{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Create NERC/National figures\n", "This notebook is where all national/NERC figures (not maps) are created. It contains code to import generation and CO₂ intensity results and uses some functions from `scr` to create figures.\n", "\n", "## Instructions\n", "The first part of this notebook imports and combines data. Subsequent sections generate different types of plots. Summary statistics of CO₂ intensity are available at the bottom of this notebook." ] }, { "cell_type": "code", "execution_count": 173, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:07.875097Z", "start_time": "2018-03-07T18:18:06.207186Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import matplotlib.lines as mlines\n", "from matplotlib.ticker import StrMethodFormatter\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "import os\n", "from os.path import join\n", "from statsmodels.tsa.tsatools import detrend\n", "# import statsmodels.formula.api as sm\n", "import itertools\n", "import sys\n", "import calendar\n", "import datetime\n", "# sns.set()\n", "idx = pd.IndexSlice\n", "\n", "try:\n", " from pathlib import Path\n", "except:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Date string for filenames\n", "This will be inserted into all filenames (reading and writing)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:07.881910Z", "start_time": "2018-03-07T18:18:07.877189Z" } }, "outputs": [], "source": [ "file_date = '2018-03-06'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:07.933793Z", "start_time": "2018-03-07T18:18:07.884345Z" } }, "outputs": [], "source": [ "# Load the \"autoreload\" extension\n", "%load_ext autoreload\n", "\n", "# always reload modules marked with \"%aimport\"\n", "%autoreload 1" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:07.942740Z", "start_time": "2018-03-07T18:18:07.937028Z" } }, "outputs": [], "source": [ "# add the 'src' directory as one where we can import modules\n", "src_dir = join(os.getcwd(), os.pardir, 'src')\n", "sys.path.append(src_dir)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:07.966996Z", "start_time": "2018-03-07T18:18:07.945231Z" } }, "outputs": [], "source": [ "%aimport Analysis.index\n", "from Analysis.index import facility_co2, adjust_epa_emissions, group_fuel_cats\n", "from Analysis.index import reduce_emission_factors, add_datetime\n", "%aimport util.utils\n", "from util.utils import rename_cols\n", "\n", "%aimport Plots.plot\n", "from Plots.plot import region_facet_grid, rolling_corr_plot, monthly_fuel_gen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load CO₂ intensity and percent gen data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CO₂ intensity (aka *index*)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.007543Z", "start_time": "2018-03-07T18:18:07.980688Z" } }, "outputs": [], "source": [ "cwd = os.getcwd()\n", "path = join(cwd, '..', 'Data storage', 'National data',\n", " 'National index {}.csv'.format(file_date))\n", "national_index = pd.read_csv(path, parse_dates=['datetime'])\n", "national_index['nerc'] = 'USA'\n", "rename_cols(national_index)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.038043Z", "start_time": "2018-03-07T18:18:08.010536Z" } }, "outputs": [ { "data": { "text/html": [ "
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yearmonthgeneration (mwh)elec fuel co2 (kg)final co2 (kg)index (g/kwh)datetimequarterindex (lb/mwh)change since 2005nerc
0200113.324839e+082.110627e+112.145929e+11645.4234132001-01-0111422.9004560.077267USA
1200122.829402e+081.762658e+111.799442e+11635.9795112001-02-0111402.0804310.061504USA
2200133.007065e+081.860660e+111.887242e+11627.6026842001-03-0111383.6128770.047523USA
3200142.780781e+081.717565e+111.744977e+11627.5132632001-04-0121383.4157390.047373USA
4200153.004857e+081.859817e+111.888085e+11628.3443872001-05-0121385.2480360.048761USA
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" ], "text/plain": [ " year month generation (mwh) elec fuel co2 (kg) final co2 (kg) \\\n", "0 2001 1 3.324839e+08 2.110627e+11 2.145929e+11 \n", "1 2001 2 2.829402e+08 1.762658e+11 1.799442e+11 \n", "2 2001 3 3.007065e+08 1.860660e+11 1.887242e+11 \n", "3 2001 4 2.780781e+08 1.717565e+11 1.744977e+11 \n", "4 2001 5 3.004857e+08 1.859817e+11 1.888085e+11 \n", "\n", " index (g/kwh) datetime quarter index (lb/mwh) change since 2005 nerc \n", "0 645.423413 2001-01-01 1 1422.900456 0.077267 USA \n", "1 635.979511 2001-02-01 1 1402.080431 0.061504 USA \n", "2 627.602684 2001-03-01 1 1383.612877 0.047523 USA \n", "3 627.513263 2001-04-01 2 1383.415739 0.047373 USA \n", "4 628.344387 2001-05-01 2 1385.248036 0.048761 USA " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "national_index.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.057816Z", "start_time": "2018-03-07T18:18:08.041149Z" } }, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage',\n", " 'final NERC data',\n", " 'NERC gen emissions and index {}.csv'.format(file_date))\n", "nerc_index = pd.read_csv(path, parse_dates=['datetime'])\n", "nerc_index.rename(columns={'index': 'index (g/kwh)'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.084487Z", "start_time": "2018-03-07T18:18:08.061377Z" } }, "outputs": [ { "data": { "text/html": [ "
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yearnercmonthfinal co2 (kg)generation (mwh)index (g/kwh)datetime
02001ASCC12.780216e+08510124.027545.0078022001-01-01
12001ASCC22.694399e+08457691.568588.6931802001-02-01
22001ASCC32.944447e+08493876.659596.1907622001-03-01
32001ASCC42.357533e+08417279.658564.9767682001-04-01
42001ASCC52.306594e+08409477.108563.3022752001-05-01
\n", "
" ], "text/plain": [ " year nerc month final co2 (kg) generation (mwh) index (g/kwh) \\\n", "0 2001 ASCC 1 2.780216e+08 510124.027 545.007802 \n", "1 2001 ASCC 2 2.694399e+08 457691.568 588.693180 \n", "2 2001 ASCC 3 2.944447e+08 493876.659 596.190762 \n", "3 2001 ASCC 4 2.357533e+08 417279.658 564.976768 \n", "4 2001 ASCC 5 2.306594e+08 409477.108 563.302275 \n", "\n", " datetime \n", "0 2001-01-01 \n", "1 2001-02-01 \n", "2 2001-03-01 \n", "3 2001-04-01 \n", "4 2001-05-01 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nerc_index.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Percent generation" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.117588Z", "start_time": "2018-03-07T18:18:08.087729Z" } }, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage',\n", " 'National data', 'National percent gen {}.csv'.format(file_date))\n", "national_per_gen = pd.read_csv(path)\n", "add_datetime(national_per_gen)\n", "national_per_gen['nerc'] = 'USA'\n", "national_per_gen.rename(columns={'generation (mwh)': '% generation'},\n", " inplace=True)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.141018Z", "start_time": "2018-03-07T18:18:08.120537Z" } }, "outputs": [ { "data": { "text/html": [ "
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yearmonthfuel categoryelec fuel co2 (kg)% generationdatetimenerc
020011Coal0.00.5332202001-01-01USA
120012Coal0.00.5292122001-02-01USA
220013Coal0.00.5163472001-03-01USA
320014Coal0.00.5058672001-04-01USA
420015Coal0.00.5044932001-05-01USA
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" ], "text/plain": [ " year month fuel category elec fuel co2 (kg) % generation datetime nerc\n", "0 2001 1 Coal 0.0 0.533220 2001-01-01 USA\n", "1 2001 2 Coal 0.0 0.529212 2001-02-01 USA\n", "2 2001 3 Coal 0.0 0.516347 2001-03-01 USA\n", "3 2001 4 Coal 0.0 0.505867 2001-04-01 USA\n", "4 2001 5 Coal 0.0 0.504493 2001-05-01 USA" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "national_per_gen.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.189063Z", "start_time": "2018-03-07T18:18:08.144455Z" } }, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage',\n", " 'final NERC data', 'NERC percent gen {}.csv'.format(file_date))\n", "nerc_per_gen = pd.read_csv(path, parse_dates=['datetime'])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.211736Z", "start_time": "2018-03-07T18:18:08.192745Z" } }, "outputs": [ { "data": { "text/html": [ "
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fuel categorydatetimenerc% generation
0Coal2001-01-01ASCC0.051935
1Coal2001-02-01ASCC0.068307
2Coal2001-03-01ASCC0.057626
3Coal2001-04-01ASCC0.049022
4Coal2001-05-01ASCC0.058848
\n", "
" ], "text/plain": [ " fuel category datetime nerc % generation\n", "0 Coal 2001-01-01 ASCC 0.051935\n", "1 Coal 2001-02-01 ASCC 0.068307\n", "2 Coal 2001-03-01 ASCC 0.057626\n", "3 Coal 2001-04-01 ASCC 0.049022\n", "4 Coal 2001-05-01 ASCC 0.058848" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nerc_per_gen.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Absolute generation" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.239882Z", "start_time": "2018-03-07T18:18:08.214381Z" } }, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage',\n", " 'National data', 'National generation {}.csv'.format(file_date))\n", "national_gen = pd.read_csv(path)\n", "add_datetime(national_gen)\n", "national_gen['nerc'] = 'USA'" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.262540Z", "start_time": "2018-03-07T18:18:08.242284Z" } }, "outputs": [ { "data": { "text/html": [ "
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fuel categoryyearmonthgeneration (mwh)datetimenerc
1627Wind2017813064719.502017-08-01USA
1628Wind2017917264878.552017-09-01USA
1629Wind20171024814868.012017-10-01USA
1630Wind20171123315592.472017-11-01USA
1631Wind20171222757913.412017-12-01USA
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" ], "text/plain": [ " fuel category year month generation (mwh) datetime nerc\n", "1627 Wind 2017 8 13064719.50 2017-08-01 USA\n", "1628 Wind 2017 9 17264878.55 2017-09-01 USA\n", "1629 Wind 2017 10 24814868.01 2017-10-01 USA\n", "1630 Wind 2017 11 23315592.47 2017-11-01 USA\n", "1631 Wind 2017 12 22757913.41 2017-12-01 USA" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "national_gen.tail()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.307637Z", "start_time": "2018-03-07T18:18:08.265345Z" } }, "outputs": [ { "data": { "text/html": [ "
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% generationtotal generation (mwh)generation (mwh)
nercfuel categorydatetime
ASCCCoal2001-01-010.051935510124.02726493.302
Hydro2001-01-010.203755510124.027103940.302
Natural Gas2001-01-010.615942510124.027314206.726
Other2001-01-010.128199510124.02765397.179
Wind2001-01-010.000170510124.02786.518
\n", "
" ], "text/plain": [ " % generation total generation (mwh) \\\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 0.051935 510124.027 \n", " Hydro 2001-01-01 0.203755 510124.027 \n", " Natural Gas 2001-01-01 0.615942 510124.027 \n", " Other 2001-01-01 0.128199 510124.027 \n", " Wind 2001-01-01 0.000170 510124.027 \n", "\n", " generation (mwh) \n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 \n", " Hydro 2001-01-01 103940.302 \n", " Natural Gas 2001-01-01 314206.726 \n", " Other 2001-01-01 65397.179 \n", " Wind 2001-01-01 86.518 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index_cols = ['nerc', 'generation (mwh)', 'datetime']\n", "nerc_gen = pd.merge(nerc_per_gen, nerc_index[index_cols],\n", " on=['nerc', 'datetime'])\n", "nerc_gen.rename(columns={'generation (mwh)' : 'total generation (mwh)'},\n", " inplace=True)\n", "nerc_gen['generation (mwh)'] = (nerc_gen['% generation']\n", " * nerc_gen['total generation (mwh)'])\n", "nerc_gen.set_index(['nerc', 'fuel category', 'datetime'], inplace=True)\n", "nerc_gen.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Add generation by different fuel sources to get total generation by NERC" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.336266Z", "start_time": "2018-03-07T18:18:08.309761Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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% generationgeneration (mwh)
nercfuel categorydatetime
ASCCTotal2001-01-011.0510124.027
2001-02-011.0457691.568
2001-03-011.0493876.659
2001-04-011.0417279.658
2001-05-011.0409477.108
\n", "
" ], "text/plain": [ " % generation generation (mwh)\n", "nerc fuel category datetime \n", "ASCC Total 2001-01-01 1.0 510124.027\n", " 2001-02-01 1.0 457691.568\n", " 2001-03-01 1.0 493876.659\n", " 2001-04-01 1.0 417279.658\n", " 2001-05-01 1.0 409477.108" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "total = nerc_gen.groupby(['nerc', 'datetime'])['% generation',\n", " 'generation (mwh)'].sum()\n", "total['fuel category'] = 'Total'\n", "total.set_index('fuel category', append=True, inplace=True)\n", "total = total.reorder_levels(['nerc', 'fuel category', 'datetime'])\n", "total.head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.373506Z", "start_time": "2018-03-07T18:18:08.338637Z" } }, "outputs": [], "source": [ "nerc_gen = pd.concat([nerc_gen, total])\n", "nerc_gen.sort_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.390320Z", "start_time": "2018-03-07T18:18:08.375831Z" } }, "outputs": [ { "data": { "text/html": [ "
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% generationgeneration (mwh)total generation (mwh)
nercfuel categorydatetime
ASCCCoal2001-01-010.05193526493.302510124.027
2001-02-010.06830731263.704457691.568
2001-03-010.05762628459.894493876.659
2001-04-010.04902220455.924417279.658
2001-05-010.05884824096.734409477.108
\n", "
" ], "text/plain": [ " % generation generation (mwh) \\\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 0.051935 26493.302 \n", " 2001-02-01 0.068307 31263.704 \n", " 2001-03-01 0.057626 28459.894 \n", " 2001-04-01 0.049022 20455.924 \n", " 2001-05-01 0.058848 24096.734 \n", "\n", " total generation (mwh) \n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 510124.027 \n", " 2001-02-01 457691.568 \n", " 2001-03-01 493876.659 \n", " 2001-04-01 417279.658 \n", " 2001-05-01 409477.108 " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nerc_gen.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load capacity by month, fuel, nerc" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.436137Z", "start_time": "2018-03-07T18:18:08.392922Z" } }, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage', 'Derived data',\n", " 'Plant Capacity', 'monthly capacity by fuel.csv')\n", "\n", "capacity = pd.read_csv(path, index_col=['nerc', 'fuel category', 'datetime'],\n", " parse_dates=['datetime'])\n", "capacity.drop(['year', 'month'], axis=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.450231Z", "start_time": "2018-03-07T18:18:08.438612Z" } }, "outputs": [ { "data": { "text/html": [ "
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active capacitypossible gen
nercfuel categorydatetime
ASCCCoal2001-01-0154.140250.4
2001-02-0154.136355.2
2001-03-0154.140250.4
2001-04-0154.138952.0
2001-05-0154.140250.4
\n", "
" ], "text/plain": [ " active capacity possible gen\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 54.1 40250.4\n", " 2001-02-01 54.1 36355.2\n", " 2001-03-01 54.1 40250.4\n", " 2001-04-01 54.1 38952.0\n", " 2001-05-01 54.1 40250.4" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "capacity.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load split of natural gas capacity by prime mover type" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nercyearmonthngccturbineothertotalngcc fractionturbine fractionother fractiondatetime
0ASCC20011214.4592.43.0809.80.2647570.7315390.0037052001-01-01
1ASCC20012214.4592.43.0809.80.2647570.7315390.0037052001-02-01
2ASCC20013214.4592.43.0809.80.2647570.7315390.0037052001-03-01
3ASCC20014214.4592.43.0809.80.2647570.7315390.0037052001-04-01
4ASCC20015214.4592.43.0809.80.2647570.7315390.0037052001-05-01
\n", "
" ], "text/plain": [ " nerc year month ngcc turbine other total ngcc fraction \\\n", "0 ASCC 2001 1 214.4 592.4 3.0 809.8 0.264757 \n", "1 ASCC 2001 2 214.4 592.4 3.0 809.8 0.264757 \n", "2 ASCC 2001 3 214.4 592.4 3.0 809.8 0.264757 \n", "3 ASCC 2001 4 214.4 592.4 3.0 809.8 0.264757 \n", "4 ASCC 2001 5 214.4 592.4 3.0 809.8 0.264757 \n", "\n", " turbine fraction other fraction datetime \n", "0 0.731539 0.003705 2001-01-01 \n", "1 0.731539 0.003705 2001-02-01 \n", "2 0.731539 0.003705 2001-03-01 \n", "3 0.731539 0.003705 2001-04-01 \n", "4 0.731539 0.003705 2001-05-01 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = join(cwd, '..', 'Data storage', 'Derived data',\n", " 'Plant Capacity', 'monthly natural gas split.csv')\n", "\n", "ng_capacity_type = pd.read_csv(path)\n", "ng_capacity_type.head()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexmonthngccturbineothertotalngcc fractionturbine fractionother fraction
nercyear
ASCC20015.56.5214.4594.9003.0812.3000.2639440.7323620.003693
200217.56.5252.3597.4003.0852.7000.2958840.7005980.003518
200329.56.5252.3584.9003.0840.2000.3002860.6961440.003571
200441.56.5252.3590.0253.0845.3250.2984970.6979540.003549
200553.56.5252.3579.7003.0835.0000.3021560.6942510.003593
\n", "
" ], "text/plain": [ " index month ngcc turbine other total ngcc fraction \\\n", "nerc year \n", "ASCC 2001 5.5 6.5 214.4 594.900 3.0 812.300 0.263944 \n", " 2002 17.5 6.5 252.3 597.400 3.0 852.700 0.295884 \n", " 2003 29.5 6.5 252.3 584.900 3.0 840.200 0.300286 \n", " 2004 41.5 6.5 252.3 590.025 3.0 845.325 0.298497 \n", " 2005 53.5 6.5 252.3 579.700 3.0 835.000 0.302156 \n", "\n", " turbine fraction other fraction \n", "nerc year \n", "ASCC 2001 0.732362 0.003693 \n", " 2002 0.700598 0.003518 \n", " 2003 0.696144 0.003571 \n", " 2004 0.697954 0.003549 \n", " 2005 0.694251 0.003593 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ng_type_avg = (ng_capacity_type.reset_index()\n", " .groupby(['nerc', 'year'])\n", " .mean())\n", "ng_type_avg.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combine NERC and national results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CO₂ intensity" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.563836Z", "start_time": "2018-03-07T18:18:08.549332Z" } }, "outputs": [], "source": [ "index = pd.concat([national_index, nerc_index])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.587060Z", "start_time": "2018-03-07T18:18:08.566601Z" } }, "outputs": [ { "data": { "text/html": [ "
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change since 2005datetimeelec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthnercquarteryear
00.0772672001-01-012.110627e+112.145929e+113.324839e+08645.4234131422.9004561USA1.02001
10.0615042001-02-011.762658e+111.799442e+112.829402e+08635.9795111402.0804312USA1.02001
20.0475232001-03-011.860660e+111.887242e+113.007065e+08627.6026841383.6128773USA1.02001
30.0473732001-04-011.717565e+111.744977e+112.780781e+08627.5132631383.4157394USA2.02001
40.0487612001-05-011.859817e+111.888085e+113.004857e+08628.3443871385.2480365USA2.02001
\n", "
" ], "text/plain": [ " change since 2005 datetime elec fuel co2 (kg) final co2 (kg) \\\n", "0 0.077267 2001-01-01 2.110627e+11 2.145929e+11 \n", "1 0.061504 2001-02-01 1.762658e+11 1.799442e+11 \n", "2 0.047523 2001-03-01 1.860660e+11 1.887242e+11 \n", "3 0.047373 2001-04-01 1.717565e+11 1.744977e+11 \n", "4 0.048761 2001-05-01 1.859817e+11 1.888085e+11 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month nerc quarter year \n", "0 3.324839e+08 645.423413 1422.900456 1 USA 1.0 2001 \n", "1 2.829402e+08 635.979511 1402.080431 2 USA 1.0 2001 \n", "2 3.007065e+08 627.602684 1383.612877 3 USA 1.0 2001 \n", "3 2.780781e+08 627.513263 1383.415739 4 USA 2.0 2001 \n", "4 3.004857e+08 628.344387 1385.248036 5 USA 2.0 2001 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Percent generation" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.602280Z", "start_time": "2018-03-07T18:18:08.588798Z" } }, "outputs": [], "source": [ "per_gen = pd.concat([national_per_gen, nerc_per_gen])\n", "\n", "per_gen.year = per_gen['datetime'].dt.year\n", "per_gen.month = per_gen['datetime'].dt.month" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.620876Z", "start_time": "2018-03-07T18:18:08.604811Z" } }, "outputs": [ { "data": { "text/html": [ "
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% generationdatetimeelec fuel co2 (kg)fuel categorymonthnercyear
00.5332202001-01-010.0Coal1USA2001
10.5292122001-02-010.0Coal2USA2001
20.5163472001-03-010.0Coal3USA2001
30.5058672001-04-010.0Coal4USA2001
40.5044932001-05-010.0Coal5USA2001
\n", "
" ], "text/plain": [ " % generation datetime elec fuel co2 (kg) fuel category month nerc year\n", "0 0.533220 2001-01-01 0.0 Coal 1 USA 2001\n", "1 0.529212 2001-02-01 0.0 Coal 2 USA 2001\n", "2 0.516347 2001-03-01 0.0 Coal 3 USA 2001\n", "3 0.505867 2001-04-01 0.0 Coal 4 USA 2001\n", "4 0.504493 2001-05-01 0.0 Coal 5 USA 2001" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "per_gen.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Total generation" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.640176Z", "start_time": "2018-03-07T18:18:08.623911Z" } }, "outputs": [ { "data": { "text/html": [ "
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fuel categoryyearmonthgeneration (mwh)datetimenerc
0Coal20011177287111.02001-01-01USA
1Coal20012149735483.02001-02-01USA
2Coal20013155269010.02001-03-01USA
3Coal20014140670652.02001-04-01USA
4Coal20015151592915.02001-05-01USA
\n", "
" ], "text/plain": [ " fuel category year month generation (mwh) datetime nerc\n", "0 Coal 2001 1 177287111.0 2001-01-01 USA\n", "1 Coal 2001 2 149735483.0 2001-02-01 USA\n", "2 Coal 2001 3 155269010.0 2001-03-01 USA\n", "3 Coal 2001 4 140670652.0 2001-04-01 USA\n", "4 Coal 2001 5 151592915.0 2001-05-01 USA" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "national_gen.head()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.689497Z", "start_time": "2018-03-07T18:18:08.642743Z" } }, "outputs": [], "source": [ "cols = ['nerc', 'fuel category', 'datetime']\n", "gen = pd.concat([national_gen.set_index(cols), nerc_gen])\n", "gen.sort_index(inplace=True)\n", "gen.drop(['% generation', 'total generation (mwh)'], axis=1,\n", " inplace=True)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.706792Z", "start_time": "2018-03-07T18:18:08.691879Z" } }, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthyear
nercfuel categorydatetime
ASCCCoal2001-01-0126493.302NaNNaN
2001-02-0131263.704NaNNaN
2001-03-0128459.894NaNNaN
2001-04-0120455.924NaNNaN
2001-05-0124096.734NaNNaN
\n", "
" ], "text/plain": [ " generation (mwh) month year\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 NaN NaN\n", " 2001-02-01 31263.704 NaN NaN\n", " 2001-03-01 28459.894 NaN NaN\n", " 2001-04-01 20455.924 NaN NaN\n", " 2001-05-01 24096.734 NaN NaN" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figures" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:08.715275Z", "start_time": "2018-03-07T18:18:08.709193Z" } }, "outputs": [], "source": [ "sns.set_style('white', {'axes.linewidth': 1.5,\n", " 'axes.grid': True})\n", "sns.set_context('paper', font_scale=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Color palette for fuel categories\n", "Use the Tableau 10 color palette" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:42:41.074906Z", "start_time": "2017-11-06T17:42:40.925389Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('tab10', n_colors=10))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:22:42.328911Z", "start_time": "2018-03-07T18:22:42.260858Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fuel_order = [5, -1, 1, 0, 2, -2, 4, -3]\n", "fuel_palette = [sns.color_palette('tab10', n_colors=10)[x]\n", " for x in fuel_order]\n", "sns.palplot(fuel_palette)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Total generation" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:07:54.137564Z", "start_time": "2018-03-07T18:07:42.715080Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = (gen.reset_index()\n", " .groupby(['nerc', 'datetime'])\n", " .sum()\n", " .reset_index())\n", "temp['Month'] = temp['datetime'].dt.month\n", "temp['Year'] = temp['datetime'].dt.year\n", "temp['generation (mwh)'] /= 1E6\n", "\n", "# temp.rename(columns={'month': 'Month',\n", "# 'year': 'Year'}, inplace=True)\n", "with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.factorplot(x='Month', y='generation (mwh)', hue='Year', \n", " data=temp, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2, sharey=False)\n", " \n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", " ax.set_ylim(0, None)\n", " \n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('Million MWh')\n", " \n", "path = join(cwd, '..', 'Figures', 'Monthly generation {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Index figure" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:09:37.419825Z", "start_time": "2018-03-07T18:09:23.949860Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = index.reset_index()\n", "temp.rename(columns={'month': 'Month',\n", " 'year': 'Year'}, inplace=True)\n", "with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.factorplot(x='Month', y='index (g/kwh)', hue='Year', \n", " data=temp, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", " ax.set_ylim(0, 1050)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", " \n", "path = join(cwd, '..', 'Figures',\n", " 'Monthly index (12-months) {}.pdf'.format(file_date))\n", "# plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexchange since 2005datetimeelec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)MonthnercquarterYear
000.0772672001-01-012.110627e+112.145929e+113.324839e+08645.4234131422.9004561USA1.02001
110.0615042001-02-011.762658e+111.799442e+112.829402e+08635.9795111402.0804312USA1.02001
220.0475232001-03-011.860660e+111.887242e+113.007065e+08627.6026841383.6128773USA1.02001
330.0473732001-04-011.717565e+111.744977e+112.780781e+08627.5132631383.4157394USA2.02001
440.0487612001-05-011.859817e+111.888085e+113.004857e+08628.3443871385.2480365USA2.02001
\n", "
" ], "text/plain": [ " index change since 2005 datetime elec fuel co2 (kg) final co2 (kg) \\\n", "0 0 0.077267 2001-01-01 2.110627e+11 2.145929e+11 \n", "1 1 0.061504 2001-02-01 1.762658e+11 1.799442e+11 \n", "2 2 0.047523 2001-03-01 1.860660e+11 1.887242e+11 \n", "3 3 0.047373 2001-04-01 1.717565e+11 1.744977e+11 \n", "4 4 0.048761 2001-05-01 1.859817e+11 1.888085e+11 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) Month nerc quarter Year \n", "0 3.324839e+08 645.423413 1422.900456 1 USA 1.0 2001 \n", "1 2.829402e+08 635.979511 1402.080431 2 USA 1.0 2001 \n", "2 3.007065e+08 627.602684 1383.612877 3 USA 1.0 2001 \n", "3 2.780781e+08 627.513263 1383.415739 4 USA 2.0 2001 \n", "4 3.004857e+08 628.344387 1385.248036 5 USA 2.0 2001 " ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp.head()" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:09:37.419825Z", "start_time": "2018-03-07T18:09:23.949860Z" } }, "outputs": [], "source": [ "from matplotlib.animation import ArtistAnimation\n", "\n", "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = index.reset_index()\n", "temp.rename(columns={'month': 'Month',\n", " 'year': 'Year'}, inplace=True)\n", "# list of dates\n", "dates = temp.datetime.unique()\n", "\n", "def plot_index_todate(df, date, idx):\n", " \n", "# for date in dates:\n", " _df = df.copy()#loc[df.datetime <= date]\n", " _df.loc[_df.datetime > date, 'index (g/kwh)'] = np.nan\n", " with sns.plotting_context('talk', font_scale=1):\n", " \n", "\n", " g = sns.factorplot(x='Month', y='index (g/kwh)', hue='Year', \n", " data=_df, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2.5)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", " ax.set_ylim(0, 1050)\n", " ax.set_xlim(0, 12)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", " \n", " path = join(cwd, '..', 'Figures', 'Index gif',\n", " '{} Monthly index.png'.format(idx))\n", " plt.savefig(path, bbox_inches='tight')\n", " plt.close()\n", "\n", "for idx, date in enumerate(dates):\n", " plot_index_todate(temp, date, idx) \n", "\n", " \n", "path = join(cwd, '..', 'Figures',\n", " 'Monthly index (12-months) {}.pdf'.format(file_date))\n", "# plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 304, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:09:37.419825Z", "start_time": "2018-03-07T18:09:23.949860Z" } }, "outputs": [], "source": [ "from matplotlib.animation import ArtistAnimation\n", "\n", "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = index.reset_index()\n", "temp.rename(columns={'month': 'Month',\n", " 'year': 'Year'}, inplace=True)\n", "# list of dates\n", "dates = temp.datetime.unique()\n", "\n", "def plot_index_todate(df, date, idx):\n", " \n", "# for date in dates:\n", " _df = df.copy()#loc[df.datetime <= date]\n", "# _df.loc[_df.datetime > date, 'index (g/kwh)'] = np.nan\n", " with sns.plotting_context('talk', font_scale=1):\n", " \n", "\n", " g = sns.factorplot(x='Month', y='index (g/kwh)', hue='Year', \n", " data=_df, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2.5)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", " ax.set_ylim(0, 1050)\n", " ax.set_xlim(0, 12)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", " \n", " path = join(cwd, '..', 'Figures', 'Index gif',\n", " '{} Monthly index.pdf'.format(idx))\n", " plt.savefig(path, bbox_inches='tight')\n", " plt.close()\n", "\n", "# for i, date in enumerate([0]):\n", "plot_index_todate(temp, [0], '_') \n", "\n", " \n", "path = join(cwd, '..', 'Figures',\n", " 'Monthly index (12-months) {}.pdf'.format(file_date))\n", "# plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Alternate plot of CO₂ intensity" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:15.713180Z", "start_time": "2017-11-06T17:41:12.980905Z" } }, "outputs": [ { "data": { "image/png": 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W7u9q7DKcY+ajyjyHtstEDBWdL2QQDiOXYGjYzmpuUVERBrcAnLS56E9vtrGw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\nr0/t9t/T4pJFyM193eF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "FG_kwargs = dict(hue='nerc',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=order,\n", " palette='tab10')\n", "\n", "region_facet_grid(df=index.reset_index(), plot_function=plt.plot, x_axis='datetime',\n", " add_legend=False, y_axis='index (g/kwh)', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year', \n", " y_label='g CO$_2$/kWh', context='talk', font_scale=1)\n", "path = join(cwd, '..', 'Figures', 'SI', 'Monthly index by region.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2018-01-23T19:43:33.481045Z", "start_time": "2018-01-23T19:43:33.451887Z" } }, "outputs": [ { "data": { "text/html": [ "
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change since 2005datetimefinal co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthnercquarteryear
00.0763262001-01-012.149920e+11332493160.0646.6045911425.5044811USA1.02001
10.0608122001-02-011.803140e+11282940198.0637.2849231404.9583402USA1.02001
20.0469642001-03-011.891340e+11300706544.0628.9657321386.6178533USA1.02001
30.0468602001-04-011.748850e+11278078871.0628.9028381386.4791974USA2.02001
40.0483372001-05-011.892470e+11300491621.0629.7900691388.4351875USA2.02001
\n", "
" ], "text/plain": [ " change since 2005 datetime final co2 (kg) generation (mwh) \\\n", "0 0.076326 2001-01-01 2.149920e+11 332493160.0 \n", "1 0.060812 2001-02-01 1.803140e+11 282940198.0 \n", "2 0.046964 2001-03-01 1.891340e+11 300706544.0 \n", "3 0.046860 2001-04-01 1.748850e+11 278078871.0 \n", "4 0.048337 2001-05-01 1.892470e+11 300491621.0 \n", "\n", " index (g/kwh) index (lb/mwh) month nerc quarter year \n", "0 646.604591 1425.504481 1 USA 1.0 2001 \n", "1 637.284923 1404.958340 2 USA 1.0 2001 \n", "2 628.965732 1386.617853 3 USA 1.0 2001 \n", "3 628.902838 1386.479197 4 USA 2.0 2001 \n", "4 629.790069 1388.435187 5 USA 2.0 2001 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot of detrended intensity, using a linear detrend\n", "Not a good method - trend isn't linear" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:34.322865Z", "start_time": "2017-11-06T17:41:32.099743Z" } }, "outputs": [ { "data": { "image/png": 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t7TQAQJWpCu/f8j6+O/cdvjr7FeaPno++cX0BSN0bI9WscLI4LB7JIV797VWM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\nATy2A/jjMu/HisWSv7gsQLA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njOnl+TBed4LtxMlk0hTg7vwhIxGpcdIOxZBUqduMTCbD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\nM5BqEyaKwpA+XP+A/JwfD/R279pbvdgW3o2gi8HA4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2UDbbKXh4/57LPQ8cQTUGVkcNbh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\nPzjwAHS0tf2tTc3h+QhEMYFo1Cronc93ln9jiBNTBJeQMq3CdeUHUUwhEmm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rPMrObITB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "FG_kwargs = dict(hue='nerc',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=order,\n", " palette='tab10')\n", "\n", "detrend_index = index.copy()\n", "detrend_index.set_index(['nerc', 'datetime'], inplace=True)\n", "detrend_index.sort_index(inplace=True)\n", "for nerc in order:\n", " detrend_index.loc[idx[nerc, :], 'index (g/kwh)'] = detrend(detrend_index.loc[idx[nerc, :], 'index (g/kwh)'])\n", "\n", "\n", "region_facet_grid(df=detrend_index.reset_index(), plot_function=plt.plot, x_axis='datetime',\n", " add_legend=True, y_axis='index (g/kwh)', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " context='talk', font_scale=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot of detrended intensity using a first difference detrend\n", "Better than linear, but I'm not sure it's appropriate" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:53.112349Z", "start_time": "2017-11-06T17:41:53.106567Z" }, "collapsed": true }, "outputs": [], "source": [ "def diff_detrend(series, n=1):\n", " d = series - series.shift(n)\n", " return d" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:55.994363Z", "start_time": "2017-11-06T17:41:53.114981Z" } }, "outputs": [ { "data": { "image/png": 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mJm9BOoJw4jggdwOQkgYk9G67dngJweB1ATGRx66GJIylp8loT0M4/f4a//93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\nFU5XXnml5O+rr766xRtDobR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P/Tv3x4PDHpR0uC1ui0RcyPfZxajeVyHFnNPrDBI9pxoD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\nH0DZiWPNsiMSb1KV+23Fu6+D8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KsUTt7ikuBmTCZYf1kMkWVR9cYcmHr3QfKE4IuNqDxO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5wj5Uz5MLvj6rM1TNmgEqEbpOnWCyhQQw4+TchBU4zXFSCCepHDgQqo8/ts6rchROFUeOWJe9\nScqP+xulUtrpuTFIz3Vszngr0lCiCQAybk9AWKwRzVLrHl7sK5z9DmxDXZlwsstxCorQollH12/e\n1VpRWTjdROXIGwusx4n3QyhkRPNkxCv0KQLsihe5CEdzhlpvQMZd+R4JJ7bkt8FFo9bGgqfFIZq3\nz8BXW98CAEQlp0jNap2Vs88aPBypWTkIZbyBrvDa4xQWBhR6Z+dmY+vWrUir6Z1ZVVWFjz/+GLNn\nz0ZmZiZSaqobjxs3DrNnz1Zc/vDhwxg7diymTJmCJ598Enq9Hrt378bMmTNhMpkwbNgwv47f5Zk4\nYMAADBgwAHv27MHOnTvx9ddf48qVK9YmiBERaNOmDQoKCtC5c2e/DrKxIoQxPY8CAwEXDR1vNdg+\nRJyXyauuUMXGovLsWYQ9+KDbedlYZU6hnPSNUBcvDa/RIOXTfwM8bxVA5TUd0jlG4Ll5mykXToz3\nyS70sPmu/8OR996ThJN9oQ0xsrZ3yc1Sfpy4dRFUPJLau89NbEjY8Dw2NJD1OEU2D8Dgx9rhkELv\nOBa1VpBa7LIpEyKF6vkcgQmDrot4uRFkfat8fA9Tou+D03Dsm73IGe5Y8a6xweZDuSpHHtOiJfIX\nLEVgRCS2vbzarV1eEBAW69h+xxnuypHb0yIrVyrCweLLPk4WkwmV58/7zJ4rVNHRbvtIukIQBAwZ\nMgRPPfUUjh49KgknVyxduhT5+fkYP368NK179+6YP38+Tp486WJJ3+DRVSA3N1cqBEHUEvbAAyj9\n5hvos7Ia9G1rYyRk5Ej88dln0Ka1lEps+4Kk//dPlP/yC/QeiHVZ7yYfh+q5K8bgdDmFCwz75su+\n6bDDvGyysIscJ95oBJhpSqF60rxOelIRBOE7BLbpLdOLic1xUilU2FOCFVtqvYiKEqsHni1YQviG\nuM65OPu/fQiPb17nprt1Rc9UYYtMdP9AeaO079MP7fv08/t6fIHgYXEIa6Pe9gAAix8SKlx6nBRa\ne6Tn9UR5aQmCI6Px7rJFHtnxBovJhGP9B6Dy7Fmf+IaxSQAAIABJREFU2HOHKjYWKf/+pM7iyWQy\n4e2330ZlZaWsroKr+ffv34/p06c7fDd06NA6jcFb6vf1yU2GEBCAxDffbOhhNEp4nU76bcptnhUf\nIAQHw5Cd7dG8+pwcBA4YAE6nhcbDwhie4lOhzHsRqsfeLAxsnpTCRYsVVnbVimTCyceikiBudYb/\nORNfvHUEWUw+HFuy3hBY+1JDrat9uPKk9DogD+/T6BjhRB4nn6MLDsGENa8hIDik3l+Q6gODMGzO\nE6gsL0dUUt2F0z1PPIPP//435I0a58PRNSxseJ6rUD2WpI6dpVA9X+GqjLiSx4njOGT0G6Rg59YJ\n1Rs1ahQ4joOpJve9e/fu2LhxI6Kja/tcvfnmm9i6dav0OTg4GJ999hmKi4thsVgatIo3CSfipoXj\necSufK6hh+Ee3vNQPbYcuTqptiCBUpVACyOmHDxOTNl0ynEiCN8SkxqMMU/Ie8GVl9TmZTrzOFkU\nyhQrwS6j0asAWF9OkcfJP+gCgxyas9YXyRmORSO8Jb51O/zp2bVOv1fqT9TYYYt2uPI4sXQaOBQW\nAKW876pouqqG5yqEELA2L7Y12PWVx4lTq5Hy708adaje5s2bkZaWhtOnT2Pq1KkICQlB+/btZfOM\nHTtWMccpODgYoiiiqKgIiYmJsu/Ky8thNpth9PPLYBJOBHGDsPlCdUEWqufurRNTdEOdXCucFEMH\n1c6Fk8zL5OHDGkEQdafKXJtzKRNOOlY4eWZLxYbqyTxWJJwIz7l77mJ88/F76DHugYYeitfImgN7\nWLRDEFXo0G+Q2xxCb2AFj6jWwGyqzXV3J5zUer0knNz1m/IGTq2GOiHBZ/b8RXx8PNatW4e77roL\ncXFxmDzZffl6tVqNnJwcbN++3aG+wpYtW7BhwwZ89tlnUtU+f3DDlj19Q0YQNxuRs2ZBjIxE3No1\nN2aIDdVzE3JgYuKWNcnJtcuxb3xs4SSyUD25XVV0bb8doQm+bSSIpoysOATrcar21OPEhuqxD5CU\na0t4TmLHThgx/ylEJCQ29FAkAiOt4Vrt+tzpcj42x4lDwx33bKheQJi8QI1SjhOLRl8b7XErVdVj\niY2Nxdy5c/Hiiy/i8OHDHi0zY8YMbN26FRs2bEBJSQkqKyuxbds2rFq1CtOmTfOraAI8FE4LFixA\nWZljQ7QjR45Iddf9ycCBA9GhQwdkZGQgIyNDVvb8q6++wqBBg9CxY0eMGTMGJ04oN3sjCF8TNmE8\nWuzcAZ2di9lbAmvOIU/c3VVFtf0fRKZZr6w4hK0/gkw4yUMTNKmpCH9kGkIfmABdhvuETIIgfAeb\nK8N6jOoSqpfaudbjLaqpHDnRtLn7L0+j1eAR6OomH4ttgGuxVLuY07+w+VWpXbrKvuM8CNWz0VCh\noI2B4cOHIzs7G/PmzUNVlfsefG3atMGGDRuwe/du9OnTB126dMHf/vY3LFmyxO+lyAEPQ/W+/vpr\nDBo0CMuWLUNWVhYqKyuxbt06rF+/HrfddptfB1heXo4TJ05g165dDslgRUVFmDp1KlasWIG8vDy8\n8sormDlzJt59912/jokgfIkuNweJ/9hs7fHkBbIQP7Y4hG06eyFW8GRFPPywV+sjCML3qDSMcPLw\n+Y8VTjEpQRj6WAb0AWrwPHmciKaNPigYUa3aQVS7rlzLCo2GjHziOA4j5j+Ny2dOonlGFr5+r7ag\ngeBGOIXExOLsYWvYYH1XbGwojtT0j7Tn9ddfl/5etmyZWzvt27fH+vXrfTYub/BIOH3wwQdYtWoV\nxo8fj+HDh+N///sfysrKsHr1avTp08evA/zll18QHh6uWEFj27ZtaNWqFXr37g0AmDx5MjZu3IiD\nBw+ibdu2fh0XUb8Ya/bxzYquQweP5hObxcB87jdw9kUk2P5Otj9UKqnJCyf6LhmWIAjfwXqfPH0A\njGhe23tNUPGIaxniYm6CuPlgPT2ehrj6i+btO6J5+474/fJl2XR3HqfuY/6ECycKkdgh05/DI3yM\nR8JJrVZj+vTpuHDhArZs2QJRFPH888/7TDSZzWaUlpY6TOd5Hj/99BNEUcTIkSNx8uRJtG7dGvPn\nz0dKSgqOHz8ua5YlCALi4+NRWFjosXCqrq72WbnsipoGuBV+aITbVG3fqP1mmzej5LPPEHTvGMX9\n1JjH7g/bUS+8gN/fegtB993n/LjleatNjgNnMMBy/TrMouDTsvDs2LUNUEbVl+ct0Pj2c2Ow7W/7\nTdW2L+zbH7u6ABXK/qhE69uiPbId3lyHLnclQqMXwYnenQt07t78tv1tvzHYNjNiyWSq8PiY8ufY\nLTxvbWhf4zo2m80ux8WrNbhn8V8BuG/bYj/uhjh3CSseCacdO3ZgyZIlMJvNeOmll3Do0CHMmDED\nt99+O+bOnYvIG6wqtn//flkHYBuxsbF48MEH0a5dOzz++OMIDw/HunXrMHHiRHzyyScoKytzKDuo\n0+kU87GcUVJS4tMKKwBQWFjoU3s3g+0bst+rJ347dw44d873tj2kUf3uI0bgYmkpYHfc2nxQ1YzN\ninvywR8+gl8DAx3m9wWFhYXo1KmTz+26wx/nLdDI9nMjse1v+03Vtrf2E7K1OH2gHGm36x2O3dZ3\naVH+uxrX+d9QWMh5ZJuLAEwADh265PW4bfbp3L25bfvbfkPaLr9WLP19/rffvD6m/DX29iPuxQ9b\nN4ETBJw6fwHnr133qX3buBvi3CWseCScJk2ahNGjR2PmzJkwGAzo1asX7rzzTsyfPx/9+/fHgQMH\nbmgQXbt2dRr3CFibZdl47LHH8NZbb+Hnn3+GTqdzUOllZWXQu+uFw2AwGNCmTRvvB61ARUUFCgsL\nkZqaCo1Seehb0La/7dPYa7GVReEFAampqSgsLETiQw/5/XdpCHx53gJNaz/Xl21/22+qtutqv00b\noHpkNXjBdS5DfY69IaBz1/+2/W2/Mdgu/b0Ye2v+joqK8viY8vvYAdy9aDkEnkdE8yS3y3hl24/H\nC+E5HgmnTZs2OdRLT01NxebNm7Fx40a/DMzGP/7xD8THx6NrV2u1kqqqKpjNZmg0GiQnJ+PTTz+V\n5q2qqsKpU6e8uiHwPO9zl6dGo/GbG7Wp2va3fRp7LRzPSxfW+vhdGgJ/nLdA09rP9WXb3/abqm1/\n26dz1zua6r6gY7RutqtNtWXABUHwehz+HHt0UkqT/M0Jz/CojEfnzp1hMpnw4Ycf4oUXXkBxcTH2\n7duHy5cv4/777/frAC9evIglS5bgt99+Q3l5OZYtW4bk5GSkp6ejb9++OHjwILZt2waTyYSXXnoJ\n0dHRaN26tV/HRBCNmlukOg9BEARxa8KW8k7tnNOAIyFuNTzyOJ0+fRr3338/zGYzioqKMGzYMLz1\n1lvYt28f/v73v/tVqEyaNAnXr19Hfn4+SkpKkJWVhRdffBE8zyMiIgLr1q3D0qVLMXv2bLRq1Qpr\n1qyRVSkiiFsFVVwcKs+cQfhDDzX0UAiCIAjCbwiiiAfXbUBFyXWExcU39HCIWwiPhNOSJUvQrVs3\nLFq0SEpIW7lyJebPn49nnnkGmzZt8tsAVSoV5s6di7lz5yp+n5OTgw8++MBv6yeIpkLi1i0oP/QT\nDLk5qKisbOjhEARBEITfCAgLR0BYeEMPg7jF8Eg4HThwAP/4xz/AMyFAoihi8uTJ9dKllyAI94gh\nITDmdbN+IOFEEARBEEQj4sSJE/jrX/+Kb775BmazGfHx8Rg3bhzy8/Px7rvvYv78+Yo5XKtXr8Zt\nt92GcePG4dtvv4VKZe1NabFYYDQaceedd2Lu3LlS0+E//vgD69atw3/+8x9cvXoVYWFhuOuuuzBp\n0iSIokfSxyke93G6du2aw/QzZ87AYDAoLEEQBEEQBEEQBGHt4VZQUIDhw4fj+eefh1qtxjfffIOp\nU6ciMDAQANCqVSu8++67Lu3MmTMHY8eOlT7/9NNPmDBhAlJSUjB69Ghcv34dI0eORIcOHfD2228j\nOjoahYWF+POf/4yzZ8/imWeeuaHt8CiLfMiQIXjqqadw8OBBAMDvv/+OHTt2YOHChRg0aNANDYAg\nCIIgCIIgiJuXq1ev4syZMxgyZAi0Wi14nkd2djYef/xxVN5AlEzr1q2RmZmJo0ePAgA2bNgArVaL\nZ555BtHR0QCslcD/+te/ory8/IabH3vkcZo5cyZWrlyJMWPGwGQyYcSIERBFEaNHj8aMGTNuaAAE\nQRAEQRAEQdw4VeZqXL9a7n5GH2AM0UIQPavkGxYWhuzsbIwfPx5DhgxBdnY22rdvj/z8fABw62lS\nwmKxYO/evdi3bx+WLVsGANi1axfuuOMOh3nT0tLw/PPPe70OezwSTqIoYtasWXj00Udx6tQpVFVV\nISEhwatGswRBEARBEARB+IcqczXeemIv/rhcP8IpIEyLexfneCyeXn31VbzzzjvYtm0bXnnlFQDA\nHXfcgQULFgAADh8+7NA3Vq/XY+fOndLnZ599FqtWrYLJZEJlZSU6duyIhQsXom/fvgCsnq3Q0FBf\nbJ4iToXTiRMnlBcQRYiiiAsXLkjTkpJ81x2ZIAiCIAiCIIibC41Gg/vvvx/3338/KioqcODAATz7\n7LOYN28e+vbti/T0dLeep8cffxxjx47F9evXsXjxYhw7dgy9evWSvo+IiEBRUZHispcvX0ZYWNgN\nbYNT4dS/f39wHAeLxSLri2SxWABANu3nn3++oUEQBEEQBEEQBFF3BJHHvYtzGmWo3ieffIIVK1bg\nv//9LziOg0ajQdeuXTF58mQ888wzksfI43UbjVi6dCnGjBmD6dOn47XXXgPHcejevTv+85//YPLk\nyTKtcvjwYdx1113Ytm0bEhISvFoXi1Ph9N///lf6e+fOndi4cSPmzp2Ldu3aQaVS4eDBg1i2bBnG\njBlT55UTBEEQBEEQBOEbBJFHUETjS6XJzc1FaWkplixZgsmTJyM0NBSnTp3C5s2bZR4jb1CpVFi+\nfDmGDh2Kd955B2PGjMHYsWPxz3/+E/Pnz8ejjz6KyMhIHDx4EHPmzMGwYcNuSDQBLoRTbGys9Pf6\n9euxYsUKZGZmStNyc3Px5JNPYurUqRg5cuQNDYIgCIIgCIIgiJuTkJAQvP3221i1ahUGDRqE0tJS\nhIWFYfDgwZgyZQo++ugj/Pzzz8jIyHBYtqCgAFOmTFG0m5ycjIcffhgrVqxAr169EBMTg3feeQcr\nV67EiBEjcP36dURERGDYsGGYOHHiDW+HR8Uhrl27JjWbYqmsrER5ef24AwmCIAiCIAiCaJokJyfj\nhRdeUPxu+PDhGD58uMvlN23apDh98uTJmDx5svQ5PDwcS5curftAXeBRYGLfvn0xb9487NmzB1ev\nXsWVK1fw5ZdfYv78+Rg6dKhfBkYQBEEQBEEQBNFY8MjjtHDhQixYsAAFBQWorq62LiiKuPvuuzFr\n1iy/DpAgCIIgCIIgCKKh8Ug46XQ6rFixAosWLZLKlCcnJ8NgMPh1cARBEARBEARBEI0Bj4QTABQX\nF+PIkSMwm82wWCz49ttvpe/y8vL8MjiCIAiCIAiCIIjGgEfC6d1338WiRYtgMpkcvuM4jvo4EQRB\nEARBEARxU+ORcHrllVcwYsQIzJgxA0aj0d9jIgiCIAiCIAiCaFR4VFXv/PnzuO+++0g0EQRBEARB\nEARxS+KRcMrNzcX+/fv9PRaCIAiCIAiCIIhGiUehem3atMGSJUvw+eefIykpyaEZ7owZM/wyOIIg\nCIIgCIIgiMaAR8Jp3759aN++PUpKSnDw4EHZdxzH+WVgBEEQBEEQBEE0fQoKCnDgwAEAQEVFBXie\nlxwxmZmZ2LVrF/R6vTS/xWJBfHw8HnvsMfTu3RsA0Lt3bxQVFUEQBJnt1q1b46233qqX7fBIOG3a\ntMnf45B4+umnoVKpMHv2bGnaV199haVLl+LMmTNo3bo1lixZgqSkJADATz/9hIULF6KwsBDNmzfH\n4sWL0bFjx3obL0EQBEEQBEEQznn11Velvx955BG0aNEC06ZNAwCcOXMGffr0wa5du6QesZWVlfj7\n3/+Oxx57DDt27EBwcDAAYPXq1ejVq1f9b0ANToXTrl27kJOTA1EUsWvXLqcGOI5Dt27dbnggV69e\nxfLly/Gvf/0LEyZMkKYXFRVh6tSpWLFiBfLy8vDKK69g5syZePfdd1FRUYFJkyZh0qRJyM/Px/vv\nv4+pU6fi888/h1qtvuExEQRBEARBEERTocpciT+KiuplXQHh4RBElfsZ64BKpcKoUaPw3HPP4fTp\n05JwamicCqeCggLs3r0bYWFhKCgocGrAV32cxowZg8zMTPTr1082fdu2bWjVqpXkpps8eTI2btyI\ngwcP4vLly+B5HmPGjAEAjBgxAhs3bsQXX3zhYIcgCIIgCIIgblaqzJV4ffokXLt0oV7WFxgRhQmr\nXvaLeCorK8NLL72EiIgIpKSk+Nx+XXEqnA4fPqz4d10xm80oLS11mM7zPIxGIzZs2ICoqCjMmTNH\n9v3x48dlP5ggCIiPj0dhYSGKi4sdfsykpCQcPXrUY+FUXV2N8vLyOmyRIxUVFbL/fUlTte1v+zT2\n+rdtb1+r1fplHa7w5XkLNN19Qcd//dv2t306d72jqe4LOkbr37a/7den7YY4d+uDHj16oLq6GpWV\nlRBFEb1798Ybb7why32aMWOGQ47T9OnTMXbs2HoZo0c5Tr5g//79GD9+vMP02NhYfP7554iKilJc\nrqyszKF/lE6nQ1lZGUpLS6HT6WTfabVary7KJSUlOHTokMfze0JhYaFP7d0Mtv1tn8Ze/7Zt9jt1\n6uTXdSjhj/MWaLr7go7/+rftb/t07npHU90XdIzWv21/268P287OXUFUYcKql5tsqN6OHTtgMBhw\n+PBhPPzww0hKSkJycrJsnpUrVzbOHCdf07VrVxw5csTr5XQ6nYMQKisrg16vR3l5ucN35eXlMmXq\nDoPBgDZt2ng9LiUqKipQWFiI1NRUaDQan9hs6rb9bZ/GXv+27e03BL48b4Gmuy/o+K9/2/62T+eu\ndzTVfUHHaP3b9rf9xmJbEFUIjo7x6frrm/T0dKxevRqjR49GfHw8hg4d2tBDkqg34VRXkpOT8emn\nn0qfq6qqcOrUKaSmpqKoqAhvvvmmbP4TJ05g0KBBHtvned7nLk+NRuM3N2pTte1v+zT2+rdts98Q\n+OO8BZruvqDjv/5t+9s+nbve0VT3BR2j9W/b3/abqu3GRrt27fDQQw/h6aefRm5uLiIjIxt6SAAA\nvqEH4I6+ffvi4MGD2LZtG0wmE1566SVER0ejdevWyM3NhclkwqZNm1BZWYl//vOfKCoqQl5eXkMP\nmyAIgiAIgiCIOvLQQw8hKioKixYtkqY9+uijyMjIcPhXVVVVL2Nq9B6niIgIrFu3DkuXLsXs2bPR\nqlUrrFmzBhzHQa1WY/369Vi0aBFWrlyJ5s2b46WXXvIqVI8gCIIgCIIgiPrhhRdekH2Oi4tTTOdR\nq9X46KOPpM+ff/6538fmjkYnnJYtW+YwLScnBx988IHi/Onp6di8ebO/h0UQBEEQBEEQxC1Mow/V\nIwiCIAiCIAiCaGhIOBEEQRAEQRAEQbiBhBNBEARBEARBEIQbSDgRBEEQBEEQBEG4gYQTQRAEQRAE\nQRCEG0g4EQRBEARBEARBuIGEE0EQBEEQBEEQhBtIOBEEQRAEQRAEQbih0TXAJQiCIAiCIAji5qJ3\n794oKiqCIAiy6cuWLcMjjzwCrVYLnrf6dCwWCyIjIzFx4kTk5+dL8x4/fhxr167F3r17UVFRgYSE\nBBQUFGDgwIHSPCaTCevXr8eHH36ICxcuIDAwEHfccQemT58Og8FwQ9tAwokgCIIgCIIgCL+zevVq\n9OrVS/G7rVu3Ii0tDQBQVVWFjz/+GLNnz0ZmZiZSUlJw+PBhjB07FlOmTMGTTz4JvV6P3bt3Y+bM\nmTCZTBg2bBjMZjMeeOAB6PV6vPTSS0hKSsLZs2exYMECTJ48GW+88cYNjZ+EE0EQBEEQBEHcBFjM\n1aj6vaJe1iUEacCJ/sn6EQQBQ4YMwVNPPYWjR48iJSUFS5cuRX5+PsaPHy/N1717d8yfPx8nT54E\nAHz00Uc4efIktm/fDo1GAwCIjY3FihUrsHDhQly6dAkRERF1HhcJJ4IgCIIgCIJo4ljM1Tj/3Deo\nulpPwilEg+iZnf0inkwmE95++21UVlaiY8eOMJlM2L9/P6ZPn+4w79ChQ6W//+///g89evSQRJON\n0NBQrF279obHRcKJIAiCIAiCIAi/M2PGDFmOU58+fbB8+XIAwKhRo8BxHEwmEwCrN2njxo2Ijo7G\nxYsXYbFYEBoa6tJ+cXEx4uLi/DZ+Ek4EQRAEQRAE0cThRB7RMzs36lC9lStXOs1x2rx5M9LS0nD6\n9GlMnToVISEhaN++PQAgODgYoiiiqKgIiYmJsuXKy8thNpthNBoRHh6OoqIiRfuXL19GWFiYV+O1\nh8qREwRBEARBEMRNACfyEMN09fLPX/lN8fHxWLduHbZt24aXX34ZAKBWq5GTk4Pt27c7zL9lyxYM\nGTIE1dXV6N69O3bu3Iny8nLZPFeuXEGPHj2wd+/eGxobCSeCIAiCIAiCIBoNsbGxmDt3Ll588UUc\nPnwYgDXMb+vWrdiwYQNKSkpQWVmJbdu2YdWqVZg2bRp4nkf//v0RGxuL6dOn49SpUwCAY8eOYerU\nqejUqRO6dOlyQ+Mi4UQQBEEQBEEQRKNi+PDhyM7Oxrx581BVVYU2bdpgw4YN2L17N/r06YMuXbrg\nb3/7G5YsWYJhw4YBsFbje+2115CQkID7778fGRkZmDhxIjp06IB169aB47gbGhPlOBEEQRAEQRAE\n4Vc+//xzp98dOXJEcfrrr78u+9y+fXusX7/e5XoMBgPmzZuHefPmeT9IN5DHiSAIgiAIgiAIwg0k\nnAiCIAiCIAiCINzQ6ITT008/LdVzt7F48WK0bdsWGRkZ0r9z584BAM6cOYM//elPyMjIQL9+/fDF\nF180xLAJgiAIgiAIgriJaTTC6erVq5gzZw42bdrk8N3PP/+MFStW4Ntvv5X+NWvWDADw6KOPon37\n9ti/fz/mzZuHmTNn4sqVK/U9fIIgCIIgCIIgbmIajXAaM2YMBEFAv379ZNOrq6tx5MgRtGrVymGZ\nY8eO4ZdffsGUKVOgUqnQo0cPZGdn47333quvYRMEQRAEQRAEcQtQb8LJbDbj2rVrDv+uX78OANiw\nYQOWLFkCvV4vW+7XX39FeXk5li9fjpycHNx1111SON7x48cRGxsLrVYrzZ+UlISjR4/W12YRBEEQ\nBEEQBHELUG/lyPfv34/x48c7TI+NjcXnn3+OqKgoxeWuXbuG7OxsFBQUoF27dtixYwemT5+OLVu2\noLS0FDqdTja/Vqt16Bbsiurqaq/md0VFRYXsf1/SVG372z6Nvf5t29tnX1zUF748b4Gmuy/o+K9/\n2/62T+eudzTVfUHHaP3b9rf9+rTdEOcuYYWzWCyWhh4Ey5w5cxASEoLZs2c7nWfSpEnIyMhAUlIS\nnn/+efz73/+Wvlu+fDmuXbuGJUuWuF3XuHHj8Mcff2DBggU+GTtB3Ip06tSpXtdH5y1B+AY6dwmi\naVLf5y5RS6NvgLtnzx6cPHkSo0aNkqZVVFRAo9EgJSUFZ8+ehclkglqtBgCcOHECXbp08di+wWBA\nmzZtfDLWiooKFBYWIjU1FRqNxic2m7ptf9unsde/bXv7DYEvz1ug6e4LOv7r37a/7dO56x1NdV/Q\nMVr/tv1tv6nari8efPBBpKamYtasWdK0CRMmYN++fdizZw8CAwMBAN988w0mTpyIli1b4uDBg1Cp\nVDI7ISEhska6H374Id58800cO3YMKpUKWVlZmDFjBhITE6V5jh8/jrVr12Lv3r2oqKhAQkICCgoK\nMHDgQK+3o9ELJ57nsXz5cqSmpiIjIwP//ve/8f3332PZsmWIiopCamoqVq1ahenTp2PPnj3Yt28f\nnnjiCa/s+9rlqdFo/OZGbaq2/W2fxl7/tm32GwJ/nLdA090XdPzXv21/26dz1zua6r6gY7T+bfvb\nflO17W+6deuGjz/+WPpcWlqKb7/9Fmlpadi1axcGDBgAANi7dy+6dOmCkpISzJkzB2PHjnVq0xZ1\ntnTpUmRkZKCsrAwvvvgi7r33XnzwwQcICwvD4cOHMXbsWEyZMgVPPvkk9Ho9du/ejZkzZ8JkMmHY\nsGFebUejqarnjC5dumDevHmYN28eOnXqhNdeew0vv/yylBO1Zs0aHDlyBLm5uVi6dClWrlyJmJiY\nBh41QRAEQRAEQRAAkJeXh59++gllZWUArBFlrVu3Rr9+/fDll19K8+3btw/du3d3a+/s2bN45ZVX\nsGbNGnTu3BmCIMBoNGL27Nno2bMnjh07BgBYunQp8vPzMX78eBiNRvA8j+7du2P+/Pk4ffq019vR\n6DxOy5Ytc5iWn5+P/Px8xfljY2Px2muv+XtYBEEQBEEQBNGosVWxrg8CAwMhip5JiZSUFISHh+O7\n775Dbm4uduzYgR49eiAvLw8bNmxAdXU1Kisr8f3332Pp0qX49NNPXdrbtWsXEhIS0LJlS4fvbHUO\nTCYT9u/fj+nTpzvMM3ToUI/GbU+jE04EQRAEQRAEQXiH2WzG2rVrUVxcXC/rCw4OxtSpUz0WT926\ndcPXX3+N3Nxc7Ny5Ey+//DJatmwJURTx448/oqysDDExMYiPjwcAPPvss1i1apXMxj333INZs2ah\nuLgYISEhLtdXXFwMi8WC0NDQum2gAre0cDp58iRKS0sxbtw4n9irrq5GSUkJDAYDeN63UZBN1ba/\n7dPY69+2vf3WrVtj/vz5Pl+HM3x93gJNd1/Q8V//tv1tn85d72iq+4KO0fq37W/79Wk7PT29Xs9d\nX9GtWzds3rwZR44cQXV1NdLT0wEA3bt3x1fp154ZAAAgAElEQVRffQWTySQL03v88ced5jiFh4fj\n8uXLit9duXIFwcHBCA4OhiiKKCoqkhWLAIDy8nKYzWYYjUavtuGWFk6+VKCANek1ICDApzabum1/\n26ex17/t+rDvCl+ft0DT3RdNeT83Vdv+tt+Ux+4OOnfrx7a/7TdV2/623xhsi6KIqVOnNspQPQDo\n2rUr/vKXv2DHjh247bbbpOk9evTA1q1bYTKZMHHiRI9sdevWDQsWLMDhw4clAQYAFosFBQUF6Nmz\nJx555BHk5ORg+/bt6Ny5s2z5LVu2YMOGDfjss8+8Erq3tHB67733GnoIBEF4CZ23BNE0oXOXIPyP\nKIp+eUnhC4KDg5GcnIzNmzdjzpw50vRu3brhqaeegtlsRnZ2tke2oqOjMX78eDz66KNYsmQJMjMz\nUVxcjNWrV+PSpUtSG6MZM2Zg3LhxiImJQX5+PtRqNb744gusWrUKCxYs8No72Oga4BIEQRAEQRAE\ncfOxatUqvPrqq9i7d68sTG7s2LHQaDRSwbdx48bh22+/dejjBAAffPCBlAe1adMmbNmyBWfPnoVW\nq0V2djZmzJiBhIQEaf4ffvgBa9aswY8//giTyYSkpCQUFBSgf//+Xo+fhBNBEARBEARBEIQbGn0f\nJ4IgCIIgCIIgiIaGhBNBEARBEARBEIQbSDgRBEEQBEEQBEG4gYQTQRAEQRAEQRCEG0g4EQRBEARB\nEARBuIGEE0EQBEEQBEEQhBtIOBEEQRAEQRAEQbiBhBNBEARBEARBEIQbSDgRBEEQBEEQBEG4gYQT\nQRAEQRAEQRB+pWXLlnjiiSccpvfu3RtffPEFAGDOnDlo27YtMjIypH/9+/fH5s2bZct8//33mDRp\nEnJycpCVlYXRo0dj9+7dsnn++OMPLF++HL1790ZGRgZuv/12rF27Fmazuc7bQMKJ+P/snXecVNXd\nxp+Z2ZnZzlKUJh0FXcCCKyCWRI2vGGyxxhei2KPE12iMmsTeW1AxAQVxRVASRFFQo2ALAlJk2YUF\ntsAWtvedPnPb+8fde+ecW6Zs3+V8Px8+zN4599xz65znPr/zOwwGg8FgMBgMRpfzr3/9Cz/88EPE\nMvPnz0dOTo7679lnn8Vzzz2HLVu2AAD++9//4tZbb8Ull1yCH374Adu3b8cNN9yAhQsXYvv27QAA\nj8eD66+/Hi0tLfjggw+Qk5ODpUuXYvPmzXj00Ufb3f6Edq/JYDAYDAaDwWAweg2iGEIgUN0t20pM\nHA6r1RHXOtdeey3++te/YuPGjcjIyIhpnTPOOAMnnngiCgsLcc455+Dpp5/GfffdhyuvvFItc8UV\nV6CxsRFHjhzBrFmzkJ2djcTERDz//PNqmYkTJ+Kll17CkiVLEAwG4XQ642o7wIQTo5OZP38+du7c\nafjdrFmz8Pvf/x6/+93vdN+lpKRg/PjxuOuuu3DRRRdR3wUCAbz33nvYuHEjjh49irS0NEyfPh0L\nFy7ExIkTdXVt2LAB//rXv1BQUACLxYJJkybhtttuw/nnn985O8lg9BN+//vfo7q6GuvXr6eWP/LI\nI/j444/xt7/9DfPnz1eXe71eZGVl4cEHH8QLL7wQse78/HwkJIR/Yn744Qe8//772L9/PziOw/jx\n4zF//nxcfvnlunWLiorwzjvvYPv27WhpacHIkSMxd+5cLFiwAElJSR3cawaj/zB//nzs378fn3/+\nOUaMGEF99/HHH+ORRx5BXl4ePv/8czzyyCPU93a7HSNGjMCcOXOwcOFC2O129Tv2u9s3EcUQtv/0\nKwQCFd2yvcTEEzBr5qa4xNO8efNw9OhRPP7443j99dejluc4Dj/++COKioqQlZWF0tJSlJeX41e/\n+pWu7C233KJ+/vHHH3HxxRfrypx00klYtGhRzO3VwoQTo9M5++yz8X//93+65WlpaWhoaAAALFq0\nSH3IS5KE+vp6vP/++7j33nuxdu1aZGZmAgCam5uxYMEC9f9JkyahqakJ2dnZuO6667By5UpMmTJF\nreehhx7C119/jf/93//FHXfcAUEQsHHjRtxxxx148sknccMNN3TTUWAwej8zZszASy+9BL/fTwmS\nHTt2YMCAAdi2bRslnHJzcyEIAmbMmAEAuO222wx/vABQoum1117DsmXLcM011+DGG2+E3W7HDz/8\ngD//+c8oLi7G/fffr5b99ttv8cc//hFnnnkmHnroIQwcOBD79+/H22+/je3bt+Odd96BwxHfG04G\noz/j8/nw1FNPYenSpVHLrlq1ShVIHMchJycHr732GgKBgCqs2O8uoyuxWCx4/vnncdlll2HDhg24\n7LLLdGVWrVqFtWvXqn+PHj0aTz31FKZNm4acnBwAwKBBgyJup7m5OWqZ9sCEE6PTycjIwGmnnWb4\nnSKcJk2ahAkTJlDfzZ49GzNnzsTGjRtV4fT000+jqakJa9euxdChQ9WyF1xwAa699lo89thj+Pjj\njwHIcbMbNmzAu+++i5kzZ6plf/nLX8LhcOC5557DxRdf3CU3EoPRF8nKyoIgCNi/fz+ysrIAAOXl\n5aisrMTdd9+NlStXQhAE2Gw2AMCePXuQkZGByZMnAwBOOOEE03tdYcuWLViyZAlefPFFKqzi3HPP\nRUZGBhYvXoxf//rXmDRpEurr6/Hwww/j0ksvpcIrZs2ahdNOOw3z5s3Dv/71L0rMMRjHOmlpafju\nu++wadMm0xcZCtOmTaPCk7KyslBRUYF///vf+NOf/gS73c5+d/swVqsDs2Zu6tWhegAwfPhw/O1v\nf8NTTz2l/vaQzJs3Dw899JDhukOGDAEANDY2YtiwYdR3Ho8HdrsdTqcTxx13nNrn1NLY2IjBgwfH\n3W6AJYdg9CIcDgf1Jrmurg5ffvklbr/9durhDQBJSUl48MEHccEFFyAQCAAA3nvvPVx00UXUw1th\n4cKFuOGGG+D1ert2JxiMPsTJJ5+M9PR05Obmqsu2b9+O4cOH49prr4XH40FeXp76XU5ODs466yxY\nrbH/dGRnZyMzM5MSTQoLFizAvHnzIAgCAOCTTz6B3+/Hgw8+qCublZWFhQsX6n4oGYxjnXPOOQdZ\nWVl45pln4PF44l7/5JNPhs/nQ2trK/vd7QdYrQ4kJ4/pln/tEU0KV155JWbOnIlHHnkEkiTFvN6o\nUaMwduxYfP3117rvFi9ejFtvvRWA/HJu8+bNuroPHTqE2bNno7y8vF3tZsKJ0elIkgSe56l/SsdI\nQRRF9btQKISjR4/iiSeegM/nwyWXXAIA+OmnnyCKIs4991zD7Zx//vlYuHAhEhMTUVtbiyNHjpiW\nHTlyJP7yl79g1KhRnbuzDEYfxmq1Yvr06ZQ42r59O2bNmoURI0Zg1KhRaoYiSZKQl5enhukB9H1M\n/hNFUV1nx44dpvdlSkoKHn30UZxyyinqtjMzM03fTv/hD3+I+kadwTjWsFgsePLJJ9HY2BjTmBEt\nZWVlSEpKwuDBg9nvLqNbefLJJ1FYWIiqqqq41nv44YfxxhtvYP369QiFQggGg1izZg0+/PBD3HPP\nPQBk18rtduOvf/0ramtrIUkS9u3bhwceeABXXXUVRo8e3a42M+HE6HS+/PJLZGZmUv/OO+88qszc\nuXPV76ZOnYqLLroIeXl5ePPNN3HqqacCkB0nALoBr0bU1tYCkO1fBoMRO1lZWdi7dy+AsNBR3h7P\nnDlTFU5FRUVwuVzUm+WnnnpKd69nZmbiiSeeACDHmHMcF/N9WVdXF9P9zmAwaCZMmIBbb70Vq1ev\nRn5+vmk5QRDUFxxNTU1qUodrrrkGFouF/e4yupVBgwbh6aefjnu9X/7yl1i0aBHWrVuHc845B7Nn\nz8bGjRvx1ltvYdasWQDkF3MffvghAOCaa67BGWecgQceeABz585t1zYV2BgnRqdzzjnn4L777qOW\nkdl6AOCNN97AiBEj4PP5sGTJEpSUlODll19Wx04AUMdVaN0qI5SyyptuBoMRG1lZWXjppZdQW1uL\n5uZmNDU1qeJo1qxZWL9+PYLBIHJycjBkyBAqo9add95p6AApseNKSF8s97BSPtayDAaD5u6778YX\nX3yBxx57jBpYT3L66adTf9tsNlxyySXqbzb73WV0JQUFBbplF1xwAbU8WsZWhXPPPdfU7VQYMmQI\nnnvuufgaGQUmnBidTnp6OqZOnRqxzMSJE9XkEKeddhquvvpq3H777fj000/VMB3lLVZ1dTXGjx+v\nqyMQCCAQCCAjI4Mqa0ZNTQ0bH8FgaMjMzERqaipyc3NRWVmJ8ePHq2MbZs6cCY7jsG/fPuzdu5cK\n0wPkezTSvZ6RkYHk5GTU1NSYlqmtrVW3N2LEiIhlGxoakJGRQWXsYzAYMk6nE0888QRuueUWrF69\nGikpKboyH374Iex2OywWC5xOJ0aOHInk5GT1e/a7y2BEhoXqMXoc5WFfV1eHV155RV0+Y8YMWK1W\nbNu2zXC9//znP5g1axYOHTqEQYMGYfLkyaZlKysrcf7552P16tVdsg8MRl/FZrPhjDPOwL59+7Bj\nxw41zAGQnaMTTzwRe/fuRU5OjuEA8GjMmjULW7duNfwuEAjgkksuwYsvvqiWzc/PR0tLi2H5+++/\nH9dff33cbWAwjhVmz56NuXPn4rXXXlPD7kiU8PgpU6bgxBNPpEQTwH53GYxoMOHE6BWceeaZmDNn\nDj755BMcOnQIADBw4ED8+te/xrJly3QpJX0+H5YtW4bx48er4X3z5s3Dpk2bsHv3bl39ixcvht1u\n102uy2Aw5HC9/Px8Q3E0c+ZM7N69G6Wlpe0STvPmzUN+fj4+++wz3XfLli2Dz+fDnDlzAACXX345\nkpKSqBcoCtu3b8euXbvUsgwGw5hHHnkEVqsVy5Yti3td9rvLYESGxTsweg33338/Nm/ejJdffhnv\nvPMOAODPf/4z5s2bh2uvvRYLFizASSedhOrqaqxYsQJVVVX44IMP1PWvvvpqfPPNN7jtttvwu9/9\nDjNmzIDX68Unn3yCb7/9Fs8884wuvSqDwZDfMr/xxhsQBAFnnXUW9d3MmTNx3333YdiwYbosRBUV\nFWpiCS0TJkxAWloazj77bNx44414+OGHkZubi/POOw+CIGDTpk345JNP8Pvf/x7Tpk0DIA8Ufvzx\nx/HnP/8ZtbW1uPrqq5Geno6ff/4ZK1asQFZWFm666aauOQgMRj9hyJAheOCBB/D444+3a332u8tg\nmMOEE6PXMHr0aNxwww14//33sXXrVsyePRvHH388PvzwQyxfvhyrVq1CTU0NBg4ciOnTp+ONN97A\nuHHj1PWtVivefPNNrFq1CuvXr8fq1auRkJCASZMmYcWKFZg9e3YP7h2D0XvJzMyE3W7HSSedhIyM\nDOq7s846C6IoGrpNy5cvx/Llyw3rXLZsmZpN8/HHH8fUqVPVyTIFQcDEiRPx97//HZdeeim13ty5\nczF06FC88847eOaZZ+B2uzFq1CjcdddduOmmm3SJZhgMhp7rr78e69evR05OTtzrst9dBsMcixTP\nrFMMBoPBYDAYDAaDcQzCxjgxGAwGg8FgMBgMRhSYcGIwGAwGg8FgMBiMKDDhxGAwGAwGg8FgMBhR\nYMKJwWAwGAwGg8FgMKJwTAunZ599Fs8++