfuYXWoWYGnJ27byx0QtjjwOvPZaKnmMnjKzii\ndBozi8vVlUNERERiKimCNRAGTrfWdg3bdgPwkrX2dmPM9dGvb4jFxdQUZPTyBfx8XLeJ5c0b2NpX\nRy9thD0Duw/wgtOXSU6ggklZ5cwumsqRFVPJ8Go5h4iIiIysZAnWsPc9hRcCp0Vf3w+8ToyC9U6a\nsU5+nX19fLB1LWvaNtM0WM+guxOHKxjZ6QECXsb5SinJKGNGfhVHV0ynMGd8QmsWERGR1JQswToM\nvGyMCQK/t9beDRRZa1uj+1uBooRVJ3ERCoXY1N7Ch/WWjdu20BFoJuDt2f03DGng9uWQRzFTJ1Rx\ndIXBFJapxZ2IiIgkhWQJ1idZa5uNMQXAS8aYdcN3WmvDxpiYTy9rvjqxQqEQ61obeX/rGjb1bKab\nZvAMRna6IOxwku4roDi9nJqCKRxXNZOCrJzEFi0iIiKyH0kRrK21zdFf240xTwDHAq3GmGJrbYsx\npgRoO9h5CgqyD+l6ruhNaxMmZBzye1LNSIxLKBRiZf1WXl+/nHUdG+kMNu4O0h4gkMaEYCVTJkzm\n2MqZnFA9Y8ysjdb3WWxpPGNL4xk7GsvY0njGlsZz5CU8WBtjxgEua22vMSYTOAe4BXgKuBr4WfTX\nJw92rkN9bHQwGAI3bOvupz1Nj5r+RwUF2TF5BPcBZ6SdQMhLjr+SqTmTObaihtmlk/ZY1tHXM0Qf\nQ4ddR6LFajwlQuMZWxrP2NFYxpbGM7Y0nrFzoB9QEh6siaydfsIYA5F6HrbWvmiM+Qh43BhzLdF2\ne7G6oEPPXhwxTd1dvLFxOWu6NtAVbviHGekDB2kRERGR0SzhwdpauwWYt4/tXcBZI3ltdQU5fH2D\ng7y9eTVLW9bS7NtK0NsT2eEGAh4FaREREUkZCQ/WMroEQkGW1m3m/fpV1O7YzIC7HYczBEDY7SBj\nqIiqrCkcWz6Loyqn4nbqISwiIiKSGlI6WIfVF+SQdPb18eqGpaxoX0MX9eD2RXZ4wT00npK0SRxR\nNINTps4mOz0jscWKiIiIJEhKBmutsD6wUCjEsoZa3t6ylM19Gxn0dOBwhiPfLf408gJTmZFXzWlT\n5lKel5/ockVERESSQkoG6520xHq3vsFBXt+4nCUta2gLbiXs6Qcg7AWvL49J46ZwQsVcjqmq1vIO\nERERkX1IzWDt0Jw1QFPPNl5a9xGrt62hz90cWSvtBMJucvyV1OQZzqw+ktIJeYkuVURERCTppWaw\njkrFriDrW5t4ZcNHbOi1DHrbIz9jeMHly6bMO4Vjymbz+eOOo7d7MNGlioiIiIwqKRmsU2m+OhQK\n8XHdJt6sXcLWgY0E0yLt8MJeSPPlMy17Ov+vvXuPlrqq+zj+nnMD5Y6iAuojAn4RFFESr6mJiXfz\nUln6mGXlLc1umrdumkVmWumqp9CelaVpjxWZYmkXvIAKeEPAL6CCAoqoaIjCOYeZ54+9B6dxgHM4\n+5yZOefzWou1mPn9fufs81kzv/nO/u3f3h8aOpaRA3dYf0z3+npWocJaREREpDW6ZGHd2TVn1/Hw\nc3N56MUneLnpeXINcbx0fYYejYPYte+uHD5ib7bXEA8RERGRZLpoYR36rDvTUJDm7DqmPf8sDy6e\nxbLmhWHFwwxQW0ffpiHsMWAUH7ax9OvRo9xNFREREemUumhh3Tlks1keLiimc/XvhmI6U89WzcMZ\nN2gPDrMxdK9vKHdTRURERDq9LllY58dYV2N/dTabZfoLzgOLZ7K0qaCYrqmjf/NQ9hk0hsNsTxXT\nIiIiIh2sSxbW1ejpJYu4d8F0Xlzr68dMU1NHv6ah7D1oDw63vdiiQcW0iIiISLl00cK6OsZYL359\nBXfPm4avmkNztzcByNXW0q9pCHsPHMOEEWNVTIuIiIhUiC5aWFeulavf5q45j/DUG0/xbv1yMpn3\nZvMYO2BPjh41jl7dtyh3M0VERESkSJcsrPNjrLNlbcV71jQ1cu+8WTz68uO8VftSWAGxARrWbsWo\nvrtz7Mj92K5Pv3I3U0REREQ2oksW1pUgm80yY/FC/vbcNF7JLoC6JqiH2saeDN1iJEeO2A/bdnC5\nmykiIiIiLdQ1C+tM7LPOdXyf9bK3VjJ59oPMWzU7rIJYA2QbGJTbjfE778O4/xpOTU1Nh7dLRERE\nRNqmaxbWHWxtUxNT5s5g+suzWFW3hExNjlx9ht6NO7DfoL05YtexdKuvL3czRURERKQNunRh3d5z\ngjz+4nPcu2AaS9c51DVCA9Q19mFkr9Ect9uBDNK4aREREZFOo0sX1u3h1X+/xZ+eeYg5bz1Nc7eV\n8U7JegZmRzFh2P7svdPwcjdRRERERNpBlyysM4nnsc5ms/x9/tP8a/F0VtYuCkM9GjL0bBzMPtuN\n5ehR47QSooiIiEgn1yUL61SWvfkGd86eyvzVT5NtWB1n9ejFiJ67c/zIA9m+/9blbqKIiIiIdJAu\nXVhvTn91c3Yd9z/7JFNfmh7nnM6Rq6uhf9NQxg/Zn4OHjdKsHiIiIiJdUJcurFvjxTde44/PTGXB\nO7WQQpwAABKeSURBVLPJNbwD9VDX2JtRvcdw4uiDGNCzd7mbKCIiIiJl1CUL6/fGWG98Huvmdeu4\nd95MHlzyGKvql5DJ5MjV1rJ183A+vPMBHLDzCPVOi4iIiAhQ4YW1mR0BXA/UApPcfWJH/N4XXlvO\nH+dM5fk1c8jVvwsNUL+2L7v325OTdv8g/Xr07IhmiIiIiEgVqdjC2sxqgRuAw4ClwAwz+7O7z2vz\nD88vvFgwyLqxuYl75s7k4WWPsrp+GZkM5Gpq2WadccSwA9l3iLX514qIiIhI51WxhTUwDljo7osA\nzOx3wPFA2wvrAguWL+NPcx9gUeNcqF8DDdCwtj979N+LE0cfQJ8teqT8dSIiIiLSSVVyYT0YeKng\n8RJgnw3tnG1qItfc3KIfXLMuR00mx61z7qCp/k0yGajJ1bFtk3HE8AMYu+Ow9fu29Gd2Jq3JUjZN\neaalPNNSnukoy7SUZ1rKs2NUcmHdqtnwpp98Sov3PXn9/1YUbXkZeJAFrfnFnVBX//tTU55pKc+0\nlGc6yjIt5ZmW8kxnm8l3bnBbJRfWS4EdCh7vQOi1LqnvmD1a/INXr1nD8lUr2apHb/psqaEeIiIi\nItJ2mVTLeqdmZnWAA+OBZcBjwCc2cvNibsWKVR3VvE5twIBeKMt0lGdayjMt5ZmOskxLeaalPNMZ\nMKBXZkPbKnYSZndvBr4A/BWYC9yeZEYQEREREZF2UMlDQXD3KcCUcrdDRERERGRTKrbHWkRERESk\nmqiwFhERERFJQIW1iIiIiEgCKqxFRERERBJQYS0iIiIikoAKaxERERGRBFRYi4iIiIgkoMJaRERE\nRCQBFdYiIiIiIgmosBYRERERSUCFtYiIiIhIAiqsRUREREQSUGEtIiIiIpKACmsRERERkQRUWIuI\niIiIJKDCWkREREQkARXWIiIiIiIJqLAWEREREUlAhbWIiIiISAIqrEVEREREElBhLSIiIiKSgApr\nEREREZEEVFiLiIiIiCSgwlpEREREJAEV1iIiIiIiCdSV6xeb2beAzwIr4lOXuvuUuO0S4DPAOuAC\nd/9bWRopIiIiItJCZSusgRzwI3f/UeGTZjYS+DgwEhgM3G9mu7h7tgxtFBERERFpkXIPBcmUeO54\n4DZ3b3L3RcBCYFyHtkpEREREpJXKXVifb2ZPmdlNZtY3PjcIWFKwzxJCz7WIiIiISMVq16EgZnYf\nsF2JTZcBPwO+Ex9fCVwLnLmBH5Vrwa/LDBjQq9VtlNKUZVrKMy3lmZbyTEdZpqU801Ke7a9dC2t3\n/3BL9jOzScBd8eFSYIeCzdvH50REREREKlbZhoKY2cCChycAs+P//wycYmYNZjYEGA481tHtExER\nERFpjXLOCjLRzMYQhnm8AJwF4O5zzewOYC7QDJzr7i0ZCiIiIiIiUjaZXE41q4iIiIhIW5V7VhAR\nERERkU5BhbWIiIiISAJVV1ibWdW1uZIpz7SUZzrKUkSk9XTuTKu1eZbz5sUWM7OewKeBe4CXgXfM\nLKObGjeP8kxLeaajLNMyswZ3byx3OzoL5ZmW8kxH58602pJnxd+8aGaHEhaTeQZ4DWh09/PL26rq\npTzTUp7pKMu0zOxC4AxgMjDD3f+iD9rNpzzTUp7p6NyZVlvzrIbLBYOA29z9JOAK4AAzOxN0uWMz\nKc+0lGc6yjIRMxsPfILQ4+LAt81sH3fPKcvWU55pKc/kdO5Mq015VlzgZrajme1V8NQIYDWAu78K\nXExYAh13z3Z8C6uL8kxLeaajLNMys/qCh1sD97j7E+5+K/Br4OegLFtKeaalPNPRuTOt1HlWVGFt\nZlcBDxMWj7nGzPoCU4Bz8vu4+33ATDO7okzNrBrKMy3lmY6yTMfM6s3sR8A1sScQwuJah+T3cfcf\nA/Vm9ul4TKbDG1ollGdayjMtnTvTao88K6awNrOtgV2AYcDHCG+8b7r7w8A8M7u6YPebgW2LvgFL\nAeWZlvJMR1mmEy9L3kjoAXwcuMTMznL3O4FtzOzUgt0vB04G0DjW0pRnWsozLZ0702qvPCumsAaa\ngH2BAe6+ErgDwMz+G/g8cKqZHRT3NWCpuzeVpaXVQXmmpTzTUZbp9AFGA2e5+6+Ba4ExZnYwcB5w\ntZl1i/suI3xY1Grc5QYpz7SUZ1o6d6bVLnmW7cWbv9QT30QZd3+L8Eflv8HOBqYD+wHLgW8DnzSz\nB+I+Mzq+1ZVLeaalPNNRlmkUXx43s5r4YbCYcBMYhEuaM4FT3P1fwN+An5jZRwnjBHu6+zqNu1Se\nqSnP9HTuTKuj8uzwwtrMzjazMUAvgPgmyl/2eRDYxcx2d/dm4HnC3Zk93f1m4EvARHcf7e73d3Tb\nK5HyTEt5pqMsk1t/vo5FSzb27E0GxprZNu7+b+BpoNnMhgAXAX8hzMAwx93PLkfDK5TyTEt5JqJz\nZ1odnWeHzWNtZqOA3wJL4r/u7n5G3HYL8BPCpaBPAUPdPT+1yYPA59z92Q5paJVQnmkpz3SUZVpm\n9kngK4QPgOnufnt8/lhgAfAOcAGwwt0nxm3TgS+5+yPxcb0uCQfKMy3lmY7OnWmVK8+O7LHehvCm\nOwb4KrC1mV0Tt13k7jPcfSlwEzDczH5hZo8SVrx5uQPbWS2UZ1rKMx1lmYiZ7UooWr4M/B04NxYy\nAH2BDOGD4S/AcWZ2gpkNIxQzzfmfo6IlUJ5pKc/kdO5Mqyx5tluPtYUpS3YBnnD3JjM7Gxjp7hfE\n7UOAJ4BR7r40f+kobhsAjAEGxhseujzlmZbyTEdZplWUzyHAiQVZHglMcvfBJY47DjgB2B+43t1/\n1nGtrlzKMy3lmY7OnWlVSp7tUlib2eeBqwgDvV8DLoubZhL+oNfjftcB/d39U/HxZ4F73X1J8kZV\nMeWZlvJMR1mmZWbfBLYF/unuvzezsYRCZc+Cfe4FnnT3rxc8lx/T2g1oct38BSjP1JRnOjp3plVJ\neSYfCmJmWxDuqPygux8NvAhcAqwCbgV+UbD7LUBt/JYBsJYw/YlEyjMt5ZmOskzLzC4n9ObdC5xv\nZl9191nAMguLGOR9DTjIzPrE474PnALg7mtVtATKMy3lmY7OnWlVWp7JC2t3f5fwB24Tn7oFeJ2w\nis1FwB4WptYBGAqsdPc347G3uPvy1G2qZsozLeWZjrJMx8zqgA8CX3P3PwNXAIMsLKBxDnCOmW0f\nd3+DMLNC3tUeloWWSHmmpTzT0rkzrUrLM1lhbf85qfvNwPEA7j4fmAbsBGwFnA+MN7P7CWuvP5qq\nDZ2JmdUpz7aJHwb5/+v1mYiyTMvM6jxM8zSHMO0YhPl+pwHjgZXA9cAPLdwYdhkwmHADGB6mMJNI\neaalPNMxsxqdO9Op1M+izS6szex0Mzs4353u/zmp+0NAXzM7LD6eT/gm0c/dpxD+yGuAse7+m81v\nfudhZmeY2dFmtiOAuzcrz81nZhcCt5nZaNDrsy3M7DQzOyB/aVdZto2ZdS/4f20sWiBcYh9sZqPi\nc7MJvX+7A1cD/wscDmQJC2zocjBgZh8ws175x8qzbcxsoJnVxv/XKc/NZ2ZW+Njdszp3br5qqTtb\ndfOihVVrBhLGrGSBhUBP4IvuvsLCNCaPEVZTOo1w6eg0d282s3uAH7r7PxL/DVXNzA4Evg+sJvQI\n7ACc6e7/NrPvAY+jPFvMzBoIqyV9APh6HAOY36Y8W8HMdiZcUnuLcCf1YMKlYL3XN4OZTQAuJMyn\n+qDHO8/NbF+gOzCLMHXZFu5+cdw2Gbg9fyndNN/vevED9FuEAu+r7r46Pj8O2BLl2SoFeb5KmHP6\nrPi8Xp+tZGExkslAI3C4u79QsE2fQ61QjXVni3us4xsmR1i5Zqm7HwqcS/jGmh8YPtHdf+9hmchb\ngRzwOzObQghiftLWV7F4CaMeOBK4zt0nAD8nzJ24Ju52jfJsmZglQC2hB+UUd5+V72WNfqg8N60g\ny5HAVHc/yt0vI5zUfhy36b3eAmaWicO6Lib06t0A/BM4wsw+EnfrBWTcfRVhvt/dzOzLZtYPqCd8\nsQE032/Ms9bMzgN+A9zg7ufki+qoD8qzVcxsJKGD53rCuNQdzWx83KzXZwvle/oJn0HfAx4Bjrcw\nG0reD3TubJlqrTs32WMdXygTgQbgTsKk78e7+2cKti8DPubuUwsvHcXew32BEe7+i5K/oIspyLM7\ncDvwmLuvjdtuItx1fWV8fqHy3Lii1+ddwJPApYQvKZ8G9gFeIEwJNc3+c95K5VmgIMtuhKLlKGCY\nu58at19M6NE61N2n67W5cXHsX8bd18WxpzPdfX4ctvANYIa732FmGX9ved18b9eFwF7AZHe/oix/\nQIUpyvMMYDThQ3W5mR0FTAfeLi7ulGdp+bGpHqbBOx3Yz93PMbPehPGqFwKvuntj0XHKs0g8d14F\n1AF3A8+6+ytmth/hC/WX3f2JDRyrc2eRaq87N1pYxzfejUBvwviqjwNTCXdZjnf3p+N+5wAfd/dD\n4uMTgGXurgH3BYrynEJYRnMy4ZvXR4FxhNWrDgF2dfcj43HKs4QSeZ4K3EdYhOAfQA/gu8DnCIsY\n7BuPU55FirL8K3AS4eaPSwnTZzUAI4B1wM7ufmw8TlmWYGafIbz2fuXul5rZloQrUbUeFi64DbjP\n3W8uOq53HAbWEPd9t+NbX3lK5LkN8AVgT2AY4IRpsxa4++UFxynPEkrkOQK4jjBMaQKwCHgJyLn7\naQXHKc8iZnYw4UredMJwmc8ThsxNjduvI1ztu8rdV+a/SOvcWVpnqDs3NRSkF2ElmrPd/Rbgfwjd\n7K8A18L6bw5/BFaY2U7xuBygO4HfrzDP3xAyHAEc5+6/dfcvepjK6Cqg3sx2i8cpz9KK87yRcCVg\nNaG4dndf6e4/AHpaWPkLlGcphVn+GpgUn/8D8C7wIcJ46xuBxfbezWLKsoiZ9STcnT4RONLMhrn7\nOx5uXGqKRUk3wkIGhcedD5wH4O6NKlqCEnnu4u6vEmamWAx8wt0/QjhvHmtmu8fjzkN5vk+JPM3d\nnwVOJFzdu8rdDwLOJAxZ2j8e9wWUZyk54No4JGkSYfjHEQXbryXc8zMyPs4PT6xB585Sqr7u3Ghh\nHcesLCJcUofwreFVQu/gaAsr3WSB7YFmd18Uj/uTu89rpzZXrRJ5PkT4hnuomW1XsKsReg7mxeOU\nZwkl8nyAkNscwsTwPcxssIVZGOYBc+NxyrPIBt7rywlF9RR3Pyn2BOwJrI3jLZVlCe7+NnC+u19P\n6P3/Dqy/CQegH7Clu8+Or8+T4/OT3P17Hd/iyrahPAlXpy519yfj42cJN9nmc75Zeb5fiTy/FTc1\nAccQbg7D3dcAvwP6x+03Kc+SZgC/LxhfPZ1wr09+VpUlwC+Bi83sbsI4dtz9Tp07368z1J0tuXnx\nD8AYMxvoYT7K+YR5K79B+FZxF3Ab4S5X2bTCPN8mTKS/ljCN0RAzuwz4GTDL3deVs6FVovj16cCb\nhJ7VesLlzUeB+e6+sHzNrArFWc4mvDZ3MrOtzOxKwg0508vZyGrg7i/G/14PDDezCQXjqIcQpoW6\nkDAec7t4jHoAN6Aoz6Exzyzh6lTeRYRZlZbEY5TnBhTlOczMjopjVO8GrjOzEWZ2KWGGhXyHhPIs\nwd3fdfc1BZ/XE3jvNZifqnAUYaKCp9z9jI5vZdWp6rqzJYX1Q4R1188AcPdHgGMJhd+5hK75D7n7\nNe3VyE6mOM9ZhLHVOcIcoMOBY939p+VqYJUpzvNRwgnsufianAhM8DCrhWzchl6bNYTVquoINy7+\nX7kaWG3c/RXCsJrC19++hEvD+WFgN5SjbdWoOE8PNzIeY2YPEIqX0939jXK2sZoU5HlJfPxdwswf\nXyfMbHGMuz9fvhZWDwuz/9QC2wL3xOd2NbOxhC+Aw9390nK2sYpUdd3Zonms4xiricBPCZc9biJc\ngnukfZvXOZXI81fABcAz/t5k59JCJfKcBFzu7upZbaUSWd4MfMXdK7JnoNIV3Kh0J2GM4OvAUmCe\nuz9Q3tZVn6I8XwbeJswENF+v0dYrynM54Qbb24DZcSiItEIcdvhLwvjfMwnv+a/py17rVXPd2eIF\nYuJ0Rh8lrMd+g3pZ2kZ5pqU801GWacUZQf4K7Apc6e4/3sQhshHKM62iPL/j7j8pc5OqVpxeL7/c\n+6/c/aYyN6mqVetnUWtXXmwA1mnsbxrKMy3lmY6yTMfMvgLsCFzkcc562XzKMy3lmY6ZbQ+cTliM\nrHFT+8umVeNnUasKaxERaR0rWJRI2k55pqU8RdJSYS0iIiIikkBLZgUREREREZFNUGEtIiIiIpKA\nCmsRERERkQRUWIuIiIiIJKDCWkREREQkARXWIiIiIiIJqLAWEREREUng/wFHMjDYj/8JEAAAAABJ\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 6 + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "spaout['elevation'].plot(label='spa')\n", + "(pyephemout['elevation'] - spaout['elevation']).plot(label='diff')\n", + "plt.legend(ncol=3)\n", + "plt.title('elevation')\n", + "\n", + "plt.figure()\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "spaout['elevation'].plot(label='spa')\n", + "(pyephemout['apparent_elevation'] - spaout['elevation']).plot(label='diff')\n", + "plt.legend(ncol=3)\n", + "plt.title('elevation')\n", + "\n", + "plt.figure()\n", + "pyephemout['apparent_zenith'].plot(label='pyephem apparent')\n", + "spaout['zenith'].plot(label='spa')\n", + "(pyephemout['apparent_zenith'] - spaout['zenith']).plot(label='diff')\n", + "plt.legend(ncol=3)\n", + "plt.title('zenith')\n", + "\n", + "plt.figure()\n", + "pyephemout['apparent_azimuth'].plot(label='pyephem apparent')\n", + "spaout['azimuth'].plot(label='spa')\n", + "(pyephemout['apparent_azimuth'] - spaout['azimuth']).plot(label='diff')\n", + "plt.legend(ncol=3)\n", + "plt.title('azimuth')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", + "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", + "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", + "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", + "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", + "\n", + " azimuth apparent_zenith zenith \n", + "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", + "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", + "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", + "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", + "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", + "spa\n", + " apparent_elevation apparent_zenith azimuth \\\n", + "2014-06-23 00:00:00-07:00 -34.028842 124.028842 352.757345 \n", + "2014-06-23 00:01:00-07:00 -34.055013 124.055013 353.032330 \n", + "2014-06-23 00:02:00-07:00 -34.080176 124.080176 353.307536 \n", + "2014-06-23 00:03:00-07:00 -34.104329 124.104329 353.582953 \n", + "2014-06-23 00:04:00-07:00 -34.127472 124.127472 353.858574 \n", + "\n", + " elevation equation_of_time zenith \n", + "2014-06-23 00:00:00-07:00 -34.028842 -2.150130 124.028842 \n", + "2014-06-23 00:01:00-07:00 -34.055013 -2.150281 124.055013 \n", + "2014-06-23 00:02:00-07:00 -34.080176 -2.150431 124.080176 \n", + "2014-06-23 00:03:00-07:00 -34.104329 -2.150582 124.104329 \n", + "2014-06-23 00:04:00-07:00 -34.127472 -2.150733 124.127472 \n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "reload(pvlib.solarposition)\n", - "pyephemout = pvlib.solarposition.pyephem(times_loc, tus)\n", - "spaout = pvlib.solarposition.spa(times_loc, tus)\n", + "data": { + "image/png": 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XnL5u2/YvQPszLOpZ0llERP5o44/f45gzk5C8QnZ0aM3Aex81HUlKUHBIKJcN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\nAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "reload(pvlib.solarposition)\n", + "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", + "spaout = pvlib.solarposition.spa_python(times, tus)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "spaout['elevation'].plot(label='spa')\n", + "plt.legend(ncol=3)\n", + "plt.title('elevation')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('spa')\n", + "print(spaout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-23 00:00:00-06:00 -25.154820 344.064195 -25.154820 \n", + "2014-06-23 00:01:00-06:00 -25.207201 344.310956 -25.207201 \n", + "2014-06-23 00:02:00-06:00 -25.258784 344.558018 -25.258784 \n", + "2014-06-23 00:03:00-06:00 -25.309568 344.805380 -25.309568 \n", + "2014-06-23 00:04:00-06:00 -25.359552 345.053043 -25.359552 \n", "\n", - "pyephemout['elevation'].plot(label='pyephem')\n", - "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", - "spaout['elevation'].plot(label='spa')\n", - "plt.legend(ncol=2)\n", - "plt.title('elevation')\n", + " azimuth apparent_zenith zenith \n", + "2014-06-23 00:00:00-06:00 344.064195 115.154820 115.154820 \n", + "2014-06-23 00:01:00-06:00 344.310956 115.207201 115.207201 \n", + "2014-06-23 00:02:00-06:00 344.558018 115.258784 115.258784 \n", + "2014-06-23 00:03:00-06:00 344.805380 115.309568 115.309568 \n", + "2014-06-23 00:04:00-06:00 345.053043 115.359552 115.359552 \n", + "spa\n", + " apparent_elevation apparent_zenith azimuth \\\n", + "2014-06-23 00:00:00-06:00 -25.154766 115.154766 344.064134 \n", + "2014-06-23 00:01:00-06:00 -25.207147 115.207147 344.310880 \n", + "2014-06-23 00:02:00-06:00 -25.258730 115.258730 344.557936 \n", + "2014-06-23 00:03:00-06:00 -25.309515 115.309515 344.805299 \n", + "2014-06-23 00:04:00-06:00 -25.359497 115.359497 345.052965 \n", "\n", - "print('pyephem')\n", - "print(pyephemout.head())\n", - "print('spa')\n", - "print(spaout.head())" - ], - "language": "python", + " elevation equation_of_time zenith \n", + "2014-06-23 00:00:00-06:00 -25.154766 -2.141078 115.154766 \n", + "2014-06-23 00:01:00-06:00 -25.207147 -2.141229 115.207147 \n", + "2014-06-23 00:02:00-06:00 -25.258730 -2.141380 115.258730 \n", + "2014-06-23 00:03:00-06:00 -25.309515 -2.141531 115.309515 \n", + "2014-06-23 00:04:00-06:00 -25.359497 -2.141682 115.359497 \n" + ] + }, + { + "data": { + "image/png": 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/1+pIYgGbzUaPV8cQbtSm8rlcYt6YyInIo1bHEhEHUrEWESlGG79eQrXlK8EF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\n44AvgfHOuUedc3XxbhJzY9FzzGw6MN8597uQyowayjNYyjM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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "pyephem\n", - " apparent_elevation apparent_azimuth elevation \\\n", - "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", - "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", - "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", - "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", - "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", - "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", - "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", - "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", - "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", - "spa\n", - " zenith azimuth elevation\n", - "2014-06-23 00:00:00-07:00 124.028842 352.757345 -34.028842\n", - "2014-06-23 00:01:00-07:00 124.055013 353.032330 -34.055013\n", - "2014-06-23 00:02:00-07:00 124.080176 353.307536 -34.080176\n", - "2014-06-23 00:03:00-07:00 124.104329 353.582953 -34.104329\n", - "2014-06-23 00:04:00-07:00 124.127472 353.858574 -34.127472\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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+GJ0heO0qjsceVR1JiEuk3IVQYNUnH1Dt/EXiwirR+elXVccR/9Ftt9/Fybtu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\nFf5wuQc41MwOM7OtcaexsvQ9GXYOhdVXZG1lFLb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- "text": [ - "" - ] - } - ], - "prompt_number": 7 + "output_type": "display_data" + } + ], + "source": [ + "reload(pvlib.solarposition)\n", + "pyephemout = pvlib.solarposition.pyephem(times, golden)\n", + "spaout = pvlib.solarposition.spa_python(times, golden)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "spaout['elevation'].plot(label='spa')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('spa')\n", + "print(spaout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-23 00:00:00-06:00 -25.154820 344.064195 -25.154820 \n", + "2014-06-23 00:01:00-06:00 -25.207201 344.310956 -25.207201 \n", + "2014-06-23 00:02:00-06:00 -25.258784 344.558018 -25.258784 \n", + "2014-06-23 00:03:00-06:00 -25.309568 344.805380 -25.309568 \n", + "2014-06-23 00:04:00-06:00 -25.359552 345.053043 -25.359552 \n", + "\n", + " azimuth apparent_zenith zenith \n", + "2014-06-23 00:00:00-06:00 344.064195 115.154820 115.154820 \n", + "2014-06-23 00:01:00-06:00 344.310956 115.207201 115.207201 \n", + "2014-06-23 00:02:00-06:00 344.558018 115.258784 115.258784 \n", + "2014-06-23 00:03:00-06:00 344.805380 115.309568 115.309568 \n", + "2014-06-23 00:04:00-06:00 345.053043 115.359552 115.359552 \n", + "ephem\n", + " apparent_elevation elevation azimuth \\\n", + "2014-06-23 00:00:00-06:00 -25.149499 -25.149499 344.061394 \n", + "2014-06-23 00:01:00-06:00 -25.201890 -25.201890 344.308126 \n", + "2014-06-23 00:02:00-06:00 -25.253483 -25.253483 344.555170 \n", + "2014-06-23 00:03:00-06:00 -25.304277 -25.304277 344.802520 \n", + "2014-06-23 00:04:00-06:00 -25.354270 -25.354270 345.050172 \n", + "\n", + " apparent_zenith zenith solar_time \n", + "2014-06-23 00:00:00-06:00 115.149499 115.149499 22.952125 \n", + "2014-06-23 00:01:00-06:00 115.201890 115.201890 22.968789 \n", + "2014-06-23 00:02:00-06:00 115.253483 115.253483 22.985453 \n", + "2014-06-23 00:03:00-06:00 115.304277 115.304277 23.002118 \n", + "2014-06-23 00:04:00-06:00 115.354270 115.354270 23.018782 \n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "plt.figure()\n", - "pyephemout['elevation'].plot(label='pyephem')\n", - "spaout['elevation'].plot(label='spa')\n", - "(pyephemout['elevation'] - spaout['elevation']).plot(label='diff')\n", - "plt.legend(ncol=3)\n", - "plt.title('elevation')\n", + "data": { + "image/png": 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z3TvTT6W6XPHy8qLbuNmcrB9IjaRsjs6bTNzZaKtjiUgJU7EWESll3+zYRJX/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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pyephemout = pvlib.solarposition.pyephem(times, golden)\n", + "ephemout = pvlib.solarposition.ephemeris(times, golden)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('ephem')\n", + "print(ephemout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2014-06-23 00:00:00+02:00 -12.598822 343.918876 -12.598822 \n", + "2014-06-23 00:01:00+02:00 -12.640668 344.149982 -12.640668 \n", + "2014-06-23 00:02:00+02:00 -12.681923 344.381225 -12.681923 \n", + "2014-06-23 00:03:00+02:00 -12.722587 344.612605 -12.722587 \n", + "2014-06-23 00:04:00+02:00 -12.762658 344.844121 -12.762658 \n", "\n", - "plt.figure()\n", - "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", - "spaout['elevation'].plot(label='spa')\n", - "(pyephemout['apparent_elevation'] - spaout['elevation']).plot(label='diff')\n", - "plt.legend(ncol=3)\n", - "plt.title('elevation')\n", + " azimuth apparent_zenith zenith \n", + "2014-06-23 00:00:00+02:00 343.918876 102.598822 102.598822 \n", + "2014-06-23 00:01:00+02:00 344.149982 102.640668 102.640668 \n", + "2014-06-23 00:02:00+02:00 344.381225 102.681923 102.681923 \n", + "2014-06-23 00:03:00+02:00 344.612605 102.722587 102.722587 \n", + "2014-06-23 00:04:00+02:00 344.844121 102.762658 102.762658 \n", + "ephem\n", + " apparent_elevation elevation azimuth \\\n", + "2014-06-23 00:00:00+02:00 -12.593452 -12.593452 343.916041 \n", + "2014-06-23 00:01:00+02:00 -12.635306 -12.635306 344.147120 \n", + "2014-06-23 00:02:00+02:00 -12.676569 -12.676569 344.378348 \n", + "2014-06-23 00:03:00+02:00 -12.717240 -12.717240 344.609723 \n", + "2014-06-23 00:04:00+02:00 -12.757320 -12.757320 344.841244 \n", + "\n", + " apparent_zenith zenith solar_time \n", + "2014-06-23 00:00:00+02:00 102.593452 102.593452 22.857453 \n", + "2014-06-23 00:01:00+02:00 102.635306 102.635306 22.874117 \n", + "2014-06-23 00:02:00+02:00 102.676569 102.676569 22.890781 \n", + "2014-06-23 00:03:00+02:00 102.717240 102.717240 22.907446 \n", + "2014-06-23 00:04:00+02:00 102.757320 102.757320 22.924110 \n" + ] + }, + { + "data": { + "image/png": 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gsiu7WR0tYFWrXo3rHr6JL9Z/zs5P95MfVJO1c3awtdYmBo0ZWqE/YllEzh+9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\n76LujwFnA1hrlwPvA52BAuAGYLQxZibOtdcXuFVDU2KMCSrPbyf5YbD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "loc = berlin\n", + "\n", + "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "ephemout['apparent_elevation'].plot(label='ephem apparent')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('ephem')\n", + "print(ephemout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-10, 10)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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YrCVJkqQEDNaSJElSAgZrSZIkKQGDtSRJkpSAwVqSJElKwGAtSZIkJWCwliRJ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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "ephemout['apparent_elevation'].plot(label='ephem apparent')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "plt.xlim(pd.Timestamp('2015-06-28 03:00:00+02:00'), pd.Timestamp('2015-06-28 06:00:00+02:00'))\n", + "plt.ylim(-10,10)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2015-03-28 00:00:00+01:00 -34.669825 356.421155 -34.669825 \n", + "2015-03-28 00:05:00+01:00 -34.705895 357.939260 -34.705895 \n", + "2015-03-28 00:10:00+01:00 -34.721813 359.458321 -34.721813 \n", + "2015-03-28 00:15:00+01:00 -34.717561 0.977630 -34.717561 \n", + "2015-03-28 00:20:00+01:00 -34.693143 2.496380 -34.693143 \n", "\n", - "plt.figure()\n", - "pyephemout['apparent_zenith'].plot(label='pyephem apparent')\n", - "spaout['zenith'].plot(label='spa')\n", - "(pyephemout['apparent_zenith'] - spaout['zenith']).plot(label='diff')\n", - "plt.legend(ncol=3)\n", - "plt.title('zenith')\n", + " azimuth apparent_zenith zenith \n", + "2015-03-28 00:00:00+01:00 356.421155 124.669825 124.669825 \n", + "2015-03-28 00:05:00+01:00 357.939260 124.705895 124.705895 \n", + "2015-03-28 00:10:00+01:00 359.458321 124.721813 124.721813 \n", + "2015-03-28 00:15:00+01:00 0.977630 124.717561 124.717561 \n", + "2015-03-28 00:20:00+01:00 2.496380 124.693143 124.693143 \n", + "ephem\n", + " apparent_elevation elevation azimuth \\\n", + "2015-03-28 00:00:00+01:00 -34.667077 -34.667077 356.419216 \n", + "2015-03-28 00:05:00+01:00 -34.703175 -34.703175 357.937292 \n", + "2015-03-28 00:10:00+01:00 -34.719120 -34.719120 359.456355 \n", + "2015-03-28 00:15:00+01:00 -34.714893 -34.714893 0.975640 \n", + "2015-03-28 00:20:00+01:00 -34.690500 -34.690500 2.494378 \n", "\n", - "plt.figure()\n", - "pyephemout['apparent_azimuth'].plot(label='pyephem apparent')\n", - "spaout['azimuth'].plot(label='spa')\n", - "(pyephemout['apparent_azimuth'] - spaout['azimuth']).plot(label='diff')\n", - "plt.legend(ncol=3)\n", - "plt.title('azimuth')" - ], - "language": "python", + " apparent_zenith zenith solar_time \n", + "2015-03-28 00:00:00+01:00 124.667077 124.667077 23.803474 \n", + "2015-03-28 00:05:00+01:00 124.703175 124.703175 23.886825 \n", + "2015-03-28 00:10:00+01:00 124.719120 124.719120 23.970175 \n", + "2015-03-28 00:15:00+01:00 124.714893 124.714893 0.053526 \n", + "2015-03-28 00:20:00+01:00 124.690500 124.690500 0.136877 \n" + ] + }, + { + "data": { + "image/png": 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2bXvmzVuoUu0GNGMtIiJShX28fznbj+506THbR7ThmmZDz7hPRERtWrduC8DAgUNYvPgD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\npk2bmDX1U7bM/5Haq1bRYH0ODdd7jXbBhMnMqZTIhppVya1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i9t6PQbO4ru6NXFalmupIIkjYbDYmdB+H5ovmYGALi3Ynqo4kwpzyctd1vS4w\nCPgA0AofHgpML7w9HZBziERQM02T19ZMx3Ll0sDWgYEtO6mOJIJMtbiKjGx6K1gaXx35gqPpp1VH\nEmFMebkDbwCPAWaRx2oYhpFSeDsFqFHuqYS4CFM3LOSM8zAuTwIP97xFdRwRpHo0aknr6O7g9PDG\n+g/xBwKqI4kw5VC5cF3XhwAnDcNI1HW9z7mmMQzD0nXdOtdzv5aQEFea8YJOOI8vlMe2eu9utuas\nRDNdPNv/PurU+u1pb6E8vpKQ8ZXcX4eO5J6PD5HlPsp7G+bz9+tvL7V5/17h/PsL57Gdj2ZZJerN\nMqHr+kvAGMAPRAEVgS+ALkAfwzBO6LpeC1hmGEbzC8zOSk3NKtO8KiUkxBGu4wvlsWXkZvPMytcx\nXTkMrHYL17X97WlvoTy+kpDxXbyTWZn8Y+2/MB153Fz7Nq5u0a5U538xwvn3F85jA0hIiNOKe07p\nZnnDMJ4yDKOeYRgNgRHAUsMwxgDzgbGFk40FvlSVUYjiWJbFxNUzMF051LXanbPYhTiX6nGVGN54\nGKDxxeHPSc5IVx1JhJlg2Ode1C+bEV4B+uu6vhfoW3hfiKAyfdP3ZDiScHqq8ufew1XHESGmV5PW\ntHRfDs58/rVO9r+L0qV0n3tRhmGsAFYU3k4D+qlNJETxth45wMYzy9FMJw90Govb4VQdSYSg+7pf\nzxOLDpHrPs47q7/iod43qY4kwkSwrbkLEfTO5OUybfcsNJtJv+pDaFK9pupIIkTZbXYe7T4OfG4M\n/waWGztURxJhQspdiItgWRavrZ6B6cymltmGG9tfoTqSCHE1K8YzrOEwwOLTpM84cSZDdSQRBqTc\nhbgIs7b8wGn7QRz5VZjQ61bVcUSY6NOsLbqrKzjzeH3NdAKmeeEXCXEeUu5ClND25J9Zm7EEy+/k\n/o63E+VyqY4kwsgfe9xItLcmue5jTFrzteo4IsRJuQtRAtmePD7Y8RGazaRP1UHoNWurjiTCjMNm\n58/dxoLfzW7PWlbu2606kghhUu5CXIBlWUxcNZOAM4vq/lYM79RDdSQRpmpXrsqN9W8CzeKTA59w\n8kym6kgiREm5C3EBcxKXcsq2H3t+PBN6j1AdR4S5fnoHmjg6Y7lyeW3NDNn/Ln4XKXchzmNHchKr\n0xZj+R38of0YYt1u1ZFEBPhTz5uJ8lYnx32E/679VnUcEYKk3IUoRrYnj8nbC/az9656LS1r11Ud\nSUQIh81HqXF6AAAgAElEQVTOI5ePA7+LnfmrWXPgJ9WRRIiRcheiGK+t+oiA6wzV/S24tVNP1XFE\nhKkbX42h9W5Es1nM2TeXU1nh+wUoovRJuQtxDnO2LCPVtg+7pzKP9R6lOo6IUANadKKhvQOWK6fg\n4kmy/12UkJS7EL+yM/kQq9IWYQUc3NtuDDGyn10o9FCPYbi91chyH2LyuoWq44gQIeUuRBHZ+fm8\nv/0jNHuA3lUH0qp2PdWRRIRzOhw81HUc+J1sy1vJ+oN7VUcSIUDKXYgiCvazZ1I90JxbO/ZSHUcI\nAOpXqc7gutej2Uw+2vsxaTnZqiOJICflLkSh2ZuXkmrfi91TmQm9ZD+7CC6DWnalvq0dliubiatm\nyv53cV5S7kIA248lsTp9MVbAwX3txxDrjlIdSYjfeOTKW3F5q3LG9TNT1y9SHUcEMSl3EfHO5Ofy\nwY6ZaPYAV1UdRItasp9dBCenw8GDnceB38nW3OVsStqvOpIIUlLuIqIVXDd+BgFXFjUDrRjW8UrV\nkYQ4r0bVajCw9nVoNpPpe+aQkZOrOpIIQlLuIqLN2LyINPtBHJ4qct14ETKua92NelobLHcWE1fN\nxLIs1ZFEkJFyFxFr65H9bMhcBn4nD3S8nWiXnM8uQscjPW/F6Y0nw3WADzf8oDqOCDJS7iIiZeTm\nMG33LDSbSb/q19G0hnw/uwgtboeLBzqNhYCDTVlL2XrooOpIIohIuYuIY1kWE9d8iOnMoY7Zjhvb\nd1MdSYjfpUlCbfrXGIJmDzBt92wyc2X/uygg5S4iztSN35FhP4QzP4E/9x6uOo4Ql+SGtt2pTUtM\n9xkmrvxI9r8LQMpdRJiNh35iS/ZK8Ll4sMtYopxO1ZGEuGR/7jkSpzeedNd+pm+U/e9Cyl1EkNM5\nZ5jx0xzAYmCtG2icUF11JCFKRbTTzQMdx4HfycasJWw+JOe/RzopdxERAmaAiWumYTnzqG914rq2\nnVVHEqJUNalei2tqDik8/30W6bly/flIJuUuIsJ/188ny3EMd35NHulzs+o4QpSJ69teQT3aYbpy\nmLj6Q7n+fASTchdhb8X+HezMWwe+KB65fCwuh0N1JCHKzCO9huPyJJDpOMyUjd+pjiMUkXIXYe14\nZhqfHPwELI0bL7uFelWrqo4kRJlyO5z8qfNY8LlJzFnFuqTdqiMJBaTcRdjymwFeXzcNHB6aO7vR\nr0Vb1ZGEKBcNE6ozuPaNAMza+zEnszIUJxLlTcpdhK3/rPqMPFcKMZ66/LHn9arjCFGuBrXpSCOt\nC5Yjn9fWTSVgBlRHEuVI+c5HXdfrATOA6oAFvG8Yxn90Xa8CzAXqA0nAcMMw5OOnKJHvdm9iv38L\nNl8ME3qMxW6Tz7Ei8jzc+0Ye//4YOVHHeHvN5zzUUy7aFCmC4R3PBzxiGEYroBvwR13XWwBPAIsN\nw2gGLCm8L8QFHTx1gm+PfgmWjVHNRlCjYiXVkYRQwmG3M6H7WPDGsNe3me9/2qw6kignysvdMIwT\nhmH8WHg7G9gD1AGGAtMLJ5sO3KAmoQgleT4P/9k8DRw+Osb2oXuj5qojCaFUrcqVGdH4VizTxvwj\n80hKS1EdSZQD5eVelK7rDYAOwAaghmEYv/wrTAFqqMolQsdrK2fhc6UT723Cnd0GqI4jRFDo2bQF\n7aJ6g93Hm5umke/3qo4kypgWLF8yoOt6BWAF8LxhGF/qup5uGEZ8kefTDMOocp5ZBMdAhDLvr/yO\nH45/jd1TmUk3/5XKsbGqIwkRNEzT5L45b5Du2M9ljja8dvP9qiOJS6cV94TyA+oAdF13Ap8DMw3D\n+LLw4RRd12sahnFC1/VawMkLzSc1NassYyqVkBAXtuMrjbElHj3A4mPfgungnrZj8OWapOYGx88r\nnH93IOMLJRN6jOaZlf/iMDt4d/E3DGvfO6zG92vhPDYoGF9xlG+W13VdA6YAuw3D+HeRp+YDYwtv\njwW+/PVrhQBIz81m6q6ZaDaTvtWG0LpOPdWRhAhKlWNjuKv1GKyAg+WpC9mZnKQ6kigjyssd6AGM\nBq7SdT2x8M9A4BWgv67re4G+hfeF+B8BM8Cra6ZiOnOpE2jPLR27q44kRFBrV68+veIHgD3A+9tn\nkpGbozqSKAPKN8sbhrGa4j9k9CvPLCL0TN7wNWfsR3Hl1eDRa+QcXiFKYkTn3uxbnMQJ1y6enP8u\nz111Dza5FkRYkd+mCFkr9m9je+5a8Ebx8OVjcTuVf1YVImQ81nskzvyqnNYOyhfMhCEpdxGSjmSk\n8snBT8HSuKHeMOpXq6Y6khAhJcrl4k+dx539gplVB3aojiRKkZS7CDkev483NkwFh5cWjivp36qN\n6khChKRG1WswqvkosODjA59wNOOU6kiilEi5i5Dz+qpZeJynifM05P5eg1XHESKk3dC5K80d3cHh\n4Y0NU/EEfKojiVIg5S5CyieJyzlm7cbmqcjjvW6XL4QRohT8sed1VMhvQL7zFG+snq06jigF8s4o\nQsa2YwdZcXohVsDBXa3GEC9XoBOiVNjtNv7S83a0/IocCezis+3LVEcSl0jKXYSEtJwzfLBzJthM\n+lQZRLvL6quOJERYqRpXgfEtR2P5HSw7+T3bkg+ojiQugZS7CHoBM8A/10zFdOZQ1+zA8E5Xqo4k\nRFjq2KABveIHY2kmH+ycyencM6ojid9Jyl0EvbfWfEa2Ixl3fi0e7TNMdRwhwtqILj2oG+iA6cjl\n1TVTCJgB1ZHE7yDlLoLaN7vXsc+3BTyxPNb9DlwOuVCNEGXt0auG4c6rRbb9OG+v/Ux1HPE7SLmL\noLUn5TALjs3HCti5relIalWurDqSEBHB7XQwofsd4Ilhr3cL3+1erzqSuEhS7iIoZebnMOnHD8Ee\noGuFa+jepJnqSEJElNrxlbmt6SisgJ1vj83HSDmiOpK4CFLuIuiYlsmrq6cQcGZT3duasd36qI4k\nRETq3qQZXSr0A7ufd378kKz8PNWRRAlJuYug898N88iwHcWZW4O/9B2JpmmqIwkRscZ160uCrwUB\nZxavrJqKaZmqI4kSkHIXQWXx3k3szN0AnhgeuXws0S6n6khCRDRN0/hLn9tw5iWQYT/Ee+u/VB1J\nlICUuwga+08d48tD87ACdm6uP5z6CfJNb0IEgxi3i0cuvwO80ezKW8/3xkbVkcQFSLmLoJDtyeWt\nLVPB7qd9VF/6tmypOpIQooj61aoxvMEIrICd+YfnYaTKAXbBTMpdKGdaJq+smorfmUVVT0vuvrKf\n6khCiHPo3bwFnaL7gT3AO4lTyczPUh1JFEPKXSj38sKPSLcdxplXnSf6jpID6IQIYuN79KVafhsC\njhz+KVewC1pS7kKpb3avYduZdYUH0N1BjNulOpIQ4jw0TeMvfW/FmVOLTC2Zd9Z/ojqSOAcpd6HM\njuMHWJD8NZbfwcjGo6hfrarqSEKIEoiNcvHnbmMhvwJGfiJf7V6pOpL4FSl3ocSpnHTe3zEDSzO5\nKmEoVzaTK9AJEUouS6jCyCYjsfwOFiV/x/bj+1VHEkVIuYty5/V7+ee6yZiOPOr4OnNffzmATohQ\ndGWzpnSvMAhLM5m8Ywap2emqI4lCUu6iXFmWxb/WzSTXdoqonPpM6HuTHEAnRAi77Yoe1PV1wXTk\n8+q6yXj8XtWRBFLuopzN3raQIz4DLbcyf+l5O26XfIWrEKFM0zQmXH0j0Tn1ybWf4rU10+UStUFA\nyl2UmzWHfmTt6WVYXjd3trqdGpXjVEcSQpQCl9PBE73HoeVWITmwj2lbv1IdKeJJuYtysT/tELP3\nzcUybfSreiMdGtZVHUkIUYqqVYzlvnbjsPJj2Jq5joX71qiOFNGk3EWZO52Xzltbp2JpAZpZV3FT\nl46qIwkhykCrejUZWns4lt/B14fnsyNlr+pIEUvKXZSpPH8+r677L35bHlWyO/DA1f1VRxJClKGB\n7VvSzjEQy4L3d8zgRPZJ1ZEikpS7KDMBM8C/1k8lmzScGQ15vP/NOOzyT06IcHd3n55Uz+mKafPy\n2sbJZPtyVEeKOEH9Tqvr+kBd13/SdX2fruuPq84jSs6yLCYnfkKyNwnOVOexXqOJi5FLywoRCWw2\njccGDMWV1ow8Mnlt/WQ8ATlFrjwFbbnrum4H3gYGAi2Bkbqut1CbSpTU3D3fsCMzETMnjjvbjKJO\nNTkyXohIEhvl5LE+IyC9Nqm+ZP6zaSp+0686VsQI2nIHugL7DcNIMgzDB3wMXK84kyiBBQeXsurE\nKsz8GAbVGE7HxrVVRxJCKFC7WgXu6TCKQEYCSbkHmbxttpwDX06C+QoidYAjRe4fBS4vbuJ9b75N\nfr6vzEOpkhHlDInxHSeLBfWSMf3RdDIHMKBxVTxHj2Dm5WHm52P5fViBAJbfj+UPYAX8+KMdZGXk\nYFkWmBZggWUV3C/y5+x9fpkOLLPwjcIywaLw+cKHfh3O+vUj1nnvXmj63zxdzPzORDvJy/Nd/PJ/\ns7wLTV9CJbwgYEmvHJgZ7SI/7wL/Nkt8EcIShyu1WV1owl9+fyX7cZRi/hLPrmTz0jStYLmFfzRb\nwbpdboUocgt/f5rNdjbb/9/WwKb99vX/c9+G5rBjc7rQXAV/Cm47aREXwy21r+ezlM/YyU6+n/c2\n7TNiSv7ruQSh8r75eyU8/kixzwVzuV/UW9fJpcvKKkdQOKM6QAnFAg8AHlcUbu9/Sfrywq8J92Np\nM1UHKGMyvtCWVg7LuAx4yOnmjMskPuckWeWwTAid983fLzTL/RhQr8j9ehSsvZ9Tp/ffJe10+B6R\nWaVqbNCPb/7KL2mzYA0BTSOmUkXc1RpjrxiHLSYGe3QMtqgoNIcTzWEHhwPNbkdzOKgUH0dWjhds\nNtBA0wr+RitYs/hlDaP4tYaCtQutyGvO+vXqwQXWmH67tqqd9+5v5/fb6avEx5KWnnPO53/78otc\n/kWv/5TwM3OJP1pbxMfHkp5+nn+bv93EcSmTUaJwpTiv+PhY0tOyy3WZcI4tNZfCsgq3bJmFG7/M\ns1vEKlWKJiM957dbyM7eN89uKcMysYpsXcO0sLDANAu2xPm8mF4vlteL5fNhej2Yubn4MzPxZ2Zi\nnkgBwGhchYF3PVl64ytGKLxvlpVgLvfNQFNd1xsAycCtwMjiJo6qUQOnrbw+D5a/qIS4oB7f6gO7\nWVLpACtuqcUf2zxI4zol389eLSEOKzV4x3apYhLiyIkO8/G5w3d8sQlx5MaE7/gqJcThLaf/f7n5\nPv628FXy4jI4uX8Ld14xsEyXF+zvm2UpaA+oMwzDT8EW3u+B3cBcwzD2qE0lzmVvSjJzDswGzWRA\n3RvRL6LYhRCRIybKyd3dxkLAxZbcZSzYtVl1pLAVzGvuGIaxAFigOocoXmr2Gd5KnAIuLx2j+zC4\ndVfVkYQQQUyvWZfhWSOZe+gjvkn+glqVqtK+bkPVscJO0K65i+CX7/Py8qr3MV1Z1LHacNcVg1RH\nEkKEgN5NW9Oz8kCw+/lg14ccyzitOlLYkXIXv4tpmry4bBoe90nivPX4y1WjVEcSQoSQkZ370NjW\nBcuZx8T1k8nx5KmOFFak3MXv8uaqz0lzHMDpqcLTfe7CYbOrjiSECDEP97qZeF9jfK40Xlg+Bb8Z\nUB0pbEi5i4s2e/My9gc2ofmimXDFPcRFRauOJIQIQTabjaevGofbU50zzsNMXD5HdaSwIeUuLsqy\nvdtZnbEQAg7uanUHdStXUR1JCBHCol1unrjyHmzeOI6ynclr5Rjq0iDlLkpsV/JhPkuaC8DQurfQ\nvm4DtYGEEGGhelxFHugwHvwuEvOWM3/7RtWRQp6UuyiR5Mx0Jm2fBg4fl1fsx4AWHVVHEkKEEb1G\nHUY1GQWWxsKUeaw7aKiOFNKk3MUFZebl8Ora97BcOTTQOjC2a3/VkYQQYahHo5b0r34d2AJ8tO8j\njBPFXnFcXICUuzgvj8/HCysm43OnU8XfmEd736o6khAijN3YtgcdYvqA08PbP07heGa66kghScpd\nFMs0TV5YNo1cVzIx3tr89arx2GzyT0YIUbbuvmIQl9Ee05XDP9f9l6x8OQf+Ysk7tSjWayvmkubY\nj8MTz197343b6VQdSQgRISb0GUFlX6OCc+BXvI/P71cdKaRIuYtzen/ttxyyEtG8sTx+xb1Uio5V\nHUkIEUHsNhvPXHUnUZ6aZDuP8cKyaZimqTpWyJByF7/xWeJqfsxbAX4XD3a4i9pyLrsQQoEol5O/\n9roXhyeeU/Z9/GvFp6ojhQwpd/E/lhrbWHr6GzDtjGk6Br1GHdWRhBARLD42lseuuBfNG8vP1ha5\nyE0JSbmLs7YePsDnh+cCFkPr3EK3hrrqSEIIQd3KVXig/Z2FF7lZxidbV6mOFPSk3AUAe04cYcqe\nD8Hup0flAQxs2Ul1JCGEOKt5zbrc3mwMmmlnedo3LNy1RXWkoCblLjh0OpV3tn0ATg9t3L24rXNf\n1ZGEEOI3Lm+gc2O94YDG/OTPWH1gt+pIQUvKPcKdyEzntU3vYTnzaGzvwh96DFEdSQghitWveQeu\nSRgKNpM5B2fx49GDqiMFJSn3CJaek83La9/DdGVRx2rNwz1vVh1JCCEu6IZ23bki7hqw+5i8e5pc\npvYcpNwjVHZ+Ps+vnITfnU5Vf1OeuGq0XH1OCBEyxnS9mtauXuDw8Na2ySSdPqk6UlCRd/MI5PH5\n+Pvy9/C4U4nzXcbfrpbLygohQs99Vw6hsa0LljOP1zf9l+QMuQ79L+QdPcL4AwH+sfQDcl3JRHtr\n8uxV9+Cw21XHEkKI3+XhXjdTlzaYrixeWTeJ1Kws1ZGCgpR7BPEHAvx9yQdkOH/G5anK33rfR7TL\npTqWEEL8bjabjcf73EZ1sxkBdwYvrn6HtOxs1bGUk3KPEH4zwD+WTCXNcQCnpwp/6/VHKkZHq44l\nhBCXzGaz8XTfO6jib4TPncbzq97lTF6u6lhKSblHANM0eXHJh5x27MPhieeZnvcTH1tBdSwhhCg1\nDpudZ6++m0q+Bnjdp3huxTtkRnDBS7mHOdM0eWHpdE7aDRyeyjzd436qVqioOpYQQpQ6h72g4OO8\nl+FxpfLQ56+SHaHfBS/lHsZM0+SlZTNJse3B7q3Ik93vo3rFSqpjCSFEmXE7nDzX914qeOqR60zh\n2eXvkpWfrzpWuZNyD1OmafLP5bM4ru3C5o3jiW73U7NSvOpYQghR5qJcTp67+l7i/PXId6Xw3LJ3\nyfZEVsFLuYchvxngxaUzOMoObN44Hu96n3wnuxAiokS7XLx1y6PE+mqT7z7Bs0vfJSsvcjbRS7mH\nGX8gwPNLpnHCthu7tyKPd/sjdatUUx1LCCHKXYzbzd/73kcFX52Cgl/+Npm5kXGQnZR7GPH6fTy3\nZDKn7HsLDp7r/iB1ZY1dCBHBop0FBR/nuwyPO5XnVr5FWk74X+hGWbnruj5R1/U9uq5v03X9C13X\nKxV57kld1/fpuv6TruvXqMoYSjw+H88ueZ90x8GC89h7PkANOXhOCCGIcrr4+9X3UsnbCK/rNH9f\n9RYpZzJVxypTKtfcFwGtDMNoB+wFngTQdb0lcCvQEhgIvKvrumxhOI88r5e/LZnEGech3J4Enu31\noJzuJoQQRbgdTv7e/y6q+pvid2Xwwtq3OJJ2WnWsMqOsNA3DWGwYhll4dwNQt/D29cAcwzB8hmEk\nAfuBrgoihoT0nGz+uuQtsl1HifLW4Lk+DxAfG6s6lhBCBB2n3cHf+o2nltUK03WGf258h70pyapj\nlYlgWSMeD3xXeLs2UPTLeY8Cdco9UQg4mpHGcyv/Q747hQreejzfVy4pK4QQ5+Ow2XnqqjE0tHXA\ncmXz5o/vsfXIAdWxSp2jLGeu6/pioOY5nnrKMIyvC6d5GvAahjH7PLOySrK8hIS4iw8ZQoqOb9fR\nw/xzw1uY7hxq0pzXRtyPy+lUmO7SRNLvLhzJ+EJbOI+vuLH9c9g9vLJgLlvPLGfKT1PAeQcD2nQs\n53Rlp0zL3TCM/ud7Xtf1ccAg4OoiDx8D6hW5X7fwsQtKTQ3fIyATEuLOjm/L4QNM3fMhOD3U1zow\nofetZGbkA6F5kYaiYwtHMr7QJuMLXRca252dB+HeFMXazO/5YOcUDp9M5Ya23csx4aU534cylUfL\nDwQeA643DKNoK80HRui67tJ1vSHQFNioImMwWmJsY6oxBZwe2rh78ZerRmKzBcveFSGECC2ju/Tl\n2uo3g6WxKPVLpqxbqDpSqVDZCm8BFYDFuq4n6rr+LoBhGLuBT4DdwALgfsMwSrRZPtzN3LSEz4/M\nxtICXFnxWv7QY4jqSEIIEfKua9uV0Y1vRws42Zq3lFeXfkzANC/8wiCmWVbY9KYVrpuWTNPkrXVf\nsNezEfxObqh3M/1bhM++oXDeLAgyvlAn4wtdFzu23SeO8O62qVjOHCr5GvB0nzuJdbvLMOGlSUiI\n04p7TrbnBrlcbz5/Xfweez0b0bwx/KHVPWFV7EIIESxa1qzHM1c8hMtTjUxnEn9d9m+OZaSpjvW7\nSLkHseTMdJ5e8iaZziTc3mo8dcVDtKlTX3UsIYQIWzUqVualqx86ezW7lze8yZZDoXeqnJR7kFr/\ns8FL6/+N132ayr6GTBr2NLXlK1uFEKLMRbvcPH/NPTSxd8Fy5jFl7xQ+T1yrOtZFkXIPQjM3/cCM\nA9MwHXk0tXfl+f73UiEqSnUsIYSIGHabjUd6D6NP/BDQTJamf8lryz7GbwZURysRKfcg4vH5eP6H\nD1mftQjNtDOoxi083PsWOdVNCCEUGdahF3c2vQvNG8PP1laeXPQfTmUF/5fOSGsEiUOnU3nyh3+f\n/R72B9r+gSGt5ZL6QgihWqf6Tfhb90eI9tQi13Wc59a8wYaf96qOdV5S7kHgqx3reXXLv/G4U6no\nq8/zvR+hRc16F36hEEKIclG9YiVevuZBGmqdsFy5TD8wlffXfosZpOfDS7krlOf18uKSGSxK/QLL\nFqBDdB9e7H8flaLlW92EECLYOO0OJlx1K4Nq3IJm2tmWv4KnFr9NahBupi/Ta8uL4u08dojJ22fh\nd2dg88YxruUoOl3WWHUsIYQQFzC4VVda12zImxunk+U+ynNrX+eGy26if4v2qqOdJWvu5cwfCDBp\n9Xze3TMJvzuDqv6mvNh7ghS7EEKEkPpVE/jnNQ/T1N4Vy+FhXvJsXvxhBln5eaqjAbLmXq72nDjC\n+4lz8LpPoZkurqo6gFs69FQdSwghxO/gtDt4uPctrDnYko/3fkayaydPLf+ZW5rcRO8mbZRmk3Iv\nBx6fjw82fMeu/HVobpOKvst48PJR1K5cRXU0IYQQl6hHo5a0q/0Y/1nzGUedO5h7aCarklrxQPdh\nVI6JUZJJyr2MLdu7nXkH5xNwnUEznfSuMojhHXupjiWEEKIUVYiK5qmrx7Dc2MHnP8/juGsXT686\nQJ/q/bm5XY9yv16JlHsZOZqRxn83fkqa4wC4ICHQjPu6DaNGxUqqowkhhCgjffQ2dGnQjEnr5nHQ\nnsjy9K/ZsGgTt7e+ibZ1G5RbDin3UpaZl8OUjd+y35uI5gjg8FTmlqY30LNJS9XRhBBClINYt5sJ\nfUaw63gPpv34GXnu47z30yRq7mnB+C5DqVsOu2Sl3EtJvs/LR1uWkJi5FpweNMtF++iejO3VH5fD\nqTqeEEKIctaqVj1erfEQ83duYMnxRaQ4d/PSJoPGrvaM7zyY+NgKZbZsKfdLlJWfx6wtS9iRvRGc\n+Vg2O41tnRjfYwjxsXIxGiGEiGQ2m40b2l7BwBad+GjzDySeWcfBwBb+umY7jVztGN1xQJnsrpVy\n/52SM9L4ZPtS9uX/CA4vls1ObasV4zoNpm6VaqrjCSGECCJRThd3XTGIjNw+TN+8gL2BrRw0N/P3\nDYnUtbfgllb9aFajdqktT8r9IpimyYr9O/nh5zWk25PQbBZoDhpoHbmt6wD5vnUhhBDnVTkmhod6\n3Uxm7rXM2voDu3I2c8y+k3/v3ElsYm2urH05g1p2wem4tHqWci+BxCMHWbx/A4c9BpYrF5xg98bR\npmJHhrXrXab7TYQQQoSfSjEx3H/lUPK8A/l8+yo2n9pEriuZRafmsWjJd9R2NKN3g05c0VDHbrNf\n9Pyl3M8hKz+PFft38GPKHlJ8hzBd2QBYdjvx/kb0rX8FVzVtI9+zLoQQ4pJEu1yM7nw1o7maTUn7\nWbBvFSm2fSRrO5hzaAcf74+iuq0hbavr9GrShiqxcSWab9iU++aDB0hwVyTGFXVRrzudnc3+1GT2\nnjrCz5mHSfOdwOvMKNzkXlDoFb316Fi9Hde27EJcVHQZjUAIIUQk69KgCV0aNCHP52HxnkQ2Ht9G\nunaYFPseFp/ew6JTX+L0xlPVUYv6leowYfBNxc4rbMr91U2vYVmg+aNwmrE4NTcuWxRuzQWaBoBl\nmXhNLx4rH5+Vj9+eAw7v/8/EBpZTw+mrTC33ZXSq1YIrG7cm2uVSNCohhBCRJtrpZmjbbgxt2w2v\n38fag3vYfGwPxzyH8DhPk2JLJyV79/+1d+ZRVlVXHv6qGATEKYoT6hJFNqDSqFkOSccQTUSNSowx\nmmgbh04UjYY4oKIZJRqCxjl2G8VeajTGNt10VOxoJ40a0SjtPPyI7ZAGxwgmikgxVP+xz5NrrRKK\n4lW9e0/tb61a6917z6nav7rv3H3POfvsA/QA574JxtstC2hpfoeWvvNZ0tTKe+0VTFMXrcub6bW0\nP/1aNmLd3uuzyYBBjNxkCDtvuc1q9/6DIAiCoCvo27sPY4aNYsywUQC817KYx+e9wFOvvbjSetk4\n98sPm8Cbb74DeFT7O4sXMX/hu7y9aCGtra00NzVBUzMb9F+bDddeh4H9woEHQRAE1WJA37XYY8gI\n9hgyYqXlsnHuRZqbm1mv/9qs1z+SyARBEAQ9jwj3DoIgCILMCOceBEEQBJkRzj0IgiAIMiOcexAE\nQU9fe0wAAA6kSURBVBBkRsMD6szsNGAqsJGk+enc2cCxwDLgFEm/baCJQRAEQVApGtpzN7Mtgc8B\nLxfOjQQOA0YC+wI/M7MYYQiCIAiCDtJop/lTYGKbc+OAmyUtkfQS8Dywa3cbFgRBEARVpWHO3czG\nAXMlPdHm0ubA3MLxXGBwtxkWBEEQBBWnS+fczexuYNN2Lp0DnA3sUzjXtJJf1dqBP9c0aFDHdsup\nKjnry1kbhL6qE/qqS87aVkaXOndJn2vvvJntAAwBHjczgC2A2Wa2GzAP2LJQfIt0LgiCIAiCDtDU\n2tqRTnHXYmYvArtImp8C6m7C59kHA/cAQyU13tAgCIIgqACNDqir8YHjlvQM8CvgGWAGcGI49iAI\ngiDoOKXouQdBEARBUD/K0nMPgiAIgqBOhHMPgiAIgswI5x4EQRAEmVE55557KtrQV21y1xcEZSX3\ntre6+hq+cUxHMLOBwDHAncCrwHtm1pRLFH3oqzY9QF9fSS2NtqOryFlfztqgR7S9TusrfbS8me0F\nXAU8BfwFaJF0cmOtqh+hr9r0AH0TgKOB6cDDkm7P7OGZrb6ctUGPaHtrpK8Kwxib4xvJHAJ8B/ik\nmR0H2QzDhL5qk60+M9sb+ArecxDwAzPbTVJr1bVB3vpy1lYg27aXWCN9pfsHmNlWZrZz4dRwYCGA\npDeAM4Hz0vHy7rdwzQh9oa/MmFmfwuFGwJ2SHpV0E3A98E9QTW2Qt76ctUGPaHt11Vcq525mk4E/\nAFPMbKqZrY9nqRtfKyPpbuARM/tOg8zsNKEv9JUVM+tjZj8FpqZeH8BSYEytjKRLgT5mdkyqs7LN\nnkpFzvpy1lYj57YHXaOvNM7dzDYChgFDgS/jX87vSfoD8KyZnV8oPg3YpM2baqkJfaGvrKQhvivx\n3t7/AGeb2fGSbgM2NrMjCsXPBb4EUJW525z15aytRs5tD7pOX2mcO7AE2B0YJGkBnl8eM/sH4BvA\nEWa2ZyprwDxJSxpiaecIfaGvrKwHjAKOl3Q9cBEw2sw+DZwEnG9ma6Wyr+APnF4VmtfMWV/O2mrk\n3Pagi/Q17AbXhoXSF61J0l9xUbU3zSeBWcAewOvAD4Cvmtm9qczD3W91xwl9oa/7rV41bYdjzaw5\nPVBexoOvwIcHHwEOl/TfwG+By8zsUHzeb6CkZWWc18xZX87aiuTa9mp0l75ud+5mdoKZjQbWAUhf\ntNoQ0X3AMDPbUdJS4AU8YnCgpGnAt4EpkkZJuqe7be8IoS/0lVkfhTafnMPy1IubDuxiZhtL+hvw\nBLDUzIYAE4Hb8ejrpyWd0AjDO0jO+nLWln3b62593bbO3cy2B34BzE0//SQdna7dAFyGDxt9DdhW\nUi3k/z7g65Ke6xZDO0noC32NsLujmNlXgdPwh8gsSbek8wcCfwLeA04B3pQ0JV2bBXxb0oPpuE9Z\nhztz1pezNugRba8h+rqz574x/sU8ADgd2MjMpqZrEyU9LGkecC2wnZldbWYP4Vl5Xu1GOztL6At9\npcTMRuDO4VTgv4ATk8MAWB9owh8utwMHmdnBZjYUdxpLa7+nxM4hW305ayuQbdtLNERfl/XczUP5\nhwGPSlpiZicAIyWdkq4PAR4Ftpc0rzbMlK4NAkYDm6UgkdIR+kIf5dZXtHcM8MWCtv2AayQNbqfe\nQcDBwCeASyRd1X1Wd5yc9eWsDXpE2yuFvi5x7mb2DWAyPvH/F+CcdOkRXNBbqdzFwMckfS0d/yNw\nl6S5dTeqjoS+0Nf9VnccM/sesAnwe0m3mtkuuEPYqVDmLuAxSWcVztXmcdcClqikQVc568tZG/SI\ntlcafXUfljez/niU36ckfR74M3A28A5wE3B1ofgNQK/0pgOwGF8WUFpCX+jrRnNXGzM7F++53QWc\nbGanS5oNvGKeKKPGGcCeZrZeqvdj4HAASYtL7Byy1ZezNugRba9U+uru3CUtwgVunE7dALyFZ9qZ\nCPyd+bIMgG2BBZLeTnVvkPR6vW2qJ6Ev9HWzyR3GzHoDnwLOkPQfeD7qzc0TmYwHxpvZFqn4fDyq\nusb58jSlpSVnfTlrq5Fz24Py6aubc7cPJ0aYBowDkDQHeADYGtgQOBnY28zuwfPkPlQvG7oSM+ud\nm770QKl9zv3+5a6vt3wJzdP4sifwNc8PAHsDC4BLgAvNA7LOAQbjgVfIl1CVlpz15awNfMog87ZX\nymdLp527mR1lZp+uDSvow4kR7gfWN7PPpuM5+NvMBpJm4CKnArtIurHz5ncdZna0mX3ezLYCkLQ0\nM30TgJvNbBRkef+ONLNP1oYuM9TXr/C5V3IO4EO6g81s+3TuSbyntyNwPvAvwD7AcjzRSSmHOs3s\n42a2Tu04J31mtpmZ9Uqfe+ekDcDMrHgsaXlmba8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Wft6yQnUkIf5Cyl0IBTxeDyNXjgeLgzrW60iqXV91JHGZSkdGMLDuPfg8Jn4/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\nl6uYWZGZ/QoYF/X6ALYBQ9JlJN0LFJnZFVGdnW3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6NymP60gtQjOqkpB+nE83TyHDmak6lhDCD3m8Hmbuns3mU9uIoBSOvY3ocEtF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\nvUuBVSR9J73+Z+BeSW/UvFE1FPkiX9e3uv3M7Af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rdwG74o8PG2PWEiva0PhQ9quAZ621YaDYGLMRGA98dLIxqN8u4l4Hq6v5/cIX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\n57S8iIiIAJ5oVHVTRETETZweLS8iIiI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=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 8 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "reload(pvlib.solarposition)\n", - "pyephemout = pvlib.solarposition.pyephem(times, tus)\n", - "spaout = pvlib.solarposition.spa(times, tus)\n", + "data": { + "image/png": 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bOJ5QMOh1qSKtUlaCtTFmIPAM0JtU2v2NtfZ/G2MeBb4JVKff+iNr7aL0Z34I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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "loc = berlin\n", + "times = pd.DatetimeIndex(start=datetime.date(2015,3,28), end=datetime.date(2015,3,29), freq='5min')\n", + "\n", + "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "plt.figure()\n", + "pyephemout['azimuth'].plot(label='pyephem')\n", + "ephemout['azimuth'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('azimuth')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('ephem')\n", + "print(ephemout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2015-03-30 00:00:00+02:00 -31.976429 338.920871 -31.976429 \n", + "2015-03-30 00:05:00+02:00 -32.239797 340.360894 -32.239797 \n", + "2015-03-30 00:10:00+02:00 -32.485100 341.809413 -32.485100 \n", + "2015-03-30 00:15:00+02:00 -32.712074 343.265937 -32.712074 \n", + "2015-03-30 00:20:00+02:00 -32.920477 344.729920 -32.920477 \n", "\n", - "pyephemout['elevation'].plot(label='pyephem')\n", - "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", - "spaout['elevation'].plot(label='spa')\n", - "plt.legend(ncol=3)\n", - "plt.title('elevation')\n", + " azimuth apparent_zenith zenith \n", + "2015-03-30 00:00:00+02:00 338.920871 121.976429 121.976429 \n", + "2015-03-30 00:05:00+02:00 340.360894 122.239797 122.239797 \n", + "2015-03-30 00:10:00+02:00 341.809413 122.485100 122.485100 \n", + "2015-03-30 00:15:00+02:00 343.265937 122.712074 122.712074 \n", + "2015-03-30 00:20:00+02:00 344.729920 122.920477 122.920477 \n", + "ephem\n", + " apparent_elevation elevation azimuth \\\n", + "2015-03-30 00:00:00+02:00 -31.973191 -31.973191 338.919052 \n", + "2015-03-30 00:05:00+02:00 -32.236587 -32.236587 340.359056 \n", + "2015-03-30 00:10:00+02:00 -32.481918 -32.481918 341.807546 \n", + "2015-03-30 00:15:00+02:00 -32.708921 -32.708921 343.264033 \n", + "2015-03-30 00:20:00+02:00 -32.917353 -32.917353 344.727991 \n", "\n", - "print('pyephem')\n", - "print(pyephemout.head())\n", - "print('spa')\n", - "print(spaout.head())" - ], - "language": "python", + " apparent_zenith zenith solar_time \n", + "2015-03-30 00:00:00+02:00 121.973191 121.973191 22.813319 \n", + "2015-03-30 00:05:00+02:00 122.236587 122.236587 22.896670 \n", + "2015-03-30 00:10:00+02:00 122.481918 122.481918 22.980021 \n", + "2015-03-30 00:15:00+02:00 122.708921 122.708921 23.063372 \n", + "2015-03-30 00:20:00+02:00 122.917353 122.917353 23.146722 \n" + ] + }, + { + "data": { + "image/png": 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bgYeHh9XRxM01aNyYxmNf4Hi1EGokZ5H0wnNs2bzB6lgi8idYesonwzB8gY2A\nD+ANLDFN8ynDMEKB+UAdIAYYYppmmmVBRUT+grjEk5ivP0/DU1mcruBN+H8ep1mjJlbHklKkYkgw\n3Z59kTVvv0yDXfvJnzWHlceP0H/IvVZHE5FLsHTG2jTNHKCbaZotgGZAN8MwrgFGAetM02wIrC++\nLiLi9nbs/IHYqeOpeSqLE9WCafzMVBqoVMvf4OnpyYDHRhLXvz9Om436a79lyavPkJufa3U0EbkI\ny5eCmKb58zczvAEPIBUYBMwpvn0OcJ0F0URE/pJ1K+fj8d57hGQUcKhxfbo+8xLBwSFWx5JSrtsN\nQ+A/j5Ae4EmjPSfY+NwTpKQmWx1LRH6H5cXaMAy7YRg7gSRgg2mae4EqpmkmFd8lCahiWUARkT/g\ncDpYPOslai1ehVehk+PdujBg2NN4elm62k7KkOjWrak7ejJx4UFExGewf9IYDh89YHUsEfkVy4u1\naZqO4qUgNYHOhmF0+9V2J6CDeYqIW8rOzWb5i6Np8v0ecrzsnLv13/S67S6rY0kZFFalMlePe5Ej\ndatTOS2P9Fdf1JcaRdyMzZ0OQG8YxlggG7gX6GqaZqJhGNUomsmO+oOHu88TEZFyIelUIhvGjqRW\nYiYpFXxoOGIMUU21nlpKlsPh4OPJE4nY+hO5njZSb+jPjbfpZEMiV5DtohusLNaGYYQBBaZpphmG\n4QesAcYDfYAU0zSnGoYxCgg2TfOPvsDoTE7OKOHE5UN4eBAaS9fReLqWu4znkaMmCW+/TOW0PE5W\nqUCrYeMIqRRqday/zF3Gsyy40mO5fuE8qq1bi90J5lVNGXTXMGy2i77flzp6bbqWxtN1wsODLvoX\nzeqlINWAL4vXWG8GlpmmuR6YAvQyDOMg0L34uoiIW9i27VtSX32Byml5HKlXnWueebFUlmop3Xrc\nfCtZt91BjredRt/vZtnLY8jREUNELGXpN2tM09wNtPqd288APa98IhGRS/ty3SLCFi/DN8/J4eZN\n6PvwcOx2q+copLxq06Ubh6tU5fR7rxB1IJ6NE5+kwxPPUTGootXRRMolvRuIiPxJy+ZPp+rCpXjl\nFx35o/+jT6pUi+XqRzWiwVOTiQ8LpG7cWXZMGkVCUpzVsUTKJb0jiIj8AafTyefvTaHhuu8ptNtI\nu2GIjvwhbqVS5TA6PPMCMTXCqH46m2NTx3Hw0D6rY4mUOyrWIiKXkJefx7KXx9B46wHO+XrA3Q9y\nVb/+VscscGABAAAgAElEQVQS+Q1ff3+6Pz2Fw/VrE3Y2n4w3Xmb7tu+sjiVSrqhYi4hcRFbOOb6Y\nOoqoA/GcCfIm9L+jaNqundWxRC7K08uTviPGcbhlNEFZhXjM/B8bNyyzOpZIuaFiLSLyO86kpfDd\npFHUjzlDUogf9UZOIKJ+A6tjifwhu91O/4efIKZLJ3zynYR98hmrP59rdSyRckHFWkTkV+ISY9k1\nZQx1EjKIrVyBZmOep3LVqlbHEvlLev/rHk4NHATYiFjxJUvnvm51JJEyT8VaROQCh46ZxLw0nuqn\nc4ipGc7VT0+lYnCw1bFE/pbOg24g+9Y7yfWyE/X1dj6fPgV3OuOySFmjYi0iUmz33m2kvvYi4Wn5\nHK1Xi+5jnsfX38/qWCKXpU2XLnje+wiZvh403nKAJW+Mp6CwwOpYImWSirWICLB1y9fkv/MWwZkF\nHGkSRe9R4/H0svQcWiIu06RVKyo88gTp/p403hXDymljyS/ItzqWSJmjYi0i5d73367D+/3ZBOY4\nONKuFf2GjtKJX6TMqR/ViKpDx5AS5E2UmcCaqaPIzs2xOpZImaJ3DhEp1zZ+uZSgj+bhk+8kpksn\n+t33mNWRREpMrbp1iRwxgVPBfjQ8lsLG50eScS7D6lgiZYaKtYiUW1+sXkClBYvxKnAS17Mnvf91\nj9WRREpc5WpViS4+BXq92HQ2Pz+KlLTTVscSKRNUrEWkXFq19AOqL16Jh8NJYv8B9PjH7VZHErli\ngiuF0PbpKZyoGkztxHPsmjKWU6cTrY4lUuqpWItIubP8s/9RZ/l6cMKZwTfS9fqbrY4kcsUFBAbS\naewUYmqEUeN0NvtfHEdicrzVsURKNRVrESlXln7yDpGrv8Vps5F58210HDDQ6kgilvHx8aXr6Mkc\nq1WZaik5HHxxPHGJJ62OJVJqqViLSLmx9IM3aLh+MwUeNnJuvYN2vXpZHUnEct4+3nQfPYmjdapR\n9Uwux156jhPxMVbHEimVVKxFpFxYMnsaURu3kedpp/Df/6F1l65WRxJxG15eXvQc9RxH69agcloe\nJ6dN4tiJw1bHEil1VKxFpExzOp0smf4Cjb7bRZaPHfvdD9Di6qutjiXidjy9POk1agJHImsTnpZP\n4qtTORJjWh1LpFRRsRaRMsvpdLJ0+lQabdlHpq8HPvc9RnTbdlbHEnFbHh4e9Bk5jiMN6lLpbD7J\nr73IwSN7rY4lUmqoWItImeR0Ovn8vSk02nqATF8PAh8YSqPmLayOJeL27HY7fZ4cy+Go+oRmFJD2\nxiscMHdbHUukVFCxFpEyp6hUP0+TH82iUv3gMBpGR1sdS6TUsNvt9B02msNNDIIzC8h4+1X27Nth\ndSwRt6diLSJlisPpYPH0yTT58eD5meqGTZpYHUuk1LHb7fT77ygON2tCxXOF5Lz7Jrv3bbc6lohb\nU7EWkTLD6XSyePrzRG89RKavB0GaqRa5LDabjf6PPcnhlk2pkFVIzntvsXf/TqtjibgtFWsRKROK\nSvVkmhaX6goPDqeBZqpFXKL/w8M53DyaiucKyXr3Dfabu6yOJOKWVKxFpNRzOp0snjHl/Ex1hQeG\nUb9JY6tjiZQp/R4ZzpGmjal4rpCMd17jwME9VkcScTueVgcwDKMWMBeoDDiB6aZpvm4YRigwH6gD\nxABDTNNMsyyoiLglp9PJ5/+bSvSWoi8qBj0wlPrRmqkWcTWbzUafR59g9esvUH/PAVLffpWDjw6l\nYaT+von8zB1mrPOBoaZpNgE6AA8bhtEIGAWsM02zIbC++LqIyHlFpfpFmmw+wDlfDwLvH0oDrakW\nKTF2u52+j43gSOOGhGQWcObNVzh47IDVsUTchuXF2jTNRNM0dxZfzgT2AzWAQcCc4rvNAa6zJqGI\nuCOn08mSWS/TZPM+zvl6EHD/4zRsqlItUtLsdjt9/juKI8XHuT7zxksc1hkaRQA3KNYXMgwjAmgJ\nbAaqmKaZVLwpCahiVS4RcT9LP3iNxpv2kOVjx+++x2jYtJnVkUTKDbvdTp9hozliRBJ6toDk11/i\nyPGDVscSsZzbFGvDMAKBz4DHTdPMuHCbaZpOitZfi4iwZN6bRH29k2xvO953P0xUs+ZWRxIpd+x2\nO32Gjzl/+vOk11/k2MkjVscSsZTN6bS+rxqG4QUsB1aZpvlq8W0HgK6maSYahlEN2GCaZtQldmP9\nExGREjd3xivUXfEt+Z42Ah5+nPbdOlkdSaRcczgcfDxyBBEHj5Ec7EXT8ROJjKhvdSyRkmS76Aar\ni7VhGDaK1lCnmKY59ILbXyi+baphGKOAYNM0L/UFRmdycsYlNsufFR4ehMbSdTSerrNs8Uzqr/qG\nQruN/NvupmUnlerLpden65TnsSx0OFg3dRz1jpwgKdSbyCeepXrlGpe1z/I8niVB4+k64eFBFy3W\n7rAUpCNwO9DNMIwdxf/1BaYAvQzDOAh0L74uIuXUyuUfELnqGxw2GzlD/qVSLeJGPOx2eo14lmN1\nqlPlTB4Hpz1H8pmkP36gSBlj+XGsTdP8losX/J5XMouIuKe1axdQZ9l6AApv/TdtunSzOJGI/JqH\nhwfdR43nq4ljqBN3il0vj6PVyEmEVAi1OprIFeMOM9YiIhf15VdLqLZoFXYHpF57Az1uGmR1JBG5\nCC8vL7qMfo4TVUOplZTN1pee4WyWlh9I+aFiLSJu65vvVhM2/3O8Cp2c6jOAjoNUqkXcnbePDx2f\nmkhceEUi4jP57sUxZOVkWR1L5IpQsRYRt7RpywaC5s3HJ99JfPdedLnpZqsjicif5BfgT9unJpJQ\nKZDIk2f58qUxZOflWB1LpMSpWIuI29m283t8536Af66Tk5070f2W26yOJCJ/UWCFIFqMnMipYH8a\nxqSy7pWnyS3IszqWSIlSsRYRt7Jr748wayYBOQ6OdWhPz3/fY3UkEfmbKoYG0+jJ8Zyu4EvUodOs\neu0Z8gvyrY4lUmJUrEXEbZiH95Az/R2Csgo52roFfe590OpIInKZKlUJp/7wZ0kN9Kbx/kSWvT0B\nh9NhdSyREqFiLSJu4djJw5x5+1WCzxVypGlj+j74X6sjiYiLVK5RjZr/HUO6vxfRu07y+bsTVa6l\nTFKxFhHLxZ06SewbL1DpbAFHGtajz6NPWB1JRFysRkQdwh8ZQaavJ9HbjrJ41gtYffZnEVdTsRYR\nSyWnncJ8dRJVzuRxrE4Neg8fg92uX00iZVFEwwYE3T+ULB8Pmm46wOIPXrE6kohL6d1LRCyTei6V\n7dPGU/NUDieqhdNj1Dg8PDysjiUiJahB0yb43P0w2d52Gn+zi6UL37M6kojLqFiLiCUyczP5ftqz\n1I0/R1x4MJ2emoCnl5fVsUTkCmjUuhXc9h8K7Dbqr9vEqhUfWh1JxCVUrEXkisvJz+WLV5+lwfGz\nJIUE0nbUc/j4+1kdS0SuoOYdryLrplsBqLVsPes3fG5xIpHLp2ItIldUoaOQFW+No/GhFFKCfGk6\ncgKBFYOsjiUiFmjXqxcp/QfjWegkfOESvv1hndWRRC6LirWIXDEOp4PF0yfSdE8CaQHeRA5/huCw\nUKtjiYiFOl13PfFde+Cb58T/w4/ZtmuT1ZFE/jYVaxG5IpxOJ4vmvESzH4+R6etJtUdGUblmdatj\niYgb6H7bv4hp157AHAeFM//H3kM/WR1J5G9RsRaRK+Lz+W8T/d0+sr3tBN33X2o1qGd1JBFxI73v\ne5CjTZsSfK6Q9HffYP/R/VZHEvnLVKxFpMQtWzKbqC+3ku9hw+Pf99OgWbTVkUTEDfV+dChHG0QS\nll7AvokTiEuOtTqSyF+iYi0iJWrt2k+pt3IjTmzkDfkX0R3aWx1JRNyU3W6n1xOjOV67OlVT8tj/\n6iROp5+2OpbIn6ZiLSIl5uvvVlFt8QrsDkgbeAOtu3e3OpKIuDkPDw+6jhpHbLUwaidl8+Mr4zib\nddbqWCJ/ioq1iJSILdu/psK8hXjnO0ns2YerBw60OpKIlBJe3t4MfOkV4sMqUC82k42vPEN2XrbV\nsUT+kIq1iLjc7gM7sL8/B/9cByc6XkO3f9xidSQRKWX8A/1pNeI5TgX7YxxLY/Xrz5JXkGd1LJFL\nUrEWEZc6fPIQmdPfokJWIcdatqDXXfdaHUlESqkKoRVp9OR4zgT60OTAKZa+O4FCR6HVsUQuSsVa\nRFwmPiWeuDdfotLZAo42rE+vBx+zOpKIlHKVqoRT+/ExnPXzotnOWD6bNQWH02F1LJHfpWItIi6R\nknmGva9OpFpKLsdrVafX8Kew2/UrRkQuX/W6tan04BNk+XjQ/IdDLProFZxOp9WxRH5D73oictky\ncjLZ9Mo46iRkEVs5lK5PjcPDw8PqWCJShtRtbOB796PkedlpsnE3ny+ZYXUkkd/wtDqAYRizgAHA\nKdM0mxbfFgrMB+oAMcAQ0zTTLAspIheVU5DLujeeJfr4WZJCAukw6jm8vL2tjiUiZVBU6xbszLgT\nj3mzabjqe1YGBNG/l74cLe7DHWasZwN9f3XbKGCdaZoNgfXF10XEzRQ4Cljy3gSizRTOBPrSdMR4\n/CsEWB1LRMqwFl07c3bgTXg4oMbitXy5aYXVkUTOs7xYm6b5DZD6q5sHAXOKL88BrruioUTkDzmc\nDj59fwotd8SR4edFncfHEBxeyepYIlIOdBg4gKSuffDLc1Lx48/YtPtrqyOJAG5QrC+iimmaScWX\nk4AqVoYRkV9yOp0sXPAaLTYdJtvbg9D7n6Ba3VpWxxKRcqTLbbdwss1VBGU5sM2aw09HdlgdSQSb\nO3yr1jCMCGDZBWusU03TDLlg+xnTNEP/YDfWPxGRcmLWvNeJXLgRh81G0CPDaNP9aqsjiUg55HQ6\nWfD0eGru2U1iqBdRzz5Lk4hGVseSss92sQ2Wf3nxIpIMw6hqmmaiYRjVgFN/5kHJyRklHKt8CA8P\n0li6UFkbz+Ub5xOx6GtsTsi96V9EN216RZ9fWRtPq2k8XUdj6Vp/djy7PDaUDRMnUPtEDLsmP0fe\nE2OpGVLzCiQsXfT6dJ3w8KCLbnPXpSBLgTuKL98BfG5hFhEptv7HVdRYuAbvfCepvQfRund3qyOJ\nSDnnYbfTZdQY4qpUoXZSLj+9MZnkc6etjiXllOXF2jCMj4Hviy4aJw3DuAuYAvQyDOMg0L34uohY\naNP+bwn68FMCchwkXNWVq2++wepIIiIAeHl70WH0sySGBNPgRBbfvPkc6TlnrY4l5ZDlS0FM07zY\nASh7XtEgInJRu47/ROHM96mUWcjJpq3occ+dFicSEfklvwB/Wowax96Jo4k+lM6q6c8x+KEJ+Hn6\nWR1NyhHLZ6xFxL0dPnWI0++9ReW0Ak7UbUC3Rx+xOpKIyO+qUCmY+sOe4ayfN612JfPZ7EnkFeZb\nHUvKERVrEbmouPR4Dr09jZqn8oitVoOuI0dit+vXhoi4r/BaVany8EiyvD1puzmWTz55gUJHodWx\npJzQO6SI/K7TWSlsfft5ImOzSaxUiY6jx+LpafnqMRGRP1QrKpKAux8jz9NOm42H+HjJ6zicDqtj\nSTmgYi0iv5GRl8n69ybS+EgGpysE0WrUOHz8fK2OJSLypzVo0wznkHsAGy3W7GLB2pm4w7k7pGxT\nsRaRX8guyGHJrIm03JtKmr8vUU8+S2DIxY/ZKSLirpp170hm/yF4FjiJWvo9n3//idWRpIxTsRaR\n8/IK81nw0RTa/ZjIOR8vaj0+mtBqYVbHEhH529pd14/Tnfvin+uk1oJ1rN6xwupIUoapWIsIAIWO\nQj5eNI1238aQ62mn4n+GUi2yttWxREQu2zX//idxLa+mwjkHFT5cxNfm11ZHkjJKxVpEcDgdzFv1\nDm2+2I/TZsPjtvup16Kx1bFERFymy4P3EtsgmrD0QhyzP2Db8W1WR5IySMVapJxzOp18unEuzVZs\nw8MBOYNuo3Gn9lbHEhFxKbvdTpcnhhJXoy7VT+dzeuZ09p3ab3UsKWNUrEXKueVbFxO56Gv88pyc\n6TaQVtfqpKciUjZ5eHhwzeinSAirSt34XA5Nf52jqTFWx5IyRMVapBxbv/cLwj9ZQVCWg4Q2nbn6\n1hutjiQiUqK8fLxpM3osyRVDaBSTzY8zXyI+M9HqWFJGqFiLlFM/HP0Bz7mfEHq2kLioFnS6706r\nI4mIXBEBFQJoMmosqf4BtDiQyRfvTyUl+4zVsaQMULEWKYd2J+zh7KxZVEspIK5WJJ2HPqpTlYtI\nuRIcHkrEsNFk+PjQYWcqi+dNJT03w+pYUsrpnVSknDl05ijH/vcmEYl5JIRX55qnRuLh4WF1LBGR\nK65KRA0qP/Qk2V6eXPNDEp98+gJZ+dlWx5JSTMVapBw5nn6SHTNfJup4DqcqhtJuzNN4eXtbHUtE\nxDK1mtTH745HKbDb6bTxJHOXTSO3MM/qWFJKqViLlBPxmYl8NfclWpjnSA0IpNlTz+AX6G91LBER\nyzXs0BznTfdgc9rouO4wc9e+SYGjwOpYUgqpWIuUA6eyTrP8k5e46qd0Mnx8qTd8DBXCgq2OJSLi\nNpr26si5vkPwznfSZsUePvh6Jg6nw+pYUsqoWIuUcak5aSxc9BKdN58m29OTKg8/SXjtalbHEhFx\nO21u7Mfpq/sSkOOgyeebmbf5A5Vr+UtUrEXKsPTcDOYun0a3bxIptNkJuOtRajaOtDqWiIjb6nj3\nP0lodjXBmQ7qfvoNn+yYj9PptDqWlBIq1iJlVGb+OWavfY3u609ic9hw3nwP9ds3tzqWiIjb6/TI\nvcTXa0Z4WgFVP/2SBXs+U7mWP0XFWqQMyi7IYcZXb9JlzVF88p1k9RlCdK+OVscSESkV7HY7nUY8\nTkK1SGqeyqfCZ2v5zFyqci1/SMVapIzJLsjh3e/epuOKgwTkOEi5qh+tb+pndSwRkVLFw9ODq0Y/\nSVJoDSJj8/BYtIolh1eqXMslqViLlCHZBTm8s/k92qzYR3BmIUlNruaqe/5hdSwRkVLJ28+XVmOe\n4nRgGE2O5pC1bAUrj62zOpa4MRVrkTIiuyCHt7dNp9nKPVQ5U0BCRDM6Pn6v1bFEREq1gIqBNHrq\nKdJ8K9BmXxYJq5ayOma91bHETbl1sTYMo69hGAcMwzhkGMZIq/OIuKvsghze2j4DY81eaiflk1g5\nko4jH8Vud+u/4iIipUJIlUrUHjaCTC8/Ou/I5NAXn7Pq2BdaFiK/4bbvuoZheABvAn2BxsAthmE0\nsjaViPvJys/mrR0zqLNhHw1P5JJcsTrtxjyBp5eX1dFERMqMqvVqEvbQMHI8vOm1OYO93y5j8eEV\nKtfyC25brIF2wGHTNGNM08wHPgEGW5xJxK2k557lle3vEP79AZofyuaMfyWajxmJb4Cf1dFERMqc\n2k0b4HvngxTiQf9vzrJ/2xd8bH6mk8jIee5crGsAJy+4Hlt8m4gAp7KSeXnbW1TaeYyrdp/jrHcQ\n9UeMJDC0otXRRETKrIZXtaTwpjuxOWDQxrOYe7/n/b0fU+gotDqauAF3Ltb6bEXkIk5mxDFt2zuE\nHEyg29YMsjx9qfb4cMJqVrY6mohImdesTyfO9bkZn3wHgzec5dDR7UzfPYfcwjyro4nFPK0OcAlx\nQK0LrteiaNb6osLDg0o0UHmisXQtV47nniST13a8R6XYDPp8l0Ge3Yuaw0fQ6OqmLvsZ7k6vT9fS\neLqOxtK13Hk8+z30D9bkZhP41TKuX5/Bwt77eNMxnVGdHiLYzz0/OXTn8SwrbO666N4wDE/ABHoA\n8cAW4BbTNPdf5CHO5OSMKxWvTAsPD0Jj6TquHM9v435g/sHPCU/J5/p1aXg4nHDr/TTu1t4l+y8N\n9Pp0LY2n62gsXau0jOc3r86gyp7vSK7oz6e9/QkIDOX+ZndQK8i9Vq+WlvEsDcLDg2wX2+a2S0FM\n0ywAHgHWAPuA+Zco1SJlWoGjgAUHP+djcxHhmXYGrc/Eu7CQ3GtvKVelWkTE3XR87B4SIpoTnp7F\ndV8WcjYrlZe3vcWm+K1WRxMLuPNSEEzTXAWssjqHiJVSslOZtfcjYs6eoI4zhO6r4/DPzyW18yDa\nD+5ldTwRkXLNbrfTcdSjbHp2CtWSDnPD1zVY0cODDw8s5Gh6DDc3vA5vDx3+tLxw2xlrEYHdp/cx\nZeurxJw9QZugJnReepoKuZmcat6F9v++wep4IiICeHp60nbME5wKrkn1hDgGfBdIzYBqfJ+wlWnb\n3uJ0dorVEeUKUbEWcUOFjkIWHV7Ou7veJ9+Rzz8iBtFw/kFCz6WQGNmKqx++w+qIIiJyAV9/X1qM\nGUlKQDjVj+2j0w8BXF2tHScz45my9TV2Ju+xOqJcASrWIm4mIy+T13a8