2xPN4PBYMQBu28ZjL4Ju3cZDEZf55gWTocOHVInW+0M\nOI7Dnj17wHFcp9XZ1+vu6vpZ27u/7u6oPxKdfd8Cffdc9OXz3Ffr7ur6+3Lbo8Hu3e6pu6vr76t1\nd3X9fbVuRnz0OuGUl5eHc845R/27tbUV99xzD6ZPn45f/OIXWLt2rfpdKBTCX/7yF5x11lk4++yz\nsWTJkp5osoogCJAkCYIgsLq7qX7W9u6vuzvq72766rnoy+e5r9bd1fX35bb3BH31XPTl89xX6+7q\n+vtq3Yz46DUT4EqShHXr1uGFF16AzWZTlz/66KNITk7Gtm3bUFBQgNtvvx1Tp07F5MmTsWjRIlRV\nVeGbb75BY2MjbrnlFkyaNAkXXHBBD+4Jg8FgMBgMBoPB6G/0Gsdp6dKlWLlyJe666y51mdfrxebN\nm3HvvffC6XRi2rRpmDt3ruo6ffbZZ7jzzjuRlpaGsWPHYt68efj3v//dU7vAYDAYDAaDwWAw+im9\nxnG6+uqrcdddd2Hnzp3qsrKyMiQkJGDUqFHqsnHjxuHrr79Ga2srGhoaMHHiROq71atXx7VdURQR\nCAQ6vgMAgsEg9X9n0lfr7ur6Wdu7v25t/YmJiV2yjUh05n0L9N1zwa7/7q+7q+tn92589NVzwa7R\n7q+7q+vvzrp74t5lyPQa4XT88cfrlvl8Pt3FkZiYiEAgAL/fDwBISkrSfRcPXq8X+fn57WixOcXF\nxZ1aX3+ou6vrZ23v/rqV+qdPn96l2zCiK+5boO+eC3b9d3/dXV0/u3fjo6+eC3aNdn/dXV1/d9Td\nE/cuQ6bXCCcjkpKSdEIoEAggOTlZFVSBQACpqanUd/GQkpKCzMzMTmlvMBhEcXExJk6cCKfT2Sl1\n9vW6u7p+1vbur1tbf0/Qmfct0HfPBbv+u7/urq6f3bvx0VfPBbtGu7/urq6/r9bNiI9eLZzGjBkD\nnudRVVWFESNGAABKSkowceJEZGRkYPDgwSgpKcGQIUPU7yZMmBDXNqxWa6dbnk6ns8ts1L5ad1fX\nz9re/XUr9fcEXXHfAn33XLDrv/vr7ur62b0bH331XLBrtPvr7ur6+2rdjNjoNckhjEhNTcWFF16I\nV199FX6/H3l5edi4cSMuu+wyAMDll1+OxYsXo6WlBaWlpVi1ahWuuOKKHm41g8FgMBgMBoPB6G/0\nauEEAE8//TR4nsf555+Pe++9Fw8++CBOPfVUAMB9992HsWPHYs6cObjxxhtx3XXXYc6cOT3cYgaD\nwWAwGAwGg9Hf6HWhejNmzMCOHTvUvzMyMvD6668blk1MTMRTTz2Fp556qrua160InhAEVwiOEak9\n3RQGg8FgMBgMBuOYptcJJ0aY6mdkAXnc708Fhjp6uDUMBoPBYDAYDMaxS68P1WMAvp9re7oJDAaD\nwWAwGAzGMQ0TTr0USZLCf1h6rh0MBoPBYDAYDAaDCafei0h8tjLlxGAwGAwGg8Fg9CRMOPVWxLDj\nZLEw4cRgMBgMBoPBYPQkTDj1UiSRheoxGAwGg8FgMBi9BSaceisCEavHHCcGg8FgMBgMBqNHYcKp\nl0I5TuwsMRgMBoPBYDAYPQrrkvdWyOQQzHFiMBgMBoPBYDB6FCaceikSSw7BYDAYDAaDwWD0Gphw\n6q2w5BAMBoPBYDAYDEavgQmnXopEJodg8zgxGAwGg8FgMBg9ChNOvRUqVK8H28FgMBgMBoPBYDCY\ncOqtSCw5BIPB6Afs3LkT77//Prxeb083hcFgMBiMDsGEU2+FpSNnMBjtpLW1FaWlpZAkKXrhLubH\nH3/E4cOHUVBQ0NNNYTC6HUHw93QTjjkkSUBB4ROoqFjVSfX1/HOU0XtgXfLeCpUcgjlODAYjdhYt\nWoTs7GwUFxf3dFPAcRwAIBAI9HBLGIzupaJiFb7/YRqqqtb2dFOOKaqr16Gi4n0UFD4OUeQ6VFdl\n5Rps+XEGmpq2dlLrGH0dJpx6KWRyCJaOnMFgtIecnJyebgJEUX6WhUKhqGUFQcC6devwzTffdHWz\nGIwup6DwcQAiDh56uKebckzh85WonyVq3EP8HCr4KziuEbl5d3S0WYx+QkJPN4BhAktHzmAw2gEZ\nVtIbQkwEQQAABIPBqGUPHDiAffv2AQBmzJiB1NTULm1bX0CSJKxevRp+vx8LFixAQgL72WYwIiFJ\nAvGXYFouHkSROeYMGeY49VIkFqrHYDDagSJUeguK4xSLcPL7w+NBYil/LNDY2Iji4mJUVlbi4MGD\nPd0cBqPXQwonWkS1vx6nc1iH2sToPzDh1Fuhsur1WCsYDEYfg+d59XNPO06SJMUlnOx2u/qZ3I9j\nGfIcMjHJOJaJVQRJIIVT+0P1gqF69bPTcXy762H0L/qMcFq+fDmmTJmC008/Xf23e/dutLa24p57\n7sH06dPxi1/8AmvX9o9BmJTjxGAwGDFCOk49LZzItsQyxokMQ2PCSYY8Dr3NTWQwuov8/Aew5ccZ\n8PsropYlxZIkhe+fQKAaohj9OaQQDFSpn53OoTGvx+jf9Jlg6YMHD+KPf/wjbr31Vmr5vffei+Tk\nZGzbtg0FBQW4/fbbMXXqVEyePLmHWtpJEMkh0AvGKTAYjL5BbxIcitsExOaWkMIpFqF1LKBkJQSY\ncGIcu9TUrgcAHCl5DZmnvBKxLCmWFBHlcu3Drt1XIi31VNhsf41pm4FAtfo5ISEt3iYz+il9xnE6\nePAgTj75ZGqZ1+vF5s2bce+998LpdGLatGmYO3duv3CdKMeJ6aZOQeJF5uQx+j29qXNNtiUW4URm\nEI1VOJWWluL1119HXl5e/A3sA5DHoTedWwajI4hiCC0tu2NKFy6K5LMj+m84NcapLWyvpHQxAMDt\nyY3ZiQ8Ew8Kpo9n5GP2HPiGc/H4/SktLsXLlSsyePRtz5szBRx99hLKyMiQkJGDUqFFq2XHjxqGo\nqKhb2iUGBTS8lw/3D9Gt42j4DzSi6aNCiL62hwglnFhnv6MIXg7Vz+9A/dt5PR6+xOifiKLYK8ag\n9KYxTqTjFIsQitehAoDs7Gw0Nzfj448/jr+BnUhjYyNWr17d6RP9ko5Tb7i+GIzOoKDgcfy853oU\nFD4RtSzPu9XPNlty1PKUcBLlzwm2NOJ7T0xtDBChelInZedj9H36RKheQ0MDzjjjDPz2t7/FG2+8\ngby8PNx1111YsGABEhMTqbKJiYlxTbQoimK7J2b0flOBwMEmBA42wT5jiPqj1p4ft8aVBwDIbxTT\nrhiHUCDcyeA4HmIH6o5GR9rd0/XHWrdvSyVEL4+Q14WAyweL09ap9beHvlq3tn7tPdgddOS+NaIz\njtf777+Puro63HHHHUhLC/9Id/d59vl86mdBEDp0nDradrItgUCAaotR3aS48vl8cbddKd8Tz7R1\n69ahqqoKRUVFePjh9s/bo62bPIZer7fD1z27d2NDkkQUFj0Gf0BCMPhYh+vz+VywWh3q38fC724k\nqqr/Lf9ftQbjxj4asW6/v0H9LEmOqNePwJMvG3ywWAKwWMKCS5KaY8vy6atUP/M8F3W73XnMe+Le\nZcj0CeE0atQorFq1Sv37zDPPxBVXXIHdu3frLuRAIIDk5OhvJBS8Xi/y8/Pb1a70siCS2j6TdRQX\nF8ddlzLs0HOkEeX5PiRW8BjQtqy2pha+4qZ21x0rXVl3V9ev1G1zi7CIAD+ANlNT6kJQZoQ5eOAg\nJEd8qQr76nHvjnM6ffr0Lt2GER25byPR3uMliiIqK+Uf2S+++AJTpkzptLpjgay7ublZ/ex2uzvl\nOJH18zyPuro6DBkyBA6HI8JadKc/GAwatoWsWzmGAFBeXk5l2YsFbf3d+UyrqakxbUdH6i4rK1OX\n1dXVddp1z+5dGdmVlWCx0L8ZHLcbXt8nAIDCwothtQ7pUPvy83Ngtcq/QoHgZwgGv0RKykPo4ku0\nT/y+RHsu8Hz4c2OjGz5v5OvH62tSPxcWFsBmc8FP9BVFsSWmtnu8depnV2tLzNdtdxzznrh3GTJ9\nQjjl5+dj69atuOOO8MzNwWAQw4cPB8/zqKqqwogRIwAAJSUlmDhxYsx1p6SkIDMzs13tch86jCDk\nGzQzMxPBYBDFxcWYOHEinE5nXHU1rN0FQH6LkJmZiUCgHh6UAgCGHn88bBMHt7vuaHSk3T1ZP1/v\nR6DShbKEekw88UTYJRuaXsgBAAz84zTYBoS35a2rhB+y7T75xEmwpsbWIevKY9NX69bW3xN05L41\noqPHKxgM4vPPPwcADB48mGpbd5/n8vJy9fvU1NQOHSej+r/++mvs2bMHw4YNw8033xxx/ebmZnzz\nzTcAZHE5efJk2Gw207olScKePXsAAIMGDYqp7Rs2bFA/K+V74pm2adMm9UVeZx5zr9erfud0Ojt8\n3bN7l+bAgbvg85fgtFPXIiEhXV1eVb0XJSXy5zFjTkB6+oS469623QFJkl3UE08chcREuZ+yddt1\nAACf71WccfqX3XKNSpIAj+cAUlImw2qN74VEtLrbw9Zt4c/RnpfNLS04IAflYNjQUTjhhMjXz6GC\nVDQ2yp8nThyP5OTxKCsbjIq29zKS1BxT2/ftd8Dlkj+npafi5MmRt9uXf9MZsdMnhFNycjLefPNN\njB49GhdffDF27NiBzz//HKtWrYLb7carr76KZ555BkVFRdi4cSPefvvtmOu2Wq3ttjx9tnC4F3kh\nO53OdteptIcn6k6wJcDRVn9H6o5GV9bdFfVX/KNNbGY54JzihKUuHOZjqQkhcegA9e8gka3LkeBA\nQmJ8D56+ety745z2BB25byPR3uNFjkOx2WyGdXTXebZaw2/OO+s4kfUrwqampiZq3WSWPEBO/qBd\nh6zbRjz3RFGMu+1Op5NKMNGdzzSHIxxCZLVao7pxsdZNjlMLhUKdtj/9+d51ufJQXbMeY8fcGTGN\ntCD40NyyBQBQV78G48fdq35ns4bHCjoc7buObLZE8Lz8u5SQwOvqEEV3t12jxcUvoqz8bQwfdjVO\nOeWlTq27o0R7Xlot4YmxbTb9M0QL8QiEwyE/jy3E+RSl5hjbHl7Hao09PK4v/6YzotMnkkOMGzcO\nr732Gv7xj3/gjDPOwBNPPIHnn38emZmZePrpp8HzPM4//3zce++9ePDBB3Hqqad2S7uoYdednXBF\nCNfu3VkN71flLEmECYnl8sNN4sInwWKPcGkLLDsOo3MhhVNPQ2Ze6+ksbNrtR4v9b09yCJKeTMVO\nhhWSLlFHIa+tzhwb1J/ZtfsqVFS8hwMHHoxYjkwiEAzWUt8JxHw/otS++9tqDXdwBcEXoWTXU1Yu\nv1CurlnXoXoqKlbjaIX+5bQg+LFv3xV2qZMAACAASURBVEKUl7/TofqN4HiX+jmWc0Elh2jLhicK\ndKheLJBzPtF1SppMf4xjiZgcp8OHD2PLli3Yt28fGhsbYbPZMHjwYEyZMgXnn38+xowZ09XtxAUX\nXIALLrhAtzwjIwOvv/56l2/fEFLHdEDUUCmyrZa2ZeFFQmsI/u21SMxyAPqhE1ERPCG4vzuKpGnH\nwTkmPfoKfQxL27GihJONHsNEvISGxDPhxOhcepNwIsVDV7QrKSkJfr/8BlgQBMol0kIKISA+4RRL\nFj5tmUAgEPe4qM6C3K7P58PAgQM7pV4mnNpPU/PWiN+TnWGOa6K+E8XwsZbE9glyqzXs6gmCXkxb\nEN9Y254mGKxFQaGcKCMlZQCAcOhaaek/UFf/Jerqv8To0bea1NA+yKx65BxNZhilIxfI8yk169Yx\ngposl6gz/8D9aGj4FmdlrUdy8riY6mL0HyI6Trt378bNN9+MK664Al9//TVSUlIwbdo0TJ48GQkJ\nCVi/fj1+/etfY8GCBdi1a1d3tblXEixzQfTG1kkRWoNwb62E0Fae6sgrz1GD+YYSXO3r8Dd/VATP\n1irUL8lt1/q9HkU4BYg0zLy5kJUE5twxYiMYDGLfvn1RO/y9VTjF4sCIohhX2vKkpCT1s8cTOa2v\n1nGKJobiFU6KgFOIxaWqqqrC1q1bO92dIsMSozlOoijC5XJFLKNAHgcmnDoXshMeCmmEkxAwLBcP\npDAyEk769ohUp7+3QQoYUayhvmt1hfsX0eY8ineaBJ5wnKQY5n2i3SH5M+kQxe44hdch96m29jMI\nggdFxc/HVA+jf2HqOD3yyCMoKSnBvHnzsHjxYiq9LonH48EXX3yB559/HieddBJeeOGFLmtsr4O4\n+RuW7QPsVuDK6LGn9cv2gW/wI3CwCcfdNhUwcEAMJ2ptp1ESONQUvVAfg3zwKo6T6COFk/mPD3Oc\nGLEgiiLeeustNDU14bzzzjN0vBV6k3AixUo0cRAIBLBkyRIMHDgQN910EzU+yIzk5GQ0NcnPFJfL\nhQEDBpiW7WrHiczaB8QmLJQxsKFQCL/85S+jlo8V8hqIJpw2bNiAnJwc/Pa3v8WkSZNirpfneXAc\n12OuWn+D7AxzHO1CCKKfKNe++5sUXHwMoXp7c2+By7UPWWd+jOTkro/kiR/iXbukfSkSThkuihxs\nNidEkUd9/VdIT5+GpKRRxPf0C49o8FSoXvTnAiU+DYRTrI6TRIbqGXTARMH8eVZa+k+IIofx4/8v\npm0x+g6mjtOFF16INWvWYO7cuaaiCZCzNl133XX4+OOPceGFF3ZJI/sMXGwdcr5BfmgEi+W3HpQD\nonRcDMbhWPpBf18MCXBvqUSouoNjAMhj1iYyRT8hnCKdiy52nEJVHvgPNHbpNhhdz65du1SBcOjQ\noYhlSYGiFQvdTTyO0969e9Ha2orS0tKYx+WQnfZorklHxjh1hXAi26Mkuegs4hFOOTly9s9166KP\nN9GK8mN1ElxJEtHc/JNO4GghO8gWS2SBSQobXaieEDQsFw9kZzvaGCdJEtHUtAU834K8fXe1a3td\nDS0gtcKpnign37sNDZuxP/9e7M//I1WW52ObgFYtz5GOU5yhegZjnCQptvFmpEgLO1fkc8m4L+Hz\nl+DwkVdRUvoGWltzYtoWo+9gKpwuuuiiuCv71a9+1aHG9Dk6qf9Njc1p002GjlM3RZjxDX54dlZH\nFh/txLW5DK2fH0Hd6x3rtJDHJ+w4hR/qOleJeJPelY6TJEmoeyMHjSsPIFAU21stRu+ktLRU/Rwt\nA5nWFehJ4nGcyLKxumbkOm63O0LJrnec4g3VI4VeLPXHg3by3lggMyDGUm88dfc3qqr+jT05/4ud\nu66KWI4jOtkWS+Rh3PQYJ/p5TYV2dYLjFC1UjxxT5fUWUvvROYR/A8UYwt2MoFwbjQNDHj+hrZw/\ncFT+319GlSWPRbRzBGgdp/aF6gmU40TXIZg4R/QYJxGHCh7H9z9MDS8yCQMSiPYGgtVR28voW8Sc\njvz777/HgQMHEAwGdfGp999/f6c3rDfi/bkW1qQEJJ0y2LyQkeCJgmSU5c1gkaUddbeHmld2AwCE\n5iAG/M/YTq3bn9sQvVAskK5R28dIjhMptLp0jBMxtipQ0IzEEztngLhafWsQvpw6pGQNgy2FhevE\nA8dx+OqrrzBmzBhMnTo1anlSIERzEEjR0dNhe/E4TmRoXqxOBllnvI5TPGOcYmlPvI4TOTkwx3GQ\nJCmm8MRYiNVxIo9JpMQaRvUCx65wKil5AwAQaOuMm8Hx4fErVms04WR+f9DJBNrpOBEdeIGPfN4E\ngb523e79GDTobKquvH13w2KxYeqUf8R93dpsSarrxfNuOByD4lof0Lot4XtV2ydUQtwEwd+2vVbq\nXiPHSpEJNMzgIoxxqqhYjUCgEhMmPBg+JpRw4tvaTh7f8H7U12/Cvv0LMXbsPVQ6enkdMlRPQGXl\nKrphJmO1SDFoNCZLkiQ0Nn6P5OSxLLlEHyQm4fTiiy8iOzsbkyZN0oXtddaPTm8nUNiM5rWFAIAR\nT54Nq9NmeNNY2jGuk0pkYFGy6nXeGKf24t1d2+nCqbNsM1Jsqo5TpFA9Uix1pePEERdAF9wa7m/L\n4d1RA/f3FRj5xKzO30A/ZuvWrdi9ezd2797dr4VTPI4T6XjEmniArL+nQ/W0jlM8wklJ0BBpjFas\nSJJEtTfS9UIKn/YIp85Mdd6X4GNIrgAAPNeqfo4eqkf/FvC8FwkJKQBoV6S9WfUo4RSH42T0d0PD\nt2ho2AwA8HqLkJp6UlxtsVoTCeHkooSTKHLw+8uQnDwhYp/OLMscz7dqysn3ubI9SRIgCD712JLn\n0mql5zsLBI4iGPwCPD8aQKLaXrVuwi0SBD8Ki56EJAk47vj/wYD0U9Xtqc1UQvWo9OGCWqaw6BlI\nEo+Sktcp4SQn6uB09ZBIJv0ZcvtG7l5D47fIy7sDAHDhBYcN62D0XmISTuvWrcPLL7+MuXPndnV7\nei2+XCJ+NygATpuhBlCEk8SJ8B9qhCXBCtfmcqRfONrcqTLqyBsIp/aMcYqUvUbwchFdC21KbzPE\noPyjYnXGcDl1ltkjxjfGiRRaXek4ieR2u0A4eXfKmYykAI9gaSucYzve6TtWqK2tjV6IgOz0B4PB\niIPye5Nw0jpOkVwV8vnQHsepsTHyWL7uTg4RrX5SOAFAXV1dROEkSRK++uorJCYm4he/+IVpOUEQ\nqGMZyRWKVzhpj0M04SRJEsrKyjB06FAqA2JfJ9Z5kDhNJz4SWicpFKoPd+6JcTid4TiRLosR2nmB\nBI1w8nrDHWyLJf4pOG22ZHUcFylEAGD//j+gvmETJk96FiNH3mDeRnLMD8g0+ZV0OY3jJG+zNSxK\nqTFO9LMpZ+9VEEU/jpQ0YdrURZAkCcFgXXi7IimcfOox5kLhZ5FInC81HbmgFaYhACmw2wcgEKgA\nAPj9FUhKOoHaB2LDiBWRElz634Pa2o0x18XofcR091ksFkybNq2r29Kr4aqIh2gEx8LS5h61fH4E\nTasPofG9A+AqPWhcecB0HSpUz2KwTC3Y9p8kofnTYrR8fsS4Pj6cXlgKGYeseXfWoPrpn+D6tpz+\nnsxWlxD98hBDAmpe3o2al3fTbksnIEkSBFdIJ/6CJa1o/SocM22YVS+C4yTxIiROhOvbcgRLYv+R\njanNIfIYdL5ychKhf76cugglGVpI8RDLxLDaMpE6rL1JOGnbHWlfyU55e4RTXV1dxPo7EqonimLU\nY6lNhx6P4wQANTU1JiXl45Gfn4+ffvoJ33//fUR3LZ5wOvI6imWMk7buaCngDx06hOzsbKxduzZq\n3X2LGJMvEY5T9IQM9PVJCgB67qD2jnEixlC1hRCavczUdewFrZtaEf6uHWOUbLawiNaKuPqGTQCA\nQwV/jViHRDlO4eeF10f3RRQRKBLHnwy3Ix0n7bFVMu7V138GAAgGqyEI4WueFEWkuKEmyTWYuFYr\nTJW/U1Mmq8taWnYa1gGEBRg0S42Qok6eTPRHenH6eYYxMQmnq666CitWrIg7935/giOywPly6xAs\ndxnfMm33gPen2AcEUp18pXNn6DjJy0IlrfBur4ZnSyW4Wrozx7cEUfXMDlWo6eaWahNkzR8XAQBc\nX9ODNqmOfwyOU7CwGaKHg+jhEDoa+Y0aQD9mDMMRCVz/KUX1czvQsGI/BA8Rk/xWHnw/E+6BUage\nb+44QZDg/rESrq/LUP9WXtQ2WzgJoYIWiKHoDzijRB+dCrFf5P4yokMKp1jETV8VTtrwvEjheu0R\nTuRxEQQBDQ3m4xbjdZy0vzHRxvPEI5xqa2uRn59PLauuNn5OcxyHxYsX46OPPlKXRWq7VhBqQwhJ\nyOsolkQi8TpOJSUlAHo+u2NPQTpOohiI2DHVOkmkADDrrMcDnXyiVbeMRBuaJ2g6+qSoi5aS2zCs\njLi3zN2vyF1CesxPuH0e90HDcpTjRApawnGKJgI93kLqb9JxIttDz/WkDynUhUKqxzB8XFpadhl8\n31bK8Jga32NUYhHBD45roUQ8uZ7O2WL0ekxjq66//nq1o8FxHPLz8/H1119j5MiRuvCCNWvWdG0r\nexiy0w4Arq/KAJQhcbJ+cKUlzjAwiRfp0DHl4WZ0P7YtE9zE24wg/RB2f1sOKcAjcLAJkiRRmeYA\nuWNvsZuHh4iBcH2xhOpRoWm2GHQ4uau8CIvDvC3BUvlBGCxqgXdHDdIvHG1YLjzGibDHtaF6xDgy\nSRARPBweQGwUysQ3+uH+oQL20wdhwI4QXNVF4Ke7MOjayHHllPDsAuFEXitSkL2pigetcEpMjDzn\nWl8VTtp2R9rX9kyuqu3s19TUYOjQoTG1JZ5QPUDO2hcplE57TiLtw8aN4fCYk08+GQcPHkRVVZVh\n2bq6urhEmVHKcEEQDEPxSDEY7ZhLkqTWnZaWBrfbHVU4KSGpZuekv0N20AG0ja0xnlJFK2J8bcJJ\nkiRNqJ58DkSRw+Ejr4DnXBgx4joMGHB6xLZQ8zhxiuNk/NwWNA6T1nHyB8LXaqTOtsuVh5y9N2PY\nsN8CCM89Rzo72lA9BaMMd0XFL8Dt3o9pU5dqnJzwtev20BE16hgnMXyt86aOk7EoVdri9dDCiXRw\nSHFDpiyn04grY5zoe01SXDGivmCIDAnUCqfYHSdy+z5/ObZuOxd2+yDMmrkZVqudWk8UQ5QbyOj9\nmAqnc889l/q7MycK7GsILuOHlBjQ3/AW3iTMzgQxwNNjnNo6xkZujCIQqJccmnJUx5oTdY4TlYjC\nAInYJ0sMQogUCrGlL6fbhwjCiTwGEd0Vsa0ung7HoyDHOPESFYYoBQVYEulboSE7H3y9H9hZAyXn\nj+/n2ujCiToGna+cyP3SimZGZEjhFMubfm2ZrhBORUVFGDBgAI4//njTMg0NDfj+++8xY8YMjBo1\nyrScgrbdhYWFmD59uvq3KMqhvDabrcOOEyALp1NPPdWwbEfGOAHRw9KU79PT0+FyuSKGAiplzzjj\nDEydOhUHDx5ES0sLfD4fkpOTqbJG4YeRRI7Rdv1+P1JTU3XLyesoGAxCFEXTkD1y7FRGRkZU4SRJ\nkhp+OGzYMNNy/Rkyqx4gd9JjFk5eWTiJYkiTGEC+p5qafkR5+XIAQHPLDpw961vTdsgd9vBvEqcK\nJ+Nnj9EYJ0HwQ5J42GyplOOk7dST7M//I3i+FRUVS5ExgBROxJxVpsKJ/j32+ytRXr4MAFBf/7Um\nOQThOHlMHCeeDNUjHScyDNJ4HKYqnLxF1HLyvJDHjI8QqidJok5squGEpINFhEtqz4ehu2TiOJHn\np6pKNhYEwYdAoBLJyWPDL8gNtsPo/ZgKp4ULF6qf//vf/2LmzJlwOBxmxfs3Ji6S0Rt/iyCn8Y4V\nKSBQnWFVdEXKqkeW17aBePZIQQGCj35IG43PIsUWJVBicZzI8LgYQtmitYWC0++nUbioBQYOky45\nBO04WRzhjoro4WDVCCe+Pr6ZzdW6Qwbn0qysKCHt5xB8jVVIvHh8bPVHOveMiPS2UL3c3Fx88skn\nSEtLw/3332+awGHjxo0oLS3F/v37YbPZcNlll+G0006Lud0bNmzAkCFDMGbMGIiiiOXLl8Pj8eCe\ne+6h2hrvGKcBAwagtbUV9fX1pmWNxjhFEgpGjpMZHMepYmbQoEFRhZOyf2PGjMHw4cPV5VVVVZg4\ncaJhWZJ4HCdAdpaMhJM2/DAUCsXkCGZkZODo0aMRr8PW1la17ceu40SLAoH3ASYZr80cJ0Ggrzsl\nPIzs/IdCkafW0NYdHuNkLJy0ySAE3ovtP/0KHNeCs7I+Vcf+AJEdJzLEkIQUCGahetr07Q2N3xLf\nOehxX22hesFgve5YKI4L5Thxxo4TIIshi8VBHTMlI6I2VI/cD4kK1XMTZWjhZHS8FMFCCjEyPFK/\njv731ixk0iz8MBRqQHLyWCobHwvV63vENMbpkUcewVlnnYU777wTq1evRkVFRfSV+hFmHXxDx0mQ\nINRHCXkh+kdiUNCEkbU5TgadbovBfEVa18FiJSa5C/AGjpOBcCLC+ahQPWsMwslDPMTi7chHcago\nd0URZWaOmaAVTnRbJE06cjJcUdCOA+sA5HajOXDBfY1IPsLD922l4bVkCCmc2o6JJErgG/zH9BjE\neGmPcIrkfrRHOH366acAZHGwa9cu07FClZXhN82CIGD9+vUR6zVy0/bu3QtATo5QVVUFl8uF/fv3\nxx2qRzoggwbJocqRkiZohVBNTQ1eeeUVtLYaJ2WJx3EiBYTSlkjiT/nO6XQiMTFRFTVG7Tc6Fu1x\nnKK1O1q95LU0cOBAw/VJFLfJYrHguOOOMy3X14jn2abNqhcpDbhWxASCVRAEHxWmR5YjO+pyRrdw\nuzyeQuzcdSWqqj9qW4e+lkUxCEEI0Nsk+wKa5BAe7yEEg9UQRT8qNPMHiVIIguDHgQN/RmXlh9R3\nZhPKUmGD5Hggop3kuoIQREXF++FykDQhcPL95PUV69YXBSUdOZlVL7xNbdIORWiQy61twklx2lJS\nTmzbrvEYJ2quJ8otFHRhevK6iuNEDH0QzR0nI4FjOnGuZLw8GFTGZpNjnJjj1NeISTht3boVH3zw\nAc4880xs2rQJl156KS699FK8+OKL2L59e1e3sccxE06GjhMPCI2ROyAWO+F2BHi6fqWDb+g4GaTd\njuI4aV0gtTNPCiwPUR/RgY/qCIEe/xVL8gTtGKeIRUkRojhOJpn7dNkDI4XqCRItMNshnEzbQbpk\nUYSTUBv+UdG233S7BmKy5dNi1LyyG76fWZa9SLTXcVLWa2lpMS1L1sfzfNSB+dXV1VSZL774Av/8\n5z8Ny44cOVK3LJITYyScEhLkDk2kLHf79u1DeTmdZVMLub7SkY/UFqOQN5/Ph61btxqWj8dxIkWV\nIpzMHCee59W2OJ2y/aBEUBhdC+11nOx2u+qmmQmneFKoGwknJTW+sg2yjCJIMzIyTFPn9yUkSUJT\n0zb4fCUxr6Mdv2MknNSsswbjVvz+o7p1RHUSVfL6kqiO9o6dc+B278PBgw+11a2/Dzmumd4mOauG\nbgwOEVrH0dkgRTGEmppPUV2zDocK/kYJFAvRrSOFHT3GKXxfUesSoXq5ebfC5wunQJdEThOqJ7dX\nSQNus6XCbpevUdVxEuhQvZaW3di67Reorg4nXSHbRgpWi9UOUeTVEEenc1jbvhtn1VPOuyRJuolr\ntW4euS6dbMLccTJ2rYzvcbNQSnUMlcQcp75MzJMBnHLKKbj99tuRnZ2N9evX4+STT0Z2djZuueWW\nrmxfryBex0l0G3fK1IcY0YHTheq1fTYMnTXIHqcb50I5ToI+u1zb3+QYH1I4kI5TLGOWOuI4Ratf\nMnBXRJN1tGOgooXqiYTwiVc4tX5ZgsrHt8N/qEnfZnLMVxRhSKdPj+3YUe5k2/H27pDfMjd/VGi8\nDnOidAQCgajHReloK+OPmpr051tB2/mONobKKA22Wfpt7fgbAHj11Vexf/9+w7qNxIoi+khhYrVa\ndUJjxYoVEUUluV+KWNF23knMBKTZsW+P42S1WtUEEmbCiRQ9inBShIVR2+N1nEjhpJwvs4yAWocr\nVicrIyND/ez1euHxePD3v/8dS5cuVY+b0o7+Elbf0LAJOXvn46cdv6KWm2UzA/RhaFp3o6joOfy4\ndRa83sOGwkkQ/LqOtmQonMKizO+n5zGS19HXzfGtMYfq8aTo4OiXNpIYAk+E5Llc4eywtOMUhCiG\n0Nj0Ix3KRrhbgug3XLe1dQ+1TVHiYJRVL9Qm6uz2gepktsZZ9VzI2TsfgcBRaFGEKblPFktCW3ij\n/KxQhJMkkQ4RPcZJFEPYk/O/6jpyeUHn5pHrUskmqDFO0YWTNqFHpLJA2HGiQ/WY49TXiEk4HTly\nBGvXrsVDDz2ECy+8EJdffjlKSkpw00034c033+zqNvY4pgkVDJ7dFoEOfaNQw/CImybA69wQ+QuD\nsTwGoXo6sUJlXeMNssvJA8MlnhAOHlI4RZgLyQCRdJziFk6Ry5PbV+o2G0clBejlRvutwkuUwxNv\nqJ77hwpAlNC0+qDuOzEOx4nMeChxIvimAKpf2oXW/4TfrvKNfjS8ux/+/Q26/ZBCYtSU7u5PS1Dz\n4i4ES1sheEKxhwT2cURRRHZ2NrKzs9VOJSko1qxZg/feey/i234j4WQmBLSd72iOllmomlHYmNk8\nSUVF4UHTLS0tyMvLgyAIhqJNmb+I/M5IOAHymFazsEEjx8ms3ZHabuaGtMdxSklJUcVQKKSf9w2g\nXR1lPBEpnOrr61FYWKgrP2rUKEyaNAlAbALH4XCok84aOU6iKMYlnMjriMwu6Pf7sX//fnAch8bG\nRrVOUsD1B6qq1xku14oPQaxDWfnr8PsrdcJJGU9TUfkBfv75BpQffQehUD0OH3nVUNyIYkgNNdNu\nTy+cZHFTVxfO2OhwKIle9HXzXIt5cghN554nQg71jhOHBFt4/Fxr68/qZ4s17BpJkg9lZYuwd+9N\ndLvJkDRCoKmhdmJInxxB5CgnRQnV40LyCyWHYxCsVmfb+vpQPY5vNRUUSr0CH3b6LBY7Naltouo4\nmacjb2z8AS0tO+i6JcFQnCjhdNSEuhFD9QzqMHCy5LojCyewMU59GtPkECSXXnoprFYrzjvvPDz2\n2GOYPn264aDXfkscWfIsvLETBcidfkuCFSA6B5JmjJPynWGH2Mhx0ggJ8m9Tx4kXKdEnejigrQ9E\nhurxDX64/1uB1LNHmE6GK5COU0yhemTmO/NOvyRJlPDgKj2oeWW3aUpySXPM9aF6tONEtjUexylS\nKB5X56Pm74oqDDUT9rq+KYfQFID7+woMuGQcAKD5k2IEi1sQKGjGCS+cqz+fkcSZJCGYI3eA65e2\nvZG0AukXjEbahaNNkxH0B1wuF0pLSwEAxcXFGDlypE5QlJaW4vPPP8dvfvMbwzq0wonnebhcLurN\nv0K8wsks7K+1tRWDBw82bAcAXH311Vi3Tu5Mkh3upUuXApDFhJFYaW5u1jlaFovFUDht2bIFBw4c\nwB/+8Afdd+QxJIWT2+3WtRsICyGHwxF18luyvEIkx0n5LjU1VRVOZPpuElI4GTlO7777Lnw+H665\n5hpMmTJFLZ+YmKgKrc5wnLxeb1wp2sl9SU9PVz/7/X51P5R6MzIy+p1wctj1U34AejfH630abnct\nmpu/M3WcCgoe1VQiqvVYrYlqJ9jlztVPftrWudZ2iBVh4PUeJpa2pb82cpy4VjidJqn7tY4TEXKo\ndZxEKUSFpTQ0fIuxY+8GQLtGkhRAVfVK3bbIDr9RqJ5ReKMspsj9bwvVIxwnNeGCGIIocpQ7ZJYC\nXW4nr9uu1WpHiBBODufxVFmlTQoc59JlBWxrjInokdcVTbL0ac+1meNklBHQNFRPcZyIa4M5Tn2P\nmBynF154AVdddRWKi4vxpz/9CQ888ACWL1+O3NzciLPG9xdiS7MtYxEkiF6TN0qc7PZQoiXIa0L1\n2jr4RskhFOFEOhVawUC4PlJQ0LedE3XOkFmoHgC0flEC1+bwuAf3j5Vo/PAQJE6AJErUurGE6tHC\nI0J5UYJ2igS+wY+mfxUYF4/mOGnSkbdXOHE1mmxAhMCt/fvPEFrCD8F4Q/UoJ7Gt/Vw1MZeIKOky\nPGqPOdkei9FlKAKuzeUIHjZ2PCRBUt/Yiz4urtT6vQly/pwPPvgAixYtMuy4Hz4c7vB4vV5s2LAB\nR48eVVN2A6AG2ZuF63WW42S0XBErs2fPxtSpU3H22WcDMA5Ly83NVcsPGTJETUktCALcbrduHTMx\n09jYaPhsJ4VTUlKS2nmP5jgpLoyCMk5HKxoU4ZSWJqePNhOCQPhcZGRkUKFpRvsUSTiFQiFV5Hzz\nzTcAwiJJSSRBLlPaWVhYiOJieWC8sn5iYmJEx4k8v0o7Ik2Wq+yL3W5HQkKCup8+n4/aZ8WZ62/C\nSRkzo0Xr2oii3CH1eot0nX7SxSBxOI9X67FYElTBUVz8Ao4c+btme8o8Tsahej5/CbGs7ToxFE7N\nppPpat0LUgDqhJMYojLAtbpyUFD4ZNu+0I6T4bYEM+GU0LZtUsC0uUgSZ5gcIsTJ96HdPhBWSzhU\nTxvGFkk4KS4SPXeWgBAXHj+lOGyU46QTZvqXgZIkhM8JgIQE2bmVjNKRi+aheoYhRpAocWi+rowi\nnKiEFFEmM2b0PmISTldeeSWeffZZbN68GZ9++inmzJmDoqIizJ8/H1lZWV3dxh4nrs5jhFA9KSTo\nOr5aV0iKMI+TEr4nRQjVo8PbTEL1tOuYhOopeLbLE+8JnhBaNx6BP7ce3j11soAjmundWYOav/+s\nhpUBQLDcBaG1bRCmxkWKJEjjEasAIPk1P1JaZyaC4yS4Q/AfatJNdGxEqELzNrPF/G2R0T5IUliY\nSITArn97H4LF4R9HZZJja1K4ghz45gAAIABJREFUA2S0La3jSM45ZgmF93nA3PEYcssUWNPlHzZ/\nnj6FtP9AI6qf/QkN7+aDq/Oh6pkdaMjON92/3oy248jzvKHoIcc6bdu2Dfn5+XjnnXeoznpiYqLa\nkW9sbNTVAXSu46RFaYsiBpUOtyIGyNA0p9Opls/KysKCBQvU75qamnRJLCK5QEYdevK4JCQkqC6I\nIpyOHDmClStXorpadl4VIaQVTn6/H++99x42b95MiS6lvCJWJUlCXZ1x0hMlnHDIkCGUiDBycJRl\nNptNTZShXCOkIGpuboYkSYaOE1lvTk4OCgoK8NFH8iB3ZbxVampqRMdJ2deEhASMGDECAFBfX4/a\n2lrs2bPHcPJisq1K3X6/nxKx/U04SZKIo0ez4fEavyiTO8M+VFWtRTCoHy9IIghewzFRVotdffNv\nsSSo43OMEA2y6sl1y/eIz1caLqumudan1ub4VirpA7UNwTw0TJtiXBI53QS5NTWfydsCIZxg7JIK\nlONEhurJ65JjjRTxWlGxEpWVHxC18JAkXnWcHHY6VI9MRQ7IbpsZYccpvF1RDKqheg7HYFisdqqs\nXIY8HyI4zmDcsSZUL8GWrtYvf69NXS7fQ5HmyiIRjMZPmWTVC4Xq2pJXmIcEMno/MSeHEAQBe/fu\nxYYNG/Dpp5/iq6++wpAhQ3DZZZd1Zft6BdEmjSWx8OaOk9GYFMmvzaqn2EoGdZskh5B4Ec3riuDa\nXEYnJzAI1Wv5/AiCZZqsQ8S8U9qxQkBYnAUKmol1AjqXBwD4Oh8aVx1EqNoL/6Em1P8zF82LcttW\nol2kpjUF8PxUpasDaIdw0jpv2vU16chFYoxTsKgFjdn5qF+SG3U7oQr6B0zrQEVqg8SLqHsjB3X/\nzIXo5yM6dIqIsyaHwy64On1HTNIkxRCawg9kK9F3Tz71OCSeNBCpZ8udNX9+AwKFzWqCC8ETQuPK\nAxB9PIKFzQgcagJECXyt8RvL3o7SOSYxEivkmCCyA012YG02m5oIIVbH6T//+Q8+/fRTwzFRoiiq\nAun000+nvovkOCn7pBVO5LadTqda3mazUY6J2+2mympDz0aNGkV1uI06/mRnPSEhQRWUSsd95cqV\nOHLkCN577z0A5o5Ta2srGhoaIIoicnJy1OWkcEpJSQEAlJWV6dohSRIlnMiwNSMxSDpICsq+agVi\nQ0ODLnU5AFRUVKjhn+R4KIAOG1TEjVGYoXJ+BwwYoGZLrKiowJIlS/DZZ5/hwIEDVHnScQJAuVnk\nuehvY5yqqz9CYdHTaGz83vB7SRJw+MjfcfDQw9i3/3eGZZRkArzgMQw9k9OJK8LJBovFXDipY5x0\noXpecJyL6rBLEofKyjUIBsOC3+GQw1jlrHrG6ciNMr+ZITtOmnmf2gQQVb9klrwgYPhZ+YEWCOfH\nYZfbbiRQBcFPheqRySG0wo7nzYWTIoDI+Z1EMaS6WQ77IFjb3DBF6EiSpNtG0GBuLQnhdORWqwNW\nWyK1Te2cS6IoJ9Roao4tY7RgkFlPW2dq6slyWcEHQfBSIlkUQ+B5L0pKFsPl2hfTNhk9S0zC6bbb\nbkNWVhZuuukm7Ny5E+effz7WrVuHb7/9Fk8++WRXtzEqBw4cwDXXXIPTTjsNV1xxhTpnSWcRS1pu\nBWsQ5hPmcgaOk4+jl0my22ToOLV9p00O4d5SCe+uGrg2l1OOg2gQqie6OTT/m/7RFxoC6tgjbXY6\ndTuShMCB8Nt2oTWkEyskda/vQSPpVvCSoRhqWX9YtwyI75gDgOjXO29UKlaNq2c0HouPkkYe0DtO\nXARhwdf60PpliXouA4eawFV7wR11o/q5HabrAYDo0nf+jERM3T/oa51vDu8D6ThZk+QfnaQpQ+T6\nvTwaVuxHY3Y+uHof+Ab64a/sp+JQ9TXIUL1oGI1d0QonZVyTkbAJhUK6znp5eTlycnJQUqJPo+zx\neFSBcNZZZ+Gqq67CCSecACBycggzx4l0QhwOh67zTIobUjiRguGOO+7ArbfeigcffFBdZiSctMdF\nGeekdYWUY2omnEgBSo4PUI6L1WrF6NHyeEajFOkej0fdb63jFClUj5xoVllHK5z27NljGKoHANnZ\n2QgGgzqXjBROiltWW1tLCWee59VMiKRwIjMsHjlyhGqLNkuechx9Ph91Lvub49TUvC3i96IYwtGj\n7wIAgkF9RjsASEyUjy/PuQwnfCWFk9WSAKvV/JiJYgiHD7+K6upPqOW84IPfX6orf6jgr8ghEjLY\n28Zq8bwr5nTkkRClECEG5GtCkkI6QSWZCCdBMHac1JA51fmxIiEhzbQdgkgLJ4sinKSQwVxNEaIz\n2kIhBSpUL6iOcbITjpMochCEAHJy5qH48ItUPaGQPpJCkkTVGbRaE8PhhEpyCEkrnAIoKn4ONTX0\nuTZDK958vqWoq6OTmqSnn6p+1mZtFMUgig+/iCMlr2HX7itj2iajZ4lJOI0bNw6vvfYadu7ciXfe\neQc333wzJkyYAMA8a1J3EQwGcdddd+E3v/kNdu3ahfnz52PhwoUxDUSOmTg68TZfhPCzkKgL+xN9\nvEEiAxGGWfXENveHfNiGBHh3hBMSCK2ke6QP1TNsV0CApe1wmY33EVqDCJaEO418oz+uLHrWoGR6\nHJUwOq7eh8Y1hxAsd8XvOBmFRxpMLAy0hSuaJLIQvFzENNVa8aIIDrNwTvcPFfD9XAtJkqjsfdH2\nr/njIgTLXJSQ5WrN3S2jMtY24WRxWNXkHgmDEvXr1Hip8VYAEDoqdzRsaX1TOFksFkPXyQij1ORa\ngaBkNGttbcXevXvx9ttvq2KBdBamTZtG1WMUZkaKrwEDBuDUU0/FySefrPtOgXSQAL1wIp91DodD\n7fQrnWxFOLlcLqosKYyUjrkylkb7vbYtgOw4KeLm6NGjhtn8FOGgFbKkWDETTmPGjAFg7DiRWf8G\nDx5MCYVIoXqxOE4///yzKkTIUD2Fqqoq6jxphdPw4cMByCKGFIhffPGFOplxenq64fxcgwcPpq5F\nrRAyc5yU9pLZ/foykdKNA8DWbedErSMpUX4ZwfGRhJMyxskWMVSvrm4dSsv+qQuZEwQfFaZHf0eG\nu8kvXnjebZ6OvK0DbpjgQIM8hki+zxU3S2kPOX7JTDjRYYDEfIJqdju57QkJKZFDGAWf6rbZHQPD\noXpC0DRVt3F7lHTkpOPEUaF6yoS4gITCoqfR3PKTrh7S5VP3SeJVEWezpegy/2ndIe3Ev9EgRWgo\n1IgQ962uzKCBZxP7FdCNpaqqWqP+vXXruTgax/YZ3U9Mwumkk07CeeedR/3oAHKc91VXXdUlDYuV\nn376CVarFTfeeCPsdjuuueYaDBw4EN99912nbSOeUD2bN0KmOE7QCSLRx+mEU82iPRBaDN4+iQBf\nSXeeuUoPPfaFFFVBIWbRl+BuS9lsMs6Hq/RQnWu+wW8Y1mfGgJ9CCOwxSXHctq/uHyrg31uP+n/m\nUs5ZLBiFR7p/JN5EapNDmAgXvsFv6hhS2OTOHt/YJpwiCKHmdUWoeXEXhGYDZyPJOLOd6ONR/3Ye\nLZwMQvW0+PMaVIfL2nYIyXFSFqsFFgf9w2yxWqiEI0A4fLOvCicg9rfufr9fHaOiYCacXC4X1q9f\nj6qqKmzYsEFdpjBnzhxVBAHy+BVAFhzkpKWALBi04sYo/bbSFm2oHsdxEEWREkMcFxb+SshYLI6T\n0tG2WCzUGB0lJE4RBkpn3WKxwGq1Yty4ceryo0f187MobbdarTjppJN03wP0GC3ls9VqVRNbeL1e\n3YswZaxZWloaEhMTYbFY1H2I5DgZCSetQAyFQur14HQ6dddRZWUl5SQJgqCWT0lJweDBg9VzpYz1\nAmixN3r0aKSnp1OZ8gBg8+bNWLJkiSp+tULoWBnjpMsMFCcWiwMOp+z88XwrOIPEBKTjhCjCyQxB\n8CEQqGrbprngUcYJ6YQT8fhXOvJK8oJIyJPRtgknIvMgz3tjdJzCy8lQM1EzEa3NlqK6SEYEg9Vq\nyJvdPigcqmfgOEXcH9VxIoVTkArVs1jC1zQpNEhCRqF6kkgJJ4sqnJSQP73jFA/kJLg836z7/qQT\nH8WAAWeofwuCnxJbohikXMhAsAr1df+Jqw2M7iUm4fTss8+qMeuA3FF49NFHceONN6pvHHuKkpIS\n1f1SGDduHDXHSUeJK1QvwphwiRMp5wMABB+vE2ZCU8BQCFgA+Ldr4owj/L6IAYOsemRb0x3qGBqb\nWxYTZmIodJR+0yb6eCosLBqOJhG+74xDKoJHWtHy2WH4dteqy1yb9W+ZI0HORaXW8VUp+LYxP5Tj\nFOBNjxtf74vpfCdOagu9iEE4AXJiB8/2amqZJdEG0WmyAgAIEiVWyfFLkbYTKpXfhiuheuQ4KQCw\nJtI/8E1ri9D8kfH9Yu3Dwikex4l0EOx2u044KR1cUtgoHWFlmTKHz/XXX4/Zs2cDkB0nnufx3Xff\nYenSpfD7/VQYmOK2KK6G0TxEZo6TUp4UCmT7ogknI8eJXM/v96OgoADbt29HdnY2AL2IS09PV9OQ\na8MSy8vLkZ+fr7b9hhtuwJVX6kNRtNnqAFk4KWOcAOiErXK+yNTwynE5ePAgVqxYgdzcXCxevBiF\nhYURhVOkdOBOp1Md36agFYg+n09td2pqKmw2G4YOlVNOk2F4ynmcNGkSTjvtNADA//zP/+jcOJfL\nhUOHDgEwd5y0oXr9bYyT0fxK8ZCQkAp7mwDhOReENsfJYrFh3Lj7ABg4ThHGOJkhEI5LolPvICqE\nhZNLt29ebxGqqz9RxYxZJkESUQyqzpKdcpy8VEdekowz2Yli2GUnRVR44lr5fktISCOcHj1uT3ji\nXQcpnKisetGnvVAFm0C+OBJVB8nuGBwxlFIhFJLLW60OOB1tad8lIbw/tmS1jVVV76Kh4TuDMU7x\nCSfacaKF26hRt2DUqJths4Vda9lxIjIiaiYaBoAEe7puGaP3EFPPYvny5bj77rvh8/kwfPhwvPji\ni0hPT8dbb72F8847r6vbGBGfz6eLn09MTIw45waJKIpRy/LB+CZINSPkDULy0dsSvRyEUOyTknKH\n5Qeh45SBCB3Qv90gEfwcEKFDb7FbYRnggOjzIMEtItBsHgoWrNUPdA6UGWcGi5fmdfpOuxIqFitm\nIYa+6lY4kmnxK5hNUAwgUOOGZUxy1O3ZxqcCBxohujn4W72mY8NIdMkgnFZINgmR1S8xUV6UbVjT\nHRBdIXiLmmAbPFgN1YPTSl/jTvp9SaSxamKixfD+IMfXaEOZuoNY7ttYxzm53W7q7b3NZqNevPA8\nb7iPTqcTgUBAnVw2LS1NbZPSoa+vr0dVVZW6fPfu3ZQA0u6DJEnweDxUx1cRK5IkIRAIUKFt2hTj\npAC02WwIBALq89HlclHbU0SWxWJR61bapZRXkhV4PB74/X7VpVLqBoARI0agsbGREgkAsGLFCmq/\nQqGQ7lkNyM9wpS7lPIiiSAnf5uZmal1F9JGhicoxU8Sawpo1azB58mQAsuCL9bcBkAVccnIyrrrq\nKuTl5eHw4cMoKKAzvZFOkt1uRyAQwHHHHYfKykrU1NSo21NEzYgRI9RzNmHCBNxyyy1YtmwZVaeS\nql1ZVzneyj5WVFRQIjkQCMDj8VDXgtl+9oV7VxA6NlG3zZYKSZKvlxDXCp9fSWudBklSMtx5wHFK\nB9aKGLtDFKGgS02ZbXcMhT+gH48HABaLnEo7FGpFMBh+YSFJXuzNpV8m2GzRO81V1f8myodfHvh8\njZpU18ZZQAEJe3PvxOhR9yAYJMfrhRAIBBAIyL/tVksyJMn8OdraSiZ2SYIktmXl4/wIBORnUULC\ngLZU4eZ9kWBQfgaEQm7NcvllowVp4GII3w8GZYc/NWUKYLEgGKoFxwfVTIYWSyIghZ+tuXm36erw\n+83TphsRCISfqz4f/XJUFOXfXkEIP7P9fhclzurrv9LVabWk6e4R7ZjWnrh3GTIxPSnOPPNMrFy5\nErfffjsaGxtx3333YcGCBb3irVZSUpLuAgsEAupb02h4vV7dD62W9IYg9D/3kRGSLLD56Q5x1dFK\nhEI2DKEKSvA2uRHvu66GJC+Uxys3yAqrT4ItQG8v6PbDIgJmj72AGAJv4ZAEwOqXUF5QAv0UljK+\nyhb1YhETACsP+A43m9bdYWIJlyNpy5InWcPZBwGgYn8JEv8jwEHUx3tDplZrc0k9jqa10OdIg2QB\nyoRatUzh7gOQrIi4jmGTLTwkWxyT0EY5JP5kHk4X0FBWC/eQZqS3CSc350MFcY0PFEMxX2+VzdUI\n5usH3CoUFxdj+vTpMdbWecRy38Y6/rK0tJQSToFAAF99Ff4xKy4uNpwsmOd55Ofnq5nWLBaL2ibF\nAQgGg2pCAAAoKChQJw+XJEktTwqevLw8+P1+5OTkYMKECWqHu6qqihI4StvIzrKyXYvFgqKiIlgs\nFlXYud1uasyVsk273U5lc1O2V11dTR2XPXv2qOuTbVfElFY4kbS0tCA/P99wDFdTU5NalyKI6uvr\ncfjwYVXUHTx4UN0PIDx2zO/3q+uanW9RFFVxQ143ShhlJEiBMmzYMGreL4WDBw+qn8vKymCz2VSH\nzGzftNfu8OHDqbA+SZJQXFysazeZDl97LHNzc9VzUVdXF/X+6M33rserv04SnTciEPzAoLQejrOj\npka+F0LBZlQclRMiiaITtbVy3YGAC9U1chREMMjDYjjxXWTqGyohivJ15Peb9xIaGwJt22lGWdkR\n03JyPfH9qra2hK/7I0fozLCiaCacgKamb9DU9I2mfAj5+fnw++WID39AQjBoPgm1yxU+jwUFRxEI\nyPeKy90Ef0B2oAXBBoslCZJk/mK2vLwENdX58HhqqeWKI1hZ5YbVYixKSZRxZT4/D2Uerfr6WjVk\n0esTYLFETv99pKQw4vdaysoKUV0th4UGgtqXKi3wevKpKIKSkoOm49wUWlp503tEmTuuJ+5dhoyp\ncPrxxx91y+6++248//zzqKiowM6dO9WL4Zxzog/U7CrGjx+PVatWUctKSkowd+7cmNZPSUlBZmam\n6ffcUQ9c1YVxR1w7ByXrxiOl7+WQesVIeFBKLU/kEyAivjE9J5w8Fq6f5Rs8ffLxCBW1QgjQ8cx2\nyQZYAAnGN2nygBRYByUiWF4PiwCcMGg4/Jq2KSS4w4kGnGPSwBW1wubrWBx6TNitEV0zLbYBTiSe\ncRx831QAADJKLBBb6PWtEZ5ZKbwDw8ZNQAv2m5axDXRiUtYUNG76GeAljM0YCdsgJ1pwwLB88kUn\nwLe5Qrc8cUAyvFx8YQGm2K1IHzEYwZp6ZNhTMXTiaNRvkx+8A4YOwgmZY9WirTmF4BrNU8OSjDll\nAuwnpOqWB4NBFBcXY+LEiZ3S/HiJdt8CwK5duwzHDGkZOHBgxElITznlFDidTnz33XdUWJcgCMjM\nzFQ700OHDlXbFAqFsGXLFgB0KJjL5VIz6KWnp6vlm5ub8d///heAHGr87rvvguO4/2fvzMOkqK7+\n/62t956Znq1nYZsFmIUdBFlcohj3ICoRyeuCkqiJb6Jg3Php0IiRxJiFV42i4kaCuEXzalzi+qoI\nLkQDsg0gCMgyDDDDLN3Ty++Pnqq+VV3VXT3TPdM9ns/z8NBTy6nbVXWr77fOuefgyy+/VETbkCFD\nUF1dDb/fjzfffFM5JjuYl0PGnE4nRowYoXy/Tz/9FKFQSOWFk0WRy+VSncs9e/Zg7969sFqtsNvt\nisDwer2q0EJ5n9bWVjQ0NMQNeSsqKkJ9fT2OHDmifE8ZQRAUWx9/HJnwXVpaihEjRuDdd9/FsWPH\nUFhYqGqjnA6cXf7FF1/oCjO3262EIpaWlirb8zwfk4GV53nV/KXa2lolc2AoFMIXX3wRk2Zcnv9m\ntVqV5CCtra3YunUreJ5Xjvfee+8BAAYMGBBz727fvl0lnACgurpaEbTy+bNarYZZY+VkGkDkXmHn\n2rFkQ9/9aqMLjE5GQcHpqKy4Cp98ak44uVxFKC+rw1cbgTBa0d4R8X7a7QUoK6vC1q2AIHTCW1yI\nnbsAu90JUXDjaHLOBuTm2tDe5sexAOD11mD37vd1txswsBYRJ3Y7Bg4sxyb98lQAgHzPABw4+Knu\nOkFwIxhUP9O83kHYvceKUMiHklInWG0fDCYnAoAg6upqsW2bDfsPALk5XoiSB/vVegYcZ0U47EM4\n3NT1t4gRI0bj651vYc8ewOGwoKCgEDt2AFarEwg70OEzFk4Dyr0oKqrHv78IQq9e8dDqceB4C5jK\nBXFxu/MRCnXg6FGgoCAfnZ2HcPAgkJfnBWBFo/50awCA1foBWo2bGoMnvxVDBkfu54Zt/wD7Hr/E\nOwADBkTWrf7YhlCoA2VludjaEN9mSUk1BpSr+wjbb7X5BojexVA4zZsX68KUWbVqFVatiriKOY5T\nvXHrbSZPngy/34+nnnoKs2fPxksvvYTGxkbTYo7neUOXZzgYwqGnt8Stt2OEmGONEU4AcOylr2OW\n6aWejgsP2DxOyM94Z10hgnvaEIR68BfuCIATjKexWUpc4AQOPgBcMAyha9zDu6TYOUNheZ0F9sG5\n6NwaHaBwEq/M8eHdEkItqQltBADewiOUhHDiRR75p1Ug3OhD+xcHETqS3LkNt3TCwsV2C0t9Pvwb\nujJk+YKwO+wQC+wI7G8D1xyEVBj1vtpq89GxsSvTULkL+dMrENx5DL6t6tBGwWEBjsUKp4K59Wha\nuTmmRpMCB1ir81T2eIsAi8cOH4BwWxBWq1UJ1ZPc6pTKrQ4JRldILLSrUpPbC90QbcYP6b56gMfr\ntzKJMovJIb2BQEA3I5yM0+mEKIrIzc1VeWza29shiqLiXcjLy1PaZLPZ4HA40NbWphoQNzc3K28M\nHQ6Hsj2bJGDr1q2q+SvyCyq73Q6bzabMjZKLKeslQ3A6nYpteQ4SAJXXRoZtBxCdE9XR0aGaZ9Te\n3q4IJ1EUlX1k4RBPOFksFthsNmVbFr2QMUmSYLPZ4HK5lBA0dhv5erFtN4qA8Hg8ipeOPS/aqARR\nFMHzvOp8as9NTU0NPv1UPaiVRbfL5VK2lb2KbLtlj5hepj7t3+FwGFarVRFx8j7aZBIswWBQuW+0\n7dYjk/sur/nZEkUr7Han/sY6WCy5cDhiYwAsllzYbZF7MBhsh9Dl8ed5EaLYndAnHwLByG+h01GO\nSMhf7O+V0yEXdPaDjzcRGoDNZhT3AVgsHrS3q4WTxeqGIDi7kgwkqfx0jyEg3DWWsFhzVfNzZByO\narS2Rj0ighC59y2SfI0CEAQ5o6YVPG9Fhy82eYwgOBAMtkEQI/d40KDWk8tVmtTcI0lyIBCQyzhw\nSkimxeJWwgmNaGqKzYoXj2Mtnyn3cyik/o23WKLPG56PCCdwiVWZw15k2Ee0JRKI3sdwVL1p0yZT\n//pSNAGRH+Rly5bhlVdewcSJE/H000/jwQcfNB2qFx+uW6IJAHhn+sIYebsIqdQJx7hiuKaUwVqV\np9TpURGKn7TAVp0HTorcAlwgOk8oXiY13iFCGqCu6yCVRT0S1so87S49Qk6jbXr7rh9C0WPywcKr\nQ7BCbQHduUT2ScXKZ8foyGexIBKaETjUrjrPuWdWRNvTlcHOc+Ew8C71PcHZBOiFj0uFdoh5xoMa\nTuSRP7sGjgle1fcQumouyUJcSQ5h1yaHMI7Qles8yQiuvg/H7S6JkkPI85AiMf3GP8p81yiurKws\nZt2xY8cUr5YsOLT2tbWZ5PArduDKijyjjKDy9+E4TpWSXFt8F1CLAnkQr9cWILbGkryv7HmSOXLk\nSExyCAAqcWWEXmILGaPkEKztNWvWYD/z2lsv7XajwWtkq9WqiBv2u2qFliiKMfPitH9PnjxZ8cTJ\nyIWV2esvf8+WlhY88MAD2LRpU0whYxZtW2SxrP2eesJTprW1VTl/mRBG3yM06ch5TgKn80LLCFHM\n0c1OJ4o5EITI/R0O+9HWHgkn4zgxbvY4I4KqdNz5uiIDUCd8kOseGSGnLtdfFyuqBN4GQYj0E7nu\nkVny80+IWRYO+5V05ILg1E0O4XCoE3KJXedUTrwQDvmVuVY8b1USdWgRxZyu7SN9ozOgP29akjyq\nrHqJ4HmrkuVQm45czqqXKppb/qMkwtAmh2AzNcr3Rmdn4rnh8e4Bou8xHJXOmDEDS5YswYcffpja\nmkhpoKamBitXrsS6devw97//XclY1FM4gVOERbJoM5klwjLEfBYV3iaC4znk/3A48n5QFUkNrCec\nEmCtylOECRcEQsciDy/tAJ9FcEqwaEK3pFInCi6rQ+HceljKY8O64pF/cQ04q/EbIE5KchZVl4dN\n8Jh4OAqc7nWSM+WpNi2wwTt/PFwnDoD7lIEAALHQpmyvJJ/gofo+cgY7MdeKkgUT4BhbrFqnN8eJ\nt4uKCNJF5CE4JbgmMwP5UEgRvMFjfoRD4UgxZsTei1wc4SQW2JB/8XAAkeuarHDNJMwKp/b2dkNv\nCc/zyiD+rLPOwqxZs3Duuecq61taWlQ1fFi0g1ztevatoeztiAc7iGeFk97cHlY4CYIQV9xohRPr\n1WDD0o4cOaI7+DfzkooVRNrz0tbWpnjhjITTsWPH8Oijjyr76GXJmzhxIgBg9OhosUkg4olJlXAq\nKCjADTfcgEsvvVRZpiec2Gt74MABrFy5slvCSZslLzc3FxdeeGHM/oA6o2K2C6ewJjie40XDdN/D\nh/8BHKd+aeF0VkPSyUwmCk5FOAHAvn1/j9hPMh25LFQ6O5uUQXkkq5yRcIoOhGWhZYQYZ9Bs0cm4\nx/M2iGJXe5IUTsVFZ8QsC4U6lXpKoujSPS8Oe6Xqb6Hr+Gw68qhwskCU9IWTvH17x27s3Pmwbgpz\nUcwFz0umsupF7bLCKaRk1RMEB/gkBLgRLlcdjpvwYpf9AL7Z/SQAoFNTgJdnRJp8b+gJp5KSmSpx\nbSazItF3GP5SL1myBMWlef3RAAAgAElEQVTFxVi+fDmmTZuGSy+9FA899BC+/PLLuAVC+xvxBvXx\nSFbIFF5ap/q74PJ6wyyenI7tmOOZGPDydlHxiHDBcNTj5IrjcXJKEFwWlbjirALstQWwDc9PWmja\nRxaibNFkw/WcyMNambiuhbJ9Eh4nThJiPE5ApJ5UzLYOEVKxA3lnVSjnR/Y4+Xc049DjG7raK6jE\nBs+KKLsIgfEkcTZR1+PEWUUIOfE8TpxiTyYcZDyFwTDCbYFI0WEAglN9PbXpyFXr7CIco4vhvW4c\nCueNNNwuG0gknOQBfDyPEztwtlgsqK+vx7hx45TlR48eVV4saQUImyobiKShZmEH/awXSd5X2349\n4fT666/repG0YkbrDWPRtru6ulpJp83CepzYtpjxOLECbOTI2Pvq6aefRmNjo6FwAiLeF1l86Hmc\njj/+eFx11VWYMWOGUoQWiIgseb9khZORyGGXy/OqWMGpF0qj560zOo7W48S2dcSIEbpilb0Psl44\naVJ2R7wN+s+twoLvI8f9CCQxmja+vOwixZvB4vMfVAmnqH0j4aT/eyYLofb2PcwyDzhOb3tO5f3y\nJ/A4OR2VhuustlivtyDYlO8kZ/gDgEkT18Q9DgDYbKUxy0KMx0kUXLqeOEnSRCYoHqdoAVy5mC7P\nWSCK+s8f2Yu0c+eDaNi2RHcbucBvfI+T+rwLvA2cvCwcVASZKDgQCOonuzAS5uXlP1L9LYpuTJr4\nD+TkjFI8dtu2/RYtLV/B3xnP4xR59uh5HCUxV3XPk8cpszEc5dbU1GDu3Ll45JFH8OGHH+JnP/sZ\n2tracOedd2Ly5Mn4+c9/jr/97W+6Vd37E6xwSkYUsEVHTR1H4wWw1+TDNVW/LoSeKGPFlJBrgVhg\nLBxcU8tQ/POxkf3k7xQEwl3zmuJ5nOQQRIERJqw4SDaLBsdzuhnLlPUSj4LL6lH0k1H667Ueoy6P\nU7zvL8NbBV1tqiooLB9Hp416x+AktZdSK7xZ0cLZBN3zxQkceMbjpPWeyfPWVPdBKKTaJ9jYDk6e\nl+ZWX894oXq8I7KtVOKEkMZw094g0eBRHnx2dHTE9Thp4ThO8R6xmdm0AkTrWdGKEW3YGvv3wIED\nY7ZnB9eJogC0A+t4c2O028qFxLUcPnxYOU+sYElWOI0dO1Z3m61bt8YVTkA0M51eOwRBQGlpKXie\nx8yZMxURxNaAYq+Rdg6cGY+TDHtfyN4svVA9Pcx4nOTzIHuctG3Vs9+fhFNsqJ6xxwmI9MnBg68D\nx0moqbk7Un9IZ8AfDLYp3iL1/vp1nARBP4JCHtgGmNAyyVKAcDg2NJ7jRIhi1I5R8daureF26yfO\nsFiKYNcRTrxBqJ48UI+HKOZiwvhnke+ZqiwLMx4nQXTphupFrkX0N1E+vpHHyShUz4wXydIVnhhv\nW62HJuJxivSzcDiIYCAaqhfQKYbMfgeWE6atRWnJ+aplrIAbOeJ+RRQePrJGdT8AUIlO2eMU6Iyd\nxyVKuap7h4RTZmNKCUiShEmTJuH666/Hc889h9deew1nn302Nm7cGDeJRH+At2gGumb30wzorcM8\nsAxi3rrw0TAxscgOTsfzYeRx0hNO7DLLkNyYOTJicXRwlHduFSxd85KUOU7BMAL7u97KFNqZ/dQP\nX1k4icxgnhVOQr5OvZtRBWgZFX3Y2EclSNzNnguRB28VYK3MBWfRGcRqhInsjRHybarvoXsY7Zwj\nA2HcPkT/uuvZ13qcbEPVD3RWIHN2UZU6PdKorqxlwz2AyMM23APPzKG67WS/ezgYjsxH6jp1gX3R\nkAetBzHefdzd0NRMxMjjVFZWhjPOOEMZRLNFabUYeddlIcLOu0nkccrNzVWF62m9Eloxoi28yg7i\ntZndtPTE4yS3Vcvhw4cVEcLuI4piwkQcrNAoKCjA9OnTMWTIENU2O3bsiBFO2vMvH18WjkYCJScn\nB0OHRvoNG8KWjMeJ4zjD8Em95Yk8TuxxtGjbInvIjAra6tnv36F6kq5wKi46U/ns9V6Ak09aj/Ky\ni3RtcpyEqsoFuoKC4wRdz4qedwqIDuZZJDEPem/COI4HxwmGIkxlQ8rrEn2x93VBwUm6beSFWOHE\ncRZwnACL5cyY7VlEMQe5ueNQU/MbZVko5FPCySIep9h7KRTqAAc2HDjymWMK4IbCfmWZ3nyzSDsT\nR+ZIlvyE21qtRaq/ed4KcPIzJBgVgoIDQQPhpC2EC0S8XVovInsfiqITFksk/H7nzodj9ted4xTQ\n8zjlgE0qIooknDKZbo2S8vLycPrpp+POO+9U0uL2V9hBJmdJQjhpxE3h5fWwMoNoTuBQeMUIOCZ4\nUTh3hGZneSN95aTnMWA9GdYhOSqPEADkzxoG19QyFP1UHf8vD5SFDiDcHnEVWwa6UfjjkXBNKUP+\n7BrV9oIj1uPEigHbcA/cJw9Q7WOpyUPbMBGu8yvhXTAeeT+ogmO8FwVzo2/WPBcOAwC4ThqgEp3s\nQD7sj32bpw07kwUox3GwVsd/+PDOqNDQfqfIAg55P6lD83j9QaFeOB0n8eB4DoXzRiBvZjVs9eof\nWPba8TZBVeA2b2Y1Sn45AQBgHZSD8l9NRuHcETGJRmSPk0psh8LgBF7ZNrAvOk9LKxDjeZzEomQr\nlmUuRsLpkksuwfHHH6+ImJaWFkPhpJd4AYCSoprNmKcdzGrFR0FBQVyvBPu30+mMEV7s9zn11FN1\n22XUlmSFk54QCofDyvfV2k/kdTrttNNUf0+bNi3Gq8XW05KFSUlJiWqb1tZWBAIBJewtnmCTbbBz\nwOIJJ0mSVMIpXqinnnAymuOkxaxwYjMmftc8TuGQ2qMa8ThxqkGrxzMZ9fW/V2/HG1+zk05cB49n\nkoHHSdT1UIkGYsflVofWi2IeeF409DgBMJUVThYYeqFtQwZfre8V421KcobOTrnQb+T+s9t+hJqa\npcbH65oHxn73j9ecrtRDcrqG6Z6XUMgHcMzLE8Xj1BWqF+pAKOhTbBt5UPS8WRHPTHS5mVA9iyZ0\nkBds0TlOCKqSQ7hzxunaCIX0S1JoBbtWwFmkiLDz+yMZVzlE7y9WAAt8V2i/zjw0UROqF+8+Jvoe\nU1enpqbGMJxKkiR4vV6cffbZ+O///m/D0IZshbcyg/g4qb1j9nNoBrs8pw5p4zlYBriRf2HsA1JO\niGAUwabncWKz/1mG5CKkyQYo5FmRd26VdjdwouahIPGQvE5wAgdbVR5CfrUdqSzyUDDyOHEch9wz\nKhAOhHHsg0j8N2cRAB8H26gCSF0DivxZw1R2nRO8sA3LA++2oGPjISUdOiucxCI7AgfVD7cY7wlz\njewjC9H6sbo2impTp4QAo5zCPk02vWAYYpkTOKx/ITiei0ndLrfXVu0B9MqkMLcQZxWUcDoAcIwu\nUokaxbOk9QKJOu3psiPkWhE61onAni6PhMSrvKaAvnCyDM5B/qxhcUVVtmE08JWXy8ImXqFcI4+T\nLJzYukHawWxBQQHsdjt8Ph9GjRoFl8ul8jglEk7xwsYmT56MgwcP4vPPP9dtn3bgnKxwkm1ohWNT\nU2Riu55w0kt1DkTq/xUWxnqZRVHEqFGj4PP5sHnzZlX4oSxMqqqqcNZZZ+HVV18FEAnVY7eLFxKn\nFTeCIKjOi57Hia3hFO+3LJFwiie6zAonNkW+dr02I6Pf7+9XwimkEU7yoJnjBGWA6XLVdg1MjQWJ\nKOYiEDiK4uKzFE+TnjfHaI6TIOoLJ7erDmzqcYtFvr/1hFM0u1siZIER8U5F5svk55+A4cN+BYej\nAkeOxNZ34gWbkpxBWdYVFsZxFhTkn2J8vC6BphcGJwgOuJxD0Xx0nWa5C0VF52Dnrr9CfjzKHier\nNeJ9CQbb0OH7tsu2RRE/WvS8WZG3mSIA2dsqe5w4cJyEcFjPM6QRTrxF8RSFgj5FFAmCA2Wll2Lf\nt/+Bv9Nk2nGNcNKKPcmijiqxWE6Bz/+PrjYzc5y7xKzPF1soXJLydEU3kZmYUgJ33nkn8vPz8atf\n/QovvvgiXnzxRdx5550oLCzEj3/8Y1x//fX417/+hT//+c/pbm+vo5rjpJMBzQjdeUgmbSmerSSS\nQ9jqCgCBg1hkh+R1xITqGYVgacPfpHKXqm3a/aSurHmst0XXNisQdELs9BByIvVpWNHJhr3lnVsF\n58QSFM5jPHQCjzB7LEZU2KrykDezGrnnVELIt8EyOEcVBqj1OFkGm89sKFN4uToePWEWOnYczkH1\nO2vk0dTajHcMqctjFDwYGUzozVfTC9WzDHAlDG3MNtgBKjvQlZfHm/eTCFk4ydhstpjBtMViwU9/\n+lNcddVVGDhwoLIdu492exm23pC23ew2Rmg9FN0RTuzgXLu/dh9txkCWeAJk8ODBusXK5XPJ8zwm\nTpyoCK/W1laVcIrncdK+7LPb7aplgiDE3BfsOe6JcIqHWeHEitZ4wkk+LuutS5QYJdMJhtRzDqMD\ne2YgaiLMa8L4VaiqvAE1wxcryziOw+BBV6m24zjRYI6Tfh8TRTccjiHK33l54wHAwONk/mVybs4Y\nxb6Mwz4EDkeF0s6YNjJznKLtNleORRaRet4cl6uuK4Qxui4nZyymTf2gKxFG9BkgCzeXczjkH9Xm\n5i+UYxgJJz2PUyjUDo65FlZrdK6nUbie1r7A25RtDxz8J9NOBwTBBpvtv3Tt6MFpBmIcr76esrCT\n4YXo3PQwE/4nGGRcBCKev+Ki0023iehbTD1dH330USxevBgnn3yysqympgYlJSVYvHgxXnvtNXi9\nXsyfPx/XX399utraJ6i8REmkZtZLc62yFUc4KdsZherpCCfRY0PpzRMjXgyei5lrZDTYjhFGxeoH\nLjvQsNUXKH+z4WPhgN5beUZ8JRHiCKi/H9s+2zAPbMM8qgKtCIcRkqAU79V6BV2TIlmDXFPKAA7Y\nt+QTJfmDVlTknlkBhIH2/8QpK67BMsAN9ykD0fL2NzHt1d2emecmFNrRMUSEfVfkDaruPDcdm6qs\nfV0Fh52TIiFNYokTQDRhAe/UuQ91rkd3s0dmMuxgc9q0aXj//fdhs9mUe9jpdILneZWXwSxa4WQk\nPtxuNyRJwu7du2PapPWWsN4tp9MZ4wnTDuTjiYZUeJysVqsyl6qoqEg1h0Yr6saNG4dNmzbp2kk0\niJckSfGayGiFidPpRGNjI1pbW1WJPMyE6snofU9JkhR7oiiqznkyoXp6HkIjzKYjZ8NH44Xqud1u\nHDoUDf/Jdm8T0BUKxiAPglkRou+tUON0VsPpjHX9V1ffiKbDH6ClpSsbKsfre5wMhBPPW2CzlaOt\nbTuAaD2keF6DAeWXYPeep3TXDRo0D62t21BZeR0AqJJJsO3SnpfIeluMUCoqmm7YDj30vrvsPWIF\npSi6IIpuBAId4Dh2jpNTWW+3D0J7+04lBXgkVC9WOOXmTjC8huFw9Dfe5YxGpwiCTTekzqIzx4nT\n8QvI7eR0RLIRiUP12N8CHjwf9X6x14s3qPEFRLLqDR++CDZbOYqLY1PEE5mFKeF04MAB5Y0pS2lp\nqRLzXlJSogpb6S+wg/5kPE56A1GVrTg1W2zDuzqiUaiewSCXLVwrp8qOrjQalGvc0DqCL//iGnRs\nakLeD6KhfpYBLkglDoQ6grAO1YlfZg5n1uMkw6YS1xV87LIwEBY5wCfHDBiH1QGRUDZZOAlOCZLX\nofwtemwo+FEt/LtbcPiFrXCfHHvP66EXXmeEmGdD8c/GAAKHkEOEv5hH7hU1sHuNvR9am+y8ruJr\nx8K35TDsoyM/HJJX/QOqV4g5oajvJ7CD2yFDhqC+vl7lGeF5Hjk5OUodnmTQJm4wW8mdHQBrhRMb\nmuV0OmMy5yUjnLTr4nnXjDxXtbW1+OCDDwBEvu/27duVddrvO2zYMJx66qn44IMPYjIUmhEU2u+r\nJ0yAWI9TMqF6etfIZrOphBN7DeK1OxI2xCli1+z1l49jZhmbAEQrhtjrqxXF/UM4qcPv5AE2O2hN\npiCqHqwgMJrjZJTQQZspLt8zpetT7EtEOURv6NCFaO/YhUOH3ovZZsjga1TzgFiPE5sQQq/OkSDY\nlPkzcpsHD7oKybwP0vPkDBnys67jR88zG+ao8jgxws3tqkN7ezTbMs/FhuqNGPE/yPdMwVcbbzRo\nUbSPO53R5EiimKOk82bD9gTeDkFwRsUaM8eJRVTaKSEySAl32bJAEBwxWfEi6+ILJ4n5bpJUAEGI\nppPPyYnOKWevUUy7xFxIkgfV1Ubng8gkTI1ox40bh9/97ncqYdTc3Izf//73GDcuMtHuzTffjMmS\n1B9QpY9OwuOkNydMJaZ05k4U/ngk3CcPRM7pQ2Qjurb1kiRoiSl6amArxpuhM8fFMboI+RcNV3uC\nBB7FPx+Hkhsm6HowVDaT9Di5ThoAsUsAyHOqVPY0c3zCTJMTiVu2sCzvlJA3cyis1XlKcgog4kXy\n/nwcHKOK9EzEoDovJu4Ry0C3ktUQHAdpkBtibry6TcbXSMy1wnlciXINJK8m1l0nVI93SCj4r1pY\nq6I//P3R48R6cOS5mFqR0N1wPZfLpRrsGnlttLAD7ETCSTsY1/bhZDxOTqcTJ5xwAkaMGIGzzz5b\n1W4j8XHSSSdhypQpmDx5ckyiCr3ve8IJJ+Cmm25CUZG635gRTtpQv3jCKZUeJ/Z+0GbVS9Ru9nok\nExpnxuMEqNOo683HktEKp0QZDrMBMx6nnhYyZQWJNiRNxsjjxPEWDB5yDQTBgRLvDEhKgdfY32Z5\nThbPS/DkTdK1p513xSalYMPZ9IQTz9uY4wNDq2+BxZIfs108tM+WE6atgdtV02WfTanNnrOoWBKZ\n8+Ry12raZ4k5j97iMyFJubpila3HBUD13djaXBYmRC4U7oTVGk0kw6YjZ1Gy/3Gcqlgxz0sYO2Y5\nPJ5oTUm3W54SoM2qp58cAoiEFfKcC+PGvoJJE/+peO3kNhmhV6yZyFxMPXnuuusu/PjHP8aJJ56I\nQYMGIRQKYffu3aisrMTSpUvx/vvv47777uufc5yYQb/ADG45Cx8jYOwnlKJl3T64x6gzQcnwqvTR\nsQ9YW1UebFX62Wc4mwC/LQRLBw9bXeKHYrzaSKrtYrwZ5n+MOJ6DXgFZZZ3BMRIh5lrh/fk4BA93\nGKT8Zj1O4YjHSX5zlCCBB3s9eZcEMc+Koh4WeuWS8Dh1C4FjX47FvUZCnlV1b3I6oXoAYB9RCIg8\nfNsiL0OSFbfZhtFbeDbzndbjEA+O41BUVKR43M0Kp+OOOw5r1qyBx+OJ2Yed02KxWBJ6MZIRTkA0\nE9+GDRuUZVpBpLVx4oknYsOGDabSYQMRsRJvkG+EVtBqRY+cXr2xsRHPP/+80j6jdOF6NvSuESvY\ntMIpUbu7K5z0BJne9WI9TtprzdrQis7+KJxk8cCKJa6HmcfUIkB/jpOROOM5C1yuYTjxhM9UdvSS\nybBJIYxD/9SDaoHxOLH2CwtPxfYdf9Dsa0Nh4XQUFJwMj+d4lJfP1j1GMrB1kVjhpvLSgfU4Rb+X\n06FOQsXxVsPxiFY4WS1eDB/+R3z5n4v128V4+UQpFz5/pBxEONQJq7UYbW3buuxG05GzCIJT8cTx\nvFUJ++M4CTk5ozBu7NPo6NiLb799HqWlF3atS+BxYs6VJBUgHALs9iExz8h4dbXiiSoi8zD15Ckt\nLcVLL72E1atXY8uWLRBFEUOHDsXkyRF17nA48O6778aEr/QHWA+GY2wxwoEQhDwrOr46FJPhTci3\n4tCZdpTUD9CaidhihVNn4kqxqmcNz6Fpug11w2pj6vL0hBjhZE/NANo1pQzHPtobET5JhuoBkfNu\nlKxA5VUKqz1O8eaOAWpvVaoKvKrOmYGQ7Akcx4ETeYQ7u2rc6MxxU7blOdhHFaHt08gPCu82vldU\nhXqTyBiZLWg9TnqwHidJkkwLJyBSD8ooPbcRTqcT8+fPhyAIMYOJ2tpaZS4UkFiMJROqx8IO8uMJ\nJxatZy7e9403yDfCrMdJzuoHIOHctHR7nHieV+ZEJZNNVm8QmcjjpBVm7HfT1uzKduEUDodjPU68\nzhynHnqc1GFn+nOctBnVovtaVP9Hib0nQyFWOOknbdDWCjKa4+R212LChBewa9ejOHDgla71Ing+\nF2NGP6pruzsYzSVj26me48R8FrV92fh+tFqKVX8ff/zrCASix3O51N4rkfHMWCyFaG3dAgBwOIag\nuWV9tA28fqhexMvkYz7Ly6PHtNnKUFHx38rf2mujFdMS493jeRt03onHHA8AKob8HK1t2wy9kETm\nYvjk+fe//40xY8YofwuCgGnTpmHatGkx28qC6bPPPsP48ePT0Mw+hPFucBYeBRdH3Nf7N+uk3k0w\naGZD2vQ8TjGwP7Bc5O9kPAOcRUDYb5xqGeiZxykegtuC0lsngRN5+DpjJ7T2zDhT20me49RFIgGg\nqqOkE8bWHVib4WBiQdwdOIkRTgkKMXtmDgXyLTi0aS/y6zyG26k8d6nXe32OGeFUVlamfHY6nWhv\n16/lYbTvZ599BiC5OS5GbZk0aRJEUcSgQYMAxJ+/AyTvcZJhB/l6hW710G5nVjjFKyLLovU4acWF\nnsCLl0YeiBVOeucznR6nCy64AC+88ALGjBmDdevWxaxniedxslgsMeeDbaf23GW7cNKmIgcYr4cq\nVK+Hc5y0HiedAb560Bx1+xuJgbKyi7Bnz181S9kU9/HrncmwoXraEMLcnNGorVkMv/8g8nInmLLH\nMqL+z9iy9deoGX6Xqe3V55kdk0SXs8JJ1IjDuMKJyZgn2wkEOuFyLoLd8TmGDf2laj0bqidJHtTV\n/hbt7btRWHgampo+Uh0zVozmabJqRl+kxL2XtAVweeNQPZ6TYPRU0iaHsNnKUFn5C+PjEhmL4S/D\n/fffD0mScOmll+K4444zfKMWCoXw/vvvY8WKFQiFQnj00dS99cgEVKm52UG5Xi2dBOFxqnkkZgbY\n7LjWZOgdS8GPatC4fAPso2JrqCh2tXWc4ngzkkUJTdSvIdpttNnnkvE4uaaV49iafZBKHCkLT2M9\nQLK4STUq71ACccsJHBxTSrAj9xAGxvOqsWEl/VA4sRg9v+rq6nDZZZfhwIED6OzsxL/+9S/TNlnR\nZVRANxlEUcSkSdG3j4kEh1mvUrx1ZlNoa4VSPFHHtstsCFuiUL2qqtgadJWVlTHLWLTPzGSFU0/n\nOI0cORLDhg1DZ2dnj4ST3jq2bfESR2QjepnjdLPq9djjpJ7jpB3g5+UeB6djuPK3KOYgEOgKbTYQ\nA9VVN8PlHA63ewQ+/eyCmPVm04SzySH0QghF0Y3x4/5mypYWr/dseL1nJ95QPj77XVUigk3lH+1H\nWnEYLwzNai1l9nN0Xd9OiGIdhg2dFfPcYUP1BN6G0tLoOVaFFzLpyGUmHveyYbviZWjkYD5UL54d\nbTpyo6LAROZj+ORZtmwZXn31Vdx11104ePAgJk2ahOrqang8HoTDYTQ1NWHTpk1Yt24diouLcfXV\nV6smHfcXVGKJGWjqeTaM0kkr65MdqGs9TkliG56Pklsmxg3t0yZTyLoCqOEwwhIrbhMkh3BbULZw\nEiBw3RKjeqiEjBlPYneOwaYgT5G4ZWtxifn9q4YTAFRXV+Ott94CYDzQ5zgOFRUVKC0tVc39kYmX\n8Ka4OBpm0heD1e4ekxUl8eovsWj7SjxRx7bLbAhbolA9QRDwve99D++88w4EQcCZZ56ZUDjp1dXS\nwgo2SZK6LZyMtrVaraY8bnr7y8mY9ITTsGHDlKLABQXqjGX9UTjxeln1ejrHSZNVjxVDNcMXo6zs\nIuze83dlmSTlKcJJT8wAgCg6MWDAfyEQaNVdL4jmhJNgEKrXF6iSaLBlRhjhpArV08zlkc9VYeF0\nNDb+S1X3iPU4sSGNRohMogheUD/T2UK0HCeo2peffwLs9nLV9upQvXj14OInhxAEO1zO4TjWugXl\n5Vdix/bYBB6R9qrPi0jCKWuJ++Q566yzcNZZZ2H16tV4//338cknn6CpqUmZGF1fX4958+ZhwoTk\n3cVZAzNgDYdY4aQz6OahykbqmlqGYx/uhTQw8vYokbCKSzcH+fGytemRfcIJCDPjCjNzdVKdwEEV\nqpcmjxPrn0wUqmcWMd8Gz4VDEQ6EYCk3N4DOJkpLS3HFFVfA4XB0qyDoeeedh2HDhhmuFwQBp5xy\nCrZs2YIpU6YYbpcuujtAZr1jZoVTMrADfbPCKZHHCYjU4hJFEWVlZaioqEho04xwYr9/KBRS3SeJ\n7hm9osp6mLn39F7iNDc3A9Bvd15eHq699lpIktTv5jhpU5EDUFKP8ykN1WPnOAkqexwXmYOY7/ke\neL4cLlcZrFaPkmY7kZgx8rKIBunNY7ZTpSPv2/TyqvOsk3ABUJ8PrVdNXldX+1vs3fsMioq+r6yz\n2qKJtMLh2BBNLSpPnMaDIxcPjmyXo87AqHM9eCY9eLzU9rHJIWKfaRMmPIfOzqMAPABiX8AB5HHq\nT5gaTUyePFlJBPFdw17jgeCxghN59eBSL+00z4ENcM09swLWoR5YB3cv1aTqx7SX5u6nKjlEr6Fk\n1esiiVpbqYIV0ema44RAVJAlCtVLBucE/QyQ/QV5vlB3YOd4GnHiiSfixBNP7PYxekJ3B8iDBg2C\nzWaDJEk9Oj9GdCdUTzuHSk84CYKAqVOnmm5Hsh4nn8+Xco+TdrtkkOdwGc1XKyyMhmCzGSGzXzjF\nC9UTY5Z1l9hQPXZw3VX3T7DB7boP9fX1aNh2o+6++rb122Y6VI8RWGETnphERDwim1XeHrOwiRNY\njxNbr0hkQ+hiQvUi50qScjF48E9U66wWcyU/ZNhQPa0YyskZhbra34HnLbBai1QCRy+jHbs/Hy9U\nTyOU9AS7IDggCI64IdvaOU6SZDz/mMhsssy90PtwkoCSGyYA4NTznXS8R5xGOHEiD3tNDzINsodI\nUVhZQpKoVdWXWJEPf7cAACAASURBVId54NtyGM7TB6HpswZlubbGU2+jV3cqFYQDUUGWqlA9Irvp\nbqFTm82GX/ziFxAEISkbp59+Ol5//XXU19fH3a47oXrarH1mwtsSkazHqaOjQ/V3uuo4GfG9730P\nGzduhNPpxLZt25TlZq6RxWLp18JJGdgyHo94g10zaOs4qefyMB85Oayb+f038LwkojtznPTOR7KM\nHvMY9uz5K0pLYuddyZSWzsK33z6L+rr7VMtV3hjVPV+Dqqo74HQUq2otRTxBiRNpRMwl96JWFaqn\nI5xLS8/Xta31TgHqgrTxiynHTw5hFod9sKptrAgksgsagZlAdz6Tnmcj1eKmh3OcunfI7MgSUHh5\nPUJtnegUQwh/YT6rXroouKQW7RubkPv9IWmxH2Y8TlkXTkmkBSNxYUZ0mK07xTJp0iQMGjRINbdL\nj+4IJ57nYbfblayGvSWc2MnnHo9HleI8VaF6ZjnppJNw0kkn4fXXX1cJJzNCiBVX2S6cLFYvOE5Q\nCscCRh6n1GbVY+1xOj+4hYWnKCnAu4vZrHqswEqFcLJZS1BVOT/uNrU1i1Ex5FrY7epyKmqBqu5T\nJd4LdQt1R2okRbwvRok0uoPEZNXTy76obgjrcYoVTqzHSYiTwCJ2jlP3onJstjJMPO5/8c03y+Fy\n1/ZY+BN9R3a4FzIR3VC9FB9D89aLiMLxnJL0QpVVLw11lMxgry9E/oXD0uYNYtPXq7IzEill7Nix\nAOInhehNxo0bByC59qRCdBjZLS8vT+gBYdcnIyjYJAe9JZw4jsN5552H8ePHx2SPTVWoXrJoRa1Z\nj1My22cyVkshjp/0OtzuqGeTU5JDsHWEUpkcQkj44rPE+wPU1i7BcRNe7P4xTRY6ZQWWIKYnikEL\nxwkxognQzAUz+QaXvTZGiTS0mAldE1XCKb6g5FTeyfjCKTfXuIxOrHDqfv9yu2tRV/dbDBo4t9s2\niL6nx6O8cDj8nRzU6yeHSLXHyeAzoUJdx6mfnigmVK9HSUaIuJx66qmora1Ny9yf7nDmmWdi2LBh\nGDx4cOKNu0jlIL47dMfjBESEk1wAuLeEExCZyybPZ0tlOvLu0p1kD+w22e5xAgCHowJWawlaWiIT\n7aNhWexzsIfCSWAFgaAuz6Dzg8txPMpKL+zRMc2OlSyWfAwYcBna279GifcHPTpmTzEK1Yu/DyOc\nhPhi8bgJL+LrnQ+iYsi1Ce2ywimok0TEqA1sWJ5Me8dO5XNR0fQ4lhInhyC+W5j6dbrtttt0C0Nu\n3rwZs2bNSnmjtJx99tkYPXo0xo4di7Fjx6rSnn/00Uc455xzMGbMGMyZMwc7duxIe3sAdXpoZVky\nA1oTA3yuD0L1shHW4xROU24G4ruBKIoYNmxYUgVt04kkSaipqUkqtK6vX2R1VzixyQ7CKejI2vNg\nRlCksgBud+mpx6k/CKcI7JyirnPA3Bc9zqrHepx4QZVAIBMm7g8fdjvGjH6sz9ORq0PKzD1b2OQY\niTxOOTmjMGrkgyoPoxFJeZyY4a02MQMAWCzRkGOXq87YjonkEMR3C1PC6ZNPPsE555yDTz75BADQ\n2dmJP/3pT7jgggsSxrv3lI6ODuzYsQPvvPMO1q1bh3Xr1uGVVyJxxo2Njbj22msxf/58rF27FlOm\nTMGCBQvS2h4F3TlOiXcr/tkY2GrzUXzN6MQb90VyiCxElVUvkJ504ASRLaQrVM8s3cmqB0TCJEVR\nhNvtNl2YNx5mPU4syXicWPuJtp0+fbrq/3hoPU5mhBPblv4jnKLIg3eVTyilWfVEOBxDMHDA5Sjx\nnoeCgpN6ZDs5Mvu3nRUOZaXGySXU+zDCKYXCjxVk+fnTErSB6cs6oXoDB16DwoJTMHLkA3FfNsUm\nBiGP03cdU0+el19+GX/84x8xd+5cnH/++fj888/R3t6OP/3pTzj11FPT2sAtW7agsLAQ+fmx2ene\neOMN1NbW4pRTTgEAXHPNNXjiiSewfv16jBgxIq3tEvN13kib8DhZBrpReFniNysAei1UzzbJi441\n+2Gfkp2pqVUepzQVoO1reIeIUFvP09IS/Yu6ujp89dVXOPXUU5Viv30dqtedOk5AJMPd/PnzwXFc\nSr6DdjBkxma6QvWmTp2KkSNHxmQP1EPrcUpWCPVH4cSlI1RPk1UPAIYNu61HNrtDNgzET5i2Fv7O\nJricQ01tny7hBAATJryA1mObE4YwJkpHbrcNwujRy0wdk+N4JVlJT+87IvsxdQdYLBZcd9112L9/\nP1atWgVRFPGHP/whZaIpEAigrS222jLP8/jqq68giiIuuugi7Ny5E3V1dVi4cCGqqqqwfft2VFVV\nKdsLgoCBAweioaEh7cLJNbkM/l0taP9Po7Is5XNPVKF66VNOztMHYk/OUQybHDsxNBsIMy+W2bTd\n/YnCuSPQ9NwW5HxvYF83hcggzjnnHBQVFWHChAmKcMpWjxMQ623pCVrhZCaEMZkCuMkIJ47jYmpV\nGdEdjxNLfxFObCICpQhsmMku2sOQKU7jceotPJ4pOHz4I+bYmR/6ZbEUwGIpSLxhF+pU4Km9H3Nz\nRiM3J3HETqJ05MkhQK41kw3Xi0gvpp4W7733HhYvXoxAIIAHH3wQGzZswPz58zF9+nTccsstPQ7X\nW7t2LebOjc0yUl5ejp/85CcYOXIkfvnLX6KwsBAPPPAAfvzjH+PVV19Fe3u7qu4GAFVKWzOEQqG4\nRcvi4bygAiE+DN8XhwAA/kAngEghxVQg1+UAgDDCALiU2Wbxd/oRyOPh7/SD60i9QJPbnI62+3w+\nhC1MAdpcodvX08g++38qScp2kYS8ayKeSjPfL53t1trvi/lAPem3emTMdU6Szs5O5OTkwO+Ppubl\nOC5l56Y7bdfOTzJqS2+cczPtYJGLzgKR7xGv7axATeX9GAqFwPO8khrdzPVk06jHazeQPX03GIre\nR35fEAh3IBSKXh+/P4iOjo5u30dBxoEfCAR125Sqe5S1PXzYUrS3b8MXX/4QQCQxRSqfZTJ9+0yL\niha/P4xw2Pz3S1W7OwPReyUYjJ7j7tiPeJxkW/GfC8naNovWdqbMw/0uYko4XX311bj44ouxYMEC\nOJ1OfO9738MZZ5yBhQsX4swzz8Rnn33Wo0ZMmTIFmzdvNlw/e/Zs5fP111+PFStWYOPGjbDb7TE3\ncHt7e1JvLVtbW7Fhw4bkG91FzhEfZCfwrt3fALk8Ghoa4u5jFtu3AcjvKCOdxZYy23qk03Za7Usc\njk6ygG8LY79vN7BhT8oPka3nvTeu6fjxxqlc00VP+60R2XotWNsOhyPl5yaZtrMirqWlJWFb0n2P\nypg5JwcPHlQ+f/vtt3G9N6zH6dtvv01pUo7c3FwcPnwYALB///6EbT927Jjyefv27aa8VJned1tb\nm5XPm7c0gOf2ob09GpnS0LADgtDO/J3cfdTZ+a3yee/efTjUaNymnt6jcb8vV56WZ5lMXzzTfL6o\nKt28eRs4LvlBfk/b7fdHr+833+zDvn3qc5yMfea9BBoPNuFYS98902TbfdF3iQimhNNTTz2FCRMm\nqJZVV1dj5cqVeOKJJ9LSMJlnnnkGAwcOxJQpUwBE3ggGAgFYrVZUVlbitddeU7YNBoPYtWsXqqur\nTdt3Op2orzc550iHls3b4UPE4zRoyCDsOLwb1dXVsFrN1WuIR4fvII7hawCA1R558KTKNovP50ND\nQ0NabKfbvmx7wCk1Wdv2bLOttd8X9LTfasnWa8HaPu+887BlyxZMnz49ZSFv3Wl7MBjE66+/DiCS\nKc/oOvXGeWExc7/s2rULH3/8MYBIxEO8tn/66afK30OGDMHQoebmfyTC5/Nh48aNinCqqKjA8OHD\n4+6zfv16RfSNHDky7vysbOm7mzbl4lBT5HNd7QgIghP//sKG1tbIsuHD62C1lnb7Pjp6tA3ru8a/\nZaVelJTEtqkn9+iX/xmLlpZ1yMudovt99357N7755m+orfkNcnIqkrJthr58pv37C5dynerrRycV\nCpmqdu/fvwkNXXWkKyprkJtT3237H6+REAxGXtJ7vWUYMKDvnmnp+k0nzGPqbp4wYQL8fj9ef/11\n7NixA5deeik2b96MqqoqXH755Wlt4IEDB/Dkk0/ikUcegcfjwb333ovKykrU1NSgqKgI9957L954\n4w2cfPLJePjhh1FSUoK6OuPUklp4nu+Ry7ON+YGSb2ar1ZoSN2qQedvJ8xyAcMps65FO2+m2T23v\nfduy/b6gp/3WiGy9FlarVVWPKB32k2m7HGpmsVgS7pfue1TGzDHYxAySJMXdh/Uw2e32lH6HgoIC\nRfhxHJfQNhs26HSaK5ia6X1XEKLDE7vdDZ63qM65zeaC1Rq1k+x95PNFMzeKohB33+7co2PHPILG\nxrdRWDgdkhS7b1npDBxuqkZOTkW/++0ShKjH0253xazviW2zsO8O7DZ3jK1k7LPzpSSLrU+fab31\nvCSMMSWcvvnmG1x++eUIBAJobGzEzJkzsWLFCqxZswbLly9PSqgky9VXX41jx45h1qxZaG1txXHH\nHYf7778fPM+jqKgIDzzwAO6++27cdNNNqK2txdKlS/uujklaC+BGhBNBEESmY7FY0NHR0ecZ/pIl\nmfayc7lSWccJADyeaB2hoqKihNsXFRVh27ZtKW1DJhGdkM8kh0hhVr0wgnG27B6SlIfS0vNTbjcb\n6M1kG0aEwtGQYV4nq14ycFz0xUQm1Pgi+hZTd/fixYsxdepULFq0SImrvO+++7Bw4UL85je/wVNP\nPZW2BkqShFtuuQW33HKL7vrjjz8eL7/8ctqOnxSpTmbFCrHMLvVAEAShIAunVAuKdMMKp0Qv4Fjh\nlGqBKEkSLrnkEvh8PpSWlibc/uSTT0Zzc7Mqy2zWw7G1c7o+M+c8lXWc5FTTRGrIBOEUDkWFk14d\np6RsMfeH1ZqdZVuI1GHq7v7ss8/wzDPPqMIBRFHENddcg5kzZ6atcVlHij1dqmzkqfZmEQRBpAk5\nqUK2eZySIZ0eJyAyx8psSI7NZsMPf/jDlLch0wizdZx6mBaahFP6KC05D0eOrOnTNoRCncrnnnqc\nAoGjymer1dsjW0T2Y7qOU3Nzc8zy3bt3m46n/i6QVnFDuokgiCyhsLAQjY2NuoXL+yPZ5lnLBgYM\nuBQHDrwKQWATnaTO48TWcQIJp5RSWnohBMEJl6u2z9oQCkeFk8Cnbj6f1ULC6buOqSfPD37wA/z6\n17/GHXfcAQA4evQotm/fjjvuuAPnnHNOWhuY8bA1S7K0AC5BEEQqOe+883DgwAEMGNC3RbVzcnLQ\n3NxsOnUvG56XyFuWzlA9AvDkHYdJE181fMPPTtjvDjxHHqd0wXE8vN6z+7QNFin60qbnBXCjiKI7\n8UZEv8aUcFqwYAHuu+8+zJkzB36/HxdeeCFEUcTFF1+M+fPnp7uN2UOq5zhxBp8JgiAyGJvNhkGD\nBvV1M3DppZdiz549qK019+a7sLAQAwcORFtbW8J90h2qRwAulzoNe1g1x6lnP4qs8CLh1P8oK5uN\npsMfwe2qBc/3LKyTpc+SjxEZg6mnvSiKuPHGG/GLX/wCu3btQjAYxKBBg1JWK6S/kPIORR4ngiCI\nbuNyuTB69GjT2/M8jyuuuALhcFg1p1cPEk59QSjxJiYRhOg0g4KCk1Jml8gMBMGK0aMe6utmEP0Q\nw6f9jh079HcQRYiiiP379yvLKipSX7wtK0lxqB5HHieCIIheheM4Uy/BKFSv9wmHUyeceF7E8ZPe\nhL/zEHJyRqXMLkEQ/RtD4XTmmWeC4ziEw2HVj4j8Y8Eu27hxYxqbmNmoKitRqB5BEMR3AvI49QWp\nrWXodFbCicqU2iT6M6ke5BHZiOHT/q233lI+v//++3jiiSdwyy23YOTIkZAkCevXr8c999yDOXPm\n9EpDs4I0hupRXC1BEETmwAqnRGF9RKqgIvBE7+N2j0RLy38wdOitfd0UIgMwFE7l5eXK52XLluHe\ne+/FuHHjlGWTJ0/GnXfeiWuvvRYXXXRReluZJaQ8HTl5nAiCIDKSVCYqIExCuonoA8aOeRLHjm1E\nXt5xfd0UIgMwFV/Q3NwMSYrNStLZ2YmOjo6UN4rogpJDEARBZCSscCJ6h3AKk0MQhFkkKQcez6S+\nbgaRIZiKLzjttNNw6623YvXq1Th8+DCamprw7rvvYuHChZgxY0a62/jdhTxOBEEQGQkJp96nvFye\nGkChkQRB9A2mPE633347brvtNsybNw+hUOSNjyiKuOCCC3DjjTemtYGZjnO8F+3/PpgW2xx5nAiC\nIDISq9Xa1034zjFo4BWw2wchN8d8inmCIIhUYko42e123HvvvVi0aJGSpryyshJOpzPBnv0f21AP\niq4ZDdFjRWeqA7DJ40QQBJGRjBo1Cl988UVSdaKInsHzErzFZ/Z1MwiC+A5jOofqkSNHsHnzZgQC\nAYTDYaxbt05ZN23atLQ0LluwDs4BAHTSfC+CIIjvBA6HA/PmzYPNZuvrphAEQRC9hCnh9MILL2DR\nokXw+/0x6ziO+07XcUorbDryPmwGQRAEQRAEQXzXMSWcHn74YVx44YWYP38+XC5XuttEyFCoHkEQ\nBEEQBEFkBKZS0+zbtw+XXnopiaZehmqDEARBEARBEERmYEo4TZ48GWvXrk13WwgtpJsIgiAIgiAI\nIiMwFapXX1+PxYsX4+2330ZFRUVMMdz58+enpXHfeUg4EQRBEARBEERGYEo4rVmzBqNGjUJrayvW\nr1+vWkfhZGmEzi1BEARBEARBZASmhNNTTz2V7nYo3HXXXZAkCTfddJOy7KOPPsLdd9+N3bt3o66u\nDosXL0ZFRQUA4KuvvsLtt9+OhoYGDB48GHfccQfGjBnTa+1NK6SbCIIgCIIgCCIjMJzj9MEHHyAQ\nCCifjf59+OGHKWnI4cOHcfPNN8eItMbGRlx77bWYP38+1q5diylTpmDBggUAAJ/Ph6uvvhrnn38+\nPvnkE1xyySW49tprddOmZyPkzSMIgiAIgiCIzMDQ4zRv3jx8+OGHKCgowLx58wwNpKqO05w5czBu\n3DicfvrpquVvvPEGamtrccoppwAArrnmGjzxxBNYv349Dh06BJ7nMWfOHADAhRdeiCeeeALvvPNO\njJ2sRJWOnEQUQRAEQRAEQfQVhsJp06ZNup+7SyAQQFtbW8xynufhcrnw+OOPw+v14uabb1at3759\nO6qqqpS/BUHAwIED0dDQgCNHjqjWAUBFRQW2bt3aT4QTiSWCIAiCIAiCyARMzXFKBWvXrsXcuXNj\nlpeXl+Ptt9+G1+vV3a+9vT2mfpTdbkd7ezva2tpgt9tV62w2Gzo6Oky3KxQKJbV9PHw+n+r/nhJg\nQg6DoWBKbbOkut29aZ/a3vu2tfZtNltajhGPVPZbIHuvBd3/vW873fap7yZHtl4Lukd733a67fem\n7b7ou0SEXhNOU6ZMwebNm5Pez263xzxk29vb4XA40NHREbOuo6MDDofDtP3W1lZs2LAh6XbFo6Gh\nISV2xCMhFHR9bmlpAWBNmW090mk73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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "FG_kwargs = dict(hue='nerc',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=order,\n", " palette='tab10')\n", "\n", "detrend_index = index.copy()\n", "detrend_index.set_index(['nerc', 'datetime'], inplace=True)\n", "detrend_index.sort_index(inplace=True)\n", "for nerc in order:\n", " detrend_index.loc[idx[nerc, :], 'index (g/kwh)'] = diff_detrend(detrend_index.loc[idx[nerc, :], 'index (g/kwh)'])\n", "\n", "\n", "region_facet_grid(df=detrend_index.reset_index(), plot_function=plt.plot, x_axis='datetime',\n", " add_legend=True, y_axis='index (g/kwh)', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " context='talk', font_scale=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Detrend by subtracting the rolling 1-year mean\n", "\n", "Started by using `seasonal_decompose` from statsmodels. It was apparent that the `trend` component is just the rolling average. I'm leaving the extra code here as documentation of this fact." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:11:16.282960Z", "start_time": "2018-03-07T18:11:16.214799Z" }, "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/envs/py36/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n", " from pandas.core import datetools\n" ] } ], "source": [ "from statsmodels.tsa.seasonal import seasonal_decompose" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:59.122904Z", "start_time": "2017-11-06T17:41:59.109516Z" } }, "outputs": [ { "data": { "text/html": [ "
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index (g/kwh)
datetime
2001-01-01524.331566
2001-02-01538.398535
2001-03-01507.408432
2001-04-01518.650607
2001-05-01517.016964