x/oTX1PZP4yhzR/APuNL\nwtPiSKzWkI5PPqxTlYuIuKHAkCCiRo0g3acClXd/T/1NhdzeaAgFjkJm7J7LgoNLKHAUWB1TSpDe\nnUXcyMmMeKZufZ0j6TG0qtyMJ1o+wonX51M5+SinQmvTYfRwPDw9rI4pIiIXEVItnJrDnuScpz8h\n36/C57tkRrZ9jKoBVdgY+x3v7Z5Dno53XWapWIu4idScNF7d/g6puWkMrNeXOxvdwvbXZlPl5F5O\nB1Wh1dMj8PbzsTqmiIj8gWqRtQh58HFy7N74rV7Ame8OMaLNozSuZLAvxeSNnf8jKz/b6phSAlSs\nRdzEymPryCnM5R8Nr6NvRHc2v/sBVQ5uJdUvhOgxT+FfIdDqiCIi8idFNDfw+ff9OGx2WDibEz/s\n4f6md9C6cnOOpsew4ODnVkeUEqBiLeIGEs4lsSnhR6oFVOGaGh3YPOdTwnZ8RYZ3EJEjR1EhLNjq\niCIi8hcZ17Sm8MY7sTsd5Mx5h7hdh7izyS1UC6jC9lO7SM/VCVvKGhVrETew9MhqnDgZHNmPnYvW\nEvLNcrI8/aj23+GE1axidTwREfmbmvXtRFa/f+LtyCf13ddINI/TucZVFDoL+T5+i9XxxMVUrEUs\ndjQ9hl2n9xJZMQK2ncZv1Xxy7d4EP/g41RtGWB1PREQuU+sb+5DaeRD+BTkkvvYSkXnV8PXw4dv4\nHyh0FFodT1xIxVrEYiuOrgOgfVpdPD6dg8Nmx+eOB4hoHmVxMhERcZUO/76B5DY9Ccw/R/y0V2nj\n14i03HR2n95ndTRxIRVrEQsdTT/OgdRDNMupTIX5i7A5HThvvpOGHVtZHU1ERFzs6vtvI6nx1VTM\nSafuR1vxznOwMfZ7q2OJC6lYi1hoVcwXBJ8toP2yQ3g78snu9w+ie3eyOpaIiJQAm81Gx//eS2Ld\nFoSeS+W6DVkcPX1Ys9ZliIq1iEWOnz3J8ZP7uH59Bv75uaR2GkirG/taHUtEREqQ3W6n48hHSawe\nRbWULAZ8nc6CfYvIKcixOpq4gIq1iAUcTgdLdi3m+g1pVMjOJ7llNzrccaPVsURE5Arw8PTgqqeH\nkRRWl4jEPDpsOMmyQ6utjiUuoGItYoHle1fQYtkuKqUXktiwLVc9+C+rI4mIyBXk5e1Nm7EjSK5Y\nnQYnc/FYvJqDZw5bHUsuk4q1yBW2K34P/h8vpWpKAfG1GtFx+APY7fqrKCJS3vgF+NH86ac4HRRC\n9NEcds56nTPZqVbHksugd3ORKygxPZG46W9ROymfhCq16PjUMDw8PKyOJSIiFgkMCaLxqKdJDQig\nxYGzrPnf8+QV5lsdS/4mFWuRKyQ9+yxb35hIZGw2iaGhtB8zBi9vL6tjiYiIxYKrVKLusDGc9fOm\n9U+n+Hzm8zicDqtjyd+gYi1yBeTk5/LV6+MwYjI5FRxE6zET8PX3tTqWiIi4icp1qlP54ZGc8/Gg\nxZajLPrwVZxOp9Wx5C9SsRYpYYWFhax6YxyNDp3hdAU/okeOJ6BioNWxRETEzdSOisT/7sfI8bIT\n/fUuln/2P6sjyV+kYi1SwuZMHE2TfQmkBnrT4IlnCQ4PtTqSiIi4KaN1cwpvu5sCu43Itd+xbsUn\nVkeSv0DFWqQELZ8+DWP7Yc76e1Lt0VGEV69qdSQREXFzLa+5howb/wFA9aWr+eaLZRYnkj9LxVqk\nhKyc8w4Nt+zinK+doAcep3Zkvf9r777jq6rvP46/siAQwg4rgKzwZQkiiuKkqAgKrlate/3c1aoo\nsqyoCAiKVqu2WrWtA7VVscoQXEgrICoiCnwYssIMGzLI/P1xTmyahn2Sc2/yfj4ePh6599yTfHh7\nc/K53/M93xN2SSIiEiV69e3H5gHnEVsE9f7xLl998UnYJclBUGMtUg4+eusV2s6aS3a1WGrfcSeu\n09FhlyQiIlGm93kXsbbvGcQXFFFj4mt8O2dW2CXJAaixFgnYJ5PepOXHM8lNiGHvlddw4imnhl2S\niIhEqb6/uoqVvziZanlFxP3tFb7/dl7YJcl+xIf1g51zFwMjgQ7A8Wb2bYltQ4HrgQLgTjObHkqR\nIofoi2nv03TKNApjY9h18aWcfNLpYZckIiJRrv/lN/JhXi7tZ80j86XnWZyQQMejjwm7LClDmCPW\nC4ELgS9KPumc6wRcCnQC+gHPOec0si4Rb/bn02nw3iQAMi44j5P79Au5IhERqSwGXHM7dkI3kvYW\nkvXCMyyzH8MuScoQWsNqZkvMbGkZm84HJppZnpmtApYDPSu0OJFD9M2XX1DrrYnEFRaxvn9feve/\nMOySRESkkhl4490sObYjydkF7HjuSVatWBZ2SVJKJI4ENwPSSzxOB1JDqkXkgBbOn0fc63+hWl4R\nq/qcypkXXh52SSIiUkmdd9v9LOnajjqZ+Wx6Zhzpa1aFXZKUUK5zrJ1zM4CyFu4dZmaHsiij7ukp\nEWnRwvnkv/Q8SXsLWXbK8Zx72Q1hlyQiIpXcubcPZcrvH8YtWs3ap0YTf++DNGmmMchIUK6NtZmd\ndRi7rQNalHjc3H/ugFJSkg/jx0lZlOWBLfj2W3Je+AO1cgpZcXJ3rr1vyD5fqzyDpTyDpTyDoyyD\npbkpFKEAACAASURBVDz37ZpR43l16N2k2TqWT3iYlLETaNJ0/zchU57lL6aoKNzBYOfcZ8C9ZvaN\n/7gT8AbevOpU4GOgnZkdqNCijIzd5VprVZGSkoyy3L9ltoidzz5B7awC7LjODLzlvn2+VnkGS3kG\nS3kGR1kGS3keWF5+HtMfG0Hayk1srF+Do4eOol69BmW+VnkGJyUlOWZf20KbY+2cu9A5txY4EZjs\nnJsKYGaLgLeBRcBU4LaDaKpFKsxPK4wdz03wmuruHfbbVIuIiJSXhPgE+g4exYqWDWiyLZsFjz3A\njh3bwy6rSgt9xDpAGrEOiD7V7tvqlSvY+Psx1NuTj3Vtx8A7RxxwH+UZLOUZLOUZHGUZLOV58HJy\ncvh87FDapG9nfcOadB86mjp16v7Xa5RncCJyxFok2qxdu5oNT4/1murOrTnn9qFhlyQiIkJiYiK9\nh4xmZWpdmm3J4tuxw9m5c0fYZVVJaqxFDsL6dWtJf/JR6u/Owzq05Jw7RxAXFxd2WSIiIgAkJtbg\ntKFec52akcm3Y4eza9eusMuqctRYixzAxg3rWTXhERrsymVp+1TOuftBNdUiIhJxaiTW5LSho1nV\nrA6pGZl8M2aYmusKpsZaZD8yNm9k+RMP0XBnLsvaNqX/oIfVVIuISMSqkViTU4eO8ZvrPXw9dhh7\ndqu5rihqrEX2ISMjgyXjR9Jox16Wt25E3/vUVIuISOSrUaMmpwzxmuvmm/fwlUauK4waa5EyZGze\nyJJxD9B4ew4rjmrIWYMfJSE+IeyyREREDkrNml5zvbppbZpv3sPUe+8kM1OrgpQ3NdYipWRs3oiN\nH0nj7Tksb5XCmUPGkJCgplpERKJLzZo1OWnIo15zvWk3c0YPIyszM+yyKjU11iIlbNq0ARv3II22\n57C8dSPOun+0mmoREYlaSUnJnDTkUdY0rU2LTbuZPXoImXs0LaS8qLEW8W3csJ7l47w51ctaN+as\n+x9VUy0iIlEvKSmZc8c/zZomybTYtJu5o4dpnetyosZaBNiwfh0/Pf4QKTv3sqxNE/reP0pzqkVE\npNKonZxML38pvuab9zB/zDC2b98adlmVjhprqfLWr1vLyiceouHOvSxr24S+gx9RUy0iIpVOUlIy\npw4bw8rm9Wi2JYuFY0awdUtG2GVVKmqspUpLT1/D6ice8dapbteUvoM1Ui0iIpVXjcSanD5kDCta\nNqDJtmwWP/YAmzZtCLusSkONtVRZ6WtXs3bCKO+Oimmp9LtvFAlx8WGXJSIiUq4SExM5c+hYlrdK\n8S7WHzeSDevXhV1WpaDGWqqktat/Yu2Tj/58m/L+9+rmLyIiUnUkJCRw1pDRLG3bhJSde1n1+EOk\nr10ddllRT421VDnLly1hw5OjabArF3PNdZtyERGpkhLiEzh78CisfSoNduWybsIoVq9cEXZZUU2N\ntVQpi3/4jh3PjKfunnysc2vOuechNdUiIlJlJcTFc86gh7GOR1Fvdx6bnhrDT8uXhF1W1FJjLVXG\ngm/mkPPHp6mdVYB178DAux9UUy0iIlVeXFwc59z1O5Z0aUPdzHy2PT0eW/R92GVFJTXWUiXM+/Jz\neOlPJOUUsvSEbgy8fUjYJYmIiESMuLg4Btw5giXHOGpnFZD13FMs+Hp22GVFHTXWUul9+dlUEl/9\nK9Xzilh+2gkMuPHusEsSERGJOLGxsZz3m6HYCd1Iyikk5uUXmPvFx2GXFVXUWEulNnPqJOq8+Tbx\n+UWsOvN0zrn61rBLEhERiWgDb7ybZb17US2viKQ3XmfWtElhlxQ11FhLpfXJexNJeW8SMUVFrDv3\nbPpdel3YJYmIiESFc6+8mTX9zyK2sIgG707ik3dfD7ukqKDGWiql6W+9QuqUjyiKiWHzRRdw5gWX\nhV2SiIhIVOl70RVsvugCCmNjSJ06g2mvvRB2SRFPjbVUOlP++hxHzZhJXnwMOy69lN79Lgi7JBER\nkajUu98F7L78cnITYmjz+ZdMfvGpsEuKaGqspdIoKCjgwz+Mod2sr8ipFkv2Vddwcp9+YZclIiIS\n1XqddhYF19/EnsRY0uZ+x4dPPkJBQUHYZUWk+LB+sHNuPDAAyAVWANeZ2U5/21DgeqAAuNPMpodV\np0SHvPw8pk8YSful69hVM47EG26jZ7ceYZclIiJSKXQ/rheLa9ZkxwvP0P7HFUwfM5Q+9z1E9eo1\nwi4tooQ5Yj0d6Gxm3YClwFAA51wn4FKgE9APeM45p5F12afs7Cw+fXQIaUvXsbV2AvV/ez9d1FSL\niIgEqmOnbjQd9ACb6lWn7arNzHrkfnbu3BF2WREltIbVzGaYWaH/cC7Q3P/6fGCimeWZ2SpgOdAz\nhBIlCmzfsZUvRw2m9dqtbGhQg9b3PUSbtu3DLktERKRSatHiKDoPHc3axrVouXEX348awob168Iu\nK2JEykjw9cAU/+tmQHqJbelAaoVXJBFv/bq1/PDocFps2sPqprXpPnwsTZo2C7ssERGRSq1+/Qac\n9MA4VhzVkMbbc1gzbiTLbFHYZUWEcp1j7ZybATQpY9MwM/vAf81wINfM3tjPtyoqj/okei1fupit\nz02g8Z48VrRK4Rf3PkxiouZ5iYiIVIQaiTU5c9hYpj31CG7xavY88zjfXX0Dx/Q8OezSQhVTVBRe\nz+qcuxa4ETjDzHL854YAmNlY//E04EEzm3uAb6fmu4qY9fEMsl98gaScQpZ1bsVVj4wjLi4u7LJE\nRESqpL+OfZh2sxewNz6G7Et/ybmXVPp7R8Tsc0NYjbVzrh/wBHC6mW0p8Xwn4A28edWpwMdAOzM7\nUKFFGRm7y6vcKiUlJZlIzfKzD/5OyuQpJOQXsaxnVwbcdE/YJR1QJOcZjZRnsJRncJRlsJRnsMo7\nz2lvvULLT2YSWwQrTzmB/tfcWm4/K2wpKcn7bKzDnGP9DFALmOGcm++cew7AzBYBbwOLgKnAbQfR\nVEsVMOWVP9D0n5OJLSpiTf8zo6KpFhERqQr6XXod2y69hL0JsbSdNZcPJ4wkLz8v7LIqXKhTQQKm\nEeuARNooQUF+PlOffpT2i1aSVT2W7Esuo9fpZ4Vd1kGLtDyjnfIMlvIMjrIMlvIMVkXl+ePC+ex5\n6Vnq7clnVWo9eg16iOTatcv951akSB2xFjmgrMxMPn70ftovWsn2WvFUv+23UdVUi4iIVCWdj+5O\ni8EjWd+wJq3WbWf+qMGkp68Ju6wKo8ZaItamTRv46pH7fl6jusXgkXTs3C3sskRERGQ/mjVrTs8H\nxrOiZQOabMthw7iH+WH+vLDLqhBqrCUi/fDd16we8wDNtmSxsnk9jh0xjmbNmh94RxEREQldzaQk\n+g4fh3VtR52sfIpeeI6ZH74TdlnlTo21RJyZU96l6E/PUndPPtapFX1GjCM5OTnsskREROQQxMXF\nMfDOESzvczJxBUU0fv8DJv9xPAUFBWGXVm7UWEvEKCgoYPKLT9L4vX8SV1DEij4nM/CekSTEJ4Rd\nmoiIiBymcy6/kZ1XXkVW9TjSvv6RGaPvJ3PPrrDLKhdqrCUi5GRn89Fjw0mbu4Ds6rHsvPIK+l9+\nY9hliYiISAB6nXYG9QcNY2P9RNqs3sL8hwazasWysMsKnBprCd2G9euY89Ag2v20kYy61Un+7WB6\nnaaVP0RERCqTVq3b0uPB8SxvlUKj7TlsnzCGOTNnhF1WoNRYS6i++3o26WMf9C5STK1H5xGP0S6t\nQ9hliYiISDlISkrm7KFjseOPpkZuIbVff51pr/4p7LICo8ZaQvPRxJdJePEF6mTlY0e3o88D46hb\nt27YZYmIiEg5iouLY+DNg9hw4Xnkx8fQZuZspo4eQlZmZtilHTE11lLhcrKzmTxuBK0/+YLCGFjV\n/0wG/naELlIUERGpQn5xzkXE334XGXWq0/anjcx/8B6WLloYdllHRI21VKjVK1cwd+Q9pC1NZ2vt\nBGJu/Q19f3ll2GWJiIhICDp17sbRD45jWetGpOzYy95nJvDZpDfDLuuwqbGWCvPvT6aw7fFHabo1\nm59a1KfD78bSpVuPsMsSERGRENWuXYdzh49j+eknEltYROqH05j8xEj27s0Ju7RDpsZayl1BQQGT\nX5hAgzffpkZuIXb80Zw1Yjz16jYIuzQRERGJEOdcdQs51/8f22vFk7Z4FbMfvIe1q34Ku6xDosZa\nytWmTRv45OFBpH31PdnVY8n49cUMvHkQcXFxYZcmIiIiEabHCafQZsQYVqbWpdmWLLaOH8XMD/8R\ndlkHTY21lJsvP51K+qgRtFq3g/UNa1Jv0HBOPePcsMsSERGRCJbSMIUzf/cE1vNoquUV0nTSh0we\nN4LMPXvCLu2A1FhL4PLy8vjwmdHUn/gWSTkFWLc0ej38JK1atw27NBEREYkCcXFxDLxpEFnX3cC2\n5ATSlqbz/e/uYcHXs8Mubb/iwy5AKpdVK5ax6sUnab8li9014si58FcM7NM/7LJEREQkCh3X61R2\ndurKv54bS9qKDeS/8Ccmz59Lv+vviMhppRqxlsB88t5Edj4x2r+LYl1Sh4/iZDXVIiIicgTq1KnD\nuUPHsGbA2eQmxJI29zs+/91dpK9ZFXZp/0ONtRyx7du3MmXMUFpM/oiEgiKWndyDM3/3BE2aNA27\nNBEREakkzrzgMureO5y1jWvRYtNutjz2MDPe/lvYZf0XNdZyRP79yVSWj7yfdis2sKVONXJvvJlz\nr4vM0zMiIiIS3Vq1bstpDz3J0p5dqZZfyFHTP2X6yLtJT18TdmmA5ljLYcrM3M1nz48nbckaimLA\nOrXijJvvo2ZSUtiliYiISCWWEJ/AgJvu4Yfvv2XD6y/SKn07W0ePZHHv0znz4quJiYkJrTY11nLI\n5sycAZPepv3uPLbXiqfwgksY2Ltv2GWJiIhIFdKl67HkdXyaaa88TZtvFnLU9M/4+If5pF1zO63a\npoVSkxprOWjbt2/lyxcm0G7ZOmKApWmpnHrLYOrUqRN2aSIiIlIFJSQkMPCmQfy4cD7rXn+Ro9bv\nYM/40Uzu0ZW+19xOQrVqFVqPGms5KJ998Da1p39EWnYB25ITKBh4EQO04oeIiIhEgM5Hd6f9o08z\n/fUXaT7nK9LmLmCu3UGNCy+nx8mnV1gdaqxlv1b9tBx79Tlar91GQQxYl7b0ufEukpKSwy5NRERE\n5GcJcfGce/WtrOtzLgv+8jTtVm2h8C+vMOWLaRx7zW9o0iy13GsIrbF2zj0CnAcUAVuBa81srb9t\nKHA9UADcaWbTw6qzqsrJyebjvzxLq+9+pHV+ERvrJ5J88dUMPP6ksEsTERER2afU5i1JHfE4n097\nn8SPPqTdig1sfmQE3/boxhlX3Uz16jXK7WfHFBUVlds33x/nXLKZ7fa/vgPoZmb/55zrBLwBHA+k\nAh8D7c2s8ADfsigjY3e51lxVfP3FNPLfe4f6u/PIrhZL+gnH0/eK/yMhPiHs0qJSSkoyem8GR3kG\nS3kGR1kGS3kGq6rmmZ2Txcd/e55W83+gel4RW2tXI/+sczi1/wWH/T1TUpL3uexIaCPWxU21rxaw\nxf/6fGCimeUBq5xzy4GewJwKLrHKWfzDfNb+/a+0WreDImBZ26Yce+0ddGvaLOzSRERERA5ZjcSa\nDLxpEGvT1/D9356l3U+biHlnEp/O+pg6Ay+hR6/TAv15oc6xds49ClwFZOM1zwDN+O8mOh1v5FrK\nyYb16/j2tedos2wdrYpgQ4Ma1DjvUs49uXfYpYmIiIgcsRbNW9Ji2GPMm/0Fuz54mxab98BLL/PR\n9Em0uvhaXKeugfyccm2snXMzgCZlbBpmZh+Y2XBguHNuCPAUcN0+vlU481UquV27djLr9T/R8vvF\npOUVsSMpnh2nnsavb7qFbduywi5PREREJFDH9zoNep3G59MmEffJVG9xhicnMKV1E9Iuuoq0Dp2P\n6PuHNse6JOdcS2CKmXXxm2zMbKy/bRrwoJnNPcC3Cf8fEiV27drF+88/TeNvF5CUU0h2tRjWH9eN\ni35zN7WSaoVdnoiIiEi5y8vP591XXiTp85nU25NHYQysat2Yo6+4nmOOO25/u+5zjnWYFy+mmdky\n/+s7gJ5mdlWJixd78p+LF9uZ2YEK1cWLB5CVmclnb/6ZpvO/p1ZOAbnxMazs0Jrjf30jTZo0/fl1\nVfUCh/KiPIOlPIOlPIOjLIOlPIOlPPdtb+5ePn3nNerOm0ODXX6D3aIhjc++gO4nnPI/r4/IixeB\nMc45h7ek3grgVgAzW+ScextYBOQDtx1EUy37kbF5M3P/8ReaLTLScgrIi4vBOrXi2EtvoEtqi7DL\nExEREQlN9WrV6X/ZDeT96mo+nfQGteb8mzZrtsCLf+bz9yZScOIpnDbgVwe1OlpETAUJiEasS1m1\nYhk/THqNo5atoXp+EXvjY1iV1oJjLrmBFi2O2ud++lQbLOUZLOUZLOUZHGUZLOUZLOV58PIK8vli\nynswe6Z3kSOwIymejC6d6Xn+ZXTqnBaRI9ZSDgoKCpjz2Ufs+ffHtFy3jfaFsCcxllVdO9DzV9dw\ndKOyriUVEREREfDu4HjGwIth4MXM/3o26z+aROvVm6g7dwEZXy+Ad9/Z576VprGeO2sWbTocE3YZ\nodm6JYM5k96g/qIfSdmVSwqwtXYC2445lt6/vJJjdQtyERERkUPS/bhedD+uF+vS1/DtB2/S2Jbu\n9/WVprHOf/wp/lU3kZ0dO9K930U0qwJzh3Nyspk9/Z/kzp9Li/XbSCuAglj4qUV9kk45g5N69yMu\nLi7sMkVERESiWmrzlqTeOpi8/Lz9vq7SNNZrmtam+cZdNJo9n51z5rOocTJ57TvR7YwBlarJzsvN\n5atZn7Dj61k0X72R1FzvTu/bayWwOa0txwy4lH5HtQ65ShEREZHK50AXMFaaxvqyP77CvK++Y+H0\n96i7fBktN+6GjXPZNWsuSxvUJLNNO9JOOYu0jl2IidnnnPOItH37Vr7+ZAr5ixfQbMNWUnKLSAGy\nqseytH0qDU/qw/G9emt0WkRERCRElaaxBmjVui2tbr4XgB9/+I4V/5pBnZU/0XRLFjFbvoevvueb\nmnFkNG5AbBtHx5P60DICR3cz9+zi2y9nsnPxd9TasIHG27I4yhuYZneNOJa2bUTNrj046YwBHJOY\nGG6xIiIiIgJUssa6pM5djqFzF+9ixtWrV7Lws8kkrFxOk4ydtF25GVZuJueTWcyrGc+2+rXJa9yU\nuu060rH7iTRo2LDC6ty7N5sl389n/ZKFFG5YQ62t20jZnk3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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "pyephem\n", - " apparent_elevation apparent_azimuth elevation \\\n", - "2014-06-23 00:00:00-07:00 -34.028890 352.757414 -34.028890 \n", - "2014-06-23 00:01:00-07:00 -34.055060 353.032425 -34.055060 \n", - "2014-06-23 00:02:00-07:00 -34.080223 353.307627 -34.080223 \n", - "2014-06-23 00:03:00-07:00 -34.104374 353.583047 -34.104374 \n", - "2014-06-23 00:04:00-07:00 -34.127518 353.858659 -34.127518 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "2014-06-23 00:00:00-07:00 352.757414 124.028890 124.028890 \n", - "2014-06-23 00:01:00-07:00 353.032425 124.055060 124.055060 \n", - "2014-06-23 00:02:00-07:00 353.307627 124.080223 124.080223 \n", - "2014-06-23 00:03:00-07:00 353.583047 124.104374 124.104374 \n", - "2014-06-23 00:04:00-07:00 353.858659 124.127518 124.127518 \n", - "spa\n", - " zenith azimuth elevation\n", - "2014-06-23 00:00:00-07:00 124.028842 352.757345 -34.028842\n", - "2014-06-23 00:01:00-07:00 124.055013 353.032330 -34.055013\n", - "2014-06-23 00:02:00-07:00 124.080176 353.307536 -34.080176\n", - "2014-06-23 00:03:00-07:00 124.104329 353.582953 -34.104329\n", - "2014-06-23 00:04:00-07:00 124.127472 353.858574 -34.127472\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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6qTPEhVem62Mv6Y4jrtINN97KkVtvxMtsI3HWVAry83VHEgKQchei3K1f8Qt1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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 9 + "output_type": "display_data" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "reload(pvlib.solarposition)\n", - "pyephemout = pvlib.solarposition.pyephem(times, golden)\n", - "spaout = pvlib.solarposition.spa(times, golden)\n", + "data": { + "image/png": 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VWXUVbxVvYF9NSWJn2gEyINzQk9FZecwfXcDovgP8LlPkihSsvaJWEBERkZty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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "loc = berlin\n", + "times = pd.DatetimeIndex(start=datetime.date(2015,3,30), end=datetime.date(2015,3,31), freq='5min')\n", + "\n", + "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "plt.figure()\n", + "pyephemout['azimuth'].plot(label='pyephem')\n", + "ephemout['azimuth'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('azimuth')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('ephem')\n", + "print(ephemout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pyephem\n", + " apparent_elevation apparent_azimuth elevation \\\n", + "2015-06-28 00:00:00+02:00 -12.679250 343.659411 -12.679250 \n", + "2015-06-28 00:05:00+02:00 -12.885989 344.817210 -12.885989 \n", + "2015-06-28 00:10:00+02:00 -13.077872 345.978615 -13.077872 \n", + "2015-06-28 00:15:00+02:00 -13.254779 347.143381 -13.254779 \n", + "2015-06-28 00:20:00+02:00 -13.416591 348.311289 -13.416591 \n", "\n", - "pyephemout['elevation'].plot(label='pyephem')\n", - "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", - "spaout['elevation'].plot(label='spa')\n", - "plt.legend(ncol=2)\n", - "plt.title('elevation')\n", + " azimuth apparent_zenith zenith \n", + "2015-06-28 00:00:00+02:00 343.659411 102.679250 102.679250 \n", + "2015-06-28 00:05:00+02:00 344.817210 102.885989 102.885989 \n", + "2015-06-28 00:10:00+02:00 345.978615 103.077872 103.077872 \n", + "2015-06-28 00:15:00+02:00 347.143381 103.254779 103.254779 \n", + "2015-06-28 00:20:00+02:00 348.311289 103.416591 103.416591 \n", + "ephem\n", + " apparent_elevation elevation azimuth \\\n", + "2015-06-28 00:00:00+02:00 -12.674183 -12.674183 343.658144 \n", + "2015-06-28 00:05:00+02:00 -12.880940 -12.880940 344.815897 \n", + "2015-06-28 00:10:00+02:00 -13.072843 -13.072843 345.977260 \n", + "2015-06-28 00:15:00+02:00 -13.249769 -13.249769 347.141996 \n", + "2015-06-28 00:20:00+02:00 -13.411601 -13.411601 348.309859 \n", "\n", - "print('pyephem')\n", - "print(pyephemout.head())\n", - "print('spa')\n", - "print(spaout.head())" - ], - "language": "python", + " apparent_zenith zenith solar_time \n", + "2015-06-28 00:00:00+02:00 102.674183 102.674183 22.840578 \n", + "2015-06-28 00:05:00+02:00 102.880940 102.880940 22.923900 \n", + "2015-06-28 00:10:00+02:00 103.072843 103.072843 23.007221 \n", + "2015-06-28 00:15:00+02:00 103.249769 103.249769 23.090542 \n", + "2015-06-28 00:20:00+02:00 103.411601 103.411601 23.173864 \n" + ] + }, + { + "data": { + "image/png": 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K8vT0pOfoaRxs3pjAvBLOvPIiO7Z+anUsEXEQZynWduATwzC+NgzjoYrbIkzT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\nBbaltWhCTrckeow6ldHJR3lap4iIiEgw6X/MEPofM4TSslK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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "pyephem\n", - " apparent_elevation apparent_azimuth elevation \\\n", - "2014-06-23 00:00:00-06:00 -25.154820 344.064195 -25.154820 \n", - "2014-06-23 00:01:00-06:00 -25.207201 344.310956 -25.207201 \n", - "2014-06-23 00:02:00-06:00 -25.258784 344.558018 -25.258784 \n", - "2014-06-23 00:03:00-06:00 -25.309568 344.805380 -25.309568 \n", - "2014-06-23 00:04:00-06:00 -25.359552 345.053043 -25.359552 \n", - "\n", - " azimuth apparent_zenith zenith \n", - "2014-06-23 00:00:00-06:00 344.064195 115.154820 115.154820 \n", - "2014-06-23 00:01:00-06:00 344.310956 115.207201 115.207201 \n", - "2014-06-23 00:02:00-06:00 344.558018 115.258784 115.258784 \n", - "2014-06-23 00:03:00-06:00 344.805380 115.309568 115.309568 \n", - "2014-06-23 00:04:00-06:00 345.053043 115.359552 115.359552 \n", - "spa\n", - " zenith azimuth elevation\n", - "2014-06-23 00:00:00-06:00 115.154766 344.064134 -25.154766\n", - "2014-06-23 00:01:00-06:00 115.207147 344.310880 -25.207147\n", - "2014-06-23 00:02:00-06:00 115.258730 344.557936 -25.258730\n", - "2014-06-23 00:03:00-06:00 115.309515 344.805299 -25.309515\n", - "2014-06-23 00:04:00-06:00 115.359497 345.052965 -25.359497\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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K7z5Hi00nzdeNrqPHqY4jFOo94hkSalWjXkoua5d+ojqOsGFS7kIodDzyGCF/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\neWAEqXffhdHBQOj6Lfz66XuYzWbVsc6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4esBk5oxSz7R0XArWSXA0bk9ERDqAw7XHeX3HSoprtxPKqgHic6a7h4Yyo/9k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\nTsI7fyCTlwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 10 + "output_type": "display_data" + } + ], + "source": [ + "loc = berlin\n", + "times = pd.DatetimeIndex(start=datetime.date(2015,6,28), end=datetime.date(2015,6,29), freq='5min')\n", + "\n", + "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.ephemeris(times, loc)\n", + "\n", + "pyephemout['elevation'].plot(label='pyephem')\n", + "pyephemout['apparent_elevation'].plot(label='pyephem apparent')\n", + "ephemout['elevation'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('elevation')\n", + "\n", + "plt.figure()\n", + "pyephemout['azimuth'].plot(label='pyephem')\n", + "ephemout['azimuth'].plot(label='ephem')\n", + "plt.legend(ncol=2)\n", + "plt.title('azimuth')\n", + "\n", + "print('pyephem')\n", + "print(pyephemout.head())\n", + "print('ephem')\n", + "print(ephemout.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Speed tests" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 36.3 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "\n", + "pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "#ephemout = pvlib.solarposition.ephemeris(times, loc)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100 loops, best of 3: 8.42 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "\n", + "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.ephemeris(times, loc)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100 loops, best of 3: 18.5 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "\n", + "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numpy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This numba test will only work properly if you have installed numba. " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The slowest run took 1251.83 times longer than the fastest. This could mean that an intermediate result is being cached \n", + "1 loops, best of 3: 4.2 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "\n", + "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numba')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The numba calculation takes a long time the first time that it's run because it uses LLVM to compile the Python code to machine code. After that it's about 4-10 times faster depending on your machine. You can pass a ``numthreads`` argument to this function. The optimum ``numthreads`` depends on your machine and is equal to 4 by default." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100 loops, best of 3: 4.02 ms per loop\n" + ] + } + ], + "source": [ + "%%timeit\n", + "\n", + "#pyephemout = pvlib.solarposition.pyephem(times, loc)\n", + "ephemout = pvlib.solarposition.get_solarposition(times, loc, method='nrel_numba', numthreads=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100 loops, best of 3: 4 ms per loop\n" + ] } ], - "metadata": {} + "source": [ + "%%timeit\n", + "\n", + "ephemout = pvlib.solarposition.spa_python(times, loc, how='numba', numthreads=16)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/tmy.ipynb b/docs/tutorials/tmy.ipynb index 1f80fb8eb1..7f3f9fcea5 100644 --- a/docs/tutorials/tmy.ipynb +++ b/docs/tutorials/tmy.ipynb @@ -1,1010 +1,594 @@ { - "metadata": { - "name": "", - "signature": "sha256:b60b45f401517ab28b207d0f54352b604f588f3710c4f7a3f831030a6c542713" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TMY tutorial\n", + "\n", + "This tutorial shows how to use the ``pvlib.tmy`` module to read data from TMY2 and TMY3 files.\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.1\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* pandas 0.16.2\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona. July 2014, July 2015." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import modules" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# built in python modules\n", + "import datetime\n", + "import os\n", + "import inspect\n", + "\n", + "# python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# plotting libraries\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "try:\n", + " import seaborn as sns\n", + "except ImportError:\n", + " pass\n", + "\n", + "import pvlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pvlib comes packaged with a TMY2 and a TMY3 data file." + ] + }, { - "cells": [ + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Find the absolute file path to your pvlib installation\n", + "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import the TMY data using the functions in the ``pvlib.tmy`` module." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", + "tmy2_data, tmy2_metadata = pvlib.tmy.readtmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print the TMY3 metadata and the first 5 lines of the data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "# built in python modules\n", - "import datetime\n", - "import logging\n", - "import os\n", - "import inspect\n", - "\n", - "# python add-ons\n", - "import numpy as np\n", - "import pandas as pd" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 + "name": "stdout", + "output_type": "stream", + "text": [ + "{'TZ': -9.0, 'Name': '\"SAND POINT\"', 'altitude': 7.0, 'USAF': 703165, 'longitude': -160.517, 'State': 'AK', 'latitude': 55.317}\n" + ] }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pvlib\n", - "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))" - ], - "language": "python", + "data": { + "text/html": [ + "
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ETRETRNGHIGHISourceGHIUncertaintyDNIDNISourceDNIUncertaintyDHIDHISource...AODAODSourceAODUncertaintyAlbAlbSourceAlbUncertaintyLprecipdepthLprecipquantityLprecipSourceLprecipUncertainty
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1997-01-01 01:00:00-09:000001001001...0.051F80.24F8-9900-9900?0
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AOD AODSource \\\n", + "datetime ... \n", + "1997-01-01 01:00:00-09:00 ... 0.051 F \n", + "1997-01-01 02:00:00-09:00 ... 0.051 F \n", + "1997-01-01 03:00:00-09:00 ... 0.051 F \n", + "1997-01-01 04:00:00-09:00 ... 0.051 F \n", + "1997-01-01 05:00:00-09:00 ... 0.051 F \n", + "\n", + " AODUncertainty Alb AlbSource AlbUncertainty \\\n", + "datetime \n", + "1997-01-01 01:00:00-09:00 8 0.24 F 8 \n", + "1997-01-01 02:00:00-09:00 8 0.24 F 8 \n", + "1997-01-01 03:00:00-09:00 8 0.24 F 8 \n", + "1997-01-01 04:00:00-09:00 8 0.24 F 8 \n", + "1997-01-01 05:00:00-09:00 8 0.24 F 8 \n", + "\n", + " Lprecipdepth Lprecipquantity LprecipSource \\\n", + "datetime \n", + "1997-01-01 01:00:00-09:00 -9900 -9900 ? \n", + "1997-01-01 02:00:00-09:00 -9900 -9900 ? \n", + "1997-01-01 03:00:00-09:00 -9900 -9900 ? \n", + "1997-01-01 04:00:00-09:00 -9900 -9900 ? \n", + "1997-01-01 05:00:00-09:00 -9900 -9900 ? \n", + "\n", + " LprecipUncertainty \n", + "datetime \n", + "1997-01-01 01:00:00-09:00 0 \n", + "1997-01-01 02:00:00-09:00 0 \n", + "1997-01-01 03:00:00-09:00 0 \n", + "1997-01-01 04:00:00-09:00 0 \n", + "1997-01-01 05:00:00-09:00 0 \n", + "\n", + "[5 rows x 66 columns]" + ] + }, + "execution_count": 4, "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, + "output_type": "execute_result" + } + ], + "source": [ + "print(tmy3_metadata)\n", + "tmy3_data.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'))\n", - "tmy2_data, tmy2_metadata = pvlib.tmy.readtmy2(os.path.join(pvlib_abspath, 'data', '12839.tm2'))" - ], - "language": "python", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, "metadata": {}, - "outputs": [], - "prompt_number": 3 + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [ - "print(tmy3_metadata)\n", - "tmy3_data.head(25)" - ], - "language": "python", + "data": { + "image/png": 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1997-01-01 01:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 02:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 03:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 04:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 05:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 06:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 07:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 08:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 09:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 10:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 11:00:00-09:00 43 1144 5 1 28 0 1 31 5 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 12:00:00-09:00 163 1415 30 1 28 0 1 31 30 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 13:00:00-09:00 248 1415 49 1 28 0 1 31 49 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 14:00:00-09:00 286 1415 58 1 28 0 1 31 58 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 15:00:00-09:00 274 1415 55 1 28 0 1 31 55 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 16:00:00-09:00 214 1415 41 1 28 0 1 31 41 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 17:00:00-09:00 109 1415 18 1 28 0 1 31 18 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 18:00:00-09:00 8 483 0 1 28 0 1 31 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 19:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 20:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 21:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 22:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-01 23:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-02 00:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.051 F 8 0.24 F 8-9900-9900 ? 0
1997-01-02 01:00:00-09:00 0 0 0 1 0 0 1 0 0 1... 0.052 F 8 0.24 F 8-9900-9900 ? 0
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13:00:00-09:00 F 8 -9900 \n", - "1997-01-01 14:00:00-09:00 F 8 -9900 \n", - "1997-01-01 15:00:00-09:00 F 8 -9900 \n", - "1997-01-01 16:00:00-09:00 F 8 -9900 \n", - "1997-01-01 17:00:00-09:00 F 8 -9900 \n", - "1997-01-01 18:00:00-09:00 F 8 -9900 \n", - "1997-01-01 19:00:00-09:00 F 8 -9900 \n", - "1997-01-01 20:00:00-09:00 F 8 -9900 \n", - "1997-01-01 21:00:00-09:00 F 8 -9900 \n", - "1997-01-01 22:00:00-09:00 F 8 -9900 \n", - "1997-01-01 23:00:00-09:00 F 8 -9900 \n", - "1997-01-02 00:00:00-09:00 F 8 -9900 \n", - "1997-01-02 01:00:00-09:00 F 8 -9900 \n", - "\n", - " Lprecipquantity LprecipSource LprecipUncertainty \n", - "datetime \n", - "1997-01-01 01:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 02:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 03:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 04:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 05:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 06:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 07:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 08:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 09:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 10:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 11:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 12:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 13:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 14:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 15:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 16:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 17:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 18:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 19:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 20:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 21:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 22:00:00-09:00 -9900 ? 0 \n", - "1997-01-01 23:00:00-09:00 -9900 ? 0 \n", - "1997-01-02 00:00:00-09:00 -9900 ? 0 \n", - "1997-01-02 01:00:00-09:00 -9900 ? 0 \n", - "\n", - "[25 rows x 66 columns]" - ] - } - ], - "prompt_number": 4 - }, + "output_type": "display_data" + } + ], + "source": [ + "tmy3_data['GHI'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The TMY readers have an optional argument to coerce the year to a single value." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3(os.path.join(pvlib_abspath, 'data', '703165TY.csv'), coerce_year=1987)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "tmy3_data['GHI'].plot()" - ], - "language": "python", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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SSbLE+CLfeGgb4BzEFLQDsrW+BfDetEepHhJzqBORw0AXMAoMG2MuEZGFwIPA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\n/hcxOJNQJsikoGeyu99VBS1BTznTqg9y7xTv0ZVBx9fC9bO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+n29Ju3Tqg3K9f4JLbpzPps1bBw2JGg2dmDq7tqr+WkQyba4v73t81Ck3s2pd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\nCSgeitu3IQSwfyE08dzY8oSXiAGr4g1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- "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, + "output_type": "display_data" + } + ], + "source": [ + "tmy3_data['GHI'].plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here's the TMY2 data." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'City': 'MIAMI', 'TZ': -5, 'altitude': 2.0, 'longitude': -80.26666666666667, 'State': 'FL', 'WBAN': '12839', 'latitude': 25.8}\n", + " year month day hour ETR ETRN GHI GHISource \\\n", + "1962-01-01 00:00:00-05:00 62 1 1 1 0 0 0 ? \n", + "1962-01-01 01:00:00-05:00 62 1 1 2 0 0 0 ? \n", + "1962-01-01 02:00:00-05:00 62 1 1 3 0 0 0 ? \n", + "1962-01-01 03:00:00-05:00 62 1 1 4 0 0 0 ? \n", + "1962-01-01 04:00:00-05:00 62 1 1 5 0 0 0 ? \n", + "\n", + " GHIUncertainty DNI ... \\\n", + "1962-01-01 00:00:00-05:00 0 0 ... \n", + "1962-01-01 01:00:00-05:00 0 0 ... \n", + "1962-01-01 02:00:00-05:00 0 0 ... \n", + "1962-01-01 03:00:00-05:00 0 0 ... \n", + "1962-01-01 04:00:00-05:00 0 0 ... \n", + "\n", + " PwatUncertainty AOD AODSource AODUncertainty \\\n", + "1962-01-01 00:00:00-05:00 8 62 F 8 \n", + "1962-01-01 01:00:00-05:00 8 62 F 8 \n", + "1962-01-01 02:00:00-05:00 8 62 F 8 \n", + "1962-01-01 03:00:00-05:00 8 62 F 8 \n", + "1962-01-01 04:00:00-05:00 8 62 F 8 \n", + "\n", + " SnowDepth SnowDepthSource SnowDepthUncertainty \\\n", + "1962-01-01 00:00:00-05:00 0 A 7 \n", + "1962-01-01 01:00:00-05:00 0 A 7 \n", + "1962-01-01 02:00:00-05:00 0 A 7 \n", + "1962-01-01 03:00:00-05:00 0 A 7 \n", + "1962-01-01 04:00:00-05:00 0 A 7 \n", + "\n", + " LastSnowfall LastSnowfallSource \\\n", + "1962-01-01 00:00:00-05:00 88 E \n", + "1962-01-01 01:00:00-05:00 88 E \n", + "1962-01-01 02:00:00-05:00 88 E \n", + "1962-01-01 03:00:00-05:00 88 E \n", + "1962-01-01 04:00:00-05:00 88 E \n", + "\n", + " LastSnowfallUncertaint \n", + "1962-01-01 00:00:00-05:00 7 \n", + "1962-01-01 01:00:00-05:00 7 \n", + "1962-01-01 02:00:00-05:00 7 \n", + "1962-01-01 03:00:00-05:00 7 \n", + "1962-01-01 04:00:00-05:00 7 \n", + "\n", + "[5 rows x 70 columns]\n" + ] + } + ], + "source": [ + "print(tmy2_metadata)\n", + "print(tmy2_data.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Finally, the TMY readers can access TMY files directly from the NREL website." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "tmy3_data, tmy3_metadata = pvlib.tmy.readtmy3('http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2005/data/tmy3/722740TYA.CSV', coerce_year=2015)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ { - "cell_type": "code", - "collapsed": false, - "input": [ - "print(tmy2_metadata)\n", - "print(tmy2_data.head())" - ], - "language": "python", + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "{'City': 'MIAMI', 'TZ': -5, 'altitude': 2.0, 'longitude': -80.26666666666667, 'State': 'FL', 'WBAN': '12839', 'latitude': 25.8}\n", - " year month day hour ETR ETRN GHI GHISource \\\n", - "1962-01-01 00:00:00-05:00 62 1 1 1 0 0 0 ? \n", - "1962-01-01 01:00:00-05:00 62 1 1 2 0 0 0 ? \n", - "1962-01-01 02:00:00-05:00 62 1 1 3 0 0 0 ? \n", - "1962-01-01 03:00:00-05:00 62 1 1 4 0 0 0 ? \n", - "1962-01-01 04:00:00-05:00 62 1 1 5 0 0 0 ? \n", - "\n", - " GHIUncertainty DNI ... PwatUncertainty AOD \\\n", - "1962-01-01 00:00:00-05:00 0 0 ... 8 62 \n", - "1962-01-01 01:00:00-05:00 0 0 ... 8 62 \n", - "1962-01-01 02:00:00-05:00 0 0 ... 8 62 \n", - "1962-01-01 03:00:00-05:00 0 0 ... 8 62 \n", - "1962-01-01 04:00:00-05:00 0 0 ... 8 62 \n", - "\n", - " AODSource AODUncertainty SnowDepth \\\n", - "1962-01-01 00:00:00-05:00 F 8 0 \n", - "1962-01-01 01:00:00-05:00 F 8 0 \n", - "1962-01-01 02:00:00-05:00 F 8 0 \n", - "1962-01-01 03:00:00-05:00 F 8 0 \n", - "1962-01-01 04:00:00-05:00 F 8 0 \n", - "\n", - " SnowDepthSource SnowDepthUncertainty LastSnowfall \\\n", - "1962-01-01 00:00:00-05:00 A 7 88 \n", - "1962-01-01 01:00:00-05:00 A 7 88 \n", - "1962-01-01 02:00:00-05:00 A 7 88 \n", - "1962-01-01 03:00:00-05:00 A 7 88 \n", - "1962-01-01 04:00:00-05:00 A 7 88 \n", - "\n", - " LastSnowfallSource LastSnowfallUncertaint \n", - "1962-01-01 00:00:00-05:00 E 7 \n", - "1962-01-01 01:00:00-05:00 E 7 \n", - "1962-01-01 02:00:00-05:00 E 7 \n", - "1962-01-01 03:00:00-05:00 E 7 \n", - "1962-01-01 04:00:00-05:00 E 7 \n", - "\n", - "[5 rows x 70 columns]\n" - ] - } - ], - "prompt_number": 7 + "output_type": "execute_result" }, { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", + "data": { + "image/png": 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JFfvZsq+94PUErQRe3OTGmRtZR8/AKKu2H3Y9hFLWwc+14e/O2g46UjR2LpZe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\niVUhN5M0b/VdS8LnwcDSjnyNWlVqkXS6pMPT57lSH0cT1ueBjtjvK4i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+ "text/plain": [ + "" + ] + }, "metadata": {}, - "outputs": [], - "prompt_number": 7 + "output_type": "display_data" } ], - "metadata": {} + "source": [ + "tmy3_data['GHI'].plot(figsize=(12,6))\n", + "plt.title('Tucson TMY GHI')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } - ] -} \ No newline at end of file + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb b/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb new file mode 100644 index 0000000000..9b58db9b41 --- /dev/null +++ b/docs/tutorials/tmy_and_diffuse_irrad_models.ipynb @@ -0,0 +1,860 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TMY data and diffuse irradiance models\n", + "\n", + "This tutorial explores using TMY data as inputs to different plane of array diffuse irradiance models.\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib > 0.2.0 and IPython > 3.0.\n", + "\n", + "Authors:\n", + "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014\n", + "* Will Holmgren (@wholmgren), University of Arizona, July 2015" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the ``tmy_to_power`` tutorial for more detailed explanations for the initial setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# built-in python modules\n", + "import os\n", + "import inspect\n", + "\n", + "# scientific python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# plotting stuff\n", + "# first line makes the plots appear in the notebook\n", + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "# seaborn makes your plots look better\n", + "try:\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", + "\n", + "# finally, we import the pvlib library\n", + "import pvlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Find the absolute file path to your pvlib installation\n", + "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", + "\n", + "# absolute path to a data file\n", + "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", + "\n", + "# read tmy data with year values coerced to a single year\n", + "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", + "tmy_data.index.name = 'Time'\n", + "\n", + "# TMY data seems to be given as hourly data with time stamp at the end\n", + "# shift the index 30 Minutes back for calculation of sun positions\n", + "tmy_data = tmy_data.shift(freq='-30Min')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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pxLq+vh5vvfUWRo4cyXi+o6MD77zzDmbNmsV4vqWlBcXFxXjyySdx8OBBXHjh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\nepSxY8fS0NBAcXExp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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmy_data.GHI.plot()\n", + "plt.ylabel('Irradiance (W/m**2)')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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5sSai2CIqsf7000/VjoNIc1uLqgEApVXNTKx1pvTHi3z9fsInPxzQO4SoqVXr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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmy_data.DHI.plot()\n", + "plt.ylabel('Irradiance (W/m**2)')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SAND POINT: latitude=55.317, longitude=-160.517, tz=US/Alaska, altitude=7.0\n" + ] + } + ], + "source": [ + "surface_tilt = 30\n", + "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", + "albedo = 0.2\n", + "\n", + "# create pvlib Location object based on meta data\n", + "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", + " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", + "print(sand_point)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Az2rjvtqGqdydM5Yy1iIiIiIiJ2iyjLWG2xMRERERmQIKrEVEREREpoACaxER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\n8H8hQx3cR5bHoQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point)\n", + "\n", + "solpos.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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P2QWVnD5bSl5xFeFBnkbHEhERaRPVtfUseX0P+SXVACQMDmdYbLDBqaSttNgt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the extraradiation function returns a simple numpy array\n", + "# instead of a nice pandas series. We will change this\n", + "# in a future version\n", + "dni_extra = pvlib.irradiance.extraradiation(tmy_data.index)\n", + "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", + "\n", + "dni_extra.plot()\n", + "plt.ylabel('Extra terrestrial radiation (W/m**2)')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uuU0n8crOM5jXa9/hwhpUjHVqc4RdLF9/Ai9tG0bfHIfqOKEIzVjrxOu6UMkV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\nkCFwc3PD/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xd3d3emTp1a3816r9Rv8MLCwggNDWXgwIF1CuE0FEeOHJGLTmze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\nCMJ7ICbWgiAIgiAIgvAe/B9TqAfqvJqumwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "airmass = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", + "\n", + "airmass.plot()\n", + "plt.ylabel('Airmass')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Diffuse irradiance models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make an empty pandas DataFrame for the results." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "diffuse_irrad = pd.DataFrame(index=tmy_data.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "models = ['Perez', 'Hay-Davies', 'Isotropic', 'King', 'Klucher', 'Reindl']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Perez" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['Perez'] = pvlib.irradiance.perez(surface_tilt,\n", + " surface_azimuth,\n", + " dhi=tmy_data.DHI,\n", + " dni=tmy_data.DNI,\n", + " dni_extra=dni_extra,\n", + " solar_zenith=solpos.apparent_zenith,\n", + " solar_azimuth=solpos.azimuth,\n", + " airmass=airmass)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HayDavies" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['Hay-Davies'] = pvlib.irradiance.haydavies(surface_tilt,\n", + " surface_azimuth,\n", + " dhi=tmy_data.DHI,\n", + " dni=tmy_data.DNI,\n", + " dni_extra=dni_extra,\n", + " solar_zenith=solpos.apparent_zenith,\n", + " solar_azimuth=solpos.azimuth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Isotropic" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['Isotropic'] = pvlib.irradiance.isotropic(surface_tilt,\n", + " dhi=tmy_data.DHI)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### King Diffuse model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['King'] = pvlib.irradiance.king(surface_tilt,\n", + " dhi=tmy_data.DHI,\n", + " ghi=tmy_data.GHI,\n", + " solar_zenith=solpos.apparent_zenith)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Klucher Model" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['Klucher'] = pvlib.irradiance.klucher(surface_tilt, surface_azimuth,\n", + " dhi=tmy_data.DHI,\n", + " ghi=tmy_data.GHI,\n", + " solar_zenith=solpos.apparent_zenith,\n", + " solar_azimuth=solpos.azimuth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reindl" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diffuse_irrad['Reindl'] = pvlib.irradiance.reindl(surface_tilt,\n", + " surface_azimuth,\n", + " dhi=tmy_data.DHI,\n", + " dni=tmy_data.DNI,\n", + " ghi=tmy_data.GHI,\n", + " dni_extra=dni_extra,\n", + " solar_zenith=solpos.apparent_zenith,\n", + " solar_azimuth=solpos.azimuth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate yearly, monthly, daily sums." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "yearly = diffuse_irrad.resample('A', how='sum').dropna().squeeze() / 1000.0 # kWh\n", + "monthly = diffuse_irrad.resample('M', how='sum', kind='period') / 1000.0\n", + "daily = diffuse_irrad.resample('D', how='sum') / 1000.0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot Results" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ME8c4tEVBcHiqc71e7/B+nc1thXVRURGmTJmCIUOG4MEHH8SxY8dQUFCApKQk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jey1RlYhFfeYbpO24oi1HVvBlKQS6XTr6NRCiTGqRtJvGDHY2hKFSHl51DbBV60Tx96cIAZvv1D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Pj3fqFHb8+HE2bNiAj48Py5cvV5P/ahuffPIJ77//vpqBrtfrOXTokPr7Aw88gL+/P4sWLVKP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\n146lS5cyaNA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count4455.0000008760.0000008760.0000008760.0000008760.0000004578.000000
mean108.93089452.42669649.09468153.06704249.094681100.714794
std83.01670875.45620072.13408376.34019172.13408378.428595
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25%43.9813300.0000000.0000000.0000000.00000039.032486
50%93.7857303.7320513.7320514.0095733.73205187.264803
75%154.70898391.27782381.17210591.74984581.172105145.528344
max580.711022533.105626523.420126538.809780523.420126535.973778
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" + ], + "text/plain": [ + " Perez Hay-Davies Isotropic King Klucher \\\n", + "count 4455.000000 8760.000000 8760.000000 8760.000000 8760.000000 \n", + "mean 108.930894 52.426696 49.094681 53.067042 49.094681 \n", + "std 83.016708 75.456200 72.134083 76.340191 72.134083 \n", + "min 0.933013 0.000000 0.000000 0.000000 0.000000 \n", + "25% 43.981330 0.000000 0.000000 0.000000 0.000000 \n", + "50% 93.785730 3.732051 3.732051 4.009573 3.732051 \n", + "75% 154.708983 91.277823 81.172105 91.749845 81.172105 \n", + "max 580.711022 533.105626 523.420126 538.809780 523.420126 \n", + "\n", + " Reindl \n", + "count 4578.000000 \n", + "mean 100.714794 \n", + "std 78.428595 \n", + "min 0.000000 \n", + "25% 39.032486 \n", + "50% 87.264803 \n", + "75% 145.528344 \n", + "max 535.973778 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diffuse_irrad.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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OOx6AFSuW869/vUB+fgG//vXPmTdvLmecMQLDiI3or1+/jqeffpJHH51BenoG1dXVCeuT\nwxXXJH3+/Pnce++9WJbF+PHjue666/Yqc/fddzN//ny8Xi/3338//fr1O2jdZ555hmeffRaHw8Hw\n4cO59dZb43kbIu1SNFiP4TWh/uhmvXk79cHeZGH7GrAs66gSfhERaT7lL8yiZsGXzdpm2tATyb14\nwkHL9evXn/vu+xORSITTTjuDY47pzVdffcGQIUPJyMgEYNSoMSxa9DWnnXbGXvXz8zvSr98AAJYu\nXcyoUWMwDIOsrGyOO24IK1Ysx+/3069ffzp2jD1XNXLk2SxZsogzzhgBxKbKLFz4JWedNYr09AwA\n0tOPbDWzRIhbkh6NRrnrrruYMWMG+fn5jB8/nhEjRlBUVNRYZt68eRQXF/Puu++yePFipk2bxvPP\nP3/Aup999hlz587l9ddfx+VysWvXrnjdgki7FtwRG/k2bc9RtWOaJma9F7tDiMD2NaR07tMc4YmI\nSBs2ePDx/Pd//4NPPvmIe++dxo9/fBmpqanfm19uN454f5/P523y+vvz0vdVz7ZtDMPcq9yRzGlv\nDeKWpC9ZsoTCwkK6dOkCwNixY5kzZ06TJH3OnDlccMEFAAwePJjq6mrKy8vZsmXLfus+99xzXHfd\ndbhcLgCys7PjdQsi7VqocjsApsN/1G15fF0IsJ66TV8rSRcRaSVyL55wSKPe8VBSUkJubi7nnTeO\nUCjEmjWruPTSK/jrXx+kqqqS1NQ03n//XcaPj8XndDqJRCI4nXunpoMGHc9rr73MOeecS1VVFYsX\nf81NN/2SDRvWs2LFN2zfvo38/ALmzn2PH/3oosZ6hmEwZMiJTJnyGyZMuGz3dJeqxlH11i5uSXpp\naSkdO3ZsfJ2fn8+SJUualCkrK6Og4NsH1goKCigtLaWsrGy/dYuLi1mwYAEPP/wwHo+H2267jYED\nB8brNkTarUjtDnCD05N51G2ldB5IoGI9wTrNSxcRSWZ7Rri//noBzz33DE6nk5QUP7///R/p0CGH\nn/70Jn7xi59i2zY//OFpnHrq6QCcf/4FXHnlRPr06cu1197YZKR8+PAz+eabJVx55UQMw+DGG28m\nKyubDRvWc+yx/Xn44em7Hxw9keHDz9wTCQA9evTkiiuu4qabrsM0HfTu3YcpU/7Qon1ypOKWpO/v\n64vvO9yvIKLRKFVVVTz//PMsWbKEX/7yl8yZM+dIQhRJapFARSxJ93c46rZSuvZnZ+krRF1te01a\nERE5Ou++Ow+Ac845l3POOXev8yNHns3IkWfvdfyGG37ODTf8vPH1U0/NanL+xhtv5sYbb96rXkqK\nn+nTH97r+AsvvNb45/3F0trFLUnPz89n+/btja9LSkrIz89vUiYvL4+SkpImZQoKCohEIvutm5+f\nz+jRowEYNGgQpmlSUVFBVlbWAePJzU076nuSI6O+T6z99X8JdQDkdOlOh2b4O9pa78TKiJLuDuHJ\nOPrEv73Q+z9x1PeJpf5PrGTo/6wsPx6Ps93ea9yS9AEDBlBcXMyWLVvIy8tj9uzZPPTQQ03KjBgx\ngpkzZzJ27FgWLVpEeno6OTk5ZGZm7rfuyJEj+eyzzxg2bBgbNmwgHA4fNEEHKC+vict9yoHl5qap\n7xPoQP0fCseS9IAzu1n+jhxkYRs7KV74EVkDzjrq9toDvf8TR32fWOr/xEqW/u/R41juuuvPrepe\nm/MDQ9ySdKfTydSpU7n66qsbl1EsKipi1qzY1xcTJkxg+PDhzJs3j1GjRuHz+bjvvvsOWBfgoosu\nYsqUKZx33nm4XC4eeOCBeN2CSLtmO8IQAWda84x6ezN7UstOAjvXAkrSRUREjoZht9V1aQ5Ta/qU\nlUyS5dN8a3Wg/i/+aBrY0O20ac1yreDObZRuehx2Oigc+btmabOt0/s/cdT3iaX+Tyz1f+I050i6\ndh0RSUKWZYHXwIg0348AT4dO2LUWtj8ca19ERESOmJJ0kSQUrdmJ4TAg2rwz3sygD8NrEti+tlnb\nFRERSTZK0kWSUKiqDAAT70FKHh63N7bvQf2Wpc3aroiItA2jRp3W+OdPP/2IiRMvpKSkhFdffYl3\n3nkrgZG1PXF7cFREWq9wzQ4ATGfKfsvUVgf46tNNbC2uwIpYZOX46dEnh2P65eNyOfZZx5fXl2Bd\nMYHaTXGJW0REWrvYPjkLFnzB3/72Fx566BEKCgoYN+6ig9ST71OSLpKEIvW7wAlOV+o+z5dsqeKt\nF5YQCkYxXDaWGaVmfZBN63fxyfzVnDaqN336dtqrnr/bICqWvkPUrI73LYiISCu1aNFCpk+/hwcf\n/C86deoMwBNPPEpKip+JE3/CTTddR//+A1m4cAG1tTXcccedDB58HIFAgHvumcaGDespLOzGjh3l\n/OpXt9O377EJvqPEUJIukoSigSpIBYc3Y69zNVUB3n5pKaFQhK29i2nIS8fhyMGw3bgaIK3E5L23\n1rJk1XouOu+HmOa3s+YcHh9GtYGdbhMN1OHw+lvytkREJMFCoSBTptzKI488SmFht8bjhmGwZzN6\nwzCwLIt//OMpPv30Y2bMeIy//vX/8vLLL5CRkcHMmc+zfv06Jk++9JB3sG+PlKSLJKHo7o2MXP69\n10j/7MN1NAQibB0Sxc48BQ+xLy8dhkHEZVOVDtU9o9Svq2HG8+8x+ZJRTRN1O4Ooo4q64sWk9/lh\nC92RiIh83ydz17F+ZVmzttmzbx4/PKtov+ddLhcDBw7ijTde4+abf73fcsOHnwlAnz59KSmJ7TK/\ndOliLrlkYuw6PYsoKjqmGSNve/TgqEgSsqwGAJxpOU2Ol22vZs2KcsoG+rEzu5HjcXJ5r45MO6GI\nP55QxO2De3BO1xw8bieVfTIp8eQz698fNGnDk94VgIay1S1zMyIi0moYhsmf/nQ/K1Z8wzPPzNhv\nOZfLDYBpOohGo43Hk2T7nkOikXSRJGQRBMCdVdDk+MIFG6nt4ieUm0mnFBfX9i3E4/j2s3yG28lp\nBVkMyk7jyRWbKO/ip3hDlC9XfsOJffsDkNJpAPVlywgFS1vuhkREZC8/PKvogKPe8eLxeJg+/a/8\n7GfXkJWVzbnn/gjbtjlY/j1w4GDmzn2fIUOGsmHDetavT+7lfDWSLpKEbEcEO2LhTElvPBYORVi7\nvoKqojSchsWk3l2aJOjfleF2cl2/bvgNm5oe6cz7opxAOASAt2Mv7KCF5W5okXsREZHWY88c8vT0\ndP7yl7/z1FNP8tFH85vMSd9HLQAuvPBiKisr+MlPLuHxx/+HHj16kpq67wUOkoFhJ8n3CtoeNzG0\nNXFi7a//iz+aBkC3U6c1Hlu2eDNvrC6npnsa53btwA8Lsg/a/ta6AP/9zSYcgSgDQ6VcMvIMADbN\nuRuyLQp6/BR3Zl4z3EnbpPd/4qjvE0v9n1httf8tyyISieB2u9m6dQu//OXPeO65l3A6287Ej9zc\ntGZrq+3ctYg0HxfQ0HRIY9GKDdQV5uMkyrC8zENqprPfywnZKXxV0cC6Eh91DQ34fT6cjhwilFFX\nvBh35qg43ICIiLQ3gUADv/jFDUQiEWzb5je/uaNNJejNLXnvXCRJRYMNGG4Tar+dymJZNtsjbiyX\nybBcH07z0GfCje3ekUU71lDXJZPZHy/g4pGn4c3qQa1VRqBifTxuQURE2qGUFD+PP/50osNoNTQn\nXSTJRHbvNmrYrsZjm7fsoCE7tvvoKQWHNz3F63QwLDcNy2WytsKJZVn4uw0GIBzZ0UxRi4iIJBcl\n6SJJJlyzCwDDcDceW7hyHYFsLz4rRAeve39V92tktwIMy6I+P5NPF3+DJ7MAu9bC9oexLKvZYhcR\nEUkWmu4ikmQi9ZUAmA5f47GNtRHIMuiT/u2xqGXx2TelrN1ahWkaDOzZgUFFHTD38Xi+z+mgm8dg\no+nky3UlnHI8mEEvdmqIQOl6Ujr2iv+NiYiItCNK0kWSTLShChzgcMamt9i2Td3uhP2kTrF10wOh\nCP/14hJWbqpsrPfBwq306pzBNef1Iy/Tt1e7o3t24bFVW6nxZlFbX4/bk0+QzdRvWaokXURE5DBp\nuotIkomGYstyOTyxZaJKd+0inO7DsCy6+H3Yts3/fWUZKzdVcvwxOUybfCJTfnICQ/vksnZrFfc+\nvYBNpXsv7dUtzYcnEqIhN4UPFy7Hl9sHgGD1ppa7ORERSahRo05r/POnn37ExIkXUlJSwhNPPMpz\nz808ojbHjz+P6uqq5gqxzVCSLpJkouE6ABze2EZGi9ZtJJzqwh8J4TANPlteyrINu+jfI5sbxg2g\nMD+NXl0yuPGCgfxkdG9q6sM89PxiyiubblZkGAaDsn1gGqwoC5LSbRC2ZRM1ku8Hq4hI8opNiVyw\n4Av+9re/8Je//J2CgoLGTY6OqEXD4Ei39YlEIkd83URTki6SZKxILLl2+mJroa/bVQ9AJ5+LSNTi\n+Q/W4nKaXHF2H5zf23H0rCFduHRUb6rrQvz9paWEwtEm58/o3hWA+pQ0aiI21ICdZmGFg/G+LRER\naSUWLVrI9On3MH36X+nUqXPj8T15+k03XcfKlSsAqKys5OKLzwcgGo3yyCN/5YorfsykSRN56aXn\nG+u++OL/ctVVP2HSpAls2rQRgIaGBu69949ce+0krrrqMj76aB4As2e/we2338LNN9/ALbf8rAXu\nOD40J10kyVh2LGF2psV2FK2OxpZiHFjQga9WlVNVG2L0iV3J3ce8c4ARJ3Rh6446Pvx6Ky98sI7L\nRvduPJflceENBwlkeflk6SoGR9KwnLXUbVpGWtEJcb4zERFJtFAoyJQpt/LII49SWNhtn2UMw9jn\nyPrrr79CaWkJ//znc5imSXV1deO5zMwsnnxyJq+88iLPPTeT22//PU8//SRDhw5jypQ/UFNTw3XX\nTWLo0JMAWLNmNU89NYu0tObbAbSlKUkXSTI2YQBcaR2wbZuQ0wtAn5wsHpm7GIAzj++83/oAE87q\nxerNlcxZuIWT++dT1Dmj8VyfTC+L62xWbg8yrKAzDayioXSlknQRkRZWsfU96iuXN2ubKZn9yOq8\n/52kXS4XAwcO4o03XuPmm399WG1/9dUXjBs3HnP3hnrp6emN54YPPwuA3r37Mm/eXAC++OIzPv54\nPs899wwA4XCY0tISDMNg6NBhbTpBB013EUk+jih2xMb0plJRX0UkxYMjFKGhPszqLVX0655F/u6N\njfbH7XJwxdmxB0Of/vcqot9ZC/3M7l0AqPOk4tr98GiofnucbkZERFoTwzD505/uZ8WKb3jmmRn7\nLONwOLDt2O+NUKjpdMj9zT13u12765pEo99Otbznnj8zY8azzJjxLC+++AbdunUHwOfb97fBbYlG\n0kWSjO20IASmafLN5i1EvR789Q0sWhvbHXRon0PbcbR310xOHdiRj5Zu58OvtzHihFhynpfixRUK\nEszysbI2QseQRdRVG7f7ERGRfcvqPOqAo97x4vF4mD79r/zsZ9eQlZXNuef+CNu22ZN/d+zYiZUr\nl9O3bz8+/HBOY72hQ0/itddeZsiQoTgcDqqrq5uMpn/fsGEn8+KLs7jlltsAWL16Jb179z3ih0xb\nG42kiyQbF+ye8cLa8th8v2wnLNmdpA/ulXPITY0/owiPy8Gbn2wk+J2HSDt5DWyHwaKtFRi1Dkgz\nCNdWHqAlERFpD/bMNU9PT+cvf/k7Tz31JB99NH/3PPRYmYkTf8Irr7zEVVddRlVVFXtWhDnvvHHk\n5xcwadJErrzyUt5//9/7ukLjNa688hoikQiTJk3g8ssv4YknHm2M4WhWk2ktDLu9fNw4iPLyvdd1\nlvjLzU1T3yfQ9/vfCgfZsuwB2GVQOGIqD777Mbuy8hjmgrfe3ULnXD/TJg87rGu8NG8db31azCVn\n9mLMSYUALN1RwXMbduAvqWSy/3MiWbtIdw8ns//wZr2/1k7v/8RR3yeW+j+x1P+Jk5vbfPPgNZIu\nkkTC1TsBMOzYTLfA7v+n4CFq2Qzs2eGw2zx7WCE+j4PZnxUTDMVG04/NzsSIWgTTUwl7O8autWNN\nc9yCiIhIUlCSLpJEIrW7ADDwABB2esC2qa4KAXBMl4z91t2fVJ+LkSd0pbYhzCfLYg+IOk2D9GiQ\nSIqTxcGGf0dbAAAgAElEQVRYm+FweXPcgoiISFJQki6SRCL1FQCYDi/14QaiHg+OUJQN22Jfi353\nKcXDcdYJXXA6DN5dsAVr9wy6vlmpAKyu92LXW1g+bWgkIiJyqJSkiySRaCD2oKjD6WNTRSmWx4k7\nFGb99mo65fjxe11H1G6G381J/fIp3VXPknWxKTWn9dy9FKMzFaPBjZFiEijf3Dw3IiIi0s4pSRdJ\nItFgHQCmy8/q0tjUF48VJRiK0qvz/pe5OhSjhnYF4P0FsUQ82+vGFQgSyvBRY2UBULd5yVFdQ0RE\nJFkoSRdJIla4HgDT7aekqgEAVzS2oUT3jkeXpBfmp3FMlwyWb6ygvDLWdr7DxnaYLLNiO5gGKzce\n1TVERESShZJ0kSQSjQYAcHhS2f2sKObuNdO75qUedfunDeoEwEdLYg+Qntg5tjHSeju29nrE3nXU\n1xARkdbr9NOHMXnypUyaNIEpU26lvr7+gOVfffUl3nnnrcO6xk03XceqVSsBGD/+PKqrq4443tZM\nSbpIErGjsYc3Hb50glZs+cWG6igG0DnHf9Ttn9g3D6/bwcfLtmNZNsd1ycWIWjT4MrCrLezUKFY0\nctTXERGR1snj8TJjxrM89dQs/H4/r7328gHLjxt3EWPGjD2sa3x3o6L2sGnR/jgTHYCItBzLjiXp\nzpR0wmZs5KF0R4DcLB9e99H/OPC4HQw7Np/5i7exfOMuBvTsQEogSJ3fx46KbHLTK2nYuhJ/4YCj\nvpaIiLRu/fsPZO3a2B4ZW7du4aGHplNZWYHX6+X2239HYWF3nnjiUVJS/Eyc+BNuuuk6+vcfyMKF\nC6itreGOO+5k8ODjCAYD3HvvH1m3bi2Fhd0JBpNjtTCNpIskEZvYKLaZkknU6cYMRamqj9Al9+in\nuuxx2uDY5kX/2T3lpZsvtmLMCmK7kdZvW95s1xIRkdYpGo3y5Zef0bNnEQDTp9/DLbfcyhNPPMON\nN97MX/7yABAbCd8zGG4YBpZl8Y9/PMUvfvFrZsx4DIBXXnkRny+FmTNf4Oqrr2fVqhUJuaeWppF0\nkWRiRrBtmxrTxvK4cNXHJqR3yT36qS579OyYTuccP1+vKacuEObUnp1ZvrGUzWYBsIRgrZZhFBFp\nCW9vLmfprtpmbXNgdirndM3d7/lQKMjkyZdSXl5Ox44dGTfuIurr61m2bAlTp97eWC4c3vfUx+HD\nzwSgT5++lJTEBnsWL17ExRdPAKCoqBdFRcc01+20akrSRZKIbVoQgi21VWCaOEKxJL1zM46kG4bB\nDwYU8OKH6/hqVTmnD+6Ec8UWav1ZREI2DndNs11LRERaF7fbw4wZzxIMBvjVr37Of/4zjxNPHEZq\nahozZjx70PoulxsA03QQjUbjHW6rpiRdJJk4gTBs3lUNpGJGYiMZBdkpzXqZYcfm8eKH6/h8eSmn\nD+5ERjjMTp+LzTUF9MgqJbhjK56czs16TRERaeqcrrkHHPWOJ4/Hyy9/+Rv++Mffc/rpZ9CpUyc+\n+OB9zjxzJLZts27dWnr1io2I796oer+OO+543nvvHYYMGcr69WtZt25NC9xB4sV1Tvr8+fMZM2YM\no0eP5rHHHttnmbvvvpvRo0dz/vnns3z58oPW/fvf/87pp5/OuHHjGDduHPPnz4/nLYi0Ly4galBW\nE1uKkVBslCIvy9esl8nJ8NGrcwYriyuorA1ybHZspH61HZuXXrvhy2a9noiItA7fXW3lmGP60Llz\nF+bOfY8777ybN998nSuvvJTLL/8xH3007zt19tsaAOPGjae+vp6f/ORinnjiUfr27RfHO2g9DNs+\n2OeXIxONRhkzZgwzZswgPz+f8ePH89BDD1FUVNRYZt68ecycOZN//OMfLF68mHvuuYfnn3/+gHUf\neeQR/H4/kydPPqx4ysv1FXsi5Oamqe8T6Lv9b0XCbFl6H+wyeMl1FuW+PJyrS6mrNPjLz05p9mvP\n+WoL/3pvNRNHHMOJfXKYvmIznmAdk9PewNyVRpcRtzT7NVsbvf8TR32fWOr/xFL/J05ublqztRW3\nkfQlS5ZQWFhIly5dcLlcjB07ljlz5jQpM2fOHC644AIABg8eTHV1NeXl5QetG6fPFSLtWqS2AgDD\ndtIQcQBQVxUhv5lH0fcY2jcPw4DPV5SSme7DWxMk6EulLuwm6mifG0+IiIg0l7gl6aWlpXTs2LHx\ndX5+PqWlpU3KlJWVUVBQ0Pi6oKCA0tJSysrKDlh35syZnH/++UyZMoXq6up43YJIuxKpqwTAwEV4\n9+MowQabvKzmnY++R4bfTb9uWazfVk1ZZQN5RuzD9fr6zhgZJqHKsrhcV0REpD2IW5J+qDtAHe6o\n+MSJE5kzZw6vvfYaubm53H///UcSnkjSiTbEPtCahpuo6QTLJhS2yc+Oz0g6wLB++QB8vryUIQUd\nAFhtdAM0L11ERORA4ra6S35+Ptu3b298XVJSQn5+fpMyeXl5lJSUNClTUFBAJBLZb90OHTo0Hr/4\n4ou54YYbDime5pwjJIdHfZ9Ye/o/vCG2Q5vb68eyXTiCUSLAMd06xO3vaPQPe/LMv1fz1epy/nzj\nqbz51tfsSMknZDsJ16xPivdGMtxja6W+Tyz1f2Kp/9u+uCXpAwYMoLi4mC1btpCXl8fs2bN56KGH\nmpQZMWIEM2fOZOzYsSxatIj09HRycnLIzMzcb92ysjLy8vIAeP/99+ndu/chxaMHKBJDD68k1nf7\nv3rnTnBAMGrGNjKqjSXtHjO+/z4GFXVg4epyVm7cSUZNkJ2pqRRHOtKL4nb/3tD7P3HU94ml/k8s\n9X/iNOeHo7gl6U6nk6lTp3L11VdjWRbjx4+nqKiIWbNmATBhwgSGDx/OvHnzGDVqFD6fj/vuu++A\ndQEefPBBVqxYgWEYdOnShT/96U/xugWRdiUargMH1Di8YBqYodga6R3SvXG97kn98lm4upzPlpdw\nrN/PR8DqUCHHpG8mULYJb15hXK8vIiLSFsV1M6Phw4czfPjwJscmTJjQ5PWdd955yHUBpk+f3nwB\niiQRK9wAXthpeAAwwhF8Hicp3vjuaTa4qANet4PPl5dyw8hj+GzbDrb6OhGyndSs/0xJuoiIyD7E\ndTMjEWk9rGgDALus2Mh5NBiO+yg6gNvlYGifPHZVBwmYJv6SeizTyRq7O4HaDXG/voiISFukJF0k\nSVhWCIAK2x17HYqQkxH/JB3g5P6xB7+/XLODblETLJvlkSKiKQ1Y0WiLxCAiItKWKEkXSRK2HUvS\nq6xYkh4NWGSne1rk2n0Ls8hMdbNgZRndOmfi2xFgp5nNDm8OdcVLWiQGERGRtkRJukiSsIk9KFpn\nuwAIBy06tNBIumkanNQvn/pghLDXiX9rHQBLrD7UbP6qRWIQERFpS5SkiyQLM4odtQnufl481GC0\nyJz0PU7uF9tdeOm2SrJDNu66IOvsQkqjlS0Wg4iISFuhJF0kSdgOC8I2UcMJtk04bLfYSDpAYX4q\nnXL8LF63iy7ds0hbV4uNyZdpQ9i5Y2OLxSEiItIWKEkXSRYOIAKW6cQMW4SB7LSWS9INw+CUAQVE\nohZ1TgNfeYDsYAUb6cp7i+YQtfQAqYiIyB5K0kWShROIgu10Yoai2Bhk+N0tGsIpAzviMA0WbK7E\n43FQsLEakygr04bxz+VvYNlWi8YjIiLSWilJF0kClmWByyASdcSS9HCUjDQ3pmm0aBzpfjdDeuey\ndWc9OV0zqNni4JTIV4RML2tqu/C3r/9FVbC6RWMSERFpjZSkiyQBK1iHYRo02Lunt0QiZKa27Cj6\nHmcc1wmA0kgUMCjYVcUJxlJMRwZlkeO5d8FLfLz1C42qi4hIUlOSLpIEonWx0ek6UmIHwhEyU1tm\njfTv69sti44dUviyuBJ/moeNpfmc6FjGWYFlOE0XDvepvLqphge/eopttSUJiVFERCTRlKSLJIFo\nYE+S7gPACkfITEtMkm4YBuec1I2obRNJc1O2IxMrAsdYi/nlgB4U+l24nIVUWCfz0OJ5fFmyOCFx\nioiIJJKSdJEkEA3ENg+q3Z2k26FowkbSAU7un092uoeFZTWAk127MjHSTXw7N3D9sd2Y0LMAn9OB\n2z2EFzbs4vMS7UoqIiLJRUm6SBKIBmoBqDNiSXo0ZJGVwCTd6TA5+8RC6iMWzmwfW0vzAKhe+x8M\nw2BQhzRuG1REN7+J09mFlzdUsKFqc8LiFRERaWlK0kWSgBWOjaTXGbEHRyMhi8y0xDw4usfw4zqR\nk+Fl4c46yso7YFkQtLY1nvc6HVxzbE+6pNg4nJ14cuUyQtFwAiMWERFpOUrSRZKAFWoAoMGIjZ5H\ngyR0uguA2+XgkjN70WDbNPhS2bkrEyMTAqUbG8s4DINr+vbCawaJmr14fs1niQtYRESkBSlJF0kC\nViSWpAd2J+nhgJ3wJB3ghD65HNsti8XVDZSXdwCg5Jt5Tcq4HSZXHFMItsWyqhR2NFQmIlQREZEW\npSRdJAlYkSAAQdMDlo1tG/i9zgRHFVvpZdKYPjjdDr4uTce2oZqdBBqaTmvpnp5O99QQppnO82uX\nJihaERGRlqMkXSQJWFYsSQ873DhCUbwpLgyjZXcb3Z+8rBSuOLsPa4J+ana4ycis5b2XPyccijQp\n9+NevcGOsKk+nV0B7UoqIiLtm5J0kSRgWSEAIg4XZsgi1Z/Yh0a/7wf9Cxh3ag82b3ZiGGCyiTf/\ndwnBwLeJeobbQ4/UEKaZwovrNJouIiLtm5J0kWRgRwjbDmyHAzMcJd2f+Pno33feKd0J5Z8EQJec\nrZRsreaNWYubTH0Z37MPth1hQ22KVnoREZF2TUm6SBKwiNBAbPlFwhHS/a7EBrQPhmFw/thTiey0\nyMypJ+gKUF5Sw+vPLqK+LvZNQJbXS66nBsNM5d3NKxMcsYiISPwoSRdJBkaEILunuEQjpKe0ruku\nexiGgd/TDcM0OCZzOWXY7Cyv47V/fU1dTWxe/ajOXQFYsKM2kaGKiIjElZJ0kSRgmxaBaCwxt8NR\n0lvZnPTvyug7Etu26d+tlupUF9uxqdzVwFsvLCEcijAwpyNOqgha2ayvKkt0uCIiInGhJF0kGThs\nApHdSXok2mpH0gG8uV0xKkzMDvDbc/PxdEqNjaiX1fHvV5fHEvgsF4Zh8t6W4kSHKyIiEhdK0kWS\ngQPqrdjDolbYatUj6QBeX08AIpv+w22XnkDHfrlUY7N5/S4WfbmFs7seg21H2FTnwLKsBEcrIiLS\n/JSkiyQDJwTsWJIeDVukpbS+B0e/K7PfKOyoTTC6GZfT5Jpz+5PWqwNhbD79YB1WtUWqoxLbSGPJ\nrm2JDldERKTZKUkXaeesaBTDbdKwO0mPhGwyWvlIujszD6PSiZFpUL91FaZpcN0FAwh1SMGw4bWX\nljEoOw2A+du2JjhaERGR5qckXaSdizbUABAwYkswRoOQ2spH0gFS0voAULXmQwCcDpNrJh5HrcMg\nUBkgbZsX2w5REvAS1ZQXERFpZ5Ski7Rz0fpqAALERtKdhhOH2fr/6WcOGIUdsQgZ2xvnnWemejhz\nTG8sbJZ9vJUMRzUYKXxWqgdIRUSkfWn9v6lF5KhEA7EkPWi4wbLxepwJjujQOP0ZmFUejHST+uIl\njceHDuyIM9ePw7JJ2T3T5cvyHQmKUkREJD6UpIu0c9FAHQBBw4MZtkhthbuN7k9K1kAAqjf8p8nx\ni8b1JwrYKwLYVpCygEdTXkREpF1Rki7SzkWDsZ05w6YrlqSneRIc0aHLHDACO2gR9u7EioQbj+d0\n8JPXMwu3beCuqQHDx+Kd2xMYqYiISPNSki7Szlmhemx7d5IeiZLhbztJusPjw1GXgeEzqfzmgybn\nxo7tiwX4i20APitVki4iIu2HknSRds4KNxDCBYaBEYm2+o2Mvi+j22kA1JUvbHLc7/eQ3zOL1J0h\nsCJsrXdi23YiQhQREWl2StJF2jkrEmhc2YVw20vS/T2HYFdbWJlBwlXlTc6NHHUMWODe2YBt+FlZ\nWb6fVkRERNoWJeki7VyTJD0SJc3Xdh4cBTBNE49RiOEwqFj27ybnMrNSyOyYSlppbL76x9u3JCJE\nERGRZqckXaSds60QQXv36Hkkir+NJekAWf3OxrZsGkLr9jo3/MxeeHcEwLIortN0FxERaR+UpIu0\nc5YVahxJtyNR0trAbqPf58npjFHhxMg0qCte2uRc58JMfCkuvLuCREmnuKYiQVGKiIg0n7gm6fPn\nz2fMmDGMHj2axx57bJ9l7r77bkaPHs3555/P8uXLD7nuk08+Sd++famsrIxb/CLtgU2EILGRdCts\nkdoGR9IB/JmxNdMr132w17khwwrxlQcA+HCrdh8VEZG2L25JejQa5a677uLxxx/nrbfe4q233mLd\nuqZfVc+bN4/i4mLeffdd7rrrLqZNm3ZIdbdv387HH39Mp06d4hW+SLthEyFgf5uk+71tM0nPGnQ2\ndoNFJGVX4wZNe/QbVIBvZwBsmzVV4f20ICIi0nbELUlfsmQJhYWFdOnSBZfLxdixY5kzZ06TMnPm\nzOGCCy4AYPDgwVRXV1NeXn7Quvfddx+33nprvEIXaV+MaON0FzMKpmkkOKAjY7o9uIK5GB6TXYtm\nNznn9jjp2aMDnsoQlplJeUPdfloRERFpG+KWpJeWltKxY8fG1/n5+ZSWljYpU1ZWRkFBQePrgoIC\nSktLKSsr22/d999/n4KCAvr27Ruv0EXaFdu0CFixkXRnG38MJevYMdi2TUPDir3OnXhyIb7yBgBm\nr1/T0qGJiIg0K2e8GjaMQxutO5zNRwKBAI8++igzZsw47Pq5uWmHfB1pXur7xDKcdmx1FwNSXJ62\n/feRexw7lz+PlRXG2LGcnGNP+vZUbhpZby+jElhbGWw199la4khG6vvEUv8nlvq/7Ytbkp6fn8/2\n7d9u011SUkJ+fn6TMnl5eZSUlDQpU1BQQCQS2WfdTZs2sXXrVs4//3wgNlp/0UUX8cILL9ChQ4cD\nxlNeXtMctyWHKTc3TX2fQLm5adgOYkm6ZeN2Otv830dK9vHU2l+wedE72Dn9mpw7aWBXtlRXE/Zn\nsnbTDjJ8ngRFGaP3f+Ko7xNL/Z9Y6v/Eac4PR3H77nvAgAEUFxezZcsWQqEQs2fPZsSIEU3KjBgx\ngldffRWARYsWkZ6eTk5Ozn7r9u7dm08++YS5c+cyd+5c8vPzefnllw+aoIskNReEcGNGLHwpcftc\n3mIyB47ErrOIplcTrm26ulOfAfl4dzSAafLSiuX7aUFERKT1i9tvbKfTydSpU7n66quxLIvx48dT\nVFTErFmzAJgwYQLDhw9n3rx5jBo1Cp/Px3333XfAut93qFNqRJKVFQ5hOE2ClgszYpOaktiR5eZg\nOpy4I50I+0uoWPwGeadc3njO43WRZ0apAdZVBRIXpIiIyFEy7MOZFN6G6WufxNBXbomV5grwzRfT\n+Uf4Yswai6EuL+edvvcH3rYmuHMbJRv+AXU2XU+7E9P89kvBdatK+WfpLqJuuOXY7uRm+BIWp97/\niaO+Tyz1f2Kp/xOnTUx3EZHEC9VWErVNooYTM2yRnu5NdEjNwtOhE2alFyPdpHr5/CbnuvfKxbur\nHhxOXlm2MkERioiIHJ2DJul33nknq1ataolYRKSZheuqCRHbvMiIWqT63AmOqPlkdD0dgJqST5sc\ndzhMOrotAIpr6g9rBSkREZHW4qBJeo8ePfjFL37BZZddxuzZs4lEIi0Rl4g0g0hDLUFiibkRiZKW\n0jZ3G92X1GNOwq60sbJCBEo3Njk3YnAPzLAFaZms21qVmABFRESOwkGT9MmTJ/POO+9w/fXX8/rr\nr3PWWWfxt7/9jbKyspaIT0SOQiRQS3D3SDrRKKm+9pOkm6ZJiu9YDNNg1/K3mpwr7NQBT2UdttvN\nv1dsSFCEIiIiR+6Q5qQbhsHgwYMZNmwYhmGwePFiLrroIv75z3/GOTwRORqRQB0hOzaSbkfaV5IO\nkH3cWOyARdhbTjRY33jcMAw6emPf+m1rqCdqWYkKUURE5IgcNElfunQpv/3tbzn33HMpLy/nX//6\nF08++SRvv/12k50/RaT1iYbqG0fS7YiF39f210n/LofXj6shB8NrUrFodpNzIwd2h6iNkZ7Oyk2V\n+25ARESklTpokj5lyhQGDx7Mv//9b26//Xa6dOkCQGpqKj/96U/jHqCIHLlIqIHQ7jnpWBYOs/0t\n6JTV7xxsy6au/psmx7vn5uGuqcPye/lgaXGCohMRETkyh5SkT5gwgZSUlMZjn34aW01h4sSJ8YtM\nRI5aNBJofHDUbKczPnwFRRgVLoxMg+rVXzQ5l+8OAVASqiUcaacdICIi7dJBk/Tp06fvdeyBBx6I\nSzAi0rysaJCQHZvu4qT97tCbVnAyAFWbPmxyfHjfzmDbmBnpLFu/MwGRiYiIHJn9TlDduHEjGzdu\npKamhnnz5mHbNoZhUF1dTSCg7bZF2oKoFWocSXcZ7W+qyx4Z/c6g+qP52JkNBHeV4MkuAODYvM44\nly8mkp7CR0u3cHzv3ARHKiIicmj2m6QvXLiQV155hZ07d/L44483Hk9NTeWOO+5okeBE5OjYdrhx\nMyOvs32t7PJdpmnidRQRdGxg19I36Dj8WiC2yksHRwOlhp/SUA2BUASvu309PCsiIu3Tfn9bXXjh\nhVx44YW89NJLXHTRRS0Zk4g0E8uONI6k+13tN0kHyB58Htu++Sshx1asSBhz94eSk3vm8tp2G2dm\nGovW7ODk/gUJjlREROTg9vv99+bNmwEYNGgQa9eu3es/EWn9bCMam5Nu2aT43IkOJ65cqZk4ajMw\n/CYVi99pPH5i5544GhoIZ/n5bPG2BEYoIiJy6PY7kn7XXXfx2GOPcf311+/z/Ny5c+MWlIg0D9u0\nCNpuzIhFakr7HkkHyDpmNDt3vkRd5SI6cB4ApmGSbtRR4fCxM1xLfSBMirf994WIiLRt+03SH3vs\nMUDJuEhbZps2QdyYEZtUvyfR4cSdv7A/O9e8AtkWdcVL8XcbCMCQrunMKQdndipfr9nBKQM7JjhS\nERGRAzvocg8bNmxoXM1l/vz5PPbYY1RVVcU9MBFpBk4I4cKIWKSlt+/pLnv4s44HoHLtnMZjp3Q5\nBiMUItzBzxeLtycqNBERkUN20CT95ptvxuFwsHnzZqZNm8bmzZu5/fbbWyI2ETlKUaeDqOHEDFuk\np7b/kXSArIEjsRssIimVWKEgAF6nG3+0GstlsrOhhtqGcIKjFBERObCDJummaeJyuZg3bx4TJkzg\nrrvuYvt2jUSJtHbRYANhR2z03IhG8fuSYx626fLgbMjC8JpUfvPtdL1jC7wAuHNSWLi6PFHhiYiI\nHJKDJumhUIgdO3bwwQcfcPLJsV39LEvba4u0dtGGmsblF4lYSZOkA6R3PxWAup2LGo+dVXgMRKKE\nO6Ty5VINNIiISOt20CR90qRJjBkzBp/Px6BBg9i0aRPp6ektEZuIHIVIQzXB3RsZEY3i9ybPJj7+\nHsdjV1tYmSHC1TsByPCm4g1XEvU52VlVQ3V9KMFRioiI7N9Bk/Qf//jHLFiwgEceeQSAzp07M2PG\njLgHJiJHJ9pQQ8jePZIejeIwD/rPvd0wTROP0RXDYVCx7N+Nx3tmGwB483ya8iIiIq3aIQ2tffrp\np2zatIlIJNJ47LLLLotbUCJy9KxgXeNIuhFNvilqmceOpnTzkwQC326+dmb3IpZ/s5NodioLlpZw\nxnGdExihiIjI/h00Sb/99tv55ptv6NevHw6HoyViEpFmEA3VEdo9J92w7ARH0/K8uV0xljgg26Kh\nZB2+giI6p+bgCm4gnJ7JjmVlVNWFyPAnx9KUIiLSthw0SV+0aBFvvvkmLlfyPHQm0h5YoXqCZiwB\nTZ7Z6E15U4oIsIaq1fPwFRQB0Dk9zMYw+PO8fLWqjLOGdElwlCIiIns76CTVgoICbDv5RuFE2jor\nHCBkxz5cOw/+T71dyjx2BLZlE4puaTx2amEsKbeyU1mwrCRRoYmIiBzQQQfYunfvzuTJkxk5ciRu\n97dfC2tOukjrZkUaCLozAHCbyTmW7s7Mw6jcPeWldAO+/B4cm9UVM7CQYGYa9Ut3UFETJCstOTZ6\nEhGRtuOgv7mDwSBdu3Zl9erVLRGPiDQTywoR2v3gaIorOZN0AK9v95SXVR/iy++BYRjk+hootdPx\n57n5alUZI4d2TXSYIiIiTRz0N/f999/fEnGISDOzo8HGzYzSPMk7UpzR70wa1q0mFN3ceOykznm8\nvgXokMoXy0uVpIuISKtz0Imq9fX1PPzww/z6178GYN26dbz//vtxD0xEjo5th2Nz0i2bNH/yPvjt\nySyITXnJhIbSDQCckNcDI1RPMNvLrpIadlUHEhyliIhIUwdN0qdNm0YkEmHFihUA5Ofn8/e//z3u\ngYnI0bGJEMKNGbVI9SfvSDrw/9u78zA56vve9++q3pfZl+6RRqNlhJCEkMCAWY3QghAWCCsoPiQ3\njmNwICex2YKd+Doc6wRsxQ8nhOdeXzsoGOKYe0Lsy2IHsIOR8AjMDtolhNaRRrNq9ume3qrq/tFi\nQEZCC5qpmZ7P63nmkbpU1fr2d7pnPv3rX/2KYGgaAL07fwuAz+Oj2NuH4zUprvDx9nvtLlYnIiLy\ncScM6Tt37uQb3/jG0Emj0WhUq72IjAGOkSONDzNrUxQd32uBl8xcmF/lJffhlJd5sSIAzMoIb25v\nc6s0ERGRYzphSP/oii6QP5FUIV1k9HMMmzR+jJxDSXHQ7XJcFSiPY/SYUAapjnxQv2LCDMhlSFWG\n6G7t53DPoMtVioiIfOiEIf3CCy/kRz/6Eel0mjfeeIM77riDhQsXjkRtIvIpWCZYeDWSfkQgMBmA\n3vd/C0DUHybkdGH7PRSX+nhrp6a8iIjI6HHCkH733XcD+WkuDzzwAHPnzuXrX//6sBcmIp9Oxptf\nvEzAVfsAACAASURBVMmwLKIhhfSSsxcAkE7tH9p2dlV+rr63MsxbmvIiIiKjyCeG9M2bN3PPPffw\n7LPPkkwmqa2t5YorrsDrHb9rLouMFWnvkZNFLZug3+NuMaNAsGoSdINTapPuyV9pdP6EerAs0lVh\nutsGaO9OulyliIhI3nFD+oYNG7jllluoq6vjrrvu4o477mDSpEnccsstbNy4cSRrFJFTZNs2mSMh\n3bAsDMNwuaLRwe+dhGEa9O54CYBYpAKv1Uku7KUk4uEtrfIiIiKjxHGHxP/lX/6F733ve1x99dVD\n25YsWcK8efNYs2YNP/zhD0ekQBE5dXY6ScbwgwNYltvljBolZ11JR+v/Syq5Z2jblFLYnQR/dX7K\ny7JLp7hXoIiIyBHHHUnfvXv3UQH9A4sXL2b37t3DWpSIfDpWso80+QsYmbZWY/pAqKYep8fBKbHI\n9nUCcMWESWDbpCvDdHckaO3SlBcREXHfcUN6KBQ67kGf9G8i4j4r1U+G/MmippZMPYrfnIDh+XDK\ny1mlkzCynWSL/ZQGPby1QyeQioiI+44b0jOZDLt37/7Y165du8hkMid15+vXr2fp0qUsWbKENWvW\nHHOf+++/nyVLlrB8+XK2b99+wmMfeughli9fzg033MCXv/xlWlpaTvaxiowb1uAA6SMhXad5H62k\n/goAkv3vA2AYBjXFaQAC1SGFdBERGRWO+/s7nU5z6623nvYdW5bFfffdx2OPPUYsFmPlypUsWrSI\n+vr6oX0aGhpobGzkhRdeYNOmTaxatYqf/exnn3jsV7/6Ve68804AfvrTn/KDH/yA7373u6ddp0gh\nstIDZJz8dBe/ecKVVseVcO0snD02lGTIJfvwhou5NF7Dk/sdMlVhut9pp/lwggmVEbdLFRGRcey4\nIX3dunWf6o43b95MXV0dtbW1ACxbtoy1a9ceFdLXrl3LihUrAJg3bx59fX10dHTQ1NR03GOj0ejQ\n8clkkrKysk9Vp0ghsjPJoZH0oEdj6b/P58TJedvp3f4SFRfewNzK6Ty5820ypRWUBvKrvNxwxVS3\nyxQRkXFs2IbY2traqKmpGbodi8Voazv6Y+T29nbi8fjQ7Xg8TltbG+3t7Z947D/90z9x1VVX8fTT\nT3+q0X6RQmVnkmSOnDgaDehCRr+vePKlACR7dgDgM71UR/MnjIargry5vRVHc/lFRMRFwzbEdrLr\nMp/OL8K77rqLu+66izVr1rB69WpWr159wmOqqopO+f+RM0O9H3m93hxpJx/OY2XF+h78noqKy+h6\n5mns4hSlEQNfOMqSGVN5fHuOTHWE/nfbGbRgcs2n75t67x713l3qv7vU/7Fv2EJ6LBY76qTO1tZW\nYrHYUftUV1fT2tp61D7xeJxcLnfCYwGuu+66kx5J7+joP9WHIGdAVVWReu+CwcQAmZAPHIeAx9D3\n4Bi82Upy0S72vvIc5ed/nrNCkyDzDunSMsp9Jr9+dR9/cOW0T/V/6PnvHvXeXeq/u9R/95zJN0fD\nNt1lzpw5NDY20tTURCaT4fnnn2fRokVH7bNo0SKeeeYZADZu3EhxcTGVlZWfeOz+/fuHjl+7di2z\nZs0arocgMmbZVpoMfjw5i6Jo0O1yRqWiSZ8FING5FchPeamMJMAwCFXlV3nRlBcREXHLsI2ke71e\n7r33Xm655RZs22blypXU19fzxBNPAHDTTTcxf/58GhoauPrqqwmFQkPTVo53LMCDDz7Ivn37ME2T\nuro6Vq1aNVwPQWTMcuwMaXx4LJuSYs1JP5ZI/YV0vfo8TjSJlU7iCYS5LBbnl02QioVJb+jgQNsA\nk+P6yFhEREae4YyToSJ97OMOfeTmjoMvPsC/lFyHZyDH1z8znfISXYDsWJrX/YBcWReR3FwqLvoC\nWTvH/3j9bQxvOaFXWjhr3gRuWnTWad+/nv/uUe/dpf67S/13z5iY7iIi7sk5Fjm8GFmboohG0o+n\n9KyFACT6PpzyEgvnp7z4Y2He2NpCzrLdLFFERMYphXSRApT64AJGORuf1+NuMaNYeNJs6AanzCLV\nvh+A+RMmgWOTjIfxD+bYsqfT3SJFRGRcUkgXKUBp80gwz2kU+ERCoRkYhkH3jhcAmFc1Haw2ssV+\nKsI+Xtnc7HKFIiIyHimkixSgjDd/ISPDVkg/kdJzl+LkbDJmM7ZlYRomU4vzp+rYsTC793TRl8i4\nXKWIiIw3CukiBShj5uehmwrpJ+SLluLpjWJETXq2vgjA4trpOHaOZDxMuQOvb287wb2IiIicWQrp\nIgUo4zsS0sfH4k2fWmn9YgAGDr8FwJTiCXhpJRf2UlTk43cbm7VmuoiIjCiFdJECY1s5Mp4AMIwX\nQigw0annQZcB5TaJxi0YhsHssvyylamaCKnOBAfaBlyuUkRExhOFdJECYyX7SZMfSfebhsvVjB3R\n8gsB6Nr1KwCunnQ2jp0iGQtRZRi8rBNIRURkBCmkixQYa7CXjJM/cTTo1Vj6ySqduwSn18EuGyTZ\ntIPKUBkRTwe234NRGWLL1layWi1HRERGiEK6SIGxBgeGRtKLAj6Xqxk7TI+HaNEFGKZB53v/CcDF\n1eUAJGrClGRsNu0+7GaJIiIyjiikixQYK9VPhnw4LwmFXK5mbCk779r8aHr5IP1732X+xHOwrU5S\nlUGK/CavvNvkdokiIjJOKKSLFBgrnRgaSa8qCrtczdhiejwUV1yRv7jR/ufwGh4mRTJgGCTjEXoO\n9NLdn3a7TBERGQcU0kUKjJ1JknF8GI5NealC+qkqO3cRdHqhzKH73We5ZlI9jmORmBiiAnh5g0bT\nRURk+CmkixQYO5skjR+PZSmkn6bKWTfiWA4DqXeZGizFb7STC/uxiv1sebcZW2umi4jIMFNIFykw\ndi5FBj8ey6a8NOh2OWNSeOLZ+PrKMSImba//lHnlEQASE8JEUjl27O92uUIRESl0CukiBcbOpUjj\nw5OzKFVIP23VF/8pTtImG2njKl8Qx06QiAfxmSYvv7zP7fJERKTAKaSLFJiUncHCi5Gz8fm0Tvrp\n8kZKiPrPw/AaDLz/DJWBfvB4SVYHSTb3MzCYcbtEEREpYArpIgUmdWS+tJGzXK5k7Cu7YDl0GVBh\nsTDVAcDAlCAhYO1vNZouIiLDRyFdpMCkDSP/F10d81MzTZOKs1bgWA7l2c147DaykTCZiJf929pw\ndAKpiIgME4V0kQKTMjwAOJYC5JkQqZuTP4k0anJ5Yi8AfVOD+HM2Gza2uFydiIgUKoV0kQKTNvPz\n0A2F9DPmg5NIZxTtx7CSDFaFsU2Dt19tdLs0EREpUArpIgUm48lfbVQv7jPHGykh4p+H1wvnZvaA\n6aNngh+rP82hpl63yxMRkQKk3+MiBeaDkK51Xc6s8gtugC6Dc6N7wXEYnJLvc8Pa3S5XJiIihUgh\nXaTAZI+EdL9puFxJYTFNk4rpK4g6CWqtQ9iBYnqjJj0t/fR0Jd0uT0RECoxCukgBsW2b9JGQHvZ4\nXK6m8EQmz8HsDnGOP38CaWKGFwN4tWGvu4WJiEjBUUgXKSB2aoAM+ZAeDfhdrqYwVcxcTp1ziIid\nIFdaSsILje8fpr835XZpIiJSQBTSRQqIlewlgw+AklDQ5WoKU7h2Jr6eEHO8uzAMH13TDHBgwxsH\n3C5NREQKiEK6SAGxBvtJHxlJryoKu1xN4SqfdQOznF14nSzOxBJShsP2jS0kExm3SxMRkQKhkC5S\nQHKDA2QcH6ZjU1GikD5cwhNnEOoxONvch2FGaJ/o4NgOm99qcrs0EREpEArpIgXEygyQxo/XylFS\nrOkuw6lk0gLONXeC42BPi5DFYcs7h0insm6XJiIiBUAhXaSA2Okkafx4bItIRCeODqfisy+htGeA\nyeYhPL5yWittclmLre8ccrs0EREpAArpIgUkl02QwYcnZ+EPaAnG4RYtu4DzzPcAyM0IYAGb3m4i\nm8m5W5iIiIx5CukiBSSVTWHjwbQsDEMXMxpupXOvIZ5sY4LTijcUo7XcIj2YY/vGFrdLExGRMU4h\nXaSAJHP5EVwzZ7lcyfhgerz4rQlc4NkGQHqmH8eATW8exMrZLlcnIiJjmUK6SAFJWvlwbiikj5jy\nc5ZRY7cRz7XhC8VpLbNIDGTYubXV7dJERGQMU0gXKSCDTv5Pw3LcLWQcCVROxNPr50J/fjR98Gwf\nGLDh9QPYlkbTRUTk9CikixSQlHHkZFFb4XAkFcUvYaLRRlW2HV+4hvZyi76eFNs2NrtdmoiIjFEK\n6SIFJGP6ADAcnTQ6kopnz4cBm4t9WwBInJ1f/vKVtbtwHH2qISIip27YQ/r69etZunQpS5YsYc2a\nNcfc5/7772fJkiUsX76c7du3n/DY73//+1x77bUsX76cr33ta/T39w/3wxAZE7KefEj3GFp+cSSZ\npkmASdR626nItOMNxemscuhoG2D/rsNulyciImPQsIZ0y7K47777eOSRR3juued47rnn2LNnz1H7\nNDQ00NjYyAsvvMB9993HqlWrTnjsFVdcwXPPPccvf/lLpkyZwsMPPzycD0NkzMh48iO4Qa/X5UrG\nn7LZS3Bsh8tzmwDon5H/Xrzz6gGNpouIyCkb1pC+efNm6urqqK2txefzsWzZMtauXXvUPmvXrmXF\nihUAzJs3j76+Pjo6Oj7x2MsvvxzTNIeOaW3VKgoi8OFIesSvkD7SApWTMLq9TCg+TInViSdYTW8c\nOlr7adrf7XZ5IiIyxgxrSG9ra6OmpmbodiwWo62t7ah92tvbicfjQ7fj8ThtbW20t7ef8FiAJ598\nkvnz5w9D9SJjT/bISHpJyO9yJeNTpHQOAAsH81ch7akP4ADvvtroYlUiIjIWDWtIP9krHp7uR8E/\n+tGP8Pl8XH/99ad1vEghsa0c2SMnjlZEwi5XMz6Vnns1Ttqm2r+fCL2YwUr6J5g0H+ylpanX7fJE\nRGQMGdbPxGOxGC0tH14eu7W1lVgsdtQ+1dXVR01XaW1tJR6Pk8vlPvHYp556ioaGBn7yk5+cVC1V\nVUWn+zDkU1LvR0aqp4M0+RH0mZOrh/qu/o+kIjpeKyNT0st/8yd4NFlC97QARc2DbH3nEHPPr3W7\nwHFFz313qf/uUv/HvmEN6XPmzKGxsZGmpiaqq6t5/vnnefDBB4/aZ9GiRTz++OMsW7aMjRs3Ulxc\nTGVlJaWlpcc9dv369fz4xz/mpz/9KYFA4KRq6ejQCjBuqKoqUu9HyGDLIdKOH49j4cGgo6Nf/XdB\nZOKlZAZ+TaDlNYrKrqY/UE5iQhu7d7SzZ1c7xaUht0scF/Tcd5f67y713z1n8s3RsIZ0r9fLvffe\nyy233IJt26xcuZL6+nqeeOIJAG666Sbmz59PQ0MDV199NaFQiNWrV3/isZBfsjGbzXLzzTcDcN55\n5w2tCiMyXuUGe0njx2flCIZ8bpczbkXqL6Tr5edxStP82Yxa/q8dvXRPDRFp7ue9za189sqpbpco\nIiJjgOGMk7XB9I7SHXo3P3J6tjXwULISfybL3146D9M01H+XtDY8Qqa4mTJjDv+YqiHjqaRyYweV\nGfiT/37J0OpUMnz03HeX+u8u9d89Z3IkXb8pRApEOtlHBj+eXA7T1BVH3VQyYwEAPV07uH5aHQDd\nU3wk+jMc2NvlZmkiIjJGKKSLFIiewQEAPFbO5UokVFMP3WCX5JhjAlYPuZJickEPOza2nPB4ERER\nhXSRAtGfSQNg5iyXKxGAQGAqhmnQ896LnF8ewDBMeuoCNO7tYjCZcbs8EREZ5RTSRQpEwrYBhfTR\nonTmIhzbIZ1t5Lpps3CcNIM1YWzHYe/Ow26XJyIio5xCukiBSB15OZvWuDgXfNQLVEzA0+uFUnDa\n91PhGwBvgFR5gF3bP371ZBERkY9SSBcpEBnTA4ChjD5qlFacA0DvrpdYMHFC/u+1AVoO9jLQn3az\nNBERGeUU0kUKRMaTXxvdawzr5Q/kFEz47DKcnEOGZuaVTwC7l2xFBMtrsHtHu9vliYjIKKaQLlIg\nsp781XcDvpO7Cq8Mv0BxOWavH6PYJHVwK5OjFhgmg1VBtm5sdrs8EREZxRTSRQpE1uMHoDjod7kS\n+ahw2bkA9O17hQUTJwPQX+Onv2uQ/t6Um6WJiMgoppAuUiAyR0J6ZSTkciXyUaXnLMDJ2mS9h5le\nXI3h9JArDWN5DTZs0Gi6iIgcm0K6SIFIm/mQXlNa7HIl8lGeYASzL4hRZJJs3ExtOHdkykuI7Vt0\nYSMRETk2hXSRAmBbFhnDj+lYlEU1kj7ahEtnA9C3/1Uui9UAkIj7sRMZDncn3SxNRERGKYV0kQJg\nJXtIEcDvZAlHNCd9tCmZfRVOziZrtnNuZR2O3UOmNIhjmqxbv9ft8kREZBRSSBcpANmBHtL48dk5\ngiGf2+XI7/GGizF7AxjFJoMHt1MVyIDpIV0WoHFXF7atxe1FRORoCukiBSDR00UaP14rh9fncbsc\nOYZQydkA9O19lfMqywFIxvyEchYbd3e4WZqIiIxCCukiBaCzvwsw8Fg5t0uR4yiZtRDHcsjQwqXx\nehwnxWBlABOD9a81ul2eiIiMMgrpIgWgN9kPgDenkD5a+aKlGD1ejBIDp20fYbMXx+cnG/XR1TJA\nu04gFRGRj1BIFykAiUwaAFMhfVQLRc8CoG/3y9QX50/wHawKUAL8VlcgFRGRj1BIFykAg0dOPDQt\n2+VK5JOUzlqAYzmk7UNcFq/DcWxSsQBhDN7c3EJO3z8RETlCIV2kAGRNAwCPFgkZ1XwlVRi9HoxS\ng1hyEMPpJBMOYPlMzMEsW/d2uV2iiIiMEgrpIgUgY+aXXfQZWtlltAsGpwDQv+cVqoNZMAxS5QFK\nMHh5s6a8iIhInkK6SAHIeAMAhH1BlyuREyk+60oAUqlG5lbkl2JMxwKUGgabd3fSm8i4WZ6IiIwS\nCukiBeCDkF5WUuRyJXIiweo6nB4Hp8TignA5tp0gWRbAcCDkOLy2tdXtEkVEZBRQSBcpABlPfqWQ\nWHGxy5XIyfAbcQyPQW7v2wTNbhyvl0yxjzLD4JUtLTiOTi4QERnvFNJFCkDaEwDHoToadbsUOQnR\nuosASPbsZGpR/g1WujJI3O+l+XCCvS19bpYnIiKjgEK6yBiXsyzSRoAAGaJRzUkfCyJTzsNJ2NjR\nJJ8tr84vxVjth7SFD3h5U4vbJYqIiMsU0kXGuER3FykC+O0swZDP7XLkJJimiSddghEwibc34dgd\npI8sxTgh6OPNHW2ks5bbZYqIiIsU0kXGuO6OdlIE8FlZfH4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VVv4oIEMNxaSststAe6GAdonH/OvhKoXrerzx8pd8d59e9N29rN5t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CAAAg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LqHoU1bGIkCcx+woCrrd9gCIr7ZcBCNbH2b3hIHve7CkVIgZGjOT9qHcw6EeoQyfu+XksIr5V\nnzK5TkUCgUAgOINMlAMNlFp8T3YEWh0toKOV426jRMqPj0SRASJTl+I6LnllD1JIRipOfC6K7qWI\naKqJaeRRFBfJPloDKHqcmOT3crBkigW/SNCyUOxyOqRm+SmXkeqSF/Qb3V0M2N7vbqU8zPzGVwFw\nXJn+lOfAIZkmiuUQztlIkkSo2cVS4jh2ivSWEJK1n8ZgD5c3zsZ1DfAj8H/c1jVmnCmzrGm6Ta8Q\ncST/WVVkhv7E3g4gnTP4Pz94mRffGLuvEX618RD/9bwXOB1pTb778DCmdW5Y4p22hKS6ujo6O8vC\ntauri7q6sQn30Wg5B2n16tXcf//9DA0NUVFRwbGorAyjqifWdrpvcwfgecPX1BwnwuoX8qluCMMF\nye+yp4YVXN/9wrOY874oolqWrB2mINmlfeckC1wvHzlCOQJdYfriVg2NO46heIwUIEk2AVWm4ELK\nKFBTE8MZPcdRVOKJMAVnEPQQCYbAcGiatxB9z5sQgCbjCNPMPNFIlmx9hEhHgRfX7UOa4+2nMhKl\npiZGb9CT+IGAJ6DrW5tQA+MXVZwoETPNgJIkFJCOf73fgZyP5/xOQty/cxtx/yaPQK6C/n6QJXnc\n+3DQ14HReOyY9+lM3D87odPlBzjrWqcSrDj6mAWtmT5/sTwcSZTHVbMEu+cNBuWtAIQCVROOOV9Z\nTSG/G103CY4UEKrho15j1NQRGz7g/SEFUBwvPUS2LLRRATTNNqmpiSE3TyW2/3VwIeUUifkif271\nXsJK0WvHLslkbAtFiaL5KSHV3Q5DSYvYtCYkSaGY7WTu1Bq++t5Lkf0V6qD8KkW3ilBskJfe7OHj\nNy0sBUMLUlnUZuSipyOGPW0zd1qSLXv6CMdCREPlQtFf/HwbeztSBIPdrLli5lHX6LlX2hnKGPzl\nrYuh3RPlpuXQn7VYMOPYOvDt8Mqb3Tz4w5f5f+9ZTWNNWYPe/+gfqakMcffNR3eWPBanTUDPnz+f\ngwcPcvjwYWpra/nlL3/JN77xjTHb9PX1UVVVhSRJxzEISwAAIABJREFUbNmyBWBC8QwwODh+l5wf\nr93N5t19fPkTy1EVTyxu3+sV8g0OF+jtTU+4X3kkS1jRaO9MldpkK8EAjuUtiwSlQYp4fpANIZXd\nGcg7ZmnfncNDEK8gSJGQ313IdQ2kvDe7lOXguOOw/SLCbNFEsSRQIGsa/rblGb2rqrR3DPH6ocMQ\nDlElDSENq/T3Zwn4yzsNTpZwcj6rzZf4pbuavkUVaK/04CoxZGxUNUJvbxrHN5GXZXBsGExZwMTX\n6HgEzSz4E/bjXe93GjU1sfPunN9JiPt3biPu3+RSyHoK2XGO8d3vC+i8IY37/Jm8f67lgCwxXNBI\nj3NMx9ZwXRdJkrDcwJhxxRbfRH5DhnxgH1rlrAnHbOIVI+q6SSjk/T67hI56jakmCVNAch0kJYjl\nNyXTXAdlVD2+Zln09qYxlUoS/m91IK6hKyFsICkNoQybEAVVVtnaeQSCMUI5g0uWvc62HTNoDVkc\nLHgaZlYiwieuWEh/fzkNtSYIh/PQOCfAnk05Nm3tYNoUL2qfMctBwaLq0Nub5kBniqp4kMaaKFv2\n9LF7fx9NvigdyhT5xR/2AbDr0CAdncNoo/pk5IsWAykvgLe/fYAjXeVasxdeP0J9Ynyf7rfLK9u6\nyBYsXtrSwaULvTTj/uECL+/oRgKuWDiF6opyMHGiSdJpS+FQVZUvfOEL3Hnnndxwww1cf/31tLW1\n8eMf/5gf//jHAPz617/mfe97HzfeeCNf+cpXjhLYJ8POQ0P0DOUZSJVv8sFu702WH+VfeExG2mcr\nCv3pQmmpSdFDKLr3/1kV3g113QLT4t4yz+huoNmi9yEJYhDxUzgUNw/uiG/j+DdC8SuDJdlG6ffG\nkfOraDU/HyJEHktRyRctulPeeVVKKVTZG8fK6RewLLuFKy9+D/HZq2iyOrhUeQVH07CW6DiygoaF\n7i9bjTaUd8tOfG+L2RUJWooHWD5v+anZoUAgEAjOemR95PfkGJLCF4KKdvINu045JlB0jyrmG0FW\nFCh6kV9lnDzp2lUfonnh/6Ji/hUTHmYkRUTXTeoqvR9ZVT9aA4Sa5yJlbWJSFjcQQNK93/ywrhJS\ny9FczfEiwEqsiganC9m1CSQrUUIhFGwqhrIE7CpULCRVpc/PWa7WhqhKDlNf18ef1c5DpQvXLXLT\n3Lkof9IC/eLaWlzXIRONIinumDxoY3Sfdl1lMF0klTWYUhvGinrPjba3e/rFgxiWQ2UsgGk5JT02\nQvdgDiUMahyGM0YphQNgx0HPBWQ8P+q3S9ZvCDNaK+4+7BUuusD61ztOeF+n1VNm9erVrF69esxj\nt912W+n/t99+O7fffvspOdZg2rsYvcMFaivDpHJGaXYz2r9wPBzHJSBLGACSxEAuiyx7b3RZiQIS\nrl2k1ahkKw4KeWqCSSCHq4yaUfnNTzTbQMNklrEPOxBHVrw3hhI6Rs5VMAoGhHQTuxeohYLt7Wsk\nlSRBhi65hlShiOFb61SSIt56KQBTm+cwtXlOaZ9h9wLmD+7njfhM+vRKVNv2BLTfdlQe5YHpmqcm\naXnlkstZeUr2JBAIBIJzBT1RgzpURahuzvgb+DpIOgsEtG5MwR3Pb280JhA8dm2QrB8/OqrFqqEX\ndM0krntCVB1HA8iyjGbXE5OypPQYBT/yGovGieTLAtY31ECWZeSCS3Ogk4N6E4bmUsUQoWALjqQR\npIihqqQNTyhW6Z44jITzZAYN/tfii+jND1MXLp+b4zhsXL+f6bNrqNI3M2BOIb5QoX+4LDItqTw9\nUgPhktVdrj7HVieCXmeXCglNy+Z3r3dQnQhy07um8//9Yju724eY0Vg+ZmdfluSySiRZZTCdJ5U1\nkBSJWEBlf0eaH/56J5ve7OF/f2gpdcm316diNFlfD/aPEdBe+ogsSfz+9Q5uvHRaKZNhIt4RnQhN\nyyGV894sfUNetPdQV3m2c7wIdNG00bXypRiycqVcZ0lSUNQ4el7izee6qNYOclG1TM1I9a2qYNkO\n2YKJ4VvOqEUTuyCzQnqNd4Wmo2p+NDlSNe7xRyzkqoNZZMv7YBf94gFXVVGxCPspIX3ZDPgVz4nM\nENFp4+fr1FzyFzRf9b+oynZjo1JUAmhYaHHPg1LWRwloW1T9CQQCgeCt03DFX1G54MrxnxyJQOtv\nr87mVDDl8rtouPxTE24jjfg/x5Jv+ThKNInruNTog0TVfuDoJiojVMy8ouTE0R2opdruY+mCy0jE\nyymtkUC5aNE1ZGYpfjK3JJGUhoi1rSQYqyVIEVvRGHHNrQt5qayRSJ7B/hxhLcTU+NhxHDk4xOaN\n7az9xQ4+PnsJrjNMKNnIgWx/aRvbz5N2XQNZjfHLjQcAyPt6JFhbtrI72JXBtBwWzKhis9uNXu2U\nROoIW4Y6UdQoshykPT3MYCFP7WV1JC/UcFyX3752hEzeZF9HilNJJm+ihNUxriG7Dw+jqzJXLGkk\nlTN5ZWfvBHso844Q0IOZIpIOSlSiz58xHRgloHMnIKBdpRyMzytH27EoeZtC3uRTMy/jz6ZfRLo9\nj+vayKpOtmCxeXcfUc3vLmg6OEWFYNDgyIG+UR2Iasc9vhL0coYCchHJ8vZhug6W7eCo3owy4MXH\n6exLI8cUFGyqOb5zRpLysoiKhRL1vhBGN04Z+bIQCAQCgeCUM2KfehYI6BNBsjVc20U/xm/2iTCS\nCiKrFraaxjUdIi0Lxt023DibcN7TLBIOl4WL6FqAyoqy0K2MlR1EAq7CVKkTyV+prigOEp4yg0Cy\nkYBkYMsqst8xuTboRYoj4TyDfeNb+h4+4HlADw/k6diZYq4vLboZJV79dA/ZGUaSFHqNDHVTdFzZ\n21iNhUsCes8RTywbySzthTDx2SF2Hx7CGZWS0e6WLfDac4MMqCkkWSMfiBOJqDQu0Km9vJb9qaOb\nurwd+qND1KyYQi/eGHMFkyO9GaY1xrl0UQMAr+0+nwR0qkDFhRrVF9fR6XfxGcm3qYwFyBetCXNp\nioaNM0pAqxEvN2pEzAIoRS+6PNSfo7sjxbP/swPZtJEUnUze5OU3ewgGvNeFkJHtAJIEh/YcIlBq\n4z3+h1GNeG9AWTZQ/GFaeJFzU1Y9Ae16++jpyVAIBkiQpuqCa457bS6cUf7AKo5dyvuSRwlomRNz\nNREIBAKB4GQZabAiv02npzNF9YLbqIxe5XUgfDuYQAikuIyUVpDVY7cyj/lyY3ZuFxctvByAcLIe\nBU8kVyXLLmaqHEaVbKYaXkvxiqLv9FXdXOoJoeoVqKaJ5rtnaJpFamBw3GMfOTiILEuomsymPxxg\nfoW3Ul30V+Zd1wVfI8Vlf38VNk1zy1FxNZCg30+l3dvhidNO1xu7EkiSLRp0+rZ3hm1j6+V0ln6r\nQFH301YljVXvqcKuSSArAQ4Y5Sj4qcAMeBc6Hyjgui57jqRAdRmervJ/D+9CkaVS6sr2AxOL93eE\ngB5IF1GDESRJo8fwbtzBrjSxCoX49CDRhINpHbu9dMGwsZVRyfpB702hp8rR2+rAEFObOxjsz9LT\n6c3K1ALIcoi+oTzb9g8gB7x9JEIRNMXL2QmFCkT1HG7BGdPSdDRKMII77OJWOFSGvRvnAP3DGWxZ\nJSAZyMWRFp0WlqQSN4YI1rYc99pMbZ5JheNdE2VUW9CRqDeAIgS0QCAQCE4XvoAevfJ5NhOqm0Z8\nzqq3vR/JUpB85wlVrp5w2ytWvI+rze38+bLLS4/JoRgaFuBSXVP+vVd0T9i/K7qV5dJrLG66wHs8\nGEH3HbkkSSPsN4FzU57+sYwBHGdsMLGQNxnsG2T1ihe5aPZBchkDe7/j2fYGIriui2E6SLKO6xaZ\nEvImQeGkStqP+GlpA1kO0G+ncF2XvUeGiVeoZJ2EPxYVvd5mtx+Zfv7IHiQ5gFn0rI5zkosbKGuw\n1wdVkLwIepajPaEN0+b/+b+v8uK28f2lJ8L1jRmkoEK2YLH78BDR2YAcIm1FSVZrJXu+rfsmFu/v\nCAHdn8ojK94HMyMVSOUMhtUckcVVFKvjRBvCE6ZxFE0bSx4VgfaXPpr1so/1tNrDzJm1n4G+LH1d\nXpRbMRwkSeW/N+xGdxxyIW8MVdWNBMPe7GpKVYGAXoRxOhCNJhKejyRLTK328pocZNr7vTebbhso\nfoGiW+mJ+1h+ePwdjUMy75laKnbZbmN0RyZZnlxze4FAIBC8c1GlStxhF1k/dcVg5wKSWxaFoaoZ\nE26r60GuWHkjwfCoVuKyjO4YBN0igVA56BWun4fruEQGi1weaaBy1sWl51Sz/Duf8Bu06K6XmhAO\n5UmPKgwE6Dg0RHVymHDUIFm/j0QizxubOnCtYWQlRnc6Q65oISs6kunQbHvaQa+qY9iKIhctIh1e\nsWM+WGAgVWQoY1AxU0KSZGTXS4cI1iq0d3vjebXXi4Qn0g6u62DJmhdIdA00vMZvrr/qbslHB/gO\n92bZ1T7Eq7tOLNViBGdUJF0JqAykCrzZMUC41kuVkSQJvdEmlTUwTJuewfxEuzt3BXRnf5YvfX8T\nnf1ZjmSHS5327CC8tqeHyoX1oHgRX1VTJiwkTBeLOJKC7Fc6KJr3IW+Jd6L41jExKYuq2qT7e+jt\nTqMoIJvec12ZFMlWnbQWZQb7qW2ag+4n6U+v7EcKyEjWxFHe5IXvxc06TKkdmVGp9Ph2dZploNne\nsTJRT6QnT6LdX6XtfWBUe1Q+9BgBfXr8FgUCgUAgaHj3p2m+7AvHtI57pzLSCtx1XaLTLnpL+7jQ\nPsLS4t4xj8VmLKX5wi/QcuU/krjg0jHPjRbQSW0IJ+sQqpkNeIWEe9/sGbP94QODVFZ4q+qSIrFk\n1hbyOYNQxkWSZF7uOkImV0SSAuh5hd5XhmkMduESQJJ0okM5ZiYOeK+PqqX8YTMSwnUd3j+1Htd1\n0ONR2ns9AZ2xNFzX4IJwI46TQVJjyEoMuZhnWTyK6zpMjwx5Ilo92rllxEFjOHucyOSfkPcnAgCy\nFqRnME9fZRpJ1okqnn2dHdNLx+jKjp8zPsI5K6Bf3dXL/s40G7d302eWCwbVkMbvDh5AlgMkh7zI\nazjiThiBHip6s4yoXwXr+FY7IYolw/Ko5M2wjHw/2fQAV63+A/VR74146aJanKnVaJhcknodNRwn\nkGwCwFK9CljJnTjKK2sBgu5UdMX2DNVRyaY9+xnVNNFGcqNlb0Z7QevRXX2OxUUXXES11UeFVbbE\nkfUAru/4IY/zBhUIBAKB4FQhy+es3HjLyIqf851y0WLj29gej2tXruGGd/3Z0fs+xvXUrLLWSaop\nlEKAUN10AKLhHJs3tmP4eshxHF9AD+M6LgwohJNFmht6iHR7+9+bGqI/n0eSFGTTYXgwz93zL+Xi\nqixqNs/iwA4WN+5EchzUcJTHn9uNEnNxlQR6cZjXHjuCVsyiaJUcGRymYJq4UhTbTNFQFcO1cshy\nAEmSCfcpBHdq3DkrxJ1zV+DaGWQ1SiY3ViiP5CinMicnoLN5s9zjQw3x6u5e9EQFrlvkr+cvA3cI\nV61EUl16h/Lk6wsT7u+cfUd39nticF9HivSo/AglEKLX7w1fV0yjY2Cp2oQR6OGCt6+YlB3zeFAq\n0qJ0ECdNxK8Y1fQsyYphVM2hLuEJ3De1CI6qcpH8BjWRqQAEqptw8w5SzM9/Uo/flrJi7jVIEmiu\nhSSp2H7vecUyCY/K0Y64WZqmzj/u/kaY2jCVz65YwS1X3jL2iZKAPjcKOwQCgUAgOFdQNG/FWLHe\nZjHiSaCNKveKSxkCkVa0ZCOu6VAZHqZYsNj6yhEcx+W3T+8kPZQlEU9DCmrm3YbruMxs2Y8+4Dcc\nMW16cn57ccPGshwyqSLvTs6m9dUu5iT3oUgOCSuNoiVAs/FlELG9LkbRJtLjeGkZ1QavdBxGkmSs\nQo76qjCKVY6Y6xmT3u4MMypakCUZ2TGQJJU3e/vGnGPfsKeNTjYCncmbyH7rc0kOsXl/N7ISRXYy\nxPQw9UELSVIINlrsOjx03EnPOSugRzrk7OtIYSrlpHhZjaL6IfhKZ4gQBQxZm7CZSirvVa3GGRuu\n14oGlyiv8wH1F2iDnoCNRnLemw1IuCPFeTbzzZ3Md96kYq7ngylrARoW/DWVifdSEXkPdas+ctxz\n0iqn4BRBl0yQNRzJt8VzHGLRcvFFhTl0ambz/iWR9XOjsEMgEAgEgnOFUPVMXNclUjd+v4bTcky9\nvNodM1IkF7/P0ws5CT1kEAgqvPyHA/zw319k17ZupjYVkBVQnQSh+jbkQZ1QwqA22A+2iSGF6PeD\njAEMdN1gaCBH+/5Bmhq7RtztmKa0I0kysy+NEK2oRbJdGmyTRbMPEffTUYPVGtv6PTFsZw0aqiKE\nnHI66qLGnQTVg5h+T42Qr4F2D48V0P3DBQJTbEzVpGCcQKfpkddlc0iSlwMtSRJSnYkkSSR07zgX\n1XiFnsH6MFu6u1DU6DH3Bae5E+HpwnVduvpzaFWQ67cI6H501hlElivRI5W4rkW1PkiQIikpSiZ7\ntLfzCNliAQJRIuSQcXD8eYWaUqEAbtwlOeM6BgafJBLJo8gOrusy26ogrD5DpZpCUx3oV9Di5WYp\nWqwKLTZ+85TxkGUZN6cQiBlk5ACO6uWLBVSFmqo68B1oYoUTLyCcEL+BiiIEtEAgEAgEp5T47EuI\nFBeiBM5c8WQyUQk2KNjEcxFUv/hQtgK4msHKlRVsfaNILmfQ0pZkQe1+bCAQ98LGiabVDOWfY/rU\nI2zNNUMsTr/ZD3KItinttIQ7GOqfS293ipamTlzThYzGhRU7eL04myG5CgIyiaEhVs5aixyV0PpS\ntNv1aNEK2jMZCFVQrYQJ6AoVcoiRyq/pFe0MWTH6ezPUNyao1HTyQFd+bHCz2xymcm4r1mAnqaxB\nUD8xKdudSwNlwR6s8XLUG6NB9r7ZS6NeCc5e9EgdGbuT4yW3npMR6FTOxG3MU7W4mXCbhaKHcF2L\nStebRchKBMXKEg3nCElFXEmmP5s95v5cw1sOkIt2qWGJjE1YDVM79w4qwu8m2roIO+9FoOPxDKRd\n6i65lenKDFQ/lBuOHaON6UmgOCF0TJAVjLCXWlFdWUt1TSuSX+QY58RnXBMh+TO/kU6IAoFAIBAI\nTh1nUjwD1E/x7O5iZKiad0N5HH4aabW0h1s/dhEf/vRKbrh1IY7pyddIy2IAorMuwRmCutp+oikv\n8tztd0YOKwUS8QyDAzkKg3sIh4vIqSgV8enokkXLQFep4crFlVuRIuAWHGqrBggPF1DUOIbqXY8l\nUzxnkCa/vblu5NAli3gsS5/v1tEU8bTJsFW2snNdF0vxdFpAjY1J43htVy+PPPkGpnW09R3AQNE7\nH9mPcGsRL+LcEorz3FPb+c0TO1gc05AkiWCiYcL+IXCOCuiu/iyBKm+ZIlQfQVEiqHkbdpdPJ2bZ\nRMIFQvjVmvn0uPsCYMQfueAQ8E3IgxQJx6oJ1rWSuOBdAEh5mXCoiKbayKb3JkheeD3J5PvQUlNI\nXvjet31ugWAVmmSCJNEXqCTgFrlo/nK0WGWpmUpr/dS3fRwAHC/CrYSEgBYIBAKB4FynumYqtVYP\nU7JHCNVNKz1eMeNyXNcll9mK43iCuDjUhRMu4uYcAjWerpBlmaDShCRBQ9Fb9rZUr4NxiCIB3WSw\nuxdV82rAIlVzqJq1HIBF6psE7Tw6Bi3GERKBywk6bUgS1Fuep7KiVeDYWS6d7R2vIZYgP7yXxoHD\nAASDBv2dnqifU+U3dBklVXNFC9Xv1SEFdIZHFRI+u6mdl3b08Pqe8f2bhw1PD4bzftDUdyCryodx\nHBfTsKncG8S2vHOzzXegD3TXQA7N7xCkBmqQZB0t66Bmy5HZqpyBojilrjy2MUE/dcmbZagWpQh0\niCKhysYxm6mUZ5J6oKb0/1jbUqas/gSy/vbt4PSKZi8CDRSlAFVGH5qmIcsyESdLyM0xb9apyadS\npChu0UGvrD/+xgKBQCAQCM5qVFXlnhWr+NDlN455PNw0B2lAhwpI73yBzP7X6dr6CFJIRitWjamr\n0iKevql1hnFdA0nygm1BydNTuUw/0agXzQ3WziAxbT5uzmFKbR/v13/DmuyzNM74MBXzVlNxwdW4\njsvs6P7S/l07SyLiieBEJMDwyzrTsuW+G/khz1KuraoaxyngKiEc18V1XfqGCkSjntayNI2+tJdd\nYDsO+7s8nbdxe/e41ybreNpqVsWB8licDOnOAgvm7eKCWfvYs62HUJ8XcDWGJ06XPSdzoA8MDKHE\n4uC6SJKXhhAoGkyvytKLd+OTftVoSCqCC45zdLXmM09ux3VdpKC3Dw0JzTZBgYBkEKydPWZ7TU9S\n9AsNg1Vtp+XcwvUz0Q9sLf2dKJRbSa7QLUx7EE07djvQk6F+1cexssNvv12pQCAQCASCs5oKP795\nqP85CElIURltuI66yz8xZjs9MYVs+jXCIQMrN4AW8YJsIyv00UiOWDSHY0Gwvg1ZllEKCexgimQ6\nQv2qj5Y6LweS9UivqrQkO1HzFpauEvHbix8+MEjWb+8dCI5Ku5CGcRwHTVVw7CyKWsk/btqOKhms\niTVghfxgpiRxeNiLFh/uyRI3HaqQ2Lqnn1zBJBwcq5UKfuS9RhoAxwVJIqQU6W7vYPE8L+rdP5hA\n6Wjk1YEd1Dg1TMS5KaALfRBroHJwiMGklz8zp24vi4M7edlswnFl9Lx3UbV8EQIgKWNzWRzHob3z\nCMjgTvMuQ0hVUEcEtFNES4y9eHq8kaJzCIBwy8LTcm5ashFl32ulPPeaYDmqvXLJpcd41VtDCUZQ\ngqKAUCAQCASCdzrxOSsZev45pEoZN+UQTSwnefl7jtpOr26CNISCBdSUAb5MCAwakIRoNEc0ksVN\nS8h+Z7+Gd92NlU+hJ44WneHEBeSkN6h3ejhMA22VUWzL4dkntmGaNhIQCJYzCKKxHL/8yVZ6uzIo\n8w2keBWuq2Kh82pPO4VQorTtkF9guPfIEFVNQQqNMRK9vWx8s4srFjePGYflW/xFpDxhCuQIkdQl\nbKMcsV4wdxcvvJbE6IxSP3tiF45zMoXDsr3lhEuqt1BtezkqyUAKDIcl6nbmGTuJRbwcF7XgCWdX\nU3h27R7+5cH19PRm6O5K039hNb2La3FUbykhGgyj+Z6Eo7v5jBCo9fKJ3LSDFj2+r/NbQZZl5KI3\nE5OxuWTBitNyHIFAIBAIBOcXtQs+SlReTvOq/01y8dHiGUCL1+JYEAoVWRwuC+KqxAXePmoGUBQX\n1S77VMh6YFzxDJC88H0wCMsjW6hIDzEtU8HBvf0UCxaO7dIY0ggEDBwHXBti0Szt+wcp5E2aD4fo\n2/wm01QvH7vdL+wbqW+THe/fXbv7MGZEKUaDKNOa+XXuyFFFgK6rll4b89ucJ80Aibif4jsgEwya\ntNbvA6CucuIC0HNOQBumjeZHTWvtXpZo26likNqhIRrm38PSoR1cGttMS8MRAMKaN4NwVZV9Bw6i\nX+Cw6dV2tu3cS1qOkpXCpPze81UVlSVT7/EEdLC2FQZkAjQf9dypPUlPQCetQSoSydN7LIFAIBAI\nBOcFwZpmkouuRVaPnQoqyzJOXiIULKB320SdDGFyVC+8Bsdwifn5z5p+Yja9sqpRM/d2qs0Bbon9\nmvbX9rPj9XLO8+qZNQQCBnZBwc1APJph3oVTAGiORmAoytYX87iujR32gpcteBpP1b3l+ly+n7wS\nolU6TCyfRtaq2DPYO2YcmuwJaL1QJOELaHuPRUVFGtd1qVv8UVwXEokMy6ZXsWrBxPVh55yA3rWr\nByseJEGKpD2NRWozt6VeZPryT6BFK6hdcAeu4aBonn1KsrIOAFvTcNtkDtU10ZvdR89wR2mfOTkM\nuFQn69D8XGnNOto3WlZUWq78R+ovu/O0nqPieAK6Mt97nC0FAoFAIBAITjGGgq5bDHT1cr26nqsy\nf/CMErJl2RhInHgwMVTfRtCajqo6JGKdHNo3wPw5e7hw4Q46Dgx4AtqQUawgiuoyK7yReXN2Y6Qz\n/MW7Z5JNuzhGuaFKY9oT4E4wwOBwHr3ZyySYJ+1mqi+u/9B+aMwYZFVFw0TJVrPE2cq7rI1k9qep\nSKRx0xCoasTKy0TCea5d1MCUqolTXM85Ad07eABLVqk2+6m6+BYqF11N45V/U0qpCNa2EDRaAc92\nrq7Gm8WYaoC073dsRjUKgbGnrmMSTNYzNaKjYdIUVM7cSf0JbVOmU2P1MCMm7OUEAoFAIBCcWTS8\n+qvamgGScoom38FCdcppG6H6mSe1z4o57/b32Y+mmbQ0d9AwpRfbHEaRXbDUUlTbiB6gdWonunSI\n1Yum8K6FU8j3elFjCYd5Vc3I2Bh6kI1/PEB/PEmQAvXZbqaFPQF9KJvDcVxe3nCAriPDOKpOkCKR\nRCOVKZN5wX2sWrgfVbVRTU8su3mVYNBgoHuAjkNDE57POSegtVQ786WdtAwdKSWv/yk1K25H7o8S\niS8mXt2EjkFBDTKseII0G41RDHu5LbrvraxjogTCXHLJe/lcjcnKlTeOu+8zwYXzl/GVNe/hXcuu\nmLQxCAQCgUAgOD9RVU8v1dV6dWaBiBeMVDXPuME1HPSalpPaZ6CqEXfIpapymGnNnUi+Aq2p8vKb\nZVcjMmUBruvipr2Kv2gsy/BAno9efwHXT/G8o2NOhrp5q4mSI6+GODJ0kKIUoDl3iJBdQ63cD65L\n3g2wbUsnr+/bxc+ffAVT0b3854Y2kjNvwLVdKqZ4/tN6xLMtVl1vgpDpO8yWTYcnvkYndfZnA2aG\nS5U36XbrjrmJrGo0XfXZ0t9Bt0hKLkdzh9Q4YTmPgk1L9gB7orPQ/NmVLMtEW89c33qBQCAQCASC\nswktVIVJFzXVnrgN1szwHo9NwaADKSuP8Y4+UXSpHlPuZkbrPkZiuCPH0JQQsZkXE0y3gePQue9h\nYlGvM2FVbZSK4RTvqt6LmjaR1aVE7CwpJcaZABTxAAAgAElEQVRgi1crdkEsSCy+DCv9NAkrzbBa\nwaY3t7J3znQSdgpXkglSJFg/A1nVGN73e6wKLy0kPGWud56BBAYp8vlB2jsmlsjnXARa8nOU1ZOw\nXws45XxmDQND0hlSEiTsFHV+45QRAS0QCAQCgUBwPqPFvSCloji4jku4yROYoSmzcR0XxU1M9PJj\nEm1aCoCkybg5L8pcXeWlSugBL9CpxarQEjXYOca09k4PHmaevId5sqfXQobntjagVtJgHOGSJVcS\nmbYYN+fQoPaALNMxzYucDytevwvdMkoFlHUrP4KbdnDzDuHmed7zMa9wUFFzSNLR/UNGc84JaNm/\ncMH4ibtT6Hb5IrRmy91wosUUy+evIOpmqCj2jfdSgUAgEAgEgvOKQLKp/EcalEAIgPCUGSQT76V2\n+Yff0n4j0y7EzXvCOehOw7VdVNUzTghEKsdsK/v5yIM93RQLJrLq2c2Fkq3e9r6ABlga8vYpKwpB\ndzpTFM+EISeHqLF7Cfq2d0qxrAeVQJiGRX9F3YyPlVKCg9VemkgknKdt2sQpHOecgFZV7yIlqhpO\n+DWaL6A1DGaGy41JIsUM1TX1/GVzktsuuuzUDlQgEAgEAoHgHESvasR1PB9lxRrrhxybsfQt98KQ\nFQWtUIVbcKiYey1uRio9p0XH2uJpincMI9/LkYNDxGNe18Jw03wAIngB1abCIVYseXfpdTUrP0jV\nYH/p7/nOEMuGNyPhUGGlxx4jUUOwtpzLHaxrw3UgEskzpXZiJ7RzLgda1X2Lt7rWE36NZnkCOmkN\nsfTCVTy79QAWGpWad/qVfmK6QCAQCAQCwfmOrGqQdyEioQUmbml9stSvvhvXKqIEwqhWCAcvkqwl\nxvouB2KNWPQRDmdY+/MdXLYqg53z2oMDvHvZu8m8sp5Lpo51A5FlmQsuvI3KPe2ErQxXr7oeu5hj\n5kv/TdPSqyccm6wHcPKQiKdR/qSD9Z9yzgloXbexTJlQ5MRnPyPdBeP5IULBMNVmHz1aHfNnXnC6\nhikQCAQCgUBwziIZMkQgWDX9lO5XVhRQvKi2FqihyCFc10WvHGsOEaqfRbb3deorBjnSUUsoaEB/\nWbZWJJLc8e6bxj1GsGoKfxNN4EqeJbESCDPjXR86ofEpBRkizvHP44T2dhahBywM4+R0f1MQdAym\nyl4x4aWxAKtyu2htajsdQxQIBAKBQCA4p1Glaty8Q2Tq6XMmCySnef8puMhaYMxzwSkzcS2HytAA\n11zqj0k58eCpHggT0APH3/BPUCS/g7X7jotAm6SyweNvOIrLLl3DssM7CDX9GQBLFiw/HUMTCAQC\ngUAgeEfQcMXdOLbtRYxPE5GmuaT2rYdxDC9kRYWMBDFQUjuxdAjET7z74VtFDSSxSSENSxNud85F\noCUJLOPkhi3LMpGWeW/Js1AgEAgEAoHgfOR0imfwivjUwSTh4PgptRo1SIqEVel5RYcaTn/qbcj3\nvA6oE4v1cy4CDWBZk9dmWyAQCAQCgUBwamh496eP+Vz9uz5B7x8fo6DtBxOCdac2H3s84rNXohyM\nEVo4d8LtzkkB7bhCQAsEAoFAIBC8k5FVjbpLP4yZ6sdxzDOWSRCZuuC425yTAtqV9MkegkAgEAgE\nAoHgDKDFq46/0RnmnEwKVrUTb+MtEAgEAoFAIBCcSs5JAa1H3loPdoFAIBAIBAKB4O1yTgroSLLu\n+BsJBAKBQCAQCASngdMqoH/3u9/xnve8h2uuuYZvf/vb427z5S9/mWuuuYY1a9awffv2E9pvVX3L\n8TcSCAQCgUAgEAhOA6dNQNu2zZe+9CUeffRRnn76aZ5++mn27t07Zpv169dz8OBBnn32Wb70pS9x\n3333ncB+JWIVtadp1AKBQCAQCAQCwcScNgG9ZcsWWlpaaGpqQtM0brjhBtauXTtmm7Vr13LTTV4f\n80WLFpFKpejr65twv0ZRQznNxt4CgUAgEAgEAsGxOG0Curu7mylTppT+rquro7u7e8w2PT091NfX\nl/6ur6+nq6trwv2ahhDPAoFAIBAIBILJ47T5QEvSxD3ER3Bd96Red8WfP/CWx3SuUVMTm+whCE4C\ncb/ObcT9O7cR9+/cRty/c5vz8f6dtgh0XV0dnZ2dpb+7urqoqxvrnlFbWzsm4jzeNgKBQCAQCAQC\nwdnEaRPQ8+fP5+DBgxw+fBjDMPjlL3/JlVdeOWabK6+8kieeeAKAzZs3E4/Hqa6uPl1DEggEAoFA\nIBAI3janLYVDVVW+8IUvcOedd+I4DrfccgttbW38+Mc/BuC2225j9erVrF+/nquvvppQKMRXv/rV\n0zUcgUAgEAgEAoHglCC5f5qELBAIBAKBQCAQCI7JOdmJUCAQCAQCgUAgmCyEgBYIBAKBQCAQCE4C\nIaAnmf7+fuBoOz/B2Ym4T+c+4h4KBJODaZqTPQTB20Dcv7EIAT1J7N69m7vvvptHHnkEOHHfbMHk\n8dOf/pSNGzdO9jAEb4HnnnuOz33ucxQKBfFZOwcZGBjg3nvv5de//vVkD0XwFti5cyf33nsvb775\n5mQPRfAW+M1vfsM999zD1q1bJ3soZxWnzYVDcGzuu+8+XnrpJT72sY9xyy23TPZwBMfh2Wef5Xvf\n+x719fX84z/+42QPR3AS7N27l69+9avIssztt99OMBjEdV0hos8hvvnNb/Liiy+ydOlSrrrqqske\njuAkMAyDr3/967z88svcfPPNLFiwYLKHJDgJent7+du//Vt0XedjH/sYS5YsmewhnVUIAT0J5HI5\nGhsbS+K5r6+PZDKJLIsFgbON7du386//+q9cffXVfOYzn5ns4QhOknXr1rFhwwZ27NgBgGVZqKr4\n2jtXsCyLhx9+mK9//eusWbMGANu2URRlkkcmOBFefPFFtm/fzl//9V8f1QdCcPbT3d3N8PAw999/\nP0uWLCGXyxEOhyd7WGcNyn333XffZA/inc7IstXIG2/16tU8+OCDmKbJQw89xKZNm1i3bh2LFy8m\nEolM5lAFMCZCqSgKiqIgyzLNzc386Ec/oqenh3w+T11dHY7jiGjmWUY6nSYQCACwZMkSfv7zn1NX\nV8fWrVt57LHH2LVrF3PmzEHX9UkeqWA80uk0qqoiSRKKohCNRvn5z3/O8uXLuf/++9m1axeWZdHS\n0jLZQxWMw8DAAKFQCIBkMsnAwAC2bbNv3z4effRRDh48yMDAAG1tbZM8UsF49PT0lHRINBolFArx\n7LPPcuTIER566CG2bdtGKpVi1qxZkzzSyUeEPE8jqVSKv/zLv+T9738/69ato1AoAKDrOnfddRff\n+973+OhHP8qXv/xlLMvif/7nfzAMY5JHfX7zyCOPcMcdd5T+TiaTLFq0iNdee433vve9dHZ2smfP\nHj796U/T0dEhVg3OIjZs2MDVV1/N448/TjqdLj3+93//93zmM59h3bp13HTTTWzcuJFHH32U7u7u\nSRyt4E8pFov83d/9HZ/61KfYsWNHaWL6kY98hEOHDnHrrbeyfPlyKisr+c53vsPvfve7SR6xYDRH\njhzhzjvv5AMf+AD5fB6AeDzO0qVLef755/mP//gPrrjiCnRd5+GHH+aVV16Z5BELRrN582ZWrlzJ\nnXfeWXosHA5z8cUXc/jwYdavX8/f/d3fMX/+fL7xjW/Q29s7iaM9OxAR6NPIgQMHAFixYgWHDh2i\nrq6OmpoaABYvXszNN99cioTF43F+9KMfceuttwpRNgk4jsP3v/99Nm7cyN69ezEMg4suugjwRHQk\nEuHDH/4wt9xyC8uXL6e9vZ0NGzaInMyzhJ6eHn72s58RCoVwHIeqqioaGhoAaGtrY/HixXzyk5+k\noaGBxYsX8+1vf5trr72WeDw+ySMXgFfdv3btWnbu3EkikUBRFFpaWggGgwBcfvnl3HLLLaxatYpF\nixaxZcsW+vv7WbFixSSPXDDCd77zHSKRCJWVlWzdupVVq1YB0NTURG1tLffccw9z5sxh8eLFdHZ2\ncvDgQXH/zhLy+Ty//vWvufzyy9mzZw+SJDF37lzAi0JfdNFFfOQjH6Guro45c+bw4osvMjQ0VPqN\nPF8RyYCnmBdffJGamhpmzJjBtGnTaGlpQVEUHnjgAV555RUaGxtJJBKAJ8xGOHDgAIsWLcJxnMka\n+nmJYRioqoosy1x88cXceuutdHV18Rd/8RfcfvvtRKNRAoEAl1122Zgl/2nTpolc2knGtm36+vqo\nq6ujoqKCj370ozQ0NPCVr3yFTZs20dLSUpqwXnrppaXXtba2UltbK+zszgI6OjpoaGhA0zSWLFnC\ntddey4svvsiTTz7JjBkzuPjiiwHv8zaauro6kQd9FtDT00MymURVVW677Tai0Sg9PT3cc8893Hzz\nzbS1tSFJEsuXLx8TGOru7ua6666bxJELLMuivb2d+vp6QqEQ1157Lc3NzdTW1vK1r32Na6+9lmg0\niqqqtLa2ll5nGAbxeLz02TyfERHoU0RnZycf/OAH2bJlC3/4wx8wTZPW1lai0Wgpj/aFF16gurqa\nxsZGJEkin8+zZcsWPvvZz3L48GE+9alPUVtbO9mncl5g2zZf/OIX+cUvfsGePXtYvnw5NTU1aJpG\nMpnkzTffZP369VxzzTWYplkSz5lMhn//93/nF7/4BTfddBONjY2TfCbnJ4899hhf/OIXeemll9A0\nbczqTiKRYN26dVRUVNDY2IiiKJimieu6PP7449x3333Mnz+fa665Rqz2TBKdnZ38zd/8Dc888wx7\n9+6lqqqK1tZWJEmipaWF1157jZ6eHpqbm4nFYjiOg+M47Nu3rxSMuPPOO6mqqprsUzkv2bZtGx//\n+Md5+eWX2bBhA5dddhkVFRUEAgGSySS9vb0888wzXHfddTiOgyzLmKbJCy+8wP3334/jONx8881E\no9HJPpXzkmeffZY77riDvXv38txzz7Fq1aqS9mhtbWXDhg3s3buXlStXlup80uk0Tz31FF/84hdp\nbGzk5ptvPu+DSOLX4xSxb98+Vq5cyQ9/+EM++clPsm/fPr773e+Wnl+9ejWVlZVs3rwZSZIwDINQ\nKEQ6neaOO+7gO9/5DjNnzpzEMzh/cByHb33rW5imyec//3leeuklHnroIXp6ekp5lw888AC//e1v\neeONN9A0DfDcUu699176+vr44Q9/yLJlyybzNM5bhoaG+O1vf8uDDz7I7bffziuvvMK3v/3t0vML\nFy5k2rRpbNy4sZQLrWkamzdvZuPGjTzwwAN8/vOfP++//CeTX/3qV8yePZtHH30UTdP4/ve/zxtv\nvFF6fs2aNezfv5/t27cDIMsyhmHwX//1X8yZM4ef/exnoohpknBdlx/84Ad84AMf4JFHHsEwDL7y\nla+U8p4Bbr/9djo6OvjDH/5QEs/Dw8P89Kc/5eabb+ahhx6irq5uEs/i/CWXy7F27VoeeeQRHn74\nYWKxGN///vfZvXt3aZvPfe5z/PKXv6SnpwdZlikWi2SzWdrb23nggQd44IEHSoXa5zMiAv026Ovr\nQ1VVFEXhV7/6FTt37uSGG26gtraWeDzOM888w9SpU0tfFBdccAFPPfUUP/3pT/nmN7/Je9/7XubO\nnSuE8xlGkiT+8z//k4svvphLLrmERYsW8dxzz6FpGq2trciyTCAQQNM0fvSjHzF37lyeeeYZVqxY\nwbJly7jhhhsIBoPYto0kScKF4wxgmmZpyX7r1q2sX7+eu+66i5aWFmpra1m7di3BYLC01N/W1sYL\nL7xAd3c3Dz30EE1NTSxdupTrrruO2tpaHMcRftCTyLe+9S2uuuoqZs+eTVtbG319faxbt65UU1Bd\nXc3w8DC7du3i97//Pb/61a+49tprWbFiRWnp2LIssYIwCUiSxG9/+1vmzp1LW1sbK1eu5D//8z9J\nJBJMmzYNSZIIh8Mkk0m+9a1vcfjwYXbv3s3KlSu57rrrxMRnEshkMqVVVE3T+Na3vsXChQtpbW2l\ntbWVN954g8HBQebNm4csy1RWVpLNZvnhD3/I73//e/bt28eVV17JihUrxMRnFOLb5y3w85//nDVr\n1vDlL3+Ze+65B4BbbrmF7u5utm3bRiAQoK2tjeXLl4/pnPXGG2/w9NNPE4/Heeyxx6iurp6sUziv\n6O7u5mtf+xo/+clPSpaC8+bNI5/Pk8vlaGtr46KLLmLz5s10dXWVRNX73/9+Nm3axCc/+UmmTJkC\neHnrruviOA6KoggBdgb4l3/5F/7hH/6Bb37zmwAsW7YM0zR5/vnnkWWZqVOnctlll/HMM8+UagiS\nySTbtm3j4YcfZsaMGWMaANi2jSzLQnydIV5++WXuvPNOvvGNb/D8888DcMkll/CTn/wEgNraWi6/\n/HIMw2D9+vWl10UiEb73ve+xdevWkme+qqq4rovrumIF4QzxxBNP8MlPfpJvfvObbN68GfDcGUzT\npFAoEI/Huf7663nyySfH1PAMDg7y2muvlQJLgsnh3/7t37jjjjt48MEHefrppwG4+uqr2bVrF47j\nMGPGDGbPnl0q7BwhnU7zxz/+kYaGBj796U9P1vDPasQvyEngOA5PPvkkjz/+OPfeey///M//zO7d\nu/npT39KMpnkqquu4rHHHgMgFotRU1NTStcoFosMDg7yne98h3/6p38qCTLB6eWxxx7jQx/6EIqi\nsHfvXh566CH6+/upr6+nvb2d/fv3A3D99ddz4MABenp6ANixYwd/+7d/y8c//nF+97vfjXHbkCRJ\niK8zwMGDB/nzP/9zOjo6uOuuu1i/fj0PPvgg4E1Yn3zyScD7MZ89ezahUIiOjg5c1+U3v/kNVVVV\nPPXUU3z+858HKBUNiuKzM4NlWTzyyCM88MAD3HjjjUyfPp3Pf/7zWJbFmjVrkGWZ5557DvAmPLNm\nzaKvrw/wVveeffZZ7r33Xn70ox+xePHi0v0Tqz5nhkwmwz/8wz/w3//933zsYx/DMAx+9rOfMTQ0\nxPz581m3bl3pft16660cPHiQF154AYBXX32VtWvX8oMf/ICHH364VJ8gOHP09vZyzz33cOjQIb76\n1a8ye/ZsfvCDH5DJZEqftZdeegmAiy++mG3btpV+10YeX7t2LZ/97Gcn7RzOdkQKx0kgSRKmafL+\n97+/tAwVj8fZtGkTV111FfX19Tz11FOYpsm8efPo6Ohg69atXHvttaiqypw5c2hubp7kszh/ME2T\n3//+93zmM5/hfe97HzNnzmT79u3U1NSwZMkSNmzYgGEY1NbWUlVVxfbt2+nq6ip5zV599dVcccUV\ngFgungz6+vqYPn06d911F9XV1SxYsIDvfve73HzzzdTX17NhwwYOHz7MkiVLCIfDPP7449x0000E\ng0Gam5u58cYbiUaj2LYNIO7fGWYkaHD33Xdz4YUXMmfOHDZt2oRt2yxduhTLsnj88cdZs2YNkUiE\n3/zmN0SjURYs+P/bu/eoqOv88ePPGWC4yCAIBrriURHlZiKgeUFRQSMWS88qKFarrht6it3U0Nys\nbEuk2vWosXnJzUoxTd08awqFl4OaQusaJppggASIqMRFBkVm+Pz+sPkEXr6/PGedQXk9/tG5cd4f\n3rzn83rfXu8B2NvbExMTQ2BgIHCz/UnHx7J0Oh0VFRUsWLCAvn374unpyf79+wkPDycsLIy9e/di\nNBpxd3dHr9dTVVWFXq+nX79+dOvWjdjYWNlkbUXmJWovvPACHh4eeHh4kJ+fT0BAAN7e3pSUlFBY\nWEhAQABdu3blwIEDdO/enV69etGtWzdGjhwpmzz/P2QO7B71798fnU6n/nEWFBSoJyp5e3vz3HPP\n8e6773Lq1CkOHTrE888/b+USd0wtLS3Y2dkRFxenpgv09PSkqKgIjUaDXq8nKiqKw4cP8/e//52Z\nM2eSl5fHvHnzgJtTxebd/+bHwrK8vb3V9XYtLS1cu3YNX19fdDodnp6ezJ49m6SkJNzd3cnNzcXJ\nyQmj0QigrveTY5+tx9HRkcceewx3d3eam5uBmxlS/P39AZg4cSLZ2dksWbKERx99lJycHEJDQ4Ff\nZgnMGRyk/VmW+fceHx+Po6MjRqORvn37Ultby+XLl/H09OSZZ54hMzOTt99+Gz8/P3bv3s26deus\nXXTBzeDZ2dlZHQCCmwOAhYWFuLi44O7uzvjx40lPT2fBggV4eHhQVlZG//79ARls+LXkW+kuzIHT\nrX9IrW/Mtra2GAyGNsnghw0bxqpVq8jPz2fmzJm35S8V90/rYMlcb+YATFEUGhsb0ev16uEZI0aM\nIDAwkLVr17Jy5Uqio6N57LHH2vxM+SKxDPMNuzV7e3t1p7dWq6WhoQGtVqt2XgMDA1m2bBlnzpzB\n2dmZN998U82YYibBs+WY21/rzZnmNHPmo7mrqqra1PNbb71FdnY22dnZvPzyy7cdrCHtzzIaGhrU\n0UZFUdTfu/lIbltbW0pKStDpdOrsa0hICL6+vuzevZvz58+zYcMG+vTpY50L6ODuNlDQegS5pqYG\nT09PtU326dOHV199la+++ooLFy6wbNmy274/xf9NAuhbVFVVodPpcHNzA24mDb/TaJZ5RKS4uJhH\nH31UzaeYmJiIt7e3LNWwIPMN21w333//Pb6+vmodmV+/dOkSlZWVataT4uJi+vTpw/z589XDVFq/\nX9x/5g1htwZKd6qDjIwMRowYgUajITc3l9DQUIYNG9Ym6JIRZ8szGo1qNqJr166pQVdrGo2G4uJi\nGhoa8PPzo7a2loqKCgIDA4mJiSEmJga4+9+DuH9qamrYuHEj8+fPp7S0FJPJ1CYQNrfF8vJyvLy8\n0Ol0FBUVUVNTQ1hYGAkJCVYsvTBvaAcoKCigb9++bb4DW9efeS36gQMH0Ov1DB48mPHjx1ul3A8D\n+Za6xaJFi9i3bx8Gg4ElS5awaNEiNcfsrTfmH374gfr6etLS0njppZckL6KFtd5UBJCXl8fixYvZ\ns2dPm93g5tdLSkoYOHAgJ0+eJCEhgX379tHS0qIGzyaTSYJnCzKnAdRqtRQWFrJ69WoKCgqAm3Vm\nrl9zXZpnfebPn8/y5cvVDUxmrW8kwnLMHdWcnBxefPFFsrKyANS152alpaWEhoayefNmJk+ezIkT\nJ9q8bj6wQYJnyzDXj5ubGxUVFTz++OMkJSVRVFR0x/dXVlZiMplYs2YNycnJNDY2WrK44i60Wi0l\nJSU899xzrF+/ngsXLrR53Xw/++9//8uNGzf4y1/+wj//+U+JV/4HZASaX75IbGxsePrpp9m2bRsl\nJSV06tSJadOm8eqrr6IoComJiW2mmuvr66msrMTW1pb09HScnJyseRkdyq0jjYWFhUydOpV58+aR\nmJh4x88UFxfz6aefUlxczJw5cxg1alSb1yX4sgxzG7KxseH69evk5uayYcMGvLy8WL9+PaGhoSQk\nJKidGXN7O3LkCMePH2fu3LmsWLHitp8rgZdl3NrJ/O6770hOTiYkJIS6ujoyMzOJiIhQ94rAzZv4\nuXPn2Lx5M5MmTWLjxo23zdJJ/VnGrdloSktL8fX15ciRI6Slpd12QJS5rg8cOMDRo0eZOXMmmzZt\nolOnTpYtuABuv/eZB/FGjx59x9kAc30XFhbyww8/MGvWLFJSUixW3oea0oG1tLQoRqPxtudfe+01\nZdKkScrZs2cVRVGUgoICJTIyUqmurlYURVE/U1ZWppSXl1uuwEIxmUzq/w0Gg5KVlaXWS1JSkpKY\nmKgoiqJcv379ts9+8MEHykcffXTXnycs74033lDGjx+vfPfdd4qiKMrBgweVZ555Rrl48aKiKL+0\ntaqqKmX79u2KwWBQP9vc3Gz5AguVuY2tWbNG2bp1q6IoipKbm6ssXrxYbWet29eXX36p/Oc//1Ef\nG41GaX8W1vr3/fXXXyvx8fHKhg0bFKPRqGzYsEH9/rxx44b6PnMb/Oqrr5T8/HzLFlioWlpa2jz+\n6aefFEVRlOrqaiU+Pl6pqKhQFEVRmpqa7vj5rKwspbGx8f4WsoPpkGnsLl++jI2NDXZ2dmi1WsrK\nykhJSaG8vBxbW1siIyPJzMxkyJAhuLq64uXlRU5ODnV1dYSEhKgjJS4uLuqGNGEZ5tGQzMxMXnnl\nFQoKCsjOzqZLly7ExcXx5ptvEhMTg7u7u3pghnlqOCQkhODgYOCXwzRkuYZltbS0UF1dzYcffoiD\ngwNjx45lx44djBw5kh49euDu7k5paSl5eXmEh4erOX87depEQEAAdnZ2GI3GNmvexf1nbkPmfzMy\nMsjJySE4OJhPP/2UlpYWhg8fTufOnWlqaiIrK4uhQ4ei1+vVUyR9fHzo3r27HERkYRcuXODbb7/F\n3d0dOzs7NBoNp06dYtWqVcydO5eJEyei1WoJCQlh3bp1uLu7069fP65evYq9vb06Y+Tj48Mjjzxi\n7cvpkFrPfB89epT58+dz7tw56uvrcXV15eLFi3h5edG9e3f1e7G+vh57e3s1BWufPn1kk+D/WIea\nMzOZTKxatYpp06apB2jk5eXxpz/9iaFDh9K1a1eSk5PR6XSMGDGCHTt2qOfD63S6NqeZCcs4duwY\nZWVl6uPr16+zfft2UlNTSUlJ4aOPPmLs2LHs3r2bpqYm5syZw2uvvQb8MiXcempY+XmTkgRflrF8\n+XLef/99AKqrq9Fqtbi4uHD58mWOHj2Kh4cHTz75JJ988glwc9d4bGwsR44c4fvvv78twFJ+PoFO\nAi/LMrehhoYG4GaO9cLCQr799lumTZvGuXPnqKqqwtnZGZ1Ox/Xr19m1axfAbTdt6fxYRktLC+++\n+y5PP/00n332GQsXLlSXPtXW1uLh4cHIkSOBm5vlAebOncvGjRt5/fXX+eMf/8jVq1clhaCVVFVV\ncfbsWa5du6Y+d/z4cbZs2cKKFSsYO3YsqampXLlyBQcHB/bv309ubi61tbUsWbJEPQVZ6u/+6TAj\n0IcPH2batGn4+/vz+uuvq+nljhw5whpTtggAAAojSURBVBNPPIGnpyerV69Wd6X6+fmxY8cOcnJy\nyMjIwN7envj4eOnBWVBtbS2zZs0iLy+PpqYmgoKCsLGxwWQy8e9//5uQkBB8fHxwc3OjqKgIo9FI\nQkICixcvJjQ09I6ZUOQUM8tycHAgJSWFyMhI3n77bVxcXOjduzeOjo5888036HQ6Jk+ezLp16+ja\ntSs+Pj64uLgQHBxMUFDQbT9P6s4yjh07BtzM2ww3A6z09HT+9a9/ERUVha+vL3l5eVRXV+Pn58fl\ny5fZsmULnTt3ZuvWrfj5+dHQ0MCgQYNks5KVbNu2jdOnT5Oenk5sbCxBQUGkpqbi7e1NXV0djY2N\nBAcHY29vr2ZQCQgIwMPDg+bmZl566SVcXV2tfRkdjnmgb8WKFZw9e5bdu3dTUVHBkCFD+PHHHzEa\njZSWlpKens6UKVN48skn8fHx4aeffuLzzz/nk08+YfDgwTz77LPWvpSHXocJoGtra9m0aRPp6ek4\nOzuTm5tLQ0MDly5dYsGCBVy5coWkpCSmTp1KY2OjukGiubmZefPmMXnyZAmeLezGjRucPHmS2NhY\nduzYgUajoX///nTr1g1FUcjJyeHxxx9Hr9ezZ88eOnfuzIABA4iKimLQoEHWLn6HpygKv/nNbzhz\n5ozaUf3yyy8ZN24cPXr04MyZM+Tn5xMREYGDgwNpaWlMnz4dOzu7Nvm7JWi2rDt1XM0j0MeOHaNL\nly707NkTnU7Hvn378Pb2Jj4+nrq6OnJycnjhhRdwdnamsrKSqKgoK19Nx2Q0Gvnggw+Ii4ujV69e\nGAwGunbtiqurK5mZmTz11FPs3bsXg8FA7969KS4u5h//+AfdunVj8ODBhIaGyqZ4Kzh06BDTp08n\nMDCQv/71r0yYMIFevXrxxhtvMHDgQBobG/n4449xcHAgNTWV8PBwampqMBqNDB8+nCFDhjBt2jSG\nDx9u7UvpEDpMAO3l5UVBQQGZmZmcOHGC7du3M3DgQAICAsjPz2f27NkMGTKEK1eukJqaik6nIzo6\nmoiICPR6vbWL3yHZ29tz6NAh9Ho98fHx7N+/n8LCQoKDg+nZsyefffYZp06dQlEUdu3axfjx4+nd\nuzddunRps15TWI9Go2Ho0KHqKHR1dTU1NTX4+flha2vL2rVrcXZ2ZvLkyQwfPlw9NbL154Vl3anj\n6ufnxyOPPMKVK1c4fPgw48aNo3v37mzZsoXS0lL8/f0ZPXo0w4YN4+DBg6xfv56YmBj1ZDNhWVqt\nln379uHo6MjAgQOxsbFBq9Xi7+/PmjVrCAwMJCoqipycHLZu3cquXbt46qmnGDFihLWL3qG1Huhz\ndHTEZDLh7e2NTqdj8+bNzJkzh9zcXMLDwwkKCuLcuXM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax_daily = daily.tz_convert('UTC').plot(title='Daily diffuse irradiation')\n", + "ylabel = ax_daily.set_ylabel('Irradiation [kWh]')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Monthly" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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yjnF3QrTtmormf3U0f2tdctffTXV5Uj6elAu4Vz41nac5OPji52l2pR9+2MlH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\nykq1/tkd6h+fJEmqb6jSQ49kd+p1mN2wNAMAACD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax_monthly = monthly.plot(title='Monthly average diffuse irradiation', kind='bar')\n", + "ylabel = ax_monthly.set_ylabel('Irradiation [kWh]')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Yearly" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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16cJKjwAAQJWptkYslcvlcqWHqEZNTU1pbm6p9BhUmbq6WnvBeuwF67ITtMde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\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "yearly.plot(kind='barh')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute the mean deviation from measured for each model and display as a function of the model" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mean_yearly = yearly.mean()\n", + "yearly_mean_deviation = (yearly - mean_yearly) / yearly * 100.0\n", + "yearly_mean_deviation.plot(kind='bar')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/tmy_to_power.ipynb b/docs/tutorials/tmy_to_power.ipynb new file mode 100644 index 0000000000..ea10ce4579 --- /dev/null +++ b/docs/tutorials/tmy_to_power.ipynb @@ -0,0 +1,1889 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# TMY to Power Tutorial\n", + "\n", + "This tutorial will walk through the process of going from TMY data to AC power using the SAPM.\n", + "\n", + "Table of contents:\n", + "1. [Setup](#Setup)\n", + "2. [Load TMY data](#Load-TMY-data)\n", + "2. [Calculate modeling intermediates](#Calculate-modeling-intermediates)\n", + "2. [DC power using SAPM](#DC-power-using-SAPM)\n", + "2. [AC power using SAPM](#AC-power-using-SAPM)\n", + "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib >= 0.2.0 and IPython >= 3.0.\n", + "\n", + "Authors:\n", + "* Will Holmgren (@wholmgren), University of Arizona, July 2015\n", + "* Rob Andrews (@Calama-Consulting), Heliolytics, June 2014" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These are just your standard interactive scientific python imports that you'll get very used to using." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# built-in python modules\n", + "import os\n", + "import inspect\n", + "\n", + "# scientific python add-ons\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# plotting stuff\n", + "# first line makes the plots appear in the notebook\n", + "%matplotlib inline \n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "# seaborn makes your plots look better\n", + "try:\n", + " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", + " sns.set_color_codes()\n", + "except ImportError:\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", + "\n", + "# finally, we import the pvlib library\n", + "import pvlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load TMY data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pvlib comes with a couple of TMY files, and we'll use one of them for simplicity. You could also load a file from disk, or specify a url. See this NREL website for a list of TMY files:\n", + "\n", + "http://rredc.nrel.gov/solar/old_data/nsrdb/1991-2005/tmy3/by_state_and_city.html" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Find the absolute file path to your pvlib installation\n", + "pvlib_abspath = os.path.dirname(os.path.abspath(inspect.getfile(pvlib)))\n", + "\n", + "# absolute path to a data file\n", + "datapath = os.path.join(pvlib_abspath, 'data', '703165TY.csv')\n", + "\n", + "# read tmy data with year values coerced to a single year\n", + "tmy_data, meta = pvlib.tmy.readtmy3(datapath, coerce_year=2015)\n", + "tmy_data.index.name = 'Time'\n", + "\n", + "# TMY data seems to be given as hourly data with time stamp at the end\n", + "# shift the index 30 Minutes back for calculation of sun positions\n", + "tmy_data = tmy_data.shift(freq='-30Min')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The file handling above looks complicated because we're trying to account for the many different ways that people will run this notebook on their systems. You can just put a simple string path into the ``readtmy3`` function if you know where the file is." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the imported version of the TMY file." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " ETR ETRN GHI GHISource GHIUncertainty DNI \\\n", + "Time \n", + "2015-01-01 00:30:00-09:00 0 0 0 1 0 0 \n", + "2015-01-01 01:30:00-09:00 0 0 0 1 0 0 \n", + "2015-01-01 02:30:00-09:00 0 0 0 1 0 0 \n", + "2015-01-01 03:30:00-09:00 0 0 0 1 0 0 \n", + "2015-01-01 04:30:00-09:00 0 0 0 1 0 0 \n", + "\n", + " DNISource DNIUncertainty DHI DHISource \\\n", + "Time \n", + "2015-01-01 00:30:00-09:00 1 0 0 1 \n", + "2015-01-01 01:30:00-09:00 1 0 0 1 \n", + "2015-01-01 02:30:00-09:00 1 0 0 1 \n", + "2015-01-01 03:30:00-09:00 1 0 0 1 \n", + "2015-01-01 04:30:00-09:00 1 0 0 1 \n", + "\n", + " ... AOD AODSource \\\n", + "Time ... \n", + "2015-01-01 00:30:00-09:00 ... 0.051 F \n", + "2015-01-01 01:30:00-09:00 ... 0.051 F \n", + "2015-01-01 02:30:00-09:00 ... 0.051 F \n", + "2015-01-01 03:30:00-09:00 ... 0.051 F \n", + "2015-01-01 04:30:00-09:00 ... 0.051 F \n", + "\n", + " AODUncertainty Alb AlbSource AlbUncertainty \\\n", + "Time \n", + "2015-01-01 00:30:00-09:00 8 0.24 F 8 \n", + "2015-01-01 01:30:00-09:00 8 0.24 F 8 \n", + "2015-01-01 02:30:00-09:00 8 0.24 F 8 \n", + "2015-01-01 03:30:00-09:00 8 0.24 F 8 \n", + "2015-01-01 04:30:00-09:00 8 0.24 F 8 \n", + "\n", + " Lprecipdepth Lprecipquantity LprecipSource \\\n", + "Time \n", + "2015-01-01 00:30:00-09:00 -9900 -9900 ? \n", + "2015-01-01 01:30:00-09:00 -9900 -9900 ? \n", + "2015-01-01 02:30:00-09:00 -9900 -9900 ? \n", + "2015-01-01 03:30:00-09:00 -9900 -9900 ? \n", + "2015-01-01 04:30:00-09:00 -9900 -9900 ? \n", + "\n", + " LprecipUncertainty \n", + "Time \n", + "2015-01-01 00:30:00-09:00 0 \n", + "2015-01-01 01:30:00-09:00 0 \n", + "2015-01-01 02:30:00-09:00 0 \n", + "2015-01-01 03:30:00-09:00 0 \n", + "2015-01-01 04:30:00-09:00 0 \n", + "\n", + "[5 rows x 66 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmy_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a ``pandas DataFrame`` object. It has a lot of great properties that are beyond the scope of our tutorials." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the GHI data from the TMY file" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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pxLq+vh5vvfUWRo4cyXi+o6MD77zzDmbNmsV4vqWlBcXFxXjyySdx8OBBXHjh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\nepSxY8fS0NBAcXExp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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tmy_data['GHI'].plot()\n", + "plt.ylabel('Irradiance (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calculate modeling intermediates" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before we can calculate power for all times in the TMY file, we will need to calculate:\n", + "* solar position \n", + "* extra terrestrial radiation\n", + "* airmass\n", + "* angle of incidence\n", + "* POA sky and ground diffuse radiation\n", + "* cell and module temperatures" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, define some PV system parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SAND POINT: latitude=55.317, longitude=-160.517, tz=US/Alaska, altitude=7.0\n" + ] + } + ], + "source": [ + "surface_tilt = 30\n", + "surface_azimuth = 180 # pvlib uses 0=North, 90=East, 180=South, 270=West convention\n", + "albedo = 0.2\n", + "\n", + "# create pvlib Location object based on meta data\n", + "sand_point = pvlib.location.Location(meta['latitude'], meta['longitude'], tz='US/Alaska', \n", + " altitude=meta['altitude'], name=meta['Name'].replace('\"',''))\n", + "print(sand_point)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Solar position" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the solar position for all times in the TMY file. \n", + "\n", + "The default solar position algorithm is based on Reda and Andreas (2004). Our implementation is pretty fast, but you can make it even faster if you install [``numba``](http://numba.pydata.org/#installing) and use add ``method='nrel_numba'`` to the function call below." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Az2rjvtqGqdydM5Yy1iIiIiIiJ2iyjLWG2xMRERERmQIKrEVEREREpoACaxER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\nIejQoQNub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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "solpos = pvlib.solarposition.get_solarposition(tmy_data.index, sand_point)\n", + "\n", + "solpos.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The funny looking jump in the azimuth is just due to the coarse time sampling in the TMY file." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### DNI ET\n", + "\n", + "Calculate extra terrestrial radiation. This is needed for many plane of array diffuse irradiance models." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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P2QWVnD5bSl5xFeFBnkbHEhERaRPVtfUseX0P+SXVACQMDmdYbLDBqaSttNgt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the extraradiation function returns a simple numpy array\n", + "# instead of a nice pandas series. We will change this\n", + "# in a future version\n", + "dni_extra = pvlib.irradiance.extraradiation(tmy_data.index)\n", + "dni_extra = pd.Series(dni_extra, index=tmy_data.index)\n", + "\n", + "dni_extra.plot()\n", + "plt.ylabel('Extra terrestrial radiation (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Airmass\n", + "\n", + "Calculate airmass. Lots of model options here, see the ``atmosphere`` module tutorial for more details." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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uuU0n8crOM5jXa9/hwhpUjHVqc4RdLF9/Ai9tG0bfHIfqOKEIzVjrxOu6UMkV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\nkCFwc3PD/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "airmass = pvlib.atmosphere.relativeairmass(solpos['apparent_zenith'])\n", + "\n", + "airmass.plot()\n", + "plt.ylabel('Airmass')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The funny appearance is due to aliasing and setting invalid numbers equal to ``NaN``. Replot just a day or two and you'll see that the numbers are right." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POA sky diffuse" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the Hay Davies model to calculate the plane of array diffuse sky radiation. See the ``irradiance`` module tutorial for comparisons of different models." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JiX6/C0Tudhw6RLXYb1tbugJOq/b+6+wcHJzEqOOiq/8hw+12w25v81vH5qZO2JO8kymH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\n0o2iskZceFaq1zXVryrCEEcrmrFMxV5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mDnlfncTCl77q/9KAgCSKqsYs/dRY5wPHDeie\na4iq+g58pmujrejmVjDsnABzjlYXzZTuDlPclkwRhHRqJLTes9B4A0TY9rUCJtNakjNkqImePrcX\nyx+FyUold6S/jzYdNzoEUeY5Q8PTqzQr5imuvnC2aQRfcwe6e4uUNQh1e1azmoeeFxmrXM/Mgsm0\nAdyCAIdTep/IenK6QndtYeqLn6mD00YE308VMeqZs6mtx5KHl+TjJ1B/xWQot8Ih3k2xFyOszrRe\n151Ag7ZotmwTFeBZAZNpA/z9w/1Y8PfNATtbN1J7lxO/em6T0WHQEExgvBl1+T9yqtmgJZuD4PkP\nqUlAdL7VG+waT5t1lzOSoKT5+SWeQ/+W2DWelOQ1QvLbSns77no6H3uP+o++GK3YANEAJeVNAPpa\nY49KTjQ4mkFV9uAtlgFgxRdH0NQqvbN43Qdt0XdxESsab94UPtaZ1kAY3UD3DbAk79cb91VhV4m0\nodK1FGmFonrG29bpQEqSefKCQAaGP1+x7gi+fV6GwdGYA0umDRSoA3gjieVYG/dWYX9pvT7BqGjt\n9nLsORKZT9CCAJysaQ3xPTMc3UTxpu47zqJ4A2hJ8SA68n+7Yt0R5XXmNeB0uVFe22Z0GKJClXSr\neQnucfTiNy8XoKahI6z565b7R9hDkZaYTJNHxCdmQcL/eNNxvLryoL6xqOjP76jbtVVE72UDL95W\nrHIj55yP9MuDGQmQX7o89LeRaqDKQ0e3C39ctsvgaORTUlIt5ydlNWZ/wIjcY08rTKYNVFnX4ala\noUYi+9mOcry1tkTx7yO9YXkk31xImgQJfetqxQzHuJGifPU1o/S4qqzrQHO79Gp3ZmKlAs1oPC8G\njlkr7cdwsc60gV7OLQQAvPXITFXm99HGvu7F7vrBJNFpaxo6/PqbVTtZYHJrnNKqluBfRvBuSYhn\nMm2E2sZONLR0Gx2G5YRzTA3cP7TS0uHAaK3a9ERcpenAH+8vrUdrh0P1xYW6d6p1X1VjD/g2qmxq\n63u4G5syTIW5RxYm0wF8sfMUPswvxYsLr8aoMBoCyDnk9e5n+rF/7vD7LNKT38iOXplgN+MnV+zR\nNxCdGNkfe6SfH4FIXaMlq4o0jSOamfUhrbPbqVkyrflZrNNl4uWPpT/QHDrZiIvOz9QwGpkkbqOB\nXseGjrgZ7JB98NWvAahXQBhJWM0jgA/zSwEAxScbDY7E3ylbGzq7XSGncSu8OodzUTfp/YACsGJS\nqAuLbLbUUYOlRmZN5KKLuXdCO4eRV2UXDW1ILnbeDf3e6LZM976wBfe9sMXQGCIBk+kIUt/chSfe\n3oW/LA/dIE3JcMGAPjfW1yQ2BGzrdGDfMZk9cIjEv2Zbmbz5RQBz34atxSqJ59iRQ5Npi6xUhBIU\nDryih/qWbrR2OrDwpa/Un3mE1fKINOG+wBs6BobT5YbDdzC3gTrTEb4fd5bYcEClHspYzSMEs13j\nGvvrI9U2doacrtctID5O/vyVlmgHFWB2uyV2UffM+/tQXd+Bh26bim+dOVaVcHI3n1BlPmYz+8oJ\n+HzHKaPD0Fxbp/p1E+WwTIn+kBugWRO5aLHvmB09Jh0N94V/H0BKUoIm846NtGw6JuSfkgycax9t\nLEVNQ+h7uJHe+fwwNu+vxksLrw7a3/XAtTDC9qKfgepralRLYTIdQaQ+BSotbTJTKVV1fV8/m/Uy\nGj2ZJ3odKdhnJtrNsvzm5QJDL94Rutn8DO0z10znfDTad6we+46Zt+/+tk6NqnhEehYWhs8kFHwY\neVpu3l8NAKi0d2DSmUHqzPOy4YfVPEJRcMBoeXOS2vhKcQgmPEEsUxpoIvOf3WR0CIoZeTRYJe8c\n+gZK9bdRRBKYJZfW92FSRp/uZrjvSdo2ZtmTxmMyrbI/vbMbz7y3V5OTVMvDtm9o2rBmoFYoPvM1\nQQwmFn1rbJAYWOb4GlqtwCKrRCTLyZpW1Dd34e5nNuLDDcd0WaasU82rAaL3Vy6XPidtqKXwsuGP\n1TxCUJJeDgyNeu8LW9DtULcunOYl0ypTIwyTrIppcfvoxyrbOmP0CM+/Wc2DDKFxgabY7IeOKvvF\nrgr813XnahsQAAjqnG9meJvkGbSFBdMeLJnWSDiJ9JtritHZ7V9XTXKdaQW3fQHmScKHWr+7An94\nw79P7EBMGD5ZiBnPDyXiYofWmTYwEIpaMVFaPUDq+SZ4/Vu9k7S1w4GKunb/hVDYmEyHoNeNpqXD\n4dUVzdcHa7F2u38jBekNENWKTDo1Fzn0ybvS3oGq/saIojFE48VBAC+KOrFaKe4pW5vkc4tITVqW\naOpScqsgfjNcqh/4RwEWv7UTTpd4YV/oWPt789BoPzpdvSgua1Tcza8RWM0jBCnnZFNbDw6XN2Ha\nhZmKR2d74JUCv8+6HaEHZlGdiY7ZXz6z0egQiLykpgwbLNGJcAOn+hNv7zI0DiItaHH/UCNnFGR0\nKq52FdHBGPr+3+N0B/leWnwDU2n1hmHFuqMoOFiD/559Pq65ZJwmy1Abk+kQpPT/+eSK3Who7cGo\nkYm48KxU1ZYd1miEZunOQ/cE3URPBDqpa+pER4AqQaSulKREyxxee4/a8cF6fRpdEQUSrXVtpRa0\net3DFV13Qm9gt9u/8sjJmlavuuT7jtpRZNAo0AUHawAAuw/XMZk2itPlxtLVRbh26jhceLZ6ye0A\ntyCg2t6B0zOSERsTg4bWvoFUmvsHVFFLOPdtJb8Nu860RRKNSLPii6NGhxA1TNFdlUq+3F1hdAgU\nxcxYZ/p4VQu2F9sCfud75jt9RwSUTPtriJTCtK2HajEuI9nrs437qrz+zt/r/bf3QhSFJltlBL0N\ntFwyXXi8AXuP2rH3qF2VUW18fba9HLmbT+C/rjsX119+hurzD0Vy4wXr3PNlidb1Ju0JgsDji0gt\n5sul8dcVeyRPu7OkDgtulr8MJfdwOZedhpZu/O71rZj8zbSQ0/17Y6nfZ3J2iScmFfajq9eN2JgY\nxMaa8KCQwXINEH0bH5SUNWLxWzvR0q685Lilw4HG1r6R+A6UNgAACo97j1ql+o02vHoe+i4P1iq1\nI/K1ZHUR9h2zGx0GkSVEWtqkRrxdPb3YczhwyXc4Glq6cayyGQA816iDJxpkz6ezR3o7rYHS72Db\npbisMWCPZIHMf3YTHhfpscvtFuAIUu3W7RZQ39wlaVlaslwy7eu5f+1HRV07NuytlP3bgQPmgVcK\nsOi1rQDg6XWj0i6/FbytqROHJB7kkVbjwgyv7ZjOk1Za2h3o6tGmURBR1DH+duHlL8t3i0/k42/v\n75U1/cETDXhymbRGv0MLpzq7Qye5eQUn8dS7e+F0uRV3ggAAe44oKCwIsrznPtyPZz/cL3k2tY2d\nIb9/7I0dWPD3zQG/W77uMB5asg1HK5olLy+UprYevJJbiJoGeTme5ap5+IpBDAQoe0Ub6Cdl/YOy\ntHY4fKYVX8CjS7dLX7aKBdOCIIieZALC61Io0OxZWk1EFF3iJLyuN0Phy1Anqltl/+bwKXWSNzED\njfHEVNS1o0nltltSuHrdOFBaj099HhQGBrBTgy1Esr3lQN/2OVbZjPPOGBP2sj7ZfBz7jtWjobUb\nT8y7QvLvNC2ZfvTRRzF9+nTceOONns+am5sxb9483HDDDbjrrrvQ2jp4EC9duhTXX389Zs+ejYIC\n/+7ipPA9RcNtNdwjtYsakbzxQGl96Al8VNnbsWrLcUU9cwz9ze7Ddbj7mY04XtUiez6ymKB59o5i\nG+4P0M0gERHpQ8otywS3C3NTUA71l+W7sXZ7ufqxhGBr7MT8Zzfh1ZWHVE2ejeTsr30QrPvAYDRN\npn/0ox/hjTfe8PosJycH06dPx7p16zBt2jTk5OQAAEpLS7F27VqsWbMGb7zxBv74xz/C7VbaYnbQ\nwEmrqNRVANq6HOLTSfDSx4Wypj9e3Yo3Vh2S9MS850gd7n4mP+B3H23qa2ggVs1FRheYAQ1cG0ur\nWrCzRP16YVI4XW6/NwZERKQfq72RNHqwJjM+d+i1SeQsxuh2a5om05dddhlGjRrl9Vl+fj7mzp0L\nAJg7dy7Wr18PANiwYQOys7ORkJCA8ePHY8KECSgslJeABtZ/KCqs5iH1dZRWx5aU5PCttYe9W/8O\n+bec12nhXDQGHlqeXLEHS1YVSeqjm4iILMZauXTEjyisBSXxdTtcshsKytn2am2z2P5kRu5+170B\nYkNDA9LT0wEA6enpaGjoa5BXV1eHrKwsz3RZWVmw2cIv4RxI8pwuN9q7ZA5uYYK+sJQ0KBAgwO0W\nsLPENthCV8KqqLm2TpfbDJuPiIh0JOWyH05DOb3pMjy5D8G7RExzr608qPky3v/yGB5ass2Qet1y\nxHjKX01UMi0mJiYm5Emlxgk3MIf1eyqx8KWvZI31LsC/btfVk78BABieGBd2bJJI2gS+LQ6Brw/V\nYMmqIs8DhKS1DuOaUdPQiZz/FHn+NuICRERE5iYIgimrLgRjfDUP7bfWbrk9eSjYJgMNKT/dVobc\nzcdl/14/ykqmde/NIy0tDXa7HRkZGairq0Nqat8ohZmZmaitrfVMV1tbi8zMzJDzGjs2CfHx3knt\n6JrBSvAZGSl+HYGPSU3GsARpiXBy8jCkpo70ml9yciIAYPiweGRkpHi+GzlymNffahk7Jskz38bO\nwZJ172V5r+PY1GS0+pwcwxLjQ8aXmpqMkSLd04jZXjT4JiE1NRndrOlBRBR1Qt1r0tJTMHLk/2fv\nvAOiuLYG/ls6iqh0QRQFBUUjYi+xxIItRqPGJCaamDw173v2qMlLNFGjsbwYaywxsZfYI/aOBLEX\nEBUUAcFCE6VJ3fv9QXZCVVB0F7w//5CdmZ05Z+fO3HPPPfcc41cozYthYWGGkdGrNZUqVvzHnqhQ\nwUjZ/jw2hrV1JXwv3SUwtGRJEAo7jwYj4+L9HoXJe/zvyooj+ns881g9PVWe7VZWZkU6WStWNHpu\nGyz390xNDQu99rN45cb0W2+9xc6dOxk2bBi7du2ic+fOyvbx48fzySefEB0dTUREBG+88cZTz5WQ\nUND4S0z8JyYnNjapgLM1NiYJ42J6lZOS03j48J9ylrGxSaT/HTahzlYTG/uP4Z6UlJbnc2nx+HGq\nct7c+ua+Vn4vcHx8Mqn5Fk6mpWc+Vb74+GQS/y5MUxrExibzSAcSqUskEonk1fK0viYmJpHU1LKz\nUDwmNomMjOIXNCkNkpPTld/wSa6+/HlsjNjYJOasL3ke7cLOoyG9mAVeniZv/n2FHZuYksGgyfuU\nzzGxSUpMc35SUjKe2wbLo9vfxWay89l48PTBzEsN8xg3bhzvv/8+YWFhtG/fnu3btzNs2DBOnTqF\nl5cXp0+fZtiwYQC4uLjQvXt3evbsyb/+9S++++67Ug3z0PCi4Qea85UgWqTUKPKSBaM8CjS44qhd\nmrNZ2p4ak0gkEonkRZELEAvhFQqYmGtGvrjXFUKw7UQo1yMSSn7Bv02n+MR05m66RPzj4jkZX6pn\net68eYVuX716daHbR4wYwYgRI0p8nZS0TJ6kZWFVxZT85nN+e7xERl5hhxZh37+stpVH3OJe5DmF\nKc2URtKWlkgkEkl+yp6jRZCZ9eJpekt2yZzfKCA0nht3nsMgfMmU1h3M3RbCHyRSzfLpYbji7xxr\nzyI64Qn7Tkew73QEv3/11jOPT36Sidnf4R25nbjXIxLYeuIWI95p8MxzlIsKiKMW+CIEhf5o+YP3\nS+JRVhdSOVBPCU4vxB38EsiT8q6Ii+TffurqA46cj8p3zLOvIz3TEolEInmZaGNW90UQ5FT5e6XX\n/Ps3mr/1yiu9bnEpSf+elJqBb0DhVRxzn2ba6vPUq1mVCR80fsp1nyqU8md2Ce/Xk/QshBDM3xpA\nUr4QpOxiNthyYUw/7QfO75kuSTaPwk9Y+DVfmmc615mL1DPfdu9T4YUc82rfYK94HC+RSCSSsoDQ\nzUIkRSHDPF6MTUdv5klOkJv8jsDnCssohJKGCOupVPhcvkfY/UKK5BXzZmg1NV5pI4R4ZpnSF62o\nozl9gV0v64krpfzQz/RMI0rVmyxE6Z5PIpFIJGWfspY29Y+jN4mKTXml1yxPfee9uKJ/u5Kq+bTj\nc+8q6XI7PT0VBvqFm8MPipnlrHwZ0xT8sQuMUEpw9woNmVYVYU6/pCT0eUKmX/IDVrphHqV3LolE\nIpFItIHf1QfPPkhSJKWbJ/vlGBZ6KjDQL1zOu08ZDOQ5R2kKpHVKucpffk937s9P0rO5Ghav7HtZ\n01ZFlQkv6piiuBAcy/ytV3hcVHlyUbrNtDyNrCUSiURSfLYcv1XkPtk3PBtd/4lKIt/T/IwlbQvF\nPbykYR7PKiBYHMqVMS0oGOah9/yOaUS+2K78FRHn/ZFrccBLsqZzN7aiRS+eUgGh8Ww6EvK0ixVb\nrmfxwrHpEolEIimTHDhzp8h96lJ23JRHDp2LZNH2gEL3udWo8oqleTGKslFzQkFLdq5iG9MlO22h\n1a7z8zg5nZinhHyUiwWIGgr9oV9gtFFYxo6iRi+vZEFFES2pJA2yqBQ/gtJdZa3rI2uJRCKRaAfp\nnX466ZnZXLr5YhULdYWibCZByQdVT03fm2tXic2+YpS4H7vYDwDvn94pdH+5N6Zf1MjNfcotx2+V\n2mrT4qIulme6+BT1Dvtx/QUlz2JpoH6OUadEIpFIyjd/HL3Jw6R0bYtRZimNYnYvSnEHQ6eu3icy\nJrnI/S8rzKOk1nRpmCrlypiGQkYXL1C0Jf+hh85FFnnsy2rgpW1MF8Wj5AweJZdeiVchp/IkEolE\nkg+5oK/sU9y+feWe6089yctyuD1X/PIL2nDlyphOTcsiPTM7z7YX+XkKyw7yqhG5ozLyyXIhOJbj\nl6KKnVT8VXLq6oMylwJJIpFIJBJJQUQhRexe6HzP4W4rvme65Od9Uc3KlTGtiWnJTf6bX7IFiNo3\nBvMWbckrz5Kdga9anGJz+HzRXnyJRCKRSCQlR1tRHsUr5F3Cc5bYxCreF54rHd8LKleujOnCKJBm\n+iUFHzxOySAmoXjJvUtC3nLiL86NOwmsOXCjFM4kkUgkEonkVXE3Npkn6dnPPvBlkMuaLg0/Y1pG\nyfV4ajXx5xclx+v+At+H18GYfoGfqLq1WbGP3XnyNjtP3n7uaxVFcfJMl4S0jGx8Lt978RNJJBKJ\nRCJ5ZUz+7azWri1K2Tcdevcxte0rl0yGpyXzyLO+rOTG0ouGsJR/Yzr/71PCZOPaDvXQNIpfvYO4\nfT9J2X4hOFZbIkkkEolEInmNyDtL/uJ2kS4t9boekUD4/cQXOsdrZ0xr7l/+YPrCgut1IGRakcE/\nKDrPdl2Ol5ZIJBKJRKJ9XopDsFTy9D5ParxiHl9C+X7b+5SsI8WkXFVALIwCBvLf/09c6s+yP68C\nEPEgic9mHy/g7dW2V1pXZJBIJBKJRFL2+Gz28VI5j8YUyVarS6nmxXNUQCzl40qT8u+Zzr/h77sX\nn5hGfGIaI96B45fuArDuUDBNXK3/ORTte6elKS2RSCQSiUSbzNpwEUebipy8cr9Uznc+OLbQ4j3T\n15wr+kvPYRB5+4Xh6WqDg1XFkn/5b6KLkVyiTHums7LVJKYWXWjkUXJ6gTiPyzfjCnh7DfVzfobs\n7HyltnXAktW2MS+RSCQSieT1Jux+YqkZ0gD+QQ/YcDikkOskFXJ0Dhpz6NbdxzxJz3rmcQA7fcOY\nsvLMc0qZw9fLTz/zmDLtmf7fpkuERD0ucv+4QvJOR8YkF9tAFX//0ypCyFAPiUQikUgkrzWr912n\nspkxJ6/cw6qyCa6OVQock/wkk8SUvE7WV2FBlWlj+mmGdFGoBcWuzKcLNqz6JZbclEgkEolEIikL\nXAmNV/6Oe5xG3OOCpelHLfAt8vth9xPZ6x/BZz3rYWpcuuZvmTamnwdBCYPedcCQlWW5JRKJRCKR\nSJ6f/22+zJP0LGramvF2m1qleu7XzphWq4sfNrHdJxSbKqYvWaKno5ZhHhKJRCKRSCRFUhwzKTMr\nZ13ck+eovvgsXjtjWpQgbOJRcgaPkote4Pgq2HLsFr6lGPQvkUgkEolE8rqhr68iK7tkTtXiUqaz\neTwPQoinhk1k5c/ooWWy1YKo2GRtiyGRSCQSiUSik4Tee8zpawVjqIuitCf8XzvPNBRdCCUlLYth\nc0+8WmEkEolEIpFIJM/NtfAEroUnPPWY3ImSSztT2+vnmUa3asJLJBKJRCKRSF4em4/eJP3vWOmo\n2GS8/cJL9fyvnWe6oomhXNAnkUgkEolE8ppw6Fyk8ndxvNgl5bUzpt1qVMkTK/PLrqtExciYZIlE\nIpFIJBJJyXntjGlB3pjp8zditCeMRCKRSCQSiaRM89rFTCNkzLREIpFIJBKJpHR47TzTm47exMLc\nWNtiSCQSiUQikUjKAa+dMZ38JJPkJ5naFkMikUgkEolEUg54/cI8JBKJRCKRSCSSUkIa0xKJRCKR\nSCQSyXMijWmJRCKRSCQSieQ5kca0RCKRSCQSiUTynEhjWiKRSCQSiUQieU6kMS2RSCQSiUQinAaY\nAQAAIABJREFUkTwn0piWSCQSiUQikUieE2lMSyQSiUQikUgkz4k0piUSiUQikUgkkudEGtMSiUQi\nkUgkEslzonPG9MmTJ+nWrRtdu3ZlxYoV2hZHIpFIJBKJRCIpEp0yprOzs5k+fTorV65k79697N27\nl9DQUG2LJZFIJBKJRCKRFIpOGdMBAQHUqFGD6tWrY2hoSM+ePTl69Ki2xZJIJBKJRCKRSApFp4zp\n6OhoqlWrpny2tbUlOjpaixJJJBKJRCKRSCRFY6BtAXKjUqlKdLz3T++8JEkkEolEIpFIJJJno1Oe\naVtbW+7fv698fvDgAba2tlqUSCKRSCQSiUQiKRqdMqYbNGhAREQEUVFRZGRksG/fPjp16qRtsSQS\niUQikUgkkkLRqTAPAwMDJk+ezGeffYZaraZ///44OztrWyyJRCKRSCQSiaRQVEIIoW0hJBKJRCKR\nSCSSsohOhXlIJBKJRCKRSCRlCWlMSyQSiUQikUgkz4k0pnWA+Ph4AGTETdmhvN6r4OBgkpKStC3G\nK6E83sPHjx+TlZWlbTEkL8DDhw+5deuWtsV4qWRmZmpbhJdKedavPOuWG7VaXaLjpTGtRW7evMm/\n//1vli1bBpQ8z7ausW/fPtauXattMV4627Zt48yZM9oWo1R5+PAh06ZN46uvviIiIkLb4rw0jhw5\nwoQJE0hLSyvzz1tuUlNTmTp1KnPmzCm3g6GHDx/y3XffcfDgQW2L8tJYvXo1Q4YM4dKlS9oW5aUQ\nHBzMd999x40bN7Qtykvh8OHDjBkzhsDAQG2LUuqUZ900HDp0iP/7v/8jNTUVPb2Smcc6lc3jdeL7\n77/n7NmzDB06lP79+2tbnBciNDSUn3/+mYSEBP79739rW5yXxqFDh1i1ahV2dnZ8++232han1AgO\nDuadd95hzJgxbN26FQOD8vdaCA0N5ccff0RPT49BgwZhYmKCEKJcGNTHjx9n+vTpdOnShQkTJlCh\nQgWAcqMfwIIFC/D396dJkyZ07txZ2+KUOk+ePKFnz57UrVuX1atXY2lpqW2RSpWMjAzmzJnD+fPn\n6devHw0bNtS2SKVKbGwsY8eOxcjIiKFDh+Lp6altkUqN8qybBiEE06dPJygoiE8++QRTU9MSvz/L\nX69ZRkhNTcXBwUExpOPi4rCwsCjxaEjbCCH48ccfqVSpEhs2bAAgOzsbfX19LUtWuly7do1FixbR\npUsXRo0apW1xShVXV1ccHBxo2LAhBgYGnDt3DltbW2rUqKFt0UqNEydO4Ofnx/Xr1wHIysoqN4OG\nsLAwmjdvzvjx4zEyMiIqKorq1auXG0M6KyuLpUuXMmfOHHr37g2Ur3eMEAJTU1OaN2+Onp4elpaW\n3Lx5EyEEDg4OVKxYUdsivjD+/v5cu3aNkSNHlsvaEdHR0Tx+/JipU6fi6elJamqqMqgt65Rn3TQ8\nevSI2NhY/vjjD+D5+gf977///vuXIJskH5ppLU0jbN++PXPnziUzM5MlS5Zw7tw5Tpw4gYeHR5l4\neWZkZKCvr49KpcLY2Jjbt2/j6enJjh07OH78OJmZmZiZmZXphy73yFRfXx99fX309PRwdHRk/fr1\nxMTE8OTJE2xtbVGr1WXGeLlx4wZnzpzB3t4eIyMjAFxcXBg+fDjXrl3j5MmTHDt2jNu3b+Ps7IyZ\nmZmWJX4+kpKSMDY2BsDT0xNvb29sbW0JDAxk48aNhISE4ObmpvwGZYW7d++SnJxMpUqVAKhSpQpR\nUVGcPXuWDRs2cPjwYYKCgkhJScHFxaVMtU0NSUlJGBgYoFKp0NfXx8zMDG9vb1q0aMHUqVMJCQkh\nKyurzA74kpOT2b17N1WqVMHc3ByAdu3a8d///pfz58/j7e1NSEgIu3fvxt3dHQsLCy1LXHIePnyI\nqakpABYWFjx8+JDs7Gxu377NypUriYiI4OHDh2W2lkRMTIzSV5uZmWFqasqhQ4e4e/cuS5YsISgo\niMTEROrWratlSUtOedYtN5p3o7GxMVu2bMHT05M9e/awbt06goODqVevntKHPIuy5QYtgyQmJvLF\nF1/w7rvvcuLECdLS0gAwMjJi+PDhrFq1ik8//ZQffviBrKwsdu7cSUZGhpalLprjx48zZMgQNm/e\nrGzz8vJCrVbz4Ycfcu7cOaysrNi2bRurV68ucRC/rrBs2TIGDx6sfLawsKBRo0ZcunSJXr16cf/+\nfW7dusV//vMf7t27V2ZmFHbt2kWfPn1Yt24dQUFByvY2bdrQs2dP6tWrx7p16/j+++958OBBmYxt\n9PPzo0uXLmzatClP/PCXX37JqFGjOHHiBH379uXMmTOsXLmS6OhoLUpbfIQQLFy4EC8vL77++mtl\ne61atahVqxaXLl2iadOmzJgxA1dXV5YsWUJiYmKZaZsA6enpjB8/nhEjRnD9+nVlEPDJJ59w584d\nBgwYQIsWLahatSq//fYbJ0+e1LLEJefq1av06tWL//3vf5w7dy5Pn6AJ09m0aRPz58+nZs2aHDt2\nTMsSl4y7d+/y2Wef8eGHH/LkyRMAzM3NadKkCceOHWP16tV07NgRIyMjli5dyoULF7Qsccm4fPky\nrVu35rPPPlO2VahQgebNmxMVFYWPjw/jx4+nQYMGzJs3j9jYWC1KWzLKs24afHx86Nq1K5cuXVLe\njdHR0dSvX58tW7YQEBDAsGHDuHbtGr///nux+wfpmX7JhIeHA9CqVSvu3LmDra0t1tbWAHh4eNCv\nXz/FO2Zubs769esZMGCATnaAkZGRzJw5k+rVq5OSkoKdnR1WVlYAuLm5UbduXUaOHEmjRo2oWrUq\nFy5coF69elSuXFnLkhcftVrNmjVrOHPmDKGhoWRkZNC0aVMgx6CuWLEiQ4YMoX///rRo0YLIyEj8\n/PzKRBxnRkYGycnJfPTRR6jVau7du0fNmjUVz3PHjh1p2bIlkKPriRMnUKlUNG7cWJtil4iYmBh2\n7NiBqakparUaS0tL7O3tAXB2dsbDw4Nhw4Zhb2+Ph4cHK1aswMvLS/EO6jIpKSn4+voyYcIELl68\niFqtxs3NDQBHR0fatGlDu3btMDMzw9XVlTNnzuDo6Kjor+tkZmZy9OhRgoODqVy5Mvr6+tSoUQMT\nExMAOnToQP/+/WnTpg2NGjUiICCA+Ph4WrVqpWXJS8bDhw9p164djRo1IjAwkGrVqil9QoMGDejW\nrZsSwpKWlsaJEyfo2bOnNkUuEb/99hsVK1akatWqBAYG0qZNGwCqV6+OjY0NY8aMwc3NDQ8PD+7f\nv09ERESZuYdPnjzh4MGDdOjQgVu3bqFSqahfvz6Q48Ft2rQpn3zyCba2tri5ueHv78+jR4+UPkSX\nKc+6aQgICGDjxo0IIZRBLUClSpUICgrCx8eHPn360Lp1a9zd3VmzZg2dOnUqlg1TPoIGdQx/f3+s\nra1xcXGhVq1a1KhRA319faZNm8aFCxdwcHBQbk7u6bvw8HAaNWqkU95ctVqtGPaOjo7MnTsXlUrF\nzp07OXTokNKZOzk54eTkpHyvSpUqpKamlpmOPCMjAwMDA/T09GjevDkDBgzgwYMHDBw4kEGDBmFm\nZoaxsTHt2rXLExZQq1YtnY699fX15fr163Tt2hUnJycaN26MkZERBgYGrFy5ksDAQKysrNDX18+j\nx+nTpwkLC6Nv375alL54ZGdnExcXh62tLVWqVOHTTz/F3t6emTNncu7cOWrUqKEYK23btlW+5+Tk\nhI2NjU6nyLty5QqVK1fG2toaMzMzPv/8c2xsbBgwYADLly+nV69eGBgYUKFChTzhYX5+fqSmppaJ\nadh79+5hb2+PoaEhnp6eeHl54e/vz59//omLiwvNmzcHcp613Nja2paJuOmwsDAOHDhA48aNad68\nOa6urqhUKjIyMjh//nyBPkHDnTt32L17Ny1atND5xaQxMTFYWFhgYGDA+++/j5mZGTExMYwZM4Z+\n/frh7OyMSqWiRYsWeRxF0dHRdO/eXYuSP5usrCwiIyOxs7PD1NQULy8vHB0dsbGxYfbs2Xh5eWFm\nZoaBgUGePjAjIwNzc3Ol/eoi5Vk3DUIIMjIyMDY2pnr16owcORIXFxd69+6Nt7c3b7/9NgA9evQg\nPDxcyWZVq1YtKleuTHp6erGuIz3Tpcj9+/f56KOPCAgI4K+//iIzMxMnJyfMzMyUmNtTp05hZWWF\ng4MDKpWKJ0+eEBAQwLhx44iKimLEiBHY2NhoWxUAtmzZwrfffktUVBTJyck4OztTuXJlKleuTFpa\nGkFBQRgaGlKjRg0l9igjI4Nt27bx888/07ZtW2XUqqsdQXZ2NlOmTGHPnj3cunWLFi1aYG1tjaGh\nIRYWFty4cUOZFsrMzFQM6eTkZH755Rf27NlD3759cXBw0LImBVm8eDErV67E1taWQ4cOkZCQoHiZ\nraysuHPnDiEhIVSrVg1LS0vFKJ06dSr79u3jX//6F2+++aaWtXg6GzduZMqUKZw9exZDQ8M8Mz+V\nK1fmxIkTVKlSBQcHB/T19cnMzEQIwaZNm/j+++9p0KABXbt21bmZoLS0NGbMmMHy5cuJjo7mzz//\npFevXorBXKtWLc6ePUtISIgym6BSqbh58yazZ89m3759fPLJJ9SrV09nDbH79+8zevRo9u/fT2ho\nKJaWljg5OaFSqahRowaXLl0iJiYGR0dHKlWqhFqtRq1Wc/v2bcUx8dlnn+l05gs/Pz+++OILnJyc\nOHz4MA8ePMDZ2RlTU9M8fYKlpSWOjo5ATrz4xo0bmTFjBp06dWLo0KE6ef8AgoKC+Pzzzzl//jx+\nfn60a9eOKlWqYGxsjIWFBbGxsezfv5/u3bsrjpnMzExOnTrF1KlTUavV9OvXT2fXZRw6dIjBgwcT\nGhrKkSNHaNOmjdI/Ozk54efnR2hoKK1bt1b6wKSkJHbv3s2UKVNwcHCgX79+OulwKc+6aVizZg2z\nZs0iICCA2rVrY29vrzgwLSwsWLZsGX379kVfX5/KlStjY2PDlStX2LVrF/PmzaNx48Z07969eIN2\nISk1/vrrLzFr1iwhhBB+fn5i1qxZ4ueff85zzKxZs8TSpUuFEEKkp6cLIYQ4fvy42Lt376sV9hlc\nuXJF9O3bV1y+fFkcOHBADBgwQPj4+Cj74+PjxcqVK8X06dPzfG/Lli3io48+EoGBga9a5BKTnZ0t\nlixZIiZOnCju3r0rBg0aJBYvXiyio6OVY5KSkoSnp2cefWJjY8W4cePEN998IxISErQh+lNRq9Ui\nLS1NTJ48WURFRQkhctrmuHHjxP79+5XjHjx4ICZNmiSOHj0qEhISxK1bt4QQQpw+fbrA+XSRhIQE\n8fnnn4vg4GBx4sQJ8cMPP4jZs2fnOWbJkiVi1qxZIj4+Xtl27tw5MXLkSJ1uo+Hh4WLw4MHK50GD\nBonff/9dpKWlKdsuX74sevXqpbxH0tPTxcWLF8WqVatetbjPxe+//y5mzZolUlNTxbx588RXX32V\n555cv35djBs3Thw5ckTZlpqaKmbMmKG8Q3WdVatWiR07dgghct6pc+bMET/99FOeY2bNmiVWrVol\nkpKSxJUrV4QQOfc297slOzv71QldTNRqtZg4caLYtGmTEEKIMWPGiClTpojU1FTlmNjYWNGvXz/h\n6+srhBAiIyNDxMbGilGjRok9e/ZoRe7ikpKSIiZOnCguX74shBDiq6++EgsWLBAhISHKMbdv3xYd\nO3ZU+ownT56Ie/fuiZ9++km5l7pIedZNQ0BAgBgyZIgIDw8XixYtEl9++aU4ceJEnmOGDh0qFi5c\nmGdbenq6+Ouvv8SNGzdKdD3pmX5B4uLiMDAwQF9fnwMHDhAcHEzPnj2xsbHB3Nyc/fv3U7NmTWxt\nbQGoV68eu3fvZtu2bSxYsIBevXpRv3596tSpo2VNcry0Gg/d9evX0dPT491338XFxQVjY2Pmzp2r\nLMozNTXFyMiIyMhIgoKCOHbsGG5ubjRu3Jh+/frpjHf9aahUKv744w+aN29Oy5YtadSoEUeOHMHQ\n0BAnJyf09PQwNjbG0NCQ9evXU79+ffbv30+rVq1o1qwZPXv2xMTEhOzsbFQqlda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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "poa_sky_diffuse = pvlib.irradiance.haydavies(surface_tilt, surface_azimuth,\n", + " tmy_data['DHI'], tmy_data['DNI'], dni_extra,\n", + " solpos['apparent_zenith'], solpos['azimuth'])\n", + "\n", + "poa_sky_diffuse.plot()\n", + "plt.ylabel('Irradiance (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POA ground diffuse\n", + "\n", + "Calculate ground diffuse. We specified the albedo above. You could have also provided a string to the ``surface_type`` keyword argument." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ThGmEI9oGJiYbLzLIQw6j/U316shUUWClLtV0LRLs7e734cFZ63HCpEplSbNk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Xtp164dNWvWxNHRkePHj/Pw4UO8vb2VulhbWysT4fQpPDxcSbVmaGhIWFgY06ZNIzY2lqioKG7f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\n/AEjZTs2i5CvMwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "poa_ground_diffuse = pvlib.irradiance.grounddiffuse(surface_tilt, tmy_data['GHI'], albedo=albedo)\n", + "\n", + "poa_ground_diffuse.plot()\n", + "plt.ylabel('Irradiance (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### AOI\n", + "\n", + "Calculate AOI" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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GaZpmW174ox/9CMMwKC8vJysri2uvvRbTNNm9ezdjx47l+eefb++slzXj4Q2W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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "aoi = pvlib.irradiance.aoi(surface_tilt, surface_azimuth, solpos['apparent_zenith'], solpos['azimuth'])\n", + "\n", + "aoi.plot()\n", + "plt.ylabel('Angle of incidence (deg)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that AOI has values greater than 90 deg. This is ok." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### POA total\n", + "\n", + "Calculate POA irradiance" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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PGTMGY8aMCbreo0cPX5xtgmgOMA673ioYgrOvvgQAuGZxVujEKttfDMOoF6PZ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\nPH78WHrv7NmzbNu2jeXLl/PKK6+wePFic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D2irKysXug09f+e+Tnz6quvkpeXV++u/2oy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\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "poa_irrad = pvlib.irradiance.globalinplane(aoi, tmy_data['DNI'], poa_sky_diffuse, poa_ground_diffuse)\n", + "\n", + "poa_irrad.plot()\n", + "plt.ylabel('Irradiance (W/m**2)')\n", + "plt.title('POA Irradiance')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Cell and module temperature\n", + "\n", + "Calculate pv cell and module temperature" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AUr4JYyGlmiDSRE+/z1CLip6aeKaK6bsTi1bLpE+U9sU1GsYY6tw9KbfSMSZv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\n4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nZ5kbchVBugMBCjBPr53BstlcnltbW1l520EJdUf0uR1tASxDtfHgSx8IFYioYYN/i8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\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pvtemps = pvlib.pvsystem.sapm_celltemp(poa_irrad['poa_global'], tmy_data['Wspd'], tmy_data['DryBulb'])\n", + "\n", + "pvtemps.plot()\n", + "plt.ylabel('Temperature (C)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DC power using SAPM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get module data from the web." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sandia_modules = pvlib.pvsystem.retrieve_sam(name='SandiaMod')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a particular module" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Vintage 2009\n", + "Area 1.701\n", + "Material c-Si\n", + "#Series 96\n", + "#Parallel 1\n", + "Isco 5.09115\n", + "Voco 59.2608\n", + "Impo 4.54629\n", + "Vmpo 48.3156\n", + "Aisc 0.000397\n", + "Aimp 0.000181\n", + "C0 1.01284\n", + "C1 -0.0128398\n", + "Bvoco -0.21696\n", + "Mbvoc 0\n", + "Bvmpo -0.235488\n", + "Mbvmp 0\n", + "N 1.4032\n", + "C2 0.279317\n", + "C3 -7.24463\n", + "A0 0.928385\n", + "A1 0.068093\n", + "A2 -0.0157738\n", + "A3 0.0016606\n", + "A4 -6.93035e-05\n", + "B0 1\n", + "B1 -0.002438\n", + "B2 0.0003103\n", + "B3 -1.246e-05\n", + "B4 2.112e-07\n", + "B5 -1.359e-09\n", + "DTC 3\n", + "FD 1\n", + "A -3.40641\n", + "B -0.0842075\n", + "C4 0.996446\n", + "C5 0.003554\n", + "IXO 4.97599\n", + "IXXO 3.18803\n", + "C6 1.15535\n", + "C7 -0.155353\n", + "Notes Source: Sandia National Laboratories Updated 9...\n", + "Name: Canadian_Solar_CS5P_220M___2009_, dtype: object" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sandia_module = sandia_modules.Canadian_Solar_CS5P_220M___2009_\n", + "sandia_module" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run the SAPM using the parameters we calculated above." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " i_sc i_mp v_oc v_mp p_mp i_x i_xx \\\n", + "Time \n", + "2015-01-01 09:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 10:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 11:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 12:30:00+00:00 0 0 0 0 0 0 0 \n", + "2015-01-01 13:30:00+00:00 0 0 0 0 0 0 0 \n", + "\n", + " effective_irradiance \n", + "Time \n", + "2015-01-01 09:30:00+00:00 0 \n", + "2015-01-01 10:30:00+00:00 0 \n", + "2015-01-01 11:30:00+00:00 0 \n", + "2015-01-01 12:30:00+00:00 0 \n", + "2015-01-01 13:30:00+00:00 0 \n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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eklc+Ru0hZKJLC3Mp6uSK9G6/0XUWHn38XhwSwYGUaSKj4R3EeQ61pEwgbgJL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\n3j3y448/M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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sapm_out = pvlib.pvsystem.sapm(sandia_module, poa_irrad.poa_direct, poa_irrad.poa_diffuse,\n", + " pvtemps['temp_cell'], airmass, aoi)\n", + "print(sapm_out.head())\n", + "\n", + "sapm_out[['p_mp']].plot()\n", + "plt.ylabel('DC Power (W)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DC power using single diode" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cec_modules = pvlib.pvsystem.retrieve_sam(name='CECMod')\n", + "cec_module = cec_modules.Canadian_Solar_CS5P_220M" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "photocurrent, saturation_current, resistance_series, resistance_shunt, nNsVth = (\n", + " pvlib.pvsystem.calcparams_desoto(poa_irrad.poa_global,\n", + " temp_cell=pvtemps['temp_cell'],\n", + " alpha_isc=cec_module['Alpha_sc'],\n", + " module_parameters=cec_module,\n", + " EgRef=1.121,\n", + " dEgdT=-0.0002677) )" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "single_diode_out = pvlib.pvsystem.singlediode(cec_module, photocurrent, saturation_current,\n", + " resistance_series, resistance_shunt, nNsVth)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Nx0mgMj7siCyzbmfFm4eoPJvaerHnaCt7ejblIbIHUqaJrIZ1IWNZFNIXehkm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\nuDi8vb2ZP38+n3/+OSkpKYwZM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5IkST9DTqYlSZLaMAMDA4yNjZWvjYyMMDExUb42NDSk\noaGBxsZGDAwM2LFjhyxxL0mS9D+QqfEkSZLasAc9Y25ubo6Pjw+rVq1SXrtx4wZFRUW/V9MkSZLa\nBDmZliRJagPujJNu+vr9/u1O//nPf8jJyWHMmDGMGTOGOXPmUFFR8Vs2U5Ikqc2RqfEkSZIkSZIk\n6SHJnWlJkiRJkiRJekhyMi1JkiRJkiRJD0lOpiVJkiRJkiTpIcnJtCRJkiRJkiQ9JDmZliRJkiRJ\nkqSHJCfTkiRJkiRJkvSQ5GRakiRJkiRJkh6SnExLkiRJkiRJ0kP6P1b/diUfRR8VAAAAAElFTkSu\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "single_diode_out[['p_mp']].plot()\n", + "plt.ylabel('DC Power (W)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## AC power using SAPM" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get the inverter database from the web" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sapm_inverters = pvlib.pvsystem.retrieve_sam('sandiainverter')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose a particular inverter" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Vac 208.000000\n", + "Paco 250.000000\n", + "Pdco 259.522000\n", + "Vdco 40.242600\n", + "Pso 1.771610\n", + "C0 -0.000025\n", + "C1 -0.000090\n", + "C2 0.000669\n", + "C3 -0.018881\n", + "Pnt 0.020000\n", + "Vdcmax 65.000000\n", + "Idcmax 10.000000\n", + "Mppt_low 20.000000\n", + "Mppt_high 50.000000\n", + "Name: ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sapm_inverter = sapm_inverters['ABB__MICRO_0_25_I_OUTD_US_208_208V__CEC_2014_']\n", + "sapm_inverter" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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qg8BN4KNUSxLflWrVdKWEUs1eD4Vn7QIAPLMibjpy6XmnOb4PJOyBlGpiCMNy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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_acs = pd.DataFrame()\n", + "p_acs['sapm'] = pvlib.pvsystem.snlinverter(sapm_inverter, sapm_out.v_mp, sapm_out.p_mp)\n", + "p_acs['sd'] = pvlib.pvsystem.snlinverter(sapm_inverter, single_diode_out.v_mp, single_diode_out.p_mp)\n", + "\n", + "p_acs.plot()\n", + "plt.ylabel('AC Power (W)')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Gi6t1lzTIrgdN93sjctpDRdr8TDfy4QbocJMsvV7RgS9UB1YbxTmJqCxOg4+m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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diff = p_acs['sapm'] - p_acs['sd']\n", + "diff.plot()\n", + "plt.ylabel('SAPM - SD Power (W)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot just a few days." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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4GcuESOXScz53MBkGQE2XR5u6y1ndXkdhvPgN4BGpexZCXMbQROUNSIFyTp4n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\nttvo6uqisLCQPXv2sHDhQu3OcY7UV+945plnuP/++6mtraWjo4MxY8Z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sapmsd
count8760.0000004620.000000
mean23.11009445.976095
std42.35999850.010656
min-0.020000-0.020000
25%-0.0200008.625919
50%-0.02000028.616468
75%27.99405563.817538
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" + ], + "text/plain": [ + " sapm sd\n", + "count 8760.000000 4620.000000\n", + "mean 23.110094 45.976095\n", + "std 42.359998 50.010656\n", + "min -0.020000 -0.020000\n", + "25% -0.020000 8.625919\n", + "50% -0.020000 28.616468\n", + "75% 27.994055 63.817538\n", + "max 211.294568 213.052872" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p_acs.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "sapm 202444.419469\n", + "sd 212409.560174\n", + "dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "p_acs.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": 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JSktL6d27N6+++irh4eEALF68mGXLlmGxWHjhhReYNGlST5UnIiJyzWz76H3u+tYoPtl5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\nqo4Utg1Kt6NDM9OdD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# create data for a y=x line\n", + "p_ac_max = p_acs.max().max()\n", + "yxline = np.arange(0, p_ac_max)\n", + "\n", + "fig = plt.figure(figsize=(12,12))\n", + "ax = fig.add_subplot(111, aspect='equal')\n", + "sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=poa_irrad.poa_global, alpha=1, cmap=mpl.cm.YlGnBu_r) \n", + "ax.plot(yxline, yxline, 'r', linewidth=3)\n", + "ax.set_xlim(0, None)\n", + "ax.set_ylim(0, None)\n", + "ax.set_xlabel('Single Diode model')\n", + "ax.set_ylabel('Sandia model')\n", + "fig.colorbar(sc, label='POA Global (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can change the value of color value ``c`` to see the sensitivity of model accuracy to measured meterological conditions. It can be useful to define a simple plotting function for this kind of exploratory analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def sapm_sd_scatter(c_data, label=None, **kwargs):\n", + " \"\"\"Display a scatter plot of SAPM p_ac vs. single diode p_ac.\n", + " \n", + " You need to re-execute this cell if you re-run the p_ac calculation.\n", + " \n", + " Parameters\n", + " ----------\n", + " c_data : array-like\n", + " Determines the color of each point on the scatter plot.\n", + " Must be same length as p_acs.\n", + " \n", + " kwargs passed to ``scatter``.\n", + " \n", + " Returns\n", + " -------\n", + " tuple of fig, ax objects\n", + " \"\"\"\n", + " \n", + " fig = plt.figure(figsize=(12,12))\n", + " ax = fig.add_subplot(111, aspect='equal')\n", + " sc = ax.scatter(p_acs['sd'], p_acs['sapm'], c=c_data, alpha=1, cmap=mpl.cm.YlGnBu_r, **kwargs) \n", + " ax.plot(yxline, yxline, 'r', linewidth=3)\n", + " ax.set_xlim(0, None)\n", + " ax.set_ylim(0, None)\n", + " ax.set_xlabel('Single diode model power (W)')\n", + " ax.set_ylabel('Sandia model power (W)')\n", + " fig.colorbar(sc, label='{}'.format(label), shrink=0.75)\n", + " \n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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fBwb1GeStJYlIE1NnVUREmsWp8lO8uPQjgq/KoJOziszNK6gNCCPRUcl/1lUQ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\nPDnzYi4aVkeMGEFqairr1q0D4D/+4z9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2FdaNG8HBA/vp9OMmNKGRKHU1BNQWseyf33Pr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QaqK6krPB9FUQi52kk5uosLvnULfQE4vH0fAGF/kOSkZG46bwHqQG/kevnBHpKSks94nUIIIcSY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\nZvPtW75MU1MjCTmJJ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FYmHvlv+ix7YzV63zGv/UDMyDk/jLH7dRcK6U/kP6kNonnsTkWPbvOktCtz6M\nGXYrvXv19csYbpZrdaNISPD/kmo7SnN8fo5pyfN8fg5fUQdWRES6rJyc1wkJr6FfehJbPyhneMoE\nojecwNn8Sef1UJ8wYu2VOC7byBg7kNCoSKyubtDUjbJ8WHDbw/RI7uXfgYjIl0oBVkREuqQjR/ZS\nbDvO4MGpxCfEMP+2WI499SuCroRXtwkqZ/ShqbWZSDcYZgsNNU1EhgcTZEQxe/p9fh6ByOfnCui/\nj/ueAqyIiHQ5TU2NnLrwAV//ziwMw2D3W/vpu6O4PbxiMXGifxSWCAtxUdFMmzmy/dgd7x+ltsLp\np8pFpDMowIqISJdz9Nh+Ft4/HsMwaLPX03dnEa7KRgAMq5m+z2YRHATr3tkFZjMXz5fSp18yrS0O\njh4rJjwlEo/H49ObSER8qausA9tVKcCKiEiXce7caewVZbjaXDTUtxLpBtvPNuKquDq8Ro3qQ4ut\nmoTkWMZnjqKowEbR1uPU1DQQNmIMrnoHLpcLi0U/5kRuRFoHVkREuoRdu3KIjr1E5sw4HM6LrPrf\n73B5eU57eG0Dyqb2IWpUH9raXPzlL9toamrltf/7HjXVTTgxUeaJJLZfHyKaPQqvEtDcnfAIZPrq\nFhERv2tpaSEkvI7+A0YBsGD6CJLXHYT2G7YM6rIGcryygou/3UDZpUrauiXSd/gggtz51JRGkhDf\nnXhrA8EnSvnagvv9ORwR8TEFWBER6XQNDfUcOLiJ0FAzHncYERHdMAzvdrCt5TWcXvYngpq9/zes\nZgrGJFDSWIfb7WLybRk01DWzZU8+ianJdO+VRPnuYubPCNw1LUX+ltuj+dsd0RQCERHpdLv3rGPh\n3UOZO38I4yfHcvT4Zmpqq7Cfu8TpZX/CYa8FvJsU9PpBJsaABO5bMouUPsmcPF5AVEw4QXjvcjEM\nA5PV7M/hiEgnUwdWREQ6lcvlIi7Bisnk7aHExUURHW1l5sRBnP7h65jqWwFveG29czB7bXZ6pffE\nMAxCw4KZkjmCnZuPYo2OBqD8/GX6xvf223hEfEHrwHZMAVZERDpNXV0Nx47to7a+qv05t9uNs6KO\n8z9d3x5e3SY4OyqBi7ZqFs++lfCIUDweD82Nrbjdbs7nVZKSOprqAzYGJPVj1LDR/hqSiPiBAqyI\niHSK2tpqDh3ZwKK7x3Eit43Xfv8eCQmRNNkqGHO2GldlEwAuA5oXDOKWqf1pOlTIB1tO4GlzYgDj\npgzhzdfC7USqAAAgAElEQVS289D9zxAVFe3fAYn4kNaB7ZgCrIiIdIpjx/ey6O5xGIZBxoj+9O6d\nzH+/9Fvm1ZhouxJe3SaD+KdnYIsws3/PaRrrW7hcWkfGmD5ERYZRkF9Kt8hkhVeRm5wCrIiIdBID\nt9uN2ey94aqptIpJF1pouzLZz22CqKXTCc5IIRXIy7vEnPmT2bUhD09jEK2Gm9ZmE5PHarUBufGp\nA9sxBVgREfGptrY23t3yOq1GPStW5PLII1nUF9vJf/51ItrDq8GRAVEsGOO9GavN6aKtzc2u93MZ\nOeA2Bg8c7s8hiHQ6BdiOKcCKiIjPnMs/xbYd79B/Ug+CrNFUXGjg//3iD4w4WUWow+V9kcVM6Pcy\nqTx8ivWv76ZbfCTHcktoS+lPfLWZwTMVXkXkaloHVkREvnROp4NVf/pv8s6+x3e/N53UyFDOHczj\nrukjmVrcclV4Df5eJuZhPTFbzaRNGkXyyOFkPTSP1vMXuXfmfP8ORMRPXB7D549Apg6siIh8qZxO\nBzmbXuW+fxqAYcDatdtZtGg65w6e5fzy9Tjt9YB3zmvzfaMx90tgZ85BqiobiIyJxDC8P1i7J4TT\nPb67P4ciIl2UAqyIiHyp9h/czvy7BxAcbAVg/p23sC/nICnbLuBs8W4Pi8XEsfRIaKjm/P/dQFh0\nOJgt7eG1zdmGo62NurpaoqNj/DUUEb/RHNiOKcCKiMiXyuNxYzJ98uOlrbKR0DXHCboSXj1mg7Lb\n0hg6dQAbt+URFhVOU7NBTHgiuzceJCQ0mKamFmLjuhMWFu6vYYhIF6Y5sCIi8qUad8t0Nrx5irY2\nFy1ldeQ9u56g5ivh1WKi8e4RjHhwKpVVDUSNGoMxZDQVphCGp48m2BlJUEgEYdYoRvYajdVq9fNo\nRPzD7fH9I5CpAysiIl9IU1MjBw68T1CwQUR4IjExCYSEBJHz+z303F5AqMPtfaHVTOtXRlPsaaXq\nwFlOlDpIvCWOyIQ46gouUlVdwcN3PUpjYwMhIaHt68WKiPwtBVgREfncPB4PH2x/g8X3j8VsNpN/\n7jJvv53Nd/8pk/zlJ3B+HF4tJszfmMyO42ewhgZRXOxg6JxpADhbHUTFhBEWEgpAeHiEv4Yj0mW4\n/V1AF6cAKyIin5vNZqNvv+j2bml6/x4kh1vJX/52+2oDHpNB7sBo6s9cpEfPRBqam0izmjmzbQ/B\nERG4G+vp0zORIX2G+XMoIhJAFGBFRORzOZX3IZXVJwBH+3PNZdWk7S3E2eJd59WwmDk9LI6wjN4E\n9UghJimeyiN5FJ4pprrExoTx47HEhDMkZiipKb39NBKRrifQ12n1NQVYERH5XMorPmLBnaM5eOAU\nW94/SIxhpvV/thN8Jbx6zAYnBkcRMaQXl1shLSkegIFjBlNb10pSj358Pevr/hyCiAQoBVgREflc\ngoO9HaJx44dQV2zn1I//RPBfLZVVflsfihoaaDtZQ5Hh5GLDcczOFibPGkOb00k3a7Afqxfp2gJ9\nlQBfU4AVEZF/mMPh4KOPiply60DMDa1ceP4trI1OwBteez0zA3tNDeMTh7Fh4zkG3z4bAJezjXdX\nb8RV7+LZZ5f6cwgiEsAUYEVE5DNzOBw0NzfxZvYK5jw4hvfW7SDxnVOEtnqnDbgMOD0ijiNnS6is\ndTA+tQ9GVGT78WarhZao7gzslYzJpKXIRa5FHdiOKcCKiEiH3G43+/ZvpbDoI0LCWkhOiSYiqg1L\nfQtp2wtwXwmvbpNBxOMzcJXZOHOmnOTURLJXf0CtOZpeV96rrdVBY5mdCSOm+G9AIhLwFGBFRKRD\n6zf8jkX3ZnB75CyOHsmjjQaG9R5A0fPvYG3wrkDgMqBxXn/CBiZSd/Yi/SeNwhoawtE9BUTNGk7e\n9gNYgqy0tjgZmdybCSNG+XlUIl2bOrAdU4AVEZFrWr9hNQlJHiIjwwAYPWYwb//PO4QcKG4Pr26T\nwfFB3QgONXBdquR8gZ3JU6ZgDbbSMzmJZpeb6AmTAHA2NjKwxum38YjIjUEBVkREPlXOe68TElWK\nyRzT/lxreS1JW/JxXlltwGVA2awB2JrqcdUa5B8rp9+oQVRetuF2eLhr1h3kl17mwNETeKxmerss\nzLv7fn8NSSRguNSB7ZACrIiIfKryyrM89O0p7N91hmMfniE5PIKCF95qXyrLbTK4MDGFU60O4m+Z\nSFRiPPm7D+FscZC38xiZQ6cyfOxwhg8ezh0uFy6Xi6CgID+PSkRuBAqwIiJylYrKcg59mE1IhId3\n1x5g1rzRlJ8u5eK/bsTa5J024DEbtN45CCMUKs61Urn/GFbDQ4gFGsLDmPf1eZTtKmp/T7PZ3L7d\nrIhcn1s7cXVIAVZERK5y8Oh65t6VDvTB6XTx/urd9N9XhuXKnFePxcT6sDbGxoewYGYG0XvOsm6/\nDSJjaKuvZMpdEwFwBelvoCLiGwqwIiJyldAI9yf/qW6m944SaLoybcBsUDClN8FWM3vymzhQcAhr\nXByDs2bRXFOHyVbsfZ3LjdmpDpLI56VVCDqmACsiIldpbvRuMOAsb6Dk+Y0EXQmvWEwcGdiNnlOG\n0rzxEDXBsdSZw0ls8VB7LI+i00WM75HAxb3nMLeYuXvW3X4chYjcyBRgRUTkKqOHz2PLH9fRc3su\nloZWADwmg6Pp0ZhH9MV2poRH7p/BC/+2huiv/jMNLS3gdhMR3J1ZfQaR3i/dzyMQCXwufxfQxWkf\nPxERuUqcOYh++y60h1e3yaDh9mGEjeqHYZgwTGba2twERUZQs3kzlpAQMJlIKbXTL62fn6sXkZuB\nOrAiIjepo0d309hcQpvLQ2L8YFwuOPnhPoYeOkZIsze8thkGW9ISCHe2Mmj0CELCQgD40xvbcCYk\nk5jWn6i9BxiSls7c+7+OYWjeq8iXQXNgO6YAKyJyEzp9OpduiXYmD+0PwMbs/fSOjmbUseOYroRX\nl8nA/Z3Z3DY0hXf/vI1Bf3V8XGoipS3RhKb0oFuji/m3zfLDKETkZqUpBCIiN6G8M0cYMjS1/f/j\nh/Sm9X92YKprAcBtMbN7cCKeoSkATJs7joKPLrS/vtTeSEy/NNwuF8Far1LkS+f2GD5/BDJ1YEVE\nbiJ5p0+w98Db2CoqsdlSSUyMwVFeR9G/bsC4El49ZhOXH5jGxY/OMuHKcbYSO0Uf2jC1BFFhr8Le\nAEGnzxFT28ziu7/mvwGJyE1JAVZE5CbgcrnYvXsL+w5t4Knv30NUdDir/7iVCLdBrw8uYGn0blJg\nWM0cGpjA+eJS6u2V5B09S3NTK4c/LKbJ0p3xUYP56szxOJ1OmpubiYqK8vPIRG5MmgPbMU0hEBG5\nwblcLt5977dMuM3Es8vuYcuWwzQ1tbL49nH02JLfHl49JoMtiSGcCDJzubCMjAcWUxPTi7begzHF\ndKMx4xb+eOEC1dXVWK1WhVeRG1xdXR1Lly5l7ty5zJs3j+PHj1NTU8OSJUuYM2cODz/8MHV1de2v\nX7FiBbNnz+b2229n9+7dPq1NAVZE5AZ37PgBZs5LJSIylKBgK/MXjufAe0fIX76O4JZPNikonj6I\n0rFjCR44lFanh5DwUMJioggKC6G2rhVLVBRNsQlcKrvs3wGJ3ARcHt8/rufFF1/k1ltv5b333mPD\nhg2kpaWxcuVKJk2axKZNm5gwYQIrV64EID8/n5ycHLKzs3n11Vd5/vnncbvd1znD56cAKyJyg3O7\n3JjNn3y7b6toIGrDRzjt9d4nLCYuTU1hT+8BxA8fTFz/frhNZk7tOUbpmQvs3bCTlhFTAYgtv0xa\n7z5+GIWIdKb6+noOHz7MPffcA4DFYiEyMpJt27axaNEiABYtWsSWLVsA2Lp1K1lZWVitVlJSUkhN\nTSU3N9dn9SnAiojc4EaOHM+mdy/gcLTRUlZL3jNrsTY5AfCYDbo/OR17XBiR3eMBqCkoxGUO4kLe\nZeZ3H8nMfqPpX2lnQP5pnpw8hbCwcH8OR+Sm4Pb4/tGRkpISYmNj+dGPfsSiRYtYtmwZTU1NVFZW\nEh/v/V4RHx9PZWUlAOXl5SQlJbUfn5SUhM1m89nnRzdxiYjc4KxWK3NnPczetzcQtj6b8DbvTy6P\n2cSp4d346GIJew4WwSUwDGi8VEpUz1QsoWF8ePYMX71jEXf7eQwi0rna2to4deoUP/nJT8jIyODF\nF19sny7wMcMwOty8xJcbm6gDKyJyA3K5XHg8n7RYjLpakrfv+6vwatD41XGM+M4Czp4rJzk1kR5x\nYQS7HCTdMpJhs6cwaOpoTl4u8NcQRG5q/u7AJiUlkZiYSEZGBgBz5szh1KlTxMfHY7fbAW/XNTY2\nFoDExETKysrajy8rKyMxMdE3nxw+QwfW4XCQm5tLcXExACkpKYwYMYKgoCCfFSUiIp+P0+kge/Mf\niYpzUVfTisXVnQGJvXH+4fdYm65sUmA2CPreLGKHpfDR4TNMGp/OWx/WYnEGUdfiYfTwIQB4PB5i\nNV1A5KaUkJBAcnIyBQUF9O3bl3379pGenk56ejpr167l0UcfZd26dcycOROAzMxMnn76aR566CFs\nNhuFhYXt4dcXrhlgS0tL+c1vfsOWLVvo1asXSUlJGIZBWVkZhYWFzJw5k29/+9skJyf7rDgREfnH\nbN/9LjPuTMVeVsPFM+WMSA2i/N9/h7XJuz0sFhObY9z0qbLDTjsRwWa2XWihJbQbNDroltqb87sO\nkjJqKGV7jvHMwn/y74BEblJdYaesn/zkJ3z/+9/H6XSSmprKSy+9hMvl4oknnmDNmjX07NmTV155\nBYD09HTmzp1LVlYWZrOZ5cuX+3QKgeH5678x/ZUHHniABx54gMzMTEJCQq76WGtrK1u3bmX16tWs\nXr3aZ8V9FvaP76KVLi0hIVLXKkDoWgWOT7tWW3e9wZQ53dn9/glmj8sg/6dvfbLagNVM9OOZvLEv\nl7hu4Tz44DR+/vsjNGXc2n582Z7dTA7vTnrfNEYNzSA0NKwzh3TD0tdVYElIiPR3Cfzrh1t8fo5l\no2b6/By+cs0ObEfBNDg4mHnz5jFv3jyfFCUiIv8Yp9PJiVMnqK1qY2P2h1QU13PsjdUEf7xJgdkg\neultmIckM6DcTt6pIpYt+xNFwT1I/au/8nlcsHBOFlFR0X4aiYgAuPxdQBd3zQD7zDPPMH78eMaP\nH09KSkpn1iQiIv+A5uZm/mvta1iH96HG3MSg1hAmnTyPuT28mjjQJ4zwkjIsJaUsmH8L1iAL1sQE\nfrXmLC6nE7PVirutjX5BEQqvItLlXTPADhw4kM2bN/Pyyy8TGRnJ+PHjGTduHOPHj6dHjx6dWaOI\niHTgvV1biJoyHJPZjCM3jxHHz2OuagDAYzGzPjaYiIE9GTlpBB99cATDgCNHCzmZ0A1jShZ5ew9i\nbW1kavdEvrH4QT+PRkTg+qsE3OyuGWAfeeQRHnnkEVwuF6dOneLQoUNs2rSJn//850RFRbF169bO\nrFNERK6hDTcms5ng6jpmHjiN+coNWx6LmfPzR1PsDCep+jwhocGkjhrIr/59N8SPpbXvIAzAOnIS\nxtlTPDhnHsHBwf4djIjIZ3DdZbTMZjOhoaEEBwcTFBREZGQkvXv37ozaRETkGvIvnOGNLQdpw0VL\ntZPqtceYffYSYU3eaQMuk8HeMWl81BaKxwPx8VduSvFAeHQvFkyYwNkdO6kbOAxqq5kaYiUqKsqP\nIxKRv6YObMc6vInr4MGDnD59mj59+jB27FgeeeQRhg4disXy2Tbw+tGPfsSOHTuIi4vjnXfeAeBX\nv/oVb775ZvvCt08++STTpk0DYMWKFaxZswaTycSyZcuYMmXKFx2fiMgNx+l0sPv0DgZNG8Se9/bR\nmF/MvRUOzFfCq9tkcGRMb051i8fdUE/rmVNMW34/zY0tvPG7zfzkOz8jPi6el+bNZdfRIyTFxTFx\n1m1+HpWIyGd3zST64osvMnz4cB577DEmTJhAQkLCP/zmd999Nw8++CDPPvts+3OGYbBkyRKWLFly\n1Wvz8/PJyckhOzsbm83GkiVL2LRpEyaTNgsTEflrlZWVRCRH8M7vspmcOZneB4ox13vDq2E1cy4j\nluDeIYw317L3dCHVcUP4wf/aR3D1RYIH3kJ4mHdprPi4OBbNmu3PoYjINXSFdWC7smsG2AMHDnDk\nyBEOHTrEH//4R5qamhg9ejTjx49n7NixdO/e/bpvfsstt1BSUvJ3z3/a0rNbt24lKysLq9VKSkoK\nqamp5ObmMnLkyH9wSCIiN57Gxgb2HXwPi8VDfLc0zu4/zaABafT+3Was1d4btlwG9P1BJgc+PIu7\nuZXGVjcnosZTlzgMAFPpWXq5amhtbdX6riIS0K4ZYCMjI5k+fTrTp08HoLGxkc2bN/PLX/6SoqIi\n8vLyPvdJV61axbp16xg2bBg//OEPiYqKory8nBEjRrS/JikpCZvN9rnPISJyo3A6nfx65XOMm9iX\njFF9OZ9/lG4NBhnZR7E2em/YclvMHBoQQ31DHSfzK0jtEUVVs4na7kP5uI/jTh5A6Kl3iY6O8d9g\nROQzcfu7gC6uw8msVVVV7N+/n4MHD3Lw4EEuXbpERkYGCxYs+NwnvP/++/nud78LwCuvvMLLL7/M\nz3/+8099rS+3IBMRCQQej4ffvvYS31o6i6joMD54/zgDe8RjvlBEqNP71yy3xcS+YUmYusPGQ6U0\nBsdgt1XjdJswtZXgiesFgKm2nCW3z9b3VhEJeNcMsPPmzaOkpIThw4czfvx4fvrTnzJq1KgvvMRK\nXFxc+7/vvfdevv3tbwOQmJhIWVlZ+8fKyspITEy87vt1he3e5LPRtQoculZdR0FBAVNu60V0TDgA\nU0amc/ZHGwi/El5dBrwTG0xFUDDB1gSCp4yg6fU3iEztRrg5jO+nRPHGiZN4gDsHJHLfHbP8OJqb\nm76u5B+hVQg6ds0Au2zZMkaPHk1ISMiXesLy8vL2+bNbtmxhwIABAGRmZvL000/z0EMPYbPZKCws\nJCMjo6O3AtDe0gFC+4AHDl2rruX1tX9g4tRuADjKGyh6YSOWBicAbrNB1Hdvpe1EKREjp2INDeHS\nzl2MHpmCpbWZiYNvJ2PYGO6d7v1JaBiGrq2f6OsqsHSFXzY8uomrQ9cMsGlpadcNrzabrcMu6VNP\nPcXBgwepqalh2rRpfO973+PgwYPk5eVhGAYpKSm88MILAKSnpzN37lyysrIwm80sX75cf+YSkZta\nU1MjKQPCOX22nKSQEGpe2U1bRaP3gxYzeaO6c/rQObAGU/XOm9htjfRPSaKxLoyv3buEHsnebcD1\nvVREbjSG59OWBAAeeOABUlNTycrKYuTIkURERADQ0NDAsWPHyM7OpqioiNWrV3dqwX9Lv9EGBnUf\nAoeulf/V1dWy71AOJrOLyuYybpswkMoX3sVS771hy2WCM7ckc8rjon/mFGISvVOzzr2fy7cW/bOW\nH+yC9HUVWLpCB/b7B7b5/Bz/Nj7T5+fwlWt2YFetWsW2bdtYtWoVjz/+OG639344wzAYO3Ys9957\nLzNnzuy0QkVEbgYej4etu/7E/HsHYRgGr/2fY1RsOoe14ePwanB4yhBqrPU0ljZTUnCZ6O6xGIZB\naM8oKisrSEi4/jKHIiKB7JoB1jAMZsyYwYwZM3C73VRXVwPQrVs3/XYvIuIjdXW1pPQJwTAMCo4W\nMO5ULdYm75xXl8ngyNQhlIV4uHvhrbS1uXhz4xkObznM2Fljaa1sInq0lsgSuRFoGa2OfaY9YU0m\n01WrB4iIyJevpqaKI0d3cKH4PGkJkbT+ei/BV8Krx2xiT3o3SurKWXzndIKCrd6H1UxdfRtnth5n\nQr+xBAUF+XkUIiK+95kCrIiI+Naf315Fm+sCDz8yg1bbZD76wVsEt7i8H7SYsT42g9jKCuaP7U3u\n2VKGjO7Pvl15RKSmYr5QzmMLH/HvAETkS6VltDqmuQAiIn62c/92zl46xsOPzMBpb6Dwhez28Oqx\nmLA8NoOWPrHgbCUiMpSje07yu5XvU+gMo7m8jlt6DvTzCEREOleHAdbtdrNjx47OqkVE5KZ04tyH\nhOCg8VI1Bf/yDk57AwBtBhwe15ec43lcOnmOeVmj2PjuEW6/cyLNlZVEXmrmgeEzuXXsFD+PQES+\nbG6P4fNHIOtwCoHJZOI//uM/mDZtWmfVIyJy06itrWHrjvcIMuws/fo0zj63jqCmNsC7w9bBET3o\nftcMrJU1FOSfZ+uL7xDdLZK9x/eQuuheGuqaKCkv/Uy7FoqI3EiuO4Vg8ODBHD9+vDNqERG5aRQW\nX2T1xv/LoLnJjJk0mvxl77WH1zYDcsf3oWVATz7acRiHw0lJZTOmEZOo6TGY0IwxBIWHE5qcQFFZ\niZ9HIiK+4O6ERyC77k1cJ0+e5P7776d3796EhYUB3iW23nrrLZ8XJyJyI6qqspPz/goGDunJhey9\n9NtdgrnZG16xmNjeJwZ6xTN66gga6xp5d80+7GFJRO88QuiQXvSeOg6ApqJS+qcO8ONIRET847oB\ndtmyZZ1Rh4jITePQ0RyWPpGF095Awb+8i7OmCQC3CU5O6EufhTM4d/gjaitriY6LJirYYE99AqFR\nIdze5MB59BwA09MHMWzgEH8ORUR8RKsQdOy6AXb8+PEAVFVVERsb6/OCRERudGHhxifh9a9u2Cpb\nMoewwb0BiE1OoL66gbY2N2Vl9dC/L83A+6VneGvRbGJj47Q9qYjctK4bYI8fP84TTzyBy+Vi586d\n5Obm8uabb/Kzn/2sM+oTEQl4J06fZO+5g7hMHmqKSuhlaqXn+oO0VXjDq8uAvyREk2KCFLzbyR7/\n4BCW7kk4Si9TEZXe/l6NQRHU1tUSG6vNZURuZOrAduy6N3G99NJLrFy5sr37mpGRwZEjR3xemIjI\njcDhcLDz3H56ThlE6qTBDLt1FCNP2a8Kr2/278vlcBMluafYt3YL+97IIdjjxGWz0zc0mhpzAgAe\nj5sMRxm9UlL9OSQREb+7bgfW4XDQv3//q56zWq0+K0hE5EZSXV1FUEI4AJaqenr9fjPWRu/2sC6T\nwaYFWdSnpxGc/TpfXTIDk8lETWUd+zbsZcywOUwZP5kxx46xPa+AUBN84+GvYLFoE0WRG12gr9Pa\nkdbWVjZv3sy+ffsoLi4GICUlhYkTJzJnzhyCg4Ov+x7X/S4YHBxMQ0ND+//z8/MJCQn5AmWLiNw8\n4uLiKd90kV4JsfT6zTtYq698P7Wa2D6kF5fS02g6vJdbUkLJ236MoJBgwiwmGptcDB80FIBJI0cy\naeRIP45CROTL8eqrr/KXv/yFsWPHMmrUKObMmQOAzWZj3759/PKXv+QrX/kK3/jGNzp8n+sG2G99\n61t84xvfoLy8nGeffZZdu3bxi1/84ssZhYjIDaiurg6AqKgoXC4XvRx19PjPt7A2eTuvbpPB0X7d\n+OiyDcvb/8PkIYl0j4siKMiMgYeDh86ycNYjREfH+HMYIuJHgb5O67WEhoaSk5NDUFDQ331s8eLF\nOBwO3nzzzeu+z3UD7LRp0+jbty+7du0C4Dvf+Q69e/f+HCWLiNzYPB4POZv/TGRSC662Ns7klhPr\niWB0rr19kwKsJi5MSGHKP83AtHE/99w5mhMfXWbzu+cZM3wkQUGhLP3WNzVVS0RuSA888ECHHw8K\nCrrua+AzBNi9e/cyZsyYz/RmIiI3s8NH9jBsUiSxCT0A6B0XQdO/f9AeXt0mg4IJvei/eDKGYTBw\n9CD+P3t3HlZVtf9x/L3PYZ5kBgURFAecp8QxFUckNbOyycq8WbdR07p1s6xbWr/qdm2+YtM1G6/m\nkJojac44oKCCiiKCyoHDPJ5x//44SnlLQRQP4Pf1PDwPZ9hrr+V+wA/rrP1d27el4uvvjdXNmeHD\nbrNn94UQDUhTrkJw5swZdDodnTt3vmgmdtu2bQwcOLBWbdRYheCLL77g5ptvZvLkyXz88cckJSVh\nsVjq3mshhGiiCory8PH3AMCcV4r139txOr9swKLAan9H2t9zMy5utvsIcs/m89ZeV55NDmV7joWi\n4iK79V0IIa6HlStXMnHiRObMmcOoUaPYv39/9WvvvPNOrdupcQZ24cKFmEwmDh48yK5du5g5cybF\nxcVSSksIIX4nLT2Vncf2U6p4M6xPOwrmrsWqLwdsM6+BM4cx2BEWf76RPtHtKMwvYe3BYpRe43EA\n1JvH8dWmX3jytgn2HYgQokFoqlUIPv30U1asWEFQUBC7d+9m5syZ/OMf/2DQoEFX1E6NAbagoIBd\nu3axY8cODhw4QEREBP369atzx4UQoilJSt6FvjCL7Qd2E/PQOEpTM8l6cSUuv7tha3eUL7d3CyUK\n2HOskI27MtmY04qANmFcKBajKApGmuZ/WEIIcYGqqgQFBQG23V4XLlzItGnTeOmll66onRoD7IAB\nA+jevTuPP/44L7/88p/eNSaEEDeinYmb8AzV07dPEF0GDGPJwtUMyyhH+7tlA5ujgnHtZPtlbagy\nYrRqcNOqaFtGUXZ8O04twlAcHHDPTmdojyh7DkcI0YA01TWwiqJQUlKCl5cXAJGRkXz++edMnTq1\nuoJLbWhfeeWVVy73htatW1NZWcmSJUvYvHkzubm5ODs7ExgYeFUDuFYqKoz27oKoBXd3Z7lWjYRc\nq9rbvm8VNw1sA4CmuAq/7w/gWFIFgBnY0qc9e3EizLGUgvwyfl6XjKuLEz6KgX3m9lg8WlB5JInQ\nM2k8P3wQ3aOuLMDKtWo85Fo1Lu7uNRfSr2/LMjPr/RwTwsPr/Rz/S6vVYjabCQkJqX7O29ubmJgY\nsrKyiI2NrVU7Nc7AjhkzhjFjxmAymVi1ahUffPAB7777LqmpqXXvvRBCNHJGo5FT2dlAV8x5pRTM\nXVt9w5ZZgU1BzTiYoeeMQWH1GQt/7xzGizPjOJOdz4tv/IwmpASLiychri68OimW1lKeUAjxO021\nDp7TRDMAACAASURBVOydd96J1WobndVqRaOx1RNo2bIl7733Xq3bqTHAfvbZZ+zcuZOUlBTat2/P\nHXfcIWtghRA3vP+uWMjBcmfWfLWV7rvPohRVAmBSFL7QquwxuNJxZH+6hjSnbG8SB/cpbNy4AatF\ny5sz55GUdhR9USFDx40hKKBhfKIlhBD1TVVVZs+ezbx583j55Zd5/fXX69ROjQG2qKiIqVOn0qNH\nD9lCVghxw7NYLKzYuJyzhgJCnJwI/yULxWj7aNikKHwSFsWhHiOgspy8jEN4tQzBs08vNi5by8Kn\n/4abmzsAwwf0t+cwhBANXFNeAzt69Giee+45xo4dW+d2agywM2fOxGQycerUKQAiIiJwcKjxMCGE\naJJWJazEo4c3/SpvwvfDVTicD69m4LOgUFt4BRRXd8p12urj8p18+GTZz8y893Z7dFsIIRqEF154\ngaqqKjZs2IDJZGLNmjW88cYbV9xOjUk0JSWFp556qnpbQ7PZzPvvv0/nzp2vvNdCCNEIHUs/QvKJ\nHZiVKtLTTtHW2prQjUdwKCwDQHXQUvjgcIo37b/oOI3B9nrBgQMUWf0pMV33rgshGqmmWgf2jTfe\n4OOPP2b8+PEcOXKExx57rE7t1Bhg586dy7x586rXve7cuZPXX3+d7777rk4nFEKIxkRVVZJO/Er0\nqI4A9OwahmHuShwqbdvDWjQKhQ+NwBjVkrZnczh9YD0O3v4EWfREBVSi7l9HckoV2qDeRLf2t+dQ\nhBCiQQgICGDIkCHk5+fXuY0at5KtqKi46Katfv36UVFRUecTCiFEY1JRUY6bt63+taovhX+tx/lC\neFUgY/xNGKJaAlBeWsmgSTHc1rqE2fe2plxfiu5kCb3bdeGF7r6MuVnWvQohasd6Hb7spW3btoCt\nBmxd1TgD6+rqyq5du+jbty8Au3fvxs3Nrc4nFEKIxsTNzZ2800WobUoxvf0z5NuWBVg1Cj9GtqSy\nqIKg3YcpLqpAV6YSqqqgWlm97AivTH+7ukSMEEI0NjExMbi7u6PVanFwcGDJkiUUFRUxY8YMzp49\nS0hICPPnz6/elGDBggUsXboUjUbD7NmzGThw4J+2u3LlSgIDA1m5ciXdunWrU99qDLAvvvgiTz31\nVPUOXCaTiffff79OJxNCiMZGURR6BHSj6OWvcTfa5ixUrULO8EiMBZXQMpLSAD/yio/i1iqAkytX\nUWEx88rTL0l4FULUWUOpQvDVV1/h7e1d/Tg+Pp7+/fvz8MMPEx8fT3x8PLNmzSI9PZ01a9awevVq\ndDodU6ZMYd26dX/4Pbhs2TICAgK4++67ufvuu1m2bBkTJky44n7VGGC7du3K+vXrycjIQFEUwsPD\nZTtZIUSTVVJSzOqEb1GVCgr1VcT1Ho3X6tVYzodXiwKW+26ic0wnOgNz5/3ETr0zbuVFPD3pDnpN\nHY2Pj599ByGEENeIql6cpBMSEli8eDEAEyZMYPLkycyaNYtNmzYRFxeHo6MjoaGhhIWFkZycTPfu\n3S86PiQkBKPRiKenJz4+PhftyHUlalUP69SpUyQmJqIoCoqiVK9dEEKIpuY/P/yTSY/GoCgK5twS\ncl78sHrm1azVktKvNcNiOlW/3y8igqKQfhSaDJzQ5zNcwqsQ4hpQG0AVAkVRmDJlChqNhrvuuos7\n77yT/Px8/P1tN6T6+/tX34iVm5t70XKA4OBgdDrdH9rs06cPy5YtY/Hixbz11ltMmjSpTn2rMcB+\n/fXX/Pvf/2bIkCGoqkp8fDyPPPII9957b51OKIQQDdWmzSvwa+GKoihY8kop/791v4VXBRb5+XHg\nlJUDC3by9EN9OJOtZ885Z/ADxdGZc2UGO49ACCGunW+//ZbAwEAKCgqYMmUKrVu3vuj1CxObl3Kp\n1x577DG8vb3561//Wue+1Rhg//Of/7B8+XL8/GyzCgUFBdx1110SYIUQTcqaLevQFR3BWFGOJa+U\nsjfXYtXbbtiyaBR+aBHMth53AvCryUjJP3+iV6Q72Vrbx2NqaQG+7ka79V8I0bQ0hDWwgYG2ba59\nfX0ZMWIEycnJ+Pn5kZeXR0BAALm5ufj6+gIQFBRETk5O9bE5OTkEBQX9abstW9oqt6iqytatW7Fa\nf6uJMHjw4Fr1rcYA6+HhUR1eLwzCw8OjVo0LIURjkLBlDXnFB3FzgoqMYvJeXo5zxW91Xte18maP\nZ3j1+xVHJ1T/EDr38sd9UwJlfu1wKC/ktqfvsdMIhBDi2qqsrMRiseDh4UFFRQXbtm3jiSeeICYm\nhmXLljFt2jSWL1/O8OHDAVvFgpkzZ/Lggw+i0+nIzMyka9eul2z/rbfeYvny5URERFx0o9c1C7AD\nBgzgxRdf5Pbbb0dVVZYtW8bAgQNJT08Hrq6GlxBC2FtBQQG4nObO0f0w55WSszkL9Xx4NSuwItCd\nw56BmAr10Mp2jGqx4KOtYtvGg1jyK3Bu1Yx7ogIIDQm140iEEE2JPeu0Auj1ep544gkALBYLY8eO\nZeDAgXTu3Jnp06ezdOnS6jJaYMuDsbGxxMXFodVqmTNnzmWXF2zYsIFNmzbh6upap/4p6v/eXvY/\nYmJiLttAQkJCnU58reTlldr1/KJ2AgI85Vo1Ejfatdr86wYiupXhq3Ug9/W1WPTlAFg0Gnb1i+Ko\ng4bK0lLKKk2knVNQHd3xqsgl3MVMWpoXVZUaPn33Djp3vvRMQ3250a5VYybXqnEJCPC0dxcYv3Fr\nvZ9jxfBB9X6OS5k8eTKff/45jo6OdTq+xhlYewdUIYSoD0eOHSHpxGHKC1MxlTvTesvpi8Jr6r2j\nOV2YT2GBAf/AAEYN78Ha73ayQ9+FvDN7yM1WUDTuuDnqadFCZl6FENdWQ1gDW5+ee+45Hn30UQYO\nHHhRedba3mMlVbaFEDec1OOpJJw9QFlLF3q2DyJsU8Zv4VWB1HtHU9g2jNMZ5zgXGMWptFNYzBa6\n9ApFqSpC27E/uBTjoJQzbmRE9U0MQgghaufTTz9Fr9eTmprKoUOHqr9qq1Z1YIUQoqnIL9CzetNK\nyvxdcM48g/O+oyjn17zioOG/EWGcPXYKU+opdM2745JxmLZjYzmedJQCfRW4RKKqKjf38eOu2Bj6\nRve274CEEE2StQHUga1PqamprF27ts47FsoMrBDihnEi4xg7j6zg9od7M6ylC6MSj1ZXG7BqFFa2\nD2dfv/EU5JdzSxuVMHLpMXoAWicnjuxIYXuKAyhaOhhSefWZRyS8CiFEHYWHh1NRUVHn42UGVghx\nw0jN2EuP4ZFY9aUE/5iCarCFV5Oi8J+YWzkWGo5qMoLJwJYjJoKH90O1Win7ZRevP/ICh4+foKyi\nkuEDH8DdXcoJCiHqj72rENQ3d3d3Jk6cyKBBg6pv5FIUheeee65Wx18ywP7f//3fJQ+6khMIIYS9\nVVVVkZ2dhcViwqovper/1qLm2zYpsGpgZ1QLDuVmQbEeh2IdqrsXxSFhOC1JYED/aGL/8hROTk4E\nBwfbeSRCCNE0tG7dmtatW1eX2lJV9bJlt/7XJQOsm5vbRY2CLbhe6QmEEMKejh1P5ccNX+Hd3Aur\nroTI1Xocy2w7Zlk1Csd7BXH31CF0OZ5LRk4peTpIaz2Q7BWrObQbFNMRxg0fbedRCCFuNE21CsHm\nzZvp378/Tz755FW1c8kAe7UNCyGEvZ3LOcPKX/7DPX8dhVlXTOncVThW/rbm9VxMBF2HdmBPYhpV\nFUayz5nZegoK01MoCxpG24jlbN2jpbCwAF9fv8ufTAghRI02bNjA3LlziYqKYtiwYQwZMoRmzZpd\ncTs1roHV6/W8+eabnD17lm+++Ya0tDSSkpK4++6769RxIYS4HrZuT2BT4nKmzpgABeVY/rUR1/Ph\n1YTKZn8tD987AA8PV9q2C+W7b7bwdfkgtM1ta7E0laVgBScHFScnZ3sORQhxA2qqVQjmzp2L1Wol\nKSmJjRs3Eh8fj6+vL8OHD2fYsGGEhtaurnaNVQhmz55Nz549KS217SDSunVrvvnmm6vrvRBC1KM1\nCWvZk55AVPc2WPVlF615NQPOD0VztpkzP/x3G1t/PcSqVYkcOJlPyOn1qGYjqqGCVqfXcyrTkUnj\nu+DhITdsCSGuL6ta/1/2otFo6NWrF3/7299YvXo1c+bMoaqqipkzZzJ+/PhatVHjDGxubi733HMP\nP/zwAwBOTk6yBlYI0WAVFhay4eBW+vUMonNECMWvrsDl/MyrWYElocH8bXhHBlsNfL8pA4OrF/oK\nK+lqCwr0JhwO/5sWIZ60aRHG3I8m0qF9ezuPSAghmo5du3bRs2fPi3bfioyMJDIykkceeYTc3Nxa\ntVNjgNVqtdU3cQGUlJTUobtCCFH/LBYLn3/zAS19wNNkRf3X+t/CKyqfhUTQoqMbAKoKqkbDQac2\nlBYUcOZ0GRa/jlgLK3lx6nh69+phz6EIIW5wTfUmrtdff53Tp0/TrVs3+vTpQ3R0NN27d68OtIGB\ngbVqp8YAO2LECObMmUNZWRk//vgjX3/9NbfddtvV9V4IIa4xk8nIwq/foffwCIznigj4bxKOBlsl\nRTOwqnMbPEeNwO/0Lo4kn2J/yhkCfVw5tHwnuU69UJxsJbJ8vLX06tndjiMRQoima9WqVRQUFJCY\nmEhiYiKvvfbaRYH2iSeeqFU7ivr76dVLWLFiBQkJCQDExMTUen3C9ZCXV2rvLohaCAjwlGvVSDTW\na7X+l5W0HeSGtqQKw/+seV0X7sPpyLZ4ledx9kAyqrMnRwq6YdUGYi1JhcC2KB5BOBlyeWJoEJPG\njrLvYGqpsV6rG5Fcq8YlIMDT3l1gyOrt9X6OzXED6v0cNSkrK2P9+vUsWLCAzMxM0tLSanVcrXbi\nGj9+fIMKrUIIcYGqqrzx3t8xquWYjOG0TTgB+eUAWBRIbNuMcQ/cRPPmPhxIgiSHdpwu9EWtaI0C\naP1uQpN/gDu6O3BTl04M6NPLvgMSQogmrKysjH379rF792727NlDVVUVPXv25Mknn+Smm26qdTuX\nDLBPPfVU9fcXNjC48D3Ae++9V9e+CyHENVFeXs4r/zeL4Xf0oX2LQAxvroZC297aFg2kRoeRkpFJ\nzzIDexPTqbJq8fFvRrmhCK2lCIvWG1VV6RDajKem3I1GU2NhFiGEuC5q/ny8cYqOjqZLly488MAD\n/OUvf8HX17dO7Vzyt/WQIUMYMmQIfn5+ZGdn06tXL3r27MmZM2fw85OC3kII+yotLeGdL+cR0KoZ\n7VsEYnzrZ5Tz4dUMbG/TjDRTJd36dyJxz0kysgopLCrn5tje5JwpYdKQXFpqdjMyspB5s+6R8CqE\nENfBCy+8QGBgIO+++y7PPvss8fHxHDhwAIvFckXtXHIG9sKNWj/88ANff/01Li4uANx11108+OCD\nde+5EEJcA98t/xqfVoEYj2VifOtnOL/m1apRONI3gti/DEZVVZYt2sgdk/qxfcsRBsX2Ie1INodO\nhpKbl83zD99Nzx597TwSIYT4o6Y6A3vfffdx3333AZCens6ePXtYtGgRhw4domXLlnz22We1aqfG\nNbCFhYU4OjpWP3Z0dKSwsLCO3RZCiGvD0UlLia6EEVmVUFoJgFWr8E0zLzaWd+f+n48wKLolp0/q\n+Of8zVQ6uLDn5DaS95RRZu1BkEYr4VUIIezEarVSUVFBWVkZpaWl6PV6zGZzrY+vMcBGR0czbdo0\nJkyYgKqqrFixgujo6KvqtBBC1FVRUSF7DuzCH2c678nA1WwrlWXRKKyKbMlqjxgUZzcSklKx6rbx\n18dHMGf+SVKT83Fwa4dG64yqWmnXysfOIxFCiEurRZGoRmnhwoUkJiayf/9+vLy86NOnD7GxscyZ\nM6fW28hCLQLs7Nmz+f7771m7di2KojB06FDuvPPOq+q8EEJcKVVVWbT0WzJ1B4gM8qHT1hP/E15D\nWHVOC51cAQjw1PLIY7ZyWGMHnSYtwxW1bCcurj4M7tWaWU/cY7exCCHEjero0aOMGjWKl156ibCw\nsDq3U2OAdXJyYvLkyUyePLnOJxFCiKv15colHDi2kyf/MhLrP9dBle2jJpNGy+cDYznk4U3V8YOo\n+37By0/LyOG/LX1SFOjePZgOLbvz2PhYXF1d7TUMIYSolSY6Acs777xzTdqp8bbbgoICZsyYQXR0\nNNHR0cycOZOCgoJrcnIhhKgNk8nI9mPJdG7T0hZez9+wZdEofDFkHEdbtcXRLwCtmwbPqmL+/bdO\nVBqtlBSXk5VdyMr9WnqFhTDzrtskvAohhB098sgjJCYmXvL1xMREHn300RrbqXEG9uWXX6Zt27Y8\n//zzqKrKDz/8wMsvv8yHH354ZT0WQog6yMo6zVsfvU27EYPotWwDVJlsLzho2dbKg7Rm3gCYC/Kx\nGhzQmkvw8HKnQ7cIJj+/mwr3cIzacKa0DLbjKIQQ4sqoVnv3oH4888wzfPDBBzz33HN07tyZoKAg\nAHQ6HYcPHyYqKooZM2bU2E6NAfb06dMXhdWnnnqKcePGXUXXhRCiZqqq8vz819BYC+jTPZAuP67D\nzWCrE2jRKCR39OGORwZzauF6tuV6YDxTjLvVTKeOTgAcTjoBVi2+qoExHR2J6S83nwohhL21b9+e\nDz/8kPz8fBITE8nOzkZRFHr37s2cOXMICAioVTs1BlhVVdHr9fj7+wOg1+ub7J1xQoiGQVVVHn9p\nOm4eFqbcNwzNB5vgQnjValgR4sPMmaNwdXWiVetgvFo7EdW1FztXbaU4W8fiT9Yyqv9EVv2zt51H\nIoQQddPUo5afnx+xsbF1Pr7GADt16lQmTJjAkCFDUFWVLVu2MHPmzDqfUAghajL/yw/pNmEgTmmp\ntvD6u00KfmnliUeIE66uTlitVo4f19GqpQd7lh7llvF9efMdV06fTGPWX3rYeRRCCCHqS40B9tZb\nb6Vjx47s3r0bRVG4//77adeu3fXomxDiBlXhaqGtlxehO09XVxvAQcuuSC+2GDwIKHTgnfhdZJzW\n4x/gSfv2LWgXGcyubVnoTWFEuOei1WrtOwghhLgK1iY+A3u1agywAO3atZPQKoS4brxNKuHxP+F0\nPrxaNQq723qx/KyBvEH3kw3sLy3E7exyJnUIYOXiBAqVKE7mN8fbcIyP579i1/4LIYSoXzUG2L17\n9/Luu+9y+vTp6i2+FEVh586d9d45IcSNZW/SToqyMxi0Ow2nKgNgu2Hr5IBwxj88hKCtR5izahOK\nRzOCcw9iiexEvxHtOXrgLIaMQu4fEsmd42bg7e1t55EIIcTVaeprYK9WjQH273//OzNmzKBTp05o\nNDWWjRVCiCuWdSaLL777mIgQN3ruzsbxQnhVYF8nP4be3ReAVq0DcW6p4pF3Atr3pJWmkF9X70SX\nrfD2K48T3qqlPYchhBCiBn379r3ka1cyQVpjgPXy8rqqu8SEEOJyUtJS+O/mJYwZ1Qnfr3ZBqS28\nWjUK5r+OpFNUC7Zs3suYW3qzZX0SPkcLCW7VHE3xccJ9rKj5vnz+0Vs4OjrWcCYhhGg8muoM7JIl\nS65JOzUG2DFjxvDNN98wZswYnJ2dq5+X3WyEEFerqqqKD777nOgIT1t4/V21gdT+4bTuFIoGyNGV\n8MlH6/jlJLz/5kSSdx7GanKnINPIX6c+h6Io9h2IEEKIWgkNDb0m7dQYYP39/XnppZf4xz/+Uf2c\noiikpqZekw4IIW5cC/+7iM6BTvTZdw4qftthK6lrIOnGKsJMZswmMzuKgzjTvB9++u2kJuTg7OSD\n1urC7fffKuFVCNEkNdUZ2KeeeuqSrymKwnvvvVerdmoMsO+++y6LFy+mY8eOUpZGCHHN5OfrKTx1\ngHE6I87nqw2oDhqODQgnqbiCuFsH8/0nKzmZVU5mh7Go+3cQ19GfCaPusnPPhRBC1NWQIUNQFKV6\nUyxFUSgtLeXLL7+ksLCw1u3UGGCDg4Pp0qVL3XsqhBC/U1ZWxoKli6EgnTtLNWjOh1eLRiEzph2/\nnsunU+8OVJRVUWZxJOOwgmn/drzczUx4cqKdey+EENeH2kQLwd52223V3xsMBr766iu+/PJLRo0a\nxWOPPVbrdmoMsH379uXtt9/+wxrYyMjIK+yyEOJGZzAY+Of3/8HDqYIRGSVoKowAqA5aDnQNZu/R\nk3Qd0oeA5r78sHgnlhI9Pm4BuPgoTL5zCMHBwXYegRBCiKtlsVhYsmQJn3zyCTfddBPffffdFa+N\nrTHArly5EoCff/75oucTEhKu6ERCiBtbWvpRPlj7Ey5aK+MOpONS+Vt4NT06nJTNe0nNVTn4XRJa\ni5H2fdrggA+TRrRnzEhZ6yqEuLE01TWwa9as4b333qN169bEx8fXeaOsGgOsBFUhxNXKOH2Kj375\niZZtmjN81RbcDbbwatUopPUPJ2lXCkmZlXhMfhJ3wGowYMjcQ7NmTqRlpRKnTLDvAIQQQlwTzzzz\nDC1atMDR0ZEPP/zwoteu6U1cQghxtVbt30HHPt3pt2gFbufDq1lRWBPmS5aDN82GjiJAu4MKVcVc\nVIDG0YkKqyOWonxcndzt3HshhLj+muoM7Lx58wAuupHrgiv5pE0CrBCi3lRUlJOwcyunDx7g3q0V\nuBXb6ryaFYUfQgJRJ93BhU1fzaUV6H5YhbEiAFQD2uLDlDsZ+PtHH9hvAEIIIa6p39/EdTUkwAoh\n6kVpaSnv/fQ1AVER3FtcgVuJLbxatFoWebqS1rY7AclHCO7UnvzUE2TvMFJZUYY2qjuKomCyOONi\nycLDw8POIxFCiOuviRYhACA5OZnPPvuM9PR0ANq1a8eUKVPo2rVrrdvQ1FfnhBA3LlVV+ecXHxHY\nsTV9F6+qDq8m4COPcPb5hePUrhP5HiEc3HGE1G3pGEqao1R5grEUAI2rN1ZrmR1HIYQQ4lpLSkpi\n6tSphIWFMX36dJ5++mlCQ0OZOnUqBw4cqHU7Nc7Amkwmli5dSmpqKkajsfr5N954o249F0I0aaqq\n8o+F8zE4qvT5aiWuxRdmXjXMt3iT5NELj4okABx8A3DwDaAkJdd2LJWgdUJVVcxn9zDjubvtNg4h\nhLCnproGduHChcybN48RI0ZUPzdy5Ei6detGfHw8H3/8ca3aqXEG9uWXXyYpKYnNmzcTHh5OSkoK\nLi4ude+5EKJJ+2HFEjxat+DO49nVa14tWi3rwn0pCHBGOb6aqjNuFG7eTlX2afLX/Ez5kTIs5iws\nLjpMZSlYShKZdEsPovv0sfNohBDixmaxWLj11lt59NFHASgqKmLKlCmMGjWKhx56iJKSkur3Lliw\ngJEjRzJ69Gi2bdv2p+2lp6dfFF4vGD58ePWSgtqoMcCmpKTw5ptv4uXlxSOPPMK3337L8ePHa30C\nIcSNwWAwMP2dV9h1PJnByzbiXlIOgFmjsKmVF2NmjuHe8RGYXQNQXNtQeiKAnJU5lOwtQ1VLMXtk\n4zTlCZy6tOfx2B489+A9dh6REELYj6rW/1dtLFq0iDZt2lQ/jo+Pp3///qxbt46+ffsSHx8P2ILp\nmjVrWL16NZ9++imvvvoqVqv1D+25urpe8lyXe+1/1RhgnZ2dURQFrVZLRUUFnp6e5Ofn1/oEQogb\nw/s//IfIIf14IKcIL4MJsM28bunRhuipQ3FwdMA/0BuNpQpVVVG0TmhcA1AcHEGx4qm40rc0nUfb\neDPltlvtPBohhBA5OTls2bKFO+64o/q5hIQEJkyw1eaeMGECGzduBGDTpk3ExcXh6OhIaGgoYWFh\nJCcn/6FNo9FIenr6H76OHz9+0VLVmtS4Btbb25uioiIGDRrEww8/jI+Pj2znKIS4SOaZM+Toc5j8\nbQpuxbabsMyKwlfOKp3ae+EX6I3FYiVhbRLWojJwtaKiwXxuF2pJHlpNKONjWjLroUl2HokQQjQM\nDWEN7Lx583juuecoK/vthtr8/Hz8/f0B8Pf3r57UzM3NpVu3btXvCw4ORqfT/aFNg8HAtGnTrrpv\nNQbYBQsW4ODgwPTp0/npp58oKyvj1ltldkQIYbNyy1a++TmBGYWZuFlsHxdZtFrWtwnkaJGRzLWZ\nHE3LpaSolMT9Zpw8BmDVHcZZycHNpIJ7CDd19WbGEw/adyBCCCGq/fLLL/j5+dGxY0d27979p+9R\nFOWymw/82WvXaofXGgOsg4PtLVqtVoKrEOIiy3/ZymfJOp4v0+NzIbxqFLZ2C6NPXEfWzt3KmRZj\nOWErMoDF+RccNI5o3UOJCsnj7XkjSdvrSXSfm+04CiGEaHjUPy4fva6SkpJISEhgy5YtGI1GysrK\nePbZZ/Hz8yMvL4+AgAByc3Px9fUFICgoiJycnOrjc3JyCAoKqrf+XTLAzpo1i3feeYeJEyf+4TVF\nUViyZEm9dUoI0TikHD7K88cPElBlWzagajW4Pjmc2C6h7Nl6iJLK//nr28WLUO0G2rdtxvQnYjhx\nVE/Llt3+pGUhhBD29Mwzz/DMM88AkJiYyOeff87bb7/NW2+9xbJly5g2bRrLly9n+PDhAMTExDBz\n5kwefPBBdDodmZmZV7QxwZW6ZIB94IEHAHjuuefq7eRCiMapsrKCRd99TtzRFDyqDAAYNVoWeTXD\nN/kc6q5UggPduHVUC37cn43qFYq18DQ4ehDZwp9h/cM5sEeHj0cHWkSF2nk0QgjR8KgNYRHsn5g2\nbRrTp09n6dKlhISEMH/+fAAiIyOJjY0lLi4OrVbLnDlzLru84GopakP9F6qlvLxSe3dB1EJAgKdc\nq0aipmv1zfL/svvQXibnFOJVZbtj1KwovOseQpJXOzSBbVBNVTze5SgjRnbi4L4M/vVRCsVuXdHm\npbDp01dwd5ftYa8F+blqPORaNS4BAZ727gKdvvi13s9xeErjXb51yRnY3y8dUBTlor8EZAmBEDem\nBV9/STaVPFhYgfv58GrRatg5sCtOZ86g8ThfK9DBmfIKMwDdekUQ5HqIouOHGNLDX8KrEELUhmMP\nvwAAIABJREFUQuOeXqx/lwywF5YObN68mYyMDG6//XYAli5dSkRExPXpnRCiwVBVlYOpB3i40oL7\n+VJZFq2WDd3aUOJgoFUrXxL1tt+4zbI2M+ge29rWDStTOJMVSmu/HOa+9qzd+i+EEKLpuGSAjY6O\nBuDtt9/mhx9+QKOx7XkwdOhQJk2SWo1C3GiSdu7gwfxS3E0WwBZeE4ZEk1eaxcSR0Xz4wUasqT/i\n729l4sNDSNh5CkNJOUd35fLAhIHce/djaLVa+w5CCCEaCZmBvbway2iVlJRgMBiqt/cyGo0X7Xsr\nhGj6tidsxOH7b/Gx2MKrWaOwKiqC1MP7GTmsI999sZGUU51x9vKjrEzHnjV7iIhqjpuDN3OevYvw\nluH2HYAQQogmpcYAGxsby6RJk4iLi0NVVX7++WdiY2OvR9+EEA1AQcYJXJd+h8eF8KrAwf6RtO8c\nzNg2XUk9eg6r4orVZKRfm2QG9fMlL8eZHi07E917iH07L4QQjZRVZmAvq8YAO2PGDLp168bu3btR\nFIUZM2YwZMiQ69A1IYS9mfR5nHn3bTwMthuyVActp+J60qarH63aNAcgc9U+9m+vxFpwCmtIJV26\nRtFybBe2bTpKZWV09ac3QgghxLVSY4AFW3HamJiY+u6LEKKBqKgo58cVS+i4dTseRlu1AdVBS/5D\nIyj3cqaZqRyApD3p/LSklJLyNigOsDupiJt3H6eitJKAIDdKSoolwAohRB3IGtjLqzHAnjhxgk8+\n+YSsrCzMZtssTG3LaL3wwgts2bIFPz8/fvrpJwCKioqYMWMGZ8+erS6A6+XlBcCCBQtYunQpGo2G\n2bNnM3DgwKsZmxCiDsxmM+99sYBRJzKqw6tFo1D40AjKWgez7sMVePi1wGljDge3HaCkPPq3Y63u\neHk5otcVUlrkRJdRAfYahhBCiCasxgD7zDPPEBsby8SJE6srEdR2Z4WJEycyefJk/va3v1U/Fx8f\nT//+/Xn44YeJj48nPj6eWbNmkZ6ezpo1a1i9ejU6nY4pU6awbt266nMKIa6Pwzt3MuLYcTzKKwFb\ntYHNnUNRCvWYd+dwTmdAZ2gBZ0/hVumKxXICrdZW/zUyLIeBg4eyYskBRsbcJ1UHhBCijlSrvXvQ\nsNUYYFVV5dFHH61T47179yY7O/ui5xISEli8eDEAEyZMYPLkycyaNYtNmzYRFxeHo6MjoaGhhIWF\nkZycTPfu3et0biHElbFYLMQv+pSb9u7Hy2DbHtai1fLLrbHkFp6kb4eWnN5/hM692lOamIKr1ZPS\nKiciWpbj5XaE5s2bMX16X9IO5dKjSxx+vv52HpEQQjResoTg8mqc3uzevTtpaWnX7IT5+fn4+9v+\nY/P39yc/Px+A3NxcgoODq98XHByMTqe7ZucVQlzemp+W0Sc5pTq8mjUa1gyK5uDRZAZF+eBRWcSE\n2/tiMFrp3jWYR+93xVDRAm8fDz76chLNPM0cSXIi2DeGDu272nk0QgghmrIaZ2APHjzIjz/+SERE\nBE5OTsC120pWUZTLLkeo7VIFIUTd/bBxI8dOZzNi91Y8L5TK0mpZPeAmlq/ZQWBAcyr6KoRH+vH9\n17s5dNadJ2OdualrAM7ajfTsEYTVaqVb114MHXKLnUcjhBBNg8zAXl6NAfbvf//7NT2hn58feXl5\nBAQEkJubi6+vLwBBQUHk5ORUvy8nJ4egoKAa2wsI8Lym/RP1R65Vw/Pjxl9YrS/nrwf3/7ZJgVZL\nwoQ4EtOOo2qDOKcdyNyvCnGyZhCgnOHVJ28iuncYi7/YgcXshLubwuafTjJx7EM0aybX+HqTn6vG\nQ66VENdOjQH2wpay10pMTAzLli1j2rRpLF++nOHDh1c/P3PmTB588EF0Oh2ZmZl07Vrzx5B5eaXX\ntH+ifgQEeMq1amA+/P57Nqed5JmcU/iazi8bUBR+au5Bed5RPC0GtEMH4bTlF/yDgmgdbGJodCT5\nZ3N49e8H2LGjgsf/Moo7xo7G1dUVo1F+Hq83+blqPORaNS4N4Y8NVaZgL6tWW8kuXLiQtLQ0qqqq\nANtH+4sWLaqx8WeeeYbExESKiooYPHgwTz31FNOmTWP69OksXbq0uowWQGRkJLGxscTFxaHVapkz\nZ44sIRCinuxLTmZroYFZBeeqw6vVQUvugyPxMVcwLMIDHz9PZnx2mtLIEG7voyFu/E2YTRZe+/t3\nnErX8uWC2bQMDbXzSIQQQtyIarWEoE2bNmRkZPD000+zdOlSOnXqVKvG33333T99/ssvv/zT5x99\n9NE6VzwQQtTOkWNHefW9D3jB3RnfijLAFl5zHhxJRYeWhAInDuxjSKtAnAqzMOebyD5uZP2PZfj4\nuDO4fxSvPDsVL69m9h2IEEI0YTIBe3k1ViHIzMxkxowZuLq6MnbsWOLj49m7d+/16JsQ4hrT5eUx\n55OFvOis4Hc+vFo0CsfG9qGiQ0sAis7l4ufnwfLVyVTm5fHaQ6157NlxtOkQiq+vB7HjOnEkNcme\nwxBCCHGDq3EG9kLlAUdHRwoLC/H29qawsLDeOyaEuPY2rl/PLEMJPud32DJrtfzSNRyDYsGydR9V\nFQayMnR4tW5NVmYRdw1vSZ/odgC069SK7ZuSOHemCD/fLvYchhBCNHkyA3t5NQbYiIgICgsLGTt2\nLHfddRceHh61XkIghGg4SrOzidy8EZ/zvxXNWi0bb41j+55ddPR1oaSgkv2bS7G6NIMjJxnSA7yb\ntbiojfz8Mk6YHIkZ3NEeQxBCCCGAWgTYd955B4ApU6bQpUsXSktLGTRoUL13TAhxbVitVvZt/gXL\nd1/j+z/h9aijlu7hbvTq1oJ/f5qI0dwHbCsL2L1zB9EDnEk/eoY27Vqwe1sa4UE307fPYDuORggh\nbgxW2Ur2smoMsBcUFxdTVFREaGgoDg61PkwIYUfHMk7yydJl3HUyDd/zvw3NisL6ji05W6ajNPUY\n7Ue0o0uXUHp0zWBtxm/HlpdZKc/XsP3YSTauTGPCLQ8SEd7GTiMRQgghfnPJJDpz5kz+8pe/EBUV\nRVFREePGjcPT05OCggJmzJjBnXfeeT37KYS4QhaLhXe+/JIpOWcu2qRgfdxIqhyKuLlfFxJ0Z+jZ\nOxIAU4UBi6kQraMPFuMpOnUI4Y5YqQoihBB2IWtgL+uSVQiOHDlCVFQUACtWrCAyMpLVq1ezbNky\nFi9efN06KISomyXLfmRqcSF+vwuvG2+NI8Pfl3PHT1GiL8LX2YqDowO/bjzEjk1WzOW5VOo3E9q8\nmDdmP2bnEQghhBB/7pIzsM7OztXf79u3j2HDhgEQHByMRlNj9S0hhB2Z9HmEb1iHj8Vse6worBnc\nn0wHLc4nUnD39eb7Betx83LiyUdWcu50KWZTNxRNFS6OuXzxr5fw9LT/TjRCCHHDssoU7OVcMokq\nioJOp6OqqorExET69OlT/dqFHbmEEA2PSZ9Hyksv/hZetVq+GT2eXdln6OJt4OYx0ahmI4+8eDsP\nPH0rrXuEQcAguvc+jrM2jccfGSPhVQghRIN2yRnYadOmceutt+Lg4ECvXr1o27YtAElJSYSEhFy3\nDgohas+kzyPr7TfxMNnqvBpR+LdnAIUn9tM5yBEHB4VTe5NxMJRXf5KiqiqqxcCISf24uXcV0/96\nr+zZLoQQ9iaFYC/rkgE2NjaWXr16odfrq9fCArRo0YLXXnvtunROCFE7VquVr77/js7bt+JZVQmA\nEfinYzgpaYXc3cWTcXf3RXe2AL92bUioKEFVVTIPZ3BofznNNJm4uA4gqHkr+w5ECCGEqIXL1sMK\nDAwkMDDwoueCgoLqtUNCiCv3w9IltN+5vTq8mhU4MDoap3PlaPVGtm3T0L2PnjZRzUnec4K9B/LY\nvGURZ7LdcXBQGDjQnZS1+3jx6TftPBIhhBAAiqyBvSwp6CpEI2axWJj/6Rf0T9qNr9lke06jcOSW\nvuzLzKJ7TH8KdbvJTPFi3qtn8HBPoyD3FNZWAYzsGUJz/0KC/dwJ9PTjzvEPoSiKnUckhBBC1EwC\nrBCN2Nz58xmRfgy/34XX0w+MRmkfxoC+ndny9WpcPdxRvQspKy/GXG7AHNCB9l1d6TOsNSUpJUy6\n5R47j0IIIcQfyATsZUk9LCEaqb1bfmHkyXT8TAYATIqGlNG9KWsfBoCi0eDgqGVkNyc+fa01MTFu\nOLr74eNQyDA/fwIKArkz7m57DkEIIYSoE5mBFaIR2vHrFjTffo2v+XypLI2W/wy9hYqTOxk8oBsa\nrZZTB9MoyNYx4VlbDedH73XDtegoLz43G61Wa8/uCyGEqImsgb0sCbBCNDJp+/ah+WbxxeE1ZhzH\nNCoDu7Rlx3ersVpVKsuraBsRXH2ct48HQwf3kvAqhBCi0ZMAK0QjYbFYeG/+fKJTDxOAFbBVG1gb\n4UdR5jYCVZWQiUOhqoJNP+7G1S+Q6Ha2m7JUVeWX1ccYPuh+ew5BCCFEbckM7GVJgBWiEbBYLEx7\n8TUeKtX/LrwqnLg/lqB2YZgPH6coR0dBegadekbiUFXO0PED+PHT9bz2t5+IGdyfwX3vwsPdw84j\nEUIIIa6eBFghGoGNq1bxUGkeAYZyAExA2h1DqWxnu2ErpFNbyguLUTQKqTuTGRzXF0Wj4OPuxfQn\n5tqx50IIIepEduK6LAmwQjRwJn0eQevX4GawVRswarR86etDkIuW5uffY6yoJP/0OXZszcIvwIW8\ncyW4O7rxxD1P2K/jQgghRD2RACtEA3bswH7KPo3H43fh9d2ucaSeTSN8zVbanMvD2d2Nk3uPcCIt\nlKoqDypydFQ5FLHiozfs3HshhBB1ZrV3Bxo2CbBCNFAJP6/BZfmP+FsuVBvQEB8UylltAb6tAinc\neRIXxYK1vASj6orZEoKDO2jQMHhwcA2tCyGEEI2XBFghGqC927fj+tNK/C6EV0Xhq5hbOJqdgZOD\nI7kb0lALfekWHYWXXzNatclk4aEcLEogXsHlhHr723kEQgghroYia2AvSwKsEA2MSZ+Hw7eL8TJW\n2R5rtHzYcSCnTGb0CVmYy8tB44OjNh+r1fYZU8vIUJyVNXgHNWfMsN7cPjzWnkMQQggh6pUEWCEa\nEJM+j6y338StqtL2WKPlk75jSSktwbJhD5YyBbQuoBoIb1NGM39vAHb9vIeq4nK+WvQKbm7u9hyC\nEEKIa0HqwF6WBFghGogL4dWcn297DHwU2ZPDRXrczqVRam6Hc3OwlGVhNeeiU735+l+rsBgNlObk\n8so7YzmXc5Y2rdvadyBCCCFEPZMAK0QD8IfwqsL2MYMIjQgl3NWFEp0P2xZtwFDVBocAZ4y4U1pY\nxv4j5/j3d/cS0sof3Zl8TEUGO49ECCHENSEzsJclAVYIO8s6coSSBR/jWF4G2MLrv61utOndBbfz\n7/FrFYJH+zACBw7GajBQ+PGHOFt8uPOZ/oS08sdkNJG2K5c7x46330CEEEI0GQaDgfvuuw+j0YjJ\nZGLYsGHMnDmToqIiZsyYwdmzZwkJCWH+/Pl4eXkBsGDBApYuXYpGo2H27NkMHDiw3vonAVYIO0pY\nvwHXZT/iZzq/5lWF+epNHFG1uCQfI6RrOwAydu0H92aoZzKINJ1hyLzb8SgMoG1EB5I3JaLROHB7\n3ENotVp7DkcIIcS1YucqBM7OzixatAhXV1fMZjP33HMPe/fuJSEhgf79+/Pwww8THx9PfHw8s2bN\nIj09nTVr1rB69Wp0Oh1Tpkxh3bp1aDSaeumfBFgh7MSkz8Nz+VKamWzVBowaLR+YHThSocPs3J7E\n5XqC9m3EUl4GipmJo1rRrosnXj43AXAy+ywDA4cwInCcPYchhBCiiXJ1dQXAZDJhsVho1qwZCQkJ\nLF68GIAJEyYwefJkZs2axaZNm4iLi8PR0ZHQ0FDCwsJITk6me/fu9dK3+onFQojLurDmtdn5UllG\nRcsiL3c8R3dl7Kw+9B54DrPFkYzdZwjycKa5pxMnj2Xj5eMJgNViRTUr9hyCEEKI+mS9Dl81dcFq\nZfz48fTv35/o6Gjatm1Lfn4+/v62WuP+/v7kn793Izc3l+Dg3zbRCQ4ORqfTXdU/weXIDKwQ19kf\nbthSNHzp64uhQyBR/XsD0Ck2gILMJXQf3ZZB42zPHU5M5advN9O8hQ/aUiduH3Wv3cYghBCi6dNo\nNKxYsYLS0lKmTp3Krl27LnpdURQU5dKTKZd77ar7Vm8tCyH+4FjSfg698vJFpbLet2hxGNoNZ0+P\ni97r3syZYH8NR3clY7Va6XhTBzJP5RKsacP9E6ZJvVchhGjKVLX+v2rJ09OTwYMHc/jwYfz8/MjL\nywNss66+vr4ABAUFkZOTU31MTk4OQUFB1/bf5HckwApxnehPnqBgwSe4X9ikAPhp7C0YJo7BzdcH\ns8lCZVEpAKU6PV1auRE7uhuD+7bmyOZEck7lML7fKGJjZJctIYQQ9augoICSkhIAqqqq2LFjBx07\ndiQmJoZly5YBsHz5coYPHw5ATEwMq1evxmg0kpWVRWZmJl27dq23/skSAiGuA5M+j5z5/8TXbLI9\n1mhZ2H0gOrMF71atyEjcSsdh/cg5dITirDM4FuczZ85tAHh4ueKqUfHM92DkCAmvQghxQ7BzHdi8\nvDyef/55rFZr9VrYfv36ERUVxfTp01m6dGl1GS2AyMhIYmNjiYuLQ6vVMmfOnHpdQqCoqp3rNFyl\nvLxSe3dB1EJAgOcNe63+sOZVo+XzIeNIaxGO04lEWkT3xlxZSc733xDcyp9Ifwf8PBwJ8HUnenAX\nADavTOG2kY/i4FD/f3PeyNeqsZFr1XjItWpcAgI87d0Fwl9YXe/nOPVGXL2fo77IDKwQ9ahKp+PU\nm6+jKbX9x2VSFOKjepHeIhxzfh7WHB3FR4+i338EV7PKw7d3pUWoHwAZx8+w45cDqBYVT09YuTae\nEUMm4+lh/1+sQggh6pciO3FdlqyBFaKeVOScI2XO7N/Cq1bLt7G3cjLQl9LNa6jKyqDU5MPhD1fg\nVqwjwsdM1vHT6HUFAIRHtuBEVjE6fSlDRnZn1MQO7Epca88hCSGEEA2CzMAKUQ9M+jxOzHudZr9b\n8/rtqHGkh0XgDuh3pGA6mov5nB6LJZL+Paw8/NdhaDQatmw4gKIonD6VR1TfruhOZgG2ciYa+YkV\nQogbg0zAXpbMwApxjVXknCP1lZdxrigHwKTR8GX3m0gPiwDAUl6Gp2MlChYslgi8PQuZ/MCg6u32\nBo/ozvoVu6l0cMO3uT+q0QjA4QNZhAS2s8+ghBBCiAZE5nOEuIYqcs6SMudlfCxmAIzAv6PHcKii\nBI9dv+Lo4YGHqYRej99B6q97OfLfJIJbaSkpqcDNwwUAk9GMqVJLZbGBQxsP4Vzhxo51ekKCutOh\nQxc7jk4IIcR1I2tgL0sCrBDXSNmZbFL/8Up1eDVptLzfbTQpuzbTrEMk7dv5EtC+LVpH24+do4sT\nTm5OlLs68PnnW7jn7r64ubuw/9ccnnn4ZSwWMy4urvVahkQIIYRojGQJgRDXQJVOx5F/vEqz34fX\nXreQEhSBYnGga+wAinLy0DhoASg5pyM35TgmjcqgDt5M/9sEKoxWdv6aTteowTg5OeHq6ibhVQgh\nblQNaCeuhkhmYIW4SiZ9Hqffmoe3xXbDlhGF93vGkeIXhmnrzziUGji+Yg2WKgPGxf8lrFNrTu5K\npuqYgTF92nL73V1RFIWItqFEtA3l4KZjtG/b0c6jEkIIYVeyhOCyJMAKcRWMeXmkz30Vh7Iy22M0\nvGNxI3X/Lzi6uOAd5E/QXfeRu2olt0T74+XhTFFxGU7dwsBPywN33865c7to5uMBQFWlEa3iaM8h\nCSGEEA2eBFgh6sikz+PwKy/hbqgCbDOv71ZqOZDth8atFI8OTmgdXclduYpuflXEjY8GQFVVvlqw\nlqCWoaSc2EB29hnydAU08/ZEd9LIbXFT7DksIYQQDYHV3h1o2CTAClEHJn0ep96Y+1t41Wj5V7c4\n0srycPM5S1VqKEUpWgqTzQy4LYDWocbqYxVFwbeZM1ZrPoNGDwY6oM8pIm1XFXeMu1/WvQohhBA1\nkJu4hLhCJn0eWW+9iVpcBPwWXpP9w0FR8Bh6M6o1E9VSTKv2OnqMvYnC/FIsFtuf04YqI6WFZRQZ\nLdVt+gd74+yulfAqhBACAEVV6/2rMZMZWCGugO2GrTexFOQD55cNtLuZZL9WaDKScG3VEkthIRo3\naNOhkDHP3IFGq6HK0Y0d6xJxdXPBYjZhURSqKo2YTRYcHLWcydTj6xVi59EJIYQQjYMEWCFqyaTP\nI+vt34VXFd4pc+BQ3lk0Gcm4de6BWqzHcvwYQSPbc3ZDNpsXLqdFu2CcnN05ka3H272CgnILPkGB\nKPpydq/PxsFZi4dzEAOi+9l5hEIIIRoMqUJwWRJghaiFC+HVnH9h5lXDPwscOOLWFW2OG5ZKFUdd\nNv5D+uEY3ZWqc+co2Z6KRqOh18iLg+nZb5bTKtQXnMOJG3GHPYYjhBBCNGqyBlaIGvxveDWrMD/P\niYPloHUPQePsg6N3FKXplTg288ZqMlGauJ2uM26jTWRzdOmnqts6c+QEIR6+RLh2Y8IYCa9CCCEu\nQTYyuCyZgRXiMox5eRx//VUcy211Xk0qvFfWgyMOAWg4jLWqAI2Lr+21IgNH536MubKcLvcOx8nL\nC6uTC66WSjJ27kVVwZKXQ9uQUDpEdrbnsIQQQohGTQKsEJdgzMvj4Oy/0+zCDlsqvF/alaNaM2F9\ncnB0b05O8kFKLP2xlmRiLMimqqqEbn2C6aLmcmbrak5oPbGWZBMa6oNaVcHo+wdTWlxOxql0ojpI\niBVCCHEJUgf2siTACvEnTPo8Dr80+6Lw+m6hlVTLOdrFRhA+rA8AYUN6cOCDL8krqMRgDaZdFDw+\n73bcPFxRVZW132zCV+PL6Jj2uLg6A3Ay9Rztg/ztNjYhhBCisZMAK8T/MOnzSJ/7D9zNhv9n7z7j\n4zjPe+//Zmb7LjoWHSAaCfbeiwpJUZSoRtmyZNmyLcdSHMdRZB+dFMuxLNtqViwr8nHymMdJfOwk\ndmIpKrZkNdLqIkWxASRIsKAQHbvo2Do7M8+LJUFSYqBGcAny+n4++wLLwcx9zUL2HzfuuW4gGV5/\n6shl6JICyr0esssLR4+1OZ1MWzufxde4eeYftjJlVj4enxtIbliQX+qHmJu3/3CU7GKNaDhOmlZO\nfn5BSmoTQggxQUgXgjFJgBXiJHowQMtD96MNDwPJTQp+VLOWjmgzlZeuIXS0mUDDIdLLSgEIdXWR\nCHRTdPkqahbVoZSVYhomqpZ8PjISjuF1+Pj0hi8xMjKCw+HA4XCkrD4hhBDifCABVohj4oEAdX93\nN2mJ5LavcVXjkVkbqM0pJ7c3+RCXt6ycnsYj7PqX31JY4GbJnEKW334Jf3j6HdKrS7BqFvCbx56g\ncmYZhgl2t49Sd3KDAp/Pl7LahBBCTDATvEvAeJM2WkKQnHndc/ffngivKDwyawN7csqxRvpR9eET\nBysqRl8X3/z6pay8aBqqqnL5VQuxLIvI61u4864NzKnJxxGPkhfLYu3Ky1JUlRBCCHF+khlYccGL\nBwLs/c7dZJiJ5NeKyk/SCmkI9+CI9OJ2gYUCwEhzM9hs5Myahh5P4HDaAYhGYqR1Hmbh4ireebOe\nVWvmMmVaCbte7k1VWUIIISYyWQM7Jgmw4oKmBwMc/P538eknZl5/nLOMpmyToktO7KDVt/kFdvzt\nj6n8/GXkrVhFIhLhn//Pb/nsF1eTSBjsebOOO+6+AVVVaW/u5lD9UYrL8rCprlSVJoQQQpy3ZAmB\nuGAd32HLEQ4lv1ZU/nnlFRzKVQh1BtH7+wBIjAwztKsR1WUna0ayd2tk/14y1mzg8f/ay4Et7Wy4\nYSWqmvzPqaAkl+2vH2DHy11cvGJ9aooTQggxoSnW+L8mMpmBFRek924Pq6PwTyXV7A+H0YhCqI/2\nn/4Hjpw04sEAep+OkplJ22/+E3/NJCZVl+LOzEApKmb1wpU07HyDaQsnAbD7jUZuvvZOcnP8qSxR\nCCGEOG9JgBUXHD0YoPWHD5LoS4bXuKXyj7mFtF66Ac+xYxLdQYzgAqxBsPS38WX2suAL80GF9JJi\nfPl+4sPDTLJ5KC+rJBIJsWfzPrAs5lSvlvAqhBDik5E1sGOSACsuKOGuDg5+73t44lEgGV4fYzEN\nvgjpJx/odpJIb8UYDjCz0snS9dcyNLMSgJ76Bnp21bKuaibXX/0pAKbVzGJazayzXI0QQghxYZI1\nsOKCMdDSQu3d3z4pvMJjLKaOPPSOKFYi2YXAjMeJHG4h0n6AzHgHv/jpw9iOdSEAyJteQ25BAVdd\nchmKopz2WkIIIcQnYlrj/5rAZAZWXBD0YIDGB+4nWzEBiKPy90E79V4FzQ16r4fu/+//YvMXYUSG\nYPIGbJEX+dE9f4GiKFy99GJ+tvl3mNWlGL0DLMosxOl0prgqIYQQ4sIkAVac944/sOVLxIBkeH3M\ntpS9NBFt3Y+q7UUxelnwpeVoTgfNWwL0v7sbnx6hpmYaAAV5+fzVdZ+j4chB8mbPpKioOJUlCSGE\nON9N7AnScScBVpzX3ttt4Hh4rVXyIH4Ay3RgWHZKZ2sUzJ2GIz0d//QpbL3vV9z7rdtwu92j53K7\n3cydOSdVpQghhBDiGAmw4rylBwMcue/7qMNDya8teLQ/m1p6sOKtaGYB7uKjZHpGmH75Jeg93QR2\n11K8agV/evtGVq1YmuIKhBBCXLAsmYIdiwRYcV6K9fSw9+/uJs3QgeQDWw/3xtkfSsPuqcBSLcg7\nTNZll7CgwkFmSSEAmaUltLzwMl+45rOpHL4QQgghxiABVpx39GCAhu9990R4ReWRIQ872xpQtAiJ\neCfe+RX4LrsM2g+Tllc4+r0Or5tixUnlpIpUDV8IIYSY8F0CxpsEWHFe0YMBDn7vu7ii2go7AAAg\nAElEQVSiYSAZXv/Bs4K66ACqNw9Lb8OeZ+IudqK6PVgl1ex/6U1mbrgUgKZ3arm8qoaeQDdv73oR\nuxPsVgZrL75aWmYJIYQQ5wgJsOK8EQ8E2P2tvyHTMpJfWwqPOuax11aAGToCSgaKsxpjaB/Fq5bS\nW/suoNDW1MHg02+gWAZ9rZ0sWVvAK9v+m1XXTgdgsG+EV998nktWXpHC6oQQQlxQZAJ2TBJgxXlB\nDwZouPeeE+EVlX/wrmBX2wEUswujvxPUTACMqIHmcpG3eBEAPeEh3BWV9O7YTumNN2F0HCV7kmv0\n3BnZPpqMzrNflBBCCCFOSwKsmPCOt8pyvnfZgL0QxdYJ/SPgzoQYWHoHifggzb9+Am9pAfpQP7nL\nV+DIzCLS2YHy1vNccdOf8NbeZ06cX09g6VqqyhNCCHEhki4EY5IAKyY0PRig+cH7sAYGgGPLBrzL\n2WsvxLIszOEuLKcda6gdI9oKZoyQmQ9NIZzEyNSiODKziDYdYpp7mNK8XPLzC5gxvIK3n38bmwPi\nwzauWff5FFcqhBBCiOMkwIoJ63Th9UcBL7W9+1DszVjxIYwRH3ZfK56KaoYaOojixpsbxTV5Fm5/\nOgWRCNlb/kBWtoOC7DxWzVqJqqpMnTKLqVNmpbhCIYQQFypFuhCMSQKsmJD0YICWB+8/KbzCj3sq\n2RfLRQOMyH6s3AzSqiNUfu2bWIkEHf/xG5Z+8SoMI8HeF94irTCf9C6FWRWFrF92Jf7cvNQWJYQQ\nQogPRU31AIT4qI7vsGUO9AMQR+HRaZewOyOMkTiAEWnAtGJ4M3soWVKM/urv8bTuo7CmgNjwMN6c\nHPKLs8gJd7DhujlUranmubd+n+KqhBBCiJNYZ+E1gckMrJhQ9GCAxvt/MLo9bNyCRxdcRV3CxLZg\nNuYCBf2/t5M9Q6FgyRyMcJis6ioKZk4FoO2trWSUlqAkEtz82ZO2inWnohohhBBCfBwyAysmDD0Y\n4OgPH0AZGgQgblo8PGxn79F6HNEgzlgAW18zzvRWJt9yI1nzFqB53Ax09tD48qsYsTgKCr2HGnEF\n+zANc/TcSlQ2KRBCCHEOsazxf42hs7OTW265hQ0bNnDVVVfxy1/+EoCBgQFuvfVWLr/8cr785S8z\nNDQ0+j0/+9nPWLduHevXr+eNN94Y19sjM7BiQkiG1wcx+voAiJvwQGOIQzNL8V18NQBWNIzSvA/H\njEk4MjMJbn2TkqWLUG02TMPg6NtvYbS3scjm4/Pf/DZPbn4Cw2FADK5YtiGV5QkhhBDnFJvNxre+\n9S2mTZtGKBTi+uuvZ8WKFTzxxBMsX76c2267jU2bNrFp0ybuuusuDh8+zHPPPcezzz5Ld3c3t956\nKy+88AKqOj5zpRJgxTnveJ9Xo68XSC4b+Ptu2KOrZJRNGj1OcXkwAac/l1BHO3anA9WW/BFXNQ3V\nMpk53U/BZBtvvPsKN191SyrKEUIIIT6Y+cGHjCe/34/f7wfA6/VSVVVFd3c3W7Zs4d/+7d8A2Lhx\nI7fccgt33XUXmzdvZsOGDdjtdkpKSigrK6O2tpa5c+eOy/hkCYE4px1/YCvReyy8Kio/rlpP3YqN\naGklJNq7R4+19DiJpkOklxSj9/cT7uo+5VxaLMTsBdWUzygjqLcTi8XOai1CCCHERNTW1sb+/fuZ\nPXs2vb295ObmApCbm0vvsf9/7unpoaCgYPR7CgoK6O7uPu35zgSZgRXnLD0YoPWHD554YAuFH1es\noza9FBVQi3KI1I1gxp/Blm0n0dpF7PAIRw48y6e/sJ78ydNo3lVHdyJGpLuTa9ZVU1iabJXl8NjR\ndR2n05nCCoUQQoj/wTmyE1coFOKOO+7g7rvvxufznfJviqKgKP/zMyRj/dsnJQFWnJOOLxtIjC4b\nUHjELKYuvXT0GEvXsQwv0f1DGFoH2vAINZMn852/+V/MnjX9xHGWRV39blr0/QBEIzFiXSa+paf+\nhyiEEEKIE3Rd54477uCaa65h7dq1AOTk5BAIBPD7/fT09JCdnQ1Afn4+XV1do9/b1dVFfn7+uI1N\nlhCIc44eDHDgu985sWzAgh/35rG3Ow3z4E6s8CBmex1WXzPQgmG1MdLn4C/+9FM8/u8PnxJeIfkb\n4OwZ85jsnUPrG70M7NK58eovnv3ChBBCiA8rxV0ILMvi7rvvpqqqii996Uuj769evZonn3wSgKee\nemo02K5evZpnn32WeDxOa2srLS0tzJ49e9xuj8zAinOKHgyw99t3403EAYij8mjmKmp9TozGt9ES\nReAYwTZ9OtpIJ05/GrHWdqaERvji5z8z5rmnTp7B1MkzzkYZQgghxIS2Y8cOnnnmGWpqarjuuusA\n+OY3v8ntt9/OnXfeyRNPPEFxcTGPPvooANXV1VxxxRVs2LABTdO45557xnUJgWJZ58gii48pEBhO\n9RDEh+D3p33gZ3V8k4LRPq+WwqOZF1HnKAQgEdiK44prgeQDW462Xfi0CNlVkzCHh1gIFPuz8dod\nVBaWcLSziYLcIubOWjCutZ1vPsxnJc4N8llNHPJZTSx+f1qqh0D1db8c92scfuoL436N8SIzsOKc\n8P5NChR+FMmlPq9w9BgrGiK+5Qlw+DDbD5Fx0RJKV6wcbZW169BBBhmEwRCRtB6qV1TQ09bKS691\nc9lFV6akLiGEEEKceRJgRcrpwQBHH3oAo//4JgUKD3UWsCdqYLO2oWbkYfUcwmjfi6lVo9BF5mQD\nnxphYNcO7Nk5pFVVY8/OwdVbixaPUD07uVTAX5JD/ZGGVJYnhBBCfHTmhP4D+biTACtS6nirrNHw\nasFD7V52R70AJI62Y3d0YkSHMU0fqHE8ORFm/tmfoqUl/8TTt2c3+vAwtiN1zLtmPk3v7jn1IvK/\nAUIIIcR5RQKsSJnj4fXkVlmPOhdS725GGWpEUWwoShBHZT7OmsWYkQgj79RTM6uASONBPNNno9rt\neIqLSbzwNOtuXsXhrTsZ6uzh+Z8/Ren0CtJzcilNq0hxpUIIIcRHNLEfURp3EmBFShxf82r0HZt5\nReHR7JXs7u9DcWeguUNoug33vBpcS1diyy8GwFUxhemVOvnlRbz9/KvYFl1C7MABrl6wmKM79lJZ\nkcuq+fOZVJHP0GCYV585wjU33pTKUoUQQoiPTvLrmKQPrDjr9GCA5gfvPzW85l5CnbcMrWQuZrwX\nCnJJxDpAS4yGVwCtpJJAZx82h50laxfS9dt/p7LQTpsnRmaaCyseZ1JFsnFyeoaH3CJHSmoUQggh\nxPiRGVhxVh1/YMsa6AeSfV5/rFaw11V04iCbgmoFMRxRcv0ewh2NqEWVAKgdhymqSe61bFkWCy+a\nScX85ANbHS+34nOf+jtZQpdfYYUQQkxA8hDXmFIWYFevXo3X60XTNGw2G48//jgDAwN84xvfoKOj\nY7Q5bnp6eqqGKM6w49vDnnhgS+Exx1Jqh7pQ4iEUhxejox4ty4H7oivx7HyGjNJi0uzD9B3cRqy3\nj0y9l5zV1xGPxtj61BYuvXn96Plj3kwC7YM89+RWFiyZQltTL4VZsnGBEEIIcb5J6Qzsr371KzIz\nM0e/3rRpE8uXL+e2225j06ZNbNq0ibvuuiuFIxRnSrS7hyP3fR91eAhIhtdH4rnUhrpRbOkkdjyJ\nhYFrVhWOokps+15h+hc/j6IodL72GlNXLqd3xw5CEScv/7EBNBWtcjYtew9TMacG0zDwRux87Za/\nIRwO0drWwryqi0f3aBZCCCEmEkUe4hpTStfAvncTsC1btrBx40YANm7cyMsvv5yKYYkzTA8GePeu\nvz4pvMIjmfOom7oayw2m1YHt8nX4Ll5IxvqNuGcvxrbiatrf3YOqaRQsW0Zw5y6y+ofwGyNorQ1Q\nt51JXQdIbx3A3NGOfU+A2665BVVV8fnSmDZ1poRXIYQQ4jyVshlYRVG49dZbUVWVm266ic985jP0\n9vaSm5sLQG5uLr29vakanjhDkg9s3YcylAyvuqXyk/A86sJDKIUelOJq7PkqWnomDvXE1n2J1kMM\nDg3S+MY7ZBfmMiNmES/PIR4ZZJLfwSVrLyY9K41YJMbh13r41JWfS1WJQgghxJknE7BjSlmA/fWv\nf01eXh59fX3ceuutVFZWnvLviqKgKEqKRifOBD0YoOmB+2BwIPm1pfJYeB51hh+UEeDY5+z2oKRl\nEz+4DXthGXrLQTz52TjnzgYg+NZmPr9kAS81b2fVhmW0bd9NelYy7DrdTgxXNDUFCiGEECIlUhZg\n8/LyAMjOzuayyy6jtraWnJwcAoEAfr+fnp6eD/UnYL8/7QOPEWdftLuHvT/64Wh4jZvwD6EZ7LP8\nmIlBrBwHViyM1fIm6rwvoNhsJOxu4u+8RCI0jHPmp0fPZU6eSV5OJkpDHFVVicUSp1zLhiY/B2eY\n3M+JQz6riUM+K/GRSBeCMaUkwEYiEQzDwOfzEQ6HeeONN/j617/O6tWrefLJJ7n99tt56qmnWLt2\n7QeeKxAYPgsjFh/F8W4DiWNLQOImPNieR22oEVVrxdT7sA1lofbVkXfbnxF58zkchcV4y3NIq1zI\n0SefwoxGUV0uAHyDfRTmL2S2fzJHdjaQU13Olmffobgoh1BvnPkVK+Tn4Azy+9Pkfk4Q8llNHPJZ\nTSzyy8a5LyUBNhgM8vWvfx0AwzC4+uqrWblyJTNnzuTOO+/kiSeeGG2jJSaW920Pa1r8uKuQ2uEh\nDNWPYcSwGWFsVjmO6jxUlwtnTg65C+YQb9hLaNc2dFcW3W9sxetVmZSRxvU1k3l22zYaRgysjjhZ\n4RiFrkoWFi4mb04+drs9xVULIYQQZ5hMwI4pJQG2tLSUp59++n3vZ2Zm8otf/OLsD0icEaMzr6Ph\nVeHhdg/7YkM4XSVYepCE3oWpeDD0AOG9IRSPHdXlJvK73zDvU1dg93rY/vgL9Fs+qqJx/unOr/OL\nZ3/PM84M1IoiLMMguPVF/umbf53iaoUQQgiRKrITlzgj3jfzasEP223siuRjt4ewexzEBwYg3UXG\nnCoUu0k0oRKavAZn3XPo5TVsq+3GM9LNguvWcmDHAcxEgt/8/l/Y0hREXZzcsEDRNPrS02lqPkJF\neVUqSxZCCCHGj/SBHZMEWPGJ6cEAR3/4AEZfcoct3VL5SWQeB5w9aK5BrOEE2DQsrY+cq67GN29h\n8ri+IH2vPUVadTm2Wcn34noNh7dvR1Ft5OndzFl/KbsfH+GQZY12pUhTdYK93RJghRBCiAuUBFjx\niSTD64OnhNfHIslWWYoawz5lNol9v8O1oRxnOBPP1Kmj32vPziW7IA01v3D0PcVuJ9B4FP+kEiqK\nslEUhWvXVPH/freFbjLIVsLMcoSZVjP7rNcqhBBCnDXShWBMEmDFx/bemde4afEPoRr24QfAVIZQ\nnOnYJ5VhL63AHBkk2nQIR14ejkALxKPYXXZirUew5RehKApmWyMbL5tMPNhPb2uyV2xWdhp33DKP\nP/zrFqZWTmPBrOvx+Xwpq1sIIYQQqSUBVnwsejBAy0P3Y/b3A8lWWQ93GuwcPIAjvQslPQu1cgZG\n8zs4J+cDoPoyiPfYyOmsp2LNxVimSfeeOkI4GXru18ycXc70EjcLFk0GYPN/buGP//EO/uJszIjG\nVz/3V3i9ElyFEEJcAGQCdkwSYMVHdnzm9Xh41S2Vx4ZnUW/rw+bpZDjQgRbpRg024FGqSNCMUeBH\ni41gtjZR+rkrGenqoXnvEaysfPS2JjLdcNWqMrJy0wGIhKIUTsojw8jnykuvT2W5QgghhDjHSIAV\nH8nxbgOnrHkdmcteIxfFHMTmKyHa14YyHCc9G5R503EQoKpQI6NqPt1vRQm1tdPVFsSx4CIAnJU1\nJGrf4MVXG1g4zY/dptF6qJXl6xbSuXUkleUKIYQQqSFdCMakpnoAYuI4vmzgRJ9XeGxkLnV6LgAW\nCcxYP2kcJd0WxVk0DY0hCooiZFQlOwbkL19OrL4BI6qfcm4lblHgK6bhtTa6G7uYVF1C3YtHWLPq\nirNbpBBCCCHOeTIDKz4UPRig6YH7YHAASIbXh9o87DePoCgdWFYIUzUwhjuxuyZhGiPobW9TfdXn\nUcKn/hZpeXysKyzl5XAI1ePFjMdY6c/ljqtvBGBwcIBIJELejHxUVX7HEkIIcQGSLgRjknQgPtDx\nZQPHw6tuqTw6VM2eiAtTc2L50okNBTCG+9DjCUy9h2ish+Wr5uKZMgXD4Wa4tQ2A/oMH6T3aSpbL\nZFbDuyxoP8w1Q93c+elPj14vIyOTgoJCCa9CCCGEOC1JCGJM790eVrdUHgvPpV6pQlNNUBWMWD+D\niTT6Y2nETZOY3s9XPreejZevwxwcxDd9NsMxk8N/eJFIKErRjTdSr/dSsW4aJY4Yt151FZqmpbhS\nIYQQ4hxinYXXBCZLCMT/aDS89h7fHlbhJ+G51CX8WGYCrCCKp4JYfyMoXjB1NGsE+7zF9HpyWLNk\nGc2/e5rXDx0gGovisuJ4EiHi/X0kEibONC9dHMWyLDY9/Qx7hkM4LZMb585m6WzZqEAIIYQQpycB\nVpyWHgzQdP8PYGgQgDgqj0YnUTsUBAYxrG5sF9+Mqtmx7w2h9nWRXabjXXA1puZicyiNN97Zik8x\nKerpwHPJfDKKkztu1T+3mYqL5wKgGBZPv/oKf3BnoeSVA/CPu+uYUVFBWlpaKkoXQgghUk6RLgRj\nkgAr3uf4zOtoeDUtHjWmsS9tCqrPwjLiEFdRNTuWZWGM9JNVEqHkjr9GdbmxLIvezS+x6eW9BPyV\nWJXLcO1sZKFmI6PAT8G0aoZ6goQ7giwormF3Ry+Kv3z0+n1ZebS2tzF96rQU3QEhhBBCnMskwIpT\nJDcpeBBjtFWWxQNHgtSr9diLvaC5MHp3Y6hxjEM6iYEe9K7DpF97LarLDYCiKHgzvfQqXrTJcwBI\n+AvYv+ctlhb4UXqHuahsOpXllfj9eQy+9hp/HOyHjCwAcvt6KCtZlpobIIQQQpwLzFQP4NwmAVaM\nen94hYfa0qiLQTwewLJvxZY3BduM9ZhHXmV433ZsDOBe+1lMwyQR7EbtacFEJT0eYsibBUaCaO1W\nNJeLwOAwTb9/lc+tWsPi2fNHr3v1RRcR/P3v2dXUidOy+Oyiufh8smWsEEIIIU5PAqwATiwbME7q\nNvCTwdnUx5qxFBVNdRHHh6tkIQBGqB8bQ7i/8HeoRgy9u4nsnv1UXLoCIx5Hf3Urh7qP0hfT8c1b\ngmJ3ADDQsIt502a97/q3XnUVt569coUQQohzm6yBHZO00RLv6zagWyqPDcxmbzwHzZ6JlubDUZiH\nNdxFvGkb0dqniXXW4/3zh9HSs7BcPjJG9pFTXQ6A5nBgzJjMdz51PbmhvtHwCjDgTmfwWD9ZIYQQ\nQoiPQwLsBW50e9jek7aH7Z/G3ngOAEYigH3yImylC3HYNaKdzcQ6avGs/QyKoqAMB5is1LHoa7di\nGCad7+5Knjiuk52VzU3Ll8Lw4Oj1CsMDZGVln+0yhRBCiInFssb/NYHJEoILmB4M0Hj/91GGhgCI\nW/Bwm8GekX3YXG0oaRnYZi1H8eZg9NThXrMCr9NNrK8Gy5tNxsFXKM6B0ivXApBWVka4J0iovYvq\n4ThlpWWUlpQS/sPzHOwJosVifOWqy2XTAiGEEEJ8IhJgL1DHlw0cD6+6pfKTxALqba1EjRGUUAyn\nvRV7OBtrqBFbTTHOWfMwhwdwKIfIDx7m7//8Vp6v3U7nSefVFJje0cuXb/4ikOxI8IUrr8DvTyMQ\nGE5BpUIIIcQEJF0IxiRLCC5AyW4DD5y65jWxgDorD8XuxZ7YD6qDaG+c6O7n0co8OGfNA0BNywTg\nlrXLqS6fxPKqGvTDjcnzjIzgTQyjzsvjt8//d2qKE0IIIcR5TwLsBeZ4eDX6+oBjmxREa6iz8rAs\nEyPchlZYhd07jGYLoXozME9aw2pZFhmDXVx50ark+WIhasIjDDz+X/g6D7F0/VK8uZm0JwawJvj6\nGiGEECJlZA3smGQJwQVEDwZo/eGDJ4VXuK81m7pQPS5fC5ZLQ1l5NbbBLsyuQzjyFmFa7ViROPqO\nLShpWZhdTXxm2VzcbjfPvfIcA/kG+WtrWFyTQVdbAEVRkhcz5W8fQgghhBgfEmAvEKOtsk7apOC+\n1ix2hlxg5WL36ajFZVgDjZAwwOVBiUVRKmtw+0LkrFqGFY+hOhfw9sFavgy0R3ooLJgCQE5pAS37\nGjENk8G2bqZklJ4Is0IIIYT4SCxLJoLGIgH2AvDePq9xS+Ghowo7wy6wTOxGM5a7DGXyYhRFxdJj\nmO88hTW1BjWvDGW4Ltkyy+kCwOT4LOup18lxppN5IMTsomlMWzjtbJYohBBCiAuIBNjz3PvCqwk/\n7i6ggXy8Wgum3oOpD6Om5aIoySXRit1Jht+P6bCIAJGonciRBtxVNejBbkr1MACzi6ezp/YgOdWF\nBA92sKRqHgvnLEpVqUIIIcR5w5I2BGOSAHseO114faTLw87hBJrSClYEKzGI4sjEHAxyvDurZVlk\nuFS6ogGUhnpyi32ogyMMPlsLxdVY2cmNCJbMXcyk7jIONx1i5fR15Ofnp6hSIYQQQlxIJMCep94f\nXi0e6c5gv3Mxdv0AlmVgRrpIaE70WC/aoW4UhwslI5c8Bun22HHnpaOkKTjyM8mePQvLsuh4cxsa\n3tHrFOQXUJBfkKoyhRBCiPNSqjv5/O3f/i2vvvoqOTk5/O53vwNgYGCAb3zjG3R0dFBcXMyjjz5K\neno6AD/72c944oknUFWVb3/726xcuXJcxydttM5Dp1vz+mhvCTsHQyRCh9DcJWAZ6IoN39RrsTss\nHNkVaGo6pOWT6dLJvGQdnhnzcC+8iFDCQayvD0VRcMfD3Lh4QYorFEIIIcR4+tSnPsXPf/7zU97b\ntGkTy5cv54UXXmDp0qVs2rQJgMOHD/Pcc8/x7LPP8vOf/5x7770Xc5y7EUmAPc/owQDND953Snj9\nycg86rUZ2JyZhPvqGep8meGRIM7cahS7D195OZ6Vi7GV+ig1Opg9cybqsQe2ANTsPPSBfvTeIFeX\nl1FTWZmq8oQQQogLgmWZ4/4ay8KFC0dnV4/bsmULGzduBGDjxo28/PLLAGzevJkNGzZgt9spKSmh\nrKyM2tra8bkxx8gSgvOIHgxw9KEHsAYGgOSa14fanBx0KGgOUFQXMQx8aek4CheheQpIhHeTfsMt\nKOlZAHgObCM2PELolZewT56Ko7gUpX47Dq9BdiydHo+X+oP7mT5FugwIIYQQF5Le3l5yc3MByM3N\npffYZFlPTw9z5swZPa6goIDu7u5xHYsE2PPE8WUDRv+JTQoebM9jV8SDK9GGYvNiqn2klU/CNmkh\nZmcjZk8TWr5nNLxalsWRlh4OVl2MUuTAfmQ/M4LNpBc6Kbls6ei1/rhjB9OnTMOyLN589116B4e5\ndPH7f1MTQgghxMd0jveBVRRlzH7v490LXgLseeD4Dlsnb1LwYHseu8IesAwMoxXVmYWt7ArMcA9W\nbBh1+grMll3k0E00GkZ1ebCGBzAyK1BsjuR5C6YR6ttKUUXmKdez1OTKkwd++Rt+Tx6mO53//Jff\n8ujnryUvN5fBoSH+z+//QJ+hMMlt42vXXQPA82+9xXOHm7EsWFtezLUXX3wW75IQQgghPomcnBwC\ngQB+v5+enh6yj3Ulys/Pp6ura/S4rq6uce9MJGtgJ7jT7bD1cKuD3cNhMAbQEvuxlc1HK5iJoqho\n3gKs4T7MjlrMwRZKpuShb3uB2M7XiNe/C9Hh0XNblsWIFiPa2EF0YAiAUFeAqow82tvb+EPIheXL\nRtFsNJbM49+3vA7A/Y8/xR+zJ1ObP4VnXMX89MlnqD94iJ+39NA4aQZN5TP4f4Ew7+7de/ZvmBBC\nCDEBWJjj/vqoVq9ezZNPPgnAU089xdq1a0fff/bZZ4nH47S2ttLS0sLs2bPP6P14LwmwE9jxNa8n\n93l9sNXJ7ogLm+pENbpRLR3iJ0KpGR8BM4KaNx3b5LXU95rkXHkduRdfjNOlkGe1oPU2YoX6yQ28\nzaLL52FlW4Tf2oGvrp2lqp8rLlqLnkhgaicm8BVFGd2hq0UH5dgsreJw0hzReXfffiKF5aPHx/1F\n1B9tOQt3SQghhBAf1Te/+U1uuukmmpqauPjii3niiSe4/fbbeeutt7j88svZunUrt99+OwDV1dVc\nccUVbNiwgdtuu4177rlHlhCI09ODAVoeuh+zvx9I9nm9/6iTXdE8MOOo8b1oioOECXrzVlyGgZpe\ngjG4F9usa5M/WA4P8dAkYkebcZVXorlc1Fy2FK2nHW8O5FcuIrD/AHNWzcHtcWM/ZLJ8/hIAJpVN\nYhWv8Eo8F8XhorBjLxuvvQSAbNWi99g4LcsiSzGZP30q7he3Ey2cBIA92Mm0KWVn+7YJIYQQE8IH\ndQkYb4888shp3//FL35x2ve/+tWv8tWvfnUcR3QqCbAT0PFlAyfCq8Lfd1ewL9QIShTNaMPChmEl\nMIxBMBJMLohyOM2HivvUkykKFsmgqfR24ytewnA0ymBvPz2HGlm2pIpMf/Ihr3C8/6RvU7jvK7fw\n5OYtDEf7uOzTaykpLATgLy+7iMdeeo1eU6VUM7njhmuZXF3Kl/c38tzhvZgorCktYNGsWWflfgkh\nhBDi/CIBdoJ5/yYF8KMuL7vDDhRbDk5jkIQRw1BzQW/CXlqN49Iv0Ni2HW2kDvcVGwi//i5W9hww\n4ijdb2I0pBPd8UfWTJvKyLadWLmZxHUDrxWjdHIpALtefIfPrfzsKWPRNI1Pr7vsfWOsKa/gp7dV\nvO/9K1es4MoVK8bhrgghhBDnl1TPwJ7rJMBOIKfbYesnkfkc8OWiRd/BiA1g6N2EDR9KIoCNBK61\nX8Zq345t/kLY9ypW22Fc86dgdDZhdLUwfWkxNbMqSPdnceCt3VxRMoed9W/hLQluMSMAACAASURB\nVHAQT8vk9Sc2o4cjTMmvIl+2jBVCCCHOio/zkNWFRALsBPG+8GrCT6LzqTP8KAqoDhdGVg4OTxlK\n92GMnl6Wf/oz7AYUjx1bay3pl1+LoqqM7NqGVlmFHjhMcVEmeZXJWdY561aw9Zm3KMzMpaA6jdKq\nIuKxOG6Pi86tIymsXgghhBDiBAmwE8B7w6tuKTzam8M+Zw6jD/m5HDinXYplJrD0KDYlnWUVubQ1\nNRHs6yTt6mtGOwP45i0h/83n6TcHcXlPrIlVFIWsjHQ+d/Vn+em//YjwcIS0TC9ttQG+fMOfn+2y\nhRBCiAuWLCEYmwTYc9xpZ16HZrKPLIyBWiwVLCUOpVUAKKoNFBVtzuUc7goy3Rfjtc44ZiiE6nSR\n6A9g7HuH8jQ3GZ5Selu78FeWYXc5ad2znxpvJj6fj7/+6j0MDPQTiUS48rMFqKp0XBNCCCHEuUEC\n7DlMDwY4+sMHMPqObQ9rKTwSqKJupB1HZgGqdxZxvQFbwWISA7VYOeVY4SA4FayRdv44MERumQPP\n+s8yXPc6bo/G5Iw4BZfNpa+llZ6djUydu5LmXfuxLAsiOpeuu3L0+pmZWWRmZqWqfCGEEOKCZVlW\nqodwTpNptXPU8ZnXk8Prj3smUxfNwkwYGPEgeqQeNbscRVHQXGUkOrdiKANQUIyZ6CKaiDHQHwPD\nQJu1Cn+il/IVi/Hl5VKyaB4Z1eUceulNfJaNHMXNhqmLyMsb363fhBBCCCE+KZmBPQedbtnAI4Fq\n6qIZABiJIYz+V3DWfAbV5gLAivXClMmgRFGr5mGZJuo7T5FXU4Da8y7BQ20cDdtp+eda0p0jLN84\nF81hx19ZSJ47wYb5V1JYUJSymoUQQghxgqyBHZvMwJ5j3h9eLR5qdbOzrxUj1oge2gGZLmwF09CP\n/gFjqIlE314SsVYYbEOtmgckt3K1Zq3BnpVNztJlJKw04qUXo2dNI+heyLvP7mbgaDuZGS6mXzKT\nd+u3p7JsIYQQQogPTWZgzyGn6/P6aLCGfdEeEpYC0S7UdDvOisVY0R4sexw9VIdSkoeSVoQRiaCY\nBoqqAaDEQ9jcyRlaQz2120BfxwDlU22sWjMX0zBRrfHds1gIIYQQH570gR2bzMCeI063bODHPZOp\njWaiuapR4/XYspy4Z16LlehDrVyEfdaV2GatR3N7cPhz0BQdbc9zWCN9WL1tpPXV4SsrA8AZ78Yy\njWMXCzFtpp+Sokxi4Sj7X9zH6uVrU1W6EEIIIcRHIjOw54D3dRsw4b7WdPaHW3F4s7ASfWjuHFRX\nNkaoByW3bPR7Fa8f1dGHa8YibHnFaIfeJjM/jOpwQmIGgWefpGBSPhtuWsD+Hfvo6RiiqMTLtAwv\nq6cuJd4d55Kr1+BwOFJVvhBCCCHeQ9bAjk0CbIolw+uD7wmvWewMubAZ7SjhfejRZjzlazGiXRjB\n3ahqFZo3BwArHkL1JMOnzV+EfV8Cd1k5iqahB7px2GHesuk43C7yyos58vs3WDNjEcsXLcNmk49f\nCCGEEBOPJJgUOtEq68QDW/e1ZrMzdKyzgBlnaKQFOwESiTbUxZdid3oxA0cwmt/CsrvQrD4cV92Q\nPD4exZ+RwfKOJkKWQr5NpblwEtuffJXMbB9Fngz+9KqbKZJuA0IIIcQ5TWZgxyYBNkVO123gvmYH\nu4fbUVQ/itmPoQfQCOMqvBQ1LQvV6QVA9VdhOr1YXhuOcJxE/TbQ7Kh6mKmVFfz5ddensjQhhBBC\niHElD3GlwPE1rye6DcBj/VM4mLBjmRZWbD+63ouqKqTlzMSZUYSi2zEDjcCx3Tn6GlEyC4iZHmxO\nFU9VJQ7N5HMrl9FwuIHnNj/LgcMHUlmmEEIIIT428yy8Ji4JsGfZ+3bYMuEng3PZZ0zClbkcl8OB\ngQuXapFVeguqLYP40B4S1hHMlnew1z3Oem8Tt6+sYFLDbym0dVKgDOI+8AaLXSrt3S283V+LOT+L\nrQN7eWXrK6ktWAghhBDiDJMAexadrlXWo4E89sZzTzrKxGl3kDHpi1gYmHYLpagCzZaHzTkD3axg\n82tvs9XrJP2WW3BNnkZ6WTE5JfmobpWGQBO51cUA5FYVcaivJQWVCiGEEOKTsCxz3F8TmQTYs0QP\nBmj94Xt22DqqsGNgBMvUAUhEjqLHOrDbHMQjtRhKK5bLRFW9aO6paL4ytPRqDN8yhiMJVJuNtFlz\nGeobonDRArojI++/sOxPIIQQQojzjDzEdRaMhte+EzOv3200qR8ZQbO5CPdvQyGMHmvDMC1c/iJM\nxUAhghXqw/LmoB7bUQtAsWcQH+g/cQE1+XuIz+5kcs4kmhs7yKksorepi+rMMoQQQggxsUz0GdLx\nJgF2nOnBAC0P3Y/ZnwyccRPubxxh+5AXiyzS7YPYixaieYuw9dVjxUYgLQNFtWGzYuCohKEjJOIa\ntozpAKhDO/AVLwEg2nYUr9dF3756bl64jFULl+BvqKdxZyMLiqcwc/7MlNUuhBBCCDEeJMCOo+Nr\nXk+EV4WHu8rYlwiR5Qygm1HsmeXY0isAUNMnYdj6sdIVcLsoNbuwleQT8UxGqa9FH95GmtfDd+/6\nMv/10u/oDnfgGBrEm5mB1+PBikUBmF4znek101NWtxBCCCE+GZmBHZsE2HHy/ge2kuF1TyQNxZ6G\nTVNxuSeTiDeMfo8ZasNw92Ff/kUAOpreJn3mMgCsiums6m7gW5+9EQD7ZotZK+agHFs+MBLsZd/u\n/Vy04mIADMNA13VcrhNLD4QQQgghzgcSYMfB6TYpeLg9gz3xtOQBZghFc6MoGlZ4GGNwP5gGaloR\nii35QJdlmag2G3p3G1paJqrHx7B14pm7mZU1vLL5daouWY4ejdK1ay+XTpoLwG+ffZlfvdZAzNBY\nWGzj3r/4kmwbK4QQQkwgFlaqh3BOky4EZ9j7Nikw4QfNTrYGWjAj9RA7iI1hbM5JyT8PuMHMdmN6\nNSybC0sPA6AM9+I2hsjKUHEEDpM4uJvpWWmj11m/ej2ltjQ6t73L4IEGSl2ZrF21hmAwwKZXm+h2\nT2HAV8VLfYX86snnUnIvhBBCCCHGg0zLnUGn26TgB62Z7Iw4QR0mlghjt0bQVDBih3E4giTW3IBi\nc2Il4uj7X8YqKCZR9xaZSj/5G68BwFVQROLt1/n8+i+MXkvTNL5+81fZVbsLyzKZN3s+mqbR2d3D\noJU22j1L0Rz0jQyc7VshhBBCiE9A1sCOTQLsGXK6ZQM/aM1i54gTANUMoRLG5p2EI3cloBB37kax\nJf9dsTlQ8stQ0jw4PWlUuzSiJ53fk5b+vmuqqsqCuQtOeW9yVRVTXK9wiBwAvNFulsyQB7qEEEII\ncf6QAHsGJJcNPIhxUp/X+5tt7B4ZRFG8qEY3ptmJw12FK2MmVmKEhHKARHom9mPnsEwDiwSe3lYe\nvvJqAkPZPB7oQfHnYcaiTLFrKMoH70rgcrl48M+u51+e3kLMgEtmV7Fy8fxxrF4IIYQQZ5rMwI5N\nAuwndLrw+mB7LntCQVR00NswzRHcaTNwF6/HigVJ2PdjXXoTamsdiYYtKKodhznCzKoSvnXDLUyp\nKAfAt20r+1ubyHY6ufGGmz70mEqKCvnOn31uHKoVQgghhEg9CbCfwIk1ryfC60NHYVcEcJSjJHpQ\nbQkyS/+ExMgBEsZ+VK+KkeZHad2NyxHFNrUYo6eTW+fO4Ss3nhpS1yxZypoU1CWEEEKI1JIZ2LFJ\ngP2YTtfn9aGOfHbFPSj6fizFjqW346v+CgCGJ4K68HIsVcMW6sNs3kLap25E8yU7Czz99kv8iWV9\nqGUCQgghhBAXMgmwH8PxVlkndxt4qCOfXWHPsSMMjNhhMiZ9CUVRkr9F5WajqBoAijcb7Fmj4RUg\nnlfM4OAAmZlZZ7scIYQQQpxjLGQGdiwSYD8iPRig5cH7MQeObw9r8UCzwR7dDgpYiX6UxCDpvkx8\n9iaGw0HAxNJPtNy1LAvFjGPpcRS7A4Cs8CBpp+k0MBF0BwL880uvEEPloqpS1ixZnOohCSGEEOI8\nJgH2Izj+wNaJ8Ar3Nrup6z+KYrehWiFIBCgpzOa7932X3/1xKwf2t9AcdWAlwhhH3wVXJoSDLCz3\nE9n6IgFXGrlOG99YdwmapqW4wo8uHo/zrf96hsNl81AUhW31rTjtu1g5f16qhyaEEEJMWLIGdmyy\nE9eHpAcDNN73/VMe2Lq32cOOEQem4sCKH8HU+7BPmsrI9FV84+dP85JRw9GqS0lzRaB6BbZED/Z4\nCy5bH516gOIl1Vxy/WKqqjLQlIn5g9rU0swhX/Ho2t2ov5RtjS0pHpUQQgghzmcyA/sh6MEADffe\ngyOS3OY1blrc2+xlx0jy9ilWHAWLtLwbSZSEiVUuxhwKYPUcwpY3GTNvKpOi7+D7yk0YgwOgKES3\nvUr2lEoAvDOm8GptHXOmzkxZjR+XPycHX2QnYfIBsPQ4mXb5sRJCCCE+CZmBHZskjQ+gBwPUf+du\n3PE4kJx5faA1g7rBVjRsKGYErCBpeV8BSwebinH4bfCkQaIPo6kNy5NNoqqIzv96kfDh5C13pA8k\n18Ie7zqgTszJ8OzsHG6dnM+v9+8hqrmYY4vwhS9JD1ohhBBCjB8JsGPQgwEOff/eU8Lrg+157I56\n0DzZaKHtWFYv7knrsJR2jEgrlmMeavUSFFvy4Szr6B60YD0jR9zEmqtRtGSngvhgBodf3srky5bR\n23CYqworUlbnJ3XDmku57iKdeDyG1+tL9XCEEEKI84DMwI5lYk77nQXJZQPfwRYaAY51G2jNHG2V\nZZlxQEfzzUD1esHnRvXmYbU3QGTkxIm8uVguJ17TAMV94n3Ny3BHgJZXXqesL8LKhUvPYnVnnt1u\nl/AqhBBCiLNCAuxp6MEAdXf/DY5IBEiG1x80muzqa4JEH5bRjxI7gOleDHYbWuEctPzZaIWzUTy5\nmE17sBI6AO6RZrwOk6U3XYrH0zR6DYftAG67wQ3Tl/C1m7+ckjqFEEIIcW6yLGvcXxOZLCF4Dz0Y\nYPff/BUZJD/YuAnfa0lj90gQ0/Rgj9Th9FaSsOWi0o09Jw8rPoLi8KG4MlEUH0pBFa6DL+ArLKD0\n0lnYnAsY6m5m1W2zOPjKQfqPtDBzaRU3r1rNvOmzUlyxEEIIIcTEIgH2JMnw+r/JOPZ13ISHjlrs\nGoqh4MRGD77cjWg2L4loHUahC1vZXMyhLogEQVFRJpWhRvvxptupXDUbm8dLIhym/9BB8q+6nJlr\narjyurXMnTnnI49v34EG2rq7WTZvLunpE3PTAyGEEEJ8MOlCMDZZQnCMHgyw/X/deUp4vb8th50j\nGg4lhmr24Mtag2bzJg9Q7KhDBsbunZidHRihZkx7D1o0gC/fSVahH33vDmJ9fah1b3HDLasJvPQS\n08Laxwqv//j4M9z2/AG+1aDwlZ89ztG29jNXvBBCCCHEBCIBlmR43faNvyTXbgdOCq8hF6biBasf\n1YygEAOSvxWZZj9qvBzVLEEZKYbBEXIvXoB/zTK8boWy8lymXLIM555Xue66RThcTmYvmcbymfM/\n8vjC4RD/fbifeGYRisNFo38Wv9zy1hm9B0IIIYQ4d1iWOe6vD/Laa6+xfv161q1bx6ZNm85C1R/e\nBb+E4Hh4zXMm217FTYv7WjPZFXYBoJpDmHo/jpxKTHsAM9GNpQ2DM5tjy2STvVwNGyW1W9GL0imb\nN52MwjwA8kv82BzJYBwbjuL1ej/yGBOJBAnVfup7lvJxSxZCCCGEGJNhGHz/+9/nX//1X8nPz+fT\nn/40a9asoaqqKtVDAy7wAKsHA7zzzTtPCa8/OBxi90gfiuZBtXRIRLG5a9Byi7FVr0h+374tMNiP\npSU3IrAsgyuWVmIoNvY1dDFtdXJ96tD2WtJHYnQ3dRAZCFNiK8Ln++itptLTM1iZofN8LAJONzl9\nR7jqsom3a5cQQgghPhwrxX1ga2trKSsro6SkBIANGzawefNmCbCplpx5vYM8pxNILhu4pxFqQxoJ\ny4ND70SlCDVjIQCJjkGy3a+Q5nXTGQrjLnRihutIc2ayYuFkli2eyrd+cgBLnc4LP3gdzW5y/Yoy\n/vTWO2lrayWjNJOsrKyPPd7v3XYLs1/cTF9okItWLGT65Oozch+EEEIIId6ru7ubwsLC0a/z8/Op\nra1N4YhOdUEGWD0YYOs37iD/lPBqY/uwipMITqsTMFDTT7S4stQMVkz1UGeYeP02slw6/hI/2dVV\n1IQsEqaFhQ1FUYknKrF0C5fDic1mo7z8k++ypaoqn1l/2Sc+jxBCCCHOfanuQjC61f056oILsMnw\n+pcnhVeLexrtbB9WwTLR6EclB82pAAEguZZVVfp4R3eirFyLEwj1dlJg6yF4oIGj2fl8bf1qyn71\nEkdHagAVn7mXq6+8M1VlCiGEEGICixz9dUqvn5+fT2dn5+jXXV1d5Ofnp3BEp7qguhCcmHk9seb1\n3sYEu4eCOMwePGYjipmOw+XD6Z2HzexDtTWjpQ2iFSpYC5efOFmGn32vNVBbb/HMay08+8rrhBI+\njNAhjFADIauYV97YkaJKhRBCCCE+vpkzZ9LS0kJbWxvxeJznnnuONWvWpHpYoy6YGdjTzrweUdgz\nFEZRNGxWL4Z9Bk6lHUf6RSiKgmYvJKHtQ1t6OQWDu9A6WohVTgNg+I1XiBavQdHsDAP/9GodgyPu\n/7+9uw+Lqk4fP/4+M8PwrPIsgdhXxUQT9auCpGmL5pooArE+ZLW57i+/u5WVXruVxEpmaqVXe0V5\nKenak99KA/H5l6smrvkwkpZsUortzxgFBlBEcGBg5vz+IE8SELXlzozer7+Ycz7nzH3O7cfrns/5\nnHMwdOmpfaf5/EVnHKoQQgghxM9iMBjIzMxk9uzZOBwO0tPTXeYGLrhJCtjvitfvRl4XnoGiS2WA\nHoNaDwSB3hubegtezZXoPVqmDvgbPIn3N/PbaVNY879bKDr3L/Q+nuhrKlECvnu0Va1HAOF+p7A0\ntWxnUC/TLzr6P32oQgghhBC/iDFjxjBmzBhnh9GuG76Aba94XVRyhcI6XzwUT/RqHQ6vOFTs6B0W\nHIo3qA4c9ivQXM74xCgWPP4gABEBYXz2j/MMSvWjIdQT09lyVP/uANxmvMQT89J4O/cTGm0qCUMi\nmDjeNZMuhBBCCOHObugCtr2nDTxfconjtQ0YaMLAZRyew0DRoaBDUZvw6R2A6nkZ/TcVNKhhfLT/\nPP1jdpGSPJ4pSQkcNOVy8G07Ot1FekWWEjl4ED56lT9OT6V79zCGDB7YSVRCCCGEEOLnuGELWFtl\nJUfmPd7mUVnH67zQU4+RChS649C13MemqDX4DAyl238P5PKBkzSoUaCDmiuevLPhACnJ4+nTuxev\nLL2Pv+85TBe/KNJSJ6DX6515mEIIIYQQN50bsoBtqrpavF6dNvDdc14NahM6rqAYeqL3VPHwrEMf\nbECPg27xQ/EdMIj6T82t9mdr+u5ZbFE9Ipj90L3/0eMRQgghhBDfueEeo9UybeCJVnNeF5+5QGFt\nE3rHJYxqJYr3aByevWly3ILe24/glLvxDemKMaTlBizfgT1QDJdbduiwcsewSGcdjhBCCCGE+J4b\nagS20WLBNP9Jwjxbng5w9SUFn1+yo6MOIxfAeyh8O20AnQ/oK/D09GD2lLspOHuOcyHd8Y8bhr22\nlssH/oXBw4Pfzvz9j/p+q9VKbe0lgoND3H5qgcPhYP3OXZgvNxAd3JV7x97l8m/lEEIIIcTN4YYp\nYGtLS/l8wVOtpg1kfa1yvPYyOkXBSC12j9sx2qtx6HxaNnJYobmehwM8mJyYyNjqarL+9g5FZxuw\nWYx4dh1BdNh5QkM7f/PE/921n1VvHqKmzoM+UXaWZs0iJDj4eh7ydbX8/Q/JJwK8wtCVXaJmy3Z+\nP2WSs8MSQgghhLgxphA0VVXy+YKn28x5NV32Queox6DWYDfejqJYMRiu4KGcw6CvwLPLBaLDuzM5\nMRGA4KAgXvvTE/zP6IGMiPYlcUg9ixfMwGD44Trf4XCw9t1DVNZF0EQoJ892Z/XaLdf9uK+n4zU2\n8Gop9B2+XTlquezkiIQQQgghWrjcCOz+/ftZsmSJ9taHhx9++AfbN1VVUvrysjbTBo5e1qF31KKn\nGofSDT/fKgwxkdAUhKOmEUezA1t1A78ePaLNPmdMTWLG1B8fc1NTE/XW7z4rikK91dHxBm7AV2kd\nv4+iOikSIYQQQojWXGoE1m638/zzz7NmzRq2b9/O9u3bOXPmTIftGyoslL68jObqaqCleH2upIHP\nL1kw2s/hoVZh1Q9E0Rkw9AzCL3Eynr6ehNmv0MNo5L6JsTz0wG9+dtyenp4M6OuNqtoBMOpqiR96\n68/erzPNvmMw4eYiqDJz67kT/H5MnLNDEkIIIYQAQFFV1WWG1o4fP85rr73G2rVrAcjJyQHocBQ2\nb8IUwjxbBpFtDgdLSqo5VlsHqOhQUHSe4GhGb/ACnRGdw4aq80ChmajICBpsDVRV16BixN9Pj8Ev\ngMZGK54qWBvs+HgZuKV7AA6dL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hy4wYvGk2ethDuW3KeU3P/WjF59RV+gJVuoi0ERohJiIibc77qz6iynMehmGQ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\niu7G1bVgg9b4TJtOs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fQkY/792jdu8+TFhYvM/WI9IcNCdVIVVERFpQRWUFn2zIIsRV3PSY2+2m/GQl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\nsu77LZgqi9Fo+rqPUUG1NNBx2ECGJ9Xz15lTZWccIYTwNFko9bdDamp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xwjPoG9x7lToV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0dr1zNx0ShmLp6JoijUHzmMpmkoiuKLMoUQQojhbRjMGT3bJKSeR1xWCzVPrfwioGoqv+3Ko+X3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\n1vD0008PahvOm5Dav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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sapm_sd_scatter(tmy_data.Wspd, label='Wind speed', vmax=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice the use of the ``vmax`` keyword argument in the above example. The ``**kwargs`` pattern allows us to easily pass non-specified arguments to nested functions." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def sapm_other_scatter(c_data, x_data, clabel=None, xlabel=None, aspect_equal=False, **kwargs):\n", + " \"\"\"Display a scatter plot of SAPM p_ac vs. something else.\n", + " \n", + " You need to re-execute this cell if you re-run the p_ac calculation.\n", + " \n", + " Parameters\n", + " ----------\n", + " c_data : array-like\n", + " Determines the color of each point on the scatter plot.\n", + " Must be same length as p_acs.\n", + " x_data : array-like\n", + " \n", + " kwargs passed to ``scatter``.\n", + " \n", + " Returns\n", + " -------\n", + " tuple of fig, ax objects\n", + " \"\"\"\n", + " \n", + " fig = plt.figure(figsize=(12,12))\n", + " \n", + " if aspect_equal:\n", + " ax = fig.add_subplot(111, aspect='equal')\n", + " else:\n", + " ax = fig.add_subplot(111)\n", + " sc = ax.scatter(x_data, p_acs['sapm'], c=c_data, alpha=1, cmap=mpl.cm.YlGnBu_r, **kwargs) \n", + " ax.set_xlim(0, None)\n", + " ax.set_ylim(0, None)\n", + " ax.set_xlabel('{}'.format(xlabel))\n", + " ax.set_ylabel('Sandia model power (W)')\n", + " fig.colorbar(sc, label='{}'.format(clabel), shrink=0.75)\n", + " \n", + " return fig, ax" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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TAvNd8evNmynJGYVhGDQAb584xIwxY+5aeSw8d5ZT54vISk0jO3PIfcUA4HK5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nhty16sLokJQ6PYV5iDYkw6osPJ2fff4AcPPIJSqUQQBFYvesCTI/W68wn9Lct6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\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nEmEN85Y5f+EMFyqOYjKbiLFmMC7r6ikPAGZFpudjx9oBG/aYYEyXjjUmE62NHZ+sZzYz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\nx8VgCO7Elb8cOTACRVGQiw+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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sapm_other_scatter(tmy_data.DryBulb, tmy_data.GHI, clabel='Temperature (deg C)', xlabel='GHI (W/m**2)')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we will assume that the SAPM model is representative of the real world performance so that we can use scipy's optimization routine to derive simulated PVUSA coefficients. You will need to install scipy to run these functions.\n", + "\n", + "Here's one PVUSA reference:\n", + "\n", + "http://www.nrel.gov/docs/fy09osti/45376.pdf\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def pvusa(pvusa_data, a, b, c, d):\n", + " \"\"\"\n", + " Calculates system power according to the PVUSA equation\n", + " \n", + " P = I * (a + b*I + c*W + d*T)\n", + " \n", + " where\n", + " P is the output power,\n", + " I is the plane of array irradiance,\n", + " W is the wind speed, and\n", + " T is the temperature\n", + " \n", + " Parameters\n", + " ----------\n", + " pvusa_data : pd.DataFrame\n", + " Must contain the columns 'I', 'W', and 'T'\n", + " a : float\n", + " I coefficient\n", + " b : float\n", + " I*I coefficient\n", + " c : float\n", + " I*W coefficient\n", + " d : float\n", + " I*T coefficient\n", + " \n", + " Returns\n", + " -------\n", + " power : pd.Series\n", + " Power calculated using the PVUSA model.\n", + " \"\"\"\n", + " return pvusa_data['I'] * (a + b*pvusa_data['I'] + c*pvusa_data['W'] + d*pvusa_data['T'])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from scipy import optimize" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "pvusa_data = pd.DataFrame()\n", + "pvusa_data['I'] = poa_irrad.poa_global\n", + "pvusa_data['W'] = tmy_data.Wspd\n", + "pvusa_data['T'] = tmy_data.DryBulb" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "optimized coefs:\n", + "[ 2.10111266e-01 5.11816700e-06 9.29310305e-04 -1.38020366e-03]\n", + "covariances:\n", + "[[ 1.33241203e-07 -9.68829892e-11 -7.78002837e-09 -2.30340425e-09]\n", + " [ -9.68829892e-11 1.86584789e-13 -7.64760693e-13 -2.49345051e-12]\n", + " [ -7.78002837e-09 -7.64760693e-13 1.24444038e-09 1.90359204e-10]\n", + " [ -2.30340425e-09 -2.49345051e-12 1.90359204e-10 3.74647174e-10]]\n" + ] + } + ], + "source": [ + "popt, pcov = optimize.curve_fit(pvusa, pvusa_data.dropna(), p_acs.sapm.values, p0=(.0001,0.0001,.001,.001))\n", + "print('optimized coefs:\\n{}'.format(popt))\n", + "print('covariances:\\n{}'.format(pcov))" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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mzKcG1S3ZOfzlUBOHGy0YR47HYLzwa7m+3wA25B7GU1/O1AnJ7eNMGJdCZXUJAN/+8gK+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\noYzW7pkoJhO6Aae31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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "power_pvusa = pvusa(pvusa_data, *popt)\n", + "\n", + "fig, ax = sapm_other_scatter(tmy_data.DryBulb, power_pvusa, clabel='Temperature (deg C)',\n", + " aspect_equal=True, xlabel='PVUSA (W)')\n", + "\n", + "maxmax = max(ax.get_xlim()[1], ax.get_ylim()[1])\n", + "ax.set_ylim(None, maxmax)\n", + "ax.set_xlim(None, maxmax)\n", + "ax.plot(np.arange(maxmax), np.arange(maxmax), 'r')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/docs/tutorials/tracking.ipynb b/docs/tutorials/tracking.ipynb index 939974c9ed..ad50543825 100644 --- a/docs/tutorials/tracking.ipynb +++ b/docs/tutorials/tracking.ipynb @@ -15,14 +15,21 @@ "\n", "The ``tracking.singleaxis`` function is a port of the PVLIB MATLAB file ``pvl_singleaxis.m``. The algorithm is based on [Lorenzo et al, *Tracking and back-tracking*, Prog. in Photovoltaics: Research and Applications, **19**, 747-753 (2011)](http://dx.doi.org/10.1002/pip.1085). Most of the Python and MATLAB algorithms are identical except for name changes to conform to the PEP8 Python style guide. There are few spots, noteably in the calculation of [``surface_azimuth``](#Surface-tilt-and-azimuth), that our implementation differs from the MATLAB implementation.\n", "\n", - "This notebook is structured as follows:\n", + "Table of contents:\n", "1. [Standard Python and pvlib setup](#Setup).\n", "2. [Walk through each step of the single axis tracking algorithm](#Single-axis-tracker-algorithm).\n", "3. [Use the ``tracking.singleaxis`` function to explore the impacts of tracker tilt, tracker azimuth, and backtracking](#tracking.singleaxis-examples).\n", "\n", + "This tutorial has been tested against the following package versions:\n", + "* pvlib 0.2.0\n", + "* Python 2.7.10\n", + "* IPython 3.2\n", + "* Pandas 0.16.2\n", + "\n", + "It should work with other Python and Pandas versions. It requires pvlib > 0.2.0 and IPython > 3.0.\n", "\n", "This tutorial was written by\n", - "* Will Holmgren ([@wholmgren](http://wholmgren.github.io)), University of Arizona. March, 2015.\n", + "* Will Holmgren ([@wholmgren](http://wholmgren.github.io)), University of Arizona. March, 2015, July 2015.\n", "* Some of the text is based on the comments in ``pvl_singleaxis.m``, presumably written by the PVLIB_MATLAB team at Sandia National Laboratory." ] }, @@ -53,8 +60,9 @@ "import matplotlib.pyplot as plt\n", "try:\n", " import seaborn as sns\n", + " sns.set(rc={\"figure.figsize\": (12, 6)})\n", "except ImportError:\n", - " pass\n", + " print('We suggest you install seaborn using conda or pip and rerun this cell')\n", " \n", "# built in python modules\n", "import datetime\n", @@ -172,8 +180,8 @@ " apparent_zenith : Series\n", " Solar apparent zenith angles in decimal degrees. \n", "\n", - " apparent_azimuth : Series\n", - " Solar apparent azimuth angles in decimal degrees.\n", + " azimuth : Series\n", + " Solar azimuth angles in decimal degrees.\n", "\n", " latitude : float\n", " A value denoting which hempisphere the tracker is\n", @@ -221,7 +229,8 @@ }, "outputs": [], "source": [ - "apparent_azimuth = pyephemout['apparent_azimuth']\n", + "azimuth = pyephemout['azimuth']\n", + "apparent_azimuth = pyephemout['azimuth'] # not much difference, so cheat\n", "apparent_zenith = pyephemout['apparent_zenith']\n", "axis_tilt = 0\n", "axis_azimuth = 170\n", @@ -230,7 +239,7 @@ "backtrack = True\n", "gcr = 2.0/7.0\n", "\n", - "times = apparent_azimuth.index" + "times = azimuth.index" ] }, { @@ -257,7 +266,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -266,636 +275,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VFX6wPHvtEx675UEyCWU0HsHRVQ6CiqKYAFxFV3d\n", - "7u669bd2115RaSpFioKI9N5LQkJygRBISE9I7zNzf3/MwAakMyWTnM/z+DjMvXPPe2cm895z7ikq\n", - "RVEQBEEQBME5qR0dgCAIgiAIt04kckEQBEFwYiKRC4IgCIITE4lcEARBEJyYSOSCIAiC4MREIhcE\n", - "QRAEJyYSuSDcAkmSekqStMzyuLckSR9ZHve68LyVyjkiSZL3TezfRpIko+V1Tf87LEmS7ibLvleS\n", - "pL9bHs+QJOmHm43flizvdabl8WxJkn5/G8e6+Bk6giRJn0mS1MNR5QvOTevoAATBGcmyfAi43/LP\n", - 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z4FsaVq4gcs7FBIwY6dbBXR1mKy9+mcXW3dX0jw/m1tmZXvGQD+EdDHot15+V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iIG5ZDzp7uJHD6ClhXLKbn/XjorKvzdrIAjhbX4icPHZ3LR8cNobOnk0TcKaGjuAKBl9Sq23X8P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\nM+6mJjwtz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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -940,14 +322,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "cos(axis_azimuth_south)=0.984807753012208, sin(axis_azimuth_south)=-0.17364817766693033\n", + "cos(axis_azimuth_south)=0.984807753012, sin(axis_azimuth_south)=-0.173648177667\n", "cos(axis_tilt)=1.0, sin(axis_tilt)=0.0\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 7, @@ -956,641 +338,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4VFX6wPHvzGQy6b33BpciCb13BBRBQFDBCoLYy+oW\n", - "d/e36nZ774qKgAIiIogCUpQuvYSES0khvfc67ffHDG5ECAlJ5s4k5/M8PibMnXvec2cy75xzT1GZ\n", - "zWYEQRAEQXBMaqUDEARBEATh6olELgiCIAgOTCRyQRAEQXBgIpELgiAIggMTiVwQBEEQHJhI5IIg\n", - "CILgwEQiF4SrIEnSAEmSvrT+PEiSpHetPw+88O/tVM4RSZK82ut87UmSpB8lSZqlcAxvSZL0jPXn\n", - "DZIk9WjDuZ6WJOnG9ouuVWXHSpK0WomyBcfnpHQAguCIZFk+BNxs/bU3EGH994NN/r09yunXXufq\n", - 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MCiKEEB3I1tpK9aIvqFu+DOx2gvpnEHvFVQR06+bp0MRhgjMyCUrvT8Oa1VQv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\n7erE29mJu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vSQVgTJ8QpgwKw97O1sKRCdF0SGIthBBCtHBnzhXw2eoTZOSU4O/tzGPjOhDR\n1tPSYQnR5EhiLYQQQrRQlVVGVm5PYs2uZEwmGNGjLdOGtsfRXqrUQtwKSayFEEKIFigls5BPV8WT\nll1EKw8nHhkXQ0w7b0uHJUSTJom1EEII0YJUG42s2ZXCym1JVBtNDOnahpl3RODsKCmBELdL/oqE\nEEKIFiIzt4RPV53g9LkCvNwcePjOGDqFt7J0WEI0G5JYCyGEEM2cyWRi08F0Fm1KpKLSSN8OAdw7\nKgpXJ3tLhyZEsyKJtRBCCNGMXSwsZ86aeI4n5eLqZMcjd8bQOybA0mEJ0SxJYi2EEEI0U7tPZDJv\nvUZxWRWx4T48PDYGb3dHS4clRLMlibUQQgjRzBSVVjJvvcae+Cwc7G24f7RiaNc2GAwGS4cmRLMm\nibUQQgjRjBw9k8OcNfHkF1XQPsiDx8Z3IMDbxdJhCdEiSGIthBBCNAPlFdUs3JTIjwfTsbUxMG1I\nOGP6hGBrY2Pp0IRoMSSxFkIIIZq4xPR8Pl11gqyLpQT5uvL4hA6EBLhbOiwhWhxJrIUQooUzmUwU\nVRaTW3aRi2V55JbncbEsj5KqUkqrysz/SqmorsCECf0/EwD2NvY42TniZOuEk50jznZOeDp44O3k\nhZejJ95OXvg4eeNo62DhV9k8VVUb+XabfktyTDCmdwhTBodhbye3JBfCEiSxFkKIFqS0qpTUwnTS\ni86TUXyerMPZpOado6y6vM7nOdg64GjjAAYwYODSELjiyhLKSsoxmox1Pt/HyZtA14DL/4Ldgwh0\nDcDGIN0UblVadhGffneClKwifD2deHRcDCpEbkkuhCVJYi2EEM2UyWQiuzSHM/lnOZOfTFJ+MhnF\nmZerzQA2Bhv8Xfzwd/bFx1xd9nbywtvRC1d7F1zsnHG2c8LWpvYKqMlkotJYSWlVOaVVJeSVF3Cx\nPJ+8snwulueRXZrD+eJMjuckcDwn4fLznGwdaecRTJhHCGGe7WjvFYaznVODtklzYDSZ2LA3laWb\nT1NVbWJQ50DuGh4ptyQXwgrIX6EQQjQjJZUlaBdPE5+rEZ97ityyi5eXOdjYE+EVRqhHCEFugbRx\na03HkDDycstua58GgwEHWwccbB3wdHSnteu1bz5SVFnM+eIszhWdJ7kwlbP5KWgXE9EuJgJ6kh/q\nEUK0TyQxPpG0cw+uM6FviS4WlvPZ6hOcOHsRDxd7HhwbTbdIP0uHJYQwk8RaCCGauAuluRzOPsah\n7GMk5SfR70ZNAAAgAElEQVRfrki72DnTza8TEd7hhHu2I8g18GeJqr2tPXB7ifWNcrN3JcIrjAiv\nMKAfoJ8InC1I5XT+WRJyT5GUn8yZ/LOsSdqAs50zsa1i6OrXkZhWqsX3096XkMWX6xIoLquic/tW\nPHJnDB6uLbtNhLA2klgLIUQTlFWSzf7MIxzOPkpq0TlA7/sc5tmODj5RRPtE0c6jrdX3YXaxd6FD\nK0WHVooJ4aMpqSzhZN4Z4nNPcvxCAnszD7A38wD2NnZE+0TR3b8zXfxiW1SSXVZRxdcbT7HtSAYO\ndjbcPyqKod2C5GYvQlghSayFEKKJKKooZl/WIfaeP8jZghQAbA22dGil6OoXS2ffjrg7uFk4ytvj\nYu9CV79YuvrFYooykVqYrlfjLxzn6IUTHL1wAgcbe7r4xdKrdTeivSObdXeR0+fy+WTlCbLySgkJ\ncOOJCR1p4+tq6bCEELWQxFoIIaxYtbGaE7ka28/t4XhOAkaTEQMGYnyi6BXQjc5+HXC2c7Z0mA3C\nYDAQ4tGWEI+2TGg/hsziLPZmHmJv5sHL/9zt3egT2IP+bXoT4NJ8+hpXG42s3pnMym1nMZlMjO0T\nwpTB4djZWvcVCCFaOkmshRDCCl0sy2PHuT3syNhLXnk+AG3d2tC7dXd6BnTF09HDwhE2vgBXf8aH\nj2Jc2EjOFqSyN/MA+zIPsTFlMxtTNhPpFU7/Nr3p5tfJ3He8acrOK+WT706QmJ6Pt7sjj43vQEw7\nmUZPiKZAEmshhLASJpOJU3mniUvdxrEL8Zgw4WTryKCgfgxo04dg9zaWDtEqGAwGwjxDCPMMYUrE\neA5nH2P7uT2cvJjIqbwzLLFfyaA2fRnUth9ejp6WDveGmUwmdhw7z/wNJymrqKZXtD8PjFG4OjXd\nkwQhWhqrSKyVUmeBAqAaqNQ0rbdSygdYCLQDzgIzNU3Ls1SMQgjRUCqNVezPPERc6lbSizIAaOce\nzMCgPvQI6NqiBurdLHsbO3oGdKVnQFeySi7oVf5ze1iXHMf6lB/p4d+FO4IH0s4j2NKh1qm4rJK5\n32vsic/C0cGWR8fF0D+2tQxQFKKJsYrEGjABQzVNy63x2IvABk3T/qmU+r359xctEp0QQjSAwooi\ntqXvYkv6TgoqCrEx2NDdvzPDggcR5tnO0uE1Of4uvkyOuJM7w0aw9/xB4tK2Xe6LHe4Zyh3BA+ni\n29HqBjsmJF/k09UnyC0op32QB49P6Ii/V/PsNy9Ec2ctiTXA1aflE4Eh5p+/BH5EEmshRDNwoTSH\nDck/svv8fiqNVTjbOTE8ZDBDggbQyln60t4uB1sHBgT1oX+b3iRcPMWm1G0cz0ngTP5ZWjl5M7Ld\nHfQN7Im9jWW/AquqjazYmsTaXckYDAYmDwxjXP922NrIAEUhmiprSaxNwEalVDXwkaZpnwABmqZl\nmpdnAte+lZcQQjQRmcVZfJ+8ib2ZBzGajPg6+TA0eCD9AnviJLfyrncGgz57SoxPFJnFWWxK287O\njL0s0JaxNmkjI0IGMyCor0W62mTnlfLRyuOcOVeAn5cTT0zoSPugptMfXAhxbdaSWA/QNC1DKeUH\nbFBKJdRcqGmaSSllslBsQghxW9KLMvj+bBwHso5gwkSgawBj2g2je0AXq7+BS3MR4OrPXWoKY0NH\nEJe6hS3pO1mauIrvkzdxR/AghrTt12jTFu6Jz+TLdQmUllfTt0MA949WODtay9exEOJ2GEwm68pX\nlVJ/BoqAx9H7XZ9XSgUCmzRNi67jqdb1QoQQLd6Z3GSWnFjLvvTDAIR5BTO141h6BUlCbWmF5UWs\nPbWJtSc3UVxZiou9M2Mj72C8Go6rg0uD7LOsvIqPVxxlw54UnBxs+cXUzgzrGSwDFIVoemr9o7V4\nYq2UcgFsNU0rVEq5AuuBV4ERQI6maf9QSr0IeGmaVlcfa1N2dmEjRNz8+fm5I21Zf6Q961dTaM9z\nRedZnbSeQ9nHAAjzCGFM6HA6toq2uiSqKbRnQyqtKmNr2k5+SN1CUWUxLnbOjAgZwtDggTfdRaSu\ntkzNKuJ/3x4jI6eEkAA3npzYkcBWcgfFurT0Y7O+SXvWHz8/91o/yK3h2lMAsFwpBXo88zVNW6+U\n2gcsUko9inm6PcuFKIQQ13ehNIfVSRvYe/4gJkyEeYQwPnw0yjvC6hJqoXO2c2JU6B0MCR7A5rTt\nbEj+kZVn1rEpdRujQu9gUJu+t3WzGZPJRNyBdBbGJVJVbWREz7bMGBqBvZ1csRCiObJ4xboeScW6\nnshZbf2S9qxf1tieeeX5rD37AzvO7cFoMhLkFsiE8NHEtoqx+oTaGtvTkkqrSolL2Upc6lbKqsvx\ncvRkbOhw+gX2uu40fVe3ZVFpJZ+viefgqQu4OdvzyLgYukb4NvRLaDbk2Kxf0p71x9or1kII0SSV\nVJbwffImNqdtp9JYhb+zL+PCR9Hdv7P0oW6inO2cGRc+iiFtB7Ah5Uc2p+3gG20ZG1M2M6n9nXT1\ni72hkyUt5SIff3eCi4XlRId48fiEjni7OzbCKxBCWJIk1kIIcZOqjFVsSd/J2qSNlFSV4u3oxZ1h\nI+jTuofV3XxE3Bo3B1emRIxjWPAg1p2NY9u5XXx6bC5hHu2YEjGO9l6h13ye0Whi5fYkvttxFgMG\npgwOZ1zfdtjYWPeVCyFE/ZDEWgghbpDJZOJA1hFWnl7LhbJcnO2cmNz+Toa2HXBb/XCF9fJ09GCW\nmszQ4AGsPL2OQ9lHefvAf+niF8uk9mMJcPG7vG5uQRlvLjhIQkoerTwceXJiLBFtZW5qIVoSSayF\nEOIGJOYlsTxxNWcLUrAx2HBH24GMCRuOm73M7NASBLj48Xin+zmTf5blias5nH2MoxdOMLBNH+4M\nG0nquQo+XR1PXmE53SJ9eWRcDK5OcrIlREsjibUQQtThQmkuyxNXcyj7KADd/Doxsf1Y/F1kEFpL\nFO4Zyq+7P83h7GN8e3otW9J3siN9P6UpYZhKQrlreBQje7a1+kGrQoiGIYm1EEJcQ3l1BeuTN7Ex\nZTNVxirCPNoxNXIc4Z6hlg5NWJjBYKCrfydCnCP4d9xKLjgfwT5Eo1VUDm3C2khSLUQLJom1EELU\nYDKZ2Jd5iBWn15BXno+XoyeT299Jz4CukjCJy7SUi/zv2+PkF/vRKXIy/jGp7Mrcw4dHPqdDK8W0\niAm0dvW3dJhCiEYmibUQQpilFKSx+NRKzuSfxc7GjjHthjGy3R042ck0aUJnNJlYvTOZFVvPYMDA\nzDsiGN07GIOhF1O7jODjPQs4kaORkHuKoW0HMDZ0BC72zpYOWwjRSCSxFkK0eIUVRaw8vZadGfsw\nYaKLXyxTI8bh69zK0qEJK1JQUsGn353gWFIu3u6OPDXpylk/QryCeLbr4xy5cJylp1YRl7qVPecP\nMDF8DP3a9JK5zYVoASSxFkK0WNXGajanbWd10kbKqssIdA1geuREon0iLR2asDInU/P4aOVxLhaW\n0ym8FY+Nj8HdxeFn6xkMBrr4xdLBRxGXupV1yXF8rS1la/pOZqkphHm2s0D0QojGIom1EKJFSsxL\nYqG2nHPF53Gxc2ZG1CQGtekrN3gRVzCZTKzbncLSzWcAmDYknLF922Fznf729rb2jA4dRp/AHnx7\nei17zh/gzf0f0D+wF5Pa34mbg0zTKERzJIm1EKJFKawoYnnianaf3w9A/8DeTGo/VhId8TOl5VV8\ntjqeAyez8XJz4BeTYokK9rqpbXg5evJgh7sY0KYPC7Xl7MjYy+Hs40xqP1a6hwjRDEliLYRoEYwm\nI9vSd7PyzDpKq0pp69aGWWoK4XJpXlxDenYR7y8/RmZuCdEhXvxiUiwerj/v+nGjIrzCeLHXr9ic\ntp1VSev5WlvKjoy9zFKTCXFvW4+RCyEsSRJrIUSzl1yQygJtOSmFaTjZOjE9ciKDg/pJtw9xTXvi\nM5mzJp6KSiNj+oQwbUg4tja3X1m2tbFlWMhgugd0YdmpVezPOsw/977HoKB+TAgfLbOHCNEMSGIt\nhGi2SipL+O7M92xN34UJEz0DujI1Yjyejh6WDk1YoapqI4s3nWbDvlQcHWx5enIsPaPrfy5qL0dP\nHom9l/65vVl0cgVb0ndwMOsIUyLG0bt1d5kvXYgmTBJrIUSzYzKZ2Jt5kGWnVlFYWUSAiz93qclE\neUdYOjRhpfKKyvlwxTFOpeUT2MqFZ6Z2IrBVw/a7j/aJ5KXezxOXsoW1Z3/gq/iF7MrYx13RUwlw\n8WvQfQshGoYk1kKIZuVCaQ4LtOXE557E3saeSeFjGRYyCDsb+bgT13YyNY8PVxwjv7iCntH+PDw2\nGmfHxjle7G3sGB06jJ4B3Vh0cgXHcuJ5fc87jGk3nJHthshxK0QTI3+xQohmodpYTVzqVlYnbaDS\nWEmMTxR3qan4OvtYOjRhpUwmExv3pbFoUyImE8waFsGoXsEW6YrRytmbX3R+iIPZR1ly8ltWJX3P\nvqxD3K2mEuEV1ujxCCFujSTWQogmL7kglfkJS0gvysDN3pX7oqfTI6Cr9FUVtSqvqOaLdQnsPpGJ\nh4s9T02ORYV4WzQmg8FAd//OxPhE8u3pdWxL38U7Bz5kQJs+TG5/pwxuFKIJkMRaCNFklVWV8d2Z\n79mctgMTJvoH9mJyxDhc7V0sHZqwYpm5Jby//Cjp2cW0D/Lg6cmd8HZ3tHRYlznbOXOXmkLv1t35\nJmEp28/t5siF48yInEh3/y5ywiiEFZPEWgjRJB3JPs7CkyvIK8/H38WXu9U0orzbWzosYeWOnsnh\nf98ep7S8iuHd2zJreAR2ttZ5k5Zwz3b8vtez/JCyhbVnNzLn+NfsPn+AWVFTaOVs2eq6EOLaJLEW\nQjQpuaV5fHL0aw5lH8XWYMvY0BGMbncH9rb2lg5NWLFLtyZf8uNpbG1teHRcDAM6BVo6rOuyMw9u\n7ObfmQXaMo7nJPC33W8yLnwUd7QdKHOxC2FlJLEWQjQJRpOR7ed28+2ZtZRWlhHuGco90dMIdA2w\ndGjCypVXVvPFWr0/tbe7I7+c0onwNk1rLnN/F19md32cPecPsCxxFcsTV7Pv/EHujZlBsHuQpcMT\nQphJYi2EsHpZJdnMT1hCYl4SLvbO3K2m0r9Nb2wM1nkJX1iPC/mlvL/sKCmZRUQEefLLKbF4ullP\nf+qbYTAY6BPYg46tolmWuIrd5/fzz33vMTJkKGNDh8tVGyGsgCTWQgir9dMUeuupNFbRxbcjT/e/\nn6oiSajF9WkpF/lg+TGKSisZ3KUN946Mwt6u6R87bg6uPNBhFr0CuvG1tpTvk+M4lH2M+2KmE+4Z\naunwhGjRJLEWQlil9KIM5sUvJqUwDXd7Nx7oMJlufp3wdvYgu6jQ0uEJK2YymYg7kM6CH04BcP+o\nKIZ2C2p2s2nEtIri5d6/ZuWZdWxJ28Hb+z9kSNv+TAgfg5Nd06zKC9HUSWIthLAqVcYqvj8bx/fJ\nm6g2VdMroDvToybgZt+wt5cWzUNllZF56zW2HsnA3cWep61gfuqG5GTnyMyoSfTw78L8hMX8mLad\noxdOcHf0NGJ8oiwdnhAtjiTWQgirkVyQyrz4xZwrPo+Xoyd3q6nE+sZYOizRRBQUV/D+sqMkpucT\nEuDG7KmdaeXpZOmwGkV7r1Be6vUca85uZGPKZt4/9Cn9AnsxNWK83FhGiEYkibUQwuIqqitYlbSe\nuJStmDAxsE0fJkeMw9muZSRF4valZhXxnyWHySkop3eMPw/fGYOjfcuais7e1p5J7cfSzb8T8+OX\nsDNjLydyEpilptDFL9bS4QnRIkhiLYSwqFMXTzM/YQnZpTn4Orfi3uhpRHlHWDos0YQcPJXNxytP\nUF5ZzZRBYYzvH9rs+lPfjBD3trzQczYbUjazNmkDHx/9iu7+nZkZNRl3BzdLhydEsyaJtRDCIkqr\nylhxeg3b0ndhwMCw4EFMCB+Ng62DpUMTTUTNm77Y29nw9ORYekb7Wzosq2BrY8uY0GF09YtlfsJi\nDmQdQctNZHrURHoFdGvRJx5CNCRJrIUQje54TgLfJCzjYnkerV0DuC96BmGeIZYOSzQhlVVGvlyX\nwI5j5/F2d+TZaZ1p19rd0mFZndau/jzf/Sk2p+1g5em1fHliAfsyD3FP9DS8HD0tHZ4QzY4k1kKI\nRlNaVcqyU6vYkbEXG4MNY0OHMzp0OPY28lEkblxBcQXvLz9KYlo+YYHuzJ7WGa8metOXxmBjsOGO\n4IF08u3ANwlLzbdFf4tpkRPp27qHVK+FqEfybSaEaBQJuaeYF7+Yi+V5BLkF8kDMLNq6t7F0WKKJ\nScsq4t0lR8gpKKN3jD+P3BmDQwsbpHirfJ19eKbrY2w/t5tliauYF7+IQ1lHuFuq10LUG0mshRAN\nqqyqnBWn17A1feflKvWY0OHYSZVa3KRDpy7w0XfHKa+oZvLAMCYMaNmDFG+FwWBgYFBfYnwUXycs\n4Zi5ej09ciJ9pHotxG2TbzYhRIM5dfE0c+MXk1OWS6BrAA/EzCLEo62lwxJNjMlkYsO+NBb+cAp7\nOxuemhxLLxmkeFtaOXtfUb2eG7+Ig1K9FuK2SWIthKh3FdUVrDy9jk1p2zBgYGTIUMaFj5K+1OKm\nVRuNfLPxFHEH0vF0deDZ6Z0JC/SwdFjNwrWr128zPXKCVK+FuEXyLSeEqFdn8pOZe2IhWaUX8Hfx\n5YGYWYR5trN0WKIJKi2v4qOVxzlyOoe2fq78anqXFnMnxcZ0qXq97dxull+uXh/l7uipUr0W4iZJ\nYi2EqBeV1ZWsTtrAxpTNAOZ5qcfgYGtv4chEU5RbUMa7S46QmlVEbJgPT02OxdlRvrIaisFgYFBQ\nXzr4KOYnLOZYTjx/2/02MyIn0rt1d6leC3GD5FNKCHHbkgtS+Sp+EeeLM/F18uH+DrOI8AqzdFii\niUo+X8i7Sw6TV1TB0K5tuGdkFHa2NpYOq0Vo5ezN7K6PX65efxW/kANZR6R6LcQNksRaCHHLqoxV\nrD37A+uTN2E0GRkc1J/JEXfiKHdPFLfocOIF/vftcSoqq5l5RwSjewdLtbSR/VS9jmJ+whKpXgtx\nEySxFkLcktTCc8yNX0h6UQbejl7cFzODaJ9IS4clmrAf9qfx9caT2Nva8PSUWHoomfnDklo5+5ir\n17tYnrhaqtdC3ABJrIUQN6XaWM365E2sObsRo8lI/8DeTI0cj7OdDCoTt8ZoNLEwLpEN+1LxcLHn\n2eldCG8jM39YA7163Y8OPop55ur1a7vfZkbUJHoFdJPqtRBXkcRaCHHDzhWdZ278QlIK0/Fy9OSe\n6Ol0bKUsHZZowioqq/n4uxMcOJlNG19XnpveGV8vZ0uHJa6iV68fY1v6bpafXs2XJxZwMOsod6mp\neDq6Wzo8IayGJNZCiOsymoxsTNnM6jPrqTJV06d1D6ZHTsTFXhIgceuKSiv5z5IjJKbnEx3ixTNT\nO+HiJLPIWCsbgw2D2/ajQyvFvPhFHLlwnNN5ScyMmkSPgK5SvRYCSayFENeRWZzF3PhFJBWk4O7g\nxj1qGp39Olo6LNHEXcgr5e1FhzmfW0KfDgE8cmcM9nYy80dT4Ovsw7PdnmBL+k6+TVzD5ye+4WC2\nXr12d3CzdHhCWJQk1kKIazKajPyYuo2VZ9ZRaayih38XZqrJuNm7Wjo00cQlny/k34sPk19cwZg+\nIUwf2h4bqXY2KTYGG4a2HUBHn2jmxi/iUPYxEvOSmKWm0N2/s6XDE8JiJLEWQvxMdkkOc+MXcTo/\nCTd7Vx7ocJd8WYp6cSwphw+WH6Oiopq7R0QysmewpUMSt8HPpRXPdX+SzWk7+Pb0Wj47No9D/l2Y\nGTUZNwc5CRctjyTWQojLjCYj29L1qbUqjJV09YuVy7ui3mw/msEXaxMwGAw8NTmWntEynV5zYGOw\n4Y7ggZf7Xu/POszJi6e5K3oqXf1iLR2eEI1KEmshBAA5pReZn7AY7WIiLnbO3BM9nZ4yIEnUA5PJ\nxOqdySzbcgZXJztmT+tMVLCXpcMS9SzAxY/nuz/FJnMXsk+OfkXPgK7MiJokXchEiyGJtRAtnMlk\nYkfGHpadWkVZdTmxraK5O3qa3ABC1Auj0cS8DSf58WA6rTwceX5mV9r4SpLVXNkYbBgeMpiOrfS+\n1/syD3Hy4mnuVlNl0LNoESSxFqIFyyvPZ37CEk7kaDjZOnFfzEz6tu4hVWpRL8orq/no2+McSrxA\nsL8bz83ogre7o6XDEo2gtas/v+7+FHGpW1l15ns+OvolvVt3Z0bkRFzsXSwdnhANRhJrIVogk8nE\nnvMHWHzqW0qryojxieLe6Ol4O8nleVE/Cksq+M+SI5w+V0BMO2+emdoJZ0f5ymlJbG1sGdluKLG+\nMXx1YiF7zh9Ay03knuhpxPrGWDo8IRqEfMoJ0cLklxfyjbaUoxdO4GDrwF1qKgPb9JEqtag3F/JK\neWvRYTJzS+jbUZ+j2s5W5qhuqQJdA/htj1+yIWUza5I28OGRz+kb2JPpkRNwtpObTInmRRJrIVqQ\n/ZmHWKitoLiqhEivcO6LmYmvs4+lwxLNSFp2EW8tPER+UQVj+4QwTeaoFujV6zGhw+jkG8Pc+EXs\nythHQu4p7o2eTodWytLhCVFvJLEWogUorChi4ckVHMw6gr2NPTMiJzG4bT9sDFJFFPXnVFoe7y4+\nQkl5FbOGRTC6d4ilQxJWJsgtkN/1eIb1yZtYc3YjHxz+jAFtejMlYjzOdk6WDk+I2yaJtRDN3KHs\nY3yTsJSiymLCPUO5P2Ym/i6+lg5LNDOHEy/w4YpjVFWbeHRcDAM6BVo6JGGlbG1sGRs2gljfDsyN\nX8j2c3s4kXOS+2JmEO0TaenwhLgtklgL0UwVV5aw+OS37M08iJ2NHVMixjEseJBUqUW923Esgzmr\nE7CzNTB7Wie6RMiJm7i+YPc2vNBzNuvOxvF9chzvHfqEQUH9mNz+TpzsZPYY0TRJYi1EM3TsQjxf\nJywhv6KQdu7BPNBhJq1dAywdlmiG1u9JYUFcIi6OdvxqRmci28rMMuLG2dnYMT58FJ19OzA3fhFb\n03dyIieB+2Jm4OfXzdLhCXHTJLEWohkprSplyanv2JWxD1uDLRPDxzAiZAi2NraWDk00MyaTiWVb\nzrB6ZzKebg78ZmZX2vq7WTos0USFeLTlhV7PsjZpI+uTN/HuwY/RCocyKmgEjrYOlg5PiBsmibUQ\nzcSJHI35CUvIK88n2K0N93eYRZCb9HMV9a/aaGTu9xpbDmfg7+3Mb2d1xddLpk0Tt8fexo6J7cfQ\nxa8jX51YyLrEH9mXdoT7O8wiwivM0uEJcUMksRaiiSutKmPZqVXsyNiDjcGGO0NHMCZ0uFSpRYOo\nrKrmo5UnOHAym3YB7jw/swserlJRFPWnnUcwL/b6FZsyN7MyYQP/PvA/hgYPYGL4GBykei