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" ], "text/plain": [ " index (g/kwh)\n", "datetime \n", "2001-01-01 524.331566\n", "2001-02-01 538.398535\n", "2001-03-01 507.408432\n", "2001-04-01 518.650607\n", "2001-05-01 517.016964" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wecc = index.loc[index['nerc'] == 'WECC', ['index (g/kwh)', 'datetime']]\n", "wecc.set_index('datetime', inplace=True)\n", "wecc.head()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:41:59.142540Z", "start_time": "2017-11-06T17:41:59.126501Z" }, "collapsed": true }, "outputs": [], "source": [ "sd = seasonal_decompose(wecc)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:42:00.681145Z", "start_time": "2017-11-06T17:41:59.147312Z" } }, "outputs": [ { "data": { "image/png": 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avm9VHO7hlJSU8OSTT5KUlITFYuGWW25hyZIlnDt3js8+++yGCia4mrg4yfng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\nMRQb7OmULj2EPHphcM6AmOQKjCuczZs3Y9++fXjrrbfwl7/8BbGxsXj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oU4MTygZ7PPjLpxmTMHLnG6UIV/QCAKIzmXr99k476Tuuu8NT5SN5fSlKAm172XJ6w+9k80Etw0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\nq6uZPXs28fHxyOVy3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"text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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avm9VHO7hlJSU8OSTT5KUlITFYuGWW25hyZIlnDt3js8+++yGCia4mrg4yfng\n4Z7Nb3gTIZFImDrQ8Ui8prircxBbEi9wMK2Yo5mlVOnNGEw2d07/y3jDB1uk2a+zh1KiNeDvrsLD\nueVZAxpicDtfOrZxJym3ghlrjtgNRWOBAk0xMNoXiQSMZisHzhVzW1wAFovV3sNp6SD7pYR6qxnf\nI5h18dmsPZSBsWYwf1C75sttPDc8iq0n8iitMvLRr2m8OLLxN+mtJ20vCZ5qBX0imw/EGNTOj/8d\nyCAxu4yyKgOe6rqBIGaL1T7WMrZbG/zd6rtAHxsQweR+4RgNdTOFDIz24fuEXA6mFWM0W/jycCY/\nJNr0zRwWxbQW9HC7hHggkYDVCsezyhh6ScTj2XwNZ/NtmUTu7tbw/10uk3JP9xD6RPgw7t29FFYa\n+PZYLv8IuXiNrFYrK/ek1Wj3Ja5N45OMR3UOYlTnICr1Joa9tZtCjZ5FW06xcnKvZs/laGYpj3x2\nGI3ORKi3MwOjfQlwV3Fvj/rG8mrgcA/ntddew8fHh0OHDtlnnr7xxhu0bduW11577aoJFPy1GBbj\nj6+rEosV/vbxQZ7+8igAMQFuV1QawsfViXYBbq1mbMBmaOfd2QGlTGo3Nn0ivC/ri+vloqRrzXjf\n5oRcknLLOVMzcA9XZnAAHupjc0+mFWrJqpm0PKh98wY8yEPFne1sb9Kf7E3jQnl1o9tuPWnLfnB7\nXECT4cO19I3yQS6VYLViD4y5lE3Hc+zJdpt6oWnIA1DbG9YazGw6nssbW23jNnd1CeLFFrqf3FQK\n2tW4iWvH02qpNWIB7k70Cms6cKqNpzPju9vm4208fsFu+AGWbD/LkZqevKPTKFyd5MypceHtOJXP\nucLKJrePP1/CpE8OoanJKJJVUs2Xh7NYvjOFqf/7HZP56heFc9jg7N+/n+eee65OOgMPDw/mzJlT\nJ5BAILgSnJUy1k7rS6i3MwaThbIqIzKphEcHhP/Z0hqkf7QvW58bxKB2vjgrZDw9vOlB4aaoLfD3\nfUIud63Yaw+v9nZR0t7/ylyAXUM8iLnEjeiuktsNXHOMj3XBw1mOzmjhHxtO0tBMityyavvDeFQn\nx9yqrk5ye4j3nho3Xy0FFTr+9f0pwDa4/8eMAs0R4qUmosbl9OI3CWgNZrxdlLzSyJhVc3SriU77\nPiHX7lq0Wq1sqZkfd2fnIIdcnvd2t12bIq2B745mszkhl2e/Osa7v9hylt3VOcjuXnWEu7sH21/E\nfki40OgrwUrCAAAgAElEQVR2ZouV2ettCXT93Wxu5ieGRDKig623dja/kk/3pjNl1e+0n7eVzq/s\n4t/7SlvdCDlscMxmc4PlRjUaDTLZjREhIbgxiAl0Y9PMgUzuF8bzI9qz76XhPHhL4xm0/2yi/Fz5\nfGofTr0y0iE3VWOM7x6M+yX5wWoHw2vHJa4EiURSZ8LywHa+Do8NuiilzBnZHoCfTxfwfWL9B9s7\nu2wPTA9nBf1bEDBRO3H25+QCqgy2N2+r1crcDScprzbi5iRn0d2dHG7vUh76wz3zr7Ed8XEwW8Af\nmdA7FJlUQlqRlllfHqPaYOabI9mcq5m8O9rBscu23mp74taXvj3BrC+Psem4zWgNj/Vn2YRuLTKI\nMqmEuzrbjv19Ym6DLwNgSwmVXjPB99NHenNbXAAvj+rAJ4/0to+7Lt56ml2nbVkVjBYrv+fq+aQm\njVRr4bDBGTFiBG+++SYlJSX2C5KamsqiRYu49dZbW1WUQODtouSVcZ14dkS7RlPIXG9czpvzpYT7\nuhD/j9tIWHA7b/+tGyqF7es5tH39yYuXwz3dg1HWuLoGt9Aw3t01kEE1xuFfm5Mor74YQHA6r4Kv\nf88E4Olh0TjJHX8BHd0lCLlUQoFGz9s10Z0bj+fYy3bMHx1Hm0bmXTXH9MGRxP9jBF8/3peNMwcw\npmvL6nddSs8wbxbWRLX9cqaQrv/azt/X22ppxQa60T3U8XmId0RddLkqZVJuifDmpTtieX9ij8ua\nplBr7FILKjmTX3/iqcVi5f1fzgG23uIfJ6++NDIWhcx270ol8PKoWEZ3tuVqfHd3OgmNROddDg4H\nDcydO5d58+YxYMAArFYrY8aMQa/XM2zYMObOndtqggSCvzJKuRSlXMq4bsF0CfEkIavsih6Ul+Lt\nomTZhG4kZJcxvofjiT3BZkxfv6czty37lWKtgXd+TuEfo+OoMpj456YkLFbb2/vk/mEtajfSz5XH\nB0fy/u5zfLInnXb+brzyvW3wf2iMH/f3apnOP+Lr6uRwDrTmmNQvnLwKHe/vPmfPojAw2rde+qLm\n6B+qIjaqG2pnJ3qGeV3xHJoebb3sWTV+SLhQZx4X2HqltYZoZgMu37Y+av4+MpbPD2Yw985Y7ugU\nREmFliPpRVyoNPPmT2dYM63PFWmsxWGD4+rqyttvv01WVhbnzp3DZDIRFRVFRETrRCcJBIK6RPi6\n2MchWou7ugRddsXVUG81TwyO4u2fU1i1/zxhPmo+P5hhj9J6eVRsi3o3tTwzvB3f10yQrE1X46aS\n8+/xXa6419jazB4Zy5QBEfxSU4r+nu7BlzVtYVA7n1ZLtyWVSrirSxAr96Tz44kL9SIJf6yZYtA7\n3KvRtEjTB0fWyXavVsp4sJMrSw+WczCtmAqdsckksA5rbcnGJSUl+Pn5MXToUIKCgvjxxx/59ddf\nr1iEQCC4MZgxJIogDxUmi5X5m5I4m1+JVAJ/vyOGOzpdXqoVZ6WMDyb2pHPwRVfPK+M6XreuVB9X\nJ+7rGcJ9PUOumzlytdc+rUhbJ1rNYrHaAzJuj2vZ/6dboBNyqQSTxcqvZ+oGdVgsViqqm56X1RAO\nG5ydO3cydOhQjh49SkZGBpMmTeLHH3/kueeea1HyNoFAcOPirJSxaFwnlHIp7io5vcK8WDutL08N\njb6i3kinYA++f2YgR/4xgt0vDuWe7lfmSvur0S3UC5+ahLY/X1K2/tSFCooqbaH1Q2JaNm7nopDS\nK8wWnbfzkjYBXvnhlD1Jbktw2OC8/fbbPPPMM/Tv35/169cTFBTEli1bWLJkCatWrWrxgQUCwY3J\niLgATr9yB4kLR7L+yf5XPEfoUnxcnQhvZTfiXwGZVMLwmiwdO08V2Jf/etbWMwnyUNnnErWEYTVz\ntXafKbSHSCdklfG/A+cvS6fDBuf8+fOMHj0agF9++cUemRYTE0NRUeOpKQQCwc3HlYZpC1qf2irA\n8Rkl9gnDta6wIe39LqsHOizGZnDKq438fr4Us8XKPzaexGrlsoIdHDY4AQEBnDp1ilOnTpGamsqQ\nIUMA2L17NyEhjnV/4+Pjuf/+++nZsycjRozgq6++AiAxMZEOHTrQvXt3+8+HH34I2GLylyxZQt++\nfenduzevvvoqZrO5pecpEAgENzWD2vmilEuxWOGnpDyKK/UcybRlL2jJZNJLaeutpn2ArWf0yg+n\nWLg5iRM5tozolxPQ4nCU2pQpU3j22WcB6NevHz179uTdd9/lww8/5D//+U+z+5eXl/PUU0/xj3/8\ng9GjR5OcnMxjjz1G27Ztyc7OZvDgwXz00Uf19lu7di27d+9m8+bNSCQSnnjiCb744gt78R+BQCAQ\n2PI4Dm7nx87kfP71fRKf7U3HbLHiJJfak5leDvPuiuPR/x4m+UIFyTXjNg/3bUtGTsuj1hzu4Tz0\n0EOsW7eO5cuX88EHHwAwcOBA1q9fz5133tns/rm5uQwZMoSxY8cilUrp2LEjffr04ejRo5w6dYrY\n2IZLpm7atIlHHnkEf39//Pz8eOKJJ1i3bp2jsgUCgeAvw4IxcQR7OqMzWkgpqEQigX/f2/mKcggO\nae/H7EtCrUd0CGDhmAbqKzhAi8pgxsXFIZVK2bVrF0qlksjISCIjHcu62qFDB95880375/LycuLj\n4xk3bhwrV65EqVQyfPhwLBYLo0aN4vnnn0epVJKWlkZ09MXJShEREaSmptoLvzmCXq9vyWlec2r1\nCZ2tg9DZetwIGkHorMVPLWXV5O48utpWefb1cR0Y1cEXnU7Xonb+qPOxPsGYTSaKKg08NzwKk9GA\nxWJBKm1ZZoQWlSeYOXMmx44dw8PDA4vFQmVlJcOGDWPx4sV4eDRdTvhSNBoNM2bMoGPHjgwfPpz1\n69fTp08fJkyYQHFxMc8++ywrVqzgxRdfpLq6us4EKWdnZywWCwaDwZ61ujEyMjLQaDQ88sgjDmsT\nCASCGx1fK3hZrXxxSsIXrdz2Y6tsvzMyMnBza1lS2RaltpHL5ezcudMeJJCWlsbLL7/MggULWL58\nuUPtZGVlMWPGDEJDQ1m+fDlSqdQeIACgVqt54oknWLp0KS+++CIqlarO20B1dTVyubxZYwPg7W2r\nN9HSiyIQCASCpnFzc7M/Yx3FYYNz4MAB1q9fXyciLTIykgULFjBx4kSH2khKSmLatGmMHTuWl156\nCalUSnl5OR9++CEzZ87E1dUWDaHX6+0GJSoqivT0dLp27QpAenq6w268jRs3Onp6AoFAILjKOOyA\nCwkJITMzs97yoqIi/PyaD7krKipi2rRpPPbYY7z88st235+bmxs7duzg3XffxWg0kpGRwYcffsj4\n8eMBGDt2LJ9++il5eXkUFRXx0UcfMW7cOEdlCwQCgeA6QWJtrIACsHfvXvvfx44dY82aNcyYMYMu\nXbogk8k4ffo077zzDtOnT+fRRx9t8kAffvghy5YtQ62uWw1x8uTJjBkzhldffZUTJ06gUqmYMGEC\nzzzzDBKJBLPZzIoVK/j2228xGo2MGTOGl19+WdTgEQgEghuMJg1OY6HKEomkTqEfiURCcnJy66sT\nCAQCwU1DkwbnUs6ePUtCQgKlpaV4eXnRpUsXYmJaVhtcIBAIBH9dmg0aSE9PZ+7cuRw/fhwnJydc\nXV0pLS3FYrHQtWtX/v3vfxMeHn4NpAoEAoHgRqbJoIH8/HwmTZqEm5sb69at4/jx4+zdu5eEhAS+\n+uor1Go1Dz/8MAUFBU01IxAIBAJB0y61hQsXcuHChQZznNUyc+ZM/P39WbBgwVURKBAIBIKbgyZ7\nOL/99hvTp09vsoFp06axe/fu1tQkEAgEgpuQJg1OUVERwcHBTTYQGBhIaWlpq4oSCAQCwc1HkwYn\nKCiI06dPN9nA6dOnmzVKAoFAIBA0aXBGjRrFsmXLqKqqanC9RqNh6dKljB079qqIEwgEAsHNQ5NB\nA9XV1UycOBGtVsvkyZPp2rUrHh4eFBQUcOLECT755BPatm3LqlWrUCqV11K3QCAQCG4wmp34WV1d\nzYoVK1i/fj0ajcaeZcDT05MHHniAmTNnOpS5WSAQCAR/bRzONGCxWEhPT6e8vBwPDw/Cw8NFPjOB\nQCAQOIzDBkcgEAgEgiuhZfVBBQKBQCC4TITBEQgEAsE1QRgcgUAgEFwThMERCAQCwTVBGByBQCAQ\nXBOEwREIBALBNUEYHIFAIBBcE4TBEQgEAsE1odkS0zcyd999NyUlJYSFhf3ZUgQCgeCmIiMjA29v\nbzZu3OjwPk0anL179zrc0MCBAx3e9lpRUlKCRqPBYrEglTbdmdObzMilUmRSyTVSdxGLxYJWq8XF\nxaVZnX8mQmfrciPovBE0gtDZ2jiis7EqAk3RpMGZNm1anc+1iTudnZ2Ry+VoNBpkMhnu7u4cOHCg\n2YN98sknLF++HIVCYV+2cuVK2rVrx9y5czl48CBubm7MnDmT+++/HwCDwcDChQvZuXMncrmcSZMm\n8eSTTzp0cmFhYWg0Gj799FNUKlWj2yVml3HP+/tRyaXc3yuUB29pS0ygm0PHaA10Oh1JSUl07Nix\nSZ1/NkJn63Ij6LwRNILQ2do4onPSpEktbrdJg3Np8bXvvvuOdevW8dprrxEVFQVAVlYWc+fOZdiw\nYQ4dLDk5meeff56pU6fWWT5r1izUajX79+/nzJkzTJ8+nc6dOxMbG8uyZcvIzc3l559/pri4mClT\nphATE8Pw4cNbeq6N4uokR62UodGZWLX/PKv2nyc20I17ugdzd/dgAtyv3xtDIBAIbhQc7tMtWbKE\nhQsX2o0NQGhoKPPmzeOjjz5yqI3k5GQ6dOhQZ5lWq2Xnzp3MmjULJycnunTpwujRo/nmm28A2Lx5\nM0888QRubm6Eh4fz8MMPs27dOkdlO0Sknyu/zh7Gi7e3p42HzbicztOweOtpBv/nF1b8nILOaG7V\nYwoEAsFfDYeDBkwmE+Xl5fWW5+fnO1SmoLq6mvPnz7N69Wpmz56Nu7s7U6dOJS4uDrlcTmhoqH3b\niIgItm/fTnl5OUVFRURHR9dZt3btWkdlA6DX65vdRi2Daf1DmdI3hPjMMr5PzGNbUgEavYmlO86y\nPj6LeaPaM6S9b4uO3RJ9juj8MxE6W5cbQeeNoBGEztbGEZ2OjI3/EYcNzvjx43nppZd4+umniY2N\nxWq1kpiYyHvvvcdDDz3U7P5FRUX06NGDBx98kBUrVpCYmMiMGTN47LHH6vkIVSoVOp2O6upqAJyd\nneutawmpqakt2t4F+FsUjAn15qukSralVpFZWs0TXyTQL0TFtO5ueKpavxZQS3X+WQidrcuNoPNG\n0AhCZ2vTlE6tVoubW8vGuh02OC+++CJKpZKlS5dSUlICgJ+fH4899hjTp09vdv/Q0FDWrFlj/9yr\nVy/GjRtHfHx8PQOi0+lQq9V2Q6TT6XB1da2zriVER0dfdlXSW7rDE3kaXvnxDEcyyzmQreNUkYmH\nbgnhvh5tCPZ0br6RZtDr9aSmpl6RzmuB0Nm63Ag6bwSNIHS2No7odHFxaXG7DhscmUzG888/z/PP\nP283ON7e3g4fKCkpiX379vH444/bl+n1eoKCgjCZTOTm5tKmTRsA0tPTiY6OxtPTEx8fH9LT0/H1\n9bWvu3QcyRGcnJyuKCKka7iK9U/68uXhLF7/MZlynYkPfjvPB7+dJ8hDRY+2XnRv60mPMC86tnHH\nSW7r/Wh0Rk7naUgv0mI0W1DIpPi6KvF1dcLH1Qmz2UpehY59Z/PZf6aUCzvi0ZutOMmlKOVSnBUy\n3FUKPJxtP2191HQK9qBzsAfeLso6Gq1WKxU6E8WVeqoMZnxqjqOQtX7o5ZVez2uF0Nl63AgaQehs\nbZrSeTlh3S2a+Hn27FlOnjyJyWTij4VCJ0yY0OS+arWad999l7Zt23L77bdz6NAhtmzZwpo1a9Bo\nNCxZsoRXX32VlJQUfvjhBz7++GMAxo4dyzvvvMOKFSsoKytjzZo1zJ49u4WneeVIJBIe6tOWWzv4\n89m+dL44lIlGZ+JCuY4tJy6w5cSFmu3AW63EaLZQoTNdNT3+bk74ujohlUKRxkCxVo/RXPd/IpdK\nCPNR4+fmhKuTAjeVHCe5FIPJgs5kRm+0oDdZMJgsWLm4r1QiwUkhw8dFSaCHiiAPFf5uTjhJrRSU\nGHEu0uLrAW5OClQKKRLJtZ+7JBAIbjwcNjgff/wxS5cuxcPDo15XSiKRNGtwIiIiWL58OcuWLWPO\nnDkEBASwePFiOnbsyKJFi1iwYAFDhgxBrVYze/ZsunbtCsBzzz3H66+/zqhRo5BIJEyePJlRo0Zd\nxqm2DgHuKl4e1YEXbmvPyZwKjmWWcjSzlKMZZeRV6LBaoVhrqLOPj4sSlUKG3mShRKvH8oei3m29\nnIl0t9I3NhQfN2e7Eag2mqmoNlJebaS0ykBKQSXpRVqsVijQ6CnQND3waLJYOVeo5VyhtnUvws/F\n9j/lUgmuKjmuTnJ8XJ0I9lTRPsCNrqGe9Iv0QaVo/bEugUBwY+Kwwfn666959tlnHZ502RDDhw9v\ncP6Mp6cnb7/9doP7qFQqXnnlFV555ZXLPu7VwEkuo2eYFz3DvOzLcsuqSSmopKBCh1wmIcjDmXb+\nrvi4XvSBmi1WSqsMlGgNyKUSPJwVuMitNZOs2jbbzdbojJzKreBcoZYSrc3g+Lg64eOixNfNCV8X\nJ1RKKSVaA1kl1ZwrrKS0yoBWb6JSZ0JvsuAkl+Ikl+GkkOIkl6KQSZHW9FIkEpuh0hnNFFUayCuv\nJrdMR1GlHr3JUk+PyWKlrMpIWZWR7NJqErLgxxN5ALg5ybmtYwDDYvwZ3N4PD2dFvf2vB3RGMyVa\n2/+kWGugRKunuNKAk0LGyLgA/MU8LIGgVXDY4JSWlnLnnXdeTS03PG08nWnTTBCBTCrB19XmDqul\nJVF3bioFfSJ96BPp0+R2/m4qYgPduY0Ah9tujorKKo4mJhESEY3BKqNSb0KjM1KpN1GhM1Go0ZNd\nUsXJ3HJSCirR6E18dzSH747m4CSXckenQB7oFUq/SB+kVymFkNVqJbWgkqMX9KQYL6AxWCmrNlBt\nsLkRqw1myqouNS4GqgyNz7FasOkkA6J9uad7MAOjffFzcxIuRIHgMnHY4Nx222388MMPzJw582rq\nEVzHKOVS3JykhHg5N9sTyyvX8UNiLjuT84k/X4reZGHT8Vw2Hc8l2NOZ+3uFcE/3YMJ8Wh7p0hBn\n8jR89XsmP53MI7e81oCXXlZbnmoF3i5KCiv0aPQm9qQUsSelyL7OS63ErcaNaPttGx+r/an9XNtO\nO383lPKrmzfLbLEilSCMoeC6xmGD4+bmxgcffMC2bduIiIiokw8NbJkIBIJaAj1UTBsUybRBkZRX\nGdmcmMs38VkkZpeTU1bN8p0pLN+ZQhsPFVH+rrjXROJ51v5W10bnKW2/1QqsVitn8zVklVSTX6FD\nqzdRVm3kRHY5aUV1x6kk2IyDj6sTns4KnJUynBUynJUyPJ0VeLs44e1S+1uJj6sSbxclns4K5DWR\nfTqjmZ3J+Ww8lsPuM4V13IctwdVJzsBoX4bH+jOgnS9tPFRXbBgKKnRsPZnH1pMXSMmvpFhrQCaV\n4K6S11w/JYHuKnvQR0ygG91DvfBQX59uTcFfA4cNjlarZcyYMVdTi+AmxUOtYFLfMCb1DSP5QgXf\nxGez4Vg2pVVGcst1l/RIroxgT2fu7RnC0GgvTMUZdOnU6YpCT1UKGaO7tGF0lzZUGUy2EPdCLRU6\nI5U6Exq9CY3O5lbU6Ex2F6Ntme0zQKXexLakPLYl1YxtqeS09Vbjo1Zg1FXic/okzkoFaqXMbnhr\nfyvlUkq1BoorbS7A4ko954u1xGeU8odA0ZrxQSOlVUYobjiTb6SfC7eEezO6Sxv6Rfn8KdnRBX9d\nHDY4ixcvvpo6BH8ROgS5888xcbx8Zywncso5cr6UvAod5dW2nkNFtZGyaoP98x8DFaQSCPZyJsBN\nhZtKjtpJTmyAGz3DvegTYXuA6nQ6kkpa90GqVsrp0daLHm29mt+4BqPZQl65jt9SCtmVXMC+c0Xo\njBY0OhNJuRUXN8zOvyxNLkoZt3YIYGC0L/7uTpgtVip0RiqqbfOx8ip0XCjXkVNaTXqxLboxrVBL\nWqGWr37PIsxHzcujOjCyY4BwxQmuCS2ah5OSksLq1as5f/48b731Fjt27CAiIoIBAwZcLX2CmxSF\nTOrQA1xnNFNeExpuNFuI8nO9YUKtFTIpod5qJvYJY2KfMHRGM2fzNZzNr+RCWTUXyqrILyrGxc0D\nMxKq9Cb7uZZXm6ioNmK0WPB0VtgjEX1clfi5OtE/2pch7f0cvhYVOiMJWWUczSjj59P5JGaXk1Fc\nxYw1Rxga48d/7u3yl4jG0+pNnM3XcCZPw4VyHaHeauKC3OkQ5CaM7jXAYYNz4MABZsyYwYgRIzh+\n/DgGg4GCggIWL17Mm2++KSLYBFcFlUKGSiG7KUpEqBQyuoR40iXEE2i+5ojVasVqpVUi+txVCga1\n82NQOz+eHdGOpNxyXv8xmX2pxew+U8jI5b+xdEI3hsX4X/GxrjWlWgM7k/LYfrycnL2Hya/Qo9GZ\nUDvJ8HZR4uvihEQC2aXV5JRVN9hGsKczA6J9iAl0JybAjfaBrvi5iojE1sZhg7N06VJmz57Nww8/\nTPfu3QF44YUX8Pb25r333muRwSkqKmLMmDG8/vrrDBs2jOzsbObNm0diYiL+/v7MmTPHXmOnvLy8\n0eJsAsHNjEQi4Wo97zq28WDN1D5sPJ7DPzcmUVplZMqq35lzRyyPD468rh+0VquVUxcq+OV0Ab+c\nKeRYZmm9ydQAhioLZVVG0hqY+OylVtDG05nMkio0OhM5ZdWsi8+us423i5I2niqsVrBYwWKxYrTY\nXLx+rk6E+ajpFe5Nnwhv2nqrr+trdr3gsMFJSUlhyJAh9ZbfeuutLF26tEUHnTdvHmVlZfbPzz77\nLP379+eTTz5h//79PP/88+zcuRNvb2/mz5/faHE2gUBw+UgkEu7pHkKvMG+e+PwIpy5UsHjraX4/\nX8J/7utaL1/fn01xpZ5vj2bz+cEMskrq9lQUMgmxPgr6x7ShXaAH7io5VQYzRZV6irUGzBYrwZ7O\nRPi6EBvoZp9PZbVaScqtYMepfE7mlHM6T2PvBdVOBm6ItEIth9JL7EYqwN2JB3qFMm1QZIMTnCt0\nRraeuMCGo9mczi1H+10+cqkUV5UcNye57XdNqH1tWL27s4IwbzWxQW7EBbnfFAbNYYMTEBDAmTNn\n6tStATh48CBBQUEOH/DLL7/E2dnZvs+5c+c4e/Ysa9euRaFQMGTIEG655RY2btzIhAkT2LlzJz/9\n9FO94mzz5893+JgCgaBxQr3VrH+yH39fn8gPiRfYmVzAoDd2MbJTIMPb+eBhrJ9h4nIxmCyUVhko\nqtRTojWg1ZsxW6xkl1aRUlBJakElhRq9LRuGQoaqJhuGzmghMbusTk8m0F3FsFg/hsX40zPElfOp\nZ+jYMapFkYkSiYROwR50CvawL9PojKQUVHImT0NxpR6JRIJUIkEqsY3LWaxWCjV6Tl2o4EhGKVUG\nM/kVet7Zlcr/9p/ngV6hDO/gj8UC5worOZRezM7kAgx/CIAxms1UG80UNpOiCiAuyJ3pgyO4u1vw\nDW14HDY4jz/+OPPnzyczMxOLxcJvv/1GTk4OX3zxBfPmzXOojfPnz/Pf//6XdevWMX78eADS0tII\nDg6uc5NERESQkpJCRkZGo8XZWsLNUOzoekDobF2uJ51S4M17OtAnzIPXt51FazDbs0RIJdA1/nf6\nRnoT7qMm1MuZMG813i6Keg8/s8XK2fxKjmaVcSa/khKt0Z7VobTKeMUJbZ0VUsZ2CeKBnm2Iu2Sg\nvzWvpQKI83cmzr/50iMms4XkvEq2JeWz9nA2FToTn+xN55O96fXblUkYEu1NO1cjMeHBSGRyKvUm\nW9opvdkeSl/7ubTKSEZJFRU6E6cuVPD81wlsO3GBRWNicb/KaaL+9AJs9957L76+vqxcuRJnZ2eW\nL19OVFQUb731FiNGjGh2f5PJxOzZs5k3bx6enp725VVVVXUKrMHFImtVVVWNFmdrCTdDsaPrCaGz\ndbmedMap4L07fNiXpWNvlo6UYiMWKxzLruBYdkWdbVVyCf4uMtyUUuRS0JmsZJabqDY1MKDSCEqZ\nLTu5t0pKsLucEHc5vmoZZosVg7n2ByxWK7G+SroGKFHJzVCaxakGEkn8GddSCtwZDP3u8GF7WhU7\n06op0dl6M55OUqK8FfRu40S/EBWuSik2k1YKVkBZ8+P2xxZt21mtziQXGfnudCXH8gz8dKqAhMxi\nXh7gRYh7i4KML4s/rQDbqlWrGDVqVJ0iai3h/fffp0OHDvXGgZydnRstwNbUupZwMxQ7uh4QOluX\n61ln/54wGygs17Lp4GnSq504nV9FZkk1mpoJrbUGpiG81Aq6BLvj71aTycHFlhLIx0VZk+FBiZda\n0Wr1mq6XazmwF/zLakVntCCTSuqlNLocnZ2A+4ZYWXs4mzd+SiGv0sy83aX8++6OjOjgdxXO4joo\nwPbuu+82mOnZUX788UcKCwv58ccfAaisrOSFF15gxowZ5OTkYDAYUCptg5Tp6en06dOHsLCwRouz\ntYSbodjR9YTQ2bpczzr9wFZWvSZ022q1pfc5X6wls6SK7NJqKnRGjCYraqWMtt5qeoZ7Eenr8qeM\nNVwv19K5GW/c5eicNqQd3cJ8mLHmCEWVBp7+OpFH+oXx4sgY3FRXx8X2pxVgGzJkCGvXruWpp57C\nw8Oj+R3+wLZt2+p8Hj58OPPnz2fYsGH89NNPLF++nOeee44DBw5w6NAhFixYgKurK7feemujxdkE\nAsG1RSKR4OWixMtFSfcWZF0QtA69wr3Z/PRAnvnyGEcySvnfgQx+SLzAzGHR3N8r5KoZntbCYYOT\nkZ9VMJMAACAASURBVJHBli1bWL16Na6urvW6WXv37r1sEe+88w7//Oc/6devH76+vixdutQexdZU\ncTaBQCD4q9HG05mvHu/LO7tS+fDXcxRrDbzywymWbD/DPT2CmdwvnPYBLRtbuVY0aXDeffddpk6d\nirOzMxMnTmzVA+/atcv+d3BwMJ9++mmD2zVVnE0gEAj+iihkUl64rT0P9Arh7Z0pbDqei9ZgZs3B\nTNYczKRPhDeP9A/n9rgAe/bz64EmDc57773Hgw8+iLOzM/fcc8+10iQQCAQCBwjxUvPm/V2ZMyqW\nr+OzWHswk5yyag6ll3AovYRgT2ceGxDOhN6h14W7rUmDY/1j/nOBQCAQXHf4uDrx1NBonhgcxa7T\nBaw+cJ49KUXklFXz6pZk3t6ZwvAO/vRo64W7sxyrlZpyGra5P7by82Y8nBV0b+vF8HZXZ3yu2TEc\no9GIwdBweodLqY0wEwgEAsGfg0wq4ba4AG6LC+BsvoZP96Sz4XgOGr3JXnG3edLZPqvfVdEnsTbR\njYmNjXU4tDE5ObnVRLUWgwcPRqPREBcXd1khfNcKi8WCVqvFxcVF6GwFhM7W40bQCEJnUxhMFooq\n9VTojFQZ/p+9846Pqkr//2f6pHfSSQUSQu9N6aJYQEVZEXUtuCiKhS8r6OLqyi7qosu6YgULiIKg\ngtJBIEBCGqT33vskM5Pp5f7+uHduZjKTmTszAZXffb9eeb0y7Zln7j2f55zznGaAkdofiMfl0H98\nLgccDgd6AwGxgIuYQA8olUq7fpaWlsLT0xMXL15k7IvDHs4HH3zg0jTo3wOBgYEAXJsvfiPhcrlO\nr9j9LWD9HFr+CH7+EXwEWD/tIeRzEeHvgQg43qrHHEd+enp60jGWKXZ7OMnJybh8+TKCgoKcMsrC\nwsLCwjIQu01/dtIACwsLC8tQYbfCuffee393ezyxsLCwsPwxsZtSY2FhYWFhGSp+36PpLCwsLCw3\nDWyFw8LCwsJyQ2ArHBYWFhaWGwJb4bCwsLCw3BDYCoeFhYWF5YbAVjgsLCwsLDcEtsJhYWFhYbkh\nsBUOCwsLC8sNga1wWFhYWFhuCGyFw8LCwsJyQ2ArHBYWFhaWG4Ld83AOHDjA2NDKlSvddoaFhYWF\n5ebF7uadCxYsYGaEw8Gvv/46ZE6xsLCwsNx8sLtFs7CwsLDcEBweMW1Oe3s7ampqYDAYAJAHtGm1\nWhQXF2P9+vXXxUEWFhYWlpsDxj2cffv24Z///CeMRiM4HA59GiiHw8H48eOxf//+6+ooCwsLC8sf\nG8az1Hbv3o1nn30WhYWFCAoKwoULF3D06FEkJSVh8eLF19NHFhYWFpabAMYVTkdHB5YtWwaBQIDk\n5GTk5eUhMTERmzdvxsGDB6+njywsLCwsNwGMKxx/f3/I5XIAQFxcHMrLywEAkZGRaGtruz7esbCw\nsLDcNDCucObPn4/XX38dZWVlmDFjBo4cOYJr165h7969CA8Pv54+srCwsLDcBDCucDZt2oSkpCSU\nlZVhwYIFmDZtGlavXo2DBw9i06ZN19NHFhYWFpabALfW4SgUCohEIvD5Ts2uvmEsX74cEokEMTEx\nv7UrLCwsLDcV9fX1CAwMxOHDhxl/xqmaoqKiAkVFRdDr9RhYT/0et7aRSCSQy+UwGo3gcp3fNq5H\nqQUHgL+ncEj8IQgCEoUWQj4XPmIB/bzRaIRCoYCXl5fTfhIEga4+LTyFPHiJhqbiJwgCnXINfMQC\neAh5Q+Kn0Uigo0+DAE8BRHye4w8wQG80okuuRZC3EAJevz/u+KnVGyFRaBHiIwKPyxkSP9U6A6Qq\nHUJ8ROBy+m2646dSq0efRo8QbxE4nKHxs0+th1pvQJCXkLbpjo8AIFPpoDcSCPQaGg0BtnXproYk\nCi0EfC58zXTpDoPp0l0/benSHQbTJRM/lUql09/HOEJ99tlneP/99+Hn5wcvLy+L1zgczu+ywomJ\niYFcLsfu3bshFoud+uyV6m489HkGAODIutkYH+3vtj8/57dg/Xe5EPA4OPvyXMQEkddRrVajuLgY\nKSkpTvv5xeVa/ONoCXxEfFzYOA9B3iK3/Xz3ZBk+ulCNMF8xzv/fPLpwu+PnXw/lIy2nCSNDvXHi\nhVuHJJg/8VU2Kss6EBQfiD1rZtBB0lU/jUYC936UhsomKUaNC8eHqya57aNGb8Bt/7mI+m4lZs2K\nxRv3pNCvueqnVKXDgu0X0K3Q4p4lo7BufqLbfrZKVViwPRUqnQHv3j8OD06NdstHAChvk2PpB5dg\nMBL44s9TsCAp1G0/M2q68afPSF0eXjcbEyhduuPnL/kteJ7S5ZmX5iI22MvxhxzwZVot3vylBN4i\nPlLNdOmOn/8+VYad56sR6ivC+f+bB0+h+w3MVw4VIC2nESNDvXF8/S3gUw03Jn4+8sgjTn8f4yr2\nwIEDeOGFF5CZmYlz585Z/N1s+6gZjAT+cbSEfvyv46VWPTpnUesMePt4KQBAZyDw71PlbtkDgB6F\nFjvOVgAA5Bo9/neuym2bjRIldl2uBQC0ydT4Iq3WbZtFzVIcvNoEAKho78MP1P/ukFrRiXNlHQCA\njBoJzpd3uG3zp9xm5DdJAQBHC1qR19jrts2v0upQ3022BL/JqEddl8Jtmx+eq0S3QgsA+PhCNbr7\nNG7bfPdkOVQ6cgeR986UQ6U1uGWPIAi8dbQEBiOpm23Hy6A3GN2yaTAS+Mcv/brcNlS6PFEGgNLl\n6aHSZSUAoG8Idfn5JVKL7TINvrg8NLr8/mojAEqX19zXpSMYVzg9PT1YunTp9fTld8P3OY0obZXR\njzNr3Q9on1+sQYtUTT8eioC242wFZGo9/XgoAtrbJ8qg1fcHBncDGkGQlbd5XHA3oOkNRmw1axAA\n7gc0hUaPd0+VDbDpXkDrlGssgo3e6H5Aq+1S4Kv0OvrxUAS03IYe/JTbTD9ul2ncbmicK+vA5aou\n+nFlh/sB7dDVRpQM0KWp0eEquy7VoLlXRT8+VtCK3IYet2z+99dKSFU6+vGQ6PKkpS4/Sa1Bl5u6\nfGuALt8/UwGlVj/4h4YAxhXO4sWLcfTo0evpy+8Crd6I/5whew13jgvHtLhAAO4FNKlKh09SqwEA\nj8yIwYhh3pRN1wNaU48S32Q2AACem5+IUF+R2wGtqFmKY4WtAICNS0bBW8R3O6ClVnQiq1YCANhy\n12jwuRy3A9rhvBZUdvQBAN6kUlTuBrQ9V+rRLtNAwONgy12jAbgf0D5JrUafRg8fER8bl4wC4H5A\n23G2AjoDgVBfEdbNTwDgfkDbTpWZEcO8sXrGcADuNTQIor8HPy0uEHeOJZdNuBPQtHoj3jfpcmw4\nplO6fPuEe7r8+AKpy9UzhmNkKKXLE2Uu67K5V4VvMuoBAOvmJ/Tr0o2MRlGzFMcKbOjy10qXbV6s\n7EKmmS4FPM6Q9ZzswbjC8fHxwccff4y7774b69evx4YNGyz+bhZ+zm9Bh1wDDgf465JReHVpMgD3\nAtp3WQ1QaA0QC7h4afFIbLojCYB7Ae2rtDoYjASCvIR4bkEiXl48EoB7AW3XpRoAQHywF9bOTcDa\nufEA3Atou6g0wJSYADwxOxarZ5AzBl0NaARB0H4uSQnFY7Nicec49wKaVm/EV+mknyunRuOJ2bFu\nBzSZWocD2WS64slb4vCXW+PdDmgtvSocpQLP8wtG4Ln5I9wOaMUtUqRVdQMANtw2Ci8tGul2Q+NS\nZRfK2shF4q/cnoS/3j7K7YB2tKAF7TJSlxuXjMJmM10ecjFFu99Mly8vHkXrMqtWgl9LXdVlLfSU\nLp9fMAIbFlMNjULXdbmbumZxlC6fmUc2NPZlNqDWZV2SGppM6fLh6aQu3e05OYJxhaNQKHD33Xdj\nzJgx8PLyglAotPi7GbAIZqPDEBPkhQnR/hYBzdlUkM5gxFdpdQCAFZOjEOglxIKkYW4FNLlah/1U\nMHtkZgzEAh7unxTlVkBrlfYHsyfmxIHH5eDJOfFu9ZxKW2V0WuWpW+LB4XDw/IJEtwJaWlU3Hcye\nvpWsEP+6xL2AdqywP5g9OYf0092AdiCrEX0aPUR8Lh6ZEQM+j+t2QPs6nWxkBHgKsGJyFDyEPLcD\nmimYxQZ5YvHoUAR5i+iA9k1GPT3+5AymMcBJw/0xOSYAMUFeFgHN2YYGQRD0+MVto0MRG0zq8i6L\nhoYLuqRSk/dPInU5f9QwzIindHnSRV1mkbpcPYPS5WQzXR53XpdtUjV+yW8B0K/LJ2bHmTU0yhxY\nsKasTYZLlaQu19wSR+vSZwh6To5gXOFs27bN7t/NQHp1fzB76pY4+nnzgPZlunMB7XhhK9pk5NjN\nE7NJmwMD2pEC57YGOpBNBjMhn0v3GPg8Ll65vT+gXajodMrm1+n10BsJ+HsKcP+kKACAh5Bn0XMq\nbJbZM2GFKZjFUMEMgFVAa5Q4F9B2XSYbBBOH+2NyTCBl3zKg9Sp1g35+IGQjg/RzUXIo4qgZSgMD\nmlrHPKDpDUZ8SaUM75sURc9Qmj+qv6Hx7qkyGI3Mg0+fRo9vs8gU6iNUMANgEdDePelco6BdZh3M\nAFgEtP+er3HKZnmbHBepsrfmlnj6efOA9uF55xoaV6q76THVp8xsbqR02SHXYG9mo1M2jxe2opUa\nU31ijpku7yB1WdXRhx+vNQ/6eVt8n9ME+QBd8ric/oZGnQQXK7udsvn1lTozXUYCgEVD43hhGwqa\nnBsL3k2V9+hADyweHQaA1OVas55To0Q16OfdwamJ4K2trXjnnXewZs0aPPnkk9i6dSuqqtyfgfF7\nwZQCGR9NtsxMxAR54aFpZG77q7Q6i8E7pjYXJg1DfIg3/fyEaH8sHUve7K/SG5xq+XyfQ9q8d0Ik\ngs2mQS9IGoapsaTfpp4aEwiCwEHK5sPTh1vM8V8xORoJIWQQ/jqjgbFNldaAn/PIYPb4rFiLadBP\nzI5DsDcZ0MwHwB3RJlXjQjkZzJ6cE2fx2vqFI+Ah4KFPo8dBJwJFcYsMxS0ymzY3LhkFLgfokGvo\nwMyEy1Vd9ASRJ+fE0s9zOP3Bp6K9D2nVEsY2Txa1Qa7WQ8jjYvXM/oXMPC4HG5eQNq/UdKOoWcrY\n5k+5zdAZCPiK+VgxOYp+3kPIw4uLyIbGqeIOdCqZV7amchQd6IHbUsLo54O8RXSP9EB2o8WguiMO\nUDbHR/lhygBdrqJ0+U1mI3ROVOAmDS1IGoYEM12Oj/anx5x2Xa5xTpeU1pdPiECIT78u548ahmmx\nZEPjyyvMNWSuy1XThltMg75/chStS1ODiQlqnQFH8k26jLPSZYgPqctvspyrwJnCuMLJzs7GHXfc\ngatXryIhIQHx8fHIy8vDfffdh6tXr14X524kBEEgs5Zsfdw1NtxqMd0Ts+PAoYLPiaJWRja1eiOu\n1pNpjrvGW+839+QcUoCVnQoUdmgZ2ZQotKho77Npk8Ph0DbTqrpRTvXWHFHV0UdPs71rXITFazwu\nB49TPbOTxR2QqJgFn9yGHmiplMSdA2x6CHn04PT3VG+NCab7I+Rz6R6TiUAvIe6fTLYAv81qoqfj\nOrZJBv1gbxHd+zARE+SF26gW4JdpdYyDj8lmUpgPEof5WLw2cXgA3ZjZ40SrPLOG/O3T4wMxzMdy\nXcTCpGF0z+xLKn3rjM2FyaFWazrunRiJQC8hDASBk1XMe6EZ1D26Y0y41Vqr1TNiIOJzodQa6EDq\nCIIgkFlDXs87x9nQ5RxSl519WlxpVNsyYYWFLsfZ0CWV3aho76PHtxzRo9CivF1O2bQs7xwOh7aZ\nUduDeimzyra6sw9dfYPr0tQzO17YijYps9+e29BLN5gHxg8PIQ+rqUzBD7ktUOncm8ZuC8YVzrvv\nvotVq1bh+++/x6ZNm/Daa6/h0KFDePjhh7F9+/Yhd2yoYNpAaZSo0C4jc8vTBgQeAIgN9sKCUcMA\nMBd1YbMUGurmTosLsnp90nB/jI/yAwAcZyjq7DpSfDwuB5OGB1i9vnh0KKICPACAHgh3RBZl01fM\nx6hQH6vX75sUCT8PAfRGAqeqmflpshkf4mXR2jPx8PQYCHlcyDV6xutyTL99QrS/zd0K/jyLFGCr\nTIPMZmbjBNlU5TA9LtDmiv3HZ8cCAEpaZciuYzZGYm7TFqbU6qWqbjTJmFW2pt9uaimbw+Vy8OdZ\npJ+/5LegU+74txuMBHKooGurvIsFPDw8nWwUnK1RMhojkat1KKF6i7b8DPAS4j4qLfQVNR7liKYe\nFZ2StqWhmCAvLKQWlB6rVDJqFBS1SKHWmXRp7eek4QH0Qm+mGrLQZYy1LhclhyI6kNTl8UqGGqol\n74+vmI9RYTZ0OTGK1qVpZhxTP+OCvawaLgDw8IzhEPK46NMYcL5u6NNqjCuc8vJyPPjgg1bPr1y5\nEqWlpUPqlC1KSkqwYsUKTJgwAcuWLUNeXh6jz5V1aXGyuN3h+0ytZ08hDykRvjbfY2rp5zX24gKD\ndTmm6cCR/h6I9Pewep3D6e895LRoUNTieIzEZHNMhK/NrWx4ZsHnx2vNqO92PIvFZHNqbCC4NnYA\n8BTy8adp5MrzU9VKRrNYTDZtBR4ACPER4e7xZKtt1+UayNWOW32ObCYO88bckSEAgB/L+hymPgmC\noCtGUypyINPiAjE6nCwPH/xa6XDcRa0zIJ/KqU8dpMJZkhKKCD9S7AdL+hwGyXaZGnXU4P1gNu+f\nHAUfER9ag5Ge6muPsjYZ5NQarqmDXM/VM2LA53LQpyPwDYPe2NX6Hpguz5RBrqepUdDUo2I069PU\nW/QQDK7LJ6hGQVWPjtEYiakcRfiJERXgadfmr2UdjMZITDZTInzhPYguH5tJ2rxYr2I0GSOLiklT\nYgNt7szhIeTRqf59mfXokDvu5fRr3fb9CfYW4Z4JpC5/qVCiTz2063IYVzjh4eGorLSevVBRUQF/\nf/e3fbGHRqPB2rVrcd999yE7OxuPPPIInnvuOWi1jtNQRgCv/FSCwib7uW3TjZgcE0Bv7zCQ2YlB\nGBtJ9khe2J/ncKqwqcDYakWZWDo2HJH+YhAAnttf4LDQ0EHXjs0HpkQjwFMAjd6IJ7/OsRvMCYJg\nZPOxmbEQ87mQawk8t78QGv3gLV6dwYjchl6HNp+6hcwhN0pUeHF/nt0Wb49ZKtGezb9QU7lre/V4\n46j9WUHVnX2QUKlEW61ngGwUmAZTL1d10WtWBiO3oRc6A/mdg1WMfB6XHvy+3Kh2OOBtuj9CHpfe\nymUg3iI+HqHGdr5Iq8WRPPvjWCabQV5CeixgIKG+YiwbT6YUd5yrxqVK+xNRTK3npDCfQfcfHBXm\ngwVJZKZgy+Eih8HcpKHJMQEW++WZMzMhCGMiyB7Axh+LHU4VZlLe7xgTjuhADxAE8Je9Vx3r0k4P\n1MSDU0ldao3As9/lQ+agkcVIl7NiIBZw0aPUYe3eqw51eZXu1dou7wClSw4HHUoDNvxQxDg9zQTG\nFc6qVauwZcsW7Nu3DwUFBSgsLMTevXvx97///brvo5aRkQEul4tVq1ZBIBBgxYoVCAgIwPnz5x1+\nVsAFNHoj1uzJgcLOWIG9lIUJDoeDnasmwd9TAKlKh6f35gw6ddJRysKEkM/F/1aOg4jHQZtMg+e/\nzR00SPZp9ChukVI2By8wfh4C7Fw1CTwuB1Udfdj0Y+Gg723qUdGzdez5GeHvgW3LyQWReU1SbDs+\n+HTMomYpvU2KPZvJ4b54nVpk+WtZBz6+MPgEFEcpCxOzEoLxzK2xAIAf81rpSRu2cJSyMHH3uHA8\nRPXwPrpQjbMlg/eYLVIWvoPvlfXnWbFYlET2xt4+VUkHAns2x0f70bPTbPHiopF0+f3roQJUd/Y5\ntDltkFSiic23j8RwXz6MBLBu3zW7gTe71nF5B4B3V4xDpL8HNHojnt5z1YEuHdvkcDj4z4qx8BFy\nIFPr8fQe+7rs/+2Da0jI5+KT1ZPhIeChVarGcw51KXPop69YgP88MAY8DlDdpcTmH+zpUklPPLFn\nM9zPA+89MAEAcK2hF/86Nni2qbhFRutysHQvACSF+eLVO0YAAFIru/GRk7MK7cF497fHHnsMSqUS\nH374IXp6yEIQEhKCtWvX4tFHHx0yh2xRW1uLhIQEi+fi4uJQWVmJJUuW2P3scD8BqrgctMnUOFPU\njNtTrDcQ7JBr6JTF+EhvqNWDi2qYFxf/WTEGj+/JRUV7H65Uttvsnpa2yumUxfhwL7s2EwKFeGaK\nL3ZkSpFZK0FpswTxNjYQvFLVTacsxoR52rU5Kcobf12ciG2nKnGisBWt3TIE2NixN62CDJ4eAi4S\ng0R2bS4Y4Y/lo7xwuFyB73Ma8fKCOAj51m2W9Eoy3RjuK0KwB9euzQcnhiKvQYKf8lrxbWYDnpwZ\nZTMApleRrevkMG/wCT3Udrr6T8+KRGZFK661abAvox7Lxw2z+b4rlM2J0X7QaTWw197cfFsiSpql\nyG+W4ZuMOsyJ97P5voxqcn3DpGhfu78bAN66MxElzRK0yA34LqMOKaHWaVfSJtnKnxjl2OaOB1Kw\n7ONMdPZpcTCrHi8uTLB6DzkQb7LpY9emAAZsmuOPjWd7IFPrceRaIx6ZHm31Po3OgNxGMi5MiLRv\n05sP7PzTWKz4LBttMjVOFzbjjjHWuuyUa+jeyvgIx7rcMNMfb6T2oLKjD+mV7ZhmQ5dlbWa6jHCk\nSxG23pOEDT8UI6tWgtImCeJt9AYzqrrpXsBYB1qfGOGFR8f74Ms8OTk124EuxXwuEgPt63LhyACs\nmRODzy/X4+DVJmxYGG9TlyaboT4iBHtw7Nq8f1wI0koaca5OhW8z6/HULGtdurILv1PbjT7zzDN4\n5plnIJFIIBQK4e3t7fhDQ4BSqYSHh6UYxWKxQ/EBgJjPQVKQAEWdWhzOqkI0uqzek07NbuFzAb6s\nGcXF9qfA+gKI8uGhSW7AoSvl8FRYt46PV5FC8RVxoWyvRXGH/d2RZ0WL8UWuDDItgQMXi3HPKOuC\nfaqInAUz3JePltoKOJqom+JpBJ8L6I3Ad6kFmBtjHdDO5pM9psQAPirKHI/FLU30xOFyBZRaAw5d\nzMP4UOsJAReKycAzwp+D4uJihzZnBevwE4AWqRonruQjxs96i/i0cjJAxnkbGNm8PdET19o0KGyR\n4fLVAgSIrXsGGdVkxThcrGFkc044kN8MpFd14Vp+EUR8y3tqIAhco3oq4XwlI5vzYz2wr7APZ0vb\nsDLBYHF8AQAotEZ6G59hHBkjm9PD+ThaqcXJgiYsDrPWSItcj24FWb0G6CUoLrY/mzHUi4+JoQJc\nbjTg6LU6TPK2Hmss7dLSqUQfdTuKi611NpDkYAEKO7Q4nF2F4Rzr919ponTJAQRyx7ocO0yEKF8+\nmmR6HEovg5fCesznhEmXQg5UDHQZzSHgK+JCpjFi/6ViLLOhy5OULqMZ6nJhnAe+KZBDZwS+TS3A\nPDu6HBHIR2W5Y11O9Tfgc4CxLktKSqxeH8gdiZ44V6dCq0yD4+n5iPW31KVCoYCPz+CZAVs4VeGc\nO3cOY8eORUhICA4cOIDjx49jzJgxeOGFF67rbgMeHh5WlYtarYanp+0Bv4EsGReJol9rkd9pQFLy\naKsBuHMdNQB6MXKYDyaNG8PMZnMldqc3oKibQEpKitXrB2vLAMgxPjoAY8bYt6nRaFBVVYW5I0Pw\nS1EHSmU8bLZhU1pYAECBSXEhSEkZzcjPGQW5uFwtQZVChGdt2OzOyAGgwvQR4UhJsb/NvUajAaqq\nMCrUC+XtCtRpvLEqZaTV+9rPpgMAZiVHIyVluEMfRxME/p2Zhg65Bo0GfyxNibV4nSAINB9OBQDc\nOiYOKWbrOwbzU2OohJjPhVpvRDsnGHNSLKeV9mn06FSSC24XTByBlHj7aSAACI3RYGfOZWiNgMwj\nDPNGBlu83ihRQW0gW5G3TUmiF2Ta83OKtBT7CvvQqzYCAcOREmkZJHMbpSBAVoxLZ4xhdK7M/R4S\nHK3MRZ1Uj8CoBIT7Wab2Wks7AXRBwOXgjpnjBh2zNPlYVVWFOycOx+XGCpR06RCTOMpqYLwwpwmA\nBCHeQtwyZZxDHwHgTlkDCk9VIr/Dti7Pd5K6HBHq7VCXJj8XjQ7FVxnNKJLApi4PUbocx0CXJhZU\nluBwfitKpTy8akuXRSZdBtv8Tlt+TosNQFpND6oUIqyzo8tpiWFISRnByM/ROVkoaZOjVuOFVSmj\nrF7v+NWkyyikpNg/lFKj0YCorESItxCdfVo0Gvxx5wBdDjymhgmM+0M7d+7Ehg0b0NzcjKysLLz5\n5puIjY3FhQsXrvtOA/Hx8aittZyeWFtbi8REZueALEomA1SPUoeyTjXEYrHFX30PWZklhvpYvTbY\n321jyABW3aVEu8Jg9XodtVJ3RKivQ1siEdkaWZhMpn6uNkihIXhW76ulbI4Md2zT9Lc4hZxrf6la\nAp5AaG2TSiWODPdj7OeCUeTYw4XKbohEIov3cPgCNFG7746K8Gfko4eHB/3bL1ZJrF7v1QJKKvec\nHBnAyE8Rj4OZVCVysdraZqu8f3A1OTKQkZ9RwX70dNlL1T1WrzfJyF4DlwOMYuhntC+fnrF2uabX\n6j2NUnJSg7+nABFBzO777JFhdIWQViu1er1BSs4yjAn2greXJ6N7Pj8pDFwOuYV/TmOftc0e0s/E\nYcw1tGQsOUW6V6VDWafK6vX6Hg2lS+YaWpRMpuZqupRo67OlS1LrI8KYa+i2MaSGrjVKoTFa67Ku\nm9JlmBMaosbvLlfZ1+WocGYaEovFWEStTRtMl409pJ9JDHQpEpEH+80fFUzpstvqPa4cyMf4E4cO\nHcKOHTswYcIE/Pzzz5g8eTLefPNNbNu2DSdOnHD6i51h5syZ0Gq12Lt3L3Q6HQ4dOoSuri7MmTOH\n0efjgj3phXHnyqwHfGs6yW62rfzsYEyOCYCvmE/ZtJ4i7YrN2QlB4HM5MBgJensQE3qDkZ7i/sM0\n3QAAIABJREFUHB/MPJVpmhEkV+uRM2AdiUShpbeBMV9t7QhTy75BokR1p+WMoPpuJT3OlOCUn6RY\nrjX00DPHTNSYfUecE4djmfy8VNllNXunpotMU3kJeQj1ZX5o3ULqep4r67AaRDYN0kcFeDI+1ZTD\n4dB+2i1HTvxuIZ+LWxnYHGx2mi38PQWYQm0lZFND1PV0przHBXvRv8vW3nI11PV05rdPiPKDn4eA\n8tOGTdpP5mXzlhHBtC5TK23pkqwcnLmec0eQ90eu0dOTGExIFFr0ULp05nouoCrbRonKasJIg7ku\nXdB6bmPvkJy7xLjCkUgkGDmSTJ9cuHAB8+bNAwD4+fkxmp7sDkKhEJ9//jmOHTuGadOm4ZtvvsHH\nH3/MOKUG9Afec2WWBcZoJOhC6MyN4PO4mDeqP/iYI1fr0EEtvnPGpo+YT89IOT/AZmOPis6RJw5j\nXgijAz3p1M7AM33MC6UzYhkb4YsgKrUzMPhUU+MNQj4XkQG2B8FtMTsxCEI+FwQBpFbY9jPcT+zU\nMdrzRpKzkJRaAz3FdKCf8SHeTh3RbCpHrVI1ve9ev5/OB3IAmE+JurBZig6ZZerY9NudKUekn2Tw\nSavqstpw1mTTmaALAAuS+zU0WGXrvJ+2NWQ0Ev0V4zBndUn2HgaWd7laRy/uduYe+YgFmB5vW5dN\nPSp6Rw1nfntUgAe9yHqgzRoLXTK3OS7SD8HepC4HVuCm+yPkcQdde2SLmXGBEFG6NG0r5Q6MK5yE\nhAQcPHgQ+/btQ1dXFxYuXAi1Wo3PP//cYd5yKEhKSsL+/fuRm5uLw4cPY8KECU59/haqRVHWJrOY\n/94qU9Orjp1pTZjbvFbfYzFX3bxF7mzwuWUEKZbsessAaSqEPC4HwwNdtFln22aQl3DQdRO24HI5\nmEP99oGr72uoWUVxQV5OHSPtKeTTs/1M05X7/XS+twiQ60hMle1AP6u7XLOZYlbZ5gxyPZ0N5NNi\n/SHgkddq4PRoV23eSt0fjd6Iopb+NWgEYRbInbRpKu9dff2zOgFysWsTla5xWkPUQt2yNrnF/mpt\nMjU9hdeZHg7pJ2nz6gBdmq/Pcf63D6IhqrHK5QDDg5gHctLmIBqi7k+Ap8DmDLbB4HI5mJNo26ap\nMRQb7OmULj2EPHphcM6AmOQKjCuczZs3Y9++fXjrrbfwl7/8BbGxsXj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oU4MTygZ7PPjLpxmTMHLnG6UIV/QCAKIzmXr99k476Tuuu8NT5SN5fSlKAm172XJ6w+9k80Etw0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\n20Zvi662C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sd.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These three things are all the same:\n", "1. Subtracting just the *trend* from the `WECC` data\n", "2. Adding the *seasonal* and *resid* components\n", "3. Subtracting the annual rolling mean from the `WECC` data" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:42:01.580150Z", "start_time": "2017-11-06T17:42:00.683709Z" } }, "outputs": [ { "data": { "image/png": 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K8iIaorLKwK5I0RK/d6RvncXBVqVk6fi6ZbG7G/HQsksqpFDS7JAedbyGl24bwD/vHMjm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ZZoKtRrysOx1pAbaP5nWttYi7eTmFn8dl0owqP7buJ8Xj2jcCYMczMZ2+6OME97+LuQbvp5qtmj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\n/wEoJWZzWEW4OgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=3, squeeze=True)\n", "(wecc - sd.trend).plot(ax=ax[0], legend=False)\n", "(sd.seasonal + sd.resid).plot(ax=ax[1], legend=False)\n", "(wecc - wecc.rolling(12, center=True).mean()).plot(ax=ax[2], legend=False)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:42:04.227542Z", "start_time": "2017-11-06T17:42:01.583140Z" } }, "outputs": [ { "data": { "image/png": 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NwOMSt6sl19FcSP2k/rY+d6XnLdA+9gup/8KtvzXW0db1n895227EvRJxcXEysU5RFOLj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RSkxgW9I91y7BXT5vckyDEARFJSknj/mWH0HFdgy71rRUXdjQ6lT0Cr7Qi1uulz85hTKBTo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\n+GPk5+ejY8eOT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "FG_kwargs = dict(hue='nerc',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=order,\n", " palette='tab10')\n", "\n", "temp = index.copy()\n", "temp.set_index('datetime', inplace=True)\n", "\n", "df_list = []\n", "for nerc in order:\n", " # Subtract the rolling mean from the raw data in each region\n", " sd = (temp.loc[temp['nerc'] == nerc, 'index (g/kwh)']\n", " - (temp.loc[temp['nerc'] == nerc, 'index (g/kwh)']\n", " .rolling(12, center=True)\n", " .mean()))\n", " # Have to make the series into a df to add the 'nerc' column\n", " sd = pd.DataFrame(sd)\n", " sd['nerc'] = nerc\n", " df_list.append(sd)\n", " \n", "detrend_index = pd.concat(df_list)\n", "\n", "region_facet_grid(df=detrend_index.reset_index(), plot_function=plt.plot, x_axis='datetime',\n", " add_legend=False, y_axis='index (g/kwh)', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " context='talk', font_scale=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create a combined figure for the SI\n", "Include the raw monthly data, the rolling mean trend line, and the detrended data" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:05.774822Z", "start_time": "2018-03-07T18:13:05.716590Z" } }, "outputs": [], "source": [ "temp = index.copy()\n", "temp.set_index('datetime', inplace=True)\n", "\n", "df_list = []\n", "for nerc in order:\n", " # Subtract the rolling mean from the raw data in each region\n", " sd = (temp.loc[temp['nerc'] == nerc, 'index (g/kwh)']\n", " - (temp.loc[temp['nerc'] == nerc, 'index (g/kwh)']\n", " .rolling(12, center=True)\n", " .mean()))\n", " # Have to make the series into a df to add the 'nerc' column\n", " sd = pd.DataFrame(sd)\n", " sd['nerc'] = nerc\n", " df_list.append(sd)\n", " \n", "detrend_index = pd.concat(df_list)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:07.675677Z", "start_time": "2018-03-07T18:13:07.654526Z" } }, "outputs": [ { "data": { "text/html": [ "
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change since 2005datetimefinal co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthnercquarteryear
00.0774772001-01-012.142842e+113.324839e+08644.4948711420.8533941USA1.02001
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30.0474112001-04-011.742190e+112.780781e+08626.5109011381.2059334USA2.02001
40.0488122001-05-011.885094e+113.004857e+08627.3489271383.0534455USA2.02001
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" ], "text/plain": [ " change since 2005 datetime final co2 (kg) generation (mwh) \\\n", "0 0.077477 2001-01-01 2.142842e+11 3.324839e+08 \n", "1 0.061603 2001-02-01 1.796670e+11 2.829402e+08 \n", "2 0.047543 2001-03-01 1.884196e+11 3.007065e+08 \n", "3 0.047411 2001-04-01 1.742190e+11 2.780781e+08 \n", "4 0.048812 2001-05-01 1.885094e+11 3.004857e+08 \n", "\n", " index (g/kwh) index (lb/mwh) month nerc quarter year \n", "0 644.494871 1420.853394 1 USA 1.0 2001 \n", "1 635.000010 1399.921021 2 USA 1.0 2001 \n", "2 626.589712 1381.379680 3 USA 1.0 2001 \n", "3 626.510901 1381.205933 4 USA 2.0 2001 \n", "4 627.348927 1383.053445 5 USA 2.0 2001 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:10.650273Z", "start_time": "2018-03-07T18:13:10.639333Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " index (g/kwh) nerc\n", "datetime \n", "2001-01-01 NaN USA\n", "2001-02-01 NaN USA\n", "2001-03-01 NaN USA\n", "2001-04-01 NaN USA\n", "2001-05-01 NaN USA" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "detrend_index.head()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:16.709148Z", "start_time": "2018-03-07T18:13:16.696447Z" } }, "outputs": [], "source": [ "combined = index.copy()\n", "combined.set_index(['nerc', 'datetime'], inplace=True)\n", "df = detrend_index.reset_index(drop=False).set_index(['nerc', 'datetime'])\n", "df.columns = ['detrend index']" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:17.257451Z", "start_time": "2018-03-07T18:13:17.246231Z" } }, "outputs": [], "source": [ "combined = pd.concat([index.set_index(['nerc', 'datetime']), df])" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:18.021396Z", "start_time": "2018-03-07T18:13:18.000883Z" } }, "outputs": [ { "data": { "text/html": [ "
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change since 2005detrend indexfinal co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthquarteryear
nercdatetime
USA2001-01-010.077477NaN2.142842e+113.324839e+08644.4948711420.8533941.01.02001.0
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2001-04-010.047411NaN1.742190e+112.780781e+08626.5109011381.2059334.02.02001.0
2001-05-010.048812NaN1.885094e+113.004857e+08627.3489271383.0534455.02.02001.0
\n", "
" ], "text/plain": [ " change since 2005 detrend index final co2 (kg) \\\n", "nerc datetime \n", "USA 2001-01-01 0.077477 NaN 2.142842e+11 \n", " 2001-02-01 0.061603 NaN 1.796670e+11 \n", " 2001-03-01 0.047543 NaN 1.884196e+11 \n", " 2001-04-01 0.047411 NaN 1.742190e+11 \n", " 2001-05-01 0.048812 NaN 1.885094e+11 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month \\\n", "nerc datetime \n", "USA 2001-01-01 3.324839e+08 644.494871 1420.853394 1.0 \n", " 2001-02-01 2.829402e+08 635.000010 1399.921021 2.0 \n", " 2001-03-01 3.007065e+08 626.589712 1381.379680 3.0 \n", " 2001-04-01 2.780781e+08 626.510901 1381.205933 4.0 \n", " 2001-05-01 3.004857e+08 627.348927 1383.053445 5.0 \n", "\n", " quarter year \n", "nerc datetime \n", "USA 2001-01-01 1.0 2001.0 \n", " 2001-02-01 1.0 2001.0 \n", " 2001-03-01 1.0 2001.0 \n", " 2001-04-01 2.0 2001.0 \n", " 2001-05-01 2.0 2001.0 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined.head()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:13:54.850553Z", "start_time": "2018-03-07T18:13:52.443038Z" } }, "outputs": [ { "data": { "image/png": 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0Gx3SOhBzKIZOpzpRUVRBzZP75UCF7V/Y6TD6HOxDcGYwcelxLE9ZToBTAGBr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\nj3wQj+Awd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0v9Uoru0//cK10kn/BW+LWMqDfNwxBIYUYaei9vlP94wk4mlxPQvhOZh/bh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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_trend(x, y, **kws):\n", " 'Plot function for the FacetGrid to plot all three data series'\n", " trend = y.rolling(12, center=True).mean()\n", " plt.plot(x, y, **kws)\n", " plt.plot(x, trend, lw=2, c='0.4')\n", " detrended = y - trend\n", " plt.plot(x, detrended, **kws)\n", "\n", "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "FG_kwargs = dict(hue='nerc',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=order,\n", " palette='tab10',\n", " size=2)\n", "\n", "region_facet_grid(df=index.reset_index(), plot_function=plot_trend, x_axis='datetime',\n", " add_legend=False, y_axis='index (g/kwh)', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year', \n", " y_label='g CO$_2$/kWh', context='paper', font_scale=1)\n", "path = join(cwd, '..', 'Figures', 'SI',\n", " 'Monthly index trend and detrended by region {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Percent gen figures" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T17:42:41.233153Z", "start_time": "2017-11-06T17:42:41.220510Z" } }, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthyear
nercfuel categorydatetime
ASCCCoal2001-01-0126493.302NaNNaN
2001-02-0131263.704NaNNaN
2001-03-0128459.894NaNNaN
2001-04-0120455.924NaNNaN
2001-05-0124096.734NaNNaN
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" ], "text/plain": [ " generation (mwh) month year\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 NaN NaN\n", " 2001-02-01 31263.704 NaN NaN\n", " 2001-03-01 28459.894 NaN NaN\n", " 2001-04-01 20455.924 NaN NaN\n", " 2001-05-01 24096.734 NaN NaN" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen.head()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:15:00.852861Z", "start_time": "2018-03-07T18:14:56.412953Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "fuel_order = ['Coal', 'Natural Gas', 'Nuclear', 'Hydro', 'Wind', 'Solar',\n", " 'Other', 'Other Renewables']\n", "temp = per_gen.copy()\n", "temp.rename(columns={'fuel category': 'Fuel Category'}, inplace=True)\n", "\n", "FG_kwargs = dict(hue='Fuel Category',\n", " col='nerc',\n", " col_wrap=3,\n", " aspect=1.2,\n", " hue_order=fuel_order,\n", " palette=fuel_palette,\n", " size=2)\n", "\n", "g = region_facet_grid(df=temp, plot_function=plt.plot, x_axis='datetime',\n", " add_legend=True, y_axis='% generation', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " y_label='Fraction Generation',\n", " context='paper', font_scale=1)\n", "\n", "path = join(cwd, '..', 'Figures', 'Generation by fuel_full {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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% generationdatetimeelec fuel co2 (kg)fuel categorymonthnercyear
00.5332202001-01-010.0Coal1USA2001
10.5292122001-02-010.0Coal2USA2001
20.5163472001-03-010.0Coal3USA2001
30.5058672001-04-010.0Coal4USA2001
40.5044932001-05-010.0Coal5USA2001
\n", "
" ], "text/plain": [ " % generation datetime elec fuel co2 (kg) fuel category month nerc year\n", "0 0.533220 2001-01-01 0.0 Coal 1 USA 2001\n", "1 0.529212 2001-02-01 0.0 Coal 2 USA 2001\n", "2 0.516347 2001-03-01 0.0 Coal 3 USA 2001\n", "3 0.505867 2001-04-01 0.0 Coal 4 USA 2001\n", "4 0.504493 2001-05-01 0.0 Coal 5 USA 2001" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "per_gen.head()" ] }, { "cell_type": "code", "execution_count": 296, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:15:00.852861Z", "start_time": "2018-03-07T18:14:56.412953Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "fuel_order = ['Coal', 'Natural Gas', 'Nuclear', 'Hydro', 'Wind', 'Solar',\n", " 'Other', 'Other Renewables']\n", "temp = per_gen.copy()\n", "temp.rename(columns={'fuel category': 'Fuel Category'}, inplace=True)\n", "\n", "FG_kwargs = dict(hue='Fuel Category',\n", " col='nerc',\n", " col_wrap=4,\n", " aspect=1.25,\n", " hue_order=fuel_order,\n", " palette=fuel_palette,\n", " size=2.5)\n", "plot_kwargs = dict(lw=1.5)\n", "\n", "g = region_facet_grid(df=temp, plot_function=plt.plot, x_axis='datetime',\n", " add_legend=True, y_axis='% generation', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " y_label='Fraction Generation', plot_kwargs=plot_kwargs,\n", " context='talk', font_scale=1.1)\n", "\n", "path = join(cwd, '..', 'Figures', 'Generation by fuel_full CEDM talk{}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 303, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:15:00.852861Z", "start_time": "2018-03-07T18:14:56.412953Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA']\n", "fuel_order = ['Coal', 'Natural Gas', 'Nuclear', 'Hydro', 'Wind', 'Solar',\n", " 'Other', 'Other Renewables']\n", "temp = per_gen.loc[per_gen.nerc=='USA'].copy()\n", "temp.rename(columns={'fuel category': 'Fuel Category'}, inplace=True)\n", "\n", "FG_kwargs = dict(hue='Fuel Category',\n", " col='nerc',\n", " col_wrap=1,\n", " aspect=1.4,\n", " hue_order=fuel_order,\n", " palette=fuel_palette,\n", " size=4)\n", "plot_kwargs = dict(lw=1.5)\n", "\n", "g = region_facet_grid(df=temp, plot_function=plt.plot, x_axis='datetime',\n", " add_legend=False, y_axis='% generation', col_order=order, \n", " suptitle='', FG_kwargs=FG_kwargs, x_label='Year',\n", " y_label='Fraction Generation', plot_kwargs=plot_kwargs,\n", " context='talk', font_scale=1.1)\n", "\n", "path = join(cwd, '..', 'Figures', 'Generation by fuel_full USA CEDM talk{}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthyear
nercfuel categorydatetime
ASCCCoal2001-01-0126493.302NaNNaN
2001-02-0131263.704NaNNaN
2001-03-0128459.894NaNNaN
2001-04-0120455.924NaNNaN
2001-05-0124096.734NaNNaN
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" ], "text/plain": [ " generation (mwh) month year\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 NaN NaN\n", " 2001-02-01 31263.704 NaN NaN\n", " 2001-03-01 28459.894 NaN NaN\n", " 2001-04-01 20455.924 NaN NaN\n", " 2001-05-01 24096.734 NaN NaN" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen.head()" ] }, { "cell_type": "code", "execution_count": 135, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearfuel categorygeneration (mwh)month
02001Coal1.903956e+0978.0
12001Hydro2.169611e+0878.0
22001Natural Gas6.391291e+0878.0
32001Nuclear7.688263e+0878.0
42001Other1.368794e+0878.0
\n", "
" ], "text/plain": [ " year fuel category generation (mwh) month\n", "0 2001 Coal 1.903956e+09 78.0\n", "1 2001 Hydro 2.169611e+08 78.0\n", "2 2001 Natural Gas 6.391291e+08 78.0\n", "3 2001 Nuclear 7.688263e+08 78.0\n", "4 2001 Other 1.368794e+08 78.0" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "alt.TimeUnitTransform()" ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "application/vnd.vegalite.v2+json": { "$schema": "https://vega.github.io/schema/vega-lite/v2.4.1.json", "config": { "view": { "height": 300, "width": 400 } }, "data": { "values": [ { "Generation (Million MWh)": 1903.955939, "Year": 2001, "fuel category": "Coal", "generation (mwh)": 1903955939, "month": 78, "year": 24012 }, { "Generation (Million MWh)": 216.961052, "Year": 2001, "fuel category": "Hydro", "generation 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", "text/plain": [ "\n", "\n", "If you see this message, it means the renderer has not been properly enabled\n", "for the frontend that you are using. For more information, see\n", "https://altair-viz.github.io/user_guide/troubleshooting.html\n" ] }, "execution_count": 143, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import altair as alt\n", "data = gen.loc['USA'].reset_index()\n", "data['Year'] = data.datetime.dt.year\n", "data = data.groupby(['Year', 'fuel category']).sum().reset_index()\n", "data['Generation (Million MWh)'] = data['generation (mwh)'] / 1e6\n", "\n", "alt.Chart(data).mark_line().encode(\n", " x='Year:O',\n", " y='Generation (Million MWh):Q',#'generation (mwh):Q',\n", " color='fuel category:N'\n", ").properties(\n", " width=500, height=300,\n", ")" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['ASCC', 'FRCC', 'HICC', 'MRO', 'NPCC', 'RFC', 'SERC', 'SPP', 'TRE',\n", " 'USA', 'WECC'], dtype=object)" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.nerc.unique()" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import altair as alt\n", "fuel_order = ['Coal', 'Natural Gas', 'Nuclear', 'Hydro', 'Wind', 'Solar',\n", " 'Other', 'Other Renewables']\n", "data = gen.reset_index()\n", "data['year'] = data.datetime.dt.year\n", "data = data.loc[data.year >= 2008]\n", "data = data.groupby(['year', 'nerc', 'fuel category']).sum().reset_index()\n", "data['generation (million mwh)'] = data['generation (mwh)'] / 1e6\n", "\n", "g = sns.FacetGrid(data.loc[data.nerc == 'USA'], hue='fuel category', aspect=1.75,\n", " palette=fuel_palette, hue_order=fuel_order, size=5)\n", "g.map(plt.plot, 'year', 'generation (million mwh)').add_legend(title='Fuel Category')\n", "\n", "g.set_axis_labels('Year', 'Generation (Million MWh)')\n", "\n", "path = join(cwd, '..', 'Figures', 'Generation by fuel_USA CEDM talk{}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 180, "metadata": {}, "outputs": [], "source": [ "data.set_index(['nerc', 'year', 'fuel category'], inplace=True)\n", "data.sort_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthgeneration (million mwh)
nercyearfuel category
ASCC2008Coal617896.8280.00.617897
Hydro1171801.0000.01.171801
Natural Gas4002472.1710.04.002472
Other969012.7050.00.969013
Other Renewables4681.6980.00.004682
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" ], "text/plain": [ " generation (mwh) month generation (million mwh)\n", "nerc year fuel category \n", "ASCC 2008 Coal 617896.828 0.0 0.617897\n", " Hydro 1171801.000 0.0 1.171801\n", " Natural Gas 4002472.171 0.0 4.002472\n", " Other 969012.705 0.0 0.969013\n", " Other Renewables 4681.698 0.0 0.004682" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nerc year fuel category \n", "USA 2016 Coal 0.302585\n", " Hydro 0.065396\n", " Natural Gas 0.336560\n", " Nuclear 0.196741\n", " Other 0.010764\n", " Other Renewables 0.019177\n", " Solar 0.013348\n", " Wind 0.055429\n", "Name: generation (mwh), dtype: float64" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "US_total_gen = data.loc[idx['USA', 2016, :], 'generation (mwh)'].sum()\n", "\n", "data.loc[idx['USA', 2016, :], 'generation (mwh)'] / US_total_gen" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nerc year fuel category \n", "USA 2017 Coal 0.299251\n", " Hydro 0.074251\n", " Natural Gas 0.315012\n", " Nuclear 0.199512\n", " Other 0.010250\n", " Other Renewables 0.019746\n", " Solar 0.019027\n", " Wind 0.062951\n", "Name: generation (mwh), dtype: float64" ] }, "execution_count": 202, "metadata": {}, "output_type": "execute_result" } ], "source": [ "US_total_gen = data.loc[idx['USA', 2017, :], 'generation (mwh)'].sum()\n", "\n", "data.loc[idx['USA', 2017, :], 'generation (mwh)'] / US_total_gen" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthgeneration (million mwh)
fuel category
Coal-3.179132e+070.0-31.791315
Hydro3.176127e+070.031.761265
Natural Gas-1.073389e+080.0-107.338883
Nuclear-7.443130e+050.0-0.744313
Other-2.724317e+060.0-2.724317
Other Renewables1.134954e+060.01.134954
Solar2.210112e+070.022.101122
Wind2.699094e+070.026.990936
\n", "
" ], "text/plain": [ " generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -3.179132e+07 0.0 -31.791315\n", "Hydro 3.176127e+07 0.0 31.761265\n", "Natural Gas -1.073389e+08 0.0 -107.338883\n", "Nuclear -7.443130e+05 0.0 -0.744313\n", "Other -2.724317e+06 0.0 -2.724317\n", "Other Renewables 1.134954e+06 0.0 1.134954\n", "Solar 2.210112e+07 0.0 22.101122\n", "Wind 2.699094e+07 0.0 26.990936" ] }, "execution_count": 190, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.loc[idx['USA', 2017], :] - data.loc[idx['USA', 2016], :]" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ASCC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.660321 NaN -0.660321\n", "Hydro NaN NaN NaN\n", "Natural Gas -0.941221 NaN -0.941221\n", "Other -0.366116 NaN -0.366116\n", "Other Renewables -0.019344 NaN -0.019344\n", "Total -0.850147 NaN -0.850147\n", "Wind NaN NaN NaN\n", "FRCC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.061181 NaN -0.061181\n", "Hydro NaN NaN NaN\n", "Natural Gas 0.014486 NaN 0.014486\n", "Nuclear -0.005928 NaN -0.005928\n", "Other -0.232955 NaN -0.232955\n", "Other Renewables 0.106348 NaN 0.106348\n", "Solar 2.258012 NaN 2.258012\n", "Total -0.003119 NaN -0.003119\n", "HICC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.081246 NaN -0.081246\n", "Hydro -0.441634 NaN -0.441634\n", "Other -0.062341 NaN -0.062341\n", "Other Renewables -0.607257 NaN -0.607257\n", "Solar -0.510309 NaN -0.510309\n", "Total -0.166149 NaN -0.166149\n", "Wind NaN NaN NaN\n", "MRO generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal 0.025445 NaN 0.025445\n", "Hydro -0.625998 NaN -0.625998\n", "Natural Gas -0.149810 NaN -0.149810\n", "Nuclear -0.067474 NaN -0.067474\n", "Other 0.123818 NaN 0.123818\n", "Other Renewables 0.049126 NaN 0.049126\n", "Solar 54.434480 NaN 54.434480\n", "Total -0.023656 NaN -0.023656\n", "Wind 0.064453 NaN 0.064453\n", "NPCC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.430384 NaN -0.430384\n", "Hydro 0.049723 NaN 0.049723\n", "Natural Gas -0.144596 NaN -0.144596\n", "Nuclear -0.008303 NaN -0.008303\n", "Other -0.019025 NaN -0.019025\n", "Other Renewables -0.020324 NaN -0.020324\n", "Solar 0.587282 NaN 0.587282\n", "Total -0.068444 NaN -0.068444\n", "Wind -0.015410 NaN -0.015410\n", "RFC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.045919 NaN -0.045919\n", "Hydro -0.163144 NaN -0.163144\n", "Natural Gas -0.106074 NaN -0.106074\n", "Nuclear 0.018558 NaN 0.018558\n", "Other 0.033292 NaN 0.033292\n", "Other Renewables 0.049521 NaN 0.049521\n", "Solar 0.352662 NaN 0.352662\n", "Total -0.043585 NaN -0.043585\n", "Wind -0.169212 NaN -0.169212\n", "SERC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.068243 NaN -0.068243\n", "Hydro 0.111084 NaN 0.111084\n", "Natural Gas -0.031934 NaN -0.031934\n", "Nuclear 0.001566 NaN 0.001566\n", "Other -0.181348 NaN -0.181348\n", "Other Renewables -0.044337 NaN -0.044337\n", "Solar 0.760655 NaN 0.760655\n", "Total -0.028532 NaN -0.028532\n", "Wind 0.130527 NaN 0.130527\n", "SPP generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.044323 NaN -0.044323\n", "Hydro 0.130654 NaN 0.130654\n", "Natural Gas -0.135536 NaN -0.135536\n", "Nuclear 0.291285 NaN 0.291285\n", "Other -0.044914 NaN -0.044914\n", "Other Renewables 0.013243 NaN 0.013243\n", "Solar -0.696589 NaN -0.696589\n", "Total -0.003141 NaN -0.003141\n", "Wind 0.252593 NaN 0.252593\n", "TRE generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal 0.138959 NaN 0.138959\n", "Hydro 0.006282 NaN 0.006282\n", "Natural Gas -0.103643 NaN -0.103643\n", "Nuclear -0.083130 NaN -0.083130\n", "Other -0.062792 NaN -0.062792\n", "Other Renewables 0.259156 NaN 0.259156\n", "Solar 1.849387 NaN 1.849387\n", "Total 0.003242 NaN 0.003242\n", "Wind 0.153374 NaN 0.153374\n", "USA generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal -0.025656 0.0 -0.025656\n", "Hydro 0.118595 0.0 0.118595\n", "Natural Gas -0.077879 0.0 -0.077879\n", "Nuclear -0.000924 0.0 -0.000924\n", "Other -0.061805 0.0 -0.061805\n", "Other Renewables 0.014452 0.0 0.014452\n", "Solar 0.404305 0.0 0.404305\n", "Wind 0.118907 0.0 0.118907\n", "WECC generation (mwh) month generation (million mwh)\n", "fuel category \n", "Coal 0.006782 NaN 0.006782\n", "Hydro 0.060831 NaN 0.060831\n", "Natural Gas -0.109782 NaN -0.109782\n", "Nuclear -0.041720 NaN -0.041720\n", "Other -0.033221 NaN -0.033221\n", "Other Renewables -0.025821 NaN -0.025821\n", "Solar 0.278822 NaN 0.278822\n", "Total -0.024849 NaN -0.024849\n", "Wind -0.199110 NaN -0.199110\n" ] } ], "source": [ "for nerc in data.index.get_level_values(0).unique():\n", " change = ((data.loc[idx[nerc, 2017], :].sub(data.loc[idx[nerc, 2016], :])) \n", " / data.loc[idx[nerc, 2016], :])\n", " \n", " print(nerc, change)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthgeneration (million mwh)
nercyearfuel category
ASCC2016CoalNaNNaNNaN
HydroNaNNaNNaN
Natural GasNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
TotalNaNNaNNaN
WindNaNNaNNaN
2017CoalNaNNaNNaN
Natural GasNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
TotalNaNNaNNaN
FRCC2016CoalNaNNaNNaN
HydroNaNNaNNaN
Natural GasNaNNaNNaN
NuclearNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
TotalNaNNaNNaN
2017CoalNaNNaNNaN
Natural GasNaNNaNNaN
NuclearNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
TotalNaNNaNNaN
HICC2016CoalNaNNaNNaN
HydroNaNNaNNaN
OtherNaNNaNNaN
..................
USA2016OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
WindNaNNaNNaN
2017CoalNaNNaNNaN
HydroNaNNaNNaN
Natural GasNaNNaNNaN
NuclearNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
WindNaNNaNNaN
WECC2016CoalNaNNaNNaN
HydroNaNNaNNaN
Natural GasNaNNaNNaN
NuclearNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
TotalNaNNaNNaN
WindNaNNaNNaN
2017CoalNaNNaNNaN
HydroNaNNaNNaN
Natural GasNaNNaNNaN
NuclearNaNNaNNaN
OtherNaNNaNNaN
Other RenewablesNaNNaNNaN
SolarNaNNaNNaN
TotalNaNNaNNaN
WindNaNNaNNaN
\n", "

182 rows × 3 columns

\n", "
" ], "text/plain": [ " generation (mwh) month generation (million mwh)\n", "nerc year fuel category \n", "ASCC 2016 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Total NaN NaN NaN\n", " Wind NaN NaN NaN\n", " 2017 Coal NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Total NaN NaN NaN\n", "FRCC 2016 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Nuclear NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Total NaN NaN NaN\n", " 2017 Coal NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Nuclear NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Total NaN NaN NaN\n", "HICC 2016 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Other NaN NaN NaN\n", "... ... ... ...\n", "USA 2016 Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Wind NaN NaN NaN\n", " 2017 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Nuclear NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Wind NaN NaN NaN\n", "WECC 2016 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Nuclear NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Total NaN NaN NaN\n", " Wind NaN NaN NaN\n", " 2017 Coal NaN NaN NaN\n", " Hydro NaN NaN NaN\n", " Natural Gas NaN NaN NaN\n", " Nuclear NaN NaN NaN\n", " Other NaN NaN NaN\n", " Other Renewables NaN NaN NaN\n", " Solar NaN NaN NaN\n", " Total NaN NaN NaN\n", " Wind NaN NaN NaN\n", "\n", "[182 rows x 3 columns]" ] }, "execution_count": 186, "metadata": {}, "output_type": "execute_result" } ], "source": [ "((data.loc[idx[:, 2017], :].sub(data.loc[idx[:, 2016], :])) \n", " / data.loc[idx[:, 2016], :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Capacity factor of each fuel by month" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:31.168451Z", "start_time": "2018-03-07T18:18:31.072697Z" } }, "outputs": [], "source": [ "capacity['Capacity Factor'] = (gen.loc[:, 'generation (mwh)'] \n", " / capacity.loc[:, 'possible gen'])" ] }, { "cell_type": "code", "execution_count": 146, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:31.986225Z", "start_time": "2018-03-07T18:18:31.971662Z" } }, "outputs": [ { "data": { "text/html": [ "
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active capacitypossible genCapacity Factor
nercfuel categorydatetime
WECCWind2017-08-0119611.414590881.60.183756
2017-09-0119611.414120208.00.196416
2017-10-0119611.414590881.60.265022
2017-11-0119611.414120208.00.246457
2017-12-0119611.414590881.60.214962
\n", "
" ], "text/plain": [ " active capacity possible gen Capacity Factor\n", "nerc fuel category datetime \n", "WECC Wind 2017-08-01 19611.4 14590881.6 0.183756\n", " 2017-09-01 19611.4 14120208.0 0.196416\n", " 2017-10-01 19611.4 14590881.6 0.265022\n", " 2017-11-01 19611.4 14120208.0 0.246457\n", " 2017-12-01 19611.4 14590881.6 0.214962" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "capacity.tail()" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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active capacitypossible genCapacity Factoryear
nercfuel categorydatetime
USACoal2016-01-01274281.7204065584.80.5559952016
2016-02-01274281.7190900063.20.4856202016
2016-03-01273544.7203517256.80.3546262016
2016-04-01269181.2193810464.00.3720792016
2016-05-01268467.6199739894.40.4090042016
2016-06-01268206.1193108392.00.6008772016
2016-07-01268183.3199528375.20.6831932016
2016-08-01268028.3199413055.20.6801702016
2016-09-01267428.3192548376.00.5927752016
2016-10-01267328.3198892255.20.4987322016
2016-11-01267328.3192476376.00.4516942016
2016-12-01266528.3198297055.20.5988332016
2017-01-01266521.5198291996.00.5824692017
2017-02-01266312.5178962000.00.4851722017
2017-03-01265867.4197805345.60.4518682017
2017-04-01264637.4190538928.00.4276582017
2017-05-01264637.4196890225.60.4714952017
2017-06-01262925.2189306144.00.5688602017
2017-07-01262925.2195616348.80.6538602017
2017-08-01262925.2195616348.80.6120342017
2017-09-01262741.2189173664.00.5199132017
2017-10-01262164.2195050164.80.4615992017
2017-11-01262013.2188649504.00.4829052017
2017-12-01260265.2193637308.80.5501212017
\n", "
" ], "text/plain": [ " active capacity possible gen Capacity Factor \\\n", "nerc fuel category datetime \n", "USA Coal 2016-01-01 274281.7 204065584.8 0.555995 \n", " 2016-02-01 274281.7 190900063.2 0.485620 \n", " 2016-03-01 273544.7 203517256.8 0.354626 \n", " 2016-04-01 269181.2 193810464.0 0.372079 \n", " 2016-05-01 268467.6 199739894.4 0.409004 \n", " 2016-06-01 268206.1 193108392.0 0.600877 \n", " 2016-07-01 268183.3 199528375.2 0.683193 \n", " 2016-08-01 268028.3 199413055.2 0.680170 \n", " 2016-09-01 267428.3 192548376.0 0.592775 \n", " 2016-10-01 267328.3 198892255.2 0.498732 \n", " 2016-11-01 267328.3 192476376.0 0.451694 \n", " 2016-12-01 266528.3 198297055.2 0.598833 \n", " 2017-01-01 266521.5 198291996.0 0.582469 \n", " 2017-02-01 266312.5 178962000.0 0.485172 \n", " 2017-03-01 265867.4 197805345.6 0.451868 \n", " 2017-04-01 264637.4 190538928.0 0.427658 \n", " 2017-05-01 264637.4 196890225.6 0.471495 \n", " 2017-06-01 262925.2 189306144.0 0.568860 \n", " 2017-07-01 262925.2 195616348.8 0.653860 \n", " 2017-08-01 262925.2 195616348.8 0.612034 \n", " 2017-09-01 262741.2 189173664.0 0.519913 \n", " 2017-10-01 262164.2 195050164.8 0.461599 \n", " 2017-11-01 262013.2 188649504.0 0.482905 \n", " 2017-12-01 260265.2 193637308.8 0.550121 \n", "\n", " year \n", "nerc fuel category datetime \n", "USA Coal 2016-01-01 2016 \n", " 2016-02-01 2016 \n", " 2016-03-01 2016 \n", " 2016-04-01 2016 \n", " 2016-05-01 2016 \n", " 2016-06-01 2016 \n", " 2016-07-01 2016 \n", " 2016-08-01 2016 \n", " 2016-09-01 2016 \n", " 2016-10-01 2016 \n", " 2016-11-01 2016 \n", " 2016-12-01 2016 \n", " 2017-01-01 2017 \n", " 2017-02-01 2017 \n", " 2017-03-01 2017 \n", " 2017-04-01 2017 \n", " 2017-05-01 2017 \n", " 2017-06-01 2017 \n", " 2017-07-01 2017 \n", " 2017-08-01 2017 \n", " 2017-09-01 2017 \n", " 2017-10-01 2017 \n", " 2017-11-01 2017 \n", " 2017-12-01 2017 " ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Monthly coal CF over the last 2 years\n", "capacity.loc[idx['USA', 'Coal', :], :].tail(n=24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Annual capacity factors\n", "Requested by reviewer as part of final revisions." ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [], "source": [ "# Check annual capacity factors\n", "\n", "# need to add a year column for groupby\n", "capacity['year'] = capacity.index.get_level_values('datetime').year\n", "\n", "gen['year'] = gen.index.get_level_values('datetime').year\n", "\n", "\n", "annual_cf = (gen.groupby(['nerc', 'fuel category', 'year'])['generation (mwh)'].sum()\n", " .div(capacity.groupby(['nerc', 'fuel category', 'year'])['possible gen'].sum()))" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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year2014201520162017
nercfuel category
ASCCCoal0.6139880.7341450.4784580.149795
FRCCCoal0.5909100.4752530.4559630.440205
HICCCoal0.9583860.8097750.9470370.872478
MROCoal0.6675660.6292040.5920300.616069
NPCCCoal0.2634950.1764570.1342790.093923
RFCCoal0.5839160.5252600.4953320.482226
SERCCoal0.5941360.5081660.5058780.486285
SPPCoal0.6549000.5775410.5274650.516552
TRECoal0.7105240.5649380.5829030.665722
USACoal0.6198800.5495300.5236660.522770
WECCCoal0.7352500.6929650.6224830.638176
\n", "
" ], "text/plain": [ "year 2014 2015 2016 2017\n", "nerc fuel category \n", "ASCC Coal 0.613988 0.734145 0.478458 0.149795\n", "FRCC Coal 0.590910 0.475253 0.455963 0.440205\n", "HICC Coal 0.958386 0.809775 0.947037 0.872478\n", "MRO Coal 0.667566 0.629204 0.592030 0.616069\n", "NPCC Coal 0.263495 0.176457 0.134279 0.093923\n", "RFC Coal 0.583916 0.525260 0.495332 0.482226\n", "SERC Coal 0.594136 0.508166 0.505878 0.486285\n", "SPP Coal 0.654900 0.577541 0.527465 0.516552\n", "TRE Coal 0.710524 0.564938 0.582903 0.665722\n", "USA Coal 0.619880 0.549530 0.523666 0.522770\n", "WECC Coal 0.735250 0.692965 0.622483 0.638176" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Annual coal CF since 2014\n", "annual_cf.unstack().loc[idx[:, 'Coal'], 2014:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly CF plots" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:53.595264Z", "start_time": "2018-03-07T18:18:40.033153Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = capacity.loc[idx[:, 'Coal', :], :].reset_index()\n", "temp['Month'] = temp['datetime'].dt.month\n", "temp['Year'] = temp['datetime'].dt.year\n", "\n", "with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.factorplot(x='Month', y='Capacity Factor', hue='Year', \n", " data=temp, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", "# ax.set_ylim(0, 1050)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('Capacity Factor\\n(Coal)')\n", " \n", "path = join(cwd, '..', 'Figures', 'SI', 'Monthly Coal CF {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:18:53.595264Z", "start_time": "2018-03-07T18:18:40.033153Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "temp = capacity.loc[idx[:, 'Natural Gas', :], :].reset_index()\n", "temp['Month'] = temp['datetime'].dt.month\n", "temp['Year'] = temp['datetime'].dt.year\n", "\n", "with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.factorplot(x='Month', y='Capacity Factor', hue='Year', \n", " data=temp, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", "# ax.set_ylim(0, 1050)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('Capacity Factor\\n(Natural Gas)')\n", " \n", "path = join(cwd, '..', 'Figures', 'SI', 'Monthly Natural Gas CF {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot of natural gas capacity type by NERC" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['MRO', 'RFC', 'SERC', 'FRCC', 'SPP', 'WECC', 'NPCC', 'TRE']\n", "\n", "# Melt the wide dataframe into tidy format for plotting\n", "temp = (ng_type_avg.reset_index()\n", " .melt(id_vars=['nerc', 'year'],\n", " value_vars=['ngcc fraction', 'turbine fraction', 'other fraction'],\n", " var_name='type', value_name='fraction capacity'))\n", "\n", "# Use the new tableau colorblind10 palette\n", "with plt.style.context('tableau-colorblind10'):\n", " g = sns.factorplot(x='year', y='fraction capacity', data=temp, hue='nerc',\n", " row='type', hue_order=order,\n", " scale=1, aspect=1.4, ci=0).set_xticklabels(rotation=35)\n", " g.set_axis_labels(y_var='Fraction Capacity')\n", " \n", " #rename each of the subplot titles\n", " axs = g.axes.ravel()\n", " for ax, title in zip(axs, ['NGCC', 'Turbine', 'Other']):\n", " ax.set_title(title)\n", " \n", "path = join(cwd, '..', 'Figures', 'SI', 'Natural gas capacity by type.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 282, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[2001,\n", " '',\n", " 2003,\n", " '',\n", " 2005,\n", " '',\n", " 2007,\n", " '',\n", " 2009,\n", " '',\n", " 2011,\n", " '',\n", " 2013,\n", " '',\n", " 2015,\n", " '',\n", " 2017]" ] }, "execution_count": 282, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def is_odd(a):\n", " return bool(a & 1)\n", "\n", "[x if is_odd(x) else '' for x in range(2001, 2018)]" ] }, { "cell_type": "code", "execution_count": 285, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def is_odd(a):\n", " return bool(a & 1)\n", "\n", "# order = ['MRO', 'RFC', 'SERC', 'FRCC', 'SPP', 'WECC', 'NPCC', 'TRE']\n", "order = ['MRO', 'SPP', 'TRE']\n", "\n", "# Melt the wide dataframe into tidy format for plotting\n", "temp = (ng_type_avg.reset_index()\n", " .melt(id_vars=['nerc', 'year'],\n", " value_vars=['ngcc fraction', 'turbine fraction', 'other fraction'],\n", " var_name='type', value_name='fraction capacity'))\n", "\n", "# Use the new tableau colorblind10 palette\n", "with plt.style.context('tableau-colorblind10'):\n", " g = sns.factorplot(x='year', y='fraction capacity', data=temp, hue='nerc',\n", " row='type', hue_order=order,\n", " scale=1, aspect=1.5, ci=0)\n", " g.set_xticklabels([x if is_odd(x) else '' for x in range(2001, 2018)], rotation=35)\n", " g.set_axis_labels('Year', 'Fraction Capacity')\n", " \n", " #rename each of the subplot titles\n", " axs = g.axes.ravel()\n", " for ax, title in zip(axs, ['NGCC', 'Turbine', 'Other']):\n", " ax.set_title(title)\n", " \n", "path = join(cwd, '..', 'Figures', 'CEDM Natural gas capacity by type.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Monthly generation by each fuel type" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "def monthly_fuel_gen(gen_df, fuel, folder, file_type='pdf', dpi=350, save=False):\n", " \"\"\"\n", " Make a FacetGrid plot of monthly generation for a single fuel category\n", " \n", " inputs:\n", " gen_df (dataframe): monthly generation for all fuels\n", " fuel (string): name of the fuel category to plot\n", " folder (path): folder where the plot should be saved\n", " file_type (string): file format (e.g. pdf, png, etc)\n", " dpi (int): dots per inch resolution for saved file (if not pdf)\n", " save (bool): if True, save the file\n", " \n", " \"\"\"\n", " order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", " temp = gen.loc[idx[:, fuel, :], :].reset_index()\n", " temp['Month'] = temp['datetime'].dt.month\n", " temp['Year'] = temp['datetime'].dt.year\n", " temp['million mwh'] = temp['generation (mwh)'] / 1e6\n", "\n", " with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.factorplot(x='Month', y='million mwh', hue='Year', sharey=False,\n", " data=temp, col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', scale=0.5, size=2)\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", " ax.set_ylim(0, None)\n", " # ax.set_ylim(0, 1050)\n", " if title in ['USA', 'RFC', 'FRCC']:\n", " ax.set_ylabel('Million MWh\\n({})'.format(fuel))\n", "\n", " path = join(folder, 'Monthly {} gen {}.{}'.format(fuel, file_date, file_type))\n", " if save:\n", " plt.savefig(path, bbox_inches='tight', dpi=dpi)\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/Home/Documents/GitHub/Index-variability/Notebooks/../Figures/SI/Monthly Coal gen 2018-03-06.pdf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder_path = join(cwd, '..', 'Figures', 'SI')\n", "monthly_fuel_gen(gen, fuel='Coal', folder=folder_path, file_type='pdf', save=True)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthyear
nercfuel categorydatetime
ASCCCoal2001-01-0126493.302NaN2001
2001-02-0131263.704NaN2001
2001-03-0128459.894NaN2001
2001-04-0120455.924NaN2001
2001-05-0124096.734NaN2001
\n", "
" ], "text/plain": [ " generation (mwh) month year\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 NaN 2001\n", " 2001-02-01 31263.704 NaN 2001\n", " 2001-03-01 28459.894 NaN 2001\n", " 2001-04-01 20455.924 NaN 2001\n", " 2001-05-01 24096.734 NaN 2001" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen.head()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder_path = join(cwd, '..', 'Figures', 'SI')\n", "monthly_fuel_gen(gen, fuel='Natural Gas', folder=folder_path, file_date=file_date,\n", " file_type='pdf', save=False)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/Home/Documents/GitHub/Index-variability/Notebooks/../Figures/SI/Monthly Natural Gas gen 2018-03-06.pdf\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder_path = join(cwd, '..', 'Figures', 'SI')\n", "monthly_fuel_gen(gen, fuel='Wind', folder=folder_path, file_type='pdf', save=True)" ] }, { "cell_type": "code", "execution_count": 287, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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generation (mwh)monthyear
nercfuel categorydatetime
ASCCCoal2001-01-0126493.302NaNNaN
2001-02-0131263.704NaNNaN
2001-03-0128459.894NaNNaN
2001-04-0120455.924NaNNaN
2001-05-0124096.734NaNNaN
\n", "
" ], "text/plain": [ " generation (mwh) month year\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 26493.302 NaN NaN\n", " 2001-02-01 31263.704 NaN NaN\n", " 2001-03-01 28459.894 NaN NaN\n", " 2001-04-01 20455.924 NaN NaN\n", " 2001-05-01 24096.734 NaN NaN" ] }, "execution_count": 287, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gen.head()" ] }, { "cell_type": "code", "execution_count": 289, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nercfuel categorydatetimegeneration (mwh)monthyear
0ASCCCoal2001-01-0126493.302NaNNaN
1ASCCCoal2001-02-0131263.704NaNNaN
2ASCCCoal2001-03-0128459.894NaNNaN
3ASCCCoal2001-04-0120455.924NaNNaN
4ASCCCoal2001-05-0124096.734NaNNaN
\n", "
" ], "text/plain": [ " nerc fuel category datetime generation (mwh) month year\n", "0 ASCC Coal 2001-01-01 26493.302 NaN NaN\n", "1 ASCC Coal 2001-02-01 31263.704 NaN NaN\n", "2 ASCC Coal 2001-03-01 28459.894 NaN NaN\n", "3 ASCC Coal 2001-04-01 20455.924 NaN NaN\n", "4 ASCC Coal 2001-05-01 24096.734 NaN NaN" ] }, "execution_count": 289, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head()" ] }, { "cell_type": "code", "execution_count": 292, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = gen.loc[['SPP', 'TRE', 'MRO']].reset_index()\n", "data['month'] = data.datetime.dt.month\n", "data['year'] = data.datetime.dt.year\n", "g = sns.factorplot(x='month', y='generation (mwh)', hue='year',\n", " data=data, col='nerc', palette='viridis_r')" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/Users/Home/Documents/GitHub/Index-variability/Notebooks/../Figures/SI/Monthly Solar gen 2018-03-06.pdf\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "folder_path = join(cwd, '..', 'Figures', 'SI')\n", "monthly_fuel_gen(gen, fuel='Other Renewables', folder=folder_path, file_type='pdf', save=True)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:21:37.932227Z", "start_time": "2018-03-07T18:21:33.717132Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['USA', 'SPP', 'MRO', 'RFC', 'SERC', 'TRE', 'FRCC', 'WECC', 'NPCC']\n", "years = range(2001, 2017, 3)\n", "temp = gen.loc[idx[:, 'Coal', :], :].reset_index()\n", "temp['Month'] = temp['datetime'].dt.month\n", "temp['Year'] = temp['datetime'].dt.year\n", "temp['coal generation'] = temp['generation (mwh)'] / 1e6\n", "temp = temp.loc[temp['Year'].isin(years), :]\n", "\n", "total_gen = (gen.reset_index()\n", " .groupby(['nerc', 'datetime'])\n", " .sum()\n", " .reset_index())\n", "total_gen.rename(columns={'generation (mwh)': 'total generation'}, inplace=True)\n", "total_gen['total generation'] /= 1e6\n", "\n", "temp = temp.merge(total_gen, on=['nerc', 'datetime'])\n", "\n", "def scatter_coal_total(x, y, *args, **kwargs):\n", " plt.plot(x, y, 'o', markersize=6, markeredgewidth=1, markerfacecolor='None', **kwargs)\n", " line_kws = dict(linewidth=1.5)\n", " sns.regplot(x, y, x_ci=None, lowess=True, n_boot=1, line_kws=line_kws,\n", " scatter=False, **kwargs)\n", "\n", "with sns.plotting_context('paper', font_scale=1):\n", "\n", " g = sns.FacetGrid(data=temp, hue='Year', sharey=False, sharex=False,\n", " col='nerc', col_wrap=3, col_order=order, \n", " palette='viridis_r', size=2)\n", " g.map(scatter_coal_total, 'total generation', 'coal generation')\n", " g.add_legend()\n", "\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, order):\n", " ax.set_title(title)\n", "# ax.set_ylim(0, None)\n", "# ax.set_ylim(0, 1050)\n", "# if title in ['USA', 'RFC', 'FRCC']:\n", "# ax.set_ylabel('Million MWh Coal')\n", " \n", "path = join(cwd, '..', 'Figures', 'Total vs coal gen {}.pdf'.format(file_date))\n", "# plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g._legend_data['2001'].get_linewidth()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure of wind, nat gas, and coal\n", "Show how generation from these three resources has changed over time in SPP, TRE, and MRO." ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "ExecuteTime": { "end_time": "2018-03-06T15:06:30.896266Z", "start_time": "2018-03-06T15:06:30.794499Z" } }, "outputs": [ { "data": { "text/html": [ "
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% generationdatetimeelec fuel co2 (kg)fuel categorymonthnercyear
36390.7481462005-01-01NaNCoal1MRO2005
36400.7547332005-02-01NaNCoal2MRO2005
36410.7534622005-03-01NaNCoal3MRO2005
36420.7510702005-04-01NaNCoal4MRO2005
36430.7488462005-05-01NaNCoal5MRO2005
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" ], "text/plain": [ " % generation datetime elec fuel co2 (kg) fuel category month nerc \\\n", "3639 0.748146 2005-01-01 NaN Coal 1 MRO \n", "3640 0.754733 2005-02-01 NaN Coal 2 MRO \n", "3641 0.753462 2005-03-01 NaN Coal 3 MRO \n", "3642 0.751070 2005-04-01 NaN Coal 4 MRO \n", "3643 0.748846 2005-05-01 NaN Coal 5 MRO \n", "\n", " year \n", "3639 2005 \n", "3640 2005 \n", "3641 2005 \n", "3642 2005 \n", "3643 2005 " ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "per_gen.loc[(per_gen['fuel category'].isin(['Wind', 'Coal', 'Natural Gas'])) & \n", " (per_gen.nerc.isin(order)) &\n", " (per_gen.year >= 2005)].head()" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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change since 2005datetimeelec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthnercquarteryear
00.0772672001-01-012.110627e+112.145929e+113.324839e+08645.4234131422.9004561USA1.02001
10.0615042001-02-011.762658e+111.799442e+112.829402e+08635.9795111402.0804312USA1.02001
20.0475232001-03-011.860660e+111.887242e+113.007065e+08627.6026841383.6128773USA1.02001
30.0473732001-04-011.717565e+111.744977e+112.780781e+08627.5132631383.4157394USA2.02001
40.0487612001-05-011.859817e+111.888085e+113.004857e+08628.3443871385.2480365USA2.02001
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" ], "text/plain": [ " change since 2005 datetime elec fuel co2 (kg) final co2 (kg) \\\n", "0 0.077267 2001-01-01 2.110627e+11 2.145929e+11 \n", "1 0.061504 2001-02-01 1.762658e+11 1.799442e+11 \n", "2 0.047523 2001-03-01 1.860660e+11 1.887242e+11 \n", "3 0.047373 2001-04-01 1.717565e+11 1.744977e+11 \n", "4 0.048761 2001-05-01 1.859817e+11 1.888085e+11 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month nerc quarter year \n", "0 3.324839e+08 645.423413 1422.900456 1 USA 1.0 2001 \n", "1 2.829402e+08 635.979511 1402.080431 2 USA 1.0 2001 \n", "2 3.007065e+08 627.602684 1383.612877 3 USA 1.0 2001 \n", "3 2.780781e+08 627.513263 1383.415739 4 USA 2.0 2001 \n", "4 3.004857e+08 628.344387 1385.248036 5 USA 2.0 2001 " ] }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "ExecuteTime": { "end_time": "2018-03-06T15:06:32.976166Z", "start_time": "2018-03-06T15:06:32.957226Z" } }, "outputs": [ { "data": { "text/html": [ "
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active capacitypossible genCapacity Factoryear
nercfuel categorydatetime
ASCCCoal2001-01-0154.140250.40.6582122001
2001-02-0154.136355.20.8599512001
2001-03-0154.140250.40.7070712001
2001-04-0154.138952.00.5251572001
2001-05-0154.140250.40.5986712001
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" ], "text/plain": [ " active capacity possible gen Capacity Factor \\\n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 54.1 40250.4 0.658212 \n", " 2001-02-01 54.1 36355.2 0.859951 \n", " 2001-03-01 54.1 40250.4 0.707071 \n", " 2001-04-01 54.1 38952.0 0.525157 \n", " 2001-05-01 54.1 40250.4 0.598671 \n", "\n", " year \n", "nerc fuel category datetime \n", "ASCC Coal 2001-01-01 2001 \n", " 2001-02-01 2001 \n", " 2001-03-01 2001 \n", " 2001-04-01 2001 \n", " 2001-05-01 2001 " ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "capacity.head()" ] }, { "cell_type": "code", "execution_count": 272, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:22:22.022692Z", "start_time": "2018-03-07T18:22:21.963443Z" } }, "outputs": [], "source": [ "order = ['SPP', 'TRE', 'MRO']\n", "fuels = ['Coal', 'Natural Gas', 'Nuclear', 'Hydro', 'Wind', 'Solar']\n", "per_gen.year = per_gen.year.astype(int)\n", "temp_df = per_gen.loc[(per_gen['fuel category'].isin(['Wind', 'Coal', 'Natural Gas'])) & \n", " (per_gen.nerc.isin(order)) &\n", " (per_gen.year >= 2005)].copy()\n", "\n", "def early_late(x):\n", " 'Add classifications to each month based on the year'\n", " if x <= 2008:\n", " return '2005-2008'\n", " elif x <= 2012:\n", " return '2009-2012'\n", " elif x <= 2016:\n", " return '2013-2017'\n", " else:\n", " return ValueError\n", "\n", "temp_df.loc[:, 'timeframe'] = temp_df.loc[:, 'year'].map(early_late)\n", "merge_cols = ['nerc', 'month', 'year']\n", "temp_df = pd.merge(temp_df, index.reset_index()[merge_cols + ['generation (mwh)']],\n", " on=merge_cols)\n", "temp_df['generation'] = (temp_df.loc[:, '% generation']\n", " * temp_df.loc[:, 'generation (mwh)'] / 1e6)\n", "\n", "# temp_df = temp_df.merge(capacity.reset_index(), how='left',\n", "# on=['nerc', 'fuel category', 'datetime'])\n", "\n", "if 'year_x' in temp_df.columns:\n", " temp_df.rename(columns={'year_x': 'year'}, inplace=True)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:22:23.277554Z", "start_time": "2018-03-07T18:22:23.255474Z" } }, "outputs": [ { "data": { "text/html": [ "
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% generationdatetimeelec fuel co2 (kg)fuel categorymonthnercyeartimeframegeneration (mwh)generation
00.7481462005-01-01NaNCoal1MRO20052005-20081.820807e+0713.622289
10.0297812005-01-01NaNNatural Gas1MRO20052005-20081.820807e+070.542249
20.0122542005-01-01NaNWind1MRO20052005-20081.820807e+070.223117
30.7547332005-02-01NaNCoal2MRO20052005-20081.515471e+0711.437763
40.0336702005-02-01NaNNatural Gas2MRO20052005-20081.515471e+070.510253
\n", "
" ], "text/plain": [ " % generation datetime elec fuel co2 (kg) fuel category month nerc \\\n", "0 0.748146 2005-01-01 NaN Coal 1 MRO \n", "1 0.029781 2005-01-01 NaN Natural Gas 1 MRO \n", "2 0.012254 2005-01-01 NaN Wind 1 MRO \n", "3 0.754733 2005-02-01 NaN Coal 2 MRO \n", "4 0.033670 2005-02-01 NaN Natural Gas 2 MRO \n", "\n", " year timeframe generation (mwh) generation \n", "0 2005 2005-2008 1.820807e+07 13.622289 \n", "1 2005 2005-2008 1.820807e+07 0.542249 \n", "2 2005 2005-2008 1.820807e+07 0.223117 \n", "3 2005 2005-2008 1.515471e+07 11.437763 \n", "4 2005 2005-2008 1.515471e+07 0.510253 " ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "temp_df.head()" ] }, { "cell_type": "code", "execution_count": 274, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:22:51.162219Z", "start_time": "2018-03-07T18:22:51.158293Z" } }, "outputs": [], "source": [ "# a is the list of colors\n", "# Matching fuel colors to the generation plot above\n", "a = fuel_palette[0:2]\n", "a.append(fuel_palette[4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### seaborn tsplot issues\n", "When running the full code below (tsplot within a FacetGrid) I'm getting an error. The data works for tsplot" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/envs/psci/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.tsplot(temp_df.loc[temp_df.nerc=='MRO'], time='month', unit='year', value='generation', \n", " condition='fuel category', err_style='unit_traces')" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:25:14.191561Z", "start_time": "2018-03-07T18:25:09.267181Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/envs/psci/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "order = ['SPP', 'TRE', 'MRO']\n", "col_order = ['2005-2008', '2009-2012', '2013-2017']\n", "\n", "with sns.plotting_context(font_scale=1):\n", " g = sns.FacetGrid(temp_df, col='timeframe', row='nerc',\n", " col_order=col_order, row_order=order,# aspect=1.2,\n", " size=2)\n", "# g.map_dataframe(sns.tsplot, time='month', unit='year', value='generation', \n", "# condition='fuel category', err_style='unit_traces',\n", "# color=a)\n", " \n", " \n", " titles = ['{}, {}'.format(a, b) for (a, b) in \n", " list(itertools.product(order, col_order))]\n", " axes = g.axes.flatten()\n", " \n", " # This is hacky, but I'm having trouble gettign tsplot to work with FacetGrid\n", " # As a workaround, manually pass data from g.facet_data() - which returns a\n", " # tuple - to tsplot for every axis of the figure. Then manually set the axis\n", " # labels and create the legend.\n", " for ax, title, data in zip(axes, titles, g.facet_data()):\n", " sns.tsplot(data[-1], time='month', unit='year', value='generation', \n", " condition='fuel category', err_style='unit_traces',\n", " color=a, ax=ax, legend=False)\n", " ax.set_title(title)\n", " ax.set_xticks([1, 4, 7, 10])\n", " \n", " ax.set_xlabel('')\n", " ax.set_ylabel('')\n", " \n", " if '2005' in title:\n", " ax.set_ylabel('Million MWh')\n", " \n", " if 'MRO' in title:\n", " ax.set_xlabel('Month')\n", " \n", " # Need to use tight_layout to get the facet spacing correct\n", " g.fig.tight_layout()\n", " \n", " # Create legend lines\n", " legend_lines = {fuel: Line2D([0], [0], color=c, lw=1.5, label=fuel)\n", " for c, fuel in zip(a, ['Coal', 'Natural Gas', 'Wind'])}\n", " g.add_legend(legend_data=legend_lines, title='Fuel Category')\n", " \n", "path = join(cwd, '..', 'Figures',\n", " '_Wind-Coal-NG variability tsplot {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 277, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:25:14.191561Z", "start_time": "2018-03-07T18:25:09.267181Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/envs/psci/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.lines import Line2D\n", "order = ['SPP', 'TRE', 'MRO']\n", "col_order = ['2005-2008', '2009-2012', '2013-2017']\n", "\n", "with sns.plotting_context('talk', font_scale=1):\n", " g = sns.FacetGrid(temp_df, col='timeframe', row='nerc',\n", " col_order=col_order, row_order=order,# aspect=1.2,\n", " size=2.5)\n", "# g.map_dataframe(sns.tsplot, time='month', unit='year', value='generation', \n", "# condition='fuel category', err_style='unit_traces',\n", "# color=a)\n", " \n", " \n", " titles = ['{}, {}'.format(a, b) for (a, b) in \n", " list(itertools.product(order, col_order))]\n", " axes = g.axes.flatten()\n", " \n", " # This is hacky, but I'm having trouble gettign tsplot to work with FacetGrid\n", " # As a workaround, manually pass data from g.facet_data() - which returns a\n", " # tuple - to tsplot for every axis of the figure. Then manually set the axis\n", " # labels and create the legend.