2snCTW\nQjRh8TknmZ+whIvleQS5BXJ/zCyC3dtYOizRTJWWV/He0iMkpOQRHeLF7Gmd5W6KokHY29pzb5cp\nRLpGMjd+EZtSt3H8QgL3xcykvVeopcMTolbyiShEE1RaVcbyxFVsP6dXqceGjmBM6DDsbORPWjSM\n/OIK3ll0iJTMInpE+fHExA7Y28lVEdGwwjzb8WKv51h15nviUrfyzoEPGRY8iPHho3Gwtbd0eEL8\njHwLC9HExOeeZH68XqVu49qaBzrMItg9yNJhiWYst6CMf31zkMyLpQzu0oYHRitsbORuiqJxONja\nMzVyPF38Ypkbv5AfUrdwLCee+2NmEubZztLhCXEFSayFaCL0KvVqtp/bba5SD2dM6HCpUosGlXmx\nhDe/OUROQRlj+4YwfUh7DHKLcmEB7b1C+UPv51l5Zh0/pm7nrf3/ZUTIEMaFjcReqtfCSlj1N7JS\nagzwb8AW+FTTtH9YOCQhLOLYhXgWaMsvV6nvj5lJiEdbS4clmrn0C8W8ueAg+UUVTBkczoT+oZYO\nSbRwDrYOTI+cSBffWObFL2JDyo8czYnngZiZtPMItnR4QmC1t2BTStkC7wNjgA7A3UqpGMtGJUTj\nKqgoZM6x+Xx45HPyKwoY024YL/R6VpJq0eCSzxfyj/kHyC+q4K7hkZJUC6sS6R3OH/r8miFt+3O+\nOJM393/AytPrqDRWWTo00cJZc8W6N5CoadpZAKXUAmASEG/JoIRoDCaTiZ0Ze1mWuJrSqlJCPUK4\nJ3qazEstGkViWj7vLD5MWXkVD45RDOkqffiF9XG0dWBm1GS6+sUyL34x3yfHcfTCCe6LmSHVa2Ex\n1pxYBwGpNX5PA/pYKBYhGk1yQSpLT33H6fyzONo6MCNqEoOD+mFjsNoLTKIZiT+by3+WHqWyysjj\nEzrQt2NrS4ckRJ2ivCP4Q+/nWX56DdvSd/Gvfe/TL7AnE9qPwcPB3dLhiRbGmhNrk6UDEKIxXSzL\n49vT69ibeQCALn6xzIiciLeTl4UjEy3F4cQLfLD8GGDi6SmxdI/ys3RIQtwQJzsn7lZT6eHfmcUn\nV7IjYy8Hso4wJnQ4Q4MHYi+DvEUjMZhM1pm/KqX6Aq9omjbG/PtLgLGOAYzW+UKEuI6SilK+0zby\nnbaBiupKwryCeaDbdDr6R1k6NNGCbDuczpvz9mNra8PLD/Wme7S/pUMS4pZUG6v54cw2Fh79jsKK\nYgLc/JjZcTz9Q3rIHWlFfal1aiRrTqztAA0YDpwD9gB3a5pWWx9rU3Z2YWOF16z5+bkjbVl/amvP\noopiNqVtY3PadkqryvB08GBi+zH0bt1dun3UQY7P+uXn586KuJPMWROPo70tv5reGRXibemwmiQ5\nNv+/vTuPr6o69z/+yTyTiQQIIQwBVsKMIKgoQkEBUQYFxLFa21qn1lZ7O97fvb/f7W3rbR06ab2t\nttU6gAyCTCo4KyDzEMgKIQRIGEKAACFzzvn9sQ82pagMO+yc5Pt+vXyZc/bZ4cnz2mef56y99rPc\ndY9+62UAACAASURBVKH5rKqvYsmu5bxf+gk+v4/2MamM6zqaYR0vaZNtSnV8uictLSH4CmsAY8wE\n/tFu7zlr7S++4OUqrF2iN5+7Ts/nsdrjrNjzAR/uW0VdYx3xEXGM6TKSq7uMICos0sNIg4OOT3d9\nWlDOH+dtJi46nO/OGESPjHZehxS0dGy6y618Hq4+wlt73mPVvjU0+BtJjkri2q6jGZExrE2NYOv4\ndE/QFtbnSIW1S/Tmc1fTfBZW7OKZTc9T01hLUlQiY7OuZkTGMCJVUJ81HZ/uWbp6N6+9u5N2sRE8\nMnMwXdLjvQ4pqOnYdJfb+ayoPcbyPe/zUelq6n31dInPYGbOjXRrl+Xav9GS6fh0zxcV1m3vWoiI\nR/KP7ODZzX+lwd/I9F6TGdF5uG6oEU/4/X4WfLSLhR8Xk5oYzfdmDKRTapzXYYk0q6SoRKb1msS1\nXUezoHApqw6s5ddr/8DdfW9hSIdBXocnrYQmcopcBAVHd/LM5r/g8/v4Zv87GdVlhIpq8YTf72fW\nO4Us/LiYtKRofvnAlSqqpU1pF5nAHX1m8J3B9xIZFsErdh5Hao56HZa0EiqsRZrZgRNl/GnLC/j9\nfu4dcBf92/fxOiRpo3x+Py++aXlrzV46pcbyw9uG0FFFtbRRvZOzmd5rMtUNNbywbRY+v8/rkKQV\nUGEt0oyqG6p57MNnqGqoZqa5kT6pxuuQpI1q9Pl4btF23tu4j6z0eH5w6yUkJ0R5HZaIpy7rNJSB\naf3YUVHEkl3LaUX3nYlHVFiLNJOK2mP8YeNzlJ44wFe6XMUVGZd6HZK0UQ2NPv74eh4r8w7QI6Md\n3791MO3idMOsSEhICLeam0iKSmRp8XJezp9Dva/B67AkiKmwFmkGBUd38stPf8Ou43u4quswpvac\n6HVI0kbV1Tfyu7lbWFdwiJysJB65eRBx0RFehyXSYsRHxvHokAfoktCZT/av4bcbntWcazlvKqxF\nXNTga2DBzqX8dsP/crKhimm9JvHg8Lu04It4orq2gSdnb2JL0WH690jl4ekDiYnSTbMip0uOTuJ7\nl9zHkPSBFB3bzc8/fZJ1Bzd6HZYEIZ1hRVxSWrmfv217ldLK/bSPTuGrfW+hR2JXQkI+t92lSLM5\nWVPPk7M3UbTvOENMGvdO6kt4mL7giXyeyLBI7u57KzkpvXitYAHP571M3mHLjN6TiQ6P9jo8CRIq\nrEUukM/vY8WeD1hU9CYN/kZGZAzjxp7X60Qsnjl+so7HZ21kb1kll/ftyNcm5hAWqqJa5MuEhIRw\nRcYwspO689e8V1h9YB07K3Z9NlAi8mVUWItcgPLqI7ywbRY7j+0iITKe23Om0699rtdhSRt29EQt\nv351A/sPVzFqcGduv7Y3obpqInJOOsSm8eiQB1i06y3e3v0eT6x7mrFZVzOxx7Vag0C+kI4OkfPg\n9/tZuX8tc3YsoLaxjkFp/bnF3Eh8pHoCi3cOVVTzq1c2UH6shnHDujBjdE9NRRI5T2GhYUzOnkDf\n1Bxe3DaLt/e8x9bD27kz92ay2mV6HZ60ULo2KHKOTtRV8uyWv/FS/muEEMqduTfz9X63q6gWT+0/\nfJJfvrSe8mM1TBrRTUW1iEt6JnXnR8O+y8jOl7P/5EF+te73LCp6iwa15ZMz0Ii1yDnYdCiPl/Pn\nUFl/kt5J2dzRZwYp0clehyVt3N6ySh5/dQPHq+qZMbon44dneR2SSKsSHR7FzWYqA9P68fftr7G0\neDlbyrdxZ5+b6RzfyevwpAVRYS1yFqobaphTsJBVB9YSHhrOTb1uYFTmCLXRE88V7TvOk7M3crKm\ngTuu7c3oS3SJWqS55KT04ifDv8e8HW/wyf41PLbmt1zX/RquybqasNAwr8OTFkCFtciXyD+yg79v\nf42jtRV0SejMV/vMpFNcB6/DEsHuOcpTczZTV9/IPRNzGdFfI2cizS0mPJrbcqczMK0fL+fP4Y2i\nZWwuz+PO3Bl01GdDm6fCWuRz1DTU8vrOJXxYupLQkFAmdBvD+G5jCNcd4dICbC06zO/nbaHR5+e+\nyf0YmpPudUgibUq/9rn8ZPgjvFawgDUHN/CLNb/hhh7j+EqXq3Q1sw1ThSByBgVHd/L37a9xuOYI\nGXEduSN3hu4ClxZjfcEh/rhgKxDCgzf2Z2DP9l6HJNImxUXEclffWxiU3p9X8ucyv3Axmw/lcXvu\nDNJj9b5si1RYizRR21jHgp1Leb/kY0II4dquo7mu+zXqWyotxsq8Azy3aDsR4aF8e9oAcrvq5lkR\nrw1K60d2Yjdm2flsOLSFX3z6JJN7XsfIzpdr9LqNUbUgErCzopgXt8/iUPVhOsSmc2efGXRrp+4K\n0nK8v7GUF5ZZoqPC+e6MgfTsnOh1SCISkBAZzz39bmdd2SZm29d5rWABmw7lcXvONFJjUrwOTy4S\nFdbS5tU11rOo6E3e2fshAGOyRnJ993FEhkV4HJnIP7y1Zi+vrthBfEwEj9w8iK4dE7wOSUROExIS\nwtAOg+iV1INX7Fy2lG/nvz99gpt63cAVnYapt3wboMJa2rRdx/bw4vZZHKw6RHpMe+7oM4Meid28\nDkvkM36/n0WfFDP/w10kxkfy6MzBdG6vxYhEWrLEqHbc2/8uVh9Yx5wdC3k5fy4bD23ltpxpJEXp\nSlNrpsJa2qT6xnoW73qb5XveB2B0lyuZ1GM8kWGRHkcm8g9+v5857+9k6ao9pLaL5vu3DCI9Odbr\nsETkLISEhHBZp6GY5J68lD+HbYctP1v9BNN7TWJYx0s0et1KqbCWNmf38b28sH02B04epH10Crfn\nzqBXcg+vwxL5Jz6/n1fe3sGK9SV0SI7h+7cMJqVdtNdhicg5So5O4oGB9/DRvtXMK1zEC9tnsfHQ\nVmaaG0mM0pSu1kaFtbQZDb4Glhav4K3d7+Lz+xjZ+XImZ19HdHiU16GJ/BOfz89flm7n4y0H6JwW\nx6M3DyIxXsepSLAKCQnhqs6XkZvSm79vn83m8jx2VuxiWu9JXNphsEavWxEV1tIm7D2xjxe3z6K0\ncj/JUUncnjudnJReXocl8i8aGn386Y1trMkvo1vHBL538yDiY3QjrUhr0D4mhW8P/iYflKxkwc4l\n/G3bq6wv28RMc6PmXrcSKqylVWv0NfLm7ndYWrwCn9/HiIzhTO05kZhwXVKXlqe+oZFnXs9jY2E5\nvTITeXj6QGKidJoWaU1CQ0IZ1WUE/drn8NL2OWwp305hxePc1PMGLus0VKPXQU5nbGm1Siv38+L2\n2ew9UUpSVCK35UyjT6rxOiyRM6qta+S3czezffdR+nZL5sEbBxAVGeZ1WCLSTNrHpPLQ4G/w8b7V\nzC9czN/zX2N92WZuzbmJ5Ogkr8OT86TCWlqdBl8Dbxa/w7Ld7+Dz+7is41Bu6nUDsRExXocmckZV\nNQ08NWcThSXHGNSzPfdN6UtEuIpqkdYuNCSUqzpfTt/UHF7On8u2I5afrX6cqT0nMiJjuEavg5AK\na2lV9hwv4cXts9l38gBJUYncmnMTfVNzvA5L5HOdqKrjiVmb2H3wBMP7dOCeibmEh2kJZJG2JCU6\nmQcG3sPK/WuZV/gGr9h5gdHrabTXqo1BRYW1tAr1jfUsKV7O8j3v4/P7uDJjOFM0l1pauIrKWh5/\ndSOl5Se5akAnvjo+h9BQjVCJtEUhISFckXEpfVJ780r+XLYezue/P32CydkTGNn5ckJD9IU7GKiw\nlqBXdKyYv29/jYNVh0iNTuHWnJvU8UNavPJj1fz61Y2UHa1m7JBMZo7tRagu+4q0eUlRiXxrwN18\nemA9c3Ys5LWCBWwo28xtOdNJj23vdXjyJVRYS9Cqa6xjYdEy3tv7MQCjMkdwQ4/x6kstLd7BI1X8\n6tUNHDley8TLu3LjyB6aSykinwkJCWF4pyHkpPRmVsF8Nh3ays8/fZJJPcYxqsuVGr1uwVRYS1Aq\nOLqTl/LnUF59mPTY9tyWM52eSd29DkvkS5UcquTxVzdy7GQdN13dg4mXd/M6JBFpoRKjEvhGvztY\nX7aJ2QULmFu4iPVlW7g9dzod49K9Dk/OQIW1BJWahhpe37mUD0tXEkIIY7OuZmL3a4kM0wIa0vIV\nHzjOE7M2UVldzy1je3HN0C5ehyQiLVxISAhDOgyid3JPZhe8zvqyzfxizVNM7H4NY7qMJCxUHYRa\nEhXWEjS2Hba8nD+Xo7UVdIrrwO250+nWLsvrsETOSsHeCp56bRO1dY3cNSGHkQMzvA5JRIJIQmQ8\n9/S7nSFlW3jVzmfBzqWsP7iJW3OnkZWQ6XV4EqDCWlq8qvoq5hUuZuX+NYSGhDKh2xjGdRtDRKgO\nXwkOW4oO84d5W2j0+bl3cl+G5XbwOiQRCVKD0vvTKzmbeYWLWLV/Lf+z5nd8Jesqru9+LZFhkV6H\n1+apMpEWy+/3s+HQFmYXvM6Jukoy4zO4PXcGXRI00ifBY21+Gc8uzCM0NIQHb+zPwJ66q19ELkxc\nRCx35M7g0g6DeSV/Liv2fMDGsq3cknMjuSm9vQ6vTVNhLS3S0ZoKZhXMZ0v5diJCw5ncYwJjsjSX\nTILLx1v28/yS7URGhPGdmwaQ0zXZ65BEpBXJSenFT4Z/jyW7lrNi7wf8fuOfGd5xCDf2up74iDiv\nw2uTVFhLi+Lz+/iwdBULdy6lprGW3knZ3JJzI+mxaV6HJnJOVqwr4aW3C4iLDue7MwbRI6Od1yGJ\nSCsUGRbJlJ7XMaTDQF7Kn8PqA+vIO5zPtF6TGNphkFp5XmQqrKXF2H/yIC/nz6Ho2G5iwmO4LWc6\nl3caqpOCBJ3FK4uZ+34R7eIiefTmQWSmx3sdkoi0cl0SOvP9IQ/ybslHLCp6i79ue4VPD65nZu8b\nSY3R1bKLRYW1eK7e18Bbxe/w5u53afQ3ckn6AKb1mkxiVILXoYmcE7/fz9z3i1iyajcp7aJ4dOZg\nOqbEeh2WiLQRYaFhjM26mkFp/Xglfx7bDlt+9unjTOoxnmmp47wOr01QYS2e2llRzMv5czhQVUZS\nVCIzzVT6t+/jdVgi58zn9/PS2wW8u76UDskxPDpzMKmJ0V6HJSJtUPuYVB4c9HU+PbCeuTveYM6O\nhWw8vJkZPafSOb6T1+G1aiqsxRPVDdUs2Lnss4Vers68ght6jCcmXIWIBJ9Gn4/nF+ezMu8AmWlx\nPDJzMIlxanslIt45tSx6n1TDnB0LWXtwI79c8xvGZl3NhG5j1JqvmaiwlovK7/ezvmwzc3e8wbG6\n43SK68CtOdPokdjV69BEzkt9g49nF+axvuAQPTLa8fD0gcTHaCVQEWkZEiLjubvvrVxjRvDH1S/x\n1u53WXdwIzN6T6Ff+1yvw2t1VFjLRVNWVc7sgtfZfqSA8NBwru9+Ldd0HUW4FnqRIFVb18jv528h\nb9cRcrKSeOimAcRE6XgWkZZncKd+/Ptlj7I00Jrvmc1/YWBaP6b3mkRydJLX4bUa+gSQZlfva+Dt\n3e/y5u53afA1kJvSmxm9p5Aeq4UyJHhV1TTw1JxNFJYcY0B2KvdP6UdkhPqsi0jLFRVozTes4yW8\nauex6dBWth8pYGL3axideaXWinCBCmtpVvlHdjCrYD5lVeUkRiYwrfdkBqf1Vws9CWrHq+p4ctYm\ndh88wbDcdL5+fR/Cw0K9DktE5KxkxHfk4Uu+xer965i/czHzCxezev86ZpobyU7q5nV4QU2FtTSL\nY7UnmFf4BmsPbiSEEEZnXsnEHtfq5kQJeuXHqnl81iYOHqli5MBO3Dkuh9BQfVEUkeASGhLK5RmX\n0j+tDwsKl/LJ/k95Yv3TXNHpUib3vE4rN54nFdbiqlMrJ75RtIzqhhq6JnRhZs5UshIyvQ5N5IKV\nlp/kiVkbOXqilgnDs5g2KltXX0QkqMVHxHFb7jQu6zSUV+08Ptm/hk3leUzJnshlnYYQGqKrcedC\nhbW4Zs/xEl6x89hzooSY8Ghu7j2VKzsP15tSWoWifcd5cvZGTtY0MH10NhOGq5ONiLQe2Und+OGl\n3+Hdko9YvOttXsp/jZX71zDTqPf1uVBhLRessv4ki4ve4sPSVfjxc2mHwUzteb1WTpRWI6/4CL+f\nu4W6hkbunpDDVQMzvA5JRMR1p1ZuHJI+0FlU5tBWfvHpU1zV+TKu7zGOuAitJPtlVFjLefP5fXy8\nbzVv7HyTkw1VdIhN4+beUzEpPb0OTcQ1a/PLeHZhHiEhcP+U/gwxaV6HJCLSrJKjk/hG/zvJO2yZ\ns2MBH5SuZN3BTdyQPY4RGboS/UVUWMt5KazYxWsFCyip3Ed0WBRTe05kVOYI9aSWVuW9jaW8uMwS\nFRnGQzcNILdrstchiYhcNH1TDSb5e7xX8jFLdy3nVTufD0tXMaP3FHomdfc6vBZJVZCck4raY7xe\nuIQ1BzcAMLzjECZnX6dpH9Kq+P1+lqzazdz3i4iPieB7Nw+kW8d2XoclInLRhYeGMzbrai7tcAkL\ndy5l1YG1PLn+GYZ2GMSU7Ou0uMxpVFjLWan3NfDu3g9ZWryCusY6shI6M733FC1FLq2Oz+9n9juF\nvLVmLyntonjk5kF0SlXbKRFp2xKjErijzwyu7HwZrxUsYO3BjWw+lMe4bmMY0+UqIsIivA6xRVBh\nLV/I7/ez9fB25u1YRFl1OfERcUzrdQOXd7pUc6yk1Wn0+fjrknw+3nqATqmxPHLzIFLaqfe6iMgp\n3ROzeHToA6zav44FO5fwRtEyPtn3KZOzx3NJ+sA234JUhbV8rr0n9jGvcBEFRwsJDQllVOYIJna/\nhljdFSytUF19I39ckMfGwnK6d0rg4ekDSYiN9DosEZEWJzQklCsyLmVQWj+WFi/n/ZJPeD7vZd7d\n+xFTe17fpldvVGEt/+JIVQUvbpvL6gPr8OOnT6phavZEMuI7eh2aSLM4WVPP7+ZuoWBvBX26JfPA\n1P7EROn0KCLyRWIjYrip1w2M7HwFC3YuYcOhLTyx/mkGpfVnSvZ1pMWmeh3iRadPDvlMTUMty/e8\nx4q9H1DXWE9GXEdu7HU9uSm9vQ5NpNkcOV7Dk7M3UVp+kqE56Xzj+j5EhGuak4jI2UqLTeXr/e+g\n6Fgx83YsYuOhLWwp38bIzMuZ0G1sm+p/rcJa8Pl9rNy/hkVFb3G87gTJ0YlM73WtljKVVq/0UCVP\nzN7E0RO1jB2SycyxvQht4/MDRUTOV4/Ebjwy5AE2HNrC64VLeHfvR6zav44J3cYwMvMKItpAS97W\n/xfK5/L7/Ww/UsD8wsXsO3mAyNAIrus2lpmXTORERb3X4Yk0q4K9Ffx2zmaqahuYPiqb8cOz2vxN\nNyIiFyokJIRL0gfQv30fPij5hKXFK5hXuIj3Sz5hYvdruLTj4FY9aKfCuo0qOlbMwp3L2FFRRAgh\nXN7pUq7vcS1JUYlER0RzAhXW0nqts2U8u3Abfr+fr1+fyxX9OnkdkohIqxIRGs6YrJFc1mkoS4uX\n82HJSl7YPou39rzHDT3GMbB931Y5mKHCuo0pObGPN4reZOvh7QD0Tc1hUo/xZCZkeByZyMWxYl0J\nL79dQGREGA/c2J9+3dvezTUiIhdLXEQs03pNYnTmVSwtXs6q/Wv505YXyErIZFL2eHKSe7WqAluF\ndRtRVnWIxbveZu3BjQBkJ3ZnUvZ4LUkqbYbf72feB0UsXrmbdrERPDxDqymKiFwsqTHJ3J47nWuy\nrmbRrrdYX7aZ32/8M72SejApezw9Ert5HaIrVFi3cuXVR3iz+B1WHViLz++jS0JnJvUYT25K71b1\nDVHkizQ0+vjbUmfhl/TkGL538yDSk2K8DktEpM3pEJfOPf1u59oTpbxR9CZ5h/N5fN3TmOSeTOg2\nhl7J2V6HeEFUWLdSZVXlvLn7HT49sB6f30eH2DSu7zGOwWn9VVBLm1JT18DTr29la9ERundK4DvT\nB9JOC7+IiHiqS0Jn7h/4NXZWFLNk19vkH92BPVpIz6TuTOg2FpPcMyjrFRXWrcyBk2UsK36HtQc3\n4MdPx9h0xncbw5AOA1v1XbgiZ3L8ZB1PvbaJ4gMnGJCdyn2T+xEVGeZ1WCIiEpCd1I2HBn+DXcd2\ns7R4BXmH8/ndxj/RvV0WE7qPpU+KCaoC27PC2hjzn8DXgUOBp35srV0a2PYj4GtAI/Bta+1bngQZ\nRPZVHmBZ8QrWl23Gj5+MuI5M6D6WQWn9VFBLm3TwaBVPztpEWUU1V/bvxJ3jDeFhei+IiLRE3RO7\ncv/Ar7HneAnLilewqTyPpzc9T5eEzoztMpLB6QMIC235AyNejlj7gSestU80fdIY0we4GegDdAaW\nG2N6W2t9HsTYovn9fuzRQlbs/YBthy0AXeIzGN99LAPa91FBLW1WYckxfjt3M5XV9Vx/RVemXtUj\nqEY8RETaqqx2mXxzwFcprdzPsuIVbCjbwl+2vcLrO5cyqssIRmQMJyY82uswP5fXU0HO9Ek3GXjF\nWlsPFBtjCoFhwKqLGlkL1uhrZF3ZJlbs+YCSyn0AZCd245quo+iXmqsCQtq0Nfll/OmNbfh8fr46\n3nD1oM5ehyQiIueoc3wn7ul3O4eqDvNuyYes3LeG+YWLWbprOVdkDGN0lytJiU72Osx/4XVh/ZAx\n5k5gLfCItbYCyOCfi+gSnJHrNq+6oZqPSlfzXsnHVNQeI4QQBqcPYEyXkXRPzPI6PBFP+f1+ln26\nh9fe3UlUZBjfvqk//XqoR7WISDBLi01lRu8pTOx+LR+VruL9ko95Z++HvFfyMYPT+nNV58vomdRy\nrko2a2FtjHkb6HiGTT8BngH+X+DxfwGPA/d8zq/yux9d8NhzvIQPS1extmwjdY11RIZFMjrzSkZ1\nuZL2MSlehyfiuUafj5fe3sF7G0pJTojiO9MGkNUhweuwRETEJXERsYzr9hXGZI1k7cGNrNjzAevK\nNrGubBMdYtO5MmMYwzsNJS4i1tM4Q/x+72tWY0w34A1rbX9jzA8BrLW/DGxbBvyHtXb1l/wa7/8Q\nF9XU1/DRnrUs3/khRUf3AJAWm8I1PUcyNvtK4iPjPI5QpGWorm3gf15cy9rtB+nWqR3/8fXLaK8e\n1SIirZrf7ye/vJC3d37Eqr3rafA1EBEazmVdLuGa7JGY9s06iv25v9izwtoY08lauz/w83eBS621\ntwZuXnwZZ151Z2A50NNa+2WB+g8dOtGsMTc3v99PSeV+Pt63mjUH1lPTWEsIIfRv34crOw8nN6X3\nRbkhMS0tgWDPZUuifLqraT6PnqjlN3M2sedgJf26p3DflH7ERHk9wy246Ph0j3LpLuXTXa05n5V1\nJ1l1YC0fl66mrLocgI6x6QzreAlDOwwmNcbdudhpaQmfW1h7+Qn0mDFmEM5I8y7gXgBr7TZjzGxg\nG9AA3H8WRXVQO1pTwZqDG1hzYAP7Th4AICkqka9kjeSKTpeSHJ3kcYQiLU9JWSVPvraJoydqGTkw\ng9uv7a12eiIibVB8ZBxjs65mTJeRFBzdyUf7VrH5UB4Li5axsGgZPZO6M6zDJQxK79/sU0VaxFQQ\nlwTViPWx2hNsLs9j3cGNFFbswo+f8JAw+rXPZXjHIfRNzfGsX2Nr/lbrBeXTXWlpCbz7aTFPz99K\nTV0j00ZlM2F4Vou5cSXY6Ph0j3LpLuXTXW0tn1X11Ww4tJk1Bzawo6IIgNCQUHonZTMwrR8D0/qS\nGNXuvH53Sx2xbnMOVx9lU/lWNpZtoejYbvyBaeHZid0Z3vESBqf3J9bjSfciLd2ST3bx7LwthIbC\nvZP6MrxPB69DEhGRFiY2IoYRGcMZkTGcIzVHWXtwIxvLtpJ/dAf5R3cwu+B1urXLom9qDn1Se9Ml\nobMr021VWDejusZ6dlQUsf2IZfvhAg5UlQEQQgg9ErsxKL0fg9L6tcg+jCItTaPPx6srClmxroSE\n2AgevLE/vTI1TUpERL5YSnQy13YdzbVdR3Ok5iibDuWx6dBWCit2sev4bhbtepO4iFhyknuRk9Kb\n7KRupMe0P68roSqsXVTTUMOu43vYWVFM0bFidh4rpsHXAEBkaAR9U3MY0L4PA9L60i5SrcBEzlZV\nTQN/XLiVrUVHyOqYwINT+qnzh4iInLOU6GRGd7mS0V2u5GR9FflHdrD9SAHbjxR81r4PID4ijuzE\nbvRI6kbXhEw6x2cQG/HlnzsqrM9TdUM1pZUHKKncR+mJ/ew5UUJp5f7PpneAs2pQbkpvclN6k53U\nnYhQpVvkXB2qqOa3czZTWn6S/j1S+ek9wzl5osbrsEREJMjFRcQypMNAhnQYiN/vZ//Jg+yoKKLo\nWDGFFbvYVJ7HpvK8z16fEp1MZnwGPx3z4Of+zlZT6X1n8X+QGpVCWmx7UqKTSYlOpl1kPPERcSRE\nxhMdFn3WQ/o+v4+qhmpO1p2ksr6KitoKyquPOP/VHKG8+jBHao7+0z7hoeH0SOxKdlJ3eiR2pUdi\nN8+blIsEux0lFfxu7hYqq+sZOySTm8f0JDY6QoW1iIi4KiQkhIz4jmTEd+TqzCsAOFJzlKKKYkoq\n91NSuY+Syn1sblJon0mrKawr66vYX1kGh8+8PSwkjJjwaCJCIwgPDfvs/z6/nwZ/I42+Bhp8jdT7\n6jlZX/VPI8+nS4xMICe5F53jO9E5vhOZCRl0iE0jXCPSIq5ZufUAf1m6HZ8P7ri2N6MvyfQ6JBER\naUNSopNJ6ZjMUAZ/9tyx2i/urNJqKsHnpvyK4n0HKa8+zOGaoxytqeBEXSUn6iuprDvJifpKahpq\naPA1UNtYx8n6Kup9DYSGhBAeGk54SBhhoeHERcSRHptGQkQccRFxxEfG0S4ygbSYVNrHpJASnUJk\nWITXf65Iq+Xz+3n9wyIWfbKbmKhw7p/Sj77dU7wOS0REhMSoL75HrtUU1uDMlYmLiKVruy5ehyIi\n56G2rpHnFm9jrT1EelIM35k+gE6pcV6HJSIiclZaVWEtIsGr/Fg1v5u7hb1llfTuksQDU/uRqplS\nnQAAFu5JREFUEBvpdVgiIiJnTYW1iHjO7jnKH+ZvpbK6nlGDMrj1Gi1PLiIiwUeFtYh46t0Npbz8\ndgGgmxRFRCS4qbAWEU80NPp4efkO3ttQSnxMBA9M7YfJ0iqkIiISvFRYi8hFd7yqjqfnb6VgbwWZ\nafF8+6b+WklRRESCngprEbmo9hw8we/mbubw8VqGmjTumdiHqMgwr8MSERG5YCqsReSiWZNfxnOL\nt1FX72PKVd254YpuZ70iqoiISEunwlpEmp3P52f+h0UsXrmbqMgwHryxP5f0TvM6LBEREVepsBaR\nZlVZXc+zC/PI23WE9KQYHrypP5lp8V6HJSIi4joV1iLSbHYfOMEf5m+h/FgNA7JT+eYNfYiNjvA6\nLBERkWahwlpEmsXKrQf467J86ht8TBrRjUlXdidU86lFRKQVU2EtIq5qaPQx+51Clq8rISYqjPsm\nD2BQr/ZehyUiItLsVFiLiGuOVdbyzOtbKSg5Rkb7OB66sT8dUmK9DktEROSiUGEtIq4oLD3G0/O3\nUFFZx9CcdL52XQ7RkTrFiIhI26FPPRG5IH6/n/c2lPLy8h34/H6mj85m/LAs9acWEZE2R4W1iJy3\nmroGXlhmWbXtIPExEdw7uS99u6V4HZaIiIgnVFiLyHkpLT/J0/O3sP9wFdkZ7bhvSj9S2kV7HZaI\niIhnVFiLyDlblee00qur93HN0C5MH51NeFio12GJiIh4SoW1iJy1+gYfr67YwbsbSomODOP+Kf0Y\nmpPudVgiIiItggprETkr5RXVPP36VooPnCAzLZ77p/ajo1rpiYiIfEaFtYh8qY2F5Ty3aBsnaxoY\n0b8jt19riIoI8zosERGRFkWFtYh8rkafj/kf7GLJqt1EhIdy94QcrhqY4XVYIiIiLZIKaxE5o2OV\ntfxxQR52bwXpSTHcP7UfWR0SvA5LRESkxVJhLSL/YlvxEf70xjaOnaxjSO807r4ul9honS5ERES+\niD4pReQzjT4fCz7axeJPdhMaGsLNX+nJtZd20SqKIiIiZ0GFtYgAcOR4Dc8uzGNHyTHaJ0Zz7+S+\nZGckeh2WiIhI0FBhLSJs2HGI5xdv52RNA0Nz0rlrvCE2OsLrsERERIKKCmuRNqy+wcdr7xWyfG0J\nEeGh3DnecPXADE39EBEROQ8qrEXaqINHqvjjgjx2HzxBp9RY7pvcj8z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vSQVgTJ8QpgwKw97O1sKRCdF0SGIthBBCtHBnzhXw2eoTZOSU4O/tzGPjOhDR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\nEeGh3DnecPXADE39EBEROQ8qrEXaqINHqvjjgjx2HzxBp9RY7pvcj8z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EFOtgkZCQuO/tL79cwtKli/nTn/5CfHw8t932HdraWg/6jcnlcjFixEhKSjZQWVlBXl5+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\n49n7HNmQ1Vq7Gujf+b4xZgsw2VpbY4x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Bvn1ZZGfvZ9myxfTvP/BQUY6NjT2U//3336V16zaHZp2PxmKx/G6WeNmyxUya9BFlZaXk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\nsXFklWrLKBERCT8q1iLyO7US/rcUxEy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bs8lkdCQRQ6hYi4iIlGDpaan89d6rRO86hMMC269uxs39BxbJw14ul8lsJicg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\n+x3DiYO/TFGBProiIiK5Rt/OIjmovr6etz6ew6P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DEpj7+xFHEqblUjT3SWq++YrmLZtJu+Y6QpKSrQ5vv9XUu/jfFxtZvL4Uh93G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\nxtpNu+lMJuMOp1/s3NPGj/78Ci2tHfzjBUdRO6Yy7pBERCQ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MCiKEEB3I1tpK9aIvqFu+DOx2gvpnEHvFVQR06+bp0MRhgjMyCUrvT8Oa1VQv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\n7erE29mJu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WYKW1dg7wpPu5iHisrCgHx4HOniG/SxGRFKbDYSQofA/WxphpwHuAnwLxFQ3L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\nfv9KveffYywa5aePbGZkNMqNlxnyczI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lGWtLQVQnTKylOjc5Pc/M7IL11ZJqTldHK+2tzSbWqhsm1lKdq35guTmMpFpT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\nrCXphZZa7tnLWjXAxFqqcUP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -5395,14 +881,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "cos(axis_azimuth_south)=0.984807753012208, sin(axis_azimuth_south)=-0.17364817766693033\n", + "cos(axis_azimuth_south)=0.984807753012, sin(axis_azimuth_south)=-0.173648177667\n", "cos(axis_tilt)=1.0, sin(axis_tilt)=0.0\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 17, @@ -5411,393 +897,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4HNW5+PHvFq1675Ily/W4gA3GBTCm2phiA6GXEAg1\n", - "ySUJCTe5+SW5aTe5NxVCIKGHkhB6aAZsbMCAKe7GGNvjbsnqvWu1ZX5/zMgIIUuytLuzu3o/z8OD\n", - "vLsz887Ozrxzypxj03UdIYQQQkQmu9UBCCGEEGL4JJELIYQQEUwSuRBCCBHBJJELIYQQEUwSuRBC\n", - "CBHBJJELIYQQEcxpdQAivCmlHgM+1TTtT1bH0h+l1GrgHk3TXgjiNn4GbNE07ZVgbSPSKaXOB+Zq\n", - "mvbzo1hmM3CapmktQ/x8CbAX2NrnLR2Yp2ma5yi2fThepdT1wCWapi0d6vLBppSaDTynado4pdSt\n", - 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WRtzhR+BpqKdx9SqzwxmwdK+X8ldfpuKN17HFxZHz27uIGivDhfVX1rAw0i+7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\niw2MqCrj05dPpagwP+6QREQkC6mwFhEgGLu3q7mNrTtb4g4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ujLUklaxTW/yQEMLawDVAb6AIXB5jvDiEsCpwM/BlYDJwYIzx43SfU4ChQANw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\ng7UkqdlyewZrSSqVwVqSZI+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n1/3ceLlY2PBsjF+1muu5tqmSmqooH566z+++vJaySHhV7sdLvPz49ILeoWlO\nXu5nY3sNieqyJ66V1vLrbNsmFg3TPzS97LXRejpL6+mcJ71B8UKP9cMKLR8/BN42TfM68Eb+cxFx\nWOFEtLqAzrD+qkg4xOGdrUzPLXD2xpDb4YgH/OrzewB8S8eXPxPDMGiIxzQVRALD7VaQRZZlfQR8\nlP94BHjL3YhE/K9wIlptgGdYf9WR3W388uQ9Pjnfy4vPad90kI1NpThxuZ+W+gr2bUm4HU7Jaqgp\np294hlQ6Qyzq/6tAEmxeq1iLSBGNT+lwmK9qa6xic2ctV7pGGRqfdTsccdH7p7pZyNh848W1hEKq\nVj+rhrgmg0hwKLEWCbBCxbperSBfcnRXGzZw7GK/26GIS2ZTC3x4toeayjIO7Wx1O5yS1qhZ1hIg\nSqxFAmx0KkU0EtLxzF/xwnPNxKJhPr3QR9bWtM8g+uRCH7OpBd58vpNomdoXVqJepy9KgCixFgmw\nsakUtQE/dfFRyqMRXtzWzPDEHFfvjrodjhRZJpvlvS/uE42EeG1fh9vhlLzC6YvDSqwlAJRYiwRU\nNmszMZ1Wf/VjHN2dm2P9yflelyORYjtzfYjhiTkO7WojXqk2qZV60GOtVhDxPyXWIgE1MZPGtrVx\n8XE2ddTQ2lDJ2RtDzMzNux2OFNFf5EfsvX2g0+VI/KFQsR5VxVoCQIm1SECNTmoiyJMYhsHhXa3M\nL2T5/OqSDn8VH7jZM86t3gn2bm6irVHHlzshVhamqjyiirUEghJrkYAqbCRqrFFi/TiHdrZhGHDs\nYp/boUiRFKrVv/XCGpcj8ZeGmnJGJlLY2gwsPqfEWiSghvOjrwqXaeXr6uMxdqxv4FbvBH3D026H\nI6tscGyW09cHWdtSjbm2zu1wfKWxppzUfIaZ1ILboYisKiXWIgG1WLGuVWL9JId3tQGaaR0E7526\nj23DN17Q8eVOK4zcGx5Xn7X4mxJrkYAqjL5SxfrJ9m9toiIW4filPrJZXcb2q5m5eT650Ed9PMYL\nzzW7HY7vNBVG7imxFp9TYi0SUMPjc0TCIWoqy9wOxdPKImFe2t7C2FSay10jbocjq+Tj832k0hne\nfL6TSFgvjU5L1FUAMKjEWnxOzx4iATUyMUdjTUyXvJfg8K7ckdbaxOhPC5ks75++T7QsxKt7290O\nx5ea6nIV68GxWZcjEVldSqxFAig9n2FiZl5tIEu0sa2GtsZKzlwfYlozrX3ntDXIyESKo7vaqSrX\nFZzV0FTAuqseAAAgAElEQVSbq1gPKbEWn1NiLRJAhRnWjUqslyQ307qNhYxmWvuNbdv86vN7GMBb\nL+hAmNVSVR6hIhZhSK0g4nNKrEUCaEgTQZbt4I5WzbT2oRvd43T1T7Jva4KW+kq3w/EtwzBI1JYz\nOD6rWdbia0qsRQJoZLwwEUSHwyxVfTzGzg2N3O6doHdIM6394lc6EKZomuoqSM9nmZhRO5X4lxJr\nkQAaXjx1URXr5dAmRn9Jjs5w7sYQG9ribOmsdTsc30vkNzCqz1r8TIm1SACNTKjH+lns29JEZSzC\n8cv9ZLJZt8ORFXr/i25s4Ld0IExRFDYwajKI+JkSa5EAenA4jFpBlqMsEualHS2MT6W5fGfU7XBk\nBabn5vnkYi+NNTEObEu4HU4gFCrWmmUtfqbEWiSAhifmqKmKUhYJux1KyTmyeMS52kFK2UfneknP\nZ3nz+TWEQ3opLIbCITFqBRE/07OJSMBkbZuRiRSNqlY/k/Wtcdqbqjh7Y1AzrUvUQibL+6fuE4uG\neWWPDoQplqb8FCKN3BM/U2ItEjCTM/MsZLI6HOYZ5WZat7KQsTl5Jel2OPIMvrg6wNhUmld2t1NZ\nHnE7nMAoi4SprY6qx1p8TYm1SMCMaCLIih3c0UrIMNQOUoJs2+YvTt3HMOCtAzoQptgStRWMTKS0\n+Vd8S4m1SMAMjyuxXqm66hg7NzZwp2+SnsEpt8ORZbjZM87d/kn2bUks9vxK8STqyhfb0UT8SIm1\nSMA8mAiixHolFjcxXup3ORJZjvdPdQPwtqrVrtDIPfE7JdYiAVPYONSk48xXZM/mJqrKI5y4pJnW\npWJkYo7T1iCdiWq2rqlzO5xAaqrTBkbxNyXWIgFTqBQVZsrKsymLhHhpewvj02ku3xlxOxxZgg/O\n9JC1bd4+0KkDYVzSXKeKtfibEmuRgBkcm6WqPEJleZnboZS8I7tz7SCfXtAmRq9LzWf46FwP1RVl\nvLyjxe1wAqvQ154cVWIt/qTEWiRAsrbN0PgcTdq05Yh1LXE6ElWcuznE1KxmWnvZyStJpucWeG1f\nuw5GclFdPEY0EmJgZMbtUERWhRJrkQAZn0ozv5DVNASHGIbB4Z1tmmntcbZt896p+4RDBq/v06ZF\nN4UMg+b6CpKjs9i27XY4Io5TYi0SIOqvdt7BHS2aae1x1+6O0jM4zfNmgvq4Thx1W0t9Jan5DOPT\nabdDEXGcEmuRACkk1s2qWDumtjrGro0NdPVP0q2Z1p703uKIvTUuRyIAzQ35Pmu1g4gPKbEWCZAH\nFWsl1k4qbGJU1dp7BkZnOH9ziA1tNWzqqHU7HCFXsQYY0AZG8aGIm3dummY58BEQA6LAn1qW9fdM\n02wAfgysA7qA71mWNeZaoCI+ocR6dezZ3ER1RRknLif5vVc3EQmrZuEVH5zpwUYHwnhJS70mg4h/\nufrsb1nWHPC6ZVl7gd3A66ZpHgF+ALxnWdZW4Nf5z0VkhQbH5ggZBg016jN1UiScm2k9MZ3mkmZa\ne8ZsaoFPLvRSWx3lwLZmt8ORvJaGXMU6OapWEPEf18sqlmUVfrOiQBgYBd4B3s1//V3guy6EJuI7\ng2OzNNbGCIdc/9X3ncO7WgE4riPOPeP4pX5mUxle39ehqwgeUlsVJVYWJjmiirX4j+vPNKZphkzT\nPAckgQ8ty7oMtFiWVZhdlQQ0zV9khQq78NUGsjrWtcRpb6ri3I0hpuc009ptWdvm/VP3iYQNXtvb\n4XY48hAjP3JvYGxGI/fEd1xPrC3LyuZbQTqBV0zTfP0r37cB/eaJrNCQ+qtXlWEYHNrZykImyxfX\nBtwOJ/Au3R4mOTrLS9tbqKmKuh2OfEVLfQXp+SxjUxq5J/7i6ubFh1mWNW6a5s+B54GkaZqtlmX1\nm6bZBizpVSqRiK9qjEGitXSWF9bzzsA0AOs76jwRz0p4Nf7feWUT//6jW3xxbZC/8vY2t8NZMq+u\n50p8/B8uAfBX3jKL+v/nx7VcDRs66zhlDZLKPnnNtJ7O0nquPrengjQBC5ZljZmmWQG8DfxD4KfA\n94Ef5f/8yVJub3BwcrVCDZREIq61dJBX1vPm3dymusqykCfieVZeWc/H2b6unstdI1y6nlwcK+Zl\nXl/PZ9E3PM0Za4CtnbXUxMJF+//z41qulupY7lh5684QrbWP3kyt9XSW1tM5T3qD4nYrSBvwQb7H\n+iTwM8uyfg38EHjbNM3rwBv5z0VkBXTqYnEc2pmbaX1Cmxhd837+QJi3dCCMZ2mWtfiVqxVry7Iu\nAvsf8fUR4K3iRyTiX5phXRz7tyaIlYU5fqmfd45sIGQYbocUKNNz8xy71EdjTYx9W5vcDkce48HI\nPSXW4i9uV6xFpEgGxmapiEWoKi9zOxRfi0XDHDATDI3PcbN73O1wAueT832k57O88Xynxkp6WE1l\nGeXRsGZZi+/oWUckALJZm8GxWVobVK0uhkO7cu0gxy/piPNiymZtPjjTTTQS4ujudrfDkScwDIPW\nhkqSI7Nksxr8Jf6hxFokAIYn5ljI2CWxmc4PzLV1NNTE+OLaAOn5jNvhBMaFW8MMjc/x8o5Wqit0\nZcbr2horWchkGZqYczsUEccosRYJgMLl1kJfo6yukGFwcEcrs6kMZ28MuR1OYHxwJrdp8Y39OhCm\nFLQ2VgHQPzztciQizlFiLRIAhaODW+rVClIsh3bqiPNi6h+Z4dKdEbZ01rK2RbN6S0Fb/o1+37D6\nrMU/lFiLBEByRBXrYmtrrGJDWw2X7gwzPpVyOxzf+/BMDwBvPt/pciSyVK2NSqzFf5RYiwRAf6EV\nRD3WRXVoZyu2DScuJ90OxddS6QyfXuyjtirK/q0Jt8ORJWqpr8Aw1Aoi/qLEWiQABkZmqakso7Lc\n1dH1gfPS9hbCIUPtIKvsxJV+ZlMLvLq3nUhYL2uloiwSJlFbQd+IKtbiH3oGEvG5hUyWwfFZmtUG\nUnTVFWXs2dxE9+AU95I6Sng12LbNB6d7CIcMXt2rTYulprWxksmZeaZm590ORcQRSqxFfG5wbBbb\nhla1gbhCmxhX143ucboHp9i3NUF9POZ2OLJMbfk+635VrcUnlFiL+NziRBAdDuOK3ZsaqSqP8NmV\nJJls1u1wfKcwYu9NjdgrSW35kXt96rMWn1BiLeJzSW1cdFUkHOKl7S1MTKe5fGfE7XB8ZWwqxWlr\nkI5EFVvX1LkdjjyD1nyLWr8mg4hPKLEW8TmN2nPf4cUjztUO4qSPzvWSydq8sb8TwzDcDkeeQZtG\n7onPKLEW8bnkaK4VpFmHw7hmfWuctsZKzlwfYmZOm7ScsJDJ8ptzPVTEwhzc0eJ2OPKM4pVRqivK\nNBlEfEOJtYjPJUdnqI/HiJWF3Q4lsAzD4NDOVhYyWU5Zg26H4wtnrg8yPpXm8M42yqMaI1nKWhsr\nGRydZSGjPQhS+pRYi/hYaj7DyERqsY9R3PPy9lYM4NjFPrdD8YUP8ictvq5NiyWvraGSrG0vXl0T\nKWVKrEV8bCD/QtWiNhDXNdaWs21dPTe6xxkY1WXvlegemOL6/TF2rK9fnCohpWtxMsiQJoNI6VNi\nLeJjhRFWrUo+PKEw01pHnK9MYcTeG893uhyJOKEjkXt+6lViLT6gxFrExwo77dsb1QriBc+bCaJl\nIY5f6sO2bbfDKUkzc/Mcv9xPY005ezY1uR2OOKCjKZdY9yixFh9QYi3iYw8q1kqsvaA8GuH5rc0M\njs1xs2fc7XBK0rGL/aTns7y2r51QSCP2/KA+HqM8GlbFWnxBibWIj/UNzxAtC9FQU+52KJJ3aFeu\nHeTYRc20Xq6sbfPB2R4i4RBH97S7HY44xDAM2puq6B+Z0WQQKXlKrEV8Kmvb9I/M0NpQSUiHZ3jG\nc2vrqY/H+OLaAOn5jNvhlJQrXSMkR2Z48blmaiqjbocjDmpvqiKTtRc3XIuUKiXWIj41PD7H/EJW\nUxM8JhQyOLijldnUAuduDrkdTkn54HRuxN6b2rToO+2N2sAo/qDEWsSnChsX29Rf7TkH89NBdMT5\n0g2Nz3L+1hAb2uJsaKtxOxxxWGEyiDYwSqlTYi3iU4WNi6pYe09HUxXrW+Ncuj3C+HTa7XBKwsfn\ne7FteH2fqtV+VJgMooq1lDol1iI+pYq1tx3a2UrWtjl5WVXrp1nIZPn4fB+VsQgvPtfsdjiyCjQZ\nRPxCibWIT/UNT2MY0FKvxNqLXtzeQjhkqB1kCc7eGGJiOs3hXW1Ey8JuhyOrQJNBxC+UWIv4VN/w\nDIm6Csoi+jX3oprKKLs2NnJvYIr7A1Nuh+Npvzmb27T42j6N2POzwmSQpCaDSAnTK66ID03OpJma\nnaetQdVqLzucn2l9QlXrx+obnubq3VG2ra3TfgGfK/RZ96kdREqYEmsRH3rQX61ExMt2b2qiqjzC\nicv9ZLK6/P0oH53rBeC1fR0uRyKrrT2fWHcP6gqOlC4l1iI+9GAiiCrWXlYWCfHicy2MT6e50jXq\ndjiek57PcOxiHzWVZezfmnA7HFllnYlqAHoGVbGW0qXEWsSHeofyFesmVay97tBOtYM8zhfXBpie\nW+DonnYiYb1c+V1ddZTqijLuq2ItJUzPVCI+1DuUe2FqVyuI521sr6GlvoIz1weZTS24HY6n/OZc\nDwbwyh5tWgwCwzDoTFQxODrLXFq/C1KalFiL+FDP0DT18RiV5RG3Q5GnMAyDgztbSS9kOWUNuB2O\nZ9xLTnKrZ4KdGxtJ1FW4HY4USWdzNTY6gVFKl+uvuqZprgH+FdAM2MD/aVnW/2aaZgPwY2Ad0AV8\nz7KsMdcCFSkRM3PzjE2l2bmhwe1QZIkO7mjlJ5/c4cSlfo7uVnUWHt60qPUIkjX5PutujaCUEuWF\nivU88F9blrUDeBn4L03TfA74AfCeZVlbgV/nPxeRpyhUetrVX10yEnUVbO2s5dq9MYbH59wOx3Wz\nqQWOX+6noSbGnk1NbocjRdTZXEisVbGW0uR6Ym1ZVr9lWefyH08BV4EO4B3g3fxfexf4rjsRipSW\nQmLdkVBiXUoO7WoD4LMr2sR48kqSVDrDK3vaCYUMt8ORImpvqsIw0AZGKVmuJ9YPM01zPbAPOAm0\nWJaVzH8rCbS4FZdIKenNj6rqaKp2ORJZjgNmgkg4xPFL/di27XY4rrFtmw/P9hAyDLXFBFCsLExL\nfSXdA1OB/j2Q0uWZxNo0zWrg3wN/17KsyYe/Z1mWTa7/WkSe4kEriGZYl5LK8jL2bWmib3iGrv7J\np/+AT93um+D+wBT7tjRRH4+5HY64oLO5mpnUAkNjaouS0uP65kUA0zTLyCXV/9qyrJ/kv5w0TbPV\nsqx+0zTbgKdul08k4qsZZqBoLZ1VzPXsH5mhub6CNR31RbvPYvPr4/ObhzfwxbUBzt4a5sXdxTtp\n0Evr+W9+fQOA77y22VNxLVUpxuw12zY0cOraAHf6xnlxe6vb4fiKHp+rz/XE2jRNA/i/gSuWZf3j\nh771U+D7wI/yf/7kET/+JYODwa3yOCmRiGstHVTM9ZyanWd0MsXuTY2+/Tf08+NzTUMF8coyfnO6\nm3cOrivKoSheWs+p2Xk+PttDc30F7fXlnolrqby0lqWsoTIKQFfvBBu0V8Qxenw650lvULzQCnIY\n+M+A103TPJv/75vAD4G3TdO8DryR/1xEnqAnv+GnQxNBSlIkHOKl7S1Mzc5z6faI2+EU3fFL/cwv\nZHltbwchQ5sWg6qzOff81dU34XIkIsvnesXasqxPeXyC/1YxYxEpdb0atVfyDu1s5f1T3Ry/1Mfe\nLcEZNWfbNr8520MkbHB4ly7/B1ljTTkVsTBdfeNuhyKybF6oWIuIQzRqr/Sta4nT3lTFuZvDTM/N\nux1O0Vj3xugfmeHAtmbi+VYACabc0ebV9AxMMb+QcTsckWVRYi3iI71D0xhAW6MS61JlGAYHd7Sw\nkMnyxbXgHHH+4dkeAF7bW7xNm+Jdnc3VZG3oHZpxOxSRZVFiLeITtm3TPThNoq6CWFnY7XBkBQ7u\naMUATlwKxmEx49NpzlwfpCNRxZbOWrfDEQ8oHG1+X0ebS4lRYi3iE+PTaaZm5xePBJbS1VBTzrZ1\n9dzoHmdg1P8Vu08v9JLJ2ry2twNDmxaFh4421wmMUmKUWIv4ROEFqFP91b5waGduA9+Jy8mn/M3S\nlrVtPj7fSzQS4uAObVqUnMJkI1WspdQosRbxie6B3MbFzoQq1n6wf2uCaFmIEz4/4vza3VEGx+Z4\nYVszleWuD6oSj6iIRWhtrOS+jjaXEqPEWsQnCpWdNWoF8YWKWIT9WxMMjM1yq8e/83w/Pt8LwKva\ntChfsb6thqnZeSam026HIrJkSqxFfKJncIpoJESirsLtUMQhhXaQ45f9uYlxYibNaWuQ9qYqNnXU\nuB2OeMz6ttxG1vvqs5YSosRaxAcWMll6h6fpSFQRCmnzl19sX9dAbXWUL64mmV/Iuh2O445f7CeT\ntXllT7s2LcrXbGjPvdlSn7WUEiXWIj6QHJ1lIWPTof5qXwmFDA5ub2V6boELt4bcDsdRdn7TYiRs\nLFbmRR62Pp9YdyuxlhKixFrEBwovPGuUWPvOYjuIz2Za3+gez520aDZTXVHmdjjiQa0NVUTLQtzP\nb8wWKQVKrEV8YHHUnjYu+k5nczVrmqu5cGuYyRn/bOL66FzupMVX9rS7HIl4VSiUO9q8b3iahYz/\nWqHEn5RYi/hAoWKtGdb+dGhnK5mszedX/XHE+fTcPKesQVrqKzDX1rkdjnhYZ6KaTNamb9j/ByWJ\nPyixFvGB7sEpaqujxCujbociq+Cl7S0Yhn/aQU5c6md+Icsre7VpUZ5sXUvuKty95KTLkYgsjRJr\nkRI3M7fA8ERKB8P4WF11jB0bGrjTN0HfcGn3mxY2LYZDBod3trkdjnjc2tY4AHf7lVhLaVBiLVLi\n7g/kXnC0cdHfDu0oHHFe2lXr270TdA9Os29LEzVVusIiT7YmUU3IMLirirWUCCXWIiXuXr6/em2L\nEms/27c1QSwa5sSlJNkSPuL5o/xJi6/s1aZFebpoWZi2xkruDUyV9ONegkOJtUiJK/Qerm2JuxyJ\nrKZYWZgXzGaGJ+a4cX/M7XCeyWxqgc+vJmmqLWf7+ga3w5ESsbYlTiqdYWB01u1QRJ5KibVIibuX\nzB1l3tpQ6XYossoO5mdaHyvRTYwnryRJz2c5uqedkDYtyhKtU5+1lBAl1iIlbCGTpXdoms7mah1l\nHgDm2joaamKcujZAej7jdjjL9tG5XkKGwZFd2rQoS1eYDKI+aykFSqxFSljP4DSZrK02kIAIGQYH\nd7Qyl85w9kZpHXF+t3+Su8lJ9mxupD4eczscKSGF5zdVrKUUKLEWKWEP+qu1cTEoDpbodJDFTYs6\naVGWqSIWobm+gnvJSWxtYBSPU2ItUsIWJ4I0q2IdFO1NVWxoi3Pp9gjj06VxxHkqneGzy/3Ux2Ps\n2tjodjhSgta1xJmeW2B4Ys7tUESeSIm1SAm7l5wkZBg6yjxgDu5oJWvbnLySdDuUJfn8apK5dIaj\nu9u0F0CeyYMNjFMuRyLyZEqsRUpU1ra5NzBFW2Ml0bKw2+FIEb24vYVwyOD4pT63Q1mSj8/3YgBH\nd6sNRJ7NukKftTYwiscpsRYpUYNjs6TSGdaovzpwaiqj7NrYyL3kFN2D3q7gdQ9Ocat3gp0bG2ms\nLXc7HClRhX0k95RYi8cpsRYpUfeS6q8OskP5mdYnPD7T+uNz2rQoKxevjNJQE1PFWjxPibVIiSpU\nbtapYh1IezY3UhmLcOJyP9msNyclzC9kOHG5n5qqKHs2a9OirMy6ljjjU2nGplJuhyLyWEqsRUpU\noXKzRjOsA6ksEuaF55oZm0pz9d6o2+E80tkbQ0zPLXB4ZyuRsF5uZGUKfdZqBxEv0zOdSIm6n5yi\nsSZGdUWZ26GISwrtIMcverMd5JP87Ooju3XSoqycDoqRUqDEWqQEjU+lGJ9O68TFgNvcUUuirpwz\n1weZSy+4Hc6XDI3PcqVrlM2dtbQ1ahykrNziyL2ktzfsSrApsRYpQYUXljXN6q8OMiN/xHlqPsOZ\n64Nuh/Mln17owwaOqlotDqmrjlJTWaZWEPE0JdYiJej+QGHjoirWQXew0A7ioekgWdvm2MU+YtEw\nL2xrdjsc8QnDMFjbGmdofI6p2Xm3wxF5JCXWIiWoULFWK4i01FeyuaOWq12jjE56Y1rC1a5RhidS\nvLitmfJoxO1wxEe0gVG8zvVnPNM0/wXwbWDAsqxd+a81AD8G1gFdwPcsyxpzLUgRj7mXnKSqPEJD\nTcztUMQDDu1s5WbPOJ9d7udbL69zOxw+uZDbtHhUs6vFYQ+fwLh9fYPL0Yh8nRcq1v8S+OZXvvYD\n4D3LsrYCv85/LiLAbGqBgdFZ1rbEMQzD7XDEA154rplI2OD4pX5s292Z1lOz85y5PkhbYyWb2mtc\njUX8Z21roWKtDYziTa4n1pZlfQJ8dQj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ILZRYi4iIXzxej0asRURqoZ5RRET84va6sVr19iEicir1jCIi4hePx4NNpSAi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\nWJvZHSd47evA1wewOSLSS25hBnFxIeprB8/VjUgkQl11Eyt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ItEE9o4iIRCUQCqgMRESkDeoZRUQkKoFQUIvDiIi0QYm1iIhEJRgKasRaRKQN\n6hlFRCQqgVAAm01vHyIiR1LPKCIiUQkGg9hVCiIichQl1iIiEpWASkFERNqknlFERKISDAU03Z6I\nSBvUM4qISFQ0K4iISNuUWIuISFRUCiIi0jb1jCIiEpWgFogREWmTekYREYlKUKUgIiJtUmItIiJR\nCYSC2DWPtYjIUdQziojICQuFQpERa719iIgcST2jiIicsGAoCKBSEBGRNiixFhGRExaIJNa6eFFE\n5GjqGUVE5IQFQwFAibWISFvUM4qIyAk7PGKtUhARkSMpsRYRkRN2uMZabx8iIkdSzygiIicsECkF\nUWItInI09YwiInLCAsFIKYhNpSAiIkdSYi0iIidMpSAiIu1zdNYLmab5HPB1oMiyrFGRbRnAK0B/\nIA+40rKsishj9wHfAQLAHZZlLeystoqISNsCmhVERKRdndkzPg/MO2LbvcAiy7LOBD6M3Mc0zeHA\nVcDwyDFPmKapXlxEJM6CmhVERKRdnZasWpb1GVB+xOZLgBcit18ALovcvhR4ybKsRsuy8oAdwOTO\naKeIiLQvoFIQEZF2xbtnzLEs62Dk9kEgJ3K7F7C/xX77gd6d2TARETna4QViNGItInKkeCfWzSzL\nCgGhY+xyrMdERKQTaMRaRKR9nXbxYjsOmqaZa1lWoWmaPYGiyPYDQN8W+/WJbDumrCxPBzTx9KRY\nxpbiGVuKZ2xFE8/ikAsAjztRv4c2KCaxpXjGluLZ8eKdWC8AbgR+G/n/jRbbXzRN8xHCJSBDgFXH\ne7LiYl8HNfP0kpXlUSxjSPGMLcUztqKNZ1l5NQB1tQH9Ho6gczO2FM/YUjxj51gfUDpzur2XgLOB\nHqZp7gMeAB4CXjVN82Yi0+0BWJa11TTNV4GtQBPw/UipiIiIxNHhWUFUCiIicqROS6wty7qmnYfO\na2f/B4EHO65FIiISLS1pLiLSPvWMIiJywgKax1pEpF1KrEVE5IRpSXMRkfbF++JFEWlDKBSitqku\n3s3okvwNdmoaa+PdjFNGtPE8dF5qxFpE5GhKrEW6oDdWv8iXX6xif7aTgMOId3NEjmK3acRaup7K\nA8V8uXQLe/dUEgzCZXdegMPljHez5DSixFqkCxq6bA8jNlfSlGCnrH8GxWdkUdo/k4BLf7JOl4OG\n+qZ4N+OUcTLxdNmdjMgc2kEtEolOWV4B1pIt5O2voQJvZGsq6aEqDH0AlE6md2mRLuiM62+n4uPF\nVK9bQ/a5AMkyAAAgAElEQVSOg2TvKMZwOEgePgL3+Im4x47D7nbHu5lxoblYY0vxlO6o+Mv9WMu2\nsSe/jirDAzgg5CbTqKRf3xTOmDKUHmf0iXcz5TSkxFqkC0rIzCTr8ivo8c1v0ZB/gOp1a6letwb/\n5xvxf76RgzYbycOG45k0Bff48diTU+LdZBGRDlX8xV62L91GXmET1UYKkICBnSyjggEDvJhnjcLT\nMyvezZTTnBJrkS7MMAxcvfvg6t2HzIsvpeHgQarXrcW3djU1WzZTs2UzRX97geQRI/FMmox77Dhs\niUnxbraISEyUfrmXbUu2sqegkSqbB3BhCznIsZczaFA6Q84eS0pWRrybKdJMibVIN+LMySHjggvJ\nuOBCGoqKqF6zCt/qlfg3bsC/cQNGQgIpo0bjmTSFlNFjsLlc8W6yiEhUKvYUsu2Tz9lzoI5ywwsk\nYhhOsm2VDD4jDXP2RJIyUuPdTJE2KbEW6aac2dlkXHgRGRdeRENBPr7Vq/CtXhUpG1mL4XTiHjsO\nz6TJJI8chS1BV8aLSNdUVVDC9o83sjuvmjIjFXACDnrYqhg8OB1zzjhSlExLN6DEWuQU4OzZi8xL\nLiPj4ktpOLC/Ocn2rVqJb9VKbElJpESS7JThIzEc+tMXkfjyl1Sy/aP17NpVSUnQA4Yd8JJBFYMG\neZn+zZk0OjQgIN2L3l1FTiGGYeDq0xdXn75kXvZN6vfuiSTZK/EtX4Zv+TJsySm4x4/HO2UaSeZQ\nTUclIp2mtrIa66MN7PyyjOImNyHDBqSSRhUD+6YwbPZoUnuHL0BM04w10g0psRY5RRmGQWL/AST2\nH0CPy6+gbvcufKtWUr12NVVLPqNqyWfYU9PwTJ6Cd8pUXP0HYBhajEZEYqu+ppYvPt7Ijq1FHGxM\nIRQZmfaGqhjYK5GhZ40gY2DveDdTJCaUWIucBgzDIGnQYJIGDSbryqup3fElvpXL8a1ZTcWi96lY\n9D4JOTl4Jk/FO2UaztzceDdZRLqxQEMjO5ds5IvP88mvSSJgSwC8uIM+BuQ6GDpjGFlDB8S7mSIx\np8Ra5DRj2Gwkn2mSfKZJ9jXX4d+yGd/KFVRvWEfZW29S9tabuPoPwDtlKp7JU3Ckpce7ySLSDQQD\nAfau2oq1Zjf7qpw02hMBL0khP/3TGxg67UxyR52hb8bklKbEWuQ0ZjgcuMeMxT1mLMG6Oqo3rMO3\ncgX+LZsp3pNH8WuvkGQOxTtlKu7xE7GnaCEaEWmtcNNOti3bzp4SqLWnAF4SjDoGu6sxJw2k78RZ\n2Oz2eDdTpFMosRYRAGyJiXinTsc7dTpNviqq16yhauVyardvo3b7Nor+/leSR43GO2UqKaPHYnPq\nan2R01X53gK2frSJ3Qfq8dk8QAp2o5G+iT7McX0YNGMWdoeSaTn9KLEWkaM4PF7S5pxD2pxzaCwp\nxrdqJVUrV+Bfvw7/+nXYEhNxj5uAZ8pUkocNx9BolMgpz19SybbF69m5q4oyvIATw7CT66hkyLBs\nhsyZgitZK7/K6U2JtYgcU0KPrOaFaOr374sk2cupWr6UquVLsXu8eCZNxjNlKomDBqt+UuQUUl9T\nyxcfbeDLrcUUHZoeL+Qh06hk0OBUhp0zkZRMLdwicogSaxE5YS3nyK7buZOqVcupXr2aisUfULH4\nAxKyc/BOC5eTJGRlxbu5InISAk0B8pZvYtvafeTXJDbP6BGeHs/F8NljSOuvmYNE2qLEWkSiZths\nJA0ZQtKQIWRfdS3+rVvwrVxO9fp1lL75OqVvvk7SkDPxTJuOZ+Ik7Mm66FGkqyvctJOtS7eTV2qj\n3p4EeJpn9Bg+Yyg5IwfHu4kiXZ4SaxH5SgyHA/foMbhHjyFQW0v12jVUrVgWvujxyy8ofvFvpIwd\nj3fadFJGaDl1ka6kKr+IrR+sZ+f+eqpsXiAFh9HAgKQqhk7sT/+pmtFDJBp6hxORmLEnJZE6cxap\nM2fRWFqKb+VyqpYtpXrNKqrXrMLu8YQXoZk2A1f//qrHFomDBn8N2z9cx5fbSygOeAkZLgwjgRx7\nFWeOyOLMOVNxJiXGu5ki3ZISaxHpEAmZmWRceBHpF3yd+j15VC1bim/VSio+XETFh4tw9uyFd9p0\nPFOnkZCRGe/mipzSgsEge1ZsYdvq3RzwJ9JkcwJppOJj8AA3I84djzsrLd7NFOn2lFiLSIcyDIPE\nAQNJHDCQrCuvxr95E1XLl+LfuIGSf/2Dktf/GV6EZtoMPBMmYkvUSJlIrJTs3M/mjzazuyhInS0Z\n8JIYquWMjBpGnDWcbC0rLhJTSqxFpNMYDgfuseNwjx1HwO/Ht2Y1vkP12Nu3UfTiX/FMmkzqjFkk\nnjFEpSIiJ6Gu0seWRev4ckcV5XiAROw00s9VydAJ/Rk4Q3XTIh1FibWIxIU9JYW0s2eTdvZsGoqL\nqFq2lKplS6ha8hlVSz4jISeH1Bmz8E6fgSMtPd7NFenSgoEAu5duYtvavRyoTSZoc0DITZZRwZAz\n0xk6dxoujzvezRQ55SmxFpG4c2Zl0+PSb5B58aXUWtupXPIZ1evWNJeKpIwchXfGLFLGjI13U0W6\nlNKd+9m8+HN2F4WotacAXpJDfgZlNzFyzmjSB/aKdxNFTitKrEWkyzBsNpKHDSd52HACNdfhW72K\nqiWf4d/0Of5Nn2Nzu/HPORvn+Cm4+vaLd3NF4qLeX8v2RWv4YnsZJSEvGMnYjUb6JfkYNqk/A6ae\nhc1mi3czRU5LXSKxNk0zD6gCAkCjZVmTTdPMAF4B+gN5wJWWZVXEq40i0rnsySmknT2HtLPnUH/g\nAFVLP6Nq+VIK3nob3nobV7/+pM6chWfyVOxufcUtp7ZgMMj+dV+wZfmX7Pe5IrN6pJJhVHGmmc7w\n8ybj8iTHu5kip70ukVgDIWC2ZVllLbbdCyyyLOt3pmn+JHL/3ri0TkTiytW7N1lXXk2Pb34L+94v\n2ffOQvyfb6Toxb9R/OrLuMeNxztjFsnDR2BopE5OIf7icj5fuI4de+qotqUAHlyRWT1GzhlF1pC+\n8W6iiLTQVRJrgCMv/78EODty+wXgY5RYi5zWDIeDzCmTCQ4aRlNlBVUrllO15DN8q1fhW70KR0Ym\nqbPOwjtjFgkZGfFurshJCQYC7FryOVvX7iW/3k3IsGMYifRyVDBsXG8GnzUTe0JXevsWkUO6yl9m\nCPjANM0A8JRlWc8AOZZlHYw8fhDIiVvrRKTLcaSmkfG1C0g/fx51u3dRteRTqlaupPTN1yld8AYp\no8eQetZsUkaN1ii2dAuV+wvZtHADOwoCkQsRU0kJVTOkt5NRX5uAO0cLKYl0dV0lsZ5hWVaBaZpZ\nwCLTNLe3fNCyrJBpmqE4tU1EujDDMEgaNJikQYPJuvJqqlatpPLTT/Bv3IB/4wYc6Rl4Z84iddZZ\nWuFRupxAU4AdH69j6/oDHGzyEjISsRlN9EusYsSUQfSbogsRRboTIxTqWvmqaZo/B6qBWwnXXRea\nptkT+MiyrKHHOLRr/SAiElfVu3ZxcOEHFH/8KYHaWrDZSB8/jpzz55IxcTyGFsiQOCrenc/yf61g\n+/7GyIqI4KWaUcPSmfKN6bgzvXFuoYgcQ7url8U9sTZNMxmwW5blM00zBVgI/BI4Dyi1LOu3pmne\nC6RZlnWsGutQcbGvE1p86svK8qBYxo7iGVvRxjNYV4dvzSoqP/2Yul27ALCnpZE686zwKHZmj45q\nareg8zN2jhfLQFOALz5ez7b1+RxscoNhwx5spK+7jpGzTPqM1WqjLencjC3FM3aysjzt/qF2hVKQ\nHOB10zQh3J6/W5a10DTNNcCrpmneTGS6vfg1UUS6K1tiYjiJnnkW9fv2UvHpJ/hWLKPs3wsoe/st\nkkeMIu3s2aSMGatabOkQVfklbHx/LTsKgtTZkgAvqaEqzMFeRsybRqJX00WKnCriPmIdQxqxjhF9\nqo0txTO2YhHPYH19ZBT7E+p27gAIzyhy9mxSZ56FIzU1Fk3tFnR+xk7LWAYDAfKWbWLTqj0UNHgI\nRUan+6XUMHqWSc9xpkanj0PnZmwpnrHT1UesRUQ6lc3lInXGLFJnzKJ+/z4qPv6IquXLKH39n5Qu\neAPPhEmkzTmHxDP01bxEp7a0go3vruKLPQ347W4gFU/IhzkgmZEXTCUpzRPvJopIB1JiLSKnNVef\nvuRcdwM9Lr8C3/KlVHy8GN+qFfhWrcDZpy9pc87BO2UatsTEeDdVurADGywWLvmS3VWJBG1ODJud\nPq4qRk0bRL/JmtlD5HShxFpEBLAnJZF2znmkzjmXWms7FR8vpnr9Oor++gIl/3gV77QZpM4+B1ev\nXvFuqnQRjXUNbHl/Fdu2llFheAE3idQwpGeIsRdMxJ2dHu8mikgnU2ItItKCYRgkDx1G8tBhNFWU\nU/npJ1R8+jEViz+gYvEHJA0dRtrsc3CPHYfhUBd6Oirbe5AN761jV4mNRpsL8JBtq2TyrIH0mjQL\nu0NTOYqcrvSuICLSDkdaOpmXXEbGhRdRvXE9FR8tpnb7Nmq3b8Oelkba2XNIPXsODq/mHD7VBYNB\ndi/bxKaVeyhocIORREKoDjO1mjFzx5B5Rl9dHCYiSqxFRI7HcDjwTJiEZ8Ik6vPzqfx4MVXLl1L6\n5uuUvf0WnslTSDvvfBL79Y93UyXG6n1+Nr+7im07qvHZPIAXb6iK4UO8jLjgbJwpSfFuooh0IUqs\nRUSi4OrVi+xrr6PHNy+nctlSKj5cRNWypVQtW0rSkDNJO28u7rFa2bG7K9t1gPXvrWN3hZNGmwvD\nSKF3QiVjZgymry5GFJF2KLEWETkJtsQk0s85j7TZ5+DfvImKDxdRs2UztV9+gSMjk7Q555I66yzs\nbi3+0V0Eg0Hylm3i8+W7KWjyguEhgXqG9ahj3LzxpPbJjncTRaSLU2ItIvIVGDYb7tFjcI8eQ31+\nPhWLP6Bq2RJK/vkqpW+9gXfadNLOnYurV+94N1Xa0VBTx+Z3V7HVqoyUe6ThxcfwoemMnDedhERn\nvJsoIt2EEmsRkRhx9eoVnhP7G5dTueRTKhZ/QOUnH1P5ycckDx9B2rlzSRk1Oi5LpweDIRqaAjQ2\nBVv9K69toqjYR2MgSGNjkMZAkGAoRCgIwVAofDsUPj4YChEMhu8bBthsBoZhYDPAZhjYbAY2w2h+\nzGG3keCw4XTYcDhsJNhtOBPsJES2JzhsuBLs2GzxWYSnMr+E9e+sYUeR0Vzu0SuhkjEzz6DfJJV7\niEj0lFiLiMSYPSWFjK9dQPrcr1G9YT0VHyykZusWarZuISE7h7Tz5pI6YxY2l+uEnzMYClFb30R1\nbWP4X034f39tI9V1TdTWN1FX30RtQyB8uyFAXUN4e21DgPqGQAf+xF+NM8FGktNBostBktNOotNO\nkstBotNBkit8OyUxAXfS4X8pSY7w/4kJUSfm+Ru/ZN1H29lfm0zISCQhVI+Z5mfcBeNJ79+zg35K\nETkdKLEWEekghs2GZ/wEPOMnULd3DxWLP8C3YjnFL/6N0jdeJ/Xs2SRMP5tqezKV/gYqquup9DdQ\nWd1Apb+eiuoGqvwN4QS6rpFQ6MRfO8FhCyeoTgfeFCeJTgeJzshocUJk9Nhhx+tNpLGhCWdkBNlh\nt0VGnomMPhvYbEePSIdCLUa0D41uB0OEODy63dQUHgFvbArS0DxKfnjUvKEpSENjgNqGQPhDQX0T\n5VV1NDQFTzzGQHJiOMn2pjhJTXGS6naR5naSmuIi1R3e5k1yULDiczatL6Q0lAp4SAlWM+KMZEZ9\nfRZOd3K0v14RkaMosRYR6QDBUIgqfwOlVXWUVtZRVmVQ2nsW1WeNIGvHWgbnbyL47tsE3n2XrZ4B\nrE4bTpEro9VzGEBKUgKe5ARyM5NxHxq1TW4xcpuYgDvJQZLr8L9Epx2H/cTKGLri3MtNgWB4xL3F\nCPyhkXr/oRH72tYj9tU1DRRV1B714cMZbGRUXSlJCR7qEzxAKikNpZDqwjAHU5SWzPq9PjJTG8n0\nJpKa4oxbaYqIdH9KrEVETkIwFKK8qp6i8hpKKuvCCXRzEl1Pma+OpkDbQ8yOpOFkjBzFaP9uhuZv\nZJRvF6N8u6jvO5jQ1Nl4Ro8mzZ2IJznhhBPkU4nDbsOdZMOdlBDVcYFgEF9NI5XVDRTvLSR/6RaK\nahJpTO5FQyiAu7GY/KQUNjgyaawNwoaCo57DbjNI97jI9CaS4U0kMzWRTK+LHqlJZKcnkeF1YVft\ntYi0Q4m1iEg7mgJBSirrKCqvpai8hqKKWorKaymuCP9rL3FOTXHSN9tDptfVIjlLjCRrLtxJCRiG\nAZxFKBjEv/lzyhe+D9u3wb6dGEt7YZv7NWxTp4FdM1KcKLvNRt2eA2z+YDP7alIIGWkkGOHp8sZf\nNAlvbiYAoVCImvqm5g9Bhz4UlbX4cPTFvgra+u3abQY9UhPJSk8iJy2ZrPRwwp2dlkRqmspJRE53\nRiiaor2uLdTVvs7srrriV8PdmeIZW7GOZygUotxXT0FpDYVlNRSU+iksq6GovJbSqro265pTEh3h\nZCo9may0JLLSEunhTSQjNZEMj4sEx8ktDlO3J4/yhe/jW7MKAgHsHi9p55xL2uxzsHs8X/Enbdup\ncH4Gg0F2LtnExhV7KA6Gl5dPDlYzfHAKoy+aiuskVkdsCgQp99VTGvk24tCHqaLyWooqavHVNB51\njGFAusdFdloSuZkp9MxIpmdmMrmZyWR4E7EZKjGJxqlwbnYlimfsZGV52v1jVmItR9EfX2wpnrF1\nsvFsaAxwsLz2cPJcWtOcTNc3Hj1jRqrbSU5aUmREMpnstMjIZHoSKYnRlShEq7GsLDJV30cEa2sx\nEhLwTp9B+vnzcObkxvS1uvP5GWhsYut7K9m4uRyfEV6IJ4NKRo/LxTxvIrYOXP2ytr6pOckuKg9/\nEKvwN7K/yEe5r/6o/Z0OG7kZ4SS7Z2ZKOOHOSCYnIxlXglbpbEt3Pje7IsUzdpRYS1T0xxdbimds\nHS+eTYEghWU17C+u5kCxP/yvpJqSirqjvtp32MPJTs/MwyOLPTNSyM1IxuWMf7ITrKulcslnlH+w\nkKaSEjAM3OMnkDHvQhIHDorJa3TH87OhuoaNC5azZXcdtfYUCAXpnVDF+Nln0mfi8Li161AsD32I\na/4A1+KbkIbGo2c86ZGaSO8eKfTOctM7K4U+WW5yM5JJcJzetdzd8dzsyhTP2DlWYq0aaxHploKh\nECUVtRwo9oeT6JJwEl1YVkMg2DqFdiclMKRvWjiBzkgOf02fmUymN7FLzwBhS0wi/bzzSZtzLtXr\n1lL23jtUr11D9do1JJlDybjgQpJHjIrUa5/6aopKWbdgBdZBOw32RGy2RAam+Jg4byw9hvSNd/Oa\nORPs9M120ze79XL2hy54LSjzh78tKQ0n3PmlNWzcWcrGnaXN+9oMg5yMJHpnuekTSbr7ZKWQlZbU\npc9ZkdOdEmsR6fKqaxvZV1TNvoM+in317NxXQX6p/6jRP5fTzoBcD72zUujdIzz61zvLjTc5oVsn\nn4bdjmfSZNwTJ1G7fRtl771DzZbNHLC24+rbl/R5F+KZOBmjA0sf4ql8517WvrOOXb5kArYUHEYj\nQ3vUMfGiyXhyM47/BF2EzTDCF7KmJjJyYGarx6pqGsgv9kc+IFazP/JNS0FpDWta7JfgsNErM6V5\nZLtvjpt+2W48ybrIVaQrUCmIHEVfF8WW4nniQqEQpZV17C2qZu9BH3sPVrOvyEdpVeuaVYfdoGck\nuejdYjTvdLpArG7vHsrfewff6lUQCuHIzCT9/HmkzjwrqhUdu/L5eXDjdtYu2sy+hnSCNjvOYD3D\nBjgZd/EUkjxdbwaOjrqw9lCSvb8o/H9+SQ1NgdYfKtM9Lvplu+mb46F/Tvj/rNTEbv2Bsiufm92R\n4hk7qrGWqOiPL7YUz7Y1BYLkl/jZV1TNnoM+9h2sZm9RNbX1Ta32S01xRkblPPTLcTPazCGBoOYS\njmgoLqJ84ftULfmUUGMjNreb9HPOI23OuSc0k0hXOz9DoRD7lq1n/We7yA9lgGEjOVTLqBFpjJo3\niQRn1/2itbNiGQyGKKqoZV/kA+ih/yuqG1rtl+Sy0zfbE0m4w39DvbNSus3c6F3t3OzuFM/YUWIt\nUdEfX2wpnlDfEGBvkY+8Ql84ETgYroluWQttADkZyfTLcdMvJ5IMZLtJdbcefVU829bkq6Ji8YdU\nLP6AoN+P4XSSOvMs0s//Ggk9sto9rqvEM9jUxM4PV7JhbSEltnCZhNeoYdykXphnj8beDZLBeMey\nyt/A3qLDH1L3HvRRWFrT6qJdu82gV4+U5tHtAbnhD6yJXfADS7zjeapRPGNHibVERX98sXW6xbO+\nMcC+omryCqrYUxhOpvNL/a3mg3Y6bPTJdje/uffLdtMny31CM3GcbvGMVrCujsoln1K+8H2aykrB\nZsMzaTIZ8y7E1bffUfvHO56Bhnq2/Xspn2+tpNKRDkAPh58JZw1m4CSzW5UyxDuWbalvCLC/pDpc\nVnXQx96iavYXVdPQdLiUxAB69khhQG440R7Q00vfbHfcpwHsivHszhTP2NGsICLSIRqbAuwtqg4n\n0AU+8gqryC+pIdgii3Y57Qzpk8aAXA/9cz30z/GQk5GkUo4OYktMDM8kMvscfKtXUfbeO/hWrsC3\ncgXJI0eRMe9CksyhcU9YG3zVbFqwlC276/E7vOBIp1diDRPmDqfPiAFxbdupxOW0M7hXKoN7pTZv\nCwZDFJbVsPdg+INvXqGPPQd95Jf4Wba5EAhfaNmrRzIDcr30z/UwoGf4A/DJLn4kcrpQYi0iJ6Sx\nKcj+4urwG3FkNPrIcg5ngo3BvcNvxANzvQzo6SEnPVnTg8WB4XDgnTYdz9Rp+Dd9Tvl771CzeRM1\nmzeROHAQ6Rd8HffYcZ3ertqSUta/sZzthTbqHckY9gQGeGuZeOE4sgbEdvEbaZstUg7Sq0cKU0eE\nY34o2d5T6GN3YVVz2db+Yj9LNhUA4TKS3j1SIom2lwG5HvpkuU/7+bZFWlIpiBxFXxfFVneMZzAY\nIr/Uz+78KnYVVJFX4GN/cXXrJNpho2+OmwG53uavkHtmpnR4Et0d49lV1O7aSfm771C9YR2EQjh7\n9qL/ld+EYWMxHB07zlK1N5+1b61iZ0USjXYX9mATg7NDTLx4Iqk56R362p3lVDs3g8EQBaX+yIfp\n8DdSe4uqaWxRRmK3GfTJcjOwp4eBPb0M6uWNWT9wqsUz3hTP2FGNtURFf3yx1R3iWVZVx+6CKnbl\nV7G7oIrdhT7qGw4v853gsNE3291czjEw10vPHslxKefoDvHs6hoK8il79x2qVi6HQABHRibpX4t+\nqr4TUbp9F2ve3UBerYegLYGEYAND+zkYf/EUklNTYvpa8XY6nJuBYJD8khryCqqay0j2FfloChzO\nJRIj88kP7OVlUM9UBvXyku6J/rw6HeLZmRTP2FFiLVHRH19sdbV41tY3kVcQHok+lEi3nKbLAHr1\nSGkefRrY09ulpujqavHszhpLS6n77EMKF35AqKEBu8dD2rlzSTvnXOzJJ5/0hkIhCtZuYe1iiwOB\ndEKGjcRQHSPOdDP2wsk4k07NxUxO13OzKRAuE9udH+5TdhVUUVBa02qfdI+LgT29DOzpYVCvVAbk\nekhyHftbktM1nh1F8YydbptYm6Y5D/gjYAf+ZFnWb4+xuxLrGNEfX2zFM55NgSAHiv2RJLqS3QU+\nCkr8rabfSnM7GdQrNao3vHjS+RlbWVkeCnYdoOLDRVQs/pBgTQ22xERSZ59D+nnn40hLO+HnCgWD\n5H26lvXL93LQCE+Z56aGMWOyGD53PI5T/MI3nZuH1dQ1kVdY1fxN2K78Kir90X2AVzxjS/GMnW6Z\nWJumaQcs4DzgALAauMayrG3tHKLEOkb0xxdbnRXPUChEcWVd86jR7oIq9hz0taqHdDntDGz+itbL\noF6pJ/UVbTzp/IytlvEM1NZS+clHlC96n0BlZfgCyBkzSZ93Ic6s7HafI9jYiPX+Cj7fWEyZPbzE\neLrNz7ipfTlz1qi4z0DSWXRutu/QKpKH+qZd+eFSkvrGwyVnToeNfrmeSN/kZcKIntgCgdPm/Olo\nOj9jp7tOtzcZ2GFZVh6AaZovA5cC7SXWIqeV6trGVnXRu/KrqK5tbH7cZhj0yUppHg0a2MtLr064\nuFC6L3tSEhnzLiTt3POoWraU8vfeofKTj6n89BM8k6aQccHXcfXt27x/U20dm99awuYv/PgcqWDP\nIMfpZ8LsM+k37gwlRNLMMAwyvIlkeBOZODT8IS0YDJFf4m9VlrbzQCU79leGD3pzC57khOZR7UGR\nfiwlMeGYr3Xom7oQIQbkejv6RxNppSsn1r2BfS3u7wemxKktIp3q4w0HWGsVhy8WzPHgctoxDCgo\nrWmeqaOovLbVMT1SExnWP705ke6f64n7Ag/SPdkSnKSdPYfUmWfhW7OasnffxrdqBb5VK0gZPYbk\nabPYvm4fVnECtQ432D30Ta5h4tdGkWv2Pf4LiBCe9q9Ptps+2e7/v707D4/rru89/pZkSd53SZYl\n75a+trwgZ7PTQlhyaYCypUChhaaBtEACgZS1CdBSSEPTsBduemkS+gAlBS69DUvCduklUJw4TrzI\ntvS1vMuyNsuKLC+ylpn7x+/ITBTZluwjzYz8eT1PnkczZ47z0+cZnfnOOb/z/XHdC+YDYUGbgy1d\n7DtynMZjp6jbf4zte9vZvrf97H4lsyeztHQ6y8pCB5K+/gQnu3s52Bz2O9jcRU9fgtycHO7/4HXq\nvS1jKpML68ycoyIyBp7tOsPO/cfYuf/YkNsnF05g1ZLZz5mfOGPK+LwhTNInJy+P6es3MO2a9Zys\n2UbLoz9hZ0OCQ8fb6J0wi9y8fpbN7OaqV1/J7PJzL5suMlyFBXlULphJ5YKZZ6cudJ44w/6mLvY1\ndTixNe0AABw4SURBVJ49s71xZzMbdzY/b/+cHCgvmsqy+dNZu2yuimoZc5k8x3oD8El3f0X0+E4g\ncZ4bGDPzFxG5SCdO91J/qIODzV309vXT15+kZPZkbNGsMekXLTKg63g3Tz6+j82/PUjPmT7ycxOs\nqZzGdW9cz/RZ46tlnmS+RCLJ4dYudh/qoLn9FIUFeUwqnMCi0uksL5+Z0Tdfy7iRlTcvTiDcvHg9\ncATYhG5eHBO6wSFeyjNeyjNe58uzs+MUW59soK6mmUR/kslTClh7dTlV1fMpnKjiZTC9N+OlPOOl\nPOOTlTcvunufmb0X+Cmh3d6D5ymqRUQkJm3NXWx54hD7vI1kEqbPnMi6DQupXF0y7lvmiYhciowt\nrAHc/THgsXSPQ0RkvEsmkxw59CxbnjhEw/4OAOaWTGXdhoUstSJNPRIRGYaMLqxFRGR0JRNJ9nkb\nW544RGtTuEw8f+FMrrh2IeWLZ6llnojICKiwFhG5DPX3J6jf2cL2pw7T3nYSgCWVc1m3YSEl89X7\nV0TkYqiwFhG5jPT29LFraxPbnmrgZFcPuXk5rFgzj+oNC5g1Rx0+REQuhQprEZHLwKmTPex4upEd\nzzRypruPCfm5rL26nJfesIKevr50D09EZFxQYS0iMo51dpxm26bQMq+/L8HESflc/cLFrL6yjImT\n8pkxa5JacImIxESFtYjIODS4Zd60GROpvmYBtnYe+VrqXkRkVKiwFhEZJ5LJJIcPdLD1yQYOH4ha\n5hVPpXrDApatKCI3NzfNIxQRGd9UWIuIZLlEIsHeuja2PtnA0ZYTAJQtmsm6DWqZJyIyllRYi4hk\nqd7efrymmW2bGjj+bDc5ObBsRRHV6xdQXKqWeSIiY02FtYhIluk+3cuOZxqp2dxI9+le8vJyqFo3\nn+prypkxa3K6hycictlSYS0ikiW6OrvZ9lQDtdua6OtNUFA4gSuuXciaq8qZPKUg3cMTEbnsqbAW\nEclwR1tOsG1TA3tqW0kkkkyZVsg1Lypn5QtKKSjUYVxEJFPoiCwikoGSySSH9h1j26YGGg8+C8Cs\nuZOpXr+Qiqpi8vLU4UNEJNOosBYRySB9ff3U72xl21MNdBw9BcD8hTOpvmYBC5fNVocPEZEMpsJa\nRCQDnD7Vw84tR9jxdCOnT/WSm5tD5aoS1l5dTtG8aekenoiIDIMKaxGRNOpoP8X2pxrwHS309yUo\nKMyjev0C1lxZxtTpE9M9PBERGQEV1iIiYyyZTNLU0MnWTQ0c3NMOhCXH115Vzoq183RDoohIltLR\nW0RkjPT3J9jnbWzb1EBbc1ghsXj+NKqvWcCSyrlaclxEJMupsBYRGWWnT/Wwa2sTO59p5OSJHgCW\nVM6l+poFzCufkebRiYhIXFRYi4iMkvbWE2zffJj6nS309yfJL8hjzZVlrLmqTCskioiMQyqsRURi\nlEgkOVB/lJrNhznS0AnAjFmTWH1lGSvWaP60iMh4piO8iEgMznT3UrutmR3PNNLV2Q1A+eJZrLmq\njEXL5qj/tIjIZUCFtYjIJehoP0nN5kZ8RzN9vQkmTMilqrqUNVeVM3vulHQPT0RExpAKaxGRERpY\nbrxm82Ea9ncAMHV6IatfWMbKtaVMnJSf5hGKiEg6qLAWERmm7tO91G1vYueWIxx/Nkz3KC2fwZqr\nyllSOUft8kRELnMqrEVELqC16Tg7njnCntpW+vvCdI8Va+ex+ooyLTcuIiJnqbAWERlCX28/e2pb\n2fHMEdqau4DQ3WPVuvmsWDuPwoma7iEiIs+lwlpEJEVnx2l2bmmkbnszZ7r7yMmBxRVzWH1FGeWL\nZ6m7h4iInJMKaxG57CUSSQ7tbWfHliM07DsGwMTJ+Vxx7UKqquczbcbENI9QRESyQdoKazP7JPAX\nQFv01F3u/li07U7gHUA/8D53/1laBiki49qpE2eoq2lm15YjdB0/A8C88umsvqKMpZVF5E3QzYgi\nIjJ86TxjnQQ+7+6fT33SzKqANwNVQBnwCzOrdPdEGsYoIuNMMpnk8IEOdm09woH6dhKJJBPyQ+/p\nVevKmFsyNd1DFBGRLJXuqSBDTVZ8HfCwu/cCB8xsD3AN8MSYjkxExpWTJ85Qt72Z2m1NZ1dGnFM0\nhap186moKqFwYroPhyIiku3S/Ulyu5ndBGwGPujuzwLzeW4RfZhw5lpEZEQSiSQN+49Ru7WJA3uO\nkkzChPzQKq+qej7FpdN0M6KIiMRmVAtrM/s5MG+ITR8D7gc+FT3+NPA54JZz/FPJ+EcnIuPVia4z\n1G1vonZbEyeiudNzi6dSta6UiqoSCgrTfU5BRETGo1H9dHH3lw/ndWb2APDD6GEjsCBlc3n03AUV\nFWmhhrgoy3gpz3gNlWcikWRPXSvPbDxIfW0LyST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aiHVippd1cn4GufiYNN41P7De2FpNhdVAz3E/mUxuzjZjRSMm22ZSsVMko31z\nthm0Gu5tdqMC+6RLiBBiEYUSkGChBKTZPa9Dx+ToAVQ1i632BjQa/ZxtQwMTTEVTtG1xozdo52zL\nJRIkB/oxNTWjNZvnnXcsOY5G0VBltK/8FyUuCocOvc6DD97HAw/cw1NPfX/BMe+8c5gvfvFBPv/5\nz/DlL//BeZ9TAmsh1gnXEhlrfVUV+tpaEr09qNnsnG0ajQbvzlrSqRx9vuC8fR11NwMLZ61bbRZ2\nS0mIEGIRqqryk4HFS0CyqTCxsbfRGaqwVl8+b//uRXpXA0S6uiGXW7C+GmAsMYHDaEer0S64XVza\ncrkcTzzxGI8//j2eeurHPPfcMwwM9M8ZE41G+fu/f4xvfesJ/vVff8Tf/M1j531eCayFWCdqFull\nXWTp2IqaSpI8NTBv25adC/e0BjBY6jA7tpCOD5OI9MzbfoeUhAghFvFmMMLJSAKv3TKvBARgcvQV\nUPPY625COScATsTT9PeEqHJacNctsO/7R4GF66sz+SyT6Qg1pqp524QA6Oo6TkNDI3V19eh0Ovbu\n/SgHDrw8Z8yzz/6Gm2++FbfbA4DjnJU9PwgJrIVYJyp0FkxaE2OLBtbFcpDOedtsDjMNTQ5GTk8y\nORGft72QtVaYHH5pXtbaoNVwX4tHSkKEEHPMLQHxzCsBySRDTI0fQW9yYanaPm//3uMB8nmVLTvr\nFlzgZfLoMdBqMbdtnrdtfHoSd41JWu2JhQWDATwez8xrt9tNKBSYM2ZoaJBIZJKvfOUP+Q//4fP8\n5je/PO/zypLmQqwTiqLgNFcTiAfnLF9eZPEWViWLd3dR84m75u3fsaOWM6fCdB8d5ZobW+dsK3zw\n7SA+8T7xcCcVVdvmbG+pNLPb7eBgIMxzZ8a5s1HaWwlxKVNVlZ9Ol4B8usWN3TA/nCgsQKVir7sF\nRdHM27/r/RE0GoX27Z55++ampoj19WPe1IbGaJy3fTxRCKyrzZKxXg9ef+Ekfd2B0gOXobXDzXW3\nblp0ezmrcWazWXp6fHz3u/9AMpnkD//wd9m2bQeNjRs/8HVJxlqIdcRpriGdzxBJx+Zt01ZWYtjQ\nSPJEL/lMet72Fq8Lg1GL7+go+bw6b7uj7iZAw+TIS6jq/Kz0HRtqqDbqeVVKQoS45L0VjHBiiRKQ\ndHyEeLgTg6Ues31+R4/gaJTx4BTNm2swWwzztid6fJDPL15fPT2J2ykZa7EIp9ON3z+7OFog4Mfl\ncs8Z43ac4pevAAAgAElEQVR7uPrqazAaTdjtDnbtupwTJ+aXRC6HZKyFWEeKnUHGkmPYjfM/zCwd\nWwgPnSZ58uS8ukS9XkvbFjed740wNDDBxta5H0g6YxXWmsuJjb3N1Pj7WGt2zdleLAn5p+4hnu73\n85VtG9Fr5HdzIS41E6kMv1qiBAQgPPIiwHS2ev72riV6V8PS/auBmX7+1VJjvS5cd+umJbPLF0JH\nxxaGhgYZGRnG6XTx/PPP8uij35gz5oYbbubv//4xcrkcmUyGzs5jfPazv31e55VPRSHWEWfJCYzF\nftbz66wBvDsKywX7js6fxAhgq70BFC2Toy+j5nPzthdLQkLJDM+dmd+dRAhxcSuUgARI51U+vtG1\nYAlIMjZIMnICo7UJU2XrvO2ZTI4TnX4qKg00tiyccY53daExGDC1LhyMFeea1EgpiFiETqfjq1/9\nGo888mUeeuh+9u69nebmFvbv38f+/fsAaGpq5pprdvPww5/jD/7gYT75yXtoaZn/Pbus867ExZ8P\nr9frBX5w1lutwF8CTwE/BJqAAeAzPp8v/KFfoBBriNO0eMs9oLCIgqIQ7+5ecLun3oajxkJ/T4hk\nIoPJPLenrM5go9J5FdHgG8TG3qHSdfW8Y9yxoQbf5BSvjobZVmVlo3V+f1khxMXpcCjCiUgcr93C\nFQuUgKiqyuTwCwA46m5dMFvd7wuSTuXYfkUDGs387dlohPSZIew7d6DR6+dth8LkRY2iwSE9rMUS\ndu/ew+7de+a8d/fd9815/eCDn+fBBz+/Yudc9Yy1r+Byn893OXAlEAd+CnwdeNbn87UDz0+/FuKS\n5pzpZb1wxlprsWBqbiHZ30c+mZy3XVEUOnbWksupnOhceCKJzXM9ikZPZPQA+Xxm3vZiSQjA09Il\nRIhLRjiV4VeDoSVLQJLRk6SmBjHZNmO0Ni54nFJlIAlfITFg37lj0WsJJcepNjrQKKsexggxx1r7\njrwNOOHz+U4DdwFPTr//JHD3ql2VEGtEtcmBgrJoxhqmV2HM5UgsMgHDu82DokD3IuUgWn0Fla5r\nyGVjxIKHFxzTUmlmt0dKQoS4VBQWggmQyuf5eKNzwRKQQra6UFvtqLtlweNMTiQYHgxTv9GBvWrh\np13FFWQdiwTW6VyGaDpGtVkmLoq1Z60F1g8A/9/03z0+n684ndMPzO/HI8QlRqvRUm1yLBlYW5ZY\n3hzAYjWysbWG4GiMscD87iIANvduFK2RSOA18rnUgmM+2lBDjVHPq6Nh6RIixEWuWALSbrdwhdO2\n4JjEZDfpxAgWxzYMltoFxxR/oe/YufB2KLQMVYwmKjYtXOta7GHtlImLYg1aM4G11+s1AJ8Efnzu\nNp/PpwLz+4MJcQmqMdcwmY6Syc0v0wAKiylotcS7Fw6sYfZDrXv6key5NDozNvdu8tk40eAbC46R\nkhAhLg3FEhCjVsM9ze4FS0BUNT/dCUTBXnfzgsfJ51V8R0cxGLW0el0LjslMTJDxj2Jpb0ejW3ga\nWLHVXrW02hNr0KpPXjzLncDbPp8vOP3a7/V6a30+36jX660DSnYWd7nmT6QQH4zcy5W1kvezweGm\nZ+IEVGRwVS70wVJJwNtOpKubKrOCzmqdN6K6qoIDz/RyoivAJ++/DK1u/u/Y1VV7ORZ6i2jwEM0d\nt6DTW+aNcbkq6UumeW4gwGvjUe7fsmElvsSS5PtzZcn9XDkX271UVZX//dZJUvk8D+/YSFvDwsHs\n2PBhsskQNQ0fob6xecExvV1+pqJprtzdRH39wktHB46/A4DrqssLfy5wP9OThdVjm911F939vtDk\nfl14aymw/hyzZSAAPwceBr41/ef+UgcIBqMX5souMS5XpdzLFbTS97OCQqB84swQ+pr5wS6AblM7\ndHZx+vW3sV5+xYJj2ra4ef/wEIcPDSyaPbK6riM8/Cz9nc/gqN+74Jjrqyt5d2SCZ/sDtBgNNFVe\n2C4h8v25suR+rpyL8V4eDk5yPBSh3W6h3WhY8OtT8zmGe/4dFC1Gx+5F78EbB/oAaG6vWXSM/813\nAchvaAEW/lw/FSw8aTNkLBfd/b6QLsbvz9Wy1C8oa6IUxOv1VlCYuPiTs97+W+B2r9fbA9w6/VqI\nS15xQYTi49CFzCxv3uNbdEypchAAq+sqtPpKosE3yWUWrsc+uyRk34CUhAhxsQinMvzydKEE5O6m\nhUtAAGJj75JLh7E6r0RnWLj9XSKeZqB3jGpXBa7axYOSuK8LjaUC4xJLSoeS0sNalOfQodd58MH7\neOCBe3jqqe/P2x4Oh3nkka/whS88yOc//xl+9at/O+9zromMtc/nmwKc57w3TiHYFkKcpWZm9cWJ\nRceYWjeh6HQzbasWPI7biqvWymDfGPFYCovVOG+MRqPH5rmBiaFfEfG/RtWGOxY8VnOlmes8Dl7z\nh3l2aIzf2rhwBlwIsT4UuoD4SeXy3NvsxmFcuJ90Pp8hMvoKikaP3XP9osfrOeYnn1fp2Fm7aICe\nCQbJhkJYL78SZYlVXccTE+gULTaDlDWIxeVyOZ544jG+851/wOVy83u/9ztcf/1NNDe3zIzZt++H\ntLd7+dKXvkw4HObBB+/jox+9E90i9f3lWBMZayFE+WqmM9bjSwTWGoMBU0srqdOD5OJTi47r2FGH\nqoLvuH/RMdaay9EaHERDh8mmJxcdd/t0l5DX/GFORaVLiBDr2RvBSU5EEnjtFq5cpAsIQCx0mFw2\nRqXrI2j18+dzQCFI7z46ikaj0L5t8QZf8elEgHn6idtixpLjVJuqpIe1WFJX13EaGhqpq6tHp9Ox\nd+9HOXDg5TljamqcTE0VPiOnpmLYbPbzCqpBAmsh1h270YZG0TCWWDywBjB7vaCqJHp7Fx3TttWN\nRqvge38UVV248Y6i0WKvvRHUHJHRA4sey6DV8GkpCRFi3RtLpvnN6RBmrYZ7FlkIBiCfSxPxv4ai\nMVLpvm7R44X8McaDUzS11WC2GBYdl+gpBNYWr3fRMclsilhmaqYkTojFBIMBPJ7ZX+Tcbjeh0Nw+\nGHfddQ/9/Sf51Kc+xhe+8CB//Md/et7nXROlIEKI8mkUDdVGB+NL1FgDmNs7gH8j0dON9bJdC44x\nmfW0bHZysjuIfzhCbcPC9ZEV1TuJ+F8jNvYelZ7r0BsX7gzQJCUhQqxreVVlX7+fdF7lM61ubAss\nBFMUDb5BPhvHXnsTWt3ik5Z9RwvzOLw7Fu9dDYU5IRpLBYaGxbsLFZ/U1cjiMOvKxJlniYc7V/SY\nFsdWqhpuX3T7Yr8Qnu1f/uWf2bzZy3//7//ImTND/Mmf/CeefPL/xWKp+MDXJRlrIdahanP1kr2s\nAcyb2gr9rH2LT2CE2WWFix9+C1EUzXRv2jyTI68seTwpCRFi/XrdH2YglmRbVQWXVS9ew5zPJokE\nDqLRmql0X7PouFwuT2+nH5NFz8bWxYPhzNgY2VAIc3v70vXVxcBaMtaiBKfTjd8/W+YYCPhxudxz\nxhw79j633FLoeNXQsIH6+noGB0+d13klYy3EOjRTZ50K47EsnBXWGI2YmltI9veRTybQmBbOKG1o\nrqKi0siJrgDX7W1Dr9cuOM7i2ErE/CrxiffJePagNy983mJJyD92D/F0v5+vbNuIQSu/wwux1gUS\naZ4ZGsOi0/KpJbqAAESCB1FzSez1e9FoTYuOO3VijGQiy86rN6Bd4udAYrqDkaV98TIQOKsjiATW\n60pVw+1LZpcvhI6OLQwNDTIyMozT6eL555/l0Ue/MWdMU1Mzhw+/yc6duxgfH2Nw8BT19Q3ndV75\ntBNiHZoJrEvVWbd7IZ8ncWLxOmuNRsG73UM6laN/Zn2m+RRldkW18OhLS563qdLMHo+DsVSGZ88s\nvvy6EGJtyKkqT/ePklVV7m5yY9UvnnfLZeNEA2+g0VVgdV695HGLT8I6SpaBTE9cLBFYF3/mSSmI\nKEWn0/HVr36NRx75Mg89dD97995Oc3ML+/fvY//+fQB8/vO/S3d3Fw8//Dn+5E/+I3/0R/8Zm23h\nksiyz7sSFy+E+HCV08saCpOAJn79S+I+HxXbdy46zrujlncODtJ9dJT27Yt/AJpt7RgsDSTCXaTj\nIxgsdYuOvX1DDd2TU7zuD7OtykrzBV44RgjxwR0YmWBoKsVl1ZVsr164u0dRxP86aj6Nve4WNNrF\nJyPGp9KcOjmG02Olxr30MRM9PjQm05L9q2G2zagsZy7KsXv3Hnbv3jPnvbvvvm/m7w6Hg8cee2JF\nzykZayHWoXJ6WQOY2zaDRjPzmHUxjmoLdRvsnDkVJhJevC5aURQcdbcAEB55cclj6jUa7mue7hLS\n7yedky4hQqxFI/EUzw+PUanX8smmpScc5zIxYsE30eorqXReueTY3uN+VLX0pMVsOEzG78fU1o6i\nXbgUrWgsOY5eo8NmWDpQF2K1SGAtxDpUTi9rAI3JjHFjE8mBfvKp1JJjiysx+o4t3tMawFjZgtHa\nRDJyglTs9JJjpSREiLUtm1d5ut9PToV7mz1YdEsHtpP+V1HVLLbaG1A0Sz/09h0r9K7evNW95LiZ\n+uol2uwVjScmqDZVl9XxQYjVIIG1EOtQub2sYXp581yOxMkTS47b1OFCp9fge39k0Z7WUMxa3wqU\nzlpDoSTEadIXug1IlxAh1pSXRsYZiae40mnD61i6xVg2PUks9DZagwNr9eVLjg35o4wFSveuhkKb\nPShdX53IJpnKxmXioljTJLAWYh0qt5c1TC8Uw+ziC4vRG3S0dbiJRlIMD4aXHGu0NmKytZGKDZCM\n9i19XCkJEWJNGppK8tLwOA6Djo9vdJYcHxk9AGoOe+2NKJqlM9vdZfauhsLPJsVgwNTUvOS44hO6\narME1mLtksBaiHWqnF7WAOa2dlAUEiX6WcPsh2CpchBgttZ6+MUlM9wgJSFCrDWZfJ6n+/zkgXtb\nPJhK1DZnUxPExt5DZ6yhonrxidAw3bv6eKBk72qAbDRCengY86bNKCWWkh5LFBIJTpm4KNYwCayF\nWKfO7mW9FK3FgrFxY6GfdTq95Ni6RjuVNiN9viCZdG7JsQZLHWbHFtLxMyQji7fzKzq7JKRfSkKE\nWFXPnxknkExzrdtOm81Scvzk6CtAHnvdTSjK0qHD4MkxkokM7ds8S/auhtn6anMZ9dWzHUEkYy3W\nLgmshVinioF1MYuzFLO3AzWbJdl3cslxiqLQvr2WTDpHf8/iPa2LHLU3A4Va61JZa72msHAMwE+k\nJESIVXMqmuDA6ATVRj0f21C6BCSTDDE1/j56kxuLY1vJ8d1l9q4GZp6klaqvhtn2ok7pYS3K8M1v\n/jWf/ORH+Z3f+eyiY77znW/zwAP38PDDn6OnRLlkuSSwFmKdKmZtJpJLZ6xhdjWzuK/0D4727YXg\nt5xyEL3ZhaVqB5mEn3i4s+T4jVYz19cWSkKekZIQIT506Vyep/sL/7Y/3eIpa1XUyZGXARV73c0l\nu3HEp9IMnhwvq3c1QKLXh6LXY2ppLTm2uDiMZKxFOT7+8bt4/PH/tuj2gwdfZWjoND/4wU/52tf+\ngr/7u79dkfNKYC3EOlVlcgClS0EAzJun66xL9LOGQk9rT4ONoYEJYpFkyfH2upsADZMjL6GqpbPQ\ntzUUSkIOSkmIEB+6fx8KMZbKsMfjKGvRpnTCTzx8HL25DrO9dFa5t9NPPq+WNWkxNzVFamgIU+sm\nNHp9yfFjyQkMGj1W/dLdS4QAuOyyy6mstC26/dVXX+HOOz8BwLZt24nFooyPn3/CRwJrIdap6jJ7\nWQNorVYMDRtI9p0kn1l6siOAd3r1xd7OQMmxemM11ppdZFNjTI0fLT3+rJIQ6RIixIfnZCTOwcAk\nLpOe2zfUlLXP5MhLADjKyFZDYQnzcnpXAyR6e0BVyyoDgUIpSI1ZeliLlREMBnG7PTOvXS4PgUDp\nz7xSZElzIdYph9GGglJWKQgUstbpodOkBk9h3tS25Ni2LS5efa4X37FRdl3TWPKDzFZ7A7HxI0RG\nX6GiejuKsnSHgWJJyIHRMM+cGeMTG5de7U0IcX5SuTz7+v0owKdbatFrSufVUvFhEpM+DBUbMNmW\n/pkBs72rW9qdJXtXAySmS9MsZQTW8UyCRDbJJntzybFi7fn16SBHx2Mreswd1VbubDy/z45z5wat\nxC9tkrEWYp3SaXTYDJWMlx1YbwYg0dNTcqzRpKe5zclEKE7IX/qHoc5gx1pzBdn0BFPj75d1PWeX\nhPRF4mXtI4T4YH51Okg4neWmuioaraay9pkcLiwA5ai7pcxsdaF2u/jEq5R4jw+0Wkytm0qOne0I\nIhMXxcpwuVwEArNziYJBPy7X+Sd5JGMtxDpWbariVPQ0eTWPpkQLLHNbOwCJEz3Ab5U8tneHhz5f\nEN/RUVy1lSXH22qvJzb2DpOjr1BRtbPkAhJ6jYb7W2r5v7pO83S/n/+8bSOmEsspCyGWzxee4q1g\nhFqzgVvryysBScYGSUZPYrQ2Y6psKTk+n8/T2+nHZNaxcVPp4DefTJAaPFWorzYaS44vLoZVPT23\nRKwvdza6zju7vNKuv/5G9u37EbfddgfHjh3Faq2kurq8fx9LkYy1EOtYtclBXs0TSUdLjtVXV6Nz\nOkmc6EXNl65rbmypxmTR09sZIFdGHbROX0ml8ypy6Uli4++Wdf2NVhM311cTTmf5xWDp9n5CiOWZ\nyuTY1+9Hqyjc31qLTlM686yqKpMjs9nqcpzunyARz9C2xV2ydzVAoq+vUF+9ub2s408kJwHpCCLK\n91d/9ed86Uu/y+DgKe699+P84hc/Y//+fezfvw+A3buvp76+gc9+9m6+/e1v8qd/+vUVOa9krIVY\nx2Y6gyQncBjtJcebN7cTPfg66ZERjA0NS47VajVs3urm6OEzDPaN07K5dL9bm2cPsdDbREYPYK3e\nhaIp/SPmlrpqfOEp3hmLsqXKyraq0i26hBClqarK/lMBYtkcH9tQQ52ldGYYIBXrJxU7hcnWhtHa\nWNY+PdPtOdvLLANJ9BZK0soNrMdTxVIQyViL8vz1X3+z5JhHHvmzFT+vZKyFWMdmO4OUWWc9pxyk\ntGKtpG96wYdStHorVtfV5DJRYmPvlLePZjqTpij8dCBANJMtaz8hxNLeG4tyfCJGs9XE9bXlZXpV\nVSU8U1t9c1n7pFNZ+ntD2KvNuOtKl40BJE8UVmstNZG6qDhJu0oCa7HGSWAtxDpWzN6U3xmk/AmM\nAE6PlWpXBadOFJYoLofNswdFY2By9FXy+fL2cZsNfKzRSTyb46f9gZKrOAohlhZOZfj5YBCDRuHT\nrbVoyux2kIycIB0/g9negcFSX9Y+fb4guWwe7zZPWZMc1WyWRN9JDPUNaK3lPaGaSIbRKlpshvIC\ndyFWiwTWQqxjy+llDWCoq0djtZadsS4sce4hn1c50VVef0+tzkKl6yPkszFiocNl7QNwrdvOJpuZ\n7skpDociZe8nhJgrr6r8uN9PKpfnExtdVBtLL74C09nq6drqwsJP5Smu0rp5m6fEyILU0GnUVGrm\nF/1yjCfDOIz2kpO0hVhta6LG2uv1OoD/BWwDVOCLQC/wQ6AJGAA+4/P5ykvLCXGJqDIWa6zL+6eh\nKArmts1MvfcumfEx9GXMgG7f6uGNl/rwHRtl+xVL12UXVbp3Ew2+RcT/GtaaK9FoS/e01SgK9zV7\n+G/HB/nlYJDWSjM1ptL7CSHmen16VdMtjgqudC6+8ty5EpPdZBKjWKq2YzCXFyRHJ5MMD4ap22DH\n5ii9kiOcVV/dVl59dTafJZKOssnRXNZ4IVbTWvnV77vAr3w+3xZgJ9ANfB141ufztQPPT78WQpzF\nrDNh0hrLzljD7GShRG9vWeMrKo1saK4iMBxlYqy8ftNanRmb+1ry2Tix0FtlX5vDqOeuJhfpvMrT\n/X7yUhIixLL4EymeGRqjQqflnmZ32QteqGp+epVFBXtt+dnq3s7ipMXyAnE4e+JieRnrcCqCikqV\nUTqCiLVv1QNrr9drB27w+Xz/DODz+bI+n28SuAt4cnrYk8Ddq3SJQqxZiqJQbapiIlX+wxxz23Sd\ndZnlIDA707/neHmTGAEq3deg0ZqI+F8nn0uVvd9l1ZVsr7JyKpbkwGj5vzAIcanL5lV+1Ocnq6rc\n2+zGqi//oXR84jiZZJCK6p3oTeX18lVVlZ5jfrRahU0d5fUoVlWVRG8vuqoqdDWlOw0BTCSlI4hY\nP1Y9sAZagKDX6/1/vF7vO16v95+8Xm8F4PH5fMUlcfxA+b8OC3EJqTI5SGSTJLKJssabmppRDIay\nJzACtLQ70Ru09Bzzlz2xUKM1UeneTT6XIBp8o+xzKYrC3c1uKvVanjszxnC8/KBciEvZ88NjjMRT\nXOW0sWUZbStVNc/k6MuABnvtjWXvF/LHmBiL09TmxGgqr447E/CTi0Ywt20uO5s+Lh1BxDqyFgJr\nHXAF8A8+n+8KYIpzyj58Pp9KofZaCHGO2V7WZdZZ63SYWlpJD58hNzVV1j56vZZNHS5ikRTDg+Vn\nxytdH0GjNRMJHCSfTZa9n0Wn5b4WDzkVftw3SqaMBW2EuJSdiiZ4ZWSCKqOOj29c3gp3U+Pvk02N\nY3Vejm4Z5Ra+Y4UnWN5llYEUStBMZfavBmaeyEnGWqwHa2Hy4hAw5PP5ioWYTwP/BRj1er21Pp9v\n1Ov11gElWxK4XNKGZ6XIvVxZF/J+bgzVwhnIG1Nlnyd+2XaGfN0YQmeobr6yrH2u3tNC9/ujnO6b\nYNdVG8u8ukrUxK2c6f0lual38LTdUeZ+hXs2kEzz0mCI18aj3L9lw5xtYuXI/Vw5q3Evk9kcPzl+\nCoDfv7yVDdXlZ6vz+SyjXQdQNDpatn4Mg6m868/n8vR1B7FUGLjimqayVlsECA/1A1B/9S6sZdwr\nl6uSxEAhAbCprgGXXb5Xz4f8W7/wVj2wng6cT3u93nafz9cD3AYcn/7vYeBb03/uL3WsYLD0ss6i\nNJerUu7lCrrQ99OQLczE7/eP0KhvLmsftaEwbvTwEXJN5WWOKmwGKioNHH9vmKtvaEarK++DVDHv\nQKN7idGBV9BU7EKrs5S1H8DNTjtH/ZM82x9go0FPq80i358rTO7nylmte/nTAT/BeJoba6tw5NRl\nXUM09Dbp5ASVrmuYjGohWt6+p06OMRVLs/2KBsbHy3vyBTBxtBONyUS8oppEiess3s/hySAAalxP\nMC3fqx+U/FtfOUv9grIWSkEAvgL8b6/Xe4RCV5BvAH8L3O71enuAW6dfCyHOcfay5uUytW4CRZlZ\n/awciqLQtsVDOpXl1MmxsvfTaA3YPHtQ82migYNl7wdg0Gq4v7XwmPnpfj/JXG5Z+wtxsesOx3gr\nGKHObOC2hupl7avms0RGD6AoOmyePcvad3YJ8/LLQLKRCBn/KKZNbSia8sOPiWQYs86EWWda1jUK\nsRpWPWMN4PP5jgBXL7Dptg/7WoRYb2ZWX1xGZxCt2YyxcSPJ/j7ymTQafXn9otu3uTny5ml6O/20\nesuv47Q6ryQaOEg0+CaVrmvR6ivK3nej1czNddW8ODLOLwaD/FGt1FkKARDLZNnXH0CrKNzfWotu\nGcEqQGzsXXKZCJXua9Hqyy8f+SBLmAMkisuYL6O+WlVVxpMT1JiW90uDEKtlrWSshRAfkN1gQ0Fh\nIjm5rP3Mm9tRs1lSAwNl71PjtlLltDBwYoxUsrzlygE0Gj02z/Wo+QyRwGvLuk6AW+urqbcYeScU\n5Z1RWSdKCFVV2T8QYCqb46Mbaqi1GJe3fz5LxP8qikaPzb28bPXJ7uUtYV6UnFkYpvwVFxPZJKlc\nWiYuinVDAmsh1jmtRovNUEk4tfzAGmYXayiHoihs3uohn1Pp84WWdT5rzeVo9TZiwcPkMsur89Nq\nFO5v9aBTFP712CCRdHZZ+wtxsXl3LEpneIqWSjN7PMsPOmOht8llolidVy/rCRJAz/HlLWFelDjR\nC1otppbWsvcpPomrMsniMGJ9kMBaiItAlclBODVJXi2/Ld3sQjHl11kDbN7qBmY/XMulaHTYa29A\nVbNM+peftfaYjXys0UksnWWfrMooLmFjyTQ/PxXAqNHw6RYPmmVkjQHy+QyT/tdQNAZsnuuWte8H\nWcIcIJ9KkRw8hampCY2x/Ox6ce5ItVEy1mJ9kMBaiIuAw2gnp+aIZcqfna9zONDV1JDs6yt70RcA\nm8NM7QYbw4NhYtHlLd5SUbMLrcFBLPQ22XRkWfsC7Hbb2e6y0RuJc9AvJSHi0pNTC6srpvMqn2p2\nUWUsb2GWs8VCb5PPxqh0Xb2sLj3wwZYwB0j290Euh7mt/PpqKExcBFkcRqwfElgLcRGoMtkBCC+3\nznpTG7lYlExgednnzVsLH6onOpeZtVa0hZXd1BwR/6vL2rewv8IXdjZRodPym6HCKnNCXEpeHB7n\n9FSSy6or2VVjW/b++VyayHS2utK9e9n793YG0CxjCfOiYsnZciYugqy6KNYfCayFuAg4jIXAejmd\nQQBMrW0AJE+eXNZ+mzpcaDQKvcdLrts0T0X1TnTGamJj75BNLz/rbDfqua/FPZ25k1UZxaXjVDTB\ni8PjOAw67mpaXmBbFAsdJp+dotJ9zbKz1WPBGOPBKZpaa8pewrwoMf0zxrSpbVn7zdRYT/+ME2Kt\nk8BaiItA1UxgvdyM9SYAEidPLG8/i4HG1mpCgRjjofLLTwAURTOdtc4zOXpgWfsWdTisXOO240+k\n+c3p8ntqC7FeJbM5ftRXWEL8/tZazDrtso+Rz6WJBF5H0Rqxua5d9v4nOgu/SLdNz7Mol5rPk+w7\nid7lQmdbXpZ9MhVBQcFuXH52XojVIIG1EBeB4mPS5ZaCGBs3ouj1JPuWF1gDtE93BOhd5iRGAEvV\ndnRGJ1Nj75FJjS97f4A7NzhxmQwcDITpmVxecC/EevPzwSAT6Sw311XTUln+pMGzRYNvks/Gsbmu\nRS0SmwAAACAASURBVKNb3jFUVaW3M4DeoKWprWZZ+2YCfvLxqZknZMsxkfr/2XvPKMfu88zzdy9y\nRhVC5VzdaDZJMbPJJiUxSJREUzQty5REJdvyWOORz856vOvR+Nt+2Fnbc47H67FHsxrv2hSpnChR\niaIkSmJoNkkxdwC7K0cAlZDTDfsBheoi3SS7gHtRVej/7xwedsL7v40uFB6893mfN43X7sEq74m1\nGwLB2yKEtUDQBjRqBZGsVpzDI5Tn59FKxR09dmg8hM1u4czJ5I6GH2Gza93zbkAns/zrHT22jt0i\n85GxbiwSfGsyQa4qIvgE7cmLqxleXM0y4HFyW29ji1I0tUw2eQzJ4sQXPbLjxycWM2TTJUYOhLHZ\ndtYtr98Rc27eIbtQdF1no5wWNhDBvkIIa4GgDagvidlpljVsrjfXdUpTUzt6nM1mYeRgmGy6xPLC\nzhM+3MHD2JxR8muvUC3tLBO7Tq/bwR19YXKKynemdy7wBYK9znq5yvdmUthliXtHu7DIO4vWq5NN\nPYOmFvFHb0C27Hw1eKM2EDg3w+HaYcc6W8mjaApBEbUn2EcIYS0QtAH1JTE73b4I54aJduqzhubs\nIJIkbXWt0w12rQFu6g4y6nNxeiPPM6md//0Fgr1KfUC3rGp8cChKyGlvqI6mlsgkjyFbXPgiO+9W\na5rG2dNJnC4r/cM7X9RSnJxAsttx9Pfv6HFrhdoduKDoWAv2EUJYCwRtQtAZIL3DJTFwboCxNLmz\nZBCAvqEgLo+NidNJVHXn6RyuwCFsrm4K669SKe48YQRAlqTaMJdF5kdzKySLlYbqCAR7jV8trTOT\nK3FZh5erQ76G62STx9HVEr7ojciWna0+B1iY2aCYrzJ2KIrFsjPZoJWKVBbmcQ4NI1l35pNeK9aW\nwwgriGA/IYS1QNAmdDiCKLpKvlrY0eOsgSDWcJji5MSOrRSyLDN+SZRSUWFuaudDiOe61pBe/tWO\nH18nYLfyO8NRqprO1yeXUUQEn2CfM5cr8YuFVQK22te2tMPtinU0pUgm9TSy1Y0vcl1DNZqygUxN\nga7vOGYPYHWzYy0SQQT7CSGsBYI2YStyr7TzbGjX6DhaLkc1sXNLRzN2EACX/yB2dy/FjVNUCssN\n1QC4rNPHNWE/S4Uyjy40ljQiEOwFyqrG1yeX0YHfG+1qKFqvTib1NLpaxh892lC3WlFUJl9L4fU7\n6Onfeed4a3BxdGeDiwCr9Y61U3SsBfsHIawFgjYh6GwsyxrOTes34rOOdPsIdLiYPrNKpbzzZI5a\n1/oWgKa81gB3DUYIOWw8vrzOGRHBJ9inPDybZK1c5V3dHYz6d7bEZTuqUiSbPI5s9eANX9tQjdmJ\nNSpllfFLGuua1y1mrh0mgoDwWAv2J0JYCwRtQkeDkXtQW20ONJRnLUkSBy7tQlE0ps82tqzF6RvD\n7u6jmD7dVNfasS2C75uTCbIigk+wz3hxNcPzK1n63A5u79tZXvQbySaPoWsV/F1HkS2NDT6e2bSB\nHGjABqLrOqXJSazhMNbAzpM91opCWAv2H0JYCwRtQj2SaqdLYgAc/QNIdvvW2uGdMn5Jbb1y3Yu5\nU17vtW6ua93vcfK+/loE37cmE2gigk+wT1gtVXhoOoldlvjoWDfWBqP1AFSlQDb1TFPd6kpZYebs\nCsGQm1DUu+PHV5MJ1FwWVwM2EKhZQTxWN/YGPxQIBLuBENYCQZtQ9yE2kmVdXxRTWZhHLe5sUQxA\nR8hDOOplbmqNcqm648eDcV1rgKNdQQ4G3JzJFHhieecdfIGg1SiaxlcnlqloOvcMNx6tVyebeGqz\nW30zsmxrqMbUayuoqs6Bw83ZQBrZuAg1K4gYXBTsN4SwFgjahPqSmEasILB9UcxkQ48fuySCpulM\nxhtb9mJk11qWJD480oXPZuGnCyvM5UpN1RMIzOaR+VUWC2WuCfu5MtScmFSrebIrz2Kx+fCGr264\nzpmTtYHkRmwgwNYdsEYGF4tKiaJS2podEQj2C0JYCwRtQm1JjLchKwhs81k3MMAIMH5J7c337KnG\n7CCw2bX29BvStfbarNw72o2uw9cmligpalP1BAKzOL2R48nEBmGnjQ8ORpqul0k+ha5V8Xfd1HC3\nupCvMD+9TrTHR6CjsQHK0uQEks2Gc3Bwx49Nb955ExnWgv2GENYCQRsRdATZqGQaWu19bgNjYz5r\nf9BFtNfHwsw6hXxjS1okSSLQ3XyudZ0xv5t393SwXlH4rlh5LtiDpCtVvjWVwCpJfGysB/sOF7C8\nEbWaI5d6FovNjzfUeLd68nQKXW8suxpAK5cpz8/haGAxDJxLNxKDi4L9hhDWAkEbEXT4UTSFgrJz\nn7TV78cWiVCanEBvcMHK+KEoug6T8VRDjwdw+kY3u9ZxKoWlhuvUub0vxJDXySvrOZ5byTRdTyAw\nCk3X+fpkgoKicedgmB73znOm30gm8SS6ruDvvhlJ3rmgrXPmVM0GMn6oMWFdmpoETWt4cLF+560+\nlC0Q7BeEsBYI2oj6oE+63JiAdI6OoxXyVBON2TDGDLCDvL5r3ZzXGsAiSdw72o3TIvOD2RSJYrnp\nmgKBETy2uMZ0tsilHR6ORJrvzCrVLLmV32CxBfB2XtVwnWy6xPJ8hr6hIB5fY2J/a3CxgfxqODeE\nHRTDi4J9hhDWAkEb0bywHgWgND3V0OO9Pgc9AwGW5tLkMo0PDBrdte5w2PjQcBdVTedrE8tUxcpz\nwS4zmSnwi8U1gnYrHxruanhl+Xbq3epA9zuR5Ma3NdY/GDdqAwEoNpkIIqwggv2KENYCQRsRsNeE\n9UalQWE9PAJAaaoxYQ3nhhgnTjduBzG6aw1wWaeXI9EAiWKFH842llwiEBhBvqryjcllJOAjo91N\nrSyvo1QytW61PYgndEVTtSZOJ5FlidGDjQ1S6rpOaWICa2cnto6OhmpsDS+KVBDBPqNxA5aBxGKx\naSADqEA1Ho9fH4vFOoGvA0PANHBvPB4XgbQCwVvQbMfaMTAIFkvDHWuA0ViEJx49w9lTSa64fqDh\nOm/sWtvdPQ3XqnPnQJiZbJFnUmnG/S4u6/Q1XVMg2Am6rvOtqWUyVZU7+kIM+VyG1M0knwJdJdB1\nM5LUuFBPrxdJLecYGO3E6WosUURZWUHNZvBee13D17FeTuO0OnBanA3XEAh2g73SsdaBW+Lx+FXx\nePz6zV/7PPBoPB4/CPx88+cCgeAtaFZYy3Y7jt4+ynOz6Epj68DdHjt9Qx0kl7JkNnY+RFnHjK61\nTZb56FgPNlniO9NJ1suNLbMRCBrlqcQG8XSBcb+Ld/U01s19I1veansAT2fz3WqA8UONx/7Vs/Cd\nI6MN19gop+l0BQ2xyAgErWSvCGuAN7567gbu3/zx/cA9rb0cgWD/UbeCpBu0ggA4R0bQq1XKiwsN\n1zAi0xqM91oDRF12PjgYoaRqfHViCUUTEXyC1jCfL/GT+RU8Vgu/N9qNbJBozCa2daub8FZDzcIl\nyxIjB8MN1yjN1O541a1lO0XRFPLVAh0uYQMR7D/2irDWgZ/FYrHnYrHYv9n8ta54PJ7Y/HEC6Nqd\nSxMI9g8emxuLZGm4Yw3gqPusm7KDhJFlqWlhbUbXGuCasJ+rQj7m82V+PNe4F1wguFCKispXzy6h\n6XDvaBc+mzFOTHVbEoin88qmaqXXC6wkcvSPdOBwNmYDAShNT4Mk4RwaaujxmUoWEP5qwf5kT3is\ngZvi8fhSLBaLAI/GYrHT238zHo/rsVjsbdtKkYjwSxqFeC6NpZXPZ6crQFbJNnym66rLSH4JpOX5\npq57NBbh7KkkMhKhiLfhOnr4CgqrT5DfiONxZACfIc/nZzo9/Oen4hxLpnlHXyfXGnRbfj8iXu/G\ncb7nUtN1/vE3E6xXFO4a7+boeLdh583FH0PXFfrGbyfS1Vzmc/zlWszmldcONvw1oWsaE7MzuPr6\n6BpoLFVkfaX2YTfoCoivTYMRz6f57AlhHY/Hlzb/n4rFYt8FrgcSsVisOx6PL8disR7gbVtfqVTW\n5Cu9OIhEfOK5NJBWP59eq4+Z7ByJZBpZ2vlNKd0VRLLZ2Dj1WlPXPTDSwdlTSZ47Ns3VNzbWuarj\nDt1MfmOG6VM/5vCRPzLs+bx3uIv/fnKWf3lpBo+iEXbaDam7nxCvd+N4s+fyV0trvJzMMO53cUPQ\na9jzrVZzpGaPYbH50e2Hmq778nPzyLJEuMfTcK3K8hJqsYh1YLDhGjOp2s3qDmdAfG0aiHitG8db\nfUDZdStILBZzx2Ix3+aPPcAdwCvA94FPb/6xTwMP7c4VCgT7i4DDj6Zr5Kr5hh4vWa04BgYpLy6g\nVRpbTQ4wfKBmB2kmdq/Odq91IdO49/uNRF127hmOUtY0vnJ2SeRbCwxnKlvk0flV/DYL9xroqwbI\nJI/Vtix23dTUlkWAjbUCK8kcA03bQDb91UON+asBMptWNuGxFuxHdl1YU/NOPx6LxV4EjgM/iMfj\nPwX+CnhvLBZ7Dbht8+cCgeBtaDYZBDaHjlSV8txs4zVcNvqGgqwkck2lg8DrvdaLE482VeuNXBny\nc30kwHKxwsMzwm8tMI5sVeFrE7Wh24+O9eA1yFcNoFbz5Faew2Lz4Q01vmWxTv0D8FiDK8zrlKan\nAXAODzdcI133WAthLdiH7LoVJB6PTwH/auIiHo+vAe9p/RUJBPuboP2csB7w9TVUwzlyboDRNdbY\n5jSovUnPTa0zEU9x1ZHBhuvAua51OnUCV+dRQ3Kt6/zWYJj5fInnVjIM+1xcHRZrlAXNoek6X59Y\nJltVeX9/mGGD8qrrZJLH0LUq/t7bm+5Ww+ZSGIvE8IFQU3VK01MgSbVM/AapNwU6nH4oN3U5AkHL\n2Qsda4FAYCBGdKwdQ80ngwAMHwghSTBpgB1EkiSC3bcAxiaEQC3f+r6xHpwWme/NJFkuiHdzQXP8\nfGGNyWyRS4Ie3tnd3FDhG1GVArmVZ7FYvXhDVzddb2OtwGoyz8BwZ1M2EF1VKc/OYO/tQ3Y4Gq5T\njwsNio61YB8ihLVA0GbUhXWja80B7N3dyE4n5SZWmwO43OeWxWTTpaZqATh8I3iCw4bmWtfpdNr4\n3ZEuqprOVyaWKKvCby1ojNfSeR5bWqPDYeXDI12GLznJbnarfQZ4q2GbDeSSxpfCQG1wUa9Utu54\nNUqmnMVuseOyiq2Lgv2HENYCQZthRMdakmUcQ8NUEsuoxeb80WObG9wm48Z0rXvH3gsY37UGuLTD\ny81dQVZKVb49lUDXxfIYwc7YKFf5xuQyFknivrEeXNbmFra8EVUpkE09i2z14g03360GmDi1aQMZ\nb3wpDBgzuAi1jnXA7hNbFwX7EiGsBYI2I2BvXljD5gCjrlOemW6qzvCBMJKEIekgAL7OAzg8A6Z0\nrQHet+mHfXU9x+PL64bXF7QvFVXjy2eXKCgadw2G6fMY33HNJp9G1yr4u44iy43bNupsrBVYTeUZ\nGOnE4Wyu+23E4KKqqeQqefx2Mecg2J8IYS0QtBkuqxObbGtqrTmcW0fcrM/a7bHTMxAksZghl2ne\nDiJJEv7udwGQXn686XpvxCJLfGysG7/NwiPzq5xNFww/Q9B+6LrOl1+dZaFQ5ppwLWnGaFSlSDb1\nDLLVgzd8jSE1p15bAWAs1pwNBKA8MwUWC/b+gYZrZKs5dHQCDrHIRLA/EcJaIGgzJEki4PAb07Gm\neWEN2+0gK03Xgs2EEHcvxfRpKsXm1qafD5/Nyn3jPcgSfG1yifVy1fAzBO3F8VSapxbW6HM7uHso\nYoqNIZva7FZHjelWQ82iJcsSQ+PNpYHoikJ5dhZHXz+yrfFrq3/fqlvaBIL9hhDWAkEbErD7yVZy\nqJracA1rOIzs9RoirEcP1rybE3FjRHAt17rWtc6Y0LUGGPS6uGswSkGp3d4Xy2MEb8ZMtsgPZlN4\n7VY+Pt6DTTb+rVVTimSTzyBb3YZ1q3OZEsmlLL2DQZyu5oR6eXEBXVG2PpA3SmYzwzogrCCCfYoQ\n1gJBGxJ0+NHRyVZzDdeQJAnn8AjKygpqtrk1uG6vg96BAMvzGXJZY6LsnP4D2FzdFDZOUC0Z0wl/\nI9dH/Fwb9rNYKPO96aQYZhT8KzIVha9MLIEOn71qhKDDmE7yvzondRxdK9e61Ra7ITXrNpCRg80N\nLcK5O1uOJvzVABubHWu/XVhBBPsTIawFgjbEiGQQODeEVJoxoGu9aQeZes2YIcbtXev08hOG1Dzf\nGR8citDndvD8apbjqbQp5wj2J4qm85WzS7UlMANhDoXMEYOaUiKbOr7Zrb7WsLqTBgrr8tbgYrNR\ne8IKItjfCGEtELQh9W5P88J6FIBSk3nWACMH68LauO6yKxDD5oxSWH+FannNsLrbsckyHx/vwW21\n8MPZFDPZ5uIHBe3DD2ZTzOZLvKPTy01dxi6B2U42dRxdLeOL3GBYt7pYqLA0t0F3nx+Pt/FlLnVK\n01NIViuO3sa2vdaprzMXwlqwXxHCWiBoQ+rCOltp3AoCxg4wen0Ooj0+Fmc3KBWNGQasJYS8E9DJ\nmNS1Bgg6bHxsrBtNh69MLJGpKKadJdgfPJdK80wqTbfLzoeGjV8CU0dTS2RSx5EtLnyR6wyrO31m\nFV0/94G3GbRqhfLCPI7BQSRrc5F9W8OLwgoi2KcIYS0QtCE+uxeATJPC2hoMYu3o2MqnbZaRg2F0\nHWYmVg2pB+AOXoLVESa/9jJKecOwum9kzO/m/QNhslWVB88uimHGi5i5XInvz6RwWWp3M+wW895K\ns6ln0dUSvugNyJbmO8t1JjctWaMxA2wgc/OgqjiaXAwDkKlksMpWXFZX07UEgt1ACGuBoA3x1TvW\n1eaGDgEcA4Oo6Q2UdPP+4pEDtTdxI+0gkiQT6L4Z0MgknzSs7vm4uSvIVSEf8/ky35kSw4wXIxvl\nKg+cWUTVdT4y1k3IaYw143xoapls8mlkixNf5HrD6pZLCvPT64SjXvzB5gVseXMGo5nFMHXS5azY\nuijY1whhLRC0IX6DOtYAjsEhAMpzs03X6gh7CHa6mJtaQ6k2HgX4Rtwdl2G1d5BbfRGlycU4b4Uk\nSdwzHGXQ4+SltSy/WhKbGS8mKqrGA2eXyCkqdw6EORjwmHpeNvUsmlo0vFs9O7mKpuqMGNCthu0b\nF5vrWGu6RraaE/5qwb5GCGuBoA3x2jxISOSMFNazM03XgpodRKlqzE0bJ0olScbffTPoKpnkU4bV\nPR82WebjB3oI2K38dGGVk+vNP8eCvY+m63xjcpmlQpnrIn6OmjisCKCpFbKpp5EsDkO71XBuUdOo\nAf5q2BxctNuxd/c0VSdbyaPpmlhnLtjXCGEtELQhFtmCx+Y2pGPtHBwEoDTbfMcaYHjTDjJtoB0E\nwNP5Diz2APmV51ENsMC8FT6blU8e6MUmS1tiS9De/GxhlZMbeUZ8Lj44GDXdqpBbfR5NKeCLXI9s\ncRpWV6mqzE6uEuh00RF2N11Pq1aoLC/hGBhEsliaqpWp1KP2xOCiYP8ihLVA0KZ47V6yleYFpjUU\nRna7Kc8Z07Hu6vXj9tqZPruCZuAAoCRZ8HfdjK4rZBLHDKv7ZvS6HfzeSDcVTeeBM4tkqyIppF15\ncTXDL5fW6XTY+Ph4D1bZXFGtawrZ5DEk2YYvcsTQ2nNT6yhVjdGDxqxdrywu1gYXBwabrlVvBPhs\nQlgL9i9CWAsEbYrf5qWgFFG05gSfJEk4BgapJhJopeYznCVJYvhAmFJRYXneWD+0t/MKLDY/udXf\noFbzhtY+H5d1enlPX4iNisKXzy6hiKSQtmMuV+I7U0kcFplPHejFbW2uK3sh5NZeRK1m8YavxWJt\nvqu8HSPTQOCcRcwIYV23rtVnRASC/YgQ1gJBm1KP3Gs2yxq2DzDONV0LYPSg8ekgAJJsxd91FF2r\nkk09bWjtN+PWng7e0ellNlfioRmRFNJObE8A+dhYN1GXeQkgdXRdJZN4CiQL/uiNhtbWNI2Zs6t4\nfHYi3cZ0hetDzUYI62y19r3KK4S1YB8jhLVA0KYYtSQGtvusjbGD9A4GsTssTJ1ZMVyIekJXIVu9\nZFPPoioFQ2ufD0mS+N2Rrtra8xWRFNIulFucAFInv/YqamUDb+hqLDZjBebyfIZySWFoPGyYR7w8\nNweShKO/v+la9e9VPiGsBfsYIawFgjbl3JIYA7Kst5JBjBlgtFhkBsdCZNMlVpPGpmrIsg1/143o\nWoVs6rihtd8MmyzzyQO9W0khL66aF/knMB9V1/naxFLLEkDq6LpGJvEEIOPvOmp4/emztcVMw+Mh\nQ+rpmkZ5bhZ7Tw+yvflu/pawNvgDhUDQSoSwFgjaFJ+BHWt7dw+SzWZY5B6YZwcB8IauQba6yaae\nQVNKhtc/H367lU8f6MVhkfn2VJLJjPndcoHx6LrO92eSxNMFDvjd3N2CBJA6hY1TKOVVPKErsNoD\nhtefObuC1SbTN2TMB4XqygpaqWSIDQTOWUF89tbcHRAIzEAIa4GgTfEb6LGWLBbsff2UFxfQFWPS\nLwZGOpEtElNnjBfWssWOL3IDulomu/KM4fXfjG63g4+P96Cj8+DZJZLFSsvOFhjDr5bWeTaVocft\n4L7xHiwmJ4DU0XWdzPITgIS/6ybD62+sFdhYKzIw3InVoAHMelKQUcI6V8lhk604DFyGIxC0GiGs\nBYI2ZcsKYlCms3NwCFSV8uKCIfXsDiv9wx2sJvNkNppPG3kjvsh1SBZnrWutVQ2v/2aM+918aLiL\nkqpx/2sLIoZvH/HiaoafLqwS2Hb3oVUUM69RLSVwd1yKzdFpeP3pMzUbyJBBNhAwdnARagtivDav\nWGcu2NfsCWEdi8UssVjshVgs9vDmzztjsdijsVjstVgs9tNYLNYag5tA0EYYObwI4BgYAKAyP29I\nPTjn9ZydWDOsZh3Z4sAXuQ5NKZBfed7w+m/F1WE/t/d2sl5R+NJri5RVEcO315nIFPj2VAKnReb3\nD/bit1tbdnatW/04AP6um005Y+Zs7c6QocJ6c+bCMdi8sNZ1nWw1JwYXBfuePSGsgX8PnATq8QCf\nBx6Nx+MHgZ9v/lwgEOwA79bwokHCur8mrMvzxkTuAQyN1d7kpydWDau5HV/kCJJsI5M8hq6pppzx\nZtzW28k1YT8LhTIPnl0UGdd7mMVCmQfPLgHw8fEeulyttSKUs1NUCou4Aoewu6KG1y8VqyzNp2vL\nmTzGRQaW52axdnRg9TW/grykllE0RQhrwb5n14V1LBbrB+4E/gmo3/+5G7h/88f3A/fswqUJBPsa\nm2zFZXUZsn0RwN5Xi9MqLxjXsfb6nYQiHhZn1qlWjBe+Fqsbb+hq1GqG/PrLhtd/KyRJ4p7hKJcE\nPUxkinxjMoEmMq73HCulCv8cX6Cianx4pJsxv7ELWS6EdKLWrQ50m9Otnp1cQ9eN7Var2SzK+rqB\nNhCRCCJoD3ZdWAP/Ffjfge3tnK54PJ7Y/HEC6Gr5VQkEbYDf7jXMCmJxu7GGQoZ2rAEGx0Ooqs7C\njDn5z77ojSDJZBJPouut7RpbJImPjnUz7HXy6nqOh2dTYoHMHiJTUfjn+AJ5ReWDQxGuCLV+lXYp\nN0s5N4PTN4bd3WvKGXUbiFExe3DuzlX9Tlaz5Koiw1rQHuyqsI7FYncByXg8/gLnutWvIx6P65yz\niAgEgh3gs3vJVwuoBtkgHH39qOk0Ssa4nOa6HWTGJDuI1e7H03kFSnmNwsYpU854K+oZ190uO8eT\naX6xaLyfXLBzCorKP7+2wHpF4fbeTm6I7s4oz5a3uvudptRXVY3ZyTV8ASedEeNi7Op3rup3spql\n3gDwiqg9wT6nddMZ5+cocHcsFrsTcAL+WCz2AJCIxWLd8Xh8ORaL9QDJCykWibS+29CuiOfSWHbr\n+Qz7Oji7MYXDL9Hhav4aCgfHyL/8Eq7cKsGxPgOuEEIhL49851Xmp9YJhy8sEWCnz6fP/V5OPPki\nhdVjDB04siupA3/e4eFvno7z88U1IkE3tw8b76VtlIvt9V5WVP7fZ86SKFa4bSjCRw73G/Y1sZPn\nMp+Zp5SdwNsxysDIpYac/0YmX0tRKatced0g0WjzXug6Gyu1m8rdl8fwGPH1k6ml5/SFIq97Di+2\nr02zEc+n+eyqsI7H438J/CVALBZ7N/C/xePxT8Zisb8BPg389eb/H7qQeqmUMV7Si51IxCeeSwPZ\nzefToTsBmFpaRvE1f4NK7ay5spInXqPaO9J0vTr9Ix2cOZHk9Illwl1vfSu4sefTiTt4mMLGCeYm\nXsAVOND4xTbBp8Z6+OLpeb52cp5yocJ1EeOXgOyUi+31XtU0HjizyESmyBWdPm6LBFhZMcYutdPn\nMjX5CACuzhtN+zd46Tc1y0a0z9h/58zEFFgs5O0+CgbUXVyt3bHSS5at67zYvjbNRjyfxvFWH1D2\ngsd6O3XLx18B743FYq8Bt23+XCAQ7JD6IJBhA4xbySDGDTCC+XYQYGvpRm1l9O4Qctr5w1gfbquF\nh6aTPL8iVp+3EkXT+PLZJc5mihwKevjwSBfyLmUmV4pJiunT2N29OH2jppyh6zozZ1ex2S30Dhpn\nddE1jfLiQm0jq9WY/lxWeKwFbcJuW0G2iMfjvwJ+tfnjNeA9u3tFAsH+x2fg9kUAe1cXktVq+ADj\nwEgnklQT1tccHTK0dh27uxun/wClzBlKuRmcXnPOeTu6XA4+E+vjn07P8+2pBFZJ4h27MDR3saFo\nOl+ZWOa1dIGDATf3jXW3bKvi+ah/wPN3v9M0a9L6aoHMRomxQxEsBi67qa6soJfLOPqN8VdDbesi\nCGEt2P/stY61QCAwEN/mkpiMQR1ryWLB3ttHZXEB3cBcZqfLRndfgMRChmLBvDXggc3lG5nEk6ad\ncSH0uB38QawPu0XmG5PLnFg35oOP4Pyoms7XJ5c4vZFn3O/m4+M9WOXde/tTyusU1k9gc3bhhk+f\nvwAAIABJREFU8h807ZyZs8ZvWwSobA4uOgwaXIRtw4s2Mbwo2N8IYS0QtDF+gzvWAI7+fvRqlWoy\n8fZ/eAfU3/xnJ81LzXB4B3B4ByllzlIpLJl2zoXQ73HyBwd7scoSX5tYEuLaJFRd55tTy5xYzzPi\nc/GJ8R5suyiqATLJY4COv+smUwdp66+lgRFjV6RvJYIY2bGu5nFZXVjlPXMjXSBoCCGsBYI2pn5b\nNVfNG1bTjA2McM5nPWuizxrOrYze7a41wKDXxacP9mGRJL56domXVsVgkZEoms7XJpZ5eS3HkNfJ\npw70YjfQEtEIajVHbvUFLPYg7o7Dpp1TrSgsz6eJdHsN3bYI52YsHH3GZFhD7cO/T0TtCdoAIawF\ngjbGY6ttkctXC4bVtJskrDvCbnx+B7OTa6iqeYtcnL4xbK4eChsnqZZWTDvnQhnxufjDWB+2TVvI\nb8RAoyFUNY0vn13kxHqOEZ+L3z/Yh2OXRTVANnUcdBV/9CiSZN71LMxsoGk6A6PGdquhZgWRXS6s\nncbU1nSNXDUvti4K2oLd/y4jEAhMw2lxIkuyocLa0VvLr64sLhpWE2orwAfHQ1TKKokF88SlJElb\nq6MziadMO2cnDHpd/FGsD6dF5ttTCY4nN3b7kvY1ZVXj/tcWiW8OKv7+wd49Iao1tUQ29Ryy1YMn\ndIWpZ81OmWMD0apVKoll7H3GZX/nqwV0dDG4KGgLdv87jUAgMA1JknBbXeQV46wglkAA2e02XFjD\nOTvI9Flz7SCuwCGsjhD5tZdRKmlTz7pQ+jxO/uhQPx6rhe/NpHhi2ZwV7+1OUVH55/gCk9kil3Z4\n+cR47657quvkVn6DrpXxRa5Hlm2mnjU3uYbdYaGr17ilMADV5SXQNHMGF4WwFrQBe+O7jUAgMA2P\nzWNox1qSJOw9vVSSCXRFMawuQN9gEKtVZnbSXGEtSdJmrrW2OUi2N+hxO/g3h/rx2yz8aG6FH8+l\n0HT97R8oACBTUfin0/PM5ktcGfLx0bFurLsYqbcdXVPIJI8jyXZ84etMPSu9XovZ6xvqMDRmD7b7\nq43ZvAqQq2dYCyuIoA0QwlogaHM8NjeFahFNN863bO/tBU2jkjA2GcRqs9AzGGR9pUAuUzK09hvx\ndF6OxRYgv/I8qoHDnc0Sddn57CUDRJw2Hl/e4BuTyygGRhu2K4limS+cmmOpWOFIJMCHR7qw7NLy\nl/ORX3sZTcnhDV+DbHWaelY9DWTQBH/1ViKICR1rYQURtANCWAsEbY7H5kZHp6gYJ1QdPZs+66UF\nw2rWGRjpAGBuylwrhCRZ8HfdiK4rtYGyPUSHw8ZnLxlgyOvk5bUc//LaIiVF3e3L2rNMZAr8P6fm\nSVcU3tcf4u6hyK5tVDwfuq6RST4FkgVf9AbTz5ubrL12jPZXA1SWazGV9t5ew2pmK7UPtkJYC9oB\nIawFgjbnXDKIcV3Z+puqGT7rwU0xMDdlXp51HU/oKmSrm+zKc2hq2fTzdoLbauEPY30cDnqYzBb5\n4ul50pXqbl/WnuPF1Qz/8toCVU3j3tEu3t3TaWo2dCMUN06jlNfwdF6B1Wbulk1V0ViYXScYcuML\nGN8ZrywtInu9WH3Gebe31pmL5TCCNkAIa4GgzTElcm9TWJdNENbBkBuv38H89DqaZq6/WJZt+MLX\noaslcqsvmHpWI9hkmfvGe7ghGmC5WOEfT8wxky3u9mXtCTRd52cLq3xjMoFNlvmDg31cGTJ2UM8I\ndF0nvZmZ7o/eaPp5S/NplKq29QHVSLRqlWoyiaPHuG41nMvZ9whhLWgDhLAWCNocr7X2ZmWksLZ2\ndCI5nFSWjBfWkiQxMNJJuaSQWjZ/YYo3ch2SbCObPI6u7z27hSxJfHAwwl2DEQqKyj/F5zme3BtJ\nJrtFUVF54Mwiv1hco8Nu5bOX9DPqd+/2ZZ2XUnaSanEJV/ASbE5jV4ufj/qdHjPyq6vJBOg69p4e\nQ+sWNr831ZsAAsF+RghrgaDNMaNjLUkSjt5eKstLhieDwDaftYnrzetYrG48nVeiVtMU1k+afl4j\nSJLE0a4gfxDrw2Gx8L2ZJN+dTlyUQ42JYpn/fnKOeLrAAb+bz106SJfLsduX9abUN3zWUmjMZ3Zy\nDYtVpncgYHjt+gdpe7exHetCtXYXxm11GVpXINgNhLAWCNocMzzWAPbePlBVqqmkoXUB+oc7kKTW\n+KwB/NEbAIlM8in0PRxvN+Z387nDA/S6HTybyvBPpxfYKF88vutX1rJ84eQcq+Uq7+7u4NMHe3Fb\nLbt9WW9KOb9AOTeN0zeCw22sGD0fuWyZtVSe3oEAVpvxz0tlqT64aHDHWilgk23YLOZmewsErUAI\na4GgzTGjYw3m+qwdThtdvX4SixnKJfOFo9XRgTt4mGoxQSk7afp5zdDhsPHHh/q5otPHbL7E35+Y\n5eVV8y0zu0lZ1fjudIKvTiwDcN9YN+8bCO+p5I/zkUnWNnu2qls9b6INBLZ1rA32WOerRWEDEbQN\nQlgLBG1OfSAopxgsrDffXM3wWUOta63rsDjbGj+xv6s2WJZN7o0152+F3SJz72gXHxqOouk6X5tc\n5puTy5TUvecRb5bZXJF/ODHLs6kMPS47f3J4gMs6zU3WMIJqaZXixinsrh4c3pGWnLmVX23C4CLU\nXuuS3Y61w9j6BaUobCCCtkEIa4GgzTGrY+0wMXIPoG+45rOen27Nam+7uxeHd5hSdopKYaklZzaD\nJElcGwnwp5cO0u9x8MJqln9oo9QQVaulfnzx1Dxr5Srv6u7gTw4P7Gk/9Xbq2ei+rhtbEv+naTrz\n0+t4/Q6CIeO7v7qmUVlext7dg2TginhN1ygqRdw2IawF7YEQ1gJBm2OWsLZ2hpDsdlOWxAB09fqx\n2mQWZlojrAH8XUcB9tSa87cj7LTz2UMD3NLTwXq5yhdPz/Pd6QSFfbxQZjZX5Aun5vjF4hp+u5XP\nxPp4/0AYq4GCzkxUpUB+9UUstgDu4OGWnLmSyFIuKQyMmJPjXV1ZQa9WDbeBFJTaB0GPVVhBBO2B\ndbcvQCAQmItVtuKw2A0fXpRkGXtXN5XEMrqmGdrFArBYZHoHgsxOrpHLlvH6zO9UOn1j2JxRCusn\nUHpuw+oImn6mEVhkiTv6w8QCHh6aSfJsKsOJ9Twf6A9xVdi/573IdXJVhUfmV/nNSgaAq0M+7hqM\n4NzDA4rnI7fyHLqu4IseQZJa82Ggfmenb8icr9lz/mqjo/ZqwtolOtaCNmF/fPwXCARN4bF5DO9Y\nA9i6utErFZSNDcNrQ81nDbSsay1J0mbXWieTerolZxrJkM/Fnx4e5AP9YRRN49vTSf7n6XkW8sat\nszcDVdc5ltjgb1+Z4TcrGbpddv74UD8fHu3ed6Ja1xSyqWeRLA68oatadu7CTO012DfUYUp9swYX\nC5uzH6JjLWgXhLAWCC4CPDa3KcLa3t0FQDWxbHhtOCcSWuWzBnB3XIrF5ie/+gKqsv/8yhZZ4p09\nHfyvlw1xaYeHmVyJfzw5x1fOLpEsVnb78l6Hpuu8tJrl716Z4eHZFAB3DUb43KWDDPv2Zwczv/4K\nmpLHG7oa2dIaP7iqaCzPp+mMeHB77KacsRW1Z7SwrmdYi1QQQZsgrCACwUWAx+qmqlWpqFXsBmbF\n2qPdAFQSy7gvMd5LGop6cLpsLMyso+t6S4bAJMmCL3KEjcVHya08R6D7naafaQZBh42Pj/cykSnw\nyPwKr67nOLGe43CHl1t6OujzOHft2hRN48XVLI8vb5AqVZAluD7i5/a+ED7b/n1b0nVt058v44sc\nadm5icUMiqKZZgMBqCwvgcWCPRo1tG5966JIBRG0C/v3O5hAILhgti+JsVuMe/O1ddU61pVEwrCa\n25Ekif7hIGdPpdhYK9JhQtrB+fCGryad+DXZ1DP4ozciyfv3W+WY382fXDLAyY08v1xc48SmwB70\nODkSDXBLp6dl17JWrvJcKs1zqQw5RUWW4Oqwj9t6QnQ69/9ykMxKHKW0grvjcqx2f8vOnZ+p+6vN\nsYFA7cOzLRxBshr7WsjXhxeFx1rQJuzfdwuBQHDB1LOs89UCHU7jhLW9q9axNssKAjWxcPZUioXp\n9ZYJa9niwBe6hkzyKfJrL+ENX9OSc81CkiQu7fByOOjhbKbAU4kNXksXmJ0q8fBcisMBD5d3+hj1\nu7AZPISaqSicWM/xylqW6VzN6+20yNzcFeSm7iAB+/4X1HUSM78GwB+9saXnLsysI0nQO2BOx1rN\n59FyOVwjo4bXPrfOXFhBBO2BENYCwUWAWZF7Fq8X2es1rWMN51IOFuc2uOyaPtPOeSPe6BEyqafJ\nJJ/GE7q6JTYUs5EkiQMBDwcCHtZKVZ5dSfPqRp7nV7M8v5rFJkuM+lwM+1wMel30uOw7Gh7UdZ10\nRWEuX2IuV+JspsDypq9bAoZ9Lq4N+7msw4vd0l4jPpXCEtm1szi8I9jd3S07t1pRSC5miXT7cDjN\neUuvJmuv7/odKiOpDy+KHGtBu7CrwjoWizmBXwEOwA58Lx6P/6dYLNYJfB0YAqaBe+PxuDmxAwLB\nRcCWsDZ4+yLUutal6Sl0RTH8NjGAP+jC47WzOLuBruuG138zrDYfno7LyK+9TClzFlfgQMvObgWd\nThvv6w9z35XDPD+V4uRGntMbeeLpAvH0ua8Th1LGpRRwqiUcahmLriJrGrokoUsSFdlOxeKkaHVS\nsLpR5XNC3CpJHPC7iQU9XNrhJWBv315OJllLkalv8GwVi3NpNE3fWqhkBpVkEgBb1ARhXa1bQUTH\nWtAe7Op3uXg8XorFYrfG4/FCLBazAk/EYrGbgbuBR+Px+N/EYrH/CHx+8z+BQNAA2z3WRmOPdlGa\nOEt1dWXLGmIkkiTROxjkzMkkG6sFotHWeVd9kRvIr71MNvV02wjrcrXCmZMvsjp7Br20gd1WweVS\nGXSqHHCoVO1WlvUICT3MGgHWrQE2rEFqPec3x4JKgCxBKUNEWqNLWiFYTaMlJMrTFk4WLZSrdrD7\n6ewfJXb5tTjs+2OL4tuhVDIU1k/g9HTh9I219Oyluc2YvUHzBhfrHWu7CcK6/mFfDC8K2oVdbx/E\n4/F6a8QOWIB1asL63Zu/fj/wS4SwFggaZrvH2mi2DzCaIayBLWG9OLfBwUtad5vd7u7G4R2qrTkv\nJrC7jBcWZlKuVnjl2cfJLk3gkAt4fApefxm/TcXf//o/W61aqJStVHIS3vIajkqaPk1GRUbFStni\npmJxolksaLIFSdOQNB2bVsKuFnGoJWRJwyJp2OwadoeG5pCwOxS8vvK2k1aBKRZeeoxcxkE+a6Wk\nunBFhrjqyK04HLuXVtIotfXlGl3D70JvsWVocTaNLEt09wVMO6NSt4KY0rEuICHhtO6/f3eB4Hzs\nurCOxWIy8DwwBnwhHo+fiMViXfF4vG7aTAD7691MINhjeE3yWAPYu7cPMF5heH2oCWuAxdnWO8J8\n0Rso52bIJo8TGrq75efvhHwhz4tP/QxlYw6vp0yws0TUpRLdnDnTdcjnHKylXJRKFhTJjS/cS7Q/\nxsjwKLIJK8M1TWN5fp7Zs69QTC9h0Qo47Qoev4I/WCTYCZAFkiy8/DzpNQfZrAPJ282VR9+Lz7+3\nt19qapncyvPIVg+dPVezutq67PNqRSW1nCXc7cVmN2+RTjWRAIsFWyhkeO2CUsRldSK3aEOlQGA2\nuy6s4/G4BlwZi8UCwCOxWOzWN/y+HovFWmesFAjaELOGF+FcMoiZA4yBDhduj53F2XRLfdYALv9B\nrI5O8uuvEOy9HYutdfF0F8Lpl19gKX4cvydPMFxiIKTCpv4pFOysJl0USg6sgV4uufpmhsKR1z0+\nEvGRSmVNuz5ZlukdHKR3cPBf/V46vcaJ3zxJeXUet6OEv6NCKFogFC0A66Ticc6sushknYRGruLy\na4+adp2Nklt9AV0r4+86itziWMbEYgZN001LA6lTTSaxhcNIFuPFe6FaEMthBG3FrgvrOvF4PB2L\nxX4IXAMkYrFYdzweX47FYj1A8kJqRCI+U6/xYkI8l8ay28+np1J7qVelsuHXovrGmAFYS5n69xw5\nEObEi4uspvJEoi1+PkvvYu70Q2jFl+nuvaO1Z78BTdP45Y9/QHr+ZTo6y/gCJcbGa79XyNtJLbkp\n637Grz7KO++4/oJq7tbXZyTiY3x86HW/dvLVlzh5/NfYtQ0CnWXCXXnCXXngZ5x6/HHWVhw4QzFu\nv+sebA5ztgxeKLqmsnzqGWTZxnCs5l5s5XP56m8WADh0WY9p5yq5PGouiz92wJQzCmqJQW/nm9be\n7e+d7YZ4Ps1nt1NBwoASj8c3YrGYC3gv8H8A3wc+Dfz15v8fupB6ZnZdLibM7mBdbOyF51PXdWRJ\nZj2fMeVarB0d5OcXTP17hrpqneKZiVV0qbVda91+CMniJDHzFFbvdbuyMOa5p35OcelVQpESAV+Z\nwAiomsRays1G1kWg/zIuO3IUm+1cLvSF/Hvsha/P7US6Rnn33efykl994WlSk88T8BQJhooMDJeB\nZ3n6Ry+xmnQid4xz7c3ve93fu1UUNk5RKW3gDV/LelojEmnt+9DE6VrPye2zmXZuaXoKAD0YMvyM\nilqlqlax4zhv7b32tbnfEc+ncbzVB5Td7lj3APdv+qxl4IF4PP7zWCz2AvCNWCz2GTbj9nbxGgWC\nfY8kSXisblOsIAC2rm6Kp0+hVSrIdnO6iHWf9czEKoPjnaac8WbIFjve0NVkk0+RX38Vb+jKlpw7\n9dopZl7+BeFQnmiwBKOgqhKpZQ/pgp9D172PK6/51xaLduKyq26Aq24AYCWZ4JUnf4jXvkEoWmBg\nJAM8z5ljJ0gl3XTFbubQ5Ve17NpqQ4vgi1zXsjPrKIpKYjFDOOrFYeLWyrrFy9QMa5EIImgjdjtu\n7xXg6vP8+hrwntZfkUDQvrhtbnLVnCm17dEuiqdPUU0lcfT1v/0DGiDY6cbptjE7tQq0PvrOF7mO\nbPIY2eTTeDqvMG1hTLlS5tgj38BnSRLqKjA6pqNpsJLwkM77OXzznYxc27pFOXuJcLSLW3/nDwFI\nr6/y/GPfx+dYJ9SdZ2SsjF59mBce+TkbxRDXv/f38Hi8pl1LpbBMOTeL0zeKzRl5+wcYTHIpi6rq\n9AyalwYC26P2oobX3tq6KDzWgjZitzvWAoGgRTgtDlaLq6bUtkVqwqKaSpkmrCVJorvPz/SZVXKZ\nEl5/a+O5rPYA7uBhChsnKOemcPqMXe88c/YM0y8+Qld3jtH+2rbCXMZBasVD3+W3cfU1hw09b78T\n6Ahx64f+AIDZ6QkmnnuESChfG36kwMLL/43Eooeu2Ls4eJnxdxiyqWcA8EUuzMduNEtzacC8NeZ1\nzkXtGR9zWb+D5hEda0EbIYS1QHCR4LA6UHQVRVOwGuwRtoXCAFRXVwyt+0a6+wNMn1llaT7NgcOt\nz731RY9Q2DhBNvWsYcL6mV//BD19kmhPgZExDVWVWZrzorrGuO6WOzm8C97h/cbg8BiDw/8OgGd+\n+RPUjVN09RUYGt1AKz/Mcz/8OWXHGDe95x5DzlOrefLrr2B1dOL0787ioPpimJ4BszvWSVOj9gBc\nYp25oI0QwloguEhwWmpb7spqxXBhbd2McKuumCusezaXYCzPZzhwuPXx9g5PP3Z3L8V0HKW8jtXR\n2BrparXKUz/+Jn7HIt3RAvhqiR7LCS/j1/8WR64dMfjKLx6uv+X9wPtJLC1y8smH6IpmifbmgZd5\n+WdnWM1GOPpbH2tq62Nu9XnQVXzh60yzBL0Vuq6TWMwQ6HThcpubjFJNJkyN2gPwWIUVRNA+CGEt\nEFwkODaFdUkpb+VaG4UtXOtYKyYL60i3D4tVZnkhbeo5b4Uvcj2rMw+RXXmWjr6dRe+VyyWe+tGD\nRIJrjAyUAFhfdbGejXLDnR/lkKM9VnzvBbp6eun68L+rfYj5ybfx2+cJRQsEQ7NMPv13LKcCXP/+\nT+zYh63rKrmV55BkO54WDbG+kbWVPJWyyshBc7vVaqGAms3iGDLng97WOnPhsRa0EUJYCwQXCU5r\nvWNdfps/uXMsPh+S3W66FcRilentDzA/s06lrGB3tP5bmDt4mPWFR8mtvkCg+xZky9t3DEvFIsd+\n9CDd0TXGhsvoOiSXPFQcBzj6nr29zXG/Y7PZePcHPwrAM4//FDZeJdqbZ8yXZP7Ff2BxMcB1d9yH\nN3BhIrWwcRq1msUbuR7ZsjsfhBILGQC6+/ymnlNdSQFgj5oznFmsDy8Kj7WgjRDCWiC4SKhbQUom\nCGtJkrCFw1tvxGYyMNLJ3PQ6yaUM/cOtjd0DkGQr3vA1ZJZ/TX7tZXyRa9/0z5bLJZ76wQM1QT1a\nRtMkluZ82KNXce2dt7TuogUAXP/OO4A7OPnCM2zMPEVPf5ax8RQLr36BxaUA173/PrzetxbYWxF7\n4dZH7NVZ3hTWXSYLa2W1Nuxs3ZyhMJr8psfa6DtoAsFuIoS1QHCRULeClBXjhTXUBhgri4uohTwW\nt3lrvweGO4EJluZ3R1gD+MLXkEk8SSb5JN7QVUjy6/2n1WqVx3/wZXpCiW2C2ou7/0aO3H3jrlyz\n4ByHr7oerrqe+MmXWH3tF/T05xgbS7Hw0hdYXA5x412fwnkeW065sEglP4/TP47Nafww34WyvJDG\n7rDQGTbvdQZQ3RTWtk5z/q51j7VbDC8K2gghrAWCi4S6FcSMjjW8foDRMmimsK4NDCZ20Wdtsfnw\nha8lmzpObvX51y0I+dUPv0mHY4bx4QK6DktzPty9Rzhy99Fdu17B+YkdvgIOX0H8lRdZnfglPQNZ\nxkaXmDj2f5NK9/DOu+7Dsjm0p+saGwuPArsXsQdQLFRIrxUZGOkwfXBS2bR2WU1IBIFzqSBuMbwo\naCOEsBYILhIcJlpBYNsA4+oKDA6ZcgaA2+sg2OlieSGDpunIcutTGQD8XTeRW32ezPLjeEJX8vwz\nT8Hac4z05gFYSbjRfVdz5O7bduX6BBdO7PIr4fIreeU3xyguHKOrN4cvMMWrj/0tRdul3PDuO0kv\n/YpybgZXIIbTN7Zr15pYrNtAzB1cBKiubXasTRLW+WoBm2zFbhGRkoL2QQhrgeAiwbE5ZGeaFWRT\nWJsduQfQ3Rfg9CvLrK/mCUXM2673VlhsXnyR68kknuTEL/+WcKCC3KOTXneSUce46f2/uyvXJWic\ny6+5EbiR47/6CfbSCULRPB08xwuPnCAULWK1dxAa/O1didirs9yiwUWoWUEkqxWLz5yzCkpRDC4K\n2g55ty9AIBC0BjNTQQBsodZkWQNEe30AJBezpp/1ZpSLRX7+/QWqVQuBjjKlop3JqX4OvfPPuOm9\nQlTvZ468+/1c8d4/Y3J2jGzaSShaRNMknjvmplhQdvXa6okg0R7zhbWyuoq1M4QkmyMVykoZh1VE\nTAraC9GxFgguElplBTE7cg/OiYrkUoZLrugx/bw38sh3fsziyQol6yDPP++mI5Dk+g/cx6Ggueul\nBa1DlmVu+e2PU8hneeL7Xyaz0UkqHeVrf/8Y0VGND9732y2/Jk3TSC5l6Ix4cDjNffvWKhXUbAZH\nf79pZ1S0CkHZ/A8IAkErEcJaILhIOLd50RxhLXs8yE4n1ZT5kXudEQ8Wi0RyqbUd63j8LMe/fYy8\nPAAWJx59lituO8rBg+MtvQ5B63B7fNzxsX/LzPQsv/7aY+QtA8zPytz/f36ZK3/rHVxx5eUtu5b1\nlQJKVSPa4zP9LGWtHrVnjr9a13UqahXbBeTACwT7CSGsBYKLhK1UEJM81pIkYQ2FUVZX0HXdVB+q\nxSIT7vaRXMygVFWsNuPXLW+nUq3wnS9+k8xGGNUygFNZY+iaALd94FOmnivYOwwND/LJz3+aJx57\ngrNPLFGw9XH8R8uc+OWL3PPHH8btNt8rXP8g2QobiNlRe4quoqNjl8XgoqC9EB5rgeAiwWFyxxrA\nFomglUpo+bxpZ9Tp6vGj67CSyJl6zlO/eIKv/PX3Wc/2gSTR6V3kvr+4i9s+cLup5wr2JjffejOf\n+Pw9RDoSSLpKujTA1//2J/ziRz83/ezUcl1Yt6BjvWpux7qqVgCwi461oM0QwloguEjY2rxoUsca\naktioLUDjImljCn119fWePCvv8TLxysUrWE86gK33DPMR/70Phx2IQYuZqw2Gx/+7Ee4475L8Wpz\nlKwdxF+S+a9//gWWFhOmnZtaziJbJNMXwwBU12qvYZtJWxcrWhVARO0J2g5hBREILhKsshVZks3t\nWG8NMKZwDg+bdg5sH2A03mf94+/8iKWTKmXrIA41S2Rc44Mf/bjh5wj2N0MjA3zyLz/Jj7/7Y5ZP\nlMla+/nR//cc4dEqv33fPYaepaoaK8kcoYgXi9X8npiyugaA1SQrSKXesRZWEEGbIYS1QHCRIEkS\nTovDtFQQaG2WtT/oxOG0klw0rmOdTKzwyD//kBxDYNHwSjN84E/uImzS7XBBe/CB3/kA2fdmefiL\n3yWj97M46+FL//kBbvnErQwOGpOqsZbKo6k6kRbYQGAz3UeSsHV2mlK/otY61mJ4UdBuCCuIQHAR\n4bA4KG92iszA2lF7E1bW1007o44kSUR7/WQ2SpSK1abr/fjbP+IH//MYOYZwKGkOXQGf/I+fFqJa\ncEH4vD7+/f/1Od5xxI5TWSMvD/DTB17i4a88ZEj9LX91d4uE9doqlkAAyWpO/23LCiI61oI2Qwhr\ngeAiwmF1mLZ5EcASqOU4q+kN087YTn2IK9mEz3plZYUH/upLTJ9xU7Z48Muz/N7/chu33ilWkQt2\nztHbbuaj/+F9BOyzKLKT+dkgD/znB1maX2qqbt3yFGmBsNY1DWV93bREENhmBREea0GbIYS1QHAR\nYbYVxOr3gyShpNOmnbGdrrrPusENjD97+FG+9z+OkWMQp7LBwSt0Pv4Xn8Lnb01XUNAQUrX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GDBjEAw9MwbIsXC4nP/64nBkzZjF16rM4HA4eeWQKr732NuecM26/GCdNuoVXX32t4TjF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\nDaewTfNUN0tSrOZc1H2sI8UTemmaRhGRBqDCWiS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PBwAYyfSS676HoOolw5tfHqTB9XP0nkdY/Lm/wj9uiWvU79tn+bFf9W4Sh4Ne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\nBxa9/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vypw3rPTTub6A+GJUHUh2BCViIbKhtp6wyQkugb2D4rq5S7z/7+McO+hbFHPgnB\n1iyv+wADg2UTFg9sa1u5AgyD5MWns29vCwmJPlLS4gh01+PxZ+Bymwksajt7CQNFicdOjBAthj4x\nsm5iKNGQ5LIzvkFq9iLmuTbwCd+zFIea6E7y8teDLfz6zR00tx7Kfpya5OdLnzqTf7l+Ntn+EGvj\nJ/HDV/bzzj0P03ew6aTvgWEYnFN4Bl+aextul5uHt/yJd2qWn/R1TvY9BUEQhPFHQVL+EQ4tDJ6p\nlfDjUyHe76GsJIOahk7qDw4vgsvtcjMjYxrnFZ3JxSXnc3r+wmE7tABrJfT4Q1OQbQ7iDA1BBsSh\ntRnyaQi2ZV/Hfva0VVOaOX1gLWmgvp6enZUklM6kizi6OgLkF6US6mslHOzBNyj0uKbTDC0uTDx2\nlsYd1c34vW5K8o/u1EZxe+PJKLqU3Om3kZ6QymW+V7jc/T7xwT5qktz8fOMeXltbfVgCiLIp2fzg\nKxdw+dwsOrzx/L5nEr/+2d/Z/9bbp5RIakbGNL664A6SvIk8Xv40r1S9edLXOBED2Y9lVa0gCIIw\niH1NXXg9LrJSJYz1VBkIQS4/fgjySNDXH2TzziZy0uMpkNn1UyYabj80BFmwH7ZwapVSe5RSm5RS\n65VSqyPbMpRSryqlypVSryilxiZDjmAbVtSZyaCW5p82sK19lVmYPGXJGezd3QzAhOI0ApEkUd6j\nOLVFSUefqW1u76WuqYvpRWl4jrHmdij+xALy1GdJK/gIxe46Pul/mrlGDf1xbt4I9fKL17dT39gx\ncLzX4+K6S+fw3VsXMyEBNiZN5sfvtvHuPQ/R39Y23FsxQHFyIV9f+EXS/Wk8s/NF3h7hGVsp6SMI\ngiAMJRQOU9fUSV5GAi6XGIhTZd60LFyGGYI82mzd3UxvX5CF07Ml+upDMCHr2DO1gr2whVOL+Vv6\nXK31fK11NM7034BXtdbTgdcjr4VxQigcYm39BhI88czJmgmYaezbVizH8PlIWrCQPRWNAJRMzaS3\nsxYAX0L+wDX2dvSS7HWT4j360nFdbTrFMyae3HiJYbhIyVlK/ow7SEwuYqn7XT7mfZOU/h4aUr3c\nu6OGF1btIRQ6NBtbkpfCf37pXK5YkEunN57fdU/ikbv/TOvatSf13mCmk79z/u0k+5L4a/nTrKxb\nc9LXOBEuMYCCIAhChINtPQT6QgM/8IVTIyney4yJaeyuax9IVDlarC03HWcJPf5w5GcmYCAztbGA\nXZxaOLKKyEeB30f+/j1w9dg2R7CSXa1VtAbamZc9a2BtT8+unfQ1HCBp/gL6DQ+1VS1k5SaRlBJH\nT/tOMNz4E83yA62Bftr6+ilMjDvmCOWOqFNbnH5KbfT408mZ+k+kF11OtquZG/1Ps8i9h5DXxfuu\nPn72+jb27W8/dLzbxbUXlfHtf1pEZhysSJzO/z5Xybbf/YlQX+Ck3js3IZs7591OgieeR7c/wdam\nHaekYSjRqGgZ1RUEQRCi7Gs014Dmy3raD000BHndKIYgB0MhNlQ0kpbkY1J+yqi9z3jAF8mALDO1\n9scuTm0YeE0ptUYpdXtkW67Wuj7ydz2Qa03TBCtYd2ATAPMHZfltWzk49PggoVCYkqmZBPva6euu\nJy5pIi63mZlud7tpgIuPEXocCoXZtLOJxDjPMZNEDQfDMEjOWkh+6RdITJnMImMFN/pfJT3YzcE0\nH/dX1PLK6j2HraGdXJDGf33xHE6fnEJdXDa/3JfJi3c9QKDh5MKRCpLy+WIkedQjW/9MfdcIGkjx\naQVBEIQI0czHUs7nw7NgWhYGjGoIcnl1C509/SyYni2RVyPAhKxEOrr7aOs8uQkIYWyxS0mfZVrr\nOqVUNvCqUuqwaSetdVgpdcLMOtnZp+6c2Amn6IBT0xIKh9i0fAtJvkSWTZ+Px+Um1N/PrjWr8aam\nMvGcJax/fCMA8xcX4w1XApCVP3Pg/XbuNR28pZNyyE4+MqnFxvIGWjoCXLxkIrm5wxvFPL6WZPIm\nfJ6mfWtw62e53vcMG1xnsDpcxFtGH+Vv7ODOC2eSlXWo4Pp3v3Qer6/czf1PbuAp10z23vM3Pn/L\nWeScsWRY7THbVMYdnpu5d9XveGjbH/nhhd8kwXviJB7H1mIavzi/Jya+h7HQxuEiWgRBsCvR0Esp\n5/PhSU3yM7UwlRQA/E0AACAASURBVIqaVlo7A6QOKhMzUkQTUUkpn5GhINss61Pb2HlYWR/BXtjC\nqdVa10X+b1BK/R1YDNQrpfK01vuVUvnACYe0GhraT3SI7cnOTnaEDjh1Lbtbq2juaWVp/mk0N5kz\nrh0bN9Df3k7aBR+hrr6dHZv3k5wah9vn4sCeLQD0uwppaGinPxRi84FWMvxevN19NPT0H/EeLy3f\nDcD8KZnDauOwtfhmkDujgIPVz7Gg7X2KvHm81LOMfSk+vvfWNi5OT2Xp7PyB8N45U7L43meX8stH\nV7Ga6ez/40ZuWbuNkhuuw3ANL5CiNHEm5xedxRt73+Wn7/yWz82+5bhp5o+nJTpy1B8I2v57KH3F\nnjhNiyAIUNvQicdtkJsumY9HgoUqh4qaVtaXN3Du/IIRvXYoHGZ9RSOJcR6mF0uO1ZEgGqGwr7GT\n0omntmRNGH0sDz9WSiUopZIjfycCFwGbgWeBWyKH3QI8bU0LhbFma5MGzMLWUdpXmll+U5Yspaqy\nib5AkGkzcyAcort9J25vCt44c0RyV3s3gVCY0rTEo64NDfQFWaMPkJlijpaONB5vMtmTbyK98FJy\njEZu8j/NTKOevgQPz3d38NAbO+jpPhTCkp+ZyPfuOJt5RYlUJ+RxT0Ucq3/1IKGe4SeRuHrKZaj0\nqWxu3M67tSs/vAgJVxIEQRAwnaR9jZ3kZSQOu1KAcHyiM6ijEYK8u66N5vZe5k3Lwj3MwXHh+EgG\n5NjADt/2XOBdpdQGYBXwvNb6FeB/gI8opcqB8yOvhXHAtiaNy3Ch0qcCEOzupmPDery5efhLJlG+\n1VxqPa0sl572nYSDPSSklQ44sNuazZI6pWlHD5Natb2enkCQJWV5o7bWxDAMkrNPI2/G50hIzOVs\n9xtc6V2FLxxkV4qHn75Xwa5Ioiowi7Lf+YnFXLOkkHZvAg91lvDy3Q/Q19Q0rPdzu9zcMvPjJHoS\n+HvlC6e8vjY6U+uWkg2CMK5RSj2slKpXSm0etE1K7Y1DGlt76O0LUpgjoccjRWZqHCV5yeyobqGj\nu29Er71OR0OPc0b0uuMZyYAcG1ju1Gqtd2ut50X+zdJa/ziy/aDW+kKt9XSt9UVa6xar2yqMPu2B\nDqrba5iSWkK8x0zy1LFuDeG+PlKWLKWnu4+9uw6SlZNERlYinc1bAUhILwOgLxRi08EOkr1uJh5l\nLW04HObVD/biMgzOG+GQn6Phjcsid/qnSck9i4Lwbm7yPcuEcDudaT4eqa7n5VWHkkgZhsGV507n\nK9fOxuV28YSnjL/+7E907awc1nul+lP4+Ixr6Qv18YdtjxMMBU+6vZL9WBCECI8AlwzZJqX2xiG1\nB8yB4sLspBMcKZwMC1U2wVCYjZWNI3bNcDjM2vIG/F43ZZMkTHakGJwBeXDiT8FeWO7UCsJgth8s\nJ0yYmZlqYFt7JOtx8pKl7NzRQCgUZlpZDqFQH92tGrcvDV+C6aBua+6kJxhiQWYK7qM4Ztuqmqlp\n6GTRjGwyUo6eGXmkMQw3aRPOI3farST7E7jS8zxL3BUEfS7eNgL85rXtdHb2Dhw/d3oO37plMSk+\neD15Fg8//BrtmzcO670W5MxhUe489rRV82r1W6OkSBAEp6O1fhdoHrJZSu2NQ2oaTKe2QJJEjSjR\n0j5r9chVLqht7ORAczezp2Ti9bhH7LrCoQzI7V0jO7MujBzi1Aq2YsfBCgBKM0yntr+lma4d24mb\nMhVfdg4V28zQ46kzc+lprSAcCpCYNnNgZnFtYxsAC7OPntH4HyuqALjotOJR1XE0/ElF5M34HEmZ\nc5lnrOFa71vEh/rZm+blZysrqdxzcODYiXkpfO/2ZUxIcrMueTq/+utGGlesGNb73DD9alJ9Kby4\n+zUauoYXvnwI8z5K+LEgCEdBSu2NQ6IhlzJTO7LkZSRQkJ3Ilt0H6e49MqHlqXAo9FiyHo80Bdnm\noE50kEewH+LUCraismUXCZ54CpLyAGhbtRLCYVKWnEFbSzf7a9oomJhGUrKfjqb1ACRmzgWgqSfA\nzrYuipPiyIo7MuX6jqpmtlc1UzYpg8kTrClG7nL7yZx4FRnFV5HrauLjvmcoppnuFB+/rznA66ur\nBkJbMlLi+M7ty5iR46cysZBfvrSH/a++ccL3SPQmcN20K+gPB3mq8rmTal80qEbCjwVBOB5a6zCH\nHhmCg6lp6CTe7yYjxW91UxzHwunZ9AdDbN51sgPQR2ddeQMet8GcKZkjcj3hENFBnZoGWVdrV2xR\n0kcQAA72NNPU08zsrJkDJWnaV64At5vk0xazYWMkQdTMXPoDLfS078SXWDiQ9Xh5fSthYGnOkblL\nwuEwf393FwDXnDV5bAQdh6TMufgTC2jc/SSXdr/ERhay0jeN18O97H1d84mzp+LzeYj3e/j6LUv5\nzeMfsK46l1+938gdHc9QePVHj+t4LsiZyzu1K9jcuI3tTeWUZk4fXsMG1tSOgEhBEJzGSZfaA+eU\nRnKKDhi+lr7+IPUHu5henE5OjjWDwScilj+XC5eU8Oz7e9hW1cLlfDgt+5s6qT7QwaLSXIoLrV1P\nG8ufyVCiWuaoMLCVpvbemNUXq+0eLuLUCrahssWsHTstzXQ6e2tr6N1bTeK8+bgSE9m+aQser4vJ\nKpuOpvcASMpcAEBPf5C1ja2kej3MSj8yRGpdeQMVNa3Mm5pl2SztULxxWeSq22ipeYV5TWvJ9tTx\nUmAZ5ake7nlL85lFJWRGSih88eOLeehv61hRCfduauYL4WcpufaqY17bMAyun3YV//PBPTxR8Szf\nSf8abtfw19e4j1PnVhCEcUu01N5dnESpPSfULXZa/eXhatl7oINgKExuWpwt9cf655LoMchKjWP1\ntv309Qdpae465Wu9uqoagFkl6Zbek1j/TAYzWIuXMB63QUV1c0zqc9rncjTkl6tgGypbzJnUqWmT\nAGiLJIhKWbKUmj3NtLf2MHVGDj4fdDSuw3D5SUibCcDqhjYCoTBLclOPWA8a6Avy+BuVuF0GN5w/\ndQwVnRiXy0tG8eVkllxHobuRG30vkBnqoDndx682VrG1siFynMFt1y3g3JmZNPjTuXdLiJ1/P35o\ncWHyBM4sWEJ91wHernl/WO2R8GNBEACUUo8By80/1V6l1KeRUnvjjoEkUbKedlQwDIMF07PpCQTZ\nWPHhsiCvq2jAMGDetKwRap0wGI/bxYTMRGobOwmFZOWFHZGZWsE2VLbsJs7tpzBpAuFwmI4PVuOK\niyNxzjyWvxBJIDUvn87mrYT6O0jOWYLL7SMQDPHu/mb8bheLs1OPuO4LK6pobO3hksXF5GUkjLWs\nYZGYXoYvIR/P7ie5tusF3gudwfakIh6rb+Kcpk4uXDwRl2HwT1fOwe/dwssb4f7NrXzZ9TwlV11x\nzOteMfki1tRv4KWqNzhjwunEeYa5JkqcWkEY12itbzrGrgvHtCGCpdQ2RJNESebj0WKhyuaVD/ay\nYnMdE8+bckrXaOnoZWdNK9OL0khJODKniDAyFOYkUX2gg/rmLvIzpU/YDZmpFWxBR18n9V0NTEqd\niNvlpndvNX2NDSTOmUdPH+ypaCQjO5Gc/GTaD6wEDJKzFwOwuqGVzv4gZ+SmET8khX3V/nZeWFFF\nZoqfK5eVjL2wk8DrzzBr2mbO5hz3e5zt2kDY6+JNAvzpjXKCwRCGYXDDJbO4eE42B32p/HpDL3uf\n/8cxr5nkTeT8ojPp7OvindrlJ2xDdOzRhTi1giAI4x2ZqR19phSkkpLoY9XWulOeAVxf0UgYWKAk\n6/FoIsmi7I04tYItqGqrAaAkpQiAjrVrAEhauBC9ZT+hUJjSufkEOvfQ11NPQtpMPL40eoMh3q5r\nxucyWJZ7eIKo/mCIh17YRigc5tbLSon32z8wwQxH/ijpRZcx0625wv0mXoJsS3Fx3+s76OoKmI7t\npbM4b2Ymjf50fr2mk7rXjp0V+dzCM4n3xPNa9dv09Pce8zgAwpGSPm55NAiCIIx3ahs6SE3ykRTv\ntbopjsVlGMyflkVrR4CKmpZTusa6cnOp0oJp4tSOJoU5kbI+B6Ssjx2RX66CLahqMxMcTIw6tevW\nYvh8JJTNZvuGOtxug+llubQdWAVAcs4SAN7b30xnf5Az89JJGDJL+9z7e6hp6OSceRMoK8kYQzUf\nDsMwSM5aRO60Wyj2d/Ex74ukhDrZn+7lnuUV1Dd2YBgGN185hzOnp1Efl8l97zXQsHrNUa+X4I0f\nmK19t/b4tW4PrakdYVGCIAhCTNHd209TW6/Upx0DFkTqyq4rP/l1tZ09feyoaqYkL5nM1LiRbpow\niKKBmVpxau2IOLWCLdjTtheAkpRievftI1C3j8Sy2eyv76a1uZspM3JwG630tFXgTyzCn1hAe18/\n7+5vJtHj5qy8w9PX79zXOhB2fMN59koONVz8iUXkqdvJSc7kOu+LFHCA9lQf92/Zy45djRiGwa3X\nzGdxSRL74rL59QvltG7fcdRrHTZb29dzwveWRFGCIAjjm+h62oIsWTs42pROTCchzsO68oaBWvXD\nZWNlI8FQmIUSejzqpCT6SE7wsldmam2JOLWC5YTDYara9pIZl06yL4mOdYdCj7es2wfAzHn5tNWb\na0Kjs7Qv720kEApzQUEG/kHhsu1dAe5/egvhcJjPxEjY8bFwe5PImXozWTkLudz9BrOMSgKJHv60\nr5EVm2pxGQa337CIOXl+quLz+O1jK+neW33EdaKztR19nbyy850Tvq9Hwo8FQRDGNdHZKJmpHX08\nbhenlebR1NZDdf3JOUzR2d3obK8wehiGQWF2Eo2tPXT39lvdHGEI8stVsJymnmY6+joPCz3G7YbJ\npewubyAzO5Gs7BCdBzfiicsiPlVR1d7NuqZ28hP8nDYo43EoFOa3z23jYFsvV581idIYCjs+Fobh\nJr3wIrJLruZMzzqWutYR9Ll4vrODF1fuwWUYfPGTS5iUYrAtoZg/PvgSfU1NR1zn3MIz8bl9vFj+\nFsFQ8KjvFR0glplaQRCE8U10NqooR5zasWDp7HwA1kbWxw6H3kCQLbuayM9MkGy8Y0S0P9Q2SrIo\nuyFOrWA5g9fTBhoO0FtdRUJpGTt2tBAOw6yFBbTVvweESc07mxAGz1YdAOCjxdm4Bzlgzy3fw5bd\nB5kzJZPLzyixQM3okZgxm9xptzLfV8tH3O9juOFdI8Bf3qnE43bxtU+fSY4/xMr4qTz16ycJ9Rwe\nZpzgjWdp/iKaupvZ0LDl+G/mEqdWEARhPFNd347bZTBBwo/HhAUzcvB6XKw/Cad2y+4mAv0hCT0e\nQwqyJVmUXRGnVrCcve1miHFxcqE5SwskzF/Ato378Pk9TJrqG5ilTUibyaoDrdR1B1iYlcLE5PiB\n66zVB3j2vd1kpsTx2Stm4nLgbKM/sYA89VlKE/u50vM6PqOPzQnw2zc1fo/BNz6zjGRXkFc8U3nl\n/r8QDoUOO//cwmUAvFXz3nHfx+OSR4MgCMJ4JRQKs7ehg/zMRLwesQdjQbzfQ1lJBrWNndQf7BrW\nOQNZjyX0eMyIztTulWRRtkOeVILl1HSYTm1h0gTTqTUMDiSV0N3Zx4w5eXQ1LSc6S9veF+K12ibi\n3C4uLswcuMbuujZ++9w2fF43d14329HlBzy+FHKm38qU9Fyu9bxCUriTqhQ3975dTqLPzddvPg2/\nEeKp7gLW/fnpw87NSchmQf4sdrVWsaftyLW3h8KP3UfsEwRBEMYH9c1dBPpCFOdK6PFYcigL8oln\na/uDITZUNpGZ4mdibvJoN02IMCEzEcOQmVo7Ik6tYCnhcJi97bVkxmXg7eihZ2cl8WoG27cfBKB0\ndsKgtbSlPL3nAD3BEBcXZpLkNRNANbZ2c8+Tm+gLhvj8VWUUj4OHu8vlJbPkWiZOWMi1nlfI4iAN\nqV5++X4FaUlx3PHRmYQMF7/b46PqjcNnZS+bfj4Ab+49ymxtZHZbJmoFQRDGL9H1tMWynnZMmTct\nC5dhDGtd7Y6qZrp7+1kwPUfyYIwhPq+bvIwEaho6TjpTtTC6yE9XwVJaA2109HVSmDyBjvVm6HGf\nWsj+mjaKJmcQ6lyBOUt7DhsPdrKjtZPJyfEDyaHauwL84olNtHUGuOmCacybmmWhmrHFMAxS886m\nePKVXOV9hwnU05rq494PdjIhL42PnZ5HpyeB37y7n5bteuC82bkzyE/MZd2BTbT0th52zegD2u2S\nmVpBEITxSjQDb9E4GCS2E0nxXlRxGrv2tdHc3nvcYw+FHo+f3z12oTA7ie7eII2tJy6RKIwd4tQK\nllITWU9bFA09BnYHcwCYPddDV8tWfAkT6E+YznPVDfhcBtdNysVlGHT39vOzv25kX2MnF51WxIWL\niizTYSUJaaUUTf8kV/jXUGLspTPFx/0bq5g9s5AzJsZT78/g/x7/gECzOfttGAbnFZ5JKBzi/X2r\nj3pNlySKEgRBGLdUH2gHJPOxFURDkNdXHHu2NhQKs66ikeQEL9MK08aqaUKEiXnmYE/V/naLWyIM\nRpxawVKiSaIKjTS69Q5cU2awq7KF5FQ/fuMDAFLzz+eZqgZ6giEuLcoi3e+lty/IPU9spGp/O2fO\nyeeG86daKcNyfAkTKJzxaS5PqGCGsZOeJC8Pltdy9hmKKUkhdNwE/vyb5wj3m3XVFubOw+/2sWLf\nB4TCh5JJhZHwY0EQhPHO3voOMlP8js5PYVfmTzNnXtfqYzu1lbWttHUGmD8tWwahLSC6hjk6+CPY\nA/npKlhKNElU5q4GCIc5ULCQ/v4Q8xeGCHRWEZcyjY09Gexo7WRKihl23Ncf4r6/baa8ppVFM3K4\n9ZIZjsx0fLJ4fKnkq1u4OLWRucZ2AvFeHt1bz8UXziLDFeAdo4g3fvd3AOI8fhblzqe5t4XtByuO\nvJZLfsgIgiCMR1o7emntDFCUI6HHVpCREsek/GR0dQsd3X1HPUayHltLNIFa1X5JFmUnxKkVLKWm\nYx+J3gRCm7YRwmBnWwJeL6QlbgQMejPO5R/VjSR4XFw/KY9QKMwDz20dqEX7uStnyijlIFzuOHKm\n3sSFOQanuzbQ7/fwzMEWPnL2dLzhfp44kMKG594AYNmExQAs37fq0AWi2Y/lngqCIIxLBpJESeZj\ny1gwPZtQOMzGysYj9oXDYdaVNxDvd1M6Md2C1gnJCT4yU/xU7W+TZFE2QpxawTJ6+ntp7G5iojeH\nru3baJ24gI6OPuYv6iYYaMSXMZ+nagP0h8NcNymXBLeL3zyzlbW6AVWUxhevnoXHLV/hoRiGm4yi\nKzi3IJ9zXKsIeQ3eJcAZs3IIuLz8/NVaWnbtoTi5kIKkfDY1bqMtYIbQRB/NbnFqBUEQxiXVEadW\nZmqt43ilfarrO2hs7WHulCypIWwhxbnJtHX10dIRsLopQgTpDYJl1HXuB0DtD0EwSHVqKW53kJy0\nbRiGhxXBeRzoDrA0J5WpSfHc97fNrCtvYEZxGv98/Rx8XsnQeyzMzMhncubk+VzgWknYbVCRE8eM\nHB8HvSn835+WE+zqYtmE0wmFQ6yqW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ZiABg164dLFv2EMnJKQDExYVLic6dKyEjI5O0tHQ0Gg3Ll6/iwIHPBh1/8OB+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\nKIISaxGpw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FGaA50P/etD3aGzsASMocP/NpT+bhh/+Lu+66lxdf/Bt33PFVHn74+ye9VlGU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\n6VYtQnr0zQzwq0P/wlRsmuurruLe5XcgS5f2Ox9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Z1i9C+owPHaDCAa78dXz0lp+2o0Mk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MLuQSVOjfjRVF9UoYv4iAR70LUr1f29XeAAttjMEG6mq+4vcV6lhCQpg84uA86uhALSgMMryQNF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\nOTI2C+sOv9fPJ7Z8hFvTt/nklo+WNEHUUqp27cIIhjAT89S99/mytQvwrvd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vKSIiwNERa5WCiIiERom1iIgAteaxtupXg4hIKNR7iogIoJsXRUQaS4m1iIgA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\nPM6e6aNu12Fqt7VyoO4IB+qOkJmdgqspoXp+Kbnh9DFtSyQ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qrbde55NPPnTLsU5YvPhjrNaquufjx485o/137NjG3r273RqTu0liLYSXSYoL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\nIiLSQfXun85dj4wjo3sie7efZOEz2zhzutbrsFrV0NDE6fIa0rMS8fn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BzF18i0PVZAdmAOOP/jKQsVIGIjogSayFaGd0Oh1j0pJwub2s21lwSudyu9zU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\nWIuIiISRmNgo5i6ZwIxr8jld3cjSJ4rYufnEhQ/sYSqsRS5MhbWIiEi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YhntsLC1mvkiz0WPRGV0zJ4KxWRDodFRl1b2wXrc3Fb1Ox9Buja8bSElJyZlV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\naR77CfCTUQxHRERkzEhOjefmO+dhd1TzwVv7efe1vZTtqeXyG2ZE9Lz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7QpwrSayFEACEBBk4b0AcReV2dqYVn/X2tnLfuM6gkLMYC9KAyRzClD9cRb9o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\nCHDuJSMYNa6Isv3HWfTkBsLhZtdlJaSmxjA7tx4mp1cahf2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CgAGD+PLLWRQVFQGwc+cOcnJy9nnc0tJSYmJiiY+Pp7BwG999Nw+A4uJiHnzwr/zf//2D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\nJSXgcBDfrz+pJ51CbNduOPb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wf8o32AIX36+G5Q/PYNCgTDqf1B+n8+CarvtQ4qmsZPus\nzyic8RGe8nIi09Jocf6FJB03BEcj/bu4oiI4Mitpj29kPB4vuUVlrM8tZmPtNyslLFqVz6JVu0tJ\n0pKia5PsDlmJdMhMIiG2/g+feUVlTPzAN2nNLef1IKNdCuWfHEHJwh+o3LyZ6DZtGuU1isielFiL\nSJMoztuGzYvE5a1g4CW+ySvOHdKB5esK+W5FLr07teDY7pm1SfT6nGKy/T/rc4v3SKIdDmjdIn6P\nBLp9qwTiQ/iV+m8Vl5rMsBFn0XdTHvPe/Y71ZQl8saCEpQs/ZPBpXWnbL3CpgYSW1+1mx9w5bPtw\nKu7t23HGx5N+6eWknHQyzqj97xU+UE6ng6wW8WS1iOfY7v4YvV62l1T53/M7fe/7rTv3SrbTk2Po\nkOVPtv0/cTFR5G0v5+E3F7OjpIrhJ3fGtE8FoMV5F7Dlv+PJf+sN2tw1WsM8ijQBlYLIXvR1UWip\nPX0+emIaGyqS6N/ezTFXnly7PreojAdf/AGn00H7lgmszy2m4ldJdFaLeDpkJnJEZiL9umaS6HIS\n7Wq+5RV1bf1xNfNmLCfP45tGuq1rJ0MuOpq0Dq3DHJnPofz+LF3+E/lvv0nVls04XC5STzmN1DPO\nJCIuvlHOF8q23FW3nV37AXMn2Vv3LnVqmRpLRZWbnaVVXDqsI2cee8Qex9g8/j+U/bSMrFtuI/Ho\nQSGJrakcyu/NcFB7hk6gUhAl1rIX/ecLLbUnrPl6CTPnbSfJU8wVfzlzr5kW5yzdwkszVuIAMlvE\n7fEVePuWiXsk0Qdre675egnfzd3ITmciDq+bzikVHHfZ8cS1SA5rXAdrewZSlbOV/MlvUbpsKTgc\nJA05nvQLLiIyJbVRz9vYben1etm2s4LsrbuT7fU5vg+iF51w1B5J9S5Vubms/9tfiUhMpMM/x+KM\niW20+ELtUHxvhpPaM3RUYy0iYVNVWs7cOZvBGcuJZ3TZ5/TlQ/u0pkv7FJLjXcS4Ds3LUscT+nLk\nkF78+OE8Fi0vY9WOeNY98x19joqi/yUnNusbHA8W7pIStk3/gO1ffgFuN7FdDBlXXElM+70TzoOR\nw+EgPTmW9ORYju7aEvAl21U1HqKj9v3+cbVqReoZZ1E4fRoFH0yl5eXDmzJkkcPOofkXTESajbmv\nfkFZRDydkkpo27/++uJWqYf+0HTOiAj6XDCUbqdX8MPkr1m+2cmCbCf24Y8ZfOIRHDWkd7hDPCh5\na2rYPvtLtn0wFU9ZKVEZLUm/9HIS+vU/5OuKHQ5HvUn1LmlnnUPx/O/Z/vlMEvr0Ja5rtyaKTuTw\no1vURaTRrPl6CbYojlh3KSdc9btwh9NsuGJjGHLtaVxxfV/ax+yk2JnIp3MK+eCxDyjM3hLu8A4a\nXq+XkmVLWf/g/eS/+Tp4PaRfejlH/ONfJPYfcMgn1cFyulxk3jgCHA5yXnwOd1lpuEMSOWQpsRaR\nRlGaV8TsOVtx4OWk044iOqlxbhg7mCVlZXD2yPM4++RWpHh3sqU6mSlvrGD28zOoLCkLd3jNWlVu\nLlue/A9bnvwPVbk5JA87iQ5jHyLt9DNxRoV/dJjmJvaojqSdfS41hYXkvf4qh9D9VSLNikpBRCTk\nPG43n778NZURyfTOqqL9QH31HEj7gd1o278Ly6bNY+GKClYUxLJ2/FcM7JNC97OO1fjXdXgqKymc\nMZ2iT2bgrakhrlt3Mq64kug2bcMdWrPX4uxzKVv+I8Xff0dsF0PKifoWSSTUdLUWkZCb+/Jn5HqS\nSXfs4LirTm54B8EZEUHfC4fy+zuOx6SUUumMZs5PVUx5+ENylq8Nd3hh5/V6KVm8kOwH7qNw+odE\nJCaRdctttLnrL0qqg+SIjCTr5ttwJiSQ98ZrlK9dE+6QRA45SqxFJKR+njmf5fkxxLjLOOv6E3BG\naLSL/RGTlMBJt5zNJZd0ITNiB4UkM3VaNrMmfUTlzsOzNrYqN4fN4x9ny1MTqNm+ndQzzqLDP8eS\nePQg1VHvp6gW6WTddAt4PGyd+BQ1O3aEOySRQ4oSaxEJmZzla5mzYAdOTw2nndOJ+JaNO27woSy9\nczsu/Mv5/G5APDGeClZtj+eNCf+/vTuPrqq89z/+PudkIiRAgISQiZkHwjw7UmdFRLTO2lqrtVZb\nvXZQW9ve2uq1159t7eTtcJ2uts5aFRWRAuLAICAz5Ms8JCEQQpgJkOH3xz6xKUZk2Mk+J3xea7EW\nZ9jJN591zj7f8+xnP3s6SyfOora2NujymkXt/v1sffVl1v/sJ+xdspjUvv3oet/9ZF5+JeGUlKDL\ni1ut+/Wn46WXUV25jdJHf0ftgQNBlyTSYmiOtYj4YkfJFia+VkRNJJVT+yWSO6h30CW1CH3OHUG3\nk/cy89n3KKpI5v2FVdjiCYy+bBgde7TcKRC7589jy3PPUr2tgoSM9mRedQ1pw4ZrhNonGWPGsr+0\nhOOIMRgAACAASURBVF2zZlL2+F/pfMtthDSXX+S4qbEWkeO2b/suJvzfbKoi6QzI3s/AcWcEXVKL\nkpyWyhnfvJBCW897ry1gc21bXnmhiMLsJZx0zZkktkoOukTfHNy2jS3PPsOeBfMhEiFjzFg6XHQx\n4eSW8zfGglAoRKev3Uj1tm3snjeXrS+9QMcrr9YXF5HjpK+nInJc9u/ey4Q/T2VXOJ1uqbs45fpz\ngy6pxcpyXbj8rnGcWphIQl01S7ak8Owj/2T1+wuCLu241dXWUvnPyaz76b3sWTCfVr2dN+3jsivU\nVDeRcGIiObfdTlJ2ZyonT6LijdeCLkkk7qmxFpFjdmBfFRMenUwFbemcsINzbx2jpeGaWDgcZuDF\np3LtbafQI20Xe0OteHfGdib85g12bakIurxjUrVhPRsevJ/y5/9OKBKh0w03knfXD0nqnBN0aS1e\nJC2N3O/fTWLHTLZNeJ1t77wddEkicU2fgCJyTKr3H+DNP0yivK4tncI7uOj2MUQSNbusubTKaMN5\n3xnHuAtyaVu3k+IDbXjhsbkseO2DuDm5sXb/fspfep4ND/yc/evWkj7qZLo+8EvanjZaUxKaUWJG\nBnnfv5uEjAy2vvwi26dNCbokkbilxlpEjprXVE9kc21bMkM7uOj280lITgq6rBNS3hDHVXeNZUhu\nNTVEmFlUw6sPT2DbmpKgSzus3YsWsu4/76Vy0jskduhA7nd/QOebbyGhTZugSzshJWZmkvf9u4mk\nt2HL359hx0cfBl2SSFxSYy0iR6XmYDVvPzqRTdVt6RDawbhvn0tSKy19FqRIQoSTvnoOV1zTl8zQ\nDsrr2vLS88uZ8fRkag5WB13ev6nesZ3SP/8Ppb9/xFuTesxYutz3AK379Q+6tBNeUnZn8r53F+HU\n1mx+6nF2zvgo6JJE4o4aaxE5Ygf2VTHhd29RcqAtGexk/K3nkJyWGnRZEtW+Wy5fvmscp/SNEKGG\nhaWJPP/wREoWrAi6NOpqa9k+fRrrfvIjds/9mJQePeny0/t0cmKMSc7PJ+97PyDcKpWyJ/6Xyqn/\nDLokkbiixlpEjkjVzt289vtJn45UX3LbWSS3aR10WXKIcDjMoPGnc803RpKfvJOd4XQmTCz2rty4\ne28gNR3YXEbxrx5iyzP/B0DWddeTf8+9JOflB1KPHF5K127k3/1DIm3aUP7s36h48w3q6uqCLksk\nLqixFpEvtKd8O68+OpWKurZkJ+zgkjvOJ6VNWtBlyWG0zsrgou9ezDmj2nx65cbnfzetWZfmq6up\nYdukiay/76fsW2GkDRlG1/sfpN2ZZ+liJDEuOS+f/Ht+TEKHDlS89ipbX35RzbXIEdAp/CJyWNs3\nlPHG3+ayJ9yGgpSdXPDtsVr9I470OnMoBSP28sEz01i53Vuar+CTNzjzq18itUPbJvu9+0uKKXvy\ncfavW0skPZ2sm24mbdgIrfYRR5I6dSL/nh9T8puHqZw0kZq9e+j0la8RikSCLk0kZmnIQEQ+16bF\nq/jHM5+wJ5xGrza7GXO7mup4lJyWyjm3jmXc+bm0qd3Fhqo2PPfnmSyfNMv331VXXU3FhNdZ/4uf\n/WsJvV88SPrwkWqq41Bi+/bk3fMjkgu6sPOD9yn5w2+p2bcv6LJEYlaoBR3aqSsv3xV0DS1CZmY6\nytI/8ZrniilzeW92JTXhRAZ2PsDJXz0nJi7+Eq95xorq/QeY9dw0lmxKoC4UoSBlF6OvPYX0rA7H\n/bOr1q2l7MnHOVBSTEJGBllf/RppAwf7UHV8aMmvzdqqfWz6y5/Ys3gRSXn55N5xJ4ntj/81czgt\nOc8gKE//ZGamf+4ogRpr+Qy9+fwVj3nOfm4Kn6wLEa6r5dRBqfQfe0rQJX0qHvOMRZuXrWXq64vZ\nHmpDYk0Vowam02/sycf05an2wAEq3niNykkToa6OtqPPoOPlVxJJPbFWjGnpr826mhq2PP93dkyb\nSqRdO3Lv+C4pBV2a7Pe19Dybm/L0jxprOSp68/krnvKsOVjNlL9MZPXudJJqqjj3vAIKRhQGXda/\niac8Y11NdQ0LX/2AOauqqQ0nkB3ZztnXnUKbnKwj/hn7Vq6g7KknOLi5jMSOmXT62tdJ7Rtbr5nm\nciK8Nuvq6tg+eRLlL71AKCmJzt+4hbQhQ5vkd50IeTYn5emfwzXWMT1Z0jl3AfBbIAI8ZmYPBVyS\nSIu1a0sF7zz5IVvr2pJWu5ux1w2lfdecoMuSJhRJiHD+t8eR/9Eypr46n7Kadrzw1HyG90lh0CWn\nH3b0uraqiq2vvsT2aVMBaHfOuXS89HKtSd3ChUIhMs67gISOmZQ99hdKH/097ceOo8P4S7XSiwgx\nPGLtnIsABpwDlABzgGvMbPnnbKIRa5/oW62/4iHP9R8vZerkDVRFWtEpsoMxN59Fq3bpQZfVqHjI\nM57U51lbU8O8l6Yzf00NNeFEssLbOfuqUbTr0vkz2+xZuoTNTz9JdUUFSdmd6XTDjbTq2SuA6mPL\nifba3L9xA6X/8wcOlpeT2q8/nW/+FpE0/5bhPNHybGrK0z+HG7GO5a+XI4FVZrbOzA4CzwPjA65J\npEWpra1l9nNTmDiljKpwMgOz93PJ9y6K2aZamk44EmHE1Wdx+bX96RjawZbadrz498XMfWEqtTU1\nANTs3UPZU49T8sivqK6spP2FF1Hws5+rqT5BJecXUPCT+2g9YCB7ly5h/QP3UbV+XdBliQQqlqeC\n5AIbG9wuBkYFVItIi1NbW8tbv5tA8f62JNZVceZp2fQYfeKs4CCNa9+1M5fdNY4F//iAeQZz1oZZ\n/V+vMCStjEjJGmp2bCc5P59ON9xESpeuQZcrAYu0bk3O7Xey7c03qJjwOhsfepBuDz5EQruMoEsT\nCUQsN9axOUdFpIXYs6WSkqp02rGTMdefRLu8Iz9hTVq2cDjM0Mu+RI/iLUx98WPKyOK9qgx6hqsY\nOP4sOoy5kFBCLH98SHMKhcN0uPgSUrp3Z+fcuYRbnVirwYg0FMt7xhIgv8HtfLxR68+VmanD135R\nlv6KxTwzM9P5zvdb0yYrI+4u+hKLecazz8szMzOdHoO7s+STEt75x2IsPJK9e9tzcUIiHTJ1SfvG\nnKivzZrqWuZWtmH5nr7cnJ5GetsUX37uiZpnU1GeTS+WT15MwDt58WygFPgYnbzYLHSCg7+Up7+U\np7+ONM+9ew7wwbsrWGNbiSSEGXl6VwaOyCcc1tUU652or83du/bz7mtL2Vyyk/aZrfnyV4eSmHT8\nlz0/UfNsKsrTP3F58qKZVQPfASYBy4AXDtNUi4hIE0ptncT5l/bnvEsKSUqKMHPaGv7xzCdsK98T\ndGkSoNIN23n5qblsLtlJz8Is35pqkXgV08d/zWwiMDHoOkRExNOjTxY5Be34aMoqVi7dwktPzWX4\nqV0ZPCqfSCRmx2rEZ3V1dSyaW8zMqasBOPXsngwYnksopCMYcmKL6cZaRERiT6vUJM4ZV0jPPlm8\nP2kFH7+/ljVF5ZxxoSMzW3M4W7qamlo+eHclyxduolXrRM4b34+cgnZBlyUSE9RYi4jIMenaqyOd\n89syY+pqihaV8cr/zWPwqHyGn9qVhERNB2iJ9ldV8+5rSyleV0nHTmmMuXwAaem62qZIPTXWIiJy\nzJJTEjnzwj70KszivYkrmD9rI2tsK2eMcRrFbGF27aji7ZcXs618D116dODc8X1JTFIbIdKQJsSJ\niMhxy+vanqtuGsGgEXns3L6P159dwPR3jP1V1UGXJj4oL9vFq097J6sOGJbLBZf1V1Mt0gi9K0RE\nxBeJSRFOObsnPfpm8d5EY9mCTaxfVcHp5/emW6+OQZcnx6hkfSUTX1lC9cEaTj2nJwOH5wVdkkjM\n0oi1iIj4qlNOGy6/YRgjTu/Kvn0HeeeVJbz72lL27jkQdGlylNat3MpbLy6ipqaW8y7pp6Za5Ato\nxFpERHwXiYQZfmpXurtM3ptorC4qp3hdJaee3ZPe/TtpWbY4sGLpZqa+uZxIQpgxX+5Pfrf2QZck\nEvM0Yi0iIk2mfcfWXHLdEE47pyc1NbVMfauIt15cxM7t+4IuTQ5j6fwSpkxYTmJShHFXDVJTLXKE\n1FiLiEiTCodDDBiex9XfGEl+9/ZsXFvJC4/PYdGcYmpr64IuTw6xaE4x709aSUpqIuOvHUx2Xtug\nSxKJG2qsRUSkWaS3TWHsFQM466I+RCJhPpqyitf+Np+KLbuDLk2ili0o5aMpq0hNS+KS64bQsZMu\n+CNyNNRYi4hIswmFQrj+2Vx980h69s1ic+lOXnpyLjOmrubggZqgyzuhrVi6menvrCClVSLjrh5E\nRofUoEsSiTtqrEVEpNmltk7i3PGFjL1yAOltU1j48Uaef+xj1q7cGnRpJ6Q1Vs7UN5eTlBzhoqsG\n0r5j66BLEolLaqxFRCQwBd07cNVNIxh6SgF7dx/gnVeW8M4rS9i9syro0k4YG9ZUMPn1ZUQSwoy9\nciCZ2Zr+IXKstNyeiIgEKiExwqjR3eld2Inpk1awduVWNq7bxsjTuzFgeC7hsMaAmsrm0p1MenUp\noXCICy8fQHauTlQUOR7aW4mISEzI6Nia8dcO5swLHQkJYWZMXc3LT81jc+nOoEtrkXZu38fElxdH\nL/5SSG6XjKBLEol7aqxFRCRmhEIh+gzszNU3j6TPwGwqtuzh1ac/4b2Jxr69unKjX/ZXHeTtlxez\nb+9BTjunF1176pLzIn7QVBAREYk5rVKTOPPCPrj+2XwweSXLF25idVE5I0d3pd+QHE0POQ51dXVM\nmVBE5da9DByeR/9huUGXJNJiaM8kIiIxK6egHVd8fRinntMTqOPDyat46cl5lG7YHnRpcWvejPWs\nX11BXtcMTj6rR9DliLQoaqxFRCSmhcNhBg7P45pvjqLPwGy2le/h9WcXMPmNZezetT/o8uLKhjUV\nzPlgHWltkjnn4r6Ew6GgSxJpUTQVRERE4kJqa296SOHgHD6cvJJVy7awbuVWhp3ShUEj8okkaKzo\ncPbu3s+UCUVEIiEu+HJ/WqUmBV2SSIujvZCIiMSVTjlt+PL1QzljjCMhIcLs6Wt54fE5rFu1lbq6\nuqDLi0l1dXVMm2hU7TvISWf20FrVIk1EI9YiIhJ3QqEQfQd1prvryJwP1rHkkxImvryE3C7tOOWs\nnnTslBZ0iTFl2YJSNqzeRl7XDAboZEWRJqMRaxERiVvJKYmcdm4vrrhxOPnd21OyfjsvPTmXaW8V\nsUfzrwFvveoZU1eTnJLAmWP7EAppXrVIU9GItYiIxL0OmWlcdOVANqzZxsxpqylaXMaqoi0MHlXA\n4JH5JCZFgi4xMDOmrKb6YC2jz+9NWnpy0OWItGhqrEVEpMUo6N6evK7tKFpUxsfvr2Xuh+tYvqCU\nkaO74QZkn3CjtetXV7B25VY657Wld79OQZcj0uJpKoiIiLQo4XCYwsE5XHvLKIaeUkBVVTXT3jZe\nfnIexesqgy6v2VRX1/Dh5JWEQnD6eb1OuC8VIkHQiLWIiLRISckJjBrdnX6Dc5g9fS0rlm5mwvML\nyeuawagvdSOrc5ugS2xSi+eVsHN7FYNG5NEhSydzijQHNdYiItKipbVJ4exxfRk4Io9Z762heF0l\nxesq6e46MnJ0NzI6tA66RN8dPFjDwtkbSUqOMOzULkGXI3LCUGMtIiInhMzsdMZdPYjidZXMnr6G\nNbaVtSu24vpnM/y0rqS3TQm6RN8sW1DKvr0HGXpKAckpiUGXI3LCCKyxds7dB3wDKI/eda+ZTYw+\n9iPgRqAGuMPM3g2kSBERaXHyumaQ22Uo61ZuZfb7aylaXMaKZZvpPySXoacUxP0VCaura1gweyMJ\niWEGjcgPuhyRE0qQI9Z1wG/M7DcN73TOFQJXAYVALvBP51xvM6sNoEYREWmBQqEQ3Xpn0qVnR1Yu\n3cycD9exaG4xyxdtYuCIPAaNyIvbkd6ihWXs3X2AwaPySWkVn3+DSLwKeipIY6cojweeM7ODwDrn\n3CpgJDCrWSsTEZEWLxwO4QZk07NvFssWljJvxnrmfbSexXOLGTA8/hrsuro6Fn9SQiQSYtBIjVaL\nNLegG+vbnXPXA3OB75vZdiCHf2+ii/FGrkVERJpEJCHMgGF59BmQzZL5pSyYvfFfDfawPAaOyIuL\n0d+KLbvZXrGX7i6T1NbxPaVFJB41aWPtnJsMZDfy0I+BPwG/iN6+H/g1cNPn/Kg6/6sTERH5d4lJ\nCQwZVUD/IbksnV/iNdgz1rNobjEDhuUyaGRsT69YuWwLAL0KswKuROTE1KSNtZmdeyTPc849BkyI\n3iwBGh6/yove94UyM9OPqj75fMrSX8rTX8rTX8qzcTm57TjjPMfcmeuZMW01n8zcwJJPShhxWjdO\nHt2d1LTPXh48yCzrautYu2IrSckJDB3VhcTE+L+Mu16b/lKeTS/IVUE6m9mm6M1LgcXR/78BPOuc\n+w3eFJBewMdH8jPLy3f5XueJKDMzXVn6SHn6S3n6S3l+sZ6FWXTp1YFlC0pZMGsjH01Zxez319Bv\nSA4DR+STlu412EFnual4Bzsq99G7fye2b98bWB1+CTrPlkZ5+udwX1CCnGP9kHNuMN40j7XALQBm\ntsw59yKwDKgGbjMzTQUREZHAJCZGGDQin36Dc1i2cBMLZm1g4cfFLJ5bQu/+nRg8Kj/w0cBVmgYi\nErjAGmszu/4wjz0IPNiM5YiIiHyhhMQIA4fn0W9wDiuWbmb+7A0ULSqjaFEZfQZkUzgkh045zX+p\n9NraOlYXbSGlVSK5XTKa/feLiCfoVUFERETiTiQhTN9BnXEDslm3civzZ22gaHEZRYvLyClox5CT\nCsjvlkEo1Niqsv7bUbmXfXsP0rt/JyKRcLP8ThH5LDXWIiIixygcDtHdZdKtd0f27DzAe+8UsXFt\nJaUbttMxK41Bo/Lp0SezyZvdii17AOiYldakv0dEDk+NtYiIyHEKhUJ069mRtKsGUV62iwWzN7C6\nqJwpE5Yz673V9B+aS+HgnCZbqm9buddYd8hq3SQ/X0SOjBprERERH2Vmp3Pu+H6MHL2PxXOLKVpc\nxuzpa5k3Yz2ufzYDhueR0SHV199ZsWU3AO0zNWItEiQ11iIiIk2gbUYrTju3FyNO70bRok0snlvM\n0vmlLJ1fSkGP9gwcnkdeV3/mYVeU76FVaqKutigSMDXWIiIiTSg5JYFBI/MZMDyXtSu2smhuMRtW\nb2PD6m20z2zNgOG59CrsdMwXdDmwv5pdO6rI66rVQESCpsZ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/n/nzn//EDTdcy1/+8ueKc1wu6NWrD3fdNZr77/8DiYmJ3HrrHdx7712MGjWS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\nW1excesq+vtGqDvUjj3URt3hduoOt5OWEaZ6UxFmSxE5eWn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SFApxv0ar5RLSUpN5560j6eru4+WNGrUWkbeosRYR8W3c10hdczvzbi6jpFCj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\nvznkLJiIiIiIyDWIqjnWxpjRwAxgnX/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XWDa7FEAHMYqIRKi65k4On2pjcnkWxbmpruNIBFGxFrmAKRtDSW4qO20zbZ29ruOIiEiQ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\nlATetrCce+aXse/4GZ7fXM2eqhb2VLU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xFskSHY0VFHlc9I1oxTofxeM2X/xuLwAffns3Ls2sTjvDMPjI23owgC892kc0\nFne6JEkz27bpHQlSWVZEg0ZUShZSYy2SJTxuF/taKhmbXmJpdd3pciTNnjo1zvDUInfd1ERni1ba\nMqWjqYI3HWlhfGaJ7x8fc7ocSbPZ0CrBxTW6A34dqCRZSY21SBbpDlRhAwNjioPkk+XVdb76xEV8\nXjcffHOn0+XkvQ+8eR8lPg8PPTXIwvKa0+VIGilfLdlOjbVIFkllBns1di+vfOPZIRZX1nn3XR1U\nV/icLifvVZYW8d6797ASifLNZzV+L59ofrVkOzXWIlmks8WPYVz54SG5by68ymMvjVJT6eOB29uc\nLqdgvOWWALWVxXzv5VFmQxphmS/6RkP4vG7aGzX/XbKTGmuRLFLi89DeUMHgRJj1qE6Qywdf/8El\n1qNx3nvPXrwet9PlFAyvx8X73rSXaMzmoacvOl2OpMHiyjpjM0vsa6nE7VL7ItlJz0yRLNMd8BON\n2QxOLDhdiuzQ5NwyT5+aoLm2lLs0Xm/XvfFQE631ZTxzZpKx6UWny5Ed6h9L5asVA5HspcZaJMv0\ntCU25SgOkvu+9uRF4rbNB+7dpxU2B7hcBh+8txPbhgef1Kp1rkuNIu1u08ZFyV56pRfJMqnVGB0U\nk9uGJhd44cIUe5sruKWn3ulyCtaRrlq6Wv0c75vRtJ0c1zcawmUYdLZUOl2KyHWpsRbJMv5yHw3V\nJfSNhojbttPlyDZ99YkBAD745k7N23WQYRj82H2JEYf/8vgAtr6nctLaeozBiTDtjeUUF3mcLkfk\nutRYi2Sh7oCflUiUseklp0uRbbgwNM+ZwTkOdFRzcE+N0+UUvJ62Km7urMUaCXJmUEed56JLkwvE\n4rbmV0vWU2MtkoVSPzyUs849tm1vrFanVkrFeR98cycGiSsJWrXOPZpfLblCjbVIFrqygVGZ0Fxz\n+uIsA+Nhbu2pZ2+zsqDZoq2hnNsPNDB8eZGT/bNOlyNbdOXERTXWkt3UWItkocbqEipKvfSOBLW6\nlkNs2+bhH1wC4L337HW2GHmN99y1B4Cv/2BQ31c5JG7b9I2GaKguwV+uk0slu6mxFslChmHQHahi\nfiHCbFinxuWKc0PzDIyHOdZdR6BBJ8Nlm9b6cm4z67k0uaCsdQ4Zn15iJRLVarXkBDXWIlmqR2P3\nck5qtfo9d+9xtA65vndr1TrnXMlXa+OiZD811iJZKnUIQupQBMlu1vA8vSNBbu6sZU+TstXZqr2x\ngmPddQzdLOmKAAAgAElEQVSMhTk/NO90ObIJyldLLlFjLZKl2hrKKfK6tGKdIx5+5hJwJccr2St1\nReHrySsMkt36RoOUl3hpqil1uhSR16XGWiRLedwuOlv8jM0ssbiy7nQ5cgMDYyHOXZrn4J5qOlu1\nqpbt9jRVcnNnLb0jQaxhrVpns9nQKrPhCN0Bvw5akpygxloki6UuffZr1TqrabU691yZEHLJ0Trk\nxpSvllyjxloki12ZZ62cdba6NBnm1MAsPW1VmO3VTpcjm9TZ6ufQnmrOD83rF9cstpGvbtOVIMkN\naqxFsti+lkpchkGvGuus9Y1nhgBNAslF77k7MWv8Wz8ccrgSuZ6+0SBFHhcdjRVOlyKyKWqsRbJY\ncZGH9sZyLk0ssLYec7oceZXJuWWO906zt7mSgx1arc41PW1VdLZWcqJ/hvGZJafLkVdZXF5jbHqJ\nfS2VeNxqVyQ36JkqkuV62qqIxW0GJ8JOlyKv8sjzw9jAu+5s18aqHPXOOzoA+Lfnhx2uRF7twtA8\nNspXS25RYy2S5VIbGHuVA80q4aU1fnBmkjp/Mbf01DtdjmzTse46GqtLePbsJKHFiNPlyFXODc4C\nyldLblFjLZLlugLawJiNvvfyKOvROO+4ox2XS6vVucrlMnjgjnaiMZtHXxp1uhy5yrnBOQwDOlvU\nWEvuUGMtkuX8ZUU01pQyMBYiHtcRzNkgsh7jey+PUVbs4Z7DzU6XIzt0901NVJR6efz4GKtrUafL\nEWA9Gqd3eJ62hnJKfB6nyxHZNDXWIjmgO+BnJRJjdHrR6VIEeObMJIsr67zlllZ8RW6ny5EdKvK6\nuf+WAEurUZ46OeF0OQIMTS6wHo0rXy05R421SA7o2YiDKGfttHjc5pHnh/G4De6/tc3pciRN3nJL\nK0UeF4+8MEIsHne6nIJ35WAYxUAkt6ixFskBqc07vSPKWTvteN8Ml+dXuOumJvxlRU6XI2lSUVrE\n3Tc3Mxte5cUL006XU/A2DobRirXkGDXWIjmgoaqEyrIi+kaD2LZy1k5KjWV74PZ2hyuRdHvg9jYM\n4DvPDev7zEFx26ZvNEhjTSnVFT6nyxHZEjXWIjnAMAx6An6Ci2vMhFadLqdg9Y+F6B8LcaSzlpa6\nMqfLkTRrrC7lFrOeocsLujrkoPGZJZZWoxzaV+t0KSJbpsZaJEekLonqB75zvvvCCADvuEOr1fnq\n7bclcvMaveec1Gvcwb1qrCX3qLEWyRGpnLU2MDpjfiHCS9Y0gfoyzHblPvNVd8BPe0M5x3tnmNXV\nIUekGutD+2ocrkRk69RYi+SItoZyfEVuHRTjkMePjxG3be6/NaDjy/OYYRjcf1uAuG3z/eNjTpdT\ncGzbpm80RGWpl9b6cqfLEdkyNdYiOcLtctHVUsnE7DLh5TWnyyko69E4T5wYo9Tn4Q2HmpwuRzLs\nzgONlJd4efLkOGvrMafLKSgzoVXmFyJ0t1XpF1jJSWqsRXJIKmc9oDjIrnrxwhTh5XXedKQZn1cH\nwuS7Iq+be4+0sLiyznPnLztdTkFJxUB6NGZPcpQaa5Ec0t2W3MCoOMiuevSlUQzgLbcEnC5Fdslb\njrViGPDYS6MavbeLNhrrNjXWkpvUWIvkkH0tlbhdhjYw7qKL42EGJ8Ic6aqjoarE6XJkl9T6i7ml\np57hy4v0j+n7bbf0joYoLnLT1qB8teQmNdYiOcTnddPRVMHQ5AKRNWU/d8NjLyVG7N1/q1arC83b\nkv/mj76o0Xu7IbS0xuW5ZboCflwu5aslN6mxFskxPYEqYnGbi+NaRcu00NIaz5+foqmmlAN7qp0u\nR3ZZT1sVgfoyXrKmmV+IOF1O3utTvlrygBprkRyTyh5aOigm4548MUYsnhix59KEgoJjGAb336rR\ne7tF+WrJB2qsRXJMVyBxUIxOYMysaCzO94+PUVzk5q6bNGKvUL3hUBNlxR6ePDFGNBZ3upy81jsa\nxOM22Ntc4XQpItvmcboA0zT/AfgRYMqyrMPJt9UA/wx0AJeAH7csS12ECFBe4iVQX8bF8TDRWByP\nW78fZ8LJ/hmCi2u89ZZWSnyOv1SKQ3xeN3fd1Mx3XxzhRN8Mt+1vcLqkvLQSiTIytUhXqx+vRyMt\nJXdlw0/kTwPvfNXbfg/4rmVZPcBjyb+LSFJ3WxVr0TiXJhecLiVvPXFiHID7jrU6XIk47c1HWwB4\n/ITiIJnSPxbCthUDkdzneGNtWdZTwPyr3vyjwGeTf/4s8L5dLUoky5nJHz59ioNkxHRwhbODc3S1\n+gnoWOWC11JXRk9bFecuzXN5ftnpcvKS8tWSLxxvrK+j0bKs1HFXl4FGJ4sRyTapExi1gTEznjw5\njs2VlUqR1HPhyeSVDEmv3pEghgFdrX6nSxHZkWxtrDdYlmUDOvZK5CrVFT4aqkroGw0Rj+vbI52i\nsThPn5qg1OfhduVpJek2s57yEi9Pn57QJsY0W4/GGJwI09ZQrv0MkvOy9Rl82TTNJsuyJk3TbAam\nNvNJ9fXaSZwueizTKxOP583d9Tz6wjDLMZu9jZVpv/1slsnn5zOnxgktrfHue/bS2lIYl6X1/b45\nb7ujnYeeGKB/YpE3XSd7r8dy685enCUasznS0/Cax0+PZ3rp8cy8bG2svw78LPCnyf8/tJlPmp7W\nRq50qK+v0GOZRpl6PNvqSwF47tQ45d6sv/iUNpl+fj785AAAd5j1BfF9oO/3zbu9p46Hnhjg4acG\n2B947S+zeiy35/nTiXhNW23pKx4/PZ7ppcczfW70C4rjP41N0/wS8Ezij+aIaZo/B/wJ8HbTNHuB\ntyb/LiJXMXVQTNpp06LcSHNtGfvbqzg/NM/lOW1iTJfe0cRrWLc2LkoecHzF2rKsn7rOu962q4WI\n5Jj6qhL85UX0jgSxbRtDJwPumDYtyut589FWLgwHeeLEOD/+1i6ny8l58bhN/2iIxppS/GVFTpcj\nsmOOr1iLyPYYhoHZVkV4aY2p+RWny8l52rQom3FLz5VNjOtRbWLcqZGpRVbXYvQENA1E8oMaa5Ec\nprF76XOyf4bQ0hp33dREkVcnv8m1eT0u7jnczOLKOi/1bmpfvdyA5ldLvlFjLZLDdFBM+qROWrxX\nMRB5HannyNOnJhyuJPel8tVqrCVfqLEWyWEt9WWUFXu0Yr1Dc+FVzg7O0dlSqU2L8rqaakrpDvg5\nf2memZBiWNtl2za9I0GqK3zU+YudLkckLdRYi+Qwl2HQHahiJrTKXHjV6XJy1g/OTGIDd9/c7HQp\nkiPuOdyMDTxzetLpUnLW5NwyC8vrdAf82nwteUONtUiOS11CTV1Sla2xbZsfnJ6gyOPijv2NTpcj\nOeK2/Q0UeV08fXqCuK3TT7ejbzQEKAYi+UWNtUiO625L7KbvGwk5XElu6hsNMTW/wi1mPaXFjk8g\nlRxRkpweMxNapXdYv9Rux8bGxYAaa8kfaqxFclxHYwVFXtfGDynZmqdPJzag3XNYMRDZmtRz5ilt\nYtyW3pEgZcUeWurLnC5FJG3UWIvkOI/bRWeLn7GZJRZX1p0uJ6dE1mK8cGGK2spi9ndUO12O5Jie\ntioaqkp4yZpiJRJ1upycMhdeZSa0SnegCpfy1ZJH1FiL5AGN3dueF60pImsx7j7cpB/usmWGYXD3\nzc2sReO8cEEzrbfiyjHmOhhG8osaa5E8kNr8o7F7W5OaQ3y3YiCyTXff1IQBPHVq3OlSckpqT4jy\n1ZJv1FiL5IF9LZW4XQZ9mgyyaVPBFayRIPvbq6ivKnG6HMlRNZXFHNxbw8BYmJHLC06XkzN6R4MU\neVx0NFU4XYpIWqmxFskDRV43e5srGZpcZHVNWc/N+IFWqyVNUpsYH3th2OFKcsPiyjpj00t0tvrx\nuNWGSH7RM1okT3S3+YnbNgNjYadLyXpx2+aZMxMUF7m5zWxwuhzJcbf01FHq8/C9F0eIxeNOl5P1\nUlfWugPKV0v+UWMtkidM5aw37fzQPLPhCLfvb8BX5Ha6HMlxXo+bOw81Mr8Q4dyleafLyXob+Wod\nDCN5SI21SJ7oavVjoMkgm/HsmcQx1IqBSLrcdagJuPLckuvrHQ3idhl0tmjFWvKPGmuRPFFa7KWt\noZyB8TDrUV2Ovp7IWoyXrGnq/MW6FC1ps6+lkua6Ml7undZM6xuIrMUYmlygvbFCV4skL6mxFskj\nPW1VRGNxBieUs76e433TRNZjvPFQE4ZmV0uaGIbBW24JsBaN83LvtNPlZK2B8RCxuE2P5ldLnlJj\nLZJHUplFjd27vmfOJi7Vv+FQo8OVSL6579Y2AJ49qzjI9fQmo2pmm046lfykxlokj3RrA+MNhZbW\nODs4x97mCppry5wuR/JMc10Zna2VnL80z/xCxOlyspI1HMRAJy5K/lJjLZJH/GVFNNaU0j8aIh63\nnS4n6zx/7jK2DW9MbjQTSbe7DjVhA8+du+x0KVlnPRpjYDxMoKGcsmKv0+WIZIQaa5E8Y7b5WV2L\nMTK16HQpWeeZs5O4DIM7DigGIplx+4FG3C5DcZBrGJxYIBqLb4wGFclHaqxF8kx3IPFDq1dxkFcY\nn1liaHKBm/bVUFlW5HQ5kqfKS7zc3FnLyNQio/rl9hWs4cSMb7NdjbXkLzXWInkmtRqkxvqVfngu\nsYKoGIhkWuo5plXrV0q9JnVrxVrymBprkTxT6y+mptJH72gQ21bOGhJHmD975jK+IjdHu+ucLkfy\n3JGuWkp8Hn547rL2OiRFY3H6x8K01JVRWaorRpK/1FiL5BnDMOgJVLGwvM7E7LLT5WSF/tEQs+FV\nbuupx+fVoRSSWV6Pm9v31zO/ENmIPxS6ocsLRNZjOsZc8p4aa5E81KM4yCs8kzxm+o03KQYiuyMV\nB3lGcRAAeodT86vVWEt+U2MtkodSm4M0zxrWo3FevDBFVXkR+9t1KIXsju62KmorfbzcO816NOZ0\nOY5LvRZpxVrynRprkTzUVFNKZVkR1vB8weesz1ycZTkS5Y4DjbhcOsJcdkdqrONKJMapgTmny3FU\nPG7TNxqkobqE6gqf0+WIZJQaa5E8ZBgGPW1VBBfXmAquOF2Oo547nzio486Dml0tuys1L/3584V9\nWMzI1CIrkZhiIFIQ1FiL5KnUDzFruHDjIJG1GCf6Z2ioLmFPU4XT5UiBaW8sp6mmlJP9M6yuRZ0u\nxzGKgUghUWMtkqc2ctYF3FifHJhhbT3OHQcaMQzFQGR3GYbBHQcaWIvGOdE343Q5jtHBMFJI1FiL\n5KmWujLKS7z0jhTuuK/nziVjIAcaHK5EClUqgpR6LhaauG3TNxqittJHnb/E6XJEMk6NtUieciVz\n1rPhCDMFmLNeXl3n9MVZAvVltNaXO12OFKjm2jLaG8o5MzjH4sq60+XsuvGZJRZX1ulp00QeKQxq\nrEXy2EbOugDH7r3cO0M0Zm9sIBNxyh0HG4nFbV7unXa6lF2XiqIpBiKFQo21SB4r5Jx1ahLDHYqB\niMPu2J94DhZiHCR1SJUmgkihUGMtkscC9eWU+jxYBZazDi+vce7SPHubK2moLnW6HClwdVUldLZW\ncmF4ntBixOlydo1t21gjQfzlRTRUK18thUGNtUgec7kSOevp4Cpz4VWny9k1L12YIm7b2rQoWePO\nA43YNrxwYcrpUnbN5fkVwktrmG1VmsojBUONtUie6ynAnPVz56cwgNuVr5Yscfv+BgzjyoFFhWBj\nzJ5iIFJA1FiL5LlCy1nPhVfpGwnS3Val45Mla/jLfexvr2ZgLFwwU3p6dTCMFCA11iJ5rr2xnOIi\nd8GsWL94YQobHWEu2Sf1nCyEOEgqX11e4qWlrszpckR2jRprkTzndrnoDlRxeW6ZYAFsnHru/BQu\nw+BWs97pUkRe4ZaeelyGURCN9UxolblwRPlqKThqrEUKQCoO0pvnq9YzoRUGJ8Ls76iisrTI6XJE\nXqG8xMuBPdVcmlxgOs/jIIqBSKFSYy1SAFKbhy7kec76JStxAMdt+zUNRLLTbckrKS9a+b1qrYNh\npFCpsRYpAB1NFfi87o1d+vnqxQtTGAbc0q0YiGSnVBzkxQv5fQpj70iQEp+HQH2506WI7Co11iIF\nwON20dVaycTsMuGlNafLyYi58CoD42H2t1dTWaYYiGSnitIi9ndUMTgRZiaUn3GQ+YUIU8EVegJ+\nXC7lq6WwqLEWKRA97dVA/uasX1QMRHJE6jmar6vWqStjPYqBSAFSYy1SIFI563ydZ70RA+lRDESy\n20YcJE9z1qlf3s22aocrEdl9aqxFCsTe5kq8HhfWSP7lrOfCq/SPhTDbqvArBiJZrrK0CLO9iovj\nYWZDq06Xk3bWSBCf101Hk/LVUnjUWIsUCK/HRWdLJaPTSyyurDtdTlq91Ju4pH6rqRiI5IZUHOSl\nPFu1Di+tMTG7TFfAj9ulFkMKj571IgXEzNOc9YsXpjC4MspMJNvd2lOPYcALedZYX4mBKF8thUmN\ntUgBycec9fxChP7REN1tVfjLfU6XI7IplWVFmG1VDIyFmQvnTxzE0sEwUuDUWIsUkH0tlXjcRl7l\nrF+yprDRarXknttT00Gs/JkOYg0H8Xpc7G2udLoUEUeosRYpIEVeN/uaKxm5vMjyan7krFNNifLV\nkmtuMRswjESUKR8srqwzNr1IZ0tio7RIIdIzX6TA9LRXYwO9oyGnS9mx4GKEvpEgXQE/1RWKgUhu\n8SfjIP1jIeYXIk6Xs2N9o0FsFAORwqbGWqTAmMlDG3rzIGf9cu80NnC7VqslR6WutBzvy/04SGrv\nhjYuSiFTYy1SYLpa/Lhd+ZGzfjk5Zk+HwkiuOtZdB8BLeZCztoaDeNwGna1+p0sRcYwaa5EC4yty\ns6e5gqHJRVYiUafL2bbFlXUuDAXZ01RBrb/Y6XJEtqWmspi9zZVYw8Gcni+/tLrO8OUF9rX4KfK6\nnS5HxDFqrEUKkNlWTdy26R/L3Zz1yf4Z4rat1WrJebf01BG3bU72zzhdyrb1jiTy1fvbFQORwqbG\nWqQApXLWuTzP+uWN0xbVWEtuS+WsczkOcmEo8VqyP3kIlUihUmMtUoC6Wv24jNzNWUfWYpwZnKO5\ntpTm2jKnyxHZkaaaUlrryjh7aY7VtdyMZ1nD83jcLjpbNb9aCpsaa5ECVOLz0NFUzqWJBSJrMafL\n2bLTF2dZj8YVA5G8caynnvVonDMX55wuZcsWV9YZmVqkq7USr0f5ailsaqxFCpTZXk0sbtM/nns5\n65f7FAOR/HJr8pfEl3pzLw6SylebioGIqLEWKVSpWbPWcG7FQdajcU72z1Jb6aOjscLpckTSor2x\nnNrKYk4NzLAejTtdzpZcSL6GaOOiiBprkYLVHajCMOBCjm1gPN0/w0okyrGeegzDcLockbQwDINb\nzXpWIjHOD+XWL7sXhoJ4PS72tWh+tYgaa5ECVVrsoaOxgsHxcE7lrJ89MwFcuXQuki9SewZezqE4\nyOLKOqPTi3S1+vF61FKI6LtApIDt70jkrPvGcmPVOh63+eGZCSpKvXQHdNlZ8ktXq5/KUi/H+6aJ\nx22ny9mUjWPMFQMRAbK8sTZN85JpmqdM0zxumubzTtcjkm9SM2dTM2iz3cB4iOBChKNddbhcioFI\nfnG5DI711LOwvE7faG58T17JV2vjoghkeWMN2MB9lmUdsyzrDqeLEck33YHEPOsLObKBMXWAhqaB\nSL66Jcemg1jD8xR5XOxt1vxqEcj+xhpAy1IiGVLi87C3uYJLEwusRLL7YArbtnm5d5oSn4cDHTVO\nlyOSEQc6qinxuTneO4NtZ3ccJLy8xuj0Ep3KV4tsyPbvBBt41DTNF03T/AWnixHJR/s7qonbNn2j\n2T3Pemx6iZnQKrcdaNQPcclbHreLw/tqmQ2vMjq95HQ5N9SbzFfv71AMRCQl23863W1Z1jHgXcB/\nNE3zTU4XJJJvNnLWWR4HOd4/A8Cdh5ocrkQks4521wFwvC+74yCpjYuaXy1yhcfpAm7EsqyJ5P+n\nTdP8GnAH8NT1Pr6+XodFpIsey/TK5sfzDf4SPP9ykv7xcFbXefbSHG6Xwa37GygvLXK6nLySzf/u\nuSYdj+Vb7ijmU984z5nBOX7+fTenoarM6BsP4Styc/vh1oxdRdJzM730eGZe1jbWpmmWAm7LshZM\n0ywDHgD+8EafMz29sCu15bv6+go9lmmUC4/n3uZK+keDDI3MU1qcfS8LwcUIvcNBDnRUU15alPWP\nZy7JhednrkjnY2m2V3Hu0jzWwDQ1lcVpuc10Ci+tMTy5wKE91QTnMxNZ0XMzvfR4ps+NfkHJ5ihI\nI/CUaZongOeAb1iW9YjDNYnkJbO9GtuG3pHsHPF1MhkDOdpV53AlIrvjWHdiOsiJ5HM/26ReK0yN\n2RN5hexbmkqyLGsQOOp0HSKF4EB7Fd94JpGzTuU7s8mJvkRzcSQLaxPJhKNddXzhu72c6JvhrbcE\nnC7nNc6n5ldr46LIK2TzirWI7JLOVj8et8GFoezbwBhZi3FuaJ7W+jIaqkqcLkdkV9T6i2lvKOf8\n0HxWjsK0hoMUeV3saVJmV+RqaqxFhCKvm84WPyNTiyyurDtdziucuzTHejSuGIgUnKPddcTiNqcv\nzjpdyiuEltYYn1miO1CFx602QuRq+o4QESBxSdcm+3LWx5MxkGyMqIhk0kbOui+7ctbWxjHmGrMn\n8mpqrEUEuPJDMpviIPG4zcmBGSrLinRkshSc9sZyait9nBqYJRqLO13Ohivzq5WvFnk1NdYiAsC+\nlsSxxNl0UMzF8TALy+sc7arFZRhOlyOyqwzD4GhXPcuRKH1ZdCXpwvA8viI3HcpXi7yGGmsRAcDr\ncdHV6md0eonw8prT5QBwvD9x8tzRrnqHKxFxxtGe1CmM2REHCS1GmJhdpjvgV75a5Br0XSEiG1Kj\ns3qHs2N17ETfDEUeFwf26JKzFCazrYoSn5vjfTPYtu10OVxQDETkhtRYi8iGA8kfluezIA5yeW6Z\nidllDu6pwed1O12OiCM8bheH99UyG15lZGrR6XKu2rioxlrkWtRYi8iGPc0VFHldWbGBMXXinKaB\nSKHLplMYLwwHKS5y09FU7nQpIllJjbWIbPC4XXQHqpiYXSa0GHG0lhN9MxjAEc2vlgJ3eF8NLsPg\n1ICz86znFyJMzi3T01aF26X2QeRa9J0hIq+wMXbPwZz14so6faMh9rVU4i8rcqwOkWxQWuylO+Bn\ncDxMeMm5jcXWSOJKlqn51SLXpcZaRF4htYHRybF7pwdmidu2YiAiSUe66rDB0VMYLwxp46LI61Fj\nLSKvsKepguIit6Mr1sc38tUasycCcHNnLQAnHcxZW8PzlPjctDcqXy1yPWqsReQV3C4XPW1VXJ5b\nZn5h93PW69E4Zy7O0lBVQktt6a7fv0g2aq4tpb6qmDODc46cwji/EOHy/ArdAeWrRW5E3x0i8hqp\nS71OxEGskXlW12Ic7a7D0GmLIkDiFMYjnXWsrsUcOYXxgsbsiWyKGmsReY39HckNjA6M3TuRPGHu\nqKaBiLxCakLOSQemg2zMr+7QxkWRG1FjLSKv0d5QQanPs+sr1rZtc6J/hrJiD10B/67et0i262mr\nwud1O5KzvjAUpMTnob2hYtfvWySXqLEWkddwuQx62qqYDq4yG1rdtfsdm15iLhzhpn21eNx6eRK5\nmtfj4tDeGi7PrzA5t7xr9zsTWmEquML+9ipcLsWzRG5EP7lE5JquzLPevVXrkwOJlbjUBAQReaUj\nye+NU7u4an1+KBUDUb5a5PWosRaRa9qYZ72LOevTA7MYwOF9aqxFrmVj7N4u5qxTrwEH1FiLvC41\n1iJyTYGGcsqKEzlr27Yzfn9Lq+v0j4XZ11pJeYk34/cnkov85T72NFXQOxJkJRLN+P3Zts35oXkq\nS7201pVl/P5Ecp0aaxG5JpdhYLZXMxuOMLMLOeszF+eI2zY3d2oaiMiNHOmqIxa3OTs4l/H7mpxb\nJri4xv6Oao2/FNkENdYicl0bOetdiIOcSl7avlkxEJEbOtK1e6cwnlcMRGRL1FiLyHVt5KwzvIEx\nHrc5fXEWf3mRjksWeR3tjRX4y4o4dXGWeIZjWmqsRbZGjbWIXFdrXRkVpV7OD2U2Zz04GWZxZZ2b\n99XqcrPI63AZBjd31rKwvM7gRDhj9xO3bS4MzVNbWUx9VUnG7kckn6ixFpHrMgyD/e3VBBfXMjo3\n91R/MgaifLXIpmycwtifuekgI5cXWVqNckD5apFNU2MtIjd0YE/iEvC5S5mLg5y6OIvbZXBwjy43\ni2zGwT3VeNxGRudZKwYisnVqrEXkhg5meJ51cDHC0OQCPW1VlPg8GbkPkXxTXOTBbK9meGqR+YVI\nRu5DB8OIbJ0aaxG5ofqqEmori7kwPE88nv6c9emLiUvZR3TaosiWHNk4LCb9q9bRWJzekSDNtaVU\nV/jSfvsi+UqNtYjckGEYHNhTzdJqlOGphbTffmrM3mE11iJbcnMyZ30qAznrSxMLRNZjWq0W2SI1\n1iLyulJxkPNpzllHY3HODs7RUFVCU01pWm9bJN81VJXQXFvKuUtzrK3H0nrb54YSh88cVGMtsiVq\nrEXkdaU2L51Lc866bzTE6lqMw50asyeyHUe66liLxtM+a/7C0DwGYLarsRbZCjXWIvK6/OU+WuvK\n6BsJsh6Np+12Tw8oXy2yE6mTSk9fTN/x5mvrMfrHQrQ1llNe4k3b7YoUAjXWIrIpBzqqWYvGuTge\nStttnhyYocjrwkwenS4iW9MV8FNc5N7YBJwOfWMhojGbgx01abtNkUKhxlpENiXd86yngytMzC5z\nsKMGr8edltsUKTQet4uDe2qYml/h8nx6DnG6oDF7ItumxlpENsVsq8Ywrsy23SlNAxFJj5v2JVaW\nz6QpDnJ+aB63y6CnzZ+W2xMpJGqsRWRTSos97G2uZHAizEokuuPbS126TmVERWR7Du9N5ax3HgdZ\nXjFQ9gMAABY+SURBVI0yOBFmb0slxUU6sElkq9RYi8imHeioJha36R0J7uh2Iusxzg/NE6gvo9Zf\nnKbqRApTrb+YlroyLgzNsx7d2di93pEgtg0HNA1EZFvUWIvIpm3Ms95hHMQanmc9GlcMRCRNDu+r\nYS0ax9rhL72p7+0DyleLbIsaaxHZtK6AH6/HteMNjCc3xuzVpaMskYJ3UzJStdOc9fmhebweF52t\nyleLbIcaaxHZNK/HTVern9HpRcJLa9u6Ddu2OT0wS6nPQ2drZZorFClMPYEqfN6djd0LL60xOr1I\nd/IXaBHZOn3niMiWHEyO3dvuSW+Tc8vMhFY5uLcGt0svQSLp4PW4ONBRzcTsMjPBlW3dRup7WjEQ\nke3TTzUR2ZIDyUMjthsHSV2qPrxXh0+IpFNq7N7pwe3FQS5s5Kv1vSmyXWqsRWRLOprKKfG5OT+0\nvR/epwcTl6pv0pg9kbS6krPeXhzk3NA8JT43HU3l6SxLpKCosRaRLXG7XJht1UwHV7d8yXltPUbv\ncJDW+jKqK3wZqlCkMDVUldBYU8q5oXmisfiWPncmuMLU/Ar726sV0RLZAX33iMiWpY433+rYvd7R\nIGvR+MaBFiKSXof31RBZi9G3xbF755Lfywf3KAYishNqrEVky7Y7zzqVr05lQUUkvQ4n4yBbzVmf\nTX58anOyiGyPGmsR2bKWujL8ZUWcH5rHtu1Nf96ZwTmKvC66A1UZrE6kcJltVXg9ri2N3YvbNueH\n5qmu8NFUU5rB6kTynxprEdkywzA40FFNaGmN8ZmlTX3OXHiV8Zkl9rdXa0auSIYUed3sb69mbHqJ\nufDqpj5n5PIiiyvrHNxTjWEYGa5QJL/pp5uIbEtq1u25TcZBziQvNd+kMXsiGZWKWp3ZZBzk3KXE\nxx1Svlpkx9RYi8i2bGxg3OQ869Sl6cMasyeSUTenctabjIOkGusDaqxFdkyNtYhsS52/hIbqEqyR\neWLxG4/2isXjnLs0T52/mIbqkl2qUKQwNVSXUF9VzLlLc687dm89GqN3NESgPrFvQkR2Ro21iGzb\nwT01rERiDI4v3PDjLo6HWYlEObyvVhlOkQwzDIPD+2pZicS4OB6+4cf2jYZYj8Y1Zk8kTdRYi8i2\nHUrGQVKXkq9nY8ye8tUiu+KmTcZBzl3S/GqRdFJjLSLbtr+jGsOAs6/XWA/O4nYZ7O/QjFyR3XCg\nvRqP2+D0wOs11nO4XQZmm0ZgiqSDGmsR2bayYi97mio3oh7XsrC8xqWJBboDfkp8nl2uUKQw+Yrc\n9LRVMTy1SHAxcs2PWVxZZ2hyga5WP74i9y5XKJKf1FiLyI4c2ltNLG5jDV/7COWzl+awgUOKgYjs\nqtQEnrPXGbt3YWgeG522KJJOaqxFZEdSs2+vl7NO5as1Zk9kd/3/7d15lFxlncbxb6fTCUsSkghh\nCWDC9suCEcSjKCMieGSRRVRUhEGQUUFEIwooixsIRmRAhaOjgHNERVR0GBV0dHRYJCAgCITkCQgB\nEjABErYQknS654/3raSoVJLu9NtdVeH5nOM5qbr34tvPuXXve9/7LpUxDWuaz7rym3X/arNyXLE2\nsz7ZYZvNGNIxqG4/667ubu57eCEjNh3CtmOGNaB0Zq9c22y+KaOGD2XGwwvp6u5ebfuMOQvZeOhg\nxm09vAGlM9swuWJtZn3SMXgQsd0onnj6xdWWUJ674AWeW7yMXcePZpCn2TMbUG1tbUweP3plX+pq\nC55ZwpPPvMSE7UfSPshVAbNS/Gsysz5bNe3ey1dh9DLmZo21pu4gM90NxKxfuGJtZn02Kd+873/k\n5Tfv+x56mraq7WY2sCaNG00bqw9gnLFy/moPXDQryRVrM+uzsZun5ZDvn7OI7tyXc8nSTh6Y+yyv\n3mo4IzbxUslmjTBs4w7GbT2Cf8x7duWUmF3d3cycs5DRI4ay1ehNGlxCsw2LK9Zm1mdtbW1MGjeK\n5xYvY+6TiwGY9egiVnR1r1wBzswaY/L40azo6mbWI6mV+rH5L7D4pU4mvXo0bR77YFaUK9ZmVsSk\nmmn3Vk2z524gZo1U6Wf99388BaxaKdXdQMzKc8XazIqoVKxnzFnI4peWc/eDT7Hx0MHssM2IBpfM\n7JVtx7EjeNWIjbjlvvksen7pyoffiR64aFacK9ZmVsSo4UPZZvNNmf3oM3z7F/ew6Pml7Pu6sZ7K\ny6zB2gcN4pC9xtG5ootf3fQQsx97lm23GMZmm3rsg1lpTX3Hi4gDImJWRDwQEac3ujxmtnaTxo1i\nWWcXs+c+y+snjOHwvXdodJHMDHjzrluxxciNuPmeJ+hc0eVuIGb9pGkr1hHRDlwCHABMAo6MiImN\nLZWZrc2UPFBxl+1G8pGDJ3pRGLMmMbh9EIfuNX7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VnGnp4L++sITCQemuI0kMeW7tIX7wzC7uvWUUf/SuS/1IEpEYdtGXQSNhV5B8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\nQWKCfh8WkciXn5PGuxeMxtN+1hJHVKx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NgNnci/T0zQCkp2/h2LGjjevZbDbsdntDXD9tX1RUyBNPPEpZWSl1dXXEx194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\n1+ZuY58t+fAxkc5OhbWIiIict+YTG+vrAs5y5rFazlxES5qLiIhIqzV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HK92OlHZ2Mknbr+5iaNVKgrPnMPnb/0NNdRb4aHM99H5+rpJxxuRTuGjaeXRF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\nND31JDnj96Dw4EO2225s4WhcuHr6pyiVDrtNYp0O++67Hzf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JtTHGAv4I6LZt+zdv+tA/AD8M/Erqf7+4ype/xciIbsm6oaGhQmvponxez6Hx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\n6AfvfGArcCN5zTXDE/McOzdCZ3MFu9p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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -19110,7 +2044,7 @@ } ], "source": [ - "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['GHI'], albedo=.25)\n", + "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()" ] }, @@ -19124,7 +2058,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 39, @@ -19133,234 +2067,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl83VWd//HXvTe5ubnJzdJmKbQFy3Yom4CIbAKOKyow\n", - "OO6iozP4Uwe3cZdxnBn3cRkddNwXUEedERk3NhVFEFQEkbK0h1JogULbpNlutpu7/f4435uE0jZJ\n", - "e7fzve/n45FHs9yk55Obe9/3rN9IsVhERERE/BStdQNERERk3ynIRUREPKYgFxER8ZiCXERExGMK\n", - "chEREY8pyEVERDzWVOn/wBjzNOAT1tpnGGOOBy4F8kAGeI21docx5vXA/wNywEestVdVul0iIiJh\n", - "UNEeuTHmPcDXgJbgU58D3mytfQZwJfBeY0w/8BbgNOC5wMeNMfFKtktERCQsKj20fj/wIiASfPxy\n", - 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2Jpqb6rMeiiQdtz5nrFXhTKylKjM/X+TAoUn6Sq2rJKlSHJ6xnsx4JNJjY2It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\nhHAO8Fbg2hjjNuAbpetSTXB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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -19371,7 +2080,7 @@ "ephem_data = pyephem_tus\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(tracker_data['surface_tilt'], tracker_data['surface_azimuth'], \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')" ] @@ -19386,7 +2095,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 40, @@ -19395,243 +2104,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8XOV97/HPGWm0z0iWJVu2Mbax4bHxAiY4EAhLbkkI\n", - "WSDpTdM23ZIWsjTN1qZpy81N2xSSNGnavLhtmttwU0hz0+SWtNkIZCEJGCfBQABjbD/Yxhi8y5Ks\n", - "GWm0zGjm/nHOSMIYS7Y1OnOe832/XrywR2P5+Xk05zvPerxSqYSIiIhEUyLsBoiIiMjpU5CLiIhE\n", - 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7rCWtJjeJUa2wsJZq2MjEHB2tbg4jaXUVz+OwFUTVzsJaqlHJ5jBzrlZLWnW2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\nBbGwlirYwmKeofEZNrpaLal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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -19639,7 +2114,7 @@ } ], "source": [ - "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['DNI'] + haydavies_diffuse + ground_irrad\n", + "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot()" ] }, @@ -19660,7 +2135,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 41, @@ -19669,431 +2144,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8XOWd7/HP9BmNujTqxZZkj4ssuWJwB2zAGNv0lpC2\n", - "m2yyYVNusgGS3bt7791sIEAWQjbJbjYbsgmhF4OxMWAwLuCG5W6Pi3rvZUbS1HP/GMkYcFGbOTPS\n", - "7/168QI05fyORjPfeZ7zFI2iKAghhBAiOmnVLkAIIYQQIydBLoQQQkQxCXIhhBAiikmQCyGEEFFM\n", - "glwIIYSIYhLkQgghRBTTh/oAdrt9IfCww+G42m63FwFPAwHgKPBth8Oh2O32rwPfAHzAvzgcjjdD\n", - "XZcQQggxHoS0RW63238E/A4wDfzoF8CPHQ7HMkADrLfb7RnA3wGLgOuBn9ntdmMo6xJCCCHGi1B3\n", - 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ZuPBHpk69h9mz3+LWW2+je/eeZGVlMXPmI/z3vwuYMOFmfHx8mDz5zwCUlpbW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\noL629axfu66mBYDMbI1YS2RTYS0iIiKu8Pl8TD2nkLvuX8iEkhzKDzS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nb98BAEyfPo3+/Qfi5+fPggWfM2PGa5SUlPDaazPYv38fLpeT8eMnMGDAYPbt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\nv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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -20727,17 +2190,17 @@ "irrad_data.plot()\n", "dni_et.plot(label='DNI ET')\n", "\n", - "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['GHI'], albedo=.25)\n", + "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "\n", "ephem_data = pyephem_tus\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(tracker_data['surface_tilt'], tracker_data['surface_azimuth'], \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", - "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['DNI'] + haydavies_diffuse + ground_irrad\n", + "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", "plt.legend()" @@ -20753,7 +2216,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 42, @@ -20762,387 +2225,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFKCAYAAADmCN3IAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd4HNW9//H3bFdb9d6tsi6yXHC3sU3v4NBzE5KQXEgu\n", - "IdwkhBvKDwIhhOQmgRASAuTSSyBA6Biwwbj3XleWZFuSrd7r1vn9sbYxWLZsaVezu/q+nvA8zu7O\n", - "zGe00n73nDlzjqKqKkIIIYQITTqtAwghhBBi8KSQCyGEECFMCrkQQggRwqSQCyGEECFMCrkQQggR\n", - "wqSQCyGEECHMEOgD2Gy26cDv7Hb7WTabrRB4HvACO4Af2+121Waz3QTcDLiB39jt9g8DnUsIIYQI\n", - "BwFtkdtstv8B/gGYDz/0CHC33W6fCyjAFTabLQ34CTALuAB42GazmQKZSwghhAgXge5aLweuxFe0\n", - "ASbb7fZlh/+9EDgXmAqstNvtLrvd3nF4m9IA5xJCCCHCQkALud1u/ze+7vIjlGP+3QnEAlagvZ/H\n", - "hRBCCDGA4R7s5j3m31agDegAYo55PAZoHc5QQgghRKgK+GC3r9lss9nm2e32pcBFwGfAOuAhm81m\n", - "BizAGHwD4U5IVVVVUZSTvUQIMUxe2vIW79sX89tzf0lhYp7WcYQIVycsesNVyI+szHI78I/Dg9l2\n", - 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eXk5FRcW5XOcfn52dxWuvvUx+fh7V1dWEhqr/epbCWgjhVDFdg/lu8xm2Hc5g\n6ogOuLle+W3Gih5Xqhs/1z3j8Fq3l20HStm0twhr2U563Tq80Y8r2h7Fbifri/9QvGMbLsHBRPzh\nxasWuw2lq8eUe0cS8sgurGBk71CMHrJ8eWvm5nb+quHevXvZv38fCxd+isFg4JlnHqOqylpnX2qN\nRkOnTtGcPh1PdnYWoaFhAEyadAuPPfbUJdu7uhrq3S9bpzv/+aDVarDbf11kTOGjj/6Di4vLFR//\n73+/yX33TWf48JEcPLifxYs/qtfxG4MMXhRCOJWLXsu4fuFUWG3sPHrlBWPsNjvVGgMGbf1XbLwe\n3W4azPhRgegUOzuOVbHvm01NclzRdjiqq0hfMJfiHdswtGtP5P/8udGLagD9uUvr1zLl3s+xKQDc\nOFDGG7Q2Hh4elJdffhak0tJSjEYjBoOBpKREjh8/hkajoUePXhw6dICMjHQAii94DXXubObFF1/h\n5ZefJzc3lwEDBrF580YKCgpqt83MvPaFwTw8PCgrK7vqdjExQ1iy5Jvav0+dslzw/M4/vry8jIBz\n/3+tWbPymnM0JimshRBON7pfOHqdhp9jr7xgTHl+IWg0GJrw2lnH4b25+eb2uChWYhO1bPtkrSwk\nI5zCVlZG2r/foezgATy6dSfyj/9Tu3hLY7vWFuu0nFJOJBbQNcqHyCDnzcQjmgdvbx969erDgw/e\nw/z5H3BhA/LIkSOx2+088MBdLFjwIT179gLAx8eHl176M3/+8x956KH7+etf/1z7GI0Gevfuy1NP\nzeall57D19eXmTOf4Pnnn2LGjPv4wx+eJj8/99y2V2+tnjLldl544Rmee+6JSx5z4e+zZ7+IxXKC\nGTPu44EH7mb58qUADB8+im3btvDww/dz+PAhfv/7Wbz66v/wyCPT8fHxadBMJs6iUeq5SlozpuTk\nlFx9K3FVgYFG5Fw6T1s9n5+sOsHOo5nMvqs3vTtdfo7czOMJLP0pmQ6eJUx85tZr2q+zzmeOJZmV\n3x+jUudBtLGUGx6fhNaJ05+1FG319elstqJCsj58j7KziXgNGEjIo4+hvcplbGeqTE4i+W9/wWfc\nDQTdP73O7T5fG8eWQ+k8fUcv+ndp/Jb0hpDXpnPJ+XSewEBjnRW89LEWQjSK8QMj2Xk0kw37Uuos\nrMvza97k3dya/q0o0BzF7TPc+OnzXzhd4oX1g1VMfHIiekPr7nNqrbZTWl5NaUU1JRVVaFKKSM8q\nxlplp8ryLNHtAAAgAElEQVTmwGZzUG1zUGWzU213UF3tQKGm/6NWAzqtBq1GU/O3VoPBRYe7QX/u\nnw6P2t/1eHu6YvJ0Ra9r3RdHq/PySH3nTaqzs/AePZag301Ho23a5/xry7itqO6uIKUV1ew6lkmA\ntxt9o2VBGCEagxTWQohGERVsxBzpw/HEAtJySgkPvPSyc3lxTV85d091ilmfiCDumDmCFR9vI8Vq\nYsUHa7jl6ZtwdW/4anhqsNkd5BVXkld07l9xJbkX/F5cVkWVrWm7vWgAo4cLPkYDPl41/3yNBgK8\n3Qj28yDEzwMv96Zr2XW2qqwsUt95E1t+HhF33oH7TbeqcjlaZ/JG4+pKVVZWndtsP5xOlc3BuP4R\naLXqXzIXrdef/vRHMjLSLrrtySefJSZmiEqJmo4U1kKIRjM+JhJLSiE/709lxsSul9xfXlwB6PAw\nqlfIegb6cMdTN7Bi/s9k2b1Z/sE6pjw1HoOXh2qZrqaq2k5mfjnpuWWk55WRnlvze3ZBRZ192r29\nXAkN8MTo4YLR3QUvd1e8PFwIDTKCzY6bQYeLTourS81PF33NP71ei1ajweFQsDsUFKXmp0NRcDgU\nrNV2KiptlFvtVFhttf/KrTaKy6ooLLVSUGIlM7+c5KzSy2bzdNMT5OtBiJ87wb4ehAd6EhnkRYCP\ne7NeEdCalkbqu29iLyrC//ZptJt+v2qX2jVaLa5h4VSlpqDYbGj0F3+82x0ONh5IxdVFy6g+oXXs\nRQjneP31t9SOoBoprIUQjaZvdAAB3m7sOpbJtNGdLmmZrCirAtzx8PZUJ+A5BpMntz07kZ8+XEuW\n3ZtlH/7M1CfH4WZSf3BXhdVGclYJZzNKSMoqITGjmOyCCn5bPnsY9HQMMxHs646/txv+Jrean95u\n+BndcNFfvmtCU/W7VBSFCqu9ttDOKawgM7+c7IIKsgrKzz3HiwfeubnqiAjyIirIi8ggL6KCjUQE\nejaLBU0qkxJJ/ffbOEpLCbz3fnxvnKB2JAzhEVgTz1KVnY0hLOyi+w7G55JfbGVsv3A83FruFQIh\nmjsprIUQjUar1TCufwTfbT7NrqMZTBgUddH9lZU2ADx81S9gXdwNTHl2EqvmrCHd5s3SuZuY+vho\nPHydu9T6lTgcCinZpcSnFnI2vZjEzBIy8y+eOsvDoKdLpA9hgZ6E+XsS5u9BWIAnJk/XZjEivi4a\njQYPNz0ebnrCAi79ImV3OMgrtpKVX05qdikp2aUkZ5eSkFbM6dTz/Yb1Og1RwUY6hXnTKdxEdLg3\nfqamveJRceY0ae+9g6OykuAHH8Z71OgmPX5dDOE1i2NUpaVeUlifn2IvoslzCdGWNIvC2mw2JwLF\ngB2otlgsg8xmsx/wLdAOSATutlgshWplFEJcn+G9QvhxWwKbD6UzPibyouKvtLymv68ptHkMpNIb\nXLnlucmsnrOa1CoTS+dv47aZI/EM9GmU41VV2zmbUUx8SiHxqUWcSSuisur8nN7uBj3d2vnSLsRI\n+xAj7UNNBHq7NesC+nrptFqCfNwJ8nGnV0f/2turqu2k5ZbVFNpZJSSkF5OUWfNzQ2zNNr5GA53C\nTHSJ9KFbO1/CAjwb7RyVx50kbc57KNXVhDw6C9PgoY1ynOvhGl5TNFvTUjHGDKq9PTW7lPjUInp0\n8CPUX92rQ0K0ds2isAYUYIzFYsm/4LaXgQ0Wi+VNs9n8P+f+flmVdEKI62b0cCWmayC7j2cRl1xI\nt3a+ADgcDgqrDbhRjmdA4xSu10PnoufmZyezbu4qkipMLF20nam/H4YxxP/qD74Ku8PB2fQSTiTm\nczwxn4T0YuyO8506Qvw86BzhTZdIHzqFexPk27z7GDcFVxcdHUJNdAg9Px+0tdpOUmYJZ9KKOJ1W\nxJn0YmItOcRacgAwebjQtZ0vXdv50i3KlyBfd6cU2mXHjpA+dw4oCmFPPIVXvwEN3qczGS4orC+0\n5VDNILJxsny5EI2uuRTWUDN4/EJTgF+vr/0H2IIU1kK0SKP7hrP7eBZbD6XVFtYlGblU6dwI1V99\npbimptPrmPj0ZDbMX01CqZGli3czdcYgvMOD6rUfRVHIKqjg+Nl8TiTmE5dcQIW1pkVao6mZOaVL\nhA9dIr3pHOGDSaXZUVoag4uOLpE+dIms+UKmKAo5hRXEJRcSl1zAyaQCfjmZzS8ns4GaFu0eHfzo\n3dGf7u398LiO6R3Ljh0h/cMPQKMh7Oln8ezZ26nPyRl03t5ovbyoSjs/G4O12s7u45l4e7nSO7rh\nXw6FEFfWXAprBfjZbDbbgYUWi2UREGyxWH6dNygLCFYtnRCiQTpHeBMe4Ml+Sw5FZVV4e7qSfjwR\nAH8/g7rh6qDV6Rj/5GQ2LVzDqSIvln22j6kzYvCJuHJxXW1zYEkp4PCpPA6fySW3qLL2viAfdwZ3\n96N7O1+6tffFUwaROYVGoyHI14MgXw9G9QlDURQy88uJSyrgZHIhcUkF7DiSwY4jGWg1GqLDTfTq\n5E+vjv5EBnldtTX7oqL6mdl4du/RRM+sfjQaDYawcCpOxeOwWtEaDPxyMosKq50bBkSia+K5tYVo\ni5pLYT3cYrFkmM3mQGCD2WyOu/BOi8WimM3mVrNEpBBtjUajYUy/cL7cEM+OI+lMHtqenJQ8wJ2g\nqObRv/pytFot4x6bhO7jtcTle7L8833cNiPmkpbrolIrR87kcfhMHsfP5mOtrmmVdjfoGGgOpHsH\nP3q09yPQx12Np9HmaDQaQv09CfX3ZGz/CByKQlJmCUfP5HEkIY9TqUXEpxbxw9YEfLxc6RMdQP8u\ngXRr53vJYjYtpaj+lSEigop4C1UZ6bi178C2Q+loQKbYE6KJNLslzc1m81+AUmAmNf2uM81mcyiw\n2WKxXDoR7nnN64kIIS5SVlHNjL+tw9vLwKJXbmTxn74ivdrE07MH4RfZvC9IORwOlr31A8ey3fB0\nlPHw7LFUeXmx60gGu46mY0kqqN02LMCTQT1CiOkeTPcO/q1+1cGWqKjUysH4HPbHZXEgLpvisiqg\nZj7tgd1CGNorlP5dg6g8fpSTr/8LjUZDtz+/jE/fPionv7rMtes5M38h0c88RXn3ATz7zhYGdA3i\nrzObzyBLIVqB5rukudls9gB0FoulxGw2ewITgP8FVgAzgH+d+7nsavtSa2L+1qap5rVtK+R8nhfT\nNYgdRzLYsi+J/EoXDFRgd/Oo1/lR63wOf2gCZfNWcbbUyMfvbOSQRkuJ3h2NBrpG+dAnOoA+0QGE\n+J1fWKYgv6zJc9ZXW3199oj0pkekNw/c0JlTqYUciM/lQHw2Ww+msvVgKtGV6dyevhmtRoP/409R\nHd7xquepOZzLKu+aK0B5cadZm1Uz4HNY92DVc12P5nA+WxM5n84TGGis8z7VC2tq+k4vNZvNUJPn\nS4vFst5sNscC35nN5kc4N92eehGFEM4wtl84O45ksHNnPIrOnWBt8xu4+FtpuWXsj8sm1pJDaokH\nwyozqHQPpV91Me2HhtI/phMmDxl02FJptRrMUb6Yo3y594ZokrNKsWzeTeSmzTiA70LGkLK+AHPc\nQQZ3D2aAObBZ9413DauZ+aMiNZU96WH4yKBFIZqU6oW1xWI5C/S9zO35wI1Nn0gI0VjahxhpF2yk\n6EwiJrdA/HybZ0GaXVjB3uOZ7DmRRUZezQItep2GPtEBdO3SlbLtB0goNZGy8wwDugWBhxQurYFG\noyEgN5Gqrd+BXovHQ08wSPFHH5/DyaSa2Ua+WGehZwc/BncPpm/nANxcVf8YvYjOwwO9nx9lyclU\nhA7gRhm0KESTal7vCEKIVq1mEGMYJ8+eRgGCo/zUjlSruKyKfXHZ7DmeyZn0mqW19Tot/bsEMtAc\nSJ/oANwNNW+Zjl6h/DxvFWdKjSz/eBe3PzoCzyBfNeMLJyi3xJE+9+KBiuHApCHtyC2s4Je4bH45\nkcXhcwNVXfVa+kQHMLh78EWL2qjNEBmF7fAhjLZyRsqgRSGalBTWQogmNbh7MGeX6agAgrpGqpql\nssrGwfhc9pzI4vjZfByKgkYD3dv7MqR7CAPMgbXF9IW0Wi03PjkZZd4qEkqNLPt4B7c/NgoP/6Zb\n/lw4V0XCGdI+eA/F4SDsqWcvmf0jwMedm4e04+Yh7UjPLeOXk1nsPZHFvrhs9sVl427QM7x3GP2i\n/TFH+ai6sI81tB0cPsQwUxkB3jITjRBNSQprIUSTcnPV49B7ordXkmF3panb+RwOhROJ+ew8lsnB\nUzlUVdcsq94+xMiQHiEM6haEj9fV59bWarWMf+Jm1s1dTWK5keUfbeWOp27AYJIlo1saa0oyae+9\ng1JlJfTxJ/HqfeXZP8ICPLltZEemjuhAclYpe09ksfdkFj/vS+bnfcn4m9wY2jOE4T1DCL5gMGtT\nOVTtQ0+gp6bgqtsKIZxLCmshRJMqTM3GqvfEvTKXXcez6NmxaeaxzsovZ8fRDHYdy6SgxApAkK87\nQ7oHM7h7MKH+9S+ItTodNz11M6veX0lqlTcr5v/M1GdvwtXdzdnxRSOpykgn9d23cFRUEPL7mRgH\nxFzzYzUaDe1CjLQLMXLn2E5kl1SxensC+yzZrNyVyMpdiUSHezOsZ80XNo8mGPRYbbOzOUODWavH\nIyup0Y8nhLiYFNZCiCaVGGsBwKF3cMCSQ/l423UtMX0tKqw2YuOy2XE0g1OpNTOQuBt0jO4bxohe\noXQMM1111b2r0ep0THpqEj99sIZMuzerPlzHrc9OQm9ongMzxXlVOdmkvPMm9pISgqbPwDR02HXv\nS6vR0KtTACEmA78b34UD8TnsPJbBycQCTqcV8dXPp+jXOYDhvULo0cGv0QYUHj6dR1mVg4qgKFwy\nE7AVF6M3mRrlWEKIS0lhLYRoUmmJBYCJwC7hVCVYibVkM6pPmNP2rygK8SmF7DiSQawlB2u1HQ3Q\nrZ0vI3qH0r9LIAYXndOOB6A3uDL56ZtY/sE6Mu3erJm7lsnPTUarc+5xhPNU5+eT+s6b2AsLCbz7\nXnxGj3Xavg2uOob2DGFozxDyiyvZfTyTXccya/tj+xoNDO8VysjeoU5fjXPn0QwA/Hv3oDozgYp4\nC8aB194KL4RoGCmshRBNxuFwkF3mgovGytDxMSxbuJcdRzOcUljnF1ey82gGO45mkFNYCUCAtxuT\nekUxrFdIow/icnV3Y8oTN/Lj3I2kVplYP281E56ajFamOmt2bEVFpL77JrbcXPyn3o7vhImNdiw/\nkxuTh7bn5iHtSMwsYceRDPacyKztKtK9vS+j+oTRr3MgLvqGvVaKy6o4mpBPu2AjIf0iSVn/ExXx\ncVJYC9GEpLAWQjSZvFOpVOrcCdMXEeDrSff2vhxPLCCroJxg3/oP8rI7HBw5k8fWQ+kcTchDUcDV\nRcuwniGM6BVKlyaencFg8mTqrNH8uHAbZ8uMbP5oDWNnTZLiuhmxl5eT9t47VGdm4jvxZvxumdIk\nx9VoNHQINdEh1MTd46KJjctm2+F0TiQWcCKxAC93F4b1DGFknzDCA65vAOyeE1k4FIVhPUMwtA9B\n4+JCeXy8k5+JEOJKpLAWQjSZxEOnAS1hkTXLwQ7pEcLxxAL2nshiyvAO17yf/OJKth1OZ/uRjNqB\niB3DTIzqE0ZM16DLTpHXVDz8vZn6+2H8uHgP8YWeuH62npG/b7wWUXHtHNVVpM/9AGtKMt6jxhAw\n7a4G97G/HgYXHcN7hTK8VygZeWVsP5zBzmMZrN+Xwvp9KUSHezOyTyiDugZjcL327kS7jmWg02oY\n3CMYrYsLbp2iqbDEYS8tRefl1YjPSAjxKymshRBNJj2lBPCmfb9oAPp3CeTzdRb2nsji1mHtr1jk\nOBwKRxLy2L3iOLEns1AUcHPVMbZfOKP7hhEVbGyiZ3F1xhB/pjzQn2VfHORYtgfuS7Yw8K4xasdq\n0xSHg8xFC6mwxOHVfwBBDzyoSlH9W6H+ntw9Lpo7Rnfk0Klcth1O5/jZfE6nFfH1z6cY0j2YMf3C\nr/r6jk8pJDmrlL7RAZg8agbOenQxUxF3kvJ4C8b+A5ri6QjR5klhLYRoEg67nZwqN9yUcvyjIwBw\nN+jp08mfWEsOKdmlly0e8osr2X4kg22H02tbpzuEGhndN5zB3erXoteUfKNCmXxnFSt+iGPfaRc8\n1+2l202D1Y7VJimKQvZ/P6f0wH7czV0JmfkYmmbWPUev0zKwaxADuwaRW1jBjqMZbD+SwZZD6Ww5\nlE6nMBNj+oUT0zUI18sMvl2+4ywANw9pV3ubR4+e5K1YRtmRw1JYC9FEpLAWQjSJjKNnqNYaCHUr\nvqjP8eDuIcRacthzIqu2sHY4FI4m1PSdPnwmt7Z1eky/cG4bE43J0DyL6d8KMrdjwvhy1mxIY9v+\nEtxNx2g/tKfasdqcvOU/UrRtC4aodoQ9/Rxal+Y9FWKAjzu3jezIlOEdOJKQx5aDaRw9k8eZ9GK+\n2XiK4b1CGdsvvHbxmfiUQk4mFdCjvS/REedX/3Tr0BGd0UjZkUMoDkez+zIhRGskhbUQokmc2Z8A\nuBHZ8eK1Fnt38sPdoGfviSzG9Q9nx5GMi/pOtw8xMqZfOIO6BeHmqicw0EhOTokKz+D6RMV0Y2xJ\nGZv2FrNhczq3mjwI6dFR7VhtRsHGDeSv/AmXwCDCn3senXvLWeJbq9XQNzqAvtEB5BRW1IwrOJxe\n2xe7WztfxvYLZ/PBNACmjLh4nIJGq8Wzd1+Kd26nMjER947yuhOisUlhLYRoEilZ1Wg0LnQe2f+i\n2130OgaYA9lxJIOX5u8GzrdOj+4TRruQ5tN3+np1GTeQ8uLt7I7TsmaZhduM7vhGhaodq9Ur3ruH\nnK+/ROftTfjzL6L39r76g5qpQB93po3uxNQRHdhvyWHLwTROJhVwMqlm2fLu7X3pHOFzyeM8+9QU\n1mVHDkphLUQTkMJaCNHo8hPSKNYaCdQW4e576Spwo/uGsftYJu1CjIzuE0bMudbp1qTvbSMp/3w9\nh9Pd+em/+5k2awSeAZcWQsI5yo4fI3PxIrTu7kTMfgHXwCC1IzmFXqdlcPdgBncPJi23jK0H04hL\nLuSuMdGX3d6zew80ej1lhw8RcNu0Jk4rRNvTuj65hBDNUvzOk4Ce9u0v32LYKcybhS+OQatVf5aG\nxjTkgRspW7Ca08Ve/LRoG7c/cyMGr/rP3y2uzJqSTMb8D9FoNIQ9/RyGyCi1IzWK8ABP7h/f5Yrb\naN3ccO/ajfJjR6nOy8XFP6CJ0gnRNslIBiFEo0tKKwdFocvIHnVu09qLagCtVssNj00iwrWIAo2J\n1fM3YLfZ1Y7VqlTn55P2wb9xVFYS8sgsPMxd1Y6kOq8+fQEoO3xI5SRCtH5SWAshGlVJdh75ihe+\nlGAKDVQ7juq0Oh2TnppEgKaITLs3GxesVjtSq2EvLyft/XexFRQQcNc9GGMGqR2pWfA8V1iXHjyg\nchIhWj8prIUQjerUtqOg0RIV3nJmY2hseoMrt8wai5ejlDOlRvZ8+bPakVo8xWYjY/5cqtJS8R47\nDt8Jstrlr1z8/HHrFE153ElshYVqxxGiVZPCWgjRqBLOFAHQZahckr+Qu6+JW343AIO9goPJOk6s\n3aN2pBZLURSyPv+M8pPH8ezTl6B7f9csVlVsToyDh4CiUBL7i9pRhGjVpLAWQjSa4rQcchxGfJRi\nAjpHqh2n2fFtF8qEmzuiU2xsP1BK8r6TakdqkfJ/Wk7xrh0Y2ncgdNYTaHQtYwGhpmQcEAMaDSW/\nyBc4IRqTFNZCiEZzYtNh0Gjp2N5T7SjNVkQ/M6NifHBotGxYn0R+QprakVqUop07yFuxDH1AAOHP\nzEZrMKgdqVnSe3vj0b0HlQkJVGVnqx1HiFZLCmshRKM5k1KBRnHQ/Ya+akdp1rqOj2FAe4UqnRsr\nvzlIeV6R2pFahPKTJ8j6/FO0Hp5EPPd8i14ApikYBw0GkFZrIRqRFNZCiEaReTyBYq2RIF0JxiD/\nqz+gjRt03w1Em0op03qx8uMt2KxVakdq1qoyM0ivnav6WVxDw9SO1Ox59RuARq+n5Jc9KIqidhwh\nWiUprIUQjeLEjjgAunSXKfau1bhZkwjVF5GneLNu/locDofakZole2kpaR+8h6O8nOAHH8aji1nt\nSC2CzsMDzz59qUpPp/LsWbXjCNEqSWEthHA6u81OUi7oHVV0GdtP7Tgthk6vY9Lj4/FWikmuNLH7\nC5mG77cUm430+R9SnZ2F76TJmIYNVztSi+I9chQAxTu2qpxEiNZJCmshhNOd2nKASp0HEV5WXD1l\n/ur6MHh5cMuDQzHYKziS7sLJ9TI92q8URSHry8+psMTh1W8AAbdPUztSi+PRvSd6P3+K9+7FUVmp\ndhwhWh0prIUQTnfiYDoAvUZ2UTlJy2QKD2TCzR3RKna2xxaRceS02pGahcIN6yjevg1DVDtCHp2F\nRisfYfWl0WrxHjESxVpJyb69ascRotWRdyUhhFMVJGeQZTPirRQT0U/6vl6viH5mhvfxxK51Ye1P\n8ZRk5qkdSVWlhw+Rs+RbdN4+hD39nEyr1wCm4SNBo6Fo+za1owjR6khhLYRwqiPrD4FGiznapHaU\nFq/n5KH0CKykUufBqs92Ul1hVTuSKqwpKWR8tACNXk/408/i4uendqQWzcXfH48evahMOIM1NUXt\nOEK0KlJYCyGcxl5t40wW6BzV9LwpRu04rcKIhycQ7lpEASbWL1zX5mYKsRUVkTbnPRRrJSGPzMSt\nQ0e1I7UKPqNHA1C4eaPKSYRoXaSwFkI4jWVjLFadO1HGSgwmWW3RGbRaLRMfm1A7U8ie/7admUJ+\nnQHElp+H/9TbMQ4cpHakVsOzd1/0/v4U796FvaxM7ThCtBpSWAshnObooSwA+t7QQ+UkrYurpzuT\nHxyCwV7B4bS2M1NI9tf/pfL0KYwxg/C7ZYracVoVjU6Hz9gbUKqqKNohfa2FcBYprIUQTpF2KJ58\nvAnUFBHSXS7XO5t3eBATJp2fKSTrROte4KNwyyaKtm7BEBlF8EOPoNFo1I7U6niPGIXG1ZXCzRtR\n2lgXIyEaixTWQginOLi5ZqXF3jHhKidpvSL6mxnay71mppBlJ6goKFY7UqMoj7eQ/fWX6LyMhD39\nrMwA0kh0Xl6YhgzDlptL2eFDascRolWQwloI0WDFaTmkVnri6SglerSstNiYet86nC7eZZRrPVmz\naDMOu13tSE5VnZdHxvwPAQh94ilc/ANUTtS6+dxwIwAFG9apnESI1kEKayFEgx1YvQ9Fo6NbJw+0\nOp3acVq9MY/eRICmiCyHN9sWr1c7jtM4rFbS536AvaSEoHvvx8PcVe1IrZ4hPAKPnr2oiLdQkXBG\n7ThCtHhSWAshGqSyuJRTOXpcHFZ6Tx6idpw2Qeei5+ZHRuNuL+dknjvH1+xRO1KDKYpC1n8WY01O\nwjRyFN5jxqkdqc3wm3gzAAVrV6ucRIiWTwprIUSDHFi2G5vWlS7BCgYvD7XjtBmeAT7cdGsXtA4b\nOw+WkHkiQe1IDVKwdg0lv+zFrVM0QfdPl8GKTcjd3BVD+w6UHjxAVWam2nGEaNGksBZCXLfqCitx\nKTZ0jmoG3jZU7ThtTmjvaIb39sCudWHdspOUFxSpHem6lB07Qu6PS9D7+hL25NNoXVzUjtSmaDSa\nmlZrRaFg/Rq14wjRoklhLYS4bodX7saqc6eTbxUe/t5qx2mTet4yjC4+NYMZ1y7a0uIGM1blZJPx\n0UI0Oh1hTz6D3ttH7Uhtklf/AbgEBVO8ayfV+XlqxxGixZLCWghxXezVNo7Hl6FR7AycIsuXq2nM\noxMJrB3M2HJmd3BYrWTM+xBHeRlBv5suy5WrSKPV4jf5FhSbjfzVq9SOI0SLJYW1EOK6HF6+k3Kd\nJ+29yvEOD1I7Tpum0+uY9Mho3O1lnMzz4Pjq5j+YUVEUsv/7OdaUZLxHjcZ75Gi1I7V5piHDcAkK\npmj7VqrzctWOI0SLJIW1EKLebNYqDlvK0Cp2hkyV1urmwDPAh5ummNE5qtl5qPkPZizasoni3Tsx\ntO9A4H0PqB1HULPMuf+tU8BuJ3/VT2rHEaJFksJaCFFvB5fuoFLnQUdTBT5RIWrHEeeE9opmWB/P\nmsGMS5vvYMaKM6fJ/uarmpUVZbBis2IcNASXkBCKdu6gOidH7ThCtDhSWAsh6qWqrIKjZ6xoHTYG\n3zFY7TjiN3pOHobZt5xynSfrPm5+gxltRYWkz/8QHA5CH3sCFz9/tSOJC9S0Wk8Fu528VSvUjiNE\niyOFtRCiXg4s3YlV5060nxVTaKDaccRljH6kZmXGTLs3u/+7Ue04tRSbjYyF87EXFhJwx114dOuu\ndiRxGcaYwbiGhlG8aydV2dlqxxGiRZHCWghxzayl5RxPqpm3esi04WrHEXXQ6XVMnDECg72CI+l6\nzmw7pHYkAHJ+WEJFvAWvAQPxnThJ7TiiDhqttqbV2uEgf+VyteMI0aJIYS2EuGaxP+ygSudGl0Ab\nnoEy33BzZgzx54bxUWhQ2Lwjk8JUdVsei3/ZQ+GGdbiGhBLy8COysmIz5zUwBtewcIp375LVGIWo\nBymshRDXpKKwhJNpCnpHFYPuHKZ2HHEN2g3qQb/2UK11Y80Xe7BZq1TJYU1LJeuzxWgMboQ99Qxa\nN3dVcohrp9Fq8Z9yGygKeSuWqh1HiBZDCmshxDXZ98MOqrUGuoY48PCVVRZbiph7xhLhWkShxsSm\nj9c3+fHt5eWkz5uDUlVFyO8fwTU0rMkziOvj1X8AhvYdKPllLxUJzXv6RiGaCymshRBXVZSWzcks\nF1ztlcTcOULtOKIetFotE2aNx8tRypkSL46s2Nlkx1YUhczFi6jOysJ34s0YB8ic5y2JRqsl8O57\nAchd8g2KoqicSIjmTwprIcRV7ViyB4dWT98ubriZvNSOI+rJ4OXBTdN6oXNUs/tYBZnHm6b1sWDd\nGs4XoO8AACAASURBVMoOHcTd3JWA26c1yTGFc3l0MePZrz8Vp+IpPbBf7ThCNHtSWAshrij1oIXk\nCiNGRwl9bx/5/9u77yi5yvv+4+8p23e1aquKennUC6JIVIEAiSpEtTG2sYkLbnHixAU7vzix44Q4\njp3EDo6DsQOmGNOEDCpgijBVSEJdXzWQWO1qVXe1vc38/rh38VqshMrduTO7n9c5nKMpd+fL58zc\n+c69z32esMuRk9TPDePcaYUkonGWLdxIfWV1p75e3RZj/+OPEivuycDPfp5ILNapryedp+T6myAW\nY/9jvyPZ0hJ2OSJpTY21iBxVIpHg1aWbIRLh7HNPIxZXc5TJJl4xizHFtdRGC1l2z/MkEolOeZ2W\nqirK/+duAAZ+7g7ixZpBJpNlDxhAzwsvonlvBZUvPh92OSJpTY21iByVPbuCAxTTP1rFmAunh12O\nBGD27ZfRm8OUtRTzxgPBLx6TTCQo/9+f01pVSd8F15M/1gX+GpJ6fa6eTzQvjwOLFtJaWxt2OSJp\nS421iHSopbGJN1fuJ5JMcN41U8MuRwISz87i8o/PIru1gTWlMTb+IdhxsweeepL6zZsomDqNXnO1\nCExXESsqoveVV5OoreXg04vCLkckbamxFpEOvfXocuqiBYwsqqXfuOFhlyMB6jG4hIsu8qa9W/T7\nHRwu3x/I361dv5aDTy8i3rcvAz79GSJRfcV0JT3nXEK8Tx8qn39OS52LHIX2eiLyAbX7Klm3M0E8\n0cS5N2l6va5o5DlTmDK4hcZoLkvue5XWltZT+nvNBw9Qfs8viMRiDPr8F4kVFARUqaSLaFY2JTfc\nTLKlhX0P/UbT74l0QI21iHzASw8upyWazaQhEQr69Qq7HOkkM2+9hEFZhzmQ7MHyX5384jHJlhbK\nf/7fJGpqKLn5FnKHjwiwSkknhWecSd648dSuW0vt26vCLkck7aixFpE/s/P19eys70FRopozb7ow\n7HKkE0WjUT7ytSvIa61l84E87PmTa5T2PfoIDTu2U3T2TIpnXxRwlZJOIpEI/T/2cYjF2PvQgyQa\nG8MuSSStqLEWkfe1Nrfw8vPvAHDeRSOI52SHXJF0tsKSXlx6xWiiyVaWv76fgzv3nND21W+toPK5\nZWQPHET/j99GJBLppEolXWQPHETvuZfTcvCALmQUOYIaaxF535sPv0B1tIhheYcZPmtS2OVIigye\n7jhjZISWaDZLHlxBS0PTcW3XVLGHil//kkh2NgPv+CLR3NxOrlTSRe8rrybeuw8Hly6mqbws7HJE\n0oYaaxEBoHLXHta9B1mJRi685YKwy5EUm37jbIZkV1IVKeL5e5/90Ocnmpoou/tnJBoa6P+J28gZ\nNDgFVUq6iObk0O+jt0BrKxUP3K8LGUV8aqxFBIAXH3mD1mgWp4/NpaBEK+V1N9FolEs/cwmFrdVs\nP1zAuqdfP+bz9z54P02l71F84UX0mHlOiqqUdFIw7XQKJk+hfvMmqle8EXY5ImlBjbWIsOUPb1He\nUkwvDjNtgabX665yigqZe91EYolmXl1TQ8WW9zp8XtUrL3P4jy+TM3QYJR/5aIqrlHQRiUQo+eit\nROJx9v32Ia3IKEKaN9bOuXnOuc3Oua3OuW+EXY9IV9R4uJZXX99LJJngwisnEI3Fwi5JQtRv/Ehm\nTcghEY2z9LG1NNbW/9njje+9x94H7iean8+gO75ENEsXuHZn2f360fvq+bRWVbHvkYfDLkckdGnb\nWDvnYsBPgXnABOCjzrnx4VYl0vW8eN/z1MfycX0aGDh5dNjlSBqYfO0FjMqvojZSwLJ7nn9//Gxr\nfT1lP/8pyaYmBnz6M2SVlIRcqaSD3nMvJ2fIUA6/8jK169eFXY5IqNK2sQbOAraZ2btm1gw8DMwP\nuSaRLmX7y2vYUVNEYaKG8z4+J+xyJI1c9Jm59ExUUlpfwJv3LaG1poaK/7uX5ooKes29nMJp08Mu\nUdJEJB6n/6duh1iMivt+rbmtpVtL58Z6MNB+gF+pf5+IBKClsYmXl++GZILZl40iKy8n7JIkjWTl\n5TL35hlktTawuiybVd/6B2reWkHemLH0XXB92OVJmskdOow+V8+npaqS1tqasMsRCU06N9aau0ek\nEzVW19EciTOpfxNDztAoK/mg3qOGcMk1E0hGoqwfdDHJfoMZ+Lk7iMTjYZcmaajPVdcw+r/uJqt3\nn7BLEQlNOu8ddwND2t0egnfU+qhKSoo6taDuRFkGKx3zLCkp4ps/HEQ0nnkXK6ZjnpnsWHmWXDyR\nupYsXlpq7Dr7Y5w7agiRqFZXPBq9N4OlPIOlPDtfOjfWbwFjnHPDgTLgZuCY8zrt21edgrK6vpKS\nImUZIOUZLOUZrOPJc/y0AezYspdtm/aydNEGZpwzLEXVZZbu/t6sPFjHlg0VzDhnGLHYqZ8Q7+55\nBk15BudYP1DSdiiImbUAXwKWAhuB35rZpnCrEhHpfiKRCHOuHk9BUQ4rXn6H0ncPhV2SpJnW1gRL\nn9jAyld2Ulutixel+0rnI9aY2WJgcdh1iIh0d3n52Vx27QQWPvA2zz21kRs+dQaFRbrgVTyrX9vF\nwX21jJ86kB4988IuRyQ0aXvEWkRE0suAwcXMungU9XXNPLtwI62tibBLkjRwYG8NK1/dSUFRNrMu\nGhV2OSKhUmMtIiLHbfKMwYwaV8Ke0ireeOmdsMuRkCUSSV5cbCQSSS6YO5ac3LQ+ES7S6dRYi4jI\ncYtEIsy+3FHcO481b77HDtsXdkkSok1rytlbXs3o8SUMH9037HJEQqfGWkRETkh2Tpy5CyYSj0d5\n4ZnNVB2qD7skCUF9XRNvvLSDrOwY51w8OuxyRNKCGmsRETlhfUoKuWDeWJoaW1n2xAZamlvDLklS\n7PUXd9DY0MKZ5w+nQBeyigBqrEVE5CS5SQOYMG0g+/fW8PKzW8MuR1JoT2kVm9fuoU9JAZNnDA67\nHJG0ocZaRERO2rmXjKZv/0I2r93D5rXlYZcjKZBIJFi+bAsA588dSzSqVkKkjT4NIiJy0uLxGHMX\nTCQ7J8byZVvZX1ETdknSydavKuPA3lrGTR7AwNOKwy5HJK2osRYRkVPSo2ceF181ntaWBMue3EBj\nQ0vYJUknqa1p5M3l75CTG2fmRSPDLkck7aixFhGRUzZiTF+mnT2EqkP1vLh4M8lkMuySpBO88dI7\nNDe1cvaFI8jLzw67HJG0o8ZaREQCcfaFIxg4pJgdtp+1b5WGXY4EbH9FNbbOu2Bx/NRBYZcjkpbU\nWIuISCCi0SiXzp9AXkEWr7+wgz2lVWGXJAFJJpO8+vx2AGZdPIpoNBJyRSLpSY21iIgEpqAwh0uv\nmUAymWTZwg3U1zWFXZIEYNeOg+zeWcmQkb0ZMqJ32OWIpC011iIiEqjBw3px1gUjqK1u4rmnNpFI\naLx1JkskErz2/HYiEZilCxZFjkmNtYiIBG76zKEMG9WH0ncP8dYr74ZdjpyCTWvKOXSgjnFTBtKn\npDDsckTSmhprEREJXCQS4eKrxlFUnMvKV3aya8eBsEuSk9DU2MKKl98lnhXlrPOHh12OSNpTYy0i\nIp0iNy+Ly66dQDQW4Q+LNlFd1RB2SXKCVr++i/q6ZqbPHEp+YU7Y5YikPTXWIiLSafoN7MF5l4yh\nob6FZQs30NqaCLskOU411Y2sWVFKQWE2U88aEnY5IhlBjbWIiHSqCdMGMnZif/aWVfOaP2WbpL/V\nr+2ktSXBGecPJysrFnY5IhlBjbWIiHSqSCTCBXPH0qtvPutW7mbbpr1hlyQfouZwAxvXlNOjZy5u\n0oCwyxHJGGqsRUSk02Vlx5i7YCLxrCgvLjYOHagNuyQ5hpWv7SLRmmTGOcOIxdQqiBwvfVpERCQl\nevUpYPbljuamVpY+sYHmptawS5IOVFc1sHlNOcW98hg7qX/Y5YhkFDXWIiKSMmMm9GfS6YM5tL+O\n5Uu3kExq8Zh0s/LVnSQSSc44dxjRqNoEkROhT4yIiKTUOXNG0W9QEVs2VLBpTXnY5Ug7hyvrsXV7\n6Nk7j9ETdLRa5ESpsRYRkZSKxaJcNn8iOblxXn52KxVlh8MuSXzvH60+bzjRaCTsckQyjhprERFJ\nuaLiXC6dP4FkIsnSx9dTW9MYdkndXtUh72h1rz75jBrXL+xyRDKSGmsREQnFkBG9mTl7JLU1TSx9\nfAOtLVo8JkwrX91JMomOVoucAjXWIiISmqlnDWHMxH5UlB1m+TJdzBiW6qoGtm6ooFfffEaNKwm7\nHJGMpcZaRERCE4lEmD3P0bd/IZvX7mHD6rKwS+qW1q4oJZFIMu3soUQiOlotcrLUWIuISKjiWTHm\nXTeJ3PwsXnluG2W7KsMuqVtpqG9m45oyCopyGDNBY6tFToUaaxERCV1RcS5zr50IwNInN1Bd1RBy\nRd3HhlW7aWlOMPXM07TKosgp0idIRETSwqChPTl3zmga6ppZ8vh6mpu1MmNna2luZe3K3WTnxBg/\ndWDY5YhkPDXWIiKSNiaePohxUwawv6KGl5aYLmbsZFs37qWhrpmJ0weRnRMPuxyRjKfGWkRE0kYk\nEuGCy8bSf1APtm7Yy5o3S8MuqctKJpOsX7mbSAQmnT447HJEugQ11iIiklZi8ShzF0wkvzCb11/c\nznvvHAy7pC6pvLSK/XtrGDG2hMIeuWGXI9IlqLEWEZG0U1CUw9wFE4lEIzy7cCNVh+rCLqnLWffW\nbgAmn6Gj1SJBUWMtIiJpacDgYi6cO5bGhhaeeXQ9jQ3NYZfUZVRXNfDOln307VfIwNOKwy5HpMtQ\nYy0iImlr3JSBTD3rNCoP1LHsyY0kElr2PAgb15SRTMKkGYO1IIxIgNRYi4hIWps5exTDRvWh9N1D\n/PG5bWGXk/ESiQS2dg/ZOTFGa0EYkUCpsRYRkbQWjUa45Jrx9CkpYMOqMtat1Ewhp2LXjoPU1jQx\nZmJ/srJiYZcj0qWosRYRkbSXnRPn8hsmk+cve75rh2YKOVmb3i4HYPwULQgjEjQ11iIikhGKinOZ\nd/0kotEIzy7cwMH9tWGXlHFqqxvZuf0AffsXUjKgKOxyRLocNdYiIpIxBgwuZvYV42hqbGXxo+uo\nr2sKu6SMYuv3kEzChGk6Wi3SGdRYi4hIRhk7sT8zzhnG4coGlj6+gdYWzRRyPJLJJJvX7SEejzJ6\nfP+wyxHpktRYi4hIxjnz/OGMGldCeWkVLzyzmWQyGXZJaW9/RQ1VB+sZPqYPObnxsMsR6ZLUWIuI\nSMaJRCJcfOU4+g/qwdaNe3lz+Tthl5T2tm6sANDRapFOpMZaREQyUjwrxuU3TKK4Vx6rXtvFxrfL\nwi4pbSWTSbZt2kt2TpyhI3uHXY5Il6XGWkREMlZefjZX3jSZ3Lw4y5duYef2A2GXlJbK36uitrqJ\nka4vsbi++kU6iz5dIiKS0Yp75XP5DZOJxqIse3ID+/ZUh11S2mkbBjJmgoaBiHQmNdYiIpLxBgwu\nZs5V42lpTvDMo+uormoIu6S00dqaYPvmfeQXZjNoaM+wyxHp0tRYi4hIlzBqXAnnzBlFXU0TT/9u\nLY0NzWGXlBbK36uisaGFkWNLiEYjYZcj0qWpsRYRkS5j6plDmDxjMIf217FEc1wD8O62/QAMH9Mn\n5EpEuj411iIi0qWcM2c0I8b0pWxXJc8/valbz3GdTCbZue0AWdkxDQMRSQE11iIi0qVEoxEuuWY8\nA04rZtumffzx2W3dtrk+dKCOw5UNDB3Zm1hMX/kinU2fMhER6XLiWTGuuGESvUsKWL9qNytf3Rl2\nSaHYuc2bfnDYaA0DEUkFNdYiItIl5eRmcdVNUygqzmXFy++yYfXusEtKuXe37ScSgWGj1FiLpIIa\naxER6bIKinK46uYp5OZnsXzpVrZv3ht2SSlTX9fEntLD9B9cTG5eVtjliHQLaqxFRKRL69k7n6tu\nmkJWdoznFm2i9N1DYZeUErt2HARguIaBiKSMGmsREenySgYUMe+6SQAseXx9t1idsWxnJQBDRvQK\nuRKR7kONtYiIdAunDe/FJVePp7mplacfWUvlwbqwS+pUZe9Vkp0Tp3dJYdiliHQbaqxFRKTbGDWu\nH+dfNob6umaeemgNhyvrwy6pU9QcbuBwZQMDhxRrtUWRFFJjLSIi3cqk0wczc/ZIaqsbWfTwGmqr\nG8MuKXBl71UBMGhIcciViHQvaqxFRKTbmT5zKDPOGcbhygYWPbyG+rqmsEsKVPl73vhqrbYoklpq\nrEVEpFs68/zhTD3zNA4dqOP3D6+lsaE57JICU7arkqzsGH37a3y1SCqpsRYRkW4pEokw6+JRTJg2\nkP17a3j6kXU0NbaEXdYpq6tppPJgPQMG9yAa1de8SCrpEyciIt1WJBLhgrljGTuxPxVlh1n82Hpa\nmlvDLuuUlJf646s1DEQk5dRYi4hItxaJRLjoSseIsX0p21XJkic20NqSCLusk1a2yx9fPUSNtUiq\nxcN6Yefcd4G/APb5d91pZov9x74FfBpoBb5iZstCKVJERLqFaDTKpfMnsOSx9ezacZClT2xg7oKJ\nxOKZd/ypoqyaaCxCycCisEsR6XbC3GMkgX83s+n+f21N9QTgZmACMA/4b+dc5u3ZREQko8RiUeYu\nmMiQEb3Yuf0ASzPwyHUikeTQ/lp69cknFtNXp0iqhf2p62jW+vnAQ2bWbGbvAtuAs1JalYiIdEvx\nrBjzrpuUsc11dVU9LS0J+mi1RZFQhN1Yf9k5t8Y590vnXNtgsEFAabvnlAKDU1+aiIh0R5ncXB/c\nVwtA75KCkCsR6Z46dYy1c+5ZYEAHD30buBv4R//294AfAbcf5U8lg69ORESkY23N9ZLH17/fXGfC\nmOsDbY11XzXWImHo1MbazC49nuc55+4BFvk3dwND2j18mn/fhyop0YUaQVGWwVKewVKewVKeR3fr\n52bx23tXsGPLPl54xrjxkzOIx2NHfX7YWdYe9laQHDOuH8W98kOtJQhh59nVKM/OF+asIAPNrNy/\nuQBY5//7KeBB59y/4w0BGQO8eTx/c9++6sDr7I5KSoqUZYCUZ7CUZ7CU54ebc/U4mh9vYevGCh74\nxRtHPXKdDlmWl1aSnROjsbkl9FpOVTrk2ZUoz+Ac6wdKmOe07nLOrXXOrQEuBP4KwMw2Ao8AG4HF\nwBfMTENBREQkFEeOuV782Dqa03ARmdaWBJUH6+jdt4BIpKO5AUSks4V2xNrMPnGMx34A/CCF5YiI\niBxVPCvGvOsnseyJDezcfpCnf7uWK26cTHZOaF+jH3DoQB3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iwzCSf9H25UHfLgMub9ieAMwxTbMW2GkYxjZgqGEYu4AQ0zSXN/SbBVwKqLAWERGRVqUw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -21675,17 +2271,17 @@ "irrad_data.plot()\n", "dni_et.plot(label='DNI ET')\n", "\n", - "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['GHI'], albedo=.25)\n", + "ground_irrad = pvlib.irradiance.grounddiffuse(tracker_data['surface_tilt'], irrad_data['ghi'], albedo=.25)\n", "ground_irrad.plot()\n", "\n", "ephem_data = pyephem_tus\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(tracker_data['surface_tilt'], tracker_data['surface_azimuth'], \n", - " irrad_data['DHI'], irrad_data['DNI'], dni_et,\n", + " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['apparent_azimuth'])\n", "haydavies_diffuse.plot(label='haydavies diffuse')\n", "\n", - "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['DNI'] + haydavies_diffuse + ground_irrad\n", + "global_in_plane = cosd(tracker_data['aoi'])*irrad_data['dni'] + haydavies_diffuse + ground_irrad\n", "global_in_plane.plot(label='global in plane')\n", "\n", "plt.legend()" @@ -21737,7 +2333,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 44, @@ -21746,371 +2342,9 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFSCAYAAAAJjV0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8VFX+//HXpPdQktB7OfQmICCKvdJU7Kura1dsa1v1\n", - "Z18bIIpY1vVrXRWwrC6CDSvYlV4PvYSWQkivM/P7404wYkJNMpmZ9/Px4EEymbn3c+7cO+977r1z\n", - "j8vr9SIiIiKBKczfBYiIiMihU5CLiIgEMAW5iIhIAFOQi4iIBDAFuYiISABTkIuIiAQwBXmAMcZ4\n", - "jDFN6nF+fY0x2w7yNe8bYzKNMbF7Pe4xxjQxxlxqjPmkdisNLMaYjcaY/+z12EBjzIYqv59hjPnB\n", - "GLPIGLPMGDPDGNOqhul9Y4w5e6/H2htj8g+htpeMMccf7OsOYLpXGGOuPYDnbTTGDKjm8URfbUt8\n", - "y2SBMebyKn+fbYzpdhj1HfK2ZYwZ5Xv9eQf4/AeNMRcfyrxqgzHmNWPMnbU0rUuNMR9V83iyMear\n", - "2pjHvuYjEOHvAqRhMsaEAzcCdwJxB/G6lsDRwI/AJcCLdVJgcDjbGPOptfatvf/gW46vAQOstVt8\n", - "j90NvAMcVc20vL5/h81ae2VtTKcaw4GlB/C8mtrxOJBnre0DYIxpAfxkjNlkrf3CWntGLdV5KK4F\n", - 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6lTK4kpMzPd0GrxAZGYrE0jwST3NJPM0l8TSPxNJcEk9zSTzNExkZainrOSkF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\niTUcPthQ6aboBPr07cGM2aOYfcFYRo8fVOnmSJKqnIW1lFl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u9di0P4YFfx6jdcMqUmsthBDlSEp6Nsu3nCLI34tebWqYHY4oIZJYVyBTpnxl\ndggin1qhAbRXoWzVsew9Fk+E9LUWQohyY/mWSDKy7AzsVl9qqysQ6QoihIly7741/8/jMkOIEEKU\nE2kZ2SzbcooAX09ubFvT7HBECZLEWggT1akeSJtGVTl8OokDJxLMDkcIIYQbLN96ivTMHG7tXAdv\nL6mtrkgksRbCZHd0qwfAgnXHTY1DCCHE9UvPzGHZ5kgCfD25qZ3UVlc0klgLYbL64UG0bFCFAycT\nORiZaHY4QgghrsOKradIzcihX8fa+HjJULaKRhLrUmzs2H8yfPhQZs36oVj387//Tb/g8ZAhQwA4\ncyaKhx66H4BDhw6yfv2fxRpHRZZXa/3nMXMDEUIIcc3SM3P4bZNxl8Wb29cyOxxhAkmsSyG73c65\nc3FovZ+vv/6B++4bWqz7++abry54PHPmzEuWOXRIs2GDJNbFpVHNYJrXq8Te4wkcOZ1kdjhCCCGu\nwR87TpOakUPfDrXx9Zba6oqowrzrsbNnkrxls1u3GdihI6GDhxT6enp6OmPGvEpsbCwOh53hwx9n\n8uRJTJv2DUFBwRw4sI9PP53IpElfMG3aF0RFnSIqKorq1cM4duwosbExPPLIA4wY8TInTx5n/vyf\nyc7OoVatWowe/Sbe3j7Ex5/jgw/e5cyZKABGjXqNiIiW/Pbbr8yZ8yM5Odk0bx7ByJGvYrVeeh31\n+eeTyMrK5JFHHqBBg4aMHv0Wbdu2ZenS1XnL5OTk8OWXk8nKymLXrh0MG/YoN93Ux61lKYwZQvYd\nT2DhuuP83+DWZocjhBDiKmTnOFi6ORJvLxs3d5Da6oqqwiTWZti4cR1Vq1bjgw8mApCamsLkyZMK\nXf7EiRN89tmXeHl5ER19hpdfHsGMGd8DUL9+fe64404Apk79nIUL53HPPffzyScf0q5dBwYPHoLT\n6SQtLZXjx4/x++/LmDx5OjabjQ8/nMDSpYu59dYBl+zzmWde4OefZ+ftpyAeHh488cQzaL2fESP+\ncT1FIoqg6lSiUa1gdh45x6nYFGqFBpgdkhBCiCu0fm80SSlZ3NqpDv4+nmaHI0xSYRLr0MFDiqxd\nLg4NGzbm008n8vnnk+jatQetW7cpdFmLxUL37j3x8vICuGRO4yNHDjN16uekpqaQlpZO585dANi2\nbQtjxryVtw1//wCWLFmE1gd4/PFhAGRmZlKlyvXdfMTpdMo8yyWgf+c6TDq1m982nuSx25ubHY4Q\nQogr4HC46nizAAAgAElEQVQ4WbzxJDarhb4da5sdjjBRhUmszVC7dh2mT/+O9evXMnXqZ7Rv3xGb\nzYbDYSSomZkX3l7c29un0G298854Jkz4mIYNG7F48UK2b9+a91pBCW///rfz1FPPuelIRElp3agq\n4VX82LDvLHf1bEDloMLPCSGEEKXD9kOxnI1Po3urcCoFepsdjjCRDF4sRnFxcXh5edGvX3+GDh3G\nwYOa8PAaHDiwD4BVq1bkLXu52uD09DQqV65CTk4Ov/32a97z7dt3ZO7cOYAx6DE1NYX27TuxcuUK\nEhKMG46cP59EdHR0odv28PAgJyenyP37+/uTlpZW9AGL62a1WLi1cx3sDidLN0eaHY4QQojLcDqd\n/LrhBBaMVkdRsUmNdTE6evQwn346EavVgoeHJ6NGvUZGRgYTJrzJl18G0LZteywWC2B043D9mceS\n74nHH3+aJ598mJCQEFq0iMhLckeMGMX777/NokXzsFqtjBr1T1q0iOCJJ57hpZeew+Fw4uHhwciR\nrxAWFlZgnAMH3sXDDw9FqaaMHv3WBfvN/btt2w58++1XPPLIAzJ4sZh1aRHG3NVHWbUziju61ZO+\nekIIUYodOJnIsTPJtGsSSngVf7PDESazlKN+s87Y2GSzYygXQkMDkbJ0n2spzyUbTzJr5WHu7tmA\n27vWK57Ayig5P91LytN9pCzdq6yU50c/7mDvsXhef6g9DWsEmx1OocpKeZYFoaGBlsJek64gQpRC\nvdrUwNfbg+VbIsnOsZsdjhBCiAKciE5m77F4mtYJKdVJtSg50hWkAnnyyYfJzr5wwOTo0W/RoEFD\nkyIShfH19uDGtjX5dcMJ/twdTe+2Nc0OSQghxEUWbzwBQP8b6pociSgtJLGuQKZM+crsEMRV6NOh\nFks3n2TJppP0bF0Dq7XQlichhBAlLC4xnc0HYqhdLYCI+pXNDkeUEtIVRIhSKiTAm64R4cQkpLP9\nUKzZ4QghhMhnxbZTOJ3Qr2PtCwb9i4pNEmshSrF+rhsNLNtyyuRIhBBC5MrIymH1zjME+XvRqVl1\ns8MRpYgk1kKUYjWq+tOifmUORiZy8qyM5hZCiNLgz93RpGfmcFPbmnh6SCol/iJngxClXJ/2tQBY\nLrXWQghhOofTyfItkXjYLPSSgeXiIpJYF6OUlJS8uyJer2nTvuCHH751y7ZyzZr1PZmZGXmP+/bt\ncVXrb9++lT17drk1JnGplg2rUL2SLxv2neV8WtblVxBCCFFs9hw9x9mEdDo3r06wv5fZ4YhSRhLr\nYpScfJ65c2df8vzlbh9ekOsZGOFwOAp8fvbsmWRkZOR75ur2sW3bFnbvlsS6uFktFm5uX4scu4NV\nO6LMDkcIISq0ZZsjAejbobbJkYjSqMJMt7fu9yMcPRDj1m02aFqNrjcVPgf05MmTOH36FI888gAe\nHh54enoRFBTEyZMn+P77n3jttZHExMSQlZXJ4MFDGTjwLgA2bFjHlCmf4XA4CAkJ4ZNPPgPIu+X5\n/PlzWb16JW+//QF//LGCOXN+JCcnm+bNIxg58lWsVit9+/Zg0KB72LJlEyNHvkLLlq0viG327JnE\nxcXy4otPExJSiYkTPwdgypTP2LRpHTabJxMmfESlSpVJSEjgo4/e5ezZaABefHEkoaHVmD//Z6xW\nG0uX/sqIES+TkpLM119PIycnm6CgYMaO/ReVKskURO7QrWU4P68+ysptp+jfuQ4eNrkmFkKIknY6\nNoW9xxNQtUOoUz3Q7HBEKVRhEmszPPPMixw7dpQZM75n+/atvPzyCL75ZhZhYeEAvPbaWIKCgsjM\nzOCJJ4bTu/fN2O123n//bT777EvCwsJJTv5rwJrTCT/99CNbtmxmwoSPOXUqkt9/X8bkydOx2Wx8\n+OEEli5dzK23DiAjI4MWLSJ4/vkRBcY2ePAQZs36nkmTviAoyLhbVEZGOhERrXj99VcYP/5t5s+f\ny/DhjzFx4ofcd98DtGrVhujoaEaNeoFvv53NoEH34Ofnx5AhDwKQnJycN1f2ggW/8N13/yt0/+Lq\n+Hp70L1VOMu3nGKrjqVzcxmFLoQQJW35VmOsSx+prRaFqDCJddebGhZZu1wcnE7nBX83a9YiL6kG\nmD37B9asWQVATEwMkZEnSUiIp02bdnnLBQYG5q2/ZMkiqlevzrvvfoTNZmPr1k1ofYDHHx8GQGZm\nJlWqVAHAarXSu/fNVxWvp6cnXbt2B0CpZmzZshGALVs2ceLEsbzl0tLSSE9Pd8X11/oxMWcZM+ZV\n4uPPkZ2dTXi4DOpwp5vb12LFllMs3xIpibUQQpSwlPRs1u2JpmqwD20bVzU7HFFKVZjEujTw8fHN\n+3vbti1s3bqZL76Ygbe3Ny+88BRZWZmF9qW2WCw0bNiIw4cPEhNzlvDwGgD07387Tz313CXLe3l5\nX3W/bJvtr9PBarVgt9tdj5xMmfI1np6eRa7/73+/z9Chw+jWrQfbt29l+vQpV7V/UbTqlfxo1bAK\nO4+c42jUeRrUCDI7JCGEqDBW7ThNdo6DPu1ryZ1wRaGko2Yx8vPzIy0trcDX0tJSCQwMxNvbmxMn\njrN37x4sFgstWrRkx45tnDljDFI7fz4pb53GjRWjRr3Gq6++RFxcHO3bd2LlyhUkJCTkLRsdHX1V\n8aWmpl52uY4db2D27Jl5jw8d0vmO76/109JSqVo1FIDFixdecRziyuU2Py7fGmlyJEIIUXE4HE7+\n2B6Ft6eN7q1qmB2OKMUksS5GwcEhtGzZmoceup/PP/8P+SuQO3fuit1u58EHBzN58n+JiGgJQEhI\nCC+//Dqvv/4PHn74AcaNez1vHYsFWrVqw3PPjeDll/+PSpUq8cQTz/DSS88xfPhQ/v7354mPj3Mt\ne/mr6YED72LkyBf4v/975pJ18v89YsQotN7H8OFDefDB+5g3by4A3br1ZPXqP3jkkQfYuXMHjz76\nJKNHv8Jjjw0jJCREbvFaDJrXq0SNqv5s3h/D+VSZek8IIUrCnmPxnDufQefm1fDzkcZ+UThL/n7A\nZZwzNlbuTOcOoaGBSFm6j7vLc8XWU3y37CD39m7IbTfUddt2ywo5P91LytN9pCzdqzSV56SfdrH9\nUByjh3egfnjZ7IZXmsqzrAsNDSy05lBqrIUoY7q0qI6Xh5VVO07jKD8XxkIIUSolJGey8/A56lQP\noF6YTLEniibtGRXAP//5D86cOX3Bc88++yIdO95gUkTievj5eNKpeXXW7jrDvuPxRNSvYnZIQghR\nbq3dfQaH00mvNjWli6O4LEmsK4B33vnA7BCEm93YtiZrd53hj+1RklgLIUQxcTidrN4RhZenlRtk\nmlNxBaQriBBlUL2wQOpWD2THoTgSkjPNDkcIIcqlvbmDFptVx9db6iLF5UliLUQZZLFY6NW2Bg6n\nkz93nzE7HCGEKJdW7TCmvu3dVm54Jq5Mqbj8UkodB84DdiBba91JKVUZ+BGoCxwH7tNaJ5oVoxCl\nTedm1Zm5/BBrd51hQJe60vdPCCHcKDElkx2H4qhTTQYtiitXWmqsnUBvrXVbrXUn13OvAsu01k2A\nFa7HQggXX28POjStRkxiOgcj5ZpTCCHcae2u3EGLNaTiQlyx0pJYA1x81g4Evnb9/TVwZ8mGI0Tp\n16NVOABrdkl3ECGEcBeH08nqncagxc7Nw8wOR5QhpSWxdgLLlVJblFJPuJ6rrrU+6/r7LCDDcYW4\nSJPaIVSr5MuWAzGkZeSYHY4QQpQL+47HE5dkDFqUOy2Kq1FaEutuWuu2QH/gOaVUj/wvaq2dGMm3\nECIfi8VC95bhZOU42LT/7OVXEEIIcVnrdkcD0KNVDZMjEWVNqbuluVJqLJACPIHR7zpaKRUOrNRa\nNy1i1dJ1IEKUkHNJ6Tzy1lKa1q3M+y/0uPwKQgghCpWWkc2wcb9RJdiHL169WfpXi4IUelKY3r6h\nlPIDbFrrZKWUP9APGA/MB4YD77n+/+Vy24qNTS7OUCuM0NBAKUs3KonybFa3EvuOx7P3UAzVQnyL\ndV9mk/PTvaQ83UfK0r3MKs81u6LIyrbTuVk14uJSSnz/xUXOT/cJDS18lpjS0BWkOrBGKbUD2Ags\n1FovBSYAfZVSB4GbXI+FEAXo0sIYXLNhb7TJkQghRNm2fo/xPZr7vSrE1TC9xlprfQxoU8Dz8UCf\nko9IiLKnXZNQvvlNs35PNHd0rSdNl0IIcQ3iktI5cDKRJrWCCS3nrX+ieJSGGmshxHXy9fagbZNQ\nziakc+yMNPUJIcS12LDXGATetWW4yZGIskoSayHKiS4tjBkpc5sxhRBCXJ2N+87iYbPSQYWaHYoo\no0zvCiKEcI/m9SoT6OfJxv1nGdKnETbrhdfNSWvXkLpnl0nRuc85bw8yM69/zm6LzQPfRo3wa9ES\nr2rV3BCZEKVLemIy+5Zt5XxCGqmpOdgdZWvyLKvVgqOYYg7w96D347di87DlPXc6NoXTcam0bVwV\nPx/PYtmvKP8ksRainPCwWenQtBort53mwMlEWtSrnPda4soVxHz3jYnRuY87x+gnb1wPgF9EK6oP\nfwTPSpXcuHUhzHN0zU5WrT5Nhs0P8DM7nNInESrNW0u7e3rlPbVpfwwAnZrJ/ejEtZPEWohypKMy\nEustB2LyEuvkzZuI+f5bbIFB1Pz7SDxCynbyWKVKAOfOXX967UhLI03vJ3njBtL27OLE2Deo9uAw\ngjrd4IYohTBHVmoaq776ncPJAVisPqhKadRvWZvgsMp4+vmYHd5VqVTZn4T4VLdvNzU+iXm/HGX7\ngRyan0/BJygAp9PJpv1n8fKw0rpRFbfvU1QcklgLUY40qR1CkL8XW3UsD/ZrgiMhnuhpU7B6e1Pz\n7yPxqVPX7BCvm1dIIB7ZbhgeEhSEV1gYwT17k7RqJbGzZhI9ZTKp27dR7W8PYQsIuP59CFGCIjfv\nY+XSo6TaAvB3pNC7b0PqdGxmdljXrFJoIDle7r8YCAyrQrP1mr2xvqyfuZobn7yNk2dTOJuQToem\n1fDxktRIXDsZvChEOWK1WmivQklJz+bAyUSSN23EmZND1cH3l4ukujhYLBZCet9E3bFv4dOwEcmb\nN3F87Bvloj+6qBhyMrNYNfVXFi2PJtUWQKOgVO7/v5vLdFJd3Drf3wsfezoHz3kTf+w0mw4Ys4F0\nbibjLcT1kcRaiHKmozJ+GLYciCF58yaw2Qhs39HkqEo/r+rVqf3KP6l6973YU5I5/cnHnP3maxwZ\nGWaHJkShovcd5cePlrDvnB/ezkz6da9M32cH4O0vczAXxTvAjzbN/HFYbGz/bQeb98fg7WWjZQPp\nBiKuj7R3CFHO5HYHObLrMF1OnsC/ZSvp1nCFLFYrlW+7Hf+WrTjz5RSSVq0kbd9ewh57At9Gjc0O\nT4g8DrudjT+sZFekBYc1iDo+57np4RvxDSn8VsviQi36d2LLgdWcOGchzppO5xZheHnaLr+iEEWQ\nGmshypnc7iB14g4DENixs8kRlT3etetQ542xVLr1NrLjYol87x3ifp6DM+f6p/kT4nrFnzjDnA8X\nseOUBzZHNr3a+DBgxEBJqq+Sl68PNfwyyLT50SArkbaNq5odkigHpMZaiHKoXZNQEn85jsNqw79N\nW7PDKZOsnp6E3nsfAa3bED1tKvG/LiR1907CHnsS71q1zQ5PVEAOh4Md89axZX86dmsQYbZE+gzv\nTmC4JITXqknb2pxcn0QNR7Z0AxFuITXWQpRD9W2phGYlcjKoNlZf6Wt5PXwbN6HuuDcJ7tmbzMhI\nTv5rPPGLf8XpcJgdmqhAUmITmPfxQjbqHMDJDY1g0MiBklRfp+CIxnjmpGP3qoQn8pkW108SayHK\nobTNGwHY6V2bqDj3zwNb0Vh9fKn+0MPUePHvWP39iftpFqc+mEBWbIzZoYkK4ODvW/lx6kaic4Ko\n7Ezk3iEtaHtvb6xW+Qm/XruOJWDJSiTH5s3h1TvNDkeUA/KpFKKccdrtJP25FoeXD4f8a7PjcJzZ\nIZUbAa1aU2/82wR06Ej6oYOcHD+GpD/X4nSWrVtFi7IhMyWN3/67gBWbksm2eNI6PJPBL99B5QY1\nzQ6t3Nh+KI5ImzcAB3dFmRyNKA8ksRainEndvQt7UiIBnbtgt3lIYu1mtoAAwp96lrDHngSLhbMz\nvuTMF59hT5WWAeE+p7Ye4MeJv3M0JZAARwp33FabrsNvwWqTWSvcJTUjG30yEVudmvg7UojKCiA1\nJsHssEQZJ4m1EOVM0ppVAFS9sTeNawZz9PR5zqdmmRxV+WKxWAjq0pW6Y9/Ep1FjUrZs5sS40aQd\n2G92aKKMs2fnsHb6YhYuPf3XzV5G3EzN1k3MDq3c2apjcTidtFHVaVLHB6fFxs4lW8wOS5RxklgL\nUY5kJySQumsn3vXq41OnLm0ah+IEdh6RWuvi4Fk1lNr/eJUqd95NTlIipz56n9jZP+LIzjY7NFEG\nnTt6ijkfLmJ3jC+ezmz6dAmh77MD8PKTAcju5nQ6WbY5EpvVQreIMFre2gGr086hU1k4ZGCyuA6S\nWAtRjpz/cw04nQT36AlA2ybGjAHLNkdilx+LYmGx2ahy+0Bqv/oGnqHVSPhtMZHvvEVmlPTXFFfG\n4XCw85c1/DxzH/GWYMI9zzPkqRto3KuN2aGVW3uPx3M6LpWOTatROcgH/6oh1PRJJc3qz7G1u8wO\nT5RhklgLUU447XaS1qzC4uVFYKcbAKheyY8ercI5FZvKym2nTY6wfPNt0IC6Y8YT1KMnmZEnOfnW\nWBJXrpCBjaJIafFJLPxkIesO2HFi4QZlY+Dfb8e/SojZoZVrSzdHAtC3419z0kfc0ACAPZtPmBKT\nKB8ksRainEjZsY2cc+cI6tINW765q+/p3RA/bw/mrjkmfa2LmdXHh7DhjxL+7AtYvLyI+e4boiZ9\nQk5SktmhiVLo6J+7+XHyOk5nBRHiPM/d9zej7V09ZBq9YnY6LpU9R+NpUiuY+uFBec/X6dycAEcK\nZ7ICOH861sQIRVkmn14hyonE5csACLm57wXPB/l5cVfPBqRn5vD98oPSJaQEBLZrT73x/8KveQtS\nd+3kxLg3SNm1w+ywRCmRk5XN71MW89vqODIt3rSomsZ9I/tTtWEts0Mr95JSMvnfkgMA9O1Y54LX\nrFYrTRv64bTY2PbrZjPCE+WAJNZClAMZx4+TfuggfhEt8a5R45LXe7etQd3qgWzaH8MHP+wg/nyG\nCVFWLB4hlag5YiSh9w/FkZ5O1H8+4ex3/8ORmWl2aMJEsYcimfXREnS8L36OVG67qRo9H78Nm5en\n2aGVe3uPxzN2xmYOnUqiXZNQ2ja+9K6VrQbcgKcjk8OxNjJT0kyIUpR1klgLUQ4krFgKQKU+/Qp8\n3Wa1MmpoG9o3CeVgZCLjZmxmp8xvXewsViuV+t5CndfH4lWzFkkrf+fkW+PIOCl9OCsah8PB9p/X\nMHf2AZIsgdTxSuT+53pSp3OE2aGVe3aHg59XH+HjmTtITc9myM2Nee6uCKxWyyXLegf40aiqnWyr\nN7sWbTAhWlHWSWItRBmXk5hA8qaNeIWF49ei8B9pfx9Pnr0rgmH9mpCRZWfinF3MXHGIHLt0DSlu\n3rVrU+eNMYT06UtW9Bki33mLhOVLZWBjBZGekMTCTxaw4aAdC066NbMx4KU78QkJuvzK4rrEn8/g\n/e+3s3DdCaoE+/DPYe3p17E2FsulSXWudgM6YnHa2XckHYfdXoLRivLAw+wAhBDXJ2Hpb2C3E9Lv\nliJ/LMC4scmN7WrRsGYwn8/by9LNkRw6lchTgyKoFiJz5RYnq6cX1Yb8Df8WLYmePpXYmd+Ttm8v\n1R95DI9ASbDKqxMbdrNyRSTptmBCnOe5ZUh7uSV5CdlxOI5pC/eRmpFDx6bVGH5rU/x8Lp/2BNUM\npbZvKiczgtArttKsX6cSiFaUF1JjLUQZZk9JIXHVSmwhIQR16XbF69WpHsjYhzvQNSKMY2eSGT9j\nE5v2ny3GSEUu/5atqDvurXwDG8eQtn+f2WEJN7Nn57Dmy19ZvDKWdKsvzapmMHhkf0mqS0CO3cHM\nFYf4z5xdZGY7eOgWxdODWlxRUp2rfZ8WAOzYGi03jBFXRRJrIcqwxN+X48zMpHK//lg9r27wk4+X\nB4/f3pzHBjTD4YDJ8/by9ZIDZGVL02dx8wgOoeaIkVS95z7sKcmc+vgD4n6egzMnx+zQhBsknoxm\nzkeL2BPnh5czk1t6hdL78VvxkAGKxS4mMZ13v93K0s2RhFfxY/TwDvRuW/OyrXkXC4toSJhHEomW\nILlhjLgq0hVEiDLKkZFOwvJlWAMCCO7Z65q3061lOA1qBDF53l5W7Yji8Okknh4UQc2q/m6MVlzM\nYrVSuf9t+KqmRE/9nPhfF5J2YD/hTzyNZ2io2eGJa7RvyQbWbUsi2xpMmOd5+j3cC/8qwWaHVSFs\n2n+Wr5ccID3TTreIMP7Wrwk+Xtee5nS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kJ/lJTU4gNTmRlOSEt39OTU4gMzWJzPQkMtOS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\nPS//cwuB/hDmuHGctqSS5BSdZkVEjhU644vEkaoTitle08SmN+tVWI+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09EkxdurUmc6dFTfddC3NmkXTq1dvAH75ZQVHjiTx7LPHy0zmzn2/0tdatvba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\n", @@ -24276,11 +3596,19 @@ "tracker_data" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is supposed to fail..." + ] + }, { "cell_type": "code", "execution_count": 62, "metadata": { - "collapsed": false + "collapsed": false, + "scrolled": false }, "outputs": [ { @@ -24305,14 +3633,9 @@ "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAssertionError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/home/will/git_repos/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[1;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[0;32m 124\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 125\u001b[1;33m \u001b[0massert_index_equal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mapparent_azimuth\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mapparent_zenith\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 126\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/will/miniconda3/envs/pvlib/lib/python3.4/site-packages/pandas/util/testing.py\u001b[0m in \u001b[0;36massert_index_equal\u001b[1;34m(left, right)\u001b[0m\n\u001b[0;32m 539\u001b[0m \u001b[0mright\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 540\u001b[1;33m right.dtype))\n\u001b[0m\u001b[0;32m 541\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mAssertionError\u001b[0m: [index] left [int64 Int64Index([0, 1], dtype='int64')], right [Int64Index([0], dtype='int64') int64]", - "\nDuring handling of the above exception, another exception occurred:\n", "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 3\u001b[0m tracker_data = pvlib.tracking.singleaxis(apparent_zenith, apparent_azimuth,\n\u001b[0;32m 4\u001b[0m \u001b[0maxis_tilt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis_azimuth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmax_angle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m90\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m backtrack=True, gcr=2.0/7.0)\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[0mtracker_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m/home/will/git_repos/pvlib-python/pvlib/tracking.py\u001b[0m in \u001b[0;36msingleaxis\u001b[1;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[0;32m 126\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 127\u001b[0m raise ValueError('apparent_azimuth.index and ' +\n\u001b[1;32m--> 128\u001b[1;33m 'apparent_zenith.index must match.')\n\u001b[0m\u001b[0;32m 129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 130\u001b[0m \u001b[0mtimes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mapparent_azimuth\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m/home/will/git_repos/pvlib-python/pvlib/tracking.pyc\u001b[0m in \u001b[0;36msingleaxis\u001b[1;34m(apparent_zenith, apparent_azimuth, axis_tilt, axis_azimuth, max_angle, backtrack, gcr)\u001b[0m\n\u001b[0;32m 126\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mAssertionError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 127\u001b[0m raise ValueError('apparent_azimuth.index and ' +\n\u001b[1;32m--> 128\u001b[1;33m 'apparent_zenith.index must match.')\n\u001b[0m\u001b[0;32m 129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 130\u001b[0m \u001b[0mtimes\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mapparent_azimuth\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mValueError\u001b[0m: apparent_azimuth.index and apparent_zenith.index must match." ] } @@ -24326,6 +3649,17 @@ "tracker_data" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "logging.getLogger('pvlib').setLevel(logging.WARNING)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -24338,21 +3672,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.4.3" + "pygments_lexer": "ipython2", + "version": "2.7.10" } }, "nbformat": 4,