\n", " for ax, title, data in zip(axes, titles, g.facet_data()):\n", " sns.tsplot(data[-1], time='month', unit='year', value='generation', \n", " condition='fuel category', err_style='unit_traces',\n", " color=a, ax=ax, legend=False)\n", " ax.set_title(title)\n", " ax.set_xticks([1, 4, 7, 10])\n", " \n", " ax.set_xlabel('')\n", " ax.set_ylabel('')\n", " \n", " if '2005' in title:\n", " ax.set_ylabel('Million MWh')\n", " \n", " if 'MRO' in title:\n", " ax.set_xlabel('Month')\n", " \n", " # Need to use tight_layout to get the facet spacing correct\n", " g.fig.tight_layout()\n", " \n", " # Create legend lines\n", " legend_lines = {fuel: Line2D([0], [0], color=c, lw=1.5, label=fuel)\n", " for c, fuel in zip(a, ['Coal', 'Natural Gas', 'Wind'])}\n", " g.add_legend(legend_data=legend_lines, title='Fuel Category')\n", " \n", "path = join(cwd, '..', 'Figures',\n", " 'CEDM Wind-Coal-NG variability tsplot {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{}" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g._legend_data" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:25:14.191561Z", "start_time": "2018-03-07T18:25:09.267181Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/envs/py36/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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WMR1m8oZsNJFVVILNnYXF4cCdX8AXi9/mned+wRmXXUXfU0+jpboSm9uDzZN1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ppgY8PscjoHq9eDQfqqY5oRnZMcBMwyRU1E7VxONH7A3rWMPUDTKJOLZlkYnHCJeWo3o8wy3W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\nqEZjCoVCoVAoFHOMUrgUCoVCoVAo5hilcCkUCoVCoVDMMUrhUig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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "order = ['SPP', 'TRE', 'MRO']\n", "col_order = ['2005-2008', '2009-2012', '2013-2017']\n", "\n", "with sns.plotting_context(font_scale=1):\n", " g = sns.FacetGrid(temp_df, col='timeframe', row='nerc',\n", " col_order=col_order, row_order=order, aspect=1.2,\n", " size=2)\n", " g.map_dataframe(sns.tsplot, time='month', unit='year', value='generation', \n", " condition='fuel category', err_style='unit_traces',\n", " color=a).add_legend(title='Fuel Category')\n", " g.set_axis_labels('Month', 'Million MWh')\n", " titles = ['{}, {}'.format(a, b) for (a, b) in \n", " list(itertools.product(order, col_order))]\n", " axes = g.axes.flatten()\n", " for ax, title in zip(axes, titles):\n", " ax.set_title(title)\n", " ax.set_xticks([1, 4, 7, 10])\n", "\n", "path = join(cwd, '..', 'Figures',\n", " 'Wind-Coal-NG variability tsplot {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:25:50.356861Z", "start_time": "2018-03-07T18:25:50.311750Z" } }, "outputs": [], "source": [ "def rolling_norm_std_plot(temp_df, window=24):\n", " rolling_var_list = []\n", " for nerc in ['TRE', 'SPP', 'MRO']:\n", " for fuel in ['Coal', 'Natural Gas', 'Wind']:\n", " _df = temp_df.loc[(temp_df['nerc'] == nerc) &\n", " (temp_df['fuel category'] == fuel),\n", " ['nerc', 'fuel category', 'datetime', 'generation']]\n", "\n", " # I'm using std to mean variability\n", " _df['variability'] = (_df['generation']\n", " .rolling(window, center=True)\n", " .std())\n", " _df['variance'] = (_df['generation']\n", " .rolling(window, center=True)\n", " .var())\n", " _df['mean'] = (_df['generation']\n", " .rolling(window, center=True)\n", " .mean())\n", "\n", " _df['norm variability'] = _df['variability'] / _df['mean']\n", "\n", " _df['dispersion'] = _df['variance'] / _df['mean']\n", "\n", " rolling_var_list.append(_df)\n", "\n", " rolling_var_df = pd.concat(rolling_var_list)\n", " \n", " g = sns.FacetGrid(rolling_var_df, hue='fuel category', col='nerc', \n", " col_order=['SPP', 'TRE', 'MRO'], palette=a, size=2)\n", " g.map(plt.plot, 'datetime', 'norm variability').add_legend(title='Fuel Category')\n", " g.set_xticklabels(rotation=25)\n", "\n", " g.set_axis_labels('Year', 'Normalized Variability')\n", " axes = g.axes.flatten()\n", " for ax, nerc in zip(axes, ['SPP', 'TRE', 'MRO']):\n", " ax.set_title(nerc)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_norm_std_plot(temp_df, window=24)\n", "path = join(cwd, '..', 'Figures',\n", " 'Wind-Coal-NG norm rolling variability {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_norm_std_plot(temp_df, window=12)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_norm_std_plot(temp_df, window=36)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation figures\n", "Creating a wide dataframe and then melting it to a tidy one is extra work. Might want to come back and create a tidy df from the start." ] }, { "cell_type": "code", "execution_count": 213, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:27:02.555430Z", "start_time": "2018-03-07T18:27:02.547359Z" } }, "outputs": [], "source": [ "# Pairs of adjacent NERC regions\n", "region_pairs = [\n", "# ('WECC', 'MRO'),\n", " ('WECC', 'SPP'),\n", " ('WECC', 'TRE'),\n", " ('TRE', 'SPP'),\n", " ('TRE', 'SERC'),\n", " ('SPP', 'MRO'),\n", " ('SPP', 'SERC'),\n", " ('SERC', 'FRCC'),\n", " ('SERC', 'MRO'),\n", " ('RFC', 'SERC'),\n", " ('RFC', 'NPCC'),\n", " ('RFC', 'MRO'),\n", " ('MRO', 'NPCC'),\n", " ('MRO', 'WECC')\n", "]" ] }, { "cell_type": "code", "execution_count": 206, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:27:07.058777Z", "start_time": "2018-03-07T18:27:07.047634Z" } }, "outputs": [], "source": [ "index.reset_index(inplace=True)\n", "index.set_index(['nerc', 'datetime'], inplace=True)\n", "index.sort_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 220, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:29:06.636955Z", "start_time": "2018-03-07T18:29:02.378997Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.plotting_context('talk'):\n", " rolling_corr_plot(index, region_pairs=region_pairs, window=48,\n", " detrend_series=True, seasonal=True, fill_alpha=0.4,\n", " fg_size=2.5)\n", "\n", "# fig = plt.gcf()\n", "# fig.suptitle('Rolling Correlation', y=1.03)\n", " path = join(cwd, '..', 'Figures',\n", " 'CEDM Rolling correlation - seasonal detrend 48m centered {}.pdf'.format(file_date))\n", " plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:29:06.636955Z", "start_time": "2018-03-07T18:29:02.378997Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=48,\n", " detrend_series=True, seasonal=True, fill_alpha=0.4)\n", "path = join(cwd, '..', 'Figures',\n", " '__Rolling correlation - seasonal detrend 48m centered {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2018-03-07T18:29:06.636955Z", "start_time": "2018-03-07T18:29:02.378997Z" } }, "outputs": [ { "data": { "image/png": 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d3GscRDZabHKronK7tQ7ZCmqjqxw/0GtU6LSqqsd6jQq9VoWu8ruptJggvzbV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\nT9LpeAtaIHg81H3wIbWvveZvWCWVIpLL8dbUoLnssuNyNbdG7/MS2b+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ikskou+9+/wa5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e1JCGhcG+JyOCtYMe4xbdpvS1F17ICqYwcAXMwGJEjsYuLn2HhJ7yxdfbri5+hHUU0Rz/d8XhSS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\ndqJQKIkdMZLqYwU0VZaTmTuLq+/5j7MeZ4qO5fiu7fh9Pg5/9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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=48,\n", " detrend_series=True, seasonal=True, fill_alpha=0.4)\n", "path = join(cwd, '..', 'Figures',\n", " '_Rolling correlation - seasonal detrend 48m centered {}.pdf'.format(file_date))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Additional rolling windows for comparison and the SI" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:01.451489Z", "start_time": "2017-11-06T18:05:56.073632Z" } }, "outputs": [ { "data": { "image/png": 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XMrhnKPvLLbyxNpelWaV8fl8afaM7v7Rye1Q3VXPbytuwuq28ffHbTOkjD8+y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\n/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MaiuFyIFRV96qP9v59Qc/sd+nvLkaOpdFby5MYnAShpK+H0qisI3S2xtBRkmT2XXY7i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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=12,\n", " detrend_series=True, seasonal=True,\n", " sup_title='12-Month Window')\n", "path = join(cwd, '..', 'Figures', 'SI',\n", " 'Rolling correlation - seasonal detrend 12m centered.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:14.228559Z", "start_time": "2017-11-06T18:06:07.371203Z" } }, "outputs": [ { "data": { "image/png": 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5pYh672BPJvQJZHtqERa7g0XfHnamuX1EBM//qT8AezJL+DW1mB7+BrytDl7Z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vqcPRqh+47NWYsnKgFZDR0Hr04eyeB9byL6NhJjY0h/9tnAB29375XOXLM272W9QbOcT1L3+/r1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\ntn4rOerXN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8jtHjsu2RXi8Shu1NTpcmJ9QYqqSqm1lI0NG1n+7XIK6wppdLdTG90HAYGc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\n9YJcLodUKkVwcDDeffdd2NvbQ6PRYNSoUa0ub81xkMlkCAgIQFl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=24,\n", " detrend_series=True, seasonal=True,\n", " sup_title='24-Month Window')\n", "path = join(cwd, '..', 'Figures', 'SI',\n", " 'Rolling correlation - seasonal detrend 24m centered.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:18.675670Z", "start_time": "2017-11-06T18:06:14.230238Z" } }, "outputs": [ { "data": { "image/png": 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1rW3g0vi0nY3Hc9h0IhdQhmpGL463b+sZ5sur93Ske6gvs789CCgPgIczCu15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\nwc6ynVTlh64Nb1QblVK06BxyYnNIC0tj9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UFRgxo94M31SMhTs1FGRSOTnQ29KhBcKSiU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BHQQQsZakYi0e2sRQ275eAWgFYLz19ax99x12la2jo7oRu+TCbnAzyjYZu8uNzeDGYXBrIV5C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\n+jvoOE1OksxJA/aCHywMKSnkvPY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=36,\n", " detrend_series=True, seasonal=True, \n", " sup_title='36-Month Window')\n", "path = join(cwd, '..', 'Figures', 'SI',\n", " 'Rolling correlation - seasonal detrend 36m centered.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:25.324287Z", "start_time": "2017-11-06T18:06:18.678281Z" } }, "outputs": [ { "data": { "image/png": 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WFsYvv/zCTz/9xKlTp1Cr1QwbNow777wTV1fXpsyj03h7/TFbID+eV8bXe7Lt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rolling_corr_plot(index, region_pairs=region_pairs, window=72,\n", " detrend_series=True, seasonal=True,\n", " sup_title='72-Month Window')\n", "path = join(cwd, '..', 'Figures', 'SI',\n", " 'Rolling correlation - seasonal detrend 72m centered.pdf')\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changes in CO₂ intensity for each NERC region" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:33.804065Z", "start_time": "2017-11-06T18:06:33.780806Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexchange since 2005elec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthquarteryear
nercdatetime
ASCC2001-01-010NaNNaN2.780216e+08510124.027545.007802NaN1NaN2001
2001-02-011NaNNaN2.694399e+08457691.568588.693180NaN2NaN2001
2001-03-012NaNNaN2.944447e+08493876.659596.190762NaN3NaN2001
2001-04-013NaNNaN2.357533e+08417279.658564.976768NaN4NaN2001
2001-05-014NaNNaN2.306594e+08409477.108563.302275NaN5NaN2001
\n", "
" ], "text/plain": [ " index change since 2005 elec fuel co2 (kg) final co2 (kg) \\\n", "nerc datetime \n", "ASCC 2001-01-01 0 NaN NaN 2.780216e+08 \n", " 2001-02-01 1 NaN NaN 2.694399e+08 \n", " 2001-03-01 2 NaN NaN 2.944447e+08 \n", " 2001-04-01 3 NaN NaN 2.357533e+08 \n", " 2001-05-01 4 NaN NaN 2.306594e+08 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month \\\n", "nerc datetime \n", "ASCC 2001-01-01 510124.027 545.007802 NaN 1 \n", " 2001-02-01 457691.568 588.693180 NaN 2 \n", " 2001-03-01 493876.659 596.190762 NaN 3 \n", " 2001-04-01 417279.658 564.976768 NaN 4 \n", " 2001-05-01 409477.108 563.302275 NaN 5 \n", "\n", " quarter year \n", "nerc datetime \n", "ASCC 2001-01-01 NaN 2001 \n", " 2001-02-01 NaN 2001 \n", " 2001-03-01 NaN 2001 \n", " 2001-04-01 NaN 2001 \n", " 2001-05-01 NaN 2001 " ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:33.824955Z", "start_time": "2017-11-06T18:06:33.806223Z" } }, "outputs": [], "source": [ "annual_index = (index#.drop('index', axis=1)\n", " #.reset_index()\n", " .groupby(['year', 'nerc'])\n", " .sum())\n", "annual_index['index (g/kwh)'] = (annual_index['final co2 (kg)']\n", " / annual_index['generation (mwh)'])\n", "annual_index.sort_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:33.847690Z", "start_time": "2017-11-06T18:06:33.827386Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexchange since 2005elec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthquarter
yearnerc
2001ASCC660.00.03.070633e+095.527373e+06555.5321090.0780.0
FRCC2100.00.01.179943e+111.821597e+08647.7517760.0780.0
HICC3540.00.08.294079e+091.043156e+07795.0946100.0780.0
MRO4980.00.01.622004e+111.898481e+08854.3691090.0780.0
NPCC6420.00.01.069848e+112.580338e+08414.6156880.0780.0
\n", "
" ], "text/plain": [ " index change since 2005 elec fuel co2 (kg) final co2 (kg) \\\n", "year nerc \n", "2001 ASCC 66 0.0 0.0 3.070633e+09 \n", " FRCC 210 0.0 0.0 1.179943e+11 \n", " HICC 354 0.0 0.0 8.294079e+09 \n", " MRO 498 0.0 0.0 1.622004e+11 \n", " NPCC 642 0.0 0.0 1.069848e+11 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month quarter \n", "year nerc \n", "2001 ASCC 5.527373e+06 555.532109 0.0 78 0.0 \n", " FRCC 1.821597e+08 647.751776 0.0 78 0.0 \n", " HICC 1.043156e+07 795.094610 0.0 78 0.0 \n", " MRO 1.898481e+08 854.369109 0.0 78 0.0 \n", " NPCC 2.580338e+08 414.615688 0.0 78 0.0 " ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annual_index.head()" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "ExecuteTime": { "end_time": "2017-11-06T18:06:33.881576Z", "start_time": "2017-11-06T18:06:33.850436Z" } }, "outputs": [ { "data": { "text/html": [ "
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indexchange since 2005elec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthquarter
yearnerc
2001USA660.6060582.324500e+122.354064e+123.736520e+09630.01506416650.6219827830.0
2002USA2100.3147132.338800e+122.374177e+123.858190e+09615.36015516265.8001387830.0
2003USA3540.3769082.363502e+122.401018e+123.883111e+09618.32324816347.9497167830.0
2004USA4980.0236992.371580e+122.384307e+123.970519e+09600.50272415881.4161167830.0
2005USA642-0.0066512.433250e+122.429592e+124.055197e+09599.13037915841.3287927830.0
2006USA786-0.2780662.382162e+122.380147e+124.064621e+09585.57658015482.8330297830.0
2007USA930-0.2247372.446017e+122.444883e+124.156669e+09588.18319815553.2716627830.0
2008USA1074-0.3752232.392687e+122.391431e+124.119315e+09580.54077015354.5031537830.0
2009USA1218-0.9810002.178342e+122.175400e+123.950295e+09550.69308314554.3676627830.0
2010USA1362-0.8422602.297302e+122.302771e+124.124852e+09558.26759014737.6211937830.0
2011USA1506-1.2364812.198723e+122.210254e+124.099904e+09539.09889414216.9173237830.0
2012USA1650-1.7498562.071110e+122.078066e+124.047592e+09513.40798813538.8286547830.0
2013USA1794-1.6954202.090106e+122.095628e+124.065839e+09515.42325213610.7301077830.0
2014USA1938-1.8125692.085528e+122.092147e+124.104659e+09509.70055513455.9949417830.0
2015USA2082-2.4122611.946828e+121.967419e+124.091520e+09480.85289812663.8964677830.0
2016USA2226-3.0021041.831294e+121.854639e+124.095209e+09452.88014711884.8066417830.0
2017USA2370-3.2539851.750835e+121.769787e+124.034598e+09438.65266411552.1117247830.0
\n", "
" ], "text/plain": [ " index change since 2005 elec fuel co2 (kg) final co2 (kg) \\\n", "year nerc \n", "2001 USA 66 0.606058 2.324500e+12 2.354064e+12 \n", "2002 USA 210 0.314713 2.338800e+12 2.374177e+12 \n", "2003 USA 354 0.376908 2.363502e+12 2.401018e+12 \n", "2004 USA 498 0.023699 2.371580e+12 2.384307e+12 \n", "2005 USA 642 -0.006651 2.433250e+12 2.429592e+12 \n", "2006 USA 786 -0.278066 2.382162e+12 2.380147e+12 \n", "2007 USA 930 -0.224737 2.446017e+12 2.444883e+12 \n", "2008 USA 1074 -0.375223 2.392687e+12 2.391431e+12 \n", "2009 USA 1218 -0.981000 2.178342e+12 2.175400e+12 \n", "2010 USA 1362 -0.842260 2.297302e+12 2.302771e+12 \n", "2011 USA 1506 -1.236481 2.198723e+12 2.210254e+12 \n", "2012 USA 1650 -1.749856 2.071110e+12 2.078066e+12 \n", "2013 USA 1794 -1.695420 2.090106e+12 2.095628e+12 \n", "2014 USA 1938 -1.812569 2.085528e+12 2.092147e+12 \n", "2015 USA 2082 -2.412261 1.946828e+12 1.967419e+12 \n", "2016 USA 2226 -3.002104 1.831294e+12 1.854639e+12 \n", "2017 USA 2370 -3.253985 1.750835e+12 1.769787e+12 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month quarter \n", "year nerc \n", "2001 USA 3.736520e+09 630.015064 16650.621982 78 30.0 \n", "2002 USA 3.858190e+09 615.360155 16265.800138 78 30.0 \n", "2003 USA 3.883111e+09 618.323248 16347.949716 78 30.0 \n", "2004 USA 3.970519e+09 600.502724 15881.416116 78 30.0 \n", "2005 USA 4.055197e+09 599.130379 15841.328792 78 30.0 \n", "2006 USA 4.064621e+09 585.576580 15482.833029 78 30.0 \n", "2007 USA 4.156669e+09 588.183198 15553.271662 78 30.0 \n", "2008 USA 4.119315e+09 580.540770 15354.503153 78 30.0 \n", "2009 USA 3.950295e+09 550.693083 14554.367662 78 30.0 \n", "2010 USA 4.124852e+09 558.267590 14737.621193 78 30.0 \n", "2011 USA 4.099904e+09 539.098894 14216.917323 78 30.0 \n", "2012 USA 4.047592e+09 513.407988 13538.828654 78 30.0 \n", "2013 USA 4.065839e+09 515.423252 13610.730107 78 30.0 \n", "2014 USA 4.104659e+09 509.700555 13455.994941 78 30.0 \n", "2015 USA 4.091520e+09 480.852898 12663.896467 78 30.0 \n", "2016 USA 4.095209e+09 452.880147 11884.806641 78 30.0 \n", "2017 USA 4.034598e+09 438.652664 11552.111724 78 30.0 " ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "annual_index.loc[idx[:, 'USA'], :]" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [], "source": [ "regions = [\n", " 'TRE',\n", " 'SERC',\n", " 'WECC',\n", " 'USA',\n", " 'RFC',\n", " 'FRCC',\n", " 'NPCC',\n", " 'SPP',\n", " 'MRO'\n", "]\n", "index2001 = annual_index.loc[2001, 'index (g/kwh)'][regions]\n", "index2017 = annual_index.loc[2017, 'index (g/kwh)'][regions]\n", "\n", "table_df = pd.DataFrame(data={2001:index2001, 2017:index2017})\n", "table_df['Reduction'] = table_df[2001] - table_df[2017]\n", "table_df['Percent Reduction'] = table_df['Reduction'] / table_df[2001]\n", "table_df.sort_values('Reduction', inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Export for use in the NERC map" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "path = join(cwd, '..', 'Data storage', 'final NERC data',\n", " 'Summary table {}.csv'.format(file_date))\n", "table_df.to_csv(path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Annual CO₂ intensity in 2001 and 2017, and change in intensity" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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20012017ReductionPercent ReductionAnnual Reduction
nerc
TRE609.537529439.289665170.2478640.27930710.640492
WECC520.591372346.313227174.2781450.33477010.892384
USA630.015064438.652664191.3624000.30374311.960150
SERC633.312208425.263073208.0491350.32851013.003071
RFC675.979943461.569398214.4105460.31718513.400659
FRCC647.751776410.050361237.7014150.36696414.856338
NPCC414.615688172.799260241.8164280.58323015.113527
MRO854.369109545.642751308.7263580.36135019.295397
SPP854.155315491.243974362.9113410.42487722.681959
\n", "
" ], "text/plain": [ " 2001 2017 Reduction Percent Reduction Annual Reduction\n", "nerc \n", "TRE 609.537529 439.289665 170.247864 0.279307 10.640492\n", "WECC 520.591372 346.313227 174.278145 0.334770 10.892384\n", "USA 630.015064 438.652664 191.362400 0.303743 11.960150\n", "SERC 633.312208 425.263073 208.049135 0.328510 13.003071\n", "RFC 675.979943 461.569398 214.410546 0.317185 13.400659\n", "FRCC 647.751776 410.050361 237.701415 0.366964 14.856338\n", "NPCC 414.615688 172.799260 241.816428 0.583230 15.113527\n", "MRO 854.369109 545.642751 308.726358 0.361350 19.295397\n", "SPP 854.155315 491.243974 362.911341 0.424877 22.681959" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table_df['Annual Reduction'] = table_df['Reduction'] / (2017 - 2001)\n", "table_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compare PA, RFC, and National index" ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [], "source": [ "base_path = join(cwd, '..')\n", "state_path = join(base_path, 'Data storage', 'final state data')\n", "file_date = '2018-03-06'\n", "index_path = join(state_path, 'Monthly index states {}.csv'.format(file_date))\n", "state_index = pd.read_csv(index_path)" ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [], "source": [ "state_index.datetime = pd.to_datetime(state_index.datetime)" ] }, { "cell_type": "code", "execution_count": 231, "metadata": {}, "outputs": [], "source": [ "state_index['nerc'] = state_index.loc[:, 'state']\n", "state_index.set_index(['nerc', 'datetime'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthstatefinal co2 (kg)generation (mwh)index (g/kwh)quarter
nercdatetime
OH2001-01-0120011OH1.066073e+1013162516.0809.9313121
2001-02-0120012OH9.593668e+0911161698.0859.5168541
2001-03-0120013OH1.072636e+1012107819.0885.9036691
2001-04-0120014OH9.248725e+0911177301.0827.4560442
2001-05-0120015OH9.405696e+0910691804.0879.7108312
\n", "
" ], "text/plain": [ " year month state final co2 (kg) generation (mwh) \\\n", "nerc datetime \n", "OH 2001-01-01 2001 1 OH 1.066073e+10 13162516.0 \n", " 2001-02-01 2001 2 OH 9.593668e+09 11161698.0 \n", " 2001-03-01 2001 3 OH 1.072636e+10 12107819.0 \n", " 2001-04-01 2001 4 OH 9.248725e+09 11177301.0 \n", " 2001-05-01 2001 5 OH 9.405696e+09 10691804.0 \n", "\n", " index (g/kwh) quarter \n", "nerc datetime \n", "OH 2001-01-01 809.931312 1 \n", " 2001-02-01 859.516854 1 \n", " 2001-03-01 885.903669 1 \n", " 2001-04-01 827.456044 2 \n", " 2001-05-01 879.710831 2 " ] }, "execution_count": 267, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_index.loc[idx['OH', :], :].head()" ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexchange since 2005elec fuel co2 (kg)final co2 (kg)generation (mwh)index (g/kwh)index (lb/mwh)monthquarteryear
nercdatetime
ASCC2001-01-010NaNNaN2.780216e+08510124.027545.007802NaN1NaN2001
2001-02-011NaNNaN2.694399e+08457691.568588.693180NaN2NaN2001
2001-03-012NaNNaN2.944447e+08493876.659596.190762NaN3NaN2001
2001-04-013NaNNaN2.357533e+08417279.658564.976768NaN4NaN2001
2001-05-014NaNNaN2.306594e+08409477.108563.302275NaN5NaN2001
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" ], "text/plain": [ " index change since 2005 elec fuel co2 (kg) final co2 (kg) \\\n", "nerc datetime \n", "ASCC 2001-01-01 0 NaN NaN 2.780216e+08 \n", " 2001-02-01 1 NaN NaN 2.694399e+08 \n", " 2001-03-01 2 NaN NaN 2.944447e+08 \n", " 2001-04-01 3 NaN NaN 2.357533e+08 \n", " 2001-05-01 4 NaN NaN 2.306594e+08 \n", "\n", " generation (mwh) index (g/kwh) index (lb/mwh) month \\\n", "nerc datetime \n", "ASCC 2001-01-01 510124.027 545.007802 NaN 1 \n", " 2001-02-01 457691.568 588.693180 NaN 2 \n", " 2001-03-01 493876.659 596.190762 NaN 3 \n", " 2001-04-01 417279.658 564.976768 NaN 4 \n", " 2001-05-01 409477.108 563.302275 NaN 5 \n", "\n", " quarter year \n", "nerc datetime \n", "ASCC 2001-01-01 NaN 2001 \n", " 2001-02-01 NaN 2001 \n", " 2001-03-01 NaN 2001 \n", " 2001-04-01 NaN 2001 \n", " 2001-05-01 NaN 2001 " ] }, "execution_count": 245, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.head()" ] }, { "cell_type": "code", "execution_count": 246, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nercdatetimeyearindex (g/kwh)
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" ], "text/plain": [ "Empty DataFrame\n", "Columns: [nerc, datetime, year, index (g/kwh)]\n", "Index: []" ] }, "execution_count": 246, "metadata": {}, "output_type": "execute_result" } ], "source": [ "index.loc[idx[['USA', 'RFC'], :], cols].reset_index()" ] }, { "cell_type": "code", "execution_count": 247, "metadata": {}, "outputs": [], "source": [ "cols = ['year', 'index (g/kwh)']\n", "df = pd.concat([index.loc[idx[['USA', 'RFC'], :], cols].reset_index(),\n", " state_index.loc[idx['PA', :], cols].reset_index()])" ] }, { "cell_type": "code", "execution_count": 248, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nercdatetimeyearindex (g/kwh)
0RFC2001-01-012001674.597276
1RFC2001-02-012001680.978583
2RFC2001-03-012001672.732817
3RFC2001-04-012001685.306277
4RFC2001-05-012001671.459989
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" ], "text/plain": [ " nerc datetime year index (g/kwh)\n", "0 RFC 2001-01-01 2001 674.597276\n", "1 RFC 2001-02-01 2001 680.978583\n", "2 RFC 2001-03-01 2001 672.732817\n", "3 RFC 2001-04-01 2001 685.306277\n", "4 RFC 2001-05-01 2001 671.459989" ] }, "execution_count": 248, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 249, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nercdatetimeyearindex (g/kwh)
199PA2017-08-012017374.276392
200PA2017-09-012017342.538827
201PA2017-10-012017340.990888
202PA2017-11-012017350.176306
203PA2017-12-012017394.608582
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" ], "text/plain": [ " nerc datetime year index (g/kwh)\n", "199 PA 2017-08-01 2017 374.276392\n", "200 PA 2017-09-01 2017 342.538827\n", "201 PA 2017-10-01 2017 340.990888\n", "202 PA 2017-11-01 2017 350.176306\n", "203 PA 2017-12-01 2017 394.608582" ] }, "execution_count": 249, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail()" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# states = ['PA', 'NJ', 'WV', 'OH']\n", "states = []\n", "# First plot with national only\n", "df = pd.concat([index.loc[idx[['USA'], :], cols].reset_index(),\n", " state_index.loc[idx[states, :], cols].reset_index()])\n", "\n", "region_order = ['USA'] + states\n", "g = sns.FacetGrid(df.reset_index(), hue='nerc', hue_order=region_order,\n", " size=4, aspect=1.5, ylim=(0, 1000))\n", "g.map(plt.plot, 'datetime', 'index (g/kwh)').add_legend(title='Region')\n", "g.set_axis_labels('Year', 'g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", "\n", "path = join(cwd, '..', 'Figures', \n", " 'USA_compare regions CEDM.pdf')\n", "plt.savefig(path, bbox_inches='tight')\n", "\n", "\n", "for i, state in enumerate(['PA', 'NJ', 'WV', 'OH']):\n", " \n", " cols = ['year', 'index (g/kwh)']\n", " df = pd.concat([index.loc[idx[['USA', 'RFC'], :], cols].reset_index(),\n", " state_index.loc[idx[states, :], cols].reset_index()])\n", "\n", " region_order = ['USA', 'RFC'] + states\n", " g = sns.FacetGrid(df.reset_index(), hue='nerc', hue_order=region_order,\n", " size=4, aspect=1.5, ylim=(0, 1000))\n", " g.map(plt.plot, 'datetime', 'index (g/kwh)').add_legend(title='Region')\n", " g.set_axis_labels('Year', 'g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", " \n", " states.append(state)\n", " \n", " path = join(cwd, '..', 'Figures', \n", " '{}_compare regions CEDM.pdf'.format(i))\n", " plt.savefig(path, bbox_inches='tight')\n", " \n", "# Last plot for ohio\n", "df = pd.concat([index.loc[idx[['USA', 'RFC'], :], cols].reset_index(),\n", " state_index.loc[idx[states, :], cols].reset_index()])\n", "\n", "region_order = ['USA', 'RFC'] + states\n", "g = sns.FacetGrid(df.reset_index(), hue='nerc', hue_order=region_order,\n", " size=4, aspect=1.5, ylim=(0, 1000))\n", "g.map(plt.plot, 'datetime', 'index (g/kwh)').add_legend(title='Region')\n", "g.set_axis_labels('Year', 'g $\\mathregular{CO_2 \\ kWh^{-1}}$')\n", "\n", "path = join(cwd, '..', 'Figures', \n", " '{}_compare regions CEDM.pdf'.format(i+1))\n", "plt.savefig(path, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3" ] }, "execution_count": 269, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "psci", "language": "python", "name": "psci" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }