From 498f5853cdf76f7668a8c9459e1afb8396caec4e Mon Sep 17 00:00:00 2001 From: mike Date: Thu, 3 Oct 2024 21:52:22 +0200 Subject: [PATCH 1/2] add analysis network notebook for pypsa-earth-sec repo --- notebooks/network_analysis_sec.ipynb | 523 +++++++++++++++++++++++++++ 1 file changed, 523 insertions(+) create mode 100644 notebooks/network_analysis_sec.ipynb diff --git a/notebooks/network_analysis_sec.ipynb b/notebooks/network_analysis_sec.ipynb new file mode 100644 index 0000000..e72bac1 --- /dev/null +++ b/notebooks/network_analysis_sec.ipynb @@ -0,0 +1,523 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analyse netowkr results from Pypsa-Earth-Sec\n", + "This notebook reads the latest optimization described in the config.yaml file and makes plots and summaries of the results." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sources: \n", + "- Statistics module: https://pypsa.readthedocs.io/en/latest/examples/statistics.html\n", + "- Template: https://github.com/pypsa-meets-earth/documentation/blob/main/notebooks/network_analysis.ipynb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "File is needed:\n", + "* PyPSA network file (.nc) includes the heating, transprot, and electricity demand information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Import packages" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import yaml\n", + "import pypsa\n", + "import warnings\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import geopandas as gpd\n", + "import numpy as np\n", + "import pandas as pd\n", + "from pathlib import Path\n", + "import seaborn as sns\n", + "from datetime import datetime\n", + "from cartopy import crs as ccrs\n", + "from pypsa.plot import add_legend_circles, add_legend_lines, add_legend_patches\n", + "import os\n", + "import sys\n", + "import xarray as xr\n", + "import cartopy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Path settings\n", + "This section reads the config parameters from your config.yaml file and automatically reads the output of the optimization with those settings" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pypsa.io:The following Link have buses which are not defined:\n", + "Index(['H2 pipeline NZ.15_1 -> NZ.17_1', 'H2 pipeline NZ.17_1 -> NZ.1_1',\n", + " 'H2 pipeline NZ.1_1 -> NZ.11_1'],\n", + " dtype='object', name='name')\n", + "WARNING:pypsa.io:The following Link have buses which are not defined:\n", + "Index(['H2 pipeline NZ.15_1 -> NZ.17_1', 'H2 pipeline NZ.17_1 -> NZ.1_1',\n", + " 'H2 pipeline NZ.1_1 -> NZ.11_1'],\n", + " dtype='object', name='name')\n", + "INFO:pypsa.io:Imported network elec_s_10_ec_lc3.0_Co2L_3H_2035_0.071_AB_14export.nc has buses, carriers, generators, global_constraints, lines, links, loads, storage_units, stores\n" + ] + } + ], + "source": [ + "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "# Set your network path (.nc) here\n", + "network_path = \"/home/pypsa-earth-sec/results/elec_s_10_ec_lc3.0_Co2L_3H_2035_0.071_AB_14export.nc\"\n", + "n = pypsa.Network(network_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Data import check" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "List number of components by type" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Component 'Bus' has 318 entries\n", + "Component 'Carrier' has 37 entries\n", + "Component 'GlobalConstraint' has 2 entries\n", + "Component 'Line' has 17 entries\n", + "Component 'LineType' has 34 entries\n", + "Component 'TransformerType' has 14 entries\n", + "Component 'Link' has 809 entries\n", + "Component 'Load' has 461 entries\n", + "Component 'Generator' has 136 entries\n", + "Component 'StorageUnit' has 6 entries\n", + "Component 'Store' has 197 entries\n" + ] + } + ], + "source": [ + "for c in n.iterate_components(list(n.components.keys())[2:]):\n", + " print(\"Component '{}' has {} entries\".format(c.name,len(c.df)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "List the snapshots of the PyPSA network" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DatetimeIndex(['2013-01-01 00:00:00', '2013-01-01 03:00:00',\n", + " '2013-01-01 06:00:00', '2013-01-01 09:00:00',\n", + " '2013-01-01 12:00:00', '2013-01-01 15:00:00',\n", + " '2013-01-01 18:00:00', '2013-01-01 21:00:00',\n", + " '2013-01-02 00:00:00', '2013-01-02 03:00:00',\n", + " ...\n", + " '2013-12-30 18:00:00', '2013-12-30 21:00:00',\n", + " '2013-12-31 00:00:00', '2013-12-31 03:00:00',\n", + " '2013-12-31 06:00:00', '2013-12-31 09:00:00',\n", + " '2013-12-31 12:00:00', '2013-12-31 15:00:00',\n", + " '2013-12-31 18:00:00', '2013-12-31 21:00:00'],\n", + " dtype='datetime64[ns]', name='snapshot', length=2920, freq=None)\n", + "Time steps: 2920\n" + ] + } + ], + "source": [ + "print(n.snapshots)\n", + "print(f\"Time steps: \" + str(len(n.snapshots)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyse energy system" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Transport Sector \n", + "The demand of EVs, ICE (internal combustion engine) and FCEV (fuell cell)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " carrier bus_carrier\n", + "Load land transport EV Li ion -470.260030\n", + " land transport fuel cell H2 -235.130015\n", + " land transport oil oil -5878.250369\n", + "dtype: float64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"mean\")\n", + "transport_stats = load_stats[load_stats.index.get_level_values('carrier').str.contains(\n", + " 'land transport oil(?! emissions)|land transport fuel cell|land transport EV', \n", + " case=True)]\n", + "transport_stats" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = transport_stats.plot.bar(\n", + " title='Demand of EVs, ICE and FCEV',\n", + " xlabel=\"\"\n", + ")\n", + "\n", + "ax.set_xticklabels(transport_stats.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Heating Sector \n", + "The demand of various heating subsectors" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " carrier bus_carrier \n", + "Load low-temperature heat for industry urban central heat -249.747297\n", + " residential rural heat residential rural heat -1.420954\n", + " residential urban decentral heat residential urban decentral heat -10.224502\n", + " services rural heat services rural heat -1.357948\n", + " services urban decentral heat services urban decentral heat -9.771145\n", + " urban central heat urban central heat -30.517161\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"mean\")\n", + "heating_stats = load_stats[load_stats.index.get_level_values('carrier').str.contains('heat', case=False)]\n", + "heating_stats" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = heating_stats.plot.bar(\n", + " title='The demand of various heating subsectors',\n", + " xlabel=\"\"\n", + ")\n", + "\n", + "ax.set_xticklabels(heating_stats.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How is heating energy supplied (heat pump, district heating, resistive heater, gas boiler)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[274.9255349451954, 0.2902017678572082, 27.878132885439577]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heating_supply_stats = n.statistics.supply(comps=[\"Link\"], aggregate_time=\"mean\").loc[\n", + " lambda x: x.index.get_level_values('carrier').str.contains('heat|boiler|pump|resistive', case=False)\n", + "]\n", + "\n", + "heating_types = ['Gas Boiler', 'Heat Pump', 'Resistive Heater']\n", + "heating_sums = [heating_supply_stats[heating_supply_stats.index.get_level_values('carrier').str.contains(ht, case=False)].sum() for ht in heating_types]\n", + "heating_sums" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 6))\n", + "plt.pie(heating_sums)\n", + "plt.title('Heating Supply Distribution')\n", + "plt.legend(heating_types, loc='upper left', bbox_to_anchor=(1, 0.8))\n", + "plt.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Electricity Sector \n", + "The share of different carriers (capacity and energy)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " carrier \n", + "Generator Coal 500.000000\n", + " Combined-Cycle Gas 1838.950905\n", + " Offshore Wind (AC) 0.000000\n", + " Offshore Wind (DC) 0.000000\n", + " Oil 150.066350\n", + " Onshore Wind 784.000000\n", + " Open-Cycle Gas 543.978622\n", + " Run of River 398.225382\n", + " Solar 142.074179\n", + "Name: p_nom, dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "capacity_stats = n.statistics.installed_capacity(comps=[\"Generator\"])\n", + "electricity_capacity_stats = capacity_stats[~capacity_stats.index.get_level_values('carrier').str.contains('thermal|gas')]\n", + "electricity_capacity_stats" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "electricity_capacity_stats.plot.pie(\n", + " title=\"Share of different carriers by capacity\",\n", + " labels=electricity_capacity_stats.index.get_level_values('carrier'),\n", + " ylabel=\"\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " carrier bus_carrier\n", + "Generator Coal AC 3.868327e+06\n", + " Combined-Cycle Gas AC 2.546595e+06\n", + " Geothermal AC 9.810376e+06\n", + " Offshore Wind (AC) AC 3.824497e+00\n", + " Offshore Wind (DC) AC 4.224329e+00\n", + " Oil AC 2.252209e+03\n", + " Onshore Wind AC 2.748346e+07\n", + " Open-Cycle Gas AC 8.237255e+04\n", + " Run of River AC 2.781699e+06\n", + " Solar AC 2.045476e+07\n", + "Name: generators, dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "energy_stats = n.statistics.energy_balance(comps=[\"Generator\"])\n", + "electricity_energy_stats = energy_stats[energy_stats.index.get_level_values('bus_carrier') == 'AC']\n", + "electricity_energy_stats" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "electricity_energy_stats.plot.pie(\n", + " title='Share of Different Carriers by Energy',\n", + " labels=None,\n", + " ylabel=\"\"\n", + ")\n", + "\n", + "# Using legend because of overlapping carriers\n", + "custom_labels = electricity_energy_stats.index.get_level_values(\"carrier\")\n", + "plt.legend(custom_labels, loc='upper left', bbox_to_anchor=(1, 0.8))\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pypsa-earth", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.15" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From fd7d71f56b7e58b810210082674b9e08d261e57d Mon Sep 17 00:00:00 2001 From: mike Date: Mon, 21 Oct 2024 21:58:56 +0200 Subject: [PATCH 2/2] Update colors, energy units, index, grid display, additional carrier --- notebooks/network_analysis_sec.ipynb | 296 +++++++++++++++------------ 1 file changed, 169 insertions(+), 127 deletions(-) diff --git a/notebooks/network_analysis_sec.ipynb b/notebooks/network_analysis_sec.ipynb index e72bac1..d34b824 100644 --- a/notebooks/network_analysis_sec.ipynb +++ b/notebooks/network_analysis_sec.ipynb @@ -4,8 +4,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Analyse netowkr results from Pypsa-Earth-Sec\n", - "This notebook reads the latest optimization described in the config.yaml file and makes plots and summaries of the results." + "# Analyse network results for Pypsa-Earth-Sec\n", + "This notebook processes the latest optimization data specified in the config.yaml file and the network .nc file. It generates comprehensive plots and summaries to visualize the results." ] }, { @@ -14,7 +14,7 @@ "source": [ "Sources: \n", "- Statistics module: https://pypsa.readthedocs.io/en/latest/examples/statistics.html\n", - "- Template: https://github.com/pypsa-meets-earth/documentation/blob/main/notebooks/network_analysis.ipynb" + "- Templates and colors: https://github.com/pypsa-meets-earth/documentation/blob/main/notebooks/network_analysis.ipynb" ] }, { @@ -34,7 +34,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -42,19 +42,7 @@ "import pypsa\n", "import warnings\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import geopandas as gpd\n", - "import numpy as np\n", - "import pandas as pd\n", - "from pathlib import Path\n", - "import seaborn as sns\n", - "from datetime import datetime\n", - "from cartopy import crs as ccrs\n", - "from pypsa.plot import add_legend_circles, add_legend_lines, add_legend_patches\n", - "import os\n", - "import sys\n", - "import xarray as xr\n", - "import cartopy" + "import pandas as pd" ] }, { @@ -67,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 87, "metadata": {}, "outputs": [ { @@ -88,9 +76,13 @@ ], "source": [ "warnings.simplefilter(action='ignore', category=FutureWarning)\n", + "# Set your pypsa-earth-sec directory here\n", + "PARENT = \"/home/pypsa-earth-sec/\"\n", "# Set your network path (.nc) here\n", - "network_path = \"/home/pypsa-earth-sec/results/elec_s_10_ec_lc3.0_Co2L_3H_2035_0.071_AB_14export.nc\"\n", - "n = pypsa.Network(network_path)" + "network_path = PARENT + f\"results/elec_s_10_ec_lc3.0_Co2L_3H_2035_0.071_AB_14export.nc\"\n", + "n = pypsa.Network(network_path)\n", + "config_path = PARENT + f\"pypsa-earth/config.yaml\"\n", + "config = yaml.safe_load(open(config_path))" ] }, { @@ -109,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 88, "metadata": {}, "outputs": [ { @@ -144,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 89, "metadata": {}, "outputs": [ { @@ -189,40 +181,40 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " carrier bus_carrier\n", - "Load land transport EV Li ion -470.260030\n", - " land transport fuel cell H2 -235.130015\n", - " land transport oil oil -5878.250369\n", - "dtype: float64" + "Load land transport EV Li ion -4.119478e+06\n", + " land transport fuel cell H2 -2.059739e+06\n", + " land transport oil oil -5.149347e+07\n", + "Name: objective, dtype: float64" ] }, - "execution_count": 5, + "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"mean\")\n", - "transport_stats = load_stats[load_stats.index.get_level_values('carrier').str.contains(\n", + "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"sum\")\n", + "transport_stats_GWh = load_stats[load_stats.index.get_level_values('carrier').str.contains(\n", " 'land transport oil(?! emissions)|land transport fuel cell|land transport EV', \n", " case=True)]\n", - "transport_stats" + "transport_stats_GWh" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 91, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -232,12 +224,16 @@ } ], "source": [ - "ax = transport_stats.plot.bar(\n", + "transport_stats_TWh = transport_stats_GWh/1000000\n", + "\n", + "ax = transport_stats_TWh.plot.bar(\n", " title='Demand of EVs, ICE and FCEV',\n", - " xlabel=\"\"\n", + " xlabel=\"\",\n", + " ylabel=\"Demand in TWh\"\n", ")\n", "\n", - "ax.set_xticklabels(transport_stats.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", + "ax.set_xticklabels(transport_stats_GWh.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", + "ax.grid(True) \n", "plt.show()" ] }, @@ -251,41 +247,41 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " carrier bus_carrier \n", - "Load low-temperature heat for industry urban central heat -249.747297\n", - " residential rural heat residential rural heat -1.420954\n", - " residential urban decentral heat residential urban decentral heat -10.224502\n", - " services rural heat services rural heat -1.357948\n", - " services urban decentral heat services urban decentral heat -9.771145\n", - " urban central heat urban central heat -30.517161\n", - "dtype: float64" + "Load low-temperature heat for industry urban central heat -2.187786e+06\n", + " residential rural heat residential rural heat -1.244755e+04\n", + " residential urban decentral heat residential urban decentral heat -8.956664e+04\n", + " services rural heat services rural heat -1.189563e+04\n", + " services urban decentral heat services urban decentral heat -8.559523e+04\n", + " urban central heat urban central heat -2.673303e+05\n", + "Name: objective, dtype: float64" ] }, - "execution_count": 7, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"mean\")\n", - "heating_stats = load_stats[load_stats.index.get_level_values('carrier').str.contains('heat', case=False)]\n", - "heating_stats" + "load_stats = n.statistics.energy_balance(comps=[\"Load\"], aggregate_time=\"sum\")\n", + "heating_stats_GWh = load_stats[load_stats.index.get_level_values('carrier').str.contains('heat', case=False)]\n", + "heating_stats_GWh" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 93, "metadata": {}, "outputs": [ { "data": { - "image/png": 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1nsPOnTtL586dJSoqSo4ePSrjxo2TBg0aSFBQkLi6un6wXu+jq9PIkSOladOmqZYpUKCAiCQdQ9WqVZN58+bp7dcauPWpZc2aVQ1WyX1s2LOzs5MffvhBfvjhB7l//75s3bpVRowYIU+ePJHdu3eLSNL/S2rnxLNnz1I9JrWO/+Th19XVVX777TcRSeodXLdunYwfP15iY2Nl/vz56vNu2LDhvf+fuoFD7w5G+VjJj893A2dq55zWMV+lShWpUqWKJCQkyJkzZ2TOnDkycOBAcXBwkNatW/+juhF7FonSnUqVKkmWLFnk6tWrUrZs2VR/jI2NNR9fvXp1CQwMlIsXL+ptX7Vq1Sf9O3+HoijqhNY6YWFhqY6G/hgWFhbi7u4umzZt0uuZfP36tWzbtu2Dj/fw8BAzMzNZsWKF3vYHDx7IwYMHpWbNmv+oXiJJlyVNTU1l6dKlsnTpUsmRI4fUqVNH3a8oigBQe9l0Fi1aJAkJCf/47/6d1+Tm5iZBQUF6weT58+dy/Phxzee3sLCQevXqyejRoyU2NladUujfKFCggOTLl08uXryoeQzqbkdQFCVFm126dCnFXKfv9l5+Kp6ennLlyhW5evWq3vY1a9b87edycXGRvn37Su3atfXmX3Vzc1NHzOsEBQWlOluCiMjq1asFgPr7vXv35Pjx46mOnBYRyZ8/v4wZM0aKFSum/t26detKxowZ5fbt25r/B7rH5smTRxYvXvzeL3la7a+7pPzu8Xn69Gm5du3a3z7nMmTIIOXLl5dffvlFRITz2P5L7FkkSmcsLS1lzpw50rFjR3nx4oU0b95csmXLJk+fPpWLFy/K06dPU/SuJDdw4EBZvHixeHt7y6RJk8TBwUFWrlwp169f/6R/5+9o0KCBbNq0SXx8fKR58+YSEhIiEydOFEdHR7l58+Y/es6JEyeKl5eX1K5dWwYPHiwJCQkyffp0sbCweO9lehGRLFmyyHfffSejRo2Sb7/9Vtq0aSPPnz+XCRMmiKmpqYwbN+4f1Un33E2aNJGlS5fKq1evZMiQIWJk9Nf3disrK6latarMnDlT7OzsxM3NTY4cOSK//fbbv5rE+O+8pg4dOsiCBQukffv20r17d3n+/LnMmDFDrKys9J6ze/fuYmZmJpUqVRJHR0cJCwuTqVOnirW1tZQrV+4f1zW5BQsWSL169aRu3brSqVMnyZEjh7x48UKuXbsm586dk/Xr14tI0jE0ceJEGTdunHh6esqNGzfEz89PcuXKJfHx8erzZc6cWVxdXWXLli1Ss2ZNsbW1Vdv539CdV/Xq1RM/Pz9xcHCQVatWqedV8v/jd4WHh0v16tWlbdu2UrBgQcmcObOcPn1adu/erdej2qFDB2nfvr34+PhIs2bN5N69ezJjxgzNuSGfPHkiTZo0ke7du0t4eLiMGzdOTE1NZeTIkSKSFKb79u0rLVq0kHz58omxsbEcPHhQLl26pPZqu7m5iZ+fn4wePVru3LkjXl5eYmNjI48fP5ZTp06JhYWFOsn5L7/8Ig0bNpQKFSrIoEGDxMXFRe7fvy979uyRlStXiohIsWLFRETkxx9/lI4dO0qmTJmkQIECUqBAAenRo4fMmTNHjIyMpF69ehIcHCzfffedODs7y6BBgz74fzB//nw5ePCgeHt7i4uLi0RHR8vixYtFRKRWrVoffDy9h2HH1xB9XT5mNPT69ev1tutGjiafJgQAjhw5Am9vb9ja2iJTpkzIkSMHvL29Uzw+NVevXkXt2rVhamoKW1tbdO3aFVu2bEl11ObH/B3daOjk01u87/V6enqiSJEietumTZsGNzc3mJiYoFChQli4cKH6vMmJCPr06ZPiOVMbKbp161YUL14cxsbGcHFxwbRp01J9Ti2LFi1SH29tbY1GjRqlGO36d0ZD6+zduxciAhHRm7JG58GDB2jWrBlsbGyQOXNmeHl54cqVKyle4/v+dmojez/2NQHAsmXLUKhQIZiamqJw4cJYu3ZtitHQy5YtQ/Xq1eHg4ABjY2M4OTmhZcuWuHTp0ntfv+6YnjlzZop9kspI5YsXL6Jly5bIli0bMmXKhOzZs6NGjRqYP3++WiYmJgZDhgxBjhw5YGpqitKlS8Pf3z9FnYGkaZVKlSoFExMTiIjaplqjod89VoGUI8MB4MqVK6hVq5beebVs2TKICC5evKjZHtHR0ejVqxeKFy8OKysrmJmZoUCBAhg3bhyioqLUcomJiZgxYwZy584NU1NTlC1bFgcPHtQcDf3777+jf//+sLe3h4mJCapUqYIzZ86o5R4/foxOnTqhYMGCsLCwgKWlJYoXL47//e9/eqPUAcDf3x/Vq1eHlZUVTExM4OrqiubNm6eYqisgIAD16tWDtbU1TExMkCdPHgwaNEivzMiRI+Hk5AQjIyO995yEhARMnz4d+fPnR6ZMmWBnZ4f27dsjJCRE7/Fa/ycBAQFo0qQJXF1dYWJigqxZs8LT0xNbt27VbHv6OAqQrI+aiIiIPpkePXrI6tWr5fnz55/stg2iz42XoYmIiD4BPz8/cXJykty5c0tkZKRs375dFi1aJGPGjGFQpHSNYZGIiOgTyJQpk8ycOVMePHgg8fHxki9fPpk9e7YMGDDA0FUj+ld4GZqIiIiINHHqHBIRkblz50quXLnE1NRUypQpI3/88Yehq0RERERpAMMiydq1a2XgwIEyevRoOX/+vFSpUkXq1asn9+/fN3TViIiIyMB4GZqkfPnyUrp0ab058woVKiSNGzeWqVOnpigfExOjN+lqYmKivHjxQrJmzfpRK0kQERGR4QGQ169fi5OT03vnAuUAl69cbGysnD17Vm9ZMRGROnXqaK7WMHXqVHUSViIiIkrfQkJC3ruuN8PiV+7Zs2eSkJCQYo1fBwcHzTVNR44cKb6+vurv4eHh4uLiIiEhISlWePg3io7b88me679yZUJdQ1fhg9JDO4qwLT+V9NCOImzLTyU9tKMI2/JT+dTtGBERIc7OzuqymVoYFklEUi7KDkDzkrKJiUmKNVhFkpYp+5Rh0cjE/JM913/lU77e/8r9/7UwdBW+GDwmPx0el59GejgmRdLHcZke2vK/ascP3ULGAS5fOTs7O8mQIUOKXsQnT56k6G0kIiKirw/D4lfO2NhYypQpI/v27dPbvm/fPqlYsaKBakVERERpBS9Dk/j6+kqHDh2kbNmy4uHhIb/++qvcv39fevXqZeiqERERkYExLJK0atVKnj9/Ln5+fvLo0SMpWrSo7Ny5U1xdXQ1dNSIiIjIwhkUSEREfHx/x8fExdDWIiIgojeE9i0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTp84hIiJKp4KneRu6CvQVYFgkIvpI/GAmoq8RL0MTERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoyGroCRERERIYWPM3b0FVIs9izSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhsUvmJubmyiKovczYsQIvTL379+Xhg0bioWFhdjZ2Un//v0lNjbWQDUmIiKitCajoStA/y0/Pz/p3r27+rulpaX674SEBPH29hZ7e3s5duyYPH/+XDp27CgAZM6cOYaoLhEREaUxDItfuMyZM0v27NlT3bd37165evWqhISEiJOTk4iIfP/999KpUyeZPHmyWFlZfc6qEhERURrEy9BfuOnTp0vWrFmlZMmSMnnyZL1LzAEBAVK0aFE1KIqI1K1bV2JiYuTs2bOazxkTEyMRERF6P0RERPRlYs/iF2zAgAFSunRpsbGxkVOnTsnIkSPl7t27smjRIhERCQsLEwcHB73H2NjYiLGxsYSFhWk+79SpU2XChAn/ad2JiIgobWDPYjozfvz4FINW3v05c+aMiIgMGjRIPD09pXjx4tKtWzeZP3++/Pbbb/L8+XP1+RRFSfE3AKS6XWfkyJESHh6u/oSEhHz6F0pERERpAnsW05m+fftK69at31vGzc0t1e0VKlQQEZFbt25J1qxZJXv27HLy5Em9Mi9fvpS4uLgUPY7JmZiYiImJyd+rOBEREaVLDIvpjJ2dndjZ2f2jx54/f15ERBwdHUVExMPDQyZPniyPHj1St+3du1dMTEykTJkyn6bCRERElK4xLH6hAgIC5MSJE1K9enWxtraW06dPy6BBg+Sbb74RFxcXERGpU6eOFC5cWDp06CAzZ86UFy9eyJAhQ6R79+4cCU1EREQiwrD4xTIxMZG1a9fKhAkTJCYmRlxdXaV79+4ybNgwtUyGDBlkx44d4uPjI5UqVRIzMzNp27atzJo1y4A1JyIiorSEYfELVbp0aTlx4sQHy7m4uMj27ds/Q42IiIgoPeJoaCIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlhMxyZPniwVK1YUc3NzyZIlS6pl7t+/Lw0bNhQLCwuxs7OT/v37S2xsrF6Zy5cvi6enp5iZmUmOHDnEz89PAHyGV0BERERpXUZDV4D+udjYWGnRooV4eHjIb7/9lmJ/QkKCeHt7i729vRw7dkyeP38uHTt2FAAyZ84cERGJiIiQ2rVrS/Xq1eX06dMSFBQknTp1EgsLCxk8ePDnfklERESUxjAspmMTJkwQEZGlS5emun/v3r1y9epVCQkJEScnJxER+f7776VTp04yefJksbKykpUrV0p0dLQsXbpUTExMpGjRohIUFCSzZ88WX19fURQlxfPGxMRITEyM+ntERMSnf3FERESUJvAy9BcsICBAihYtqgZFEZG6detKTEyMnD17Vi3j6ekpJiYmemVCQ0MlODg41eedOnWqWFtbqz/Ozs7/6esgIiIiw2FY/IKFhYWJg4OD3jYbGxsxNjaWsLAwzTK633Vl3jVy5EgJDw9Xf0JCQv6D2hMREVFawLCYxowfP14URXnvz5kzZz76+VK7jAxAb/u7ZXSDW1J7rIiIiYmJWFlZ6f0QERHRl4n3LKYxffv2ldatW7+3jJub20c9V/bs2eXkyZN6216+fClxcXFq72H27NlT9CA+efJERCRFjyMRERF9fRgW0xg7Ozuxs7P7JM/l4eEhkydPlkePHomjo6OIJA16MTExkTJlyqhlRo0aJbGxsWJsbKyWcXJy+uhQSkRERF8uXoZOx+7fvy8XLlyQ+/fvS0JCgly4cEEuXLggkZGRIiJSp04dKVy4sHTo0EHOnz8vBw4ckCFDhkj37t3VS8dt27YVExMT6dSpk1y5ckU2b94sU6ZM0RwJTURERF8X9iymY2PHjpVly5apv5cqVUpERA4dOiTVqlWTDBkyyI4dO8THx0cqVaokZmZm0rZtW5k1a5b6GGtra9m3b5/06dNHypYtKzY2NuLr6yu+vr6f/fUQERFR2qOAS3XQvxQRESHW1tYSHh7+SQe7uI3Y8cme678SPM3b0FUgIiL6Rz7285uXoYmIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi+nY5MmTpWLFimJubi5ZsmRJtYyiKCl+5s+fr1fm8uXL4unpKWZmZpIjRw7x8/MTAJ/hFRAREVFal9HQFaB/LjY2Vlq0aCEeHh7y22+/aZZbsmSJeHl5qb9bW1ur/46IiJDatWtL9erV5fTp0xIUFCSdOnUSCwsLGTx48H9afyIiIkr7GBbTsQkTJoiIyNKlS99bLkuWLJI9e/ZU961cuVKio6Nl6dKlYmJiIkWLFpWgoCCZPXu2+Pr6iqIon7raRERElI7wMvRXoG/fvmJnZyflypWT+fPnS2JiorovICBAPD09xcTERN1Wt25dCQ0NleDg4FSfLyYmRiIiIvR+iIiI6MvEsPiFmzhxoqxfv172798vrVu3lsGDB8uUKVPU/WFhYeLg4KD3GN3vYWFhqT7n1KlTxdraWv1xdnb+714AERERGRTDYhozfvz4VAelJP85c+bMRz/fmDFjxMPDQ0qWLCmDBw8WPz8/mTlzpl6Zdy816wa3aF2CHjlypISHh6s/ISEhf/NVEhERUXrBexbTmL59+0rr1q3fW8bNze0fP3+FChUkIiJCHj9+LA4ODpI9e/YUPYhPnjwREUnR46hjYmKid9maiIiIvlwMi2mMnZ2d2NnZ/WfPf/78eTE1NVWn2vHw8JBRo0ZJbGysGBsbi4jI3r17xcnJ6V+FUiIiIvoyMCymY/fv35cXL17I/fv3JSEhQS5cuCAiInnz5hVLS0vZtm2bhIWFiYeHh5iZmcmhQ4dk9OjR0qNHD7VnsG3btjJhwgTp1KmTjBo1Sm7evClTpkyRsWPHciQ0ERERMSymZ2PHjpVly5apv5cqVUpERA4dOiTVqlWTTJkyydy5c8XX11cSExMld+7c4ufnJ3369FEfY21tLfv27ZM+ffpI2bJlxcbGRnx9fcXX1/ezvx4iIiJKexRwqQ76lyIiIsTa2lrCw8PFysrqkz2v24gdn+y5/ivB07wNXQUiIqJ/5GM/vzkamoiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBbTqeDgYOnatavkypVLzMzMJE+ePDJu3DiJjY3VK3f//n1p2LChWFhYiJ2dnfTv3z9FmcuXL4unp6eYmZlJjhw5xM/PTwB8zpdDREREaVRGQ1eA/pnr169LYmKiLFiwQPLmzStXrlyR7t27S1RUlMyaNUtERBISEsTb21vs7e3l2LFj8vz5c+nYsaMAkDlz5oiISEREhNSuXVuqV68up0+flqCgIOnUqZNYWFjI4MGDDfkSiYiIKA1QwC6kL8bMmTNl3rx5cufOHRER2bVrlzRo0EBCQkLEyclJRETWrFkjnTp1kidPnoiVlZXMmzdPRo4cKY8fPxYTExMREZk2bZrMmTNHHjx4IIqipPg7MTExEhMTo/4eEREhzs7OEh4eLlZWVp/s9biN2PHJnuu/EjzN29BVICIi+kciIiLE2tr6g5/fvAz9BQkPDxdbW1v194CAAClatKgaFEVE6tatKzExMXL27Fm1jKenpxoUdWVCQ0MlODg41b8zdepUsba2Vn+cnZ3/mxdEREREBsew+IW4ffu2zJkzR3r16qVuCwsLEwcHB71yNjY2YmxsLGFhYZpldL/ryrxr5MiREh4erv6EhIR8ypdCREREaQjDYhozfvx4URTlvT9nzpzRe0xoaKh4eXlJixYtpFu3bnr7UruMDEBv+7tldHcmpPZYERETExOxsrLS+yEiIqIvEwe4pDF9+/aV1q1bv7eMm5ub+u/Q0FCpXr26eHh4yK+//qpXLnv27HLy5Em9bS9fvpS4uDi19zB79uwpehCfPHkiIpKix5GIiIi+PgyLaYydnZ3Y2dl9VNmHDx9K9erVpUyZMrJkyRIxMtLvKPbw8JDJkyfLo0ePxNHRUURE9u7dKyYmJlKmTBm1zKhRoyQ2NlaMjY3VMk5OTnqhlIiIiL5OvAydToWGhkq1atXE2dlZZs2aJU+fPpWwsDC9XsI6depI4cKFpUOHDnL+/Hk5cOCADBkyRLp3765eOm7btq2YmJhIp06d5MqVK7J582aZMmWK+Pr6al6GJiIioq8HexbTqb1798qtW7fk1q1bkjNnTr19unsOM2TIIDt27BAfHx+pVKmSmJmZSdu2bdV5GEVErK2tZd++fdKnTx8pW7as2NjYiK+vr/j6+n7W10NERERpE+dZpH/tY+dp+rs4zyIREdF/h/MsEhEREdG/xrBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDIhERERFpYlgkIiIiIk0Mi0RERESkiWGRiIiIiDQxLBIRERGRJoZFIiIiItLEsEhEREREmhgWiYiIiEgTwyIRERERaWJYJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINDEsEhEREZEmhkUiIiIi0sSwSERERESaGBaJiIiISBPDYjoVHBwsXbt2lVy5comZmZnkyZNHxo0bJ7GxsXrlFEVJ8TN//ny9MpcvXxZPT08xMzOTHDlyiJ+fnwD4nC+HiIiI0qiMhq4A/TPXr1+XxMREWbBggeTNm1euXLki3bt3l6ioKJk1a5Ze2SVLloiXl5f6u7W1tfrviIgIqV27tlSvXl1Onz4tQUFB0qlTJ7GwsJDBgwd/ttdDREREaRPDYjrl5eWlFwBz584tN27ckHnz5qUIi1myZJHs2bOn+jwrV66U6OhoWbp0qZiYmEjRokUlKChIZs+eLb6+vqIoyn/6OoiIiChtY1j8goSHh4utrW2K7X379pVu3bpJrly5pGvXrtKjRw8xMkq6AyEgIEA8PT3FxMRELV+3bl0ZOXKkBAcHS65cuVI8X0xMjMTExKi/R0RE/AevRiR4mvd/8rxERET08XjP4hfi9u3bMmfOHOnVq5fe9okTJ8r69etl//790rp1axk8eLBMmTJF3R8WFiYODg56j9H9HhYWlurfmjp1qlhbW6s/zs7On/jVEBERUVrBsJjGjB8/PtVBKcl/zpw5o/eY0NBQ8fLykhYtWki3bt309o0ZM0Y8PDykZMmSMnjwYPHz85OZM2fqlXn3UrNucIvWJeiRI0dKeHi4+hMSEvJvXzYRERGlUbwMncb07dtXWrdu/d4ybm5u6r9DQ0OlevXq4uHhIb/++usHn79ChQoSEREhjx8/FgcHB8mePXuKHsQnT56IiKTocdQxMTHRu2xNREREXy6GxTTGzs5O7OzsPqrsw4cPpXr16lKmTBlZsmSJeh/i+5w/f15MTU0lS5YsIiLi4eEho0aNktjYWDE2NhYRkb1794qTk5NeKCUiIqKvEy9Dp1OhoaFSrVo1cXZ2llmzZsnTp08lLCxMr5dw27ZtsnDhQrly5Yrcvn1bFi1aJKNHj5YePXqoPYNt27YVExMT6dSpk1y5ckU2b94sU6ZM4UhoIiIiEhH2LKZbe/fulVu3bsmtW7ckZ86cevt09xxmypRJ5s6dK76+vpKYmCi5c+cWPz8/6dOnj1rW2tpa9u3bJ3369JGyZcuKjY2N+Pr6iq+v72d9PURERJQ2KeBSHfQvRUREiLW1tYSHh4uVlZWhq0NEREQf4WM/v3kZmoiIiIg0MSwSERERkSaGRSIiIiLSxLBIRERERJoYFomIiIhIE8MiEREREWliWCQiIiIiTQyLRERERKSJYZGIiIiINHG5P/rXdIsARUREGLgmRERE9LF0n9sfWsyPYZH+tdevX4uIiLOzs4FrQkRERH/X69evxdraWnM/14amfy0xMVFCQ0Mlc+bMoiiKoauTqoiICHF2dpaQkBCuX/0vsS0/Hbblp8F2/HTYlp9OemhLAPL69WtxcnISIyPtOxPZs0j/mpGRkeTMmdPQ1fgoVlZWafakTW/Ylp8O2/LTYDt+OmzLTyett+X7ehR1OMCFiIiIiDQxLBIRERGRJoZF+iqYmJjIuHHjxMTExNBVSffYlp8O2/LTYDt+OmzLT+dLaksOcCEiIiIiTexZJCIiIiJNDItEREREpIlhkYiIiIg0MSwSERERkSaGRSIiIiLSxLBI6VpiYqKhq/DF4MQI/07y9mNb/jvJ2y8+Pj7FNqLPLfnxl5CQYMCaGAbDIqVrurUsjx07ZuCapE/Jw7ZuXe+7d+9KdHS0oaqULgEQRVHkxYsXEh4eLoqiyLZt22T//v2Grlq6pCiKPHr0SO7fvy8ZM2aUrVu3ytatW/nl8G9K3l66sBMSEmKo6qRbuvP72bNn8uTJE8mQIYPs2LFDLly4YOiqfTYMi5TuXb58WapWrSoHDx40dFXSHSMjI7lz5460b99eRET8/f2lSZMm/ED5B168eCEFChSQpUuXyrJly6RRo0by4sULQ1crXXr16pV069ZNhg8fLvPnz5fGjRtLTEyM+uWQPo6RkZEEBQXJpEmTRFEUWbdunTRr1kzu3r1r6KqlK7qg2LJlS5k3b54sXrxYGjZsKLdu3TJ01T4fEKVzMTExaNGiBUaMGIGEhAQkJCQYukrpRmJiIrZu3Qp7e3tUrFgRiqJg5cqVhq5WujV37lwYGxvDyMgI8+bNM3R10rXFixejUKFCyJAhA2bPng0AiI+PN3Ct0p/ff/8diqKgZcuWUBQFS5cuNXSV0q0xY8YgT548yJAhA37++WcA+Go+b/g1jdKV1C5DGRsbS7ly5WT58uUSFRUlRkZGvL/pIymKIg0bNpQuXbpIQECAlClTRtq2bSsif90rRh+mO97q1KkjcXFxAkDi4uIkPDzcwDVLf3RtWblyZXn79q24urrKpUuX5N69e5IhQwZeiv6b2rdvL927d5f169dLw4YNpWPHjiLCe0D/Dt0x17x5cwkPDxcnJyd5+fKlPHnyRIyMjL6KY5JhkdIV3WWoK1euSFhYmLp96NChkj17dpkwYYJ6fwl9mO5Nzs3NTfr37y+vXr2SRo0aiYhIxowZJS4uzpDVSzd0x1uePHnk0qVL8vPPP8uAAQNkwYIFDIx/k64ts2TJIjt37pTRo0fLrVu3ZNSoUXLv3j29D+evcaDBP5EtWzZp37697Nq1S0aOHCkiSe38NYScT0H3uWNrays7d+6Url27yqZNm+Snn35SA+MXH74N2KtJ9NGSd/UvXrwYuXLlQrly5bBixQo8ePAAADBt2jTUqlULkZGRAJIusdLHi42NxYYNG5ArVy588803evvOnj2L6OhoA9Us7dIdY7GxsYiIiNDbN3PmTCiKglmzZuHly5cAgO+//x4HDhz43NVMF3Rt+erVK0RERCA2Nlbd98svv6By5cro0KEDgoODAQCzZ8/Gli1bDFLX9CgxMRGLFy9GpkyZMGLECL19ly9fNlCt0jbdMfn27VtERUXp7RsxYgRKlSqFsWPH4vHjxwCAH3/8ERcuXPjs9fwcMho6rBJ9DN03uwkTJoiiKDJ58mS5efOm9OvXT8qVKydVqlSRb775RsaNGydr166VLl26sHdRA/6/5/X8+fNy+fJlURRFqlSpIm5ubuLl5SWKosjQoUOlYcOGsmLFCpk1a5bs3r1bdu/eLSYmJoaufpqha8fdu3fLwoUL5f79+1K1alXp2rWrFC5cWIYMGSIiIiNHjpSbN29KTEyMrFy5Us6cOWPgmqc9urbcvn27zJs3T4KCgqR69epSt25dadasmfj4+IiIyPr166Vly5ZSpEgRWbp0qVy8eNHANU97dG156dIlefDggURGRkrLli1FURR1IFuvXr0EgHz33Xcya9Ys2bNnj+zYsUNsbGwMXPu0Q9eOu3btkuXLl8uVK1ekVatWUqVKFfH09JSpU6eq+69duyZ2dnYyf/58uXTpkqGr/t8wZFIl+pDkvYN79+6Fs7Oz3je3Cxcu4JdffoGbmxuqVasGS0tLeHp64vnz5+xZTIWuTTZu3IicOXOiZMmSqFixIhwdHXH27FkAQFRUFLZu3QpXV1c4OzvD0dERp06dMmS106wtW7Ygc+bM6Nu3L3777Tc4OTmhcePG2Lt3r1pm7ty58PLyQp06db7YXodPYevWrTAzM8PEiROxZMkStGrVCnny5NEbkLF27Vr4+PigQYMG7A1Lhe783rRpE1xcXFCoUCHkzp0bpUqVwt27dwEAcXFx+P3332FkZISiRYsiS5YsOHPmjAFrnXb5+/vD3Nwcw4cPx5QpU+Dp6Ynq1atj69atapmZM2eidevW8PT0xMWLFw1Y2/8WwyKlCwsWLMC4ceMwcuRIAEmjIpOHwcTERMybNw/ffvstjIyM8Oeff6rbSd/hw4dha2uLBQsWAAACAgKgKAqsrKxw5MgRAEkfKI8fP8aWLVtw//59Q1Y3zbp27RoKFSqkjoqMi4uDg4MDsmTJgqpVq+LgwYNq2VevXuHNmzeGqmqad+PGDZQsWRLz588HkNReDg4OKFasGPLmzZtiBC9vidB24MABZMmSBYsWLQIAnDp1CoqioHTp0rh69apa7vr161i5cqV6WZ/0BQYGonDhwvj1118BJH2Jzpo1K/Lly4fKlStjx44datno6OgUl6m/NAyLlC54eHhAURQ0bNgQcXFxAP4KgrrpNHS/t2/fHvXq1eMHSirevHmD0aNHY/z48QCABw8ewMXFBZ06dULz5s1haWmJkydPGriW6cOlS5cwadIkvHnzBg8ePECuXLnQv39/3L59G9bW1vD29sb27dsNXc104fHjx+jbty8ePXqEkJAQ5MuXD71798alS5dQtmxZ5MyZU/1yQ9oiIyMxdOhQTJw4EQBw//59uLq6onPnznB3d0fhwoX1AiNpu379OgYNGoSIiAjcu3cPefLkgY+PDw4fPowcOXKgYsWK2LBhg6Gr+dkwLFKac+nSJfXf8+bNU9/cmjZtCktLS2zbtk0NjMnpwuKvv/6KatWq6d0g/7VL3sN6/PhxBAQEICIiAuXLl0ePHj0AAIcOHYKiKFAURe2ZJW2vX7/GzZs3kZCQgE6dOqFDhw54/fo1AMDLywuKoqBFixZffI/Dp6IbBDRgwAC0atUK4eHhAIBu3brB2dkZHh4eahnStm3bNly8eBEvX76Eu7u7en7v2bMHiqIgd+7cuH79uoFrmfYlJCTg4cOHAIDOnTujQ4cO6uDJRo0aqbec6M75Lx0HuFCacuXKFWnUqJF07dpVXr58KXPmzFFvYt+4caPUqlVLevfuLcuWLRNPT0/JkCGD+ljdgJYbN27IrVu35M2bN2JtbW2Q15FWIJVphDw8PERE5OTJkwJAfH19RUTExsZGmjVrJk5OTrzR/R26dkw+XVP27Nklb968IiLy4MED8fT0FEtLSxERyZs3r3Tv3l1KlSol5ubmBqlzWqVrywcPHsiLFy/ExsZGrK2tJUuWLBIfHy+XLl2SwoULi5WVlYgkzaM6ePBgad++vWTJksWwlU9jUju/GzRoICIi+/btExGRwYMHi0hSOzZq1Eiio6P13jfpr3Z8+vSpvHnzRuzs7MTU1FScnJwkNjZWrl27Jl5eXmJhYSGJiYliZ2cngwcPlrZt26rn/JeOYZHSFDs7O+nZs6fMmDFD4uPjJTAwUPLmzStv374VMzMz2b9/v9SsWVM6deoky5Ytk6pVq+q98T179kxiYmJky5YtDIr//wZ4+PBh2bZtm0RGRoqzs7OMGTNGREQePXokp0+flowZk94G1q9fL7GxsTJt2jQxMzMzZNXTFF07bt26VcaOHSuJiYkSFhYmgwYNkhYtWoiTk5O8fv1aLl68KBs3bpRTp07J+vXrZezYsWJvb2/o6qcpurbcvHmzjBo1SuLi4sTa2lpy5colEydOlEKFCkmpUqXk+PHj8tNPP8m9e/dk06ZNcvLkScmaNauhq5+m6Nryzz//lD179kh0dLQUKFBAunbtKiJJa7wHBQVJtmzZRETkwIEDYm9vL3PnzlXPefqrHf39/WX8+PHy+vVryZIli9SsWVN69+4tzs7O4uzsLFeuXJG1a9fKxYsXZd++fTJx4kTJnj27oav/+RioR5NIT/LLpMuXL4eZmRlcXV0xefJkdfvbt2/Vf9eqVQsZMmRQR/Amx3sV/7Jx40ZYWlqiV69eGDRoEHLlygUPDw/Ex8cjKioKdevWhZGRETw8PGBpacnRuhr27t0LS0tLzJkzB8+fP8ekSZOgKIp6T+LZs2fh6uqKggULIk+ePDh37pyBa5x2HT58WG3LhIQE/Pjjj1AURR3ccuzYMbRt21Ydxcu21LZx40bY2NigZcuW6NOnDxRFQa9evQAA4eHhyJ8/P7Jnz47KlSsjc+bMPL817Nu3DxYWFpg9ezZevnyJYcOGwdzcHGvXrgUAbN68GVWrVoWrqysKFCiQ6ufOl45hkQwu+YTbT58+RVBQEC5duoRp06ahYMGCGDt2rLo/+dqwgwYN4lqx7/Hw4UMUKVIEP/30EwDg7t27cHBwQLdu3dQyT58+xQ8//IAZM2bgxo0bhqpqmqX7EtO7d2/069cPABAcHIz8+fOje/fuemUeP36Me/fu4enTp4apbBqna6eRI0eqgSY0NBSurq7w8fHRKxcbG4vnz5/j+fPnBqlrenDnzh3kzp1bPb8fPnwIKysr9O/fXy0TGhqKIUOGYMKECRzYkoqEhAQkJCSgR48eGDRoEICk89jNzU3vmNRtv3fvnjoB99eGYZEMKnlQnDBhApo0aYLAwEAASW9+48ePR8GCBdXRu0DSYu7Jb9BmYExdYGAgChYsiISEBISEhCBnzpzo2bOnun/fvn3qvznFUOp07VKjRg2sXLkS0dHRcHJyQo8ePdR9S5YsQUBAgCGrma50794d06ZNQ2hoKHLkyKHXllu3bsWKFSt4deAjnD9/HhUqVACQ9AUmR44caggHgNOnT6v/5vn9fs2aNcPatWvx5MmTFOe3v78/9u3b99V/znBtaDIo3cosw4cPl/nz50vjxo3Vew2dnJykR48e0rZtW1m+fLm0bNlSvL29ZdmyZerAAhHhzdoaTExMxNbWVrZt2yaVKlUSb29v+fnnn0VEJCgoSJYtWyYnTpwQEeFqNxp07VK8eHH56aefJE+ePNKkSRP5+eefRVEUiYuLk127dsmuXbu4TvEH4P/XzjU3N5cVK1aIh4eHfPPNN7JgwQJRFEViY2Nl06ZNEhgYyOPxI8TFxUlERITs2bNHqlWrJt7e3jJnzhwREblw4YJMmTJFAgMDRYTntxbd2tiKosgPP/wg5cuXl8aNG8svv/wiiqLI27dvZe3atVx1SYT3LJLh7du3D05OTjhx4gSApG/Bz58/x9mzZxEREYHo6Gj89ttvqFevHtq1a6dOiZO8V/Jrl1rPwaNHj1C+fHkoioIOHTro7RsyZAg8PDy+2ksqWnS9B0+ePEFISIi6/fDhwyhevDgKFCigXhqNj4/HyJEj4eLigps3bxqkvmlVYmKi2pZ3795FSEiI2p6RkZEoVaoU7Ozs8PTpUyQkJCA2NhajRo1Cjhw5eDvEOxITE1M9v4ODg1G9enVYWlqidevWevuGDRuGatWq4cmTJ5+rmmle8mMyNDQUz58/x6tXrwAkTQqfP39+uLi46D1m1KhRPL//H8MifXa6kKd7A1y7di3KlCmDhIQEnD17Ft999x3y5s0Le3t7tGrVCqGhoSmeI7V5Fr82z549A/BXWxw4cACjRo3CyJEj1Te3M2fOwNLSEo0bN8bq1atx4MAB9OvXD9bW1l/00lR/x8aNG/HHH3+ov69fvx4lSpSAo6MjOnTooE5SPnfuXJQpUwb58+dHu3bt4O3tDTs7Ow7ASGbBggVYv369+vu6deuQK1cu5MyZEzVq1MDvv/8OIGmuTxcXF+TNmxeVKlWCt7c37O3t2ZbJRERE6P1+5MgR/PDDD5g+fTpiYmIAACtWrICdnR26du2K/fv34+TJkxg0aBCsra315qv9mune93Q2bNiAYsWKqYsR6JbmXLlyJWxtbVG6dGk0b94cTZs2RdasWXlM/j+GRTKYFy9eAEgaSaooCurVqwc7Ozt06tQJy5cvx7p162BjY4Pjx4/rPY733yQFbEVR1Ps7N2/eDHNzc3h6eqJQoUKwsLBQ3wSPHz+OqlWrwtnZGYULF4anpydHRSLpOHr06BGyZs2KRo0a4ezZs7h48SJy5MiBiRMnYuHChShUqBBq1KiB/fv3AwBOnjyJoUOHom3btpgwYQKCgoIM/CrSjkePHqFJkybInz8/du7cidevX6srryxbtgw9e/aEs7MzFi9eDCBpNSE/Pz8MHz4cP//8M27fvm3gV5B2zJ8/H/nz58e9e/cAJK1BbmJiAg8PD9jY2KBQoULql73ffvsN1atXh5mZGUqUKIFy5crx/P5/t27dgoeHB2rWrImTJ0/i4cOHyJYtG/73v/9h2rRpaNCgAcqXL68u3Xfr1i306NEDXbt2xfjx43l+J8OwSAaxZs0a5MiRQx2hd+jQIQwcOBDr1q1TR5NGRkaiTJkyet8KKcm9e/fg5eWF7Nmz4+rVq5gwYYK6Fuzjx4/RrVs3mJmZYefOnQCS1tp9+PAhQkNDv5oVBz7WqVOnUKhQIbRr1w6zZ8/GmDFj1H137txBlSpVUKNGDezevduAtUwfTp8+jc6dO6NYsWKYMGECBgwYoO67ffs2Bg8eDCcnJ3WaHEpdcHAw8ubNiwoVKuDu3bv49ttvsWTJEkRHR+PZs2eoXLkyXF1d1V6vV69eITAwECEhIVzl5h3bt2+Ht7c3GjRoAD8/P4wYMULdd/LkSbRt2xZly5bFpk2bDFjLtI9hkQxi3759qFWrFkqUKIFr164BgHovYmxsLCIiIuDl5aXOCUgpPXjwAPXr14etrS0qVaqkF6qjoqLQvXt3mJmZYc+ePQasZdqmuyXi9OnTyJs3L6ysrFLc33nr1i1UrlwZXl5eWLdunSGqmeYl7+0/c+YMunTpAkdHR3h7e+uV0wVGV1dX/Pjjj6k+npKEhISgQIECKFu2LLy8vPQuh8bGxqJKlSpwc3PD2bNn2X6pSN4m27dvR4MGDeDi4oLOnTvrldMFRg8PD6xatSrVxxPDIn0GWgNRjhw5Ai8vLxQtWlS9qf3NmzeYPXs2KlWqhHLlyqkBkoExdSEhIWjfvr3eBNG69n7z5g169eoFRVFw8OBBQ1YzTdO118WLF1GwYEGULl0ax44d0ytz+/ZtFC1aFE2aNGHPrIZ3A2O7du1gZmaGLVu26JW7c+cOevXqhcKFC+PVq1f8UH6PkJAQVKhQAYqi4NChQwD+Ol7j4uJQvXp1ZMmShffVaUh+bO3evRtVq1aFi4sLjh49qlfu1KlTaNiwIWrUqMHzWwPDIn02q1atUhdm1zly5Ajq1auHYsWK4datWwCA/fv3Y/z48erADQ5mSaIVmO/du4dGjRrBzs5Ovayve5OMiorCgAED1N5bSp3uA/jcuXPIly8fmjVrpo7O17lz5w7u3r1rgNqlTbpBFsk/kJP/+8KFC+jQoQOKFCmSIjAGBwdzJP7/07WZVmi+f/8+ihUrhjJlyuD+/ft6ZWNjY1G/fn2O1v1/uvdIrWNy3759qFOnDry8vPQGtQFJ986/+/lEf2FYpP9Es2bN9O79CgwMRLFixVC9enWEhYXpld25cyccHR3h7u6eItSwRzFp2hYdrV7aBw8eqCNKdYGRUwvpmzlzZorQklzyS9L58uVD06ZN1ZHQpG/x4sUYPXo0wsPDAWh/OJ85cwYdO3ZE4cKFsW3bts9ez/Tg8uXL6r+1AmNISAgKFiwId3f3FIGRkixcuBBLlixRl4XVOiZ37NgBLy8v1K1bN8UVBNLGsEifXFxcHKZMmYKMGTNixowZAJJO1tWrV6N69eqoXbs2Hj16pJaPjY1FpUqVYG9vj3bt2hmq2mnSsWPH4ODggOHDh6vbtAK0LjA6OTnpfQBRkhYtWsDU1PS993AmD4yFChVCrVq1cObMmc9VxXSjS5cuKFGiBKZOnfrBwHj27Fl07doV2bNnVwdcUZIDBw5AURQsXbpU3fahwFixYkUEBwd/riqmG9WrV0ehQoWwZs2aDwbGnTt3qiOh351tg1LHsEj/idjYWPz000/IkCEDpk2bBiDpZF27di2qVq2KOnXqqFPnvHr1Ch06dMCOHTvYG/aO0NBQTJgwAcWKFcOoUaPU7e8LjFWqVEHevHnVy4T0l+7duyNz5szYtWuXZhndMRgQEIAyZcroTc5Nfxk0aBDKlCmDyZMnfzAwnjx5Ej4+PuqtJpTk3r17GDRoEGxsbLB8+XJ1+/sCo4ODA2rVqsXbc/5f8rZq2rQpihUrhlWrVn0wMPr7+6NFixbq9ET0fgyL9EklDzGnTp1Cnz59oCiKuti9LjBWqVIFuXPnxsSJE1GpUiVUq1ZN/ZBmYNT3+PFjTJw4EYUKFfqowBgaGqpeqqKUunTp8tGBkWsUp5T8uOvfv/97A2NybMvUPXjwAEOGDEHmzJk/KjA+fPiQofsdyY/JRo0afXRgjIyM/HyVTOcU4P8X7CT6hEaMGCG7du2S4sWLy59//inBwcEyZcoUGTFihACQEydOyIIFC+TWrVvi7Owsy5cvl0yZMkliYqK6XjQlraerKIo8fvxYFi5cKKtWrZImTZrI5MmTRUQkISGBa2N/JF1bApBu3brJ+vXrZd26deLl5fXBx5C+5O3Sv39/OX78uDRt2lT69u0rVlZWbLe/6cGDB/Ljjz/KggUL5JdffpEOHTqICI+/vyP5e2Hjxo3lzp07MnLkSGnSpImYmprqtSXb9R8wTEalL9nWrVthYWGB48ePIyEhASEhIZg8eTIURcH06dP1yurW5gQ46vlDHj58mGoPI3titWn1KABA586dP9jDSH/RtV9MTEyKc7Vv374f3cNIqbt79y6GDh2KzJkzY9myZep2tqO25G2T/H0wMTER33zzzXt7GOnvyWjosEpfnrCwMMmdO7dUqFBBFEWRnDlzSt++fSUiIkJGjBgh1tbW0rNnTxERsba2FpGkb3oZM/JwFPnrW++NGzckJCRETE1NpWjRouLk5CSdO3cWEZFVq1aJiMjkyZPFyMiIPbKp0LXjwYMHZcOGDfL48WOpVauWdOnSRUxMTGTx4sUiItKyZUvZsGGD1KlTx8A1Trt0bbl7925Zu3atBAYGSps2baRSpUri7u4uc+bMkX79+smmTZvEyMhIevfurZ7bpE/Xljdv3pSIiAiJi4uTChUqiJubm/Tp00dERPr27SsiIt9++63aG86eMH26Ntm/f7/s2LFDrl+/Ll27dpWSJUtK3rx5xd/fXxo3bixTp04VIyMjadSokZiamhq62umXAYMqfaF27doFc3NznD9/Xm/74cOHoSgKFEXRuzeH/qL75rtp0ybkyZMHuXPnRrly5VCjRg11BPmDBw8wceJEFC9eXG85NUpp8+bNyJIlC9q0aYMRI0YgQ4YM8PX11ZsvsVu3blAURV3/mVLn7+8Pc3NzDB48GMOHD1dXtUk+4fuAAQOQJ08efP/99+zFSYWuTTZv3oyCBQvCzc0NhQsXRosWLdQywcHBGDp0KGxtbbFgwQJDVTVd2Lx5MywtLdGlSxd06tQJ+fLlQ8+ePXH27FkASe3dpEkT5MyZExs2bDBwbdM3hkX6x5J3+yf/9/3791GjRg106NBBbwqXq1evonPnzti0aRMvOb/Hvn37YG1tjXnz5iE+Ph4rV66EoigoWrSoOjL3wYMHGDlyJMqXL48nT54YuMZp07lz5+Dm5qauQ/zmzRtkyZIFiqKgXbt2etOP9OnThxOXv8elS5eQP39+LFy4EEDSwAAbGxvkzZsXNWvW1JsLdNiwYbhz546hqprm7d69G5kzZ8a8efMQFhamnt8NGzZUy9y7dw8+Pj5wdnbmKjcazp49Czc3N/WYjI2NhaWlJVxcXNCxY0dcuHABQFJgbNOmDW7fvm3I6qZ7DIv0jyR/85ozZw58fHzQp08fPHjwAACwevVqeHh4oH79+li/fj2OHTsGLy8vNGzYUH0sA2NKb968Qdu2bTFp0iQAwKNHj+Ds7IymTZvC3d0dhQoVUnsYHz58iKdPnxqyumlO8uNyz549+O677wAkTTni6uoKX19f7Nu3DxkzZkS/fv248sV76NryzZs3uHr1Kvr164e3b98iODgYefLkQe/evbF9+3Y4ODigZs2avPfzI4SHh6N169bq/LOhoaFwdXVF48aNkT17dtSrV09t9/v373OVm2QSExP1PjuOHj2KwYMHA0i639PNzQ19+vTBb7/9BlNTU3Tu3BkBAQGGrPIXhWGR/rbkvYgTJkyApaUlvv32W2TLlg0FChRQL+f5+/ujTZs2UBQFBQoUgLu7u7rWM78p/0XXFmfOnEFkZCT27duHgIAAvHjxAiVKlEDPnj0BAPPnz4eiKHB0dOTcf++xbNkyLFy4EG/evMHFixcRFxeHRo0aoXPnzoiOjkZcXByKFSsGRVHQs2dPfml5j82bN2PcuHF4+vSp+kWwffv2+Pbbb9VBA3Xq1EH27NnRrFkzREZG8tx+h649Ll26BABYvnw5rly5gqdPn6J48eLqMfi///0PiqLA09PTgLVN+zZv3owlS5bg4cOHuH37NuLi4tC0aVN07txZnVu2VKlSsLOzU7/g8Jj893hHPP1tuoEU9+/fl+vXr8v+/ftl2bJl8vjxY3F0dJQ+ffrI/v37pVGjRrJq1SoJCgqSHTt2SEBAgGTKlEni4+N5s3YyiqLIrl27pF69enL8+HGpVauWVKhQQY4cOSI2Njby3XffiYiIq6ur1KxZU6pWrSrR0dEGrnXagv+fAez27dvi4+Mjz549EzMzMylevLi8efNGHj16JDVq1BATExNJSEiQGjVqyKZNm2TgwIEcWPUOXVsGBQVJ586dxdXVVbJmzSo5cuSQ6OhouXbtmhQvXlxMTU0lNjZWnJycZMiQITJnzhyxsLDguf0ORVFkx44dUrVqVTlx4oR06NBBihQpInv27BFbW1sZO3asZMyYURwcHKRq1aoSEREhwcHBhq52mqI7Jq9duyZNmzYVAOLk5CS5c+eWyMhIuXPnjlStWlWMjY3l9evXUrRoURk0aJAMHjxYTE1NeUx+AgyL9FGWL18uz58/V3//5ZdfxN3dXe7cuSN2dnbq9oMHD4qTk5P0799fdu/eLTExMZI3b17JkyePOmqXH85JdG+Ajx8/lg0bNsiYMWOkdu3a6v6QkBA5e/asWFpaiojI0aNHJXfu3PLbb79J3rx5DVLntEpRFDl16pT4+/uLj4+PjBgxQt0XGRkpt2/flsDAQLl06ZJMnDhRtm7dKjVq1JCCBQsasNZpk6IocuzYMTl37px06dJFHYEPQKKjo8XR0VHOnz8vO3bsED8/Pzl27Ji0b99eHB0dDVzztEV3fj948EA2bdokU6ZMkQoVKqj7r1+/LiEhIeLk5CQiIhcvXhQPDw8JCAgQNzc3Q1Q5zVIURQICAiQ4OFhGjx6tHpMiIhEREZIhQwYJCgqSkydPyvfffy8XLlwQHx8fcXV1NWCtvzAG7NWkdGLx4sWoU6eO3uXn169fo3jx4lAUBbt27UrRzV+zZk1kzZqV94x8wPHjx1GjRg2ULVtWHSSgW40gMDAQFSpUQK5cudCgQQOYm5vjypUrhqxumqM7JiMiIlC/fn2Ym5ujTZs26j7d/lWrVkFRFOTJkweOjo44d+6cweqc1iUmJqJGjRpQFAVVq1ZVLzfr/P777/Dw8EDOnDmRN29edeQppXTy5Ek0b94c5cuXV2eH0B2T586dg42NDcqXL49GjRohc+bMPL/foXsvjIqKQsmSJaEoCpo3b56i3IwZM5ArVy64uLggZ86cPCb/AwyL9FF0J+2xY8fUaUeioqJQsGBBlChRItUP3379+mkuSUdJHjx4gFKlSkFRFHz//fd6++Lj43Hw4EEMGjQIPj4+CAwMNFAt0w7dB21UVJR6/+sff/yBmJgYHDhwAPXr14eVlZV6PMbHx6tfZK5fv45Tp07h4cOHhql8GqZrI10wjIyMRJs2bWBlZYUjR46kKH/nzh0EBQWpg62+dsm/SOvugX379i1Onz6NIkWKIFOmTCmmC4uOjsa+ffvQsmVLdOvWTW/miK+Vrh11E7sDSYE7KioKly5dQr169ZAzZ051OVPdewCQNDr6zJkz6r219GkxLNJ76U7exMREHD16FGZmZpg4caJ6skZGRiJfvnwoXbq0Zm8NA2NKV65cUadqefz4MSpWrIiyZctqjihlG/7l3r17KFmyJC5fvozVq1dDURS1V/bw4cOoU6cOypQpo06dER8fz1VuPsL+/fvRu3dvdd3hqKgo1K5dG87OzmqvGAcKaAsKCsLJkycBAOvXr0erVq0AAAEBAShfvjxq1KihOZdn8tDztQsJCUGjRo2wbds2rF+/Hoqi4M8//wSQdLWlTJkyKFy4MF6+fAmAbfe5MCzS3zJu3Di4ublh8uTJeoExf/78KFeunPpmSdru378Pd3d3tGnTBtevXweQNIVGuXLlULVqVezevVstqwuJ/JDW5+7uDicnJxgZGWHx4sV6+/bt24eGDRuibNmyamBkWPywDRs2QFEU9O/fX50n8c2bN6hZsyacnZ3VtqSU4uPj0aNHDyiKgilTpkBRFCxdulTdf/jwYVSsWBFNmjTRm8ScXwJTunPnDmrVqoXixYvDxMREb+lDIGm+3lKlSqFIkSJqYOT5/d9jWKSPkvxNbcKECciZM2eKwGhlZYXOnTsbqorpyg8//IAqVaqgS5cuag/jw4cP1dVatm7dauAapk2643Dv3r1QFAX29vY4c+ZMiulv9u3bhyZNmiBv3rzqlCX0F60vH5s3b4aVlRX69OmjFxjr1q0LCwsLtuV7JCYmonz58siUKRPGjh0LQL/X69ChQ6hYsSJatGih94WQ/qI7LteuXYuMGTOiYMGC8Pf3T1Hu6tWrKFeuHJycnPDq1avPXc2vEsMipaD1Le3d+RVz5syJKVOmqIHx7du3/KacCt0b4LuXS+bOnYsKFSqgS5cuej2M+fLlg7e3NyIjIz97XdOLc+fOYevWrahWrRpcXV1x6NChFIHx4MGDaN68OVcTeY9bt26pvTM6GzduhKWlJXr37q13f3Ljxo0RFBT0+SuZTrx58wYVK1ZEyZIlYWlpiePHjwNIuodR9x5w6NAhFCpUCO3atUNUVJQhq5sm6dpp165dWLp0Kb755htUr14dq1atSlH2ypUrqFq1Kldm+UwYFklP8h6HdevWpVgCLXlg9PPzg5ubG0aMGKG30gADY0rHjx/HiBEjUgwImDt3LooWLYouXbqo94o9evSIAecduuPy6dOnKXoSKlWqBBcXFxw9elQNjGvXrkV0dDSio6M/e13TuuRtqSgKRo0alaJNdfeKDRkyBDdu3DBENdOFd3too6KiEBkZidatW6cIjDoXL17UW5uc/mrHJ0+eICEhQZ1c+8aNG6hfvz6qV6+ONWvWqOW3bdumN8iN/nsMi6RKHgQnT54MFxcXXL58OcUbYvJyQ4YMQePGjXlPXSp0bfL69Wv4+fkhX758+O677xAWFqZXbsiQIciSJQtatGih9jBSSps3b4aHhwdy586N0aNHqze9A0DlypWRO3du/PrrrxgyZAgURVHDN6W0efNm3L17FwsXLkSmTJng5+eXooexRIkSUBQFw4cP5yo3qdCd3ydOnMDixYuxatUqddvz58/RunVrZM6cWT1Op06dinbt2rEtNfj7+6NUqVIoW7Ysunbtqn5J0QXGGjVqYMqUKRg7diwURdFb253+ewyLlMKdO3fQvXt3bN++XbNM8sCoe4NkYExp+fLlKF++PF69eoWxY8eiVKlSGDVqlF4P44oVK1C0aFE0adIEoaGhBqxt2qWbk27SpEkYOnQoypQpg8aNG2PPnj1qmQYNGqBcuXIoVKgQ51F8j9OnT0NRFMydOxdAUu+2oih6gTE2NhaDBg3C/Pnz+QXmPfz9/ZExY0aULVsWiqLgm2++wcWLFwEAL168QPv27aEoCmrXrg1jY2Mel+/QfWZcvnwZFhYWmDp1KgYOHIg6deqgePHi6nRhN2/eRIcOHeDu7o4iRYqwHQ1AAf5/mnkiEVmzZo20bdtWXF1d5ffff5fKlStrlgWgLqOU/N9fO11bREVFSatWrcTT01OGDh0qIiLjxo2T7du3S506dcTHx0ecnZ1lzJgxYmtrKx07dpSsWbMauPZpz61bt2TNmjUCQF36cO/evTJjxgyxsLCQvn37qivfBAcHi7W1tdjY2BiyymnW9evXxd/fX+Li4tS2FBGZN2+e9OvXT/r37y9ly5aVq1evytq1a+XcuXOSOXNmA9Y47dGd38+fP5eOHTtKs2bNpG3bthIcHCx16tSRQoUKydSpU6VUqVIiIrJo0SJ59OiRtGrVSvLnz2/g2qc9586dk3PnzsmjR4/UY/Lo0aMyffp0uXfvnqxbt04KFy4sL1++lLi4OMmQIQPfJw3BgEGV0qhWrVpBURTMmTOH93z9Q4cOHYK3tzeaNWuGkJCQFKPJK1SoAFdXV9StWxfm5uYp7g2lJA8fPkTZsmVhZ2eHIUOG6O3bvXs3atSogSZNmmDnzp0GqmH6cefOHVSrVg3ZsmXDpEmTAOgPulq+fDmKFSuGPHnyIH/+/Oy9eY+9e/eiZcuWaNy4sd7l0Js3b8LV1RV16tTRW0WEU7ukLiwsDDVq1ICFhQWGDh2qt+/IkSOoV68eSpQowQnL0wCGxa/Y+97AGjZsiKxZs2LXrl28x+ZvSkhIwLJly+Dk5AR7e3t1VHPyZdN27dqF8ePHY9CgQQyKqUh+S8PSpUtRsGBBVKhQIcVcf3v37kWZMmXQpk0bji79gMTEREydOhW5c+dG+fLl8eLFCwD6gTEkJAQPHjzAkydPDFXNdOHkyZNQFAUZMmRQ70nUvZ/eunULefPmRYUKFdTJzEnbihUrUKFCBeTNm1dvoCSQtDpTxYoV4eHhgdjYWN7qZEAMi1+p5EFx8+bNmDVrFpYuXYqjR4+q2728vJAtWzYGxg9I7Q0sPDwcK1asQJYsWdS1igGk6Knlm58+XXvExMToHaNr1qxBiRIl0KVLF/WeMJ0DBw7g3r17n7We6U3ytvzxxx9RsmRJdOvWDc+ePQMAnt//wPnz52Fubo6mTZuqx5/u+L1x4waKFy/O4/IduvZJSEjAmzdv1O3bt2+Hu7s7ateuneK+7ePHj6vTs5HhMCx+5YYMGQJ7e3tUqVIFbm5uKFiwICZOnKjur1+/PhwdHbF582ZOifOOD61BGhUVheXLlyNbtmx6k5Un78lhWPyLri327NmD5s2bo3bt2mjevLn6gbty5UqULl0anTt35uTQ/0DypTtnzpwJDw8PdO/eHc+fP9fbT/p0x2VgYCB27tyJnTt3qsdkQEAATE1N0bp16xSBkdO66Es+h2KbNm1QpkwZDBo0SJ1eaNOmTahatSpq1arFNcfTIIbFr8iUKVP0Rjb6+/sjW7ZsOHbsGADg9u3bmDhxIpydnTFr1iy1nIeHB7y9vT97fdOy1atXo0KFCvjjjz/eWy4yMhLLly+Ho6MjunXr9plql35t2bIFFhYWGDZsGNavX4+CBQsif/786rx0v//+O8qXL4/mzZvjypUrhq1sOpH8C0nyQDhr1ixUqVIFrVu3VgMjpW7Dhg1wc3ND8eLFUblyZTg4OCAgIAAAcOrUKZiZmaFdu3Z68yfyi2BKuvN76NChWLVqFQoVKoQSJUqon0vr169HjRo1ULZs2RRTjJFhMSx+JWrUqIFSpUrpvYHNmDEDFSpU0Cv38OFD+Pr6onr16nrf7tjroG/Tpk2oVasWvL291bCtJTIyEitWrICxsTH69OnzmWqY/rx8+RKVKlXC9OnTASRNGu3m5obevXvrlZs/fz6qVavGaYZSoTu/z507h71796ZaJvm5PHHiRNSpU4dt+R4nTpyAtbU15s+fDyBp4IWiKBg3bpx6teXUqVNQFAVdu3blJf1UJCYm4tmzZ6hcuTJmz54NIKnnNVu2bBg4cKDe59KqVavg7e3NS/hpDMPiV+DKlSsoUaKEerP1qVOnAADLli1DgQIFUkxevHv3bmTKlCnFCDQGRn07duyAl5cXvLy8PhgYX79+jTVr1nC5tPd4+vQpihQpgrCwMDx69AhOTk7o0aOHun/Dhg3qv7kebEq6D9yNGzfC2dkZ48eP11sKTauHkb2K7/fbb7+hQ4cOAIB79+7B2dlZ70uf7r7PM2fOcLDae7x+/RplypTBw4cPcffuXTg5OaF79+7q/v3796vndUREhKGqSRqMDD11D/33bGxs5Pbt27J+/Xrp16+f1K1bV16/fi358uWTt2/fyqpVq+Tp06dq+Zw5c0qhQoVSPI+REQ8XkaR51kRE6tevL3379hURkUmTJsmff/6p+RhLS0tp2bKl5MuX77PUMT3QtWNsbKyIJLWRqampLFq0SCpWrCgNGzaUn3/+WUREwsLCZO7cubJp0yYREbGysjJMpdMwRVFk79698u2338qoUaNk5MiRkjt3br39ujY3MjKSxMREERGxtbU1SH3Ti+DgYHn9+rXcvXtXKleuLPXq1ZM5c+aIiMiOHTvkf//7n7x+/VrKlCkjBQsWNHBt0w7dsZaQkCAiIpGRkfL48WPZsmWL1K5dW7y9vWXu3LkiktTGv/zyiwQEBIiIcG7PNCijoStA/63ExERxcnKSbdu2Sa1atcTCwkKOHj0qmTNnFg8PDxk8eLB899138vr1a/H09JRcuXKJr6+vWFpaSuHChQ1d/TQp+eTj3t7ekpiYKHPnzpVJkybJmDFjpFKlSh983NcO/z+x8eHDh+XMmTNSv359KVy4sFSrVk1mzZol5cqVk/nz56vl58yZI8+fP5dy5cqJCNvyXQAkLi5Oli1bJt27d5devXpJRESEBAYGyqZNmyQ+Pl78/PwkU6ZMkpiYKEZGRvzylwrdcRkcHCwmJibi6OgoJUqUkN27d0vFihXF29tbFixYIEi6Kie7d++WN2/esC3fkfz8PnjwoPTr10+yZ88u3bp1k4EDB4qnp6f8+uuvavlFixbJ7du3pUiRIgasNb0Pw+IXTvcmdvPmTUlMTJQ3b97Ipk2bpESJEiIi0r9/fzExMZFly5bJ3LlzJXfu3GJlZSWHDx9Wex/4RphE9wb49OlTiYuLEzMzM7GxsZGGDRtKYmKizJ8//4OBkZIoiiIbN26Ujh07yvDhwyUuLk5ERLp16yaXLl2SiIgIGT16tOTJk0cCAgJk/fr1cuTIEXF2djZwzdMmRVHE2NhYzMzM5PLly3Lu3Dn55Zdf5P79+/Ls2TN58eKFnD17Vvbu3cvzWYPu/Pb395fRo0fLoEGDpFWrVtKkSRNZtGiRXLhwQb755huJioqS6OhomTVrlqxbt04OHz4sFhYWhq5+mqI7v7t06SK9evWSu3fvir29vTRr1kxu3bole/bskR9++EGMjY0lMDBQfv/9dzl69CjP77TMMFe/6XP7888/ERwcjM2bNyNTpkwYMWKE3v5Hjx4hMDAQFy5cUO9n4o3af9Hd77VlyxZUqlQJjo6OaNSokd6ocX9/f3h5ecHb2xuHDh0yUE3Th4sXL8LJyQm//vprin1XrlzByJEjUbBgQbi7u6Np06ZcwSEVqY22XbVqFapWrYqMGTOiZcuW2LhxI2JjY/Hbb7+hcuXKnLj8A3bt2gVzc3P8+OOPenP7xcfHo0qVKihcuDDs7e1RrVo1uLi4cJUbDZcvX4aDg4O6/nhygYGB8PPzg4uLC9zd3dGsWTOe3+kA14b+wiGVNZtXrVolnTp1ksGDB8vUqVNTfRx7FFPasWOHtGzZUiZMmCDly5eX1atXy6ZNm6R79+4yceJEERHZtm2bTJ06VXLkyCHLly8XMzMzA9c6bVq3bp1MnjxZDhw4IHZ2diKSdG9ThgwZ1DLx8fHqfXXGxsYGqWdapTuvjx07JkeOHJEXL15I+fLlpWXLlhIZGSmBgYFSvnx5tXyfPn0kODhYNm7cKKampgasedoEQGJjY6VFixaSL18++f7779V9MTExYmJiIomJiXL48GEJDAyUfPnySZEiRdgTpmHDhg0yffp02b9/v1hbW4tI0vmcMeNfFzNfvnwpNjY2Eh0dzWMyHeBl6C8IAElMTNT7wE3t3q62bduKiEjnzp3FyMhIJk+enKLM1x4Ug4KCJH/+/Orv9+/fl0mTJsn06dOlb9++Eh4eLq1btxZXV1dZvXq1iIhMnDhRGjZsKBkyZJCiRYsyKKZC9yXk8ePH8vbtW/WDJHlQPH78uNjY2KQ6yIqSKIoimzZtkk6dOknz5s0lMjJSdu3aJStWrJCtW7eqQfHGjRuyYMECWbVqlRw9epQfyhoURRFFUeTu3btSt25dEfnrmDQxMREA8uLFC6lRo4bUqFHDwLVN+yIjI+XJkyfy5s0b9RzXBcWDBw9KsWLFxN7eXkRETExMDFZP+nhfdyL4wjx69Ej9wF2zZo0EBgZqlm3btq0sXbpUpk6dqjeQgERWrlwp1atXl8jISHWbk5OTeHl5Sd26deXRo0fi7u4ujRs3lm3btkmhQoXkxx9/lEGDBolI0ihpFxcXQ1U/TdN9CXF3d5dbt27JokWLRETU4zYxMVHWr18vhw8fVkdRUkp3796V4cOHy/Tp02Xx4sUyefJkefz4sbi6uqplTp06JTNnzpQjR47I4cOHpVixYgascdpnbGwsJiYmcvz4cRFJOiZ1x+CtW7dk3bp1erNGkDZXV1d58eKF7N27N8V5vGbNGlmyZIk6WpqD1dIJw10Bp0/p5MmTMDExwYkTJzB8+HA4ODh81Hqae/fu5b2J70hMTERwcDCAv+ZQA/66h3P8+PFo2rQpXrx4AQAYO3YsChYsiGrVqnHVgXcknyR65cqVWLRokTrX5JgxY2BsbIyffvoJL168wP379zFq1CjY2trixo0bhqx2mnfy5EkULVoUABAcHAxnZ2f07NlT3a9bXeTkyZNcOi0VuuMyIiICkZGRCA8PBwAsWLAA+fPnx9SpU/XKDx06FGXLluWclH/DgAEDYGZmhkWLFuHmzZsIDQ3FsGHDYG9vz/M7HeJl6C9E1qxZpXPnzlK7dm3JkCGDXL16VRwdHT9472Ht2rVFJOX9JF8rXXu5urrK5cuXxcPDQzZs2CBeXl5q+1y9elWio6PFxsZGRETCw8Olc+fO0qNHD8mSJYsBa5/26EZFDhw4UHLmzCnm5ubSo0cP2bJli/j4+IiVlZUMHjxYZs+eLaamphITEyP79+/XuwWAUlIURbJmzSonTpyQli1bSr169dQ5KS9evChLly4VW1tbcXd3N3BN0x78//2e27dvl19//VVu3rwpZcqUkXr16km3bt3kxo0bsmLFCjl58qSUKFFCbt68Kdu3b5ejR49yTsqPoHsP/eGHH8TU1FRGjRolIiKOjo7y6tUr2bNnD8/v9MjQaZU+nenTp0NRFFhZWalrFicmJnKN0g/Qjf5O3k4vX75EXFwcWrZsiaxZs+otnfbDDz+gdOnS6NOnD3r37o0sWbLorZRBfzl37hzs7OzUUc83b96EoiiYMGGCWubKlSvYsGEDdu7ciQcPHhiqqmmW7rg8efIk/vjjD8TExODRo0fIkSMHFEXRWwUDAAYNGgRPT088ffrUENVNk959D9y2bRtMTU0xY8YMbNy4ET179oSiKLh27RqePHmC1atXo2bNmvD09ESbNm24Dvm/cObMGezYsQO7du3i+Z2OMSymY7o3QN36pIGBgTh48CB8fHyQJUsW7NmzBwCnwPkYwcHBGD9+PICkxeyrVKmiXmbu2LEjrKys1MB4+/ZtDBs2DO7u7qhatSouXLhgsHqnJbpLn4D+VEPNmjUDANy5cwc5c+bUW+uZgeb9dO24YcMGZM2aFcOHD1fXzD106BDMzMzQqVMnHD58GCdOnMCgQYNgbW2NS5cuGbLaaZLufTIqKgpNmjTBjBkzACQdgzly5EDfvn1TPCYxMZHvn+/QHZNXr17Fnj17cO/ePURHR+vtA7g87JeGYTGdSn4ivvtmdvXqVXTt2hVZsmTB/v371e0//fQTrl+//tnqmF4kJCRg4sSJKF68OJo1a4YMGTJg6dKl6v7ExER07NgRmTNnVgN4TEwMEhISuIbp/zt9+jQURcGUKVP0tv/444/w8PBAUFAQXFxc0KNHD/XY3blzJ3r27Mk2/IA//vgDVlZWWLp0qXpvnc6ePXuQO3du5MyZEwULFkT58uXVNeAJ+PXXX9GlSxe9bVFRUShatCj27duH0NBQ5MiRQ693du3atTh16tTnrmq6sn79emTLlg0ODg7IkycP/Pz88OTJEwCpz/9J6R/DYjqUPCj+8ssvaNasGZo1a4ZJkyap269fv45u3brB3Nwcs2bNQq1atVC0aFH12zWl1Lp1ayiKggYNGqjbdEFcFxhtbW2xfft2Q1UxzXr79i1+/PFHGBsb6wXG48ePo2LFirCxsUGnTp0A/HX8+vr6olmzZikC0NcstQFSkydPRsOGDREXF6e2XfLz+MWLF7h27Rpu3bqFly9ffq6qpnlv377FhAkTULBgQQwaNEjd/uLFCzRo0ADTpk1Drly50L17d7Vdw8LC0KVLF6xcuZKh5x269rh79y6qVKmCBQsW4N69exg6dCjKly+PAQMGMDB+wRgW07Hhw4fD0dERw4YNw8SJE2FmZoZ+/fqp++/evYuRI0eiaNGiaNKkCWJjYwHw8sC7YmNjERsbi379+qFJkyaoVKkShg0bprZX8sDYrFkzODs7cyUMDQsWLICRkRHmzJkDIOlY69KlC+zs7DB79my8ePEC9+7dw4gRI5A1a1beC5bMDz/8gBIlSiAmJkbdlpiYiObNm6NmzZrqtuTn782bN9VLgJTSs2fPMGvWLJQqVUrvMrOfnx8URUHt2rXV8xwARo4cifz586uzIZC+s2fPYtiwYfj222/13gMnTZoEd3d3BsYvGMNiOrV27Vrky5cPx48fB5C01JyJiQkURUG7du30yr548UI9cXn/zV9SezOLiYnBiBEjUL58eQwbNkyvvcLCwhAfH4/Q0NDPWc00TxdeDhw4gGnTpiF79uxQFAXTp09X97dr1w7FixeHqakpypcvj3z58nGptHe8evVKnVIkMjJS3f7rr7/Czc0NR44cUbclJibi6dOn6NOnD06ePPnZ65rWJSYmqr2v58+fx+jRo5E1a1a9ZU779+8PExMT+Pr6YsiQIejcuTOsrKx4Gf89evToASsrKxQqVAhv3rzR2zdp0iRUqlQJXbt25b3IXyCGxXQoMTERCxcuxMyZMwEA27dvh42NDX7++WesWbMGiqKgf//+KR7HHsW/6ILiwYMHMXjwYPj5+akDNF69eoWRI0fCw8MDQ4YMwdu3b/Hdd9+hevXqKd4gKcnWrVthbm6OadOmYcaMGejQoQMURcHEiRMBJLX35cuXsXr1apw8eZKB+x3Jv7gcP34cuXPnVntdz5w5g8qVK6N169bqmuORkZEYN24cnJ2dcffuXQPUOH1Yt24dypcvj8aNG8PBwQE2NjZ6743Tp09Xryb4+Piwp/sD4uPjMWzYMDg7O2P8+PEpbiEZNWoUatWqxflmv0AMi+lAaj1gb968wa1bt/Ds2TOUKVMG06ZNAwDcuHFD7dkZO3bs565qurJ161aYmZmhWrVqKFmyJOzs7LBlyxYASYFx7NixKFKkCHLnzo1s2bLhxIkTBq5x2hQTE4PGjRujV69e6raXL19i1qxZUBRFHXVK2pKf469fv0bRokVRqFAhXLt2DUDSsVq3bl3kzJkTZcuWReXKlZE1a1b2zr7HlStXYG1tjXnz5uHVq1d49OgRhg8fjkKFCmHAgAFqucjISCQkJPB+7nfojsnY2Fi9tomPj4ePjw/KlSuHqVOn4vXr13qPS76QAX05GBbTuOS9gQ8ePMDTp0/1VmQ4f/488ufPj5s3bwJIuk+xc+fOOHbsGN/83uPFixeYPXs2Fi5cCCDp3q8+ffpAURQ1ML5+/Rp//PEHli9fznkU3+Pt27coXbo0fHx89La/ePECzZs3h6Io6pcZ0rZ37171nuPw8HBUrFgRuXPnVgNjYGAgNm3ahD59+mDOnDnqOU+p27p1K1xcXPD48WN1W1hYGHx9fWFtbY3Ro0cbsHZpmy4o7t69G126dEGFChXw008/4cyZMwCSAmPv3r1RtmxZzJgxgzMafAUYFtOw5L0NEyZMQKVKlZA/f35UrlwZ69evB5AUDk1NTTFs2DBcvHgRdevWRf369XmP4ntcvHgRNjY2KFmyJA4ePKhuDwsLQ58+fWBkZIRt27YZsIbpj5+fH0qWLInLly/rbR83bhxcXV1hZ2fH+5g+YNGiRciTJw8uXrwIIKl3tlKlSsiTJ48aGOnjnTlzBs7OznoT6gNJ75nZsmWDiYkJhg4daqDapX2bN2+Gubk5fH194evri0qVKsHb21u9dzY+Ph59+/ZF3rx58cMPP3BAyxeOYTEdGDt2LLJmzYodO3bg1KlTqFevHhRFQXBwMBISEjB//nyYm5sjb968KF++vDq6jydv6i5duoTWrVvD2NhYDYXJp87o378/FEVR51SkD9u/fz+qVKmCHj166N33NXDgQPz000/sefgIV65cQcGCBfHTTz+p23SBsVChQimCOL1faGgoSpcujW+//Vbvvs7Q0FA0atQIM2bM4KhnDRcvXkT+/PnVKy+RkZGwsbFB3rx5Ubt2bXWFsLi4OPj6+uLOnTuGrC59BgyLadyzZ89QvXp17Nq1C0DSMlVZsmTBvHnz9Mrdv38fZ86cUUMPexTf78aNG2jcuDGsra3VexF14To0NBRDhw7F1atXDVnFdGfx4sWoUqUKChYsiPbt26NRo0bIkiULe8VSofVFbvr06bC3t1dXaQGSAmORIkVQpkwZvWl16MMOHz4Ma2trtG/fHv7+/rh79y6GDx+OqlWrqlO8UEpnz55Fnz59EB0djeDgYOTOnRu9e/fG5s2bkS1bNtSpUwf79u0zdDXpM1IAwNDrU5O2e/fuSenSpeX06dMSFBQkLVq0kJkzZ0qvXr3k7du38vPPP0ujRo30FmbXLeROIgBEURQ5deqU3Lx5U0JCQqRx48aSP39+CQ0NFV9fXzly5Ihs3bpVypcvr5ZPSEiQDBkyGLr6aZaunUT0j7c//vhDTp06Jbt375YcOXLI4MGDpVixYoasapq1b98+uXXrlpQvX15Kly4tIknne/v27aV169bSp08f9TgMDw+Xly9fipubm2ErnY7ojsujR4/KyJEj5d69e5IhQwaJjY2VHTt2qG1OKcXFxUlYWJjkzJlT2rdvLxkzZpRff/1VTExMpFatWhIYGChVqlSRpUuXipmZmfpeQF8uhsU0JPkHsM6LFy+kc+fO4urqKsuWLZOZM2dKjx49REQkKChIhg4dKj179pT69esbosrpwsaNG6V79+5SrVo1CQoKEnNzc6lTp45MmjRJrl69Kn5+fvLHH3/IunXrpFKlSoaubpqjOy6fPXsm5ubmkiFDBjExMdEL1O8eu/Hx8aIoCgP3O3TtdOnSJZk+fbqcOXNGjI2NxdvbW3r16iVubm4yYsQI2bZtmwQGBooIv/xpSe398l26tnv69Kk8e/ZMnjx5Ivnz5xdHR8fPVMu0LSEhQYyMjERRFImMjBRFUcTCwkLdHxkZKVWrVpWOHTvKgAEDJCYmRnr27ClFixaVdu3asR2/Jobp0KR3JV9F4Pnz53jx4oX6+4ABA6AoCnr27Klui4iIQP369VGrVi2Oen5H8kt8ly5dQs6cOdV7b4KCgmBkZAQ/Pz+1TFBQELy8vJAvXz68ffuW93qmwt/fH0WKFEHZsmXRuHFjdYQpb3f4+7Zv3w4zMzOcP38ely5dwrJly+Ds7IwKFSqgd+/euH79OlxcXPD9998buqpplu4cPX78OKZPn461a9eqE5on30+p27p1q97v/v7+cHd3R9GiReHt7Y2dO3fi9evXiImJQd26ddGhQwfs3r0bo0ePRr58+TiP4leIYdHAlixZovf72LFjUbx4cZQoUQJDhgxRt7dp0waOjo5o1qwZunXrhipVqqB48eJcwi+ZAwcO4P79+wD++rDYvn07PDw8ACSFQjc3N3Tv3l19TFBQEICkexgfPHjwmWuctunaMDAwEBYWFpg6dSrGjRsHT09P5MiRQ51Ym4Hx4718+RITJ05UV7dJvn3+/Pnw8PCAra0tFEVB8+bNuZTfe/j7+8PMzAylS5eGk5MT6tWrh/3796v7GRhTd+vWLSiKgrZt2wIATpw4oY4M/+WXX1C1alWUKFFCHWi1cuVKuLu7I0eOHMiTJw/Onj1ryOqTgTAsGtDRo0ehKAoGDx4MAJg/fz4cHBzwww8/YPTo0bC0tETz5s3V8j/88AO6d++ONm3aYNKkSeqHND+sgT///BNubm7w9fXFw4cP1e2LFy9GvXr1EBERgZw5c6J79+56y9N99913eP78uaGqneadOHECW7duxaRJk9RtgYGB8PT0hKOjIwPj33D58mWYmZkhX758WLVqlbr93bZbuHAh2rZti8DAwM9dxXTj4cOH8PHxUa8Y7Nq1C82aNUOFChX0psphYEwpISEB27Ztg62tLTp16oStW7diwoQJemV69uyJokWL4ujRowCSvkxfv35db45f+rowLBpQXFwcVq5cCTMzMwwfPhyLFy/Ghg0b1P2HDx9G1qxZ0axZM83n4CXov0yYMAFlypTB0KFDERISAgC4fv06jI2NYWRkpNdTCyStDVu/fn28fPnSALVN+168eAF3d3coioK+ffvq7dMFRhcXF/bIfqTExET07NlTnaT83SCT/Hf2KGo7e/YsvL29UbVqVVy/fl3dfvjwYTUwJu9hpL8kP8Z27NgBBwcHZMiQQT2/k39xqVChAho3bvzZ60hpE++aNqCMGTNKq1atZOHChfLzzz9Lz549JTo6Wt3v6ekpGzdulMOHD0ubNm0kPj4+xXNwAEHSyD0RkbFjx8o333wjf/75p/z000/y8OFDKVCggHz//fdiaWkpFhYW8urVK7l+/bqMGDFCli9fLjNmzJAsWbIY9gWkUVZWVuLn5yeenp6yc+dOiYqKUvcVLlxY5s+fL7a2tlKrVi1JSEgQcKycnnfbQ1EUmT9/vnTp0kX8/Pxk165dKfbrHmNiYvLZ6pne3L59W548eSIXLlyQp0+fqts9PT1lwIAB4ubmJn379pVDhw4ZsJZp2x9//CGJiYmybNkycXFxkcuXL0tsbKxkzJhREhISRETE29tbnj59qr6/0lfOwGGVkDS4Zd26dbCxsUHXrl1T7NddruZaz6nTfVs+duwYpk2bBhcXF1hZWWHYsGF48uQJoqKi8L///Q9mZmZwdnZGkSJFUKRIEa6r+47ULtnFxcXh4MGDKFGiBEqXLp1iHdgbN25wYuNUJB+AMXPmTIwbNw5r165V93fq1AmZM2dW50+lv2fbtm2oUKECatSogdOnT+vtO3DgADp27Kg3EffXLvm5fejQIZiZmWHLli2IiorCjh07YGNjg7Zt2+Lt27dquXbt2qF27dqc25MAcJ7FNCM2NlY2bNggXbp0kT59+sj333+vt//ChQtSrFgx9iQmg2RTZ+zatUu8vb1lxowZYm1tLX/88YccPXpUWrVqJUOGDBF7e3u5e/euXLlyRRwcHMTV1VUcHBwM/ArSDiSbjzIgIEAURRF3d3epUKGCxMfHyx9//CHDhg0TAHLkyBG96TUodRs3bpSuXbtK/fr1JSoqSm7cuCFly5aVFStWiIhI165dxd/fX5YsWSLffPONgWubNumOy+fPn0tCQoKYmJiItbW1iIhs2LBBfv31VzE2NpYJEyZImTJl1Me9fftWzMzMDFXtNCs0NFRWr14tb9++lTFjxohI0vRCu3btkg4dOkiBAgWkQIECYmNjI4sWLZI///xTihcvbuBaU5pgyKRK+nT3MJqYmMDX11ezzNcu+Y3/iYmJiImJQePGjdGlSxe9ct999x1y5syJYcOG8b6699D1OmzcuBEODg6oVKkS6tSpAysrK2zevBnAXz2MFSpUQJ48eRAVFWXAGqd9N2/ehJubG+bOnQsAuHr1KqytrdGvXz+9cs2aNYOzszMiIyMNUc00TXdcbtmyRR2B36JFC/z8889qmbVr16JWrVpo1KiRuhITpZSQkIC7d+9CURTY2Nhg2rRpKfbv2LEDBQoUgJGREQ4dOoRbt24ZqLaUFjEsGsD7RujpAqOFhUWql6S/dosWLUL9+vURERGh144tWrRA+/btAegP+mnVqhWyZcsGHx8fvVHSpO/YsWPIli0b5s+fDwC4cOECMmTIAEVRsHTpUgBJx+bu3btRvXp1rgX7AUePHkWpUqUAAMHBwXB2dtabJ/X48ePqv3Ujyimlbdu2wdzcHNOnT8eePXvQrVs3ODo6YvLkyWqZ9evXo1y5cmjdujUHBr3j3c+aOXPmQFEUtGrVKsVyh3FxcfD394ebmxtHPVMKDIufwbtzIH6odzA+Ph4LFy5EtWrVOPXDO44fP64GleRvdgMGDEDevHnVaXB0gXHatGlwdnZGvXr11ImkSV9sbCymTZuG0aNHAwBCQkLg6uqKrl27YuDAgVAURR2lHx8fz17Fj3DkyBFUr14dZ86cgbOzM3r06KEek2fPnkXfvn31JpGmlO7evQt3d3f88ssvAIBXr17B0dERZcuWRe7cufUC4+bNm/XW06a/nDp1CmvWrFF/1wXGyZMn49WrV3plExIS2MtNqWJY/I8lD4q//PILunfvDk9PTyxbtuy9l0aTP44Tbqd09uxZVK1aFRs3bgSQNNVIvnz54OnpiadPn6ofzEOHDsXPP/+c4ls06bt+/Tr+/PNPREVFoXLlyurE5efPn4exsTEURcGKFSsMXMu0SfeF7sKFC+o5fevWLdjb20NRFPTo0UOv/MCBA1GzZk3O7/kBb9++xejRo3H79m08fPgQ+fPnh4+PD0JCQlC7dm1kyZIFo0aNMnQ107SYmBhUq1YN5cqVw/r169Xts2fPhqIomDJlCsLDww1YQ0ovGBY/k+HDhyNHjhwYMWIEpkyZAkVRMHDgwBTf7OjjHD58GLVr10atWrXg7+8PIGnS43z58iFXrlxo2LAhvvnmGxgbG+vNxfa1i4+PV8NNal9Crly5grJly+LSpUsAgNu3b6Nt27aYPHkyrl69+lnrmh7o2nLz5s1wcnLC6NGj1XN6y5YtMDIywoABA3DixAlcuHABvr6+sLa2xuXLlw1Z7TRH6wqK7rLymDFj0KxZM3VO1OHDhyNfvnyoUqUKvwh+QEhICOrUqYNq1arpjcifPXs2MmXKhO+++46BkT6IYfEzOHr0KHLnzo1Tp04BAM6dO8eemr9J92Fy7do1vHnzBkDSqi2NGzeGp6cntm/fDiApDI0ePRo9evRAly5dcOXKFYPVOS25c+eOXjjcv38/Bg8ejP79+2PdunXqpafDhw9DURQcOHAAADB69GjUqFEjxZQ59BfdWs8LFy5Mcf/hunXrkCNHDmTPnh2FCxdG6dKlcf78ecNUNA3THZv379/H9evX8fr1a70A2ahRIzRt2lT9vX///pg5cyYn1H+Hrs3ebZcHDx6gRo0aqFatml4P4+TJk2FjY4Nnz559zmpSOsSw+B94t8dm586d8PT0BACsWbMGlpaWmDdvHgAgPDwcZ86c+dxVTFd0b4D+/v5wdXXFzJkz1TWxjx07pgZG3chdHa5uk2TJkiUoUaKEOqffvn37YGRkhObNm6No0aIoWbIkatSoofaIffvtt1AUBSVLloSVlRXDzXu8ffsWLVq0UC+HRkVF4fbt25g8eTI2btyI2NhYPH36FOfPn8fVq1d56TmZOXPm6M2RuHHjRjg6OiJnzpywt7fHsGHDcOHCBQDA1KlTUbp0aQwbNgx9+/aFra0tB1lpOHbsGOrVq4dDhw7pbQ8JCUH58uVRvHhxbNq0Sd3OY5I+BsPif2jcuHE4ffo0duzYgTx58uD333+HtbW1Op0GkHSpqmnTppza5QO2bt0KMzMzzJ07N8WUDsePH0ejRo1Qs2ZNvW/NHByU5MGDByhdujSqVauG7du3o3379vjpp58AJLXR5s2bUblyZdSpUwdv377FmzdvsG7dOixYsAC3b982cO3Ttjdv3qBs2bLo168fnj9/jr59+8LT01MNPO+uuUtJ4uLiUK5cOTg6OuLixYu4fv06HBwc8P333+Ps2bOYPn06KlSogFatWuHWrVu4d+8e+vfvj5IlS6JixYr8AvMegYGBcHZ2RqNGjfDHH3+k2Jc5c2aUK1dOvd+b75P0MRgWP6HkJ92qVatgZWWFw4cP48mTJ6hTpw4URcGkSZPUMm/fvsU333yDNm3a8IR9j/DwcNSqVQsTJ04EkHQf0+PHjzF//nycOnUKCQkJOHPmDGrUqIGGDRtyNF8yuh7Y0NBQVKhQQb3ZXXeZGUi6CX7Dhg0oXrw4du7caaiqplvLli2DmZkZrKys0KRJEyxbtgxA0kCWatWqcYCahsjISNStWxeurq5YuXJlivXH165di7Jly2LMmDEAgNevXyMmJob3132Eq1ev4v/au/e4nu///+O39zsdSMKQc9kSwjaHyfmwFimnnHIqa4QUOhibw+Q8ZGiOc8hhzopC+zpsWCfMISHnoUIxh05Kp9fvD7/eH22zz/ZZeace1794v17vPLi8vF731/NoaWmp2NvbFwiMp0+fVrp166bY29vL7HHxj0hYLAKHDh1SPD09lQ0bNmg+CwgIUKysrJROnTopoaGhyubNm5Vu3bopTZo00SylIw+VP/fbb78pFhYWyurVq5Xk5GRl8uTJSocOHRQjIyOlVq1amnUAIyIilPj4eC1XW7zkv4QkJiYq6enpSpcuXTSzIF/14sULpV69eprlc8Q/c/nyZeXw4cOKovzn/7G7u7vi7Owsa//9Tl5enubf6OnTp0q/fv0UlUqlWFlZ/eFFz9fXVzExMdGMUxZ/3+XLlxVLS0ulR48eSmBgoJKamqrMmDFD8fT0lOWvxD8mYbGQhYeHK++//75SqVIlZevWrQWO7dq1S+nXr59Svnx5pV27dsqgQYM0LT8yvu6v+fj4KPr6+kqlSpWUPn36aBaPtrOzU/r376/l6oq3/fv3KyqVSomNjVUePXqktG/fXmnWrJkSEhJS4Dxra2tN66343125ckWZMmWKzHr+L/bt26f4+voqjx49UgYNGqQYGhoWaPFWlJf7PJubm8tL4P8oNjZW6dKli2Jqaqq8++67StWqVZVz585puyzxFpK9of8l5ZX9iQFyc3Px8/Nj5cqVmJubs3v3bipXrlzgO/Hx8ZiYmKCrq4tKpSInJ4cyZcq86dKLpfx/z3PnznHr1i0ePnzIgAEDqFatGkePHuXZs2f06tULtVpNmTJlcHV1xdDQED8/P/k3/BMJCQksXryYBg0aMHr0aFQqFUlJSfTu3ZuMjAz69OlD8+bNiYqKYtmyZZw/f56GDRtqu+y31tmzZ1m8eDHR0dFs376dDz74QNslFUsXLlzA1taW+fPnM3z4cJ4/f06/fv24dOkSAQEBtGzZkooVK+Ll5UVoaCinTp2iUqVK2i77rZSYmEh0dDSPHj2iffv21KtXT9slibeQhMVC8u2331K+fHlcXFzIy8tjyZIlbN++nZYtWzJ//nwqVapEbm4uOjo65OXloVargT+GTQGBgYFMmDCBunXroigKsbGxrF27loEDB2rOSUhIYM2aNSxfvpyIiAgsLS21WHHxFB0dzRdffEFSUhLfffcdH330EdnZ2ejq6pKUlET//v2JiIigbdu2WFpaMmHCBBo3bqztst9qGRkZnDlzBjMzM+rUqaPtcoqlK1eu8MMPPxAfH8+SJUs0L8vp6en079+f48ePY2FhQevWrQkNDSUkJIRmzZppu2whSjftNWqWHI8fP1acnJwUExMTZfv27YqivOxWnj9/vtKmTRtlzJgxmnWvZCLLXztz5oxSpUoVzXjPhw8fKiqVSlmwYIHmnJ9//lnp27evYm5uLrMi/0JISIjSsWNHxcDAoMAs8fyhD48ePVKaNGmiDBgwQElJSdFWmaKUyMnJUVJSUhQLCwtFpVIpffr0KXBMUV5Oehk2bJiiUqmUAwcOyB7FQhQTEhb/B382EeXKlSuKh4eHUqtWLWXbtm2Kory8AX799ddK+/btFUdHR3kg/w179uxRHBwcFEVRlOvXryt169YtsF1aVlaWkpqaquzZs0e5ffu2lqos3l4dJ/fjjz8qXbp0UVq2bKkcPXpU83l+YExMTJT16kSRyn9BfvHihaIoL6/PFi1aKObm5sqhQ4c05+XfV1NSUhQHB4c/LJElhNAetbZbNt9G+V3IcXFxms8aNmyIh4cHvXv35vPPP2fnzp3o6OgwceJEOnbsiLGxMYaGhtoqudhS/v8oiMjISJKTk4mPjycxMZHExERsbGywtbVl1apVAOzatQsfHx8MDAzo168fZmZmWqy8eLp37x59+vTB0dERgI8//phJkyZhYmLCggULOHbsGAC6urpkZ2djYmIiY5hEkVKpVJw8eRJvb28SEhJo0qQJmzZtQk9PD39/fyIiIoCX99W8vDyMjIwIDAzkvffe03LlQoh8Ehb/gby8PM2vAwMDadeuHT/99JPmswYNGuDh4UHHjh3x9PRk//796OjoMHv2bFavXq25GYr/UKlUHDlyhK5duxIZGUmXLl0AsLCwwNramjVr1mjO/eWXX4iLiyM9PV1b5RZ7FSpUwMvLi0uXLvHpp58CYGtry9ixY9HT02PhwoUcPnwYeBkYhXgTfvzxR44fP87ixYu5f/8+jRs3Zvv27fz66698/fXXREZGAv95EZdx3EIULxIW/6bMzEzNjSw1NZXGjRtjZWWFj49PgcDYqFEj+vbtq5lx+n//93+o1WpUKhWKomh+hngpPj6eAwcOMG/ePLp37867775L06ZNqVq1Kubm5sDLFtypU6cSEBDA3LlzMTY21nLVxYfyu/lpRkZGODs74+npSWRkpCYw2tnZ4eHhQVpaGqtXr+b58+daqFaUVlOnTsXJyYmoqCi+/vpr7t27x/vvv8+OHTu4e/cuX3zxBadOndJ2mUKI19FyN/hb4cCBA8rSpUsVRVGUUaNGKY0bN1YU5eU2c4MGDVKaNm1aYDxYRESEMnToUGXt2rWyfuJfOHPmjGJra6s0adJEs6CxoihKUlKSMnLkSKVRo0aKkZGR0rJlS6V+/fqyPthrhIWFafYmzpeSkqKsXbtWMTMzU1xdXTWfHz58WImLi3vTJYpS6Ndff/3DOO25c+cqrVu3VsaPH6+ZvHLu3DnFyspKrkshijEJi3+Dm5ubUrNmTcXa2lqpUqWKEhMTozkWGRmpDB48WLGwsFC2bdumXLt2TenVq5cybtw4zcBuCYx/7tatW4q1tbWiq6urfPXVVwWOpaamKjdv3lQ2bdqkREVFKffu3dNSlcXbixcvFF9fX6V27drKjBkzChxLS0tTxowZo6hUKmXIkCHaKVCUSrGxsUrz5s0VX19fJTU1tcCx6dOnK1WqVFF8fHw0i23nT34RQhRPss7i39SmTRtOnTrF5MmTmT17doEFoM+cOUNAQACrVq2ifv36lCtXjtOnT6OrqyvrKP4XCQkJuLu7c//+fTw9PRk6dKi2SyrW/ux6evDgARs2bGDr1q3069eP2bNna46tWbOGNWvWYGhoyI4dO6hVq9abLlmUQnl5eYwaNYrLly/Tu3dv3N3dMTIy0hxv1KgRKSkpDBs2jHnz5mmG6gghiicJi/9FVlYWOTk5uLm5kZOTw6lTpxg/fjxOTk4FdhTIy8vj/PnzZGRk0LZtW9RqtezM8jfduXMHDw8Pnj9/zsiRIxkyZAhAgcXLS7t79+79ZdBLTExk7dq17NixAwcHB+bMmQPA9OnT0dXVxcvLq8DDWoii8urmAxMmTODkyZP069ePcePGYWhoyOPHj/H09KR27dqMHTtWFi8X4i0gYfFP/FVIcXd354cffsDT07NAYExKSsLExERzXv4NU/w9t2/fZty4cWRlZTF48GBcXFy0XVKxsWPHDpYtW8aiRYto3779a89LTEwkICCAlStXYmxsTL169Th+/DhnzpyhQYMGb7BiUdrl30PzA+Pp06dp3bo1jo6OhIaGEhYWRnBwMBUrVtR2qUKIv0HC4u+8GhSPHDnCgwcPqF69Ok2bNqVGjRoAeHh4cOjQIUaPHk3Pnj1xd3cnMzOT8PBw6Xb+F+7cuYOTkxOVK1dmy5YtVKhQQdslFQt79+5l5cqV6Ovr8+WXX9KuXbvXnpucnMzFixdZv349xsbGuLq6yhZ+4o159f6X/8KsKApz5swhJCSEuLg4jI2N2bFjB82bN9dytUKIv0vC4itevdF98cUXbN68mVq1anH37l3s7Oz49NNP6dy5MwDe3t4cOHCA3NxcqlSpQlhYGHp6elqsvmS4e/cuarVauqZ+JzQ0lG+//RaAadOm/WVgzCet26Io5d8vz58/z2+//YaNjc0fznn15fvevXv89ttvVK9evUAvjBCi+JOw+Cf8/PxYunQpu3btom3btsydO5fZs2fTvXt3PDw8sLa2BiA8PJysrCw6deqEjo6OjFEUhe7VF5iDBw+yfPly4K8Do7Rui6KWf40FBQXh6enJiBEjcHJy4t133y1w/Pe/FkK8nSQsUvDt9/Hjx/j4+NChQwdGjBjBvn37cHFxwcnJidDQUMzNzZk8ebJmp5F80ooj3oT9+/ezcuVK4O+3MApRFA4fPkzfvn3x8/Pjs88++0PPioREIUoOCYuvOHLkCO+//z6//vor9evX1+yz6+npyYQJE/D392f69Om0aNGCBQsW8NFHH2m7ZFFC5T9oHz16RHZ2NmXLltVMpgoODmb16tWABEbx5imKQnZ2Ni4uLlSrVo0lS5aQkpLCrVu3CAoKIicnh1mzZqGrqysrGghRQpTq/8Wv7tM8ZcoUHB0dyczM5MMPP6RKlSocOXKEBg0a4OrqCrzct/Sjjz6iadOmtGjRQltlixIuPyiGhITg4OBAy5YtcXFxYfHixQD07t2bMWPGADB//nyOHz+uxWpFaaNSqdDT06Ns2bJcvHiRc+fO4eXlxaRJkzhw4ADbtm3D3t4eQIKiECVEqf6fnH8jS0xMBGDnzp2YmppiYGAAQHp6Oqmpqdy5cweAo0ePMnjwYJYtW6ZZFkKIwqZSqTh48CCDBw+mT58+7Ny5k5o1a7Jo0SKmT58OvAyMY8eO5cmTJ6xYsYKMjAwtVy1Ksj/rgLK2tiY7OxsrKyvS0tJwc3Pj9OnTzJgxg4yMDNl/XIgSpNR3Q+/evRtHR0fMzMzYuXNnga7lQ4cO4eHhgYGBAS9evEBXV5cLFy5QpkwZGY8jCs3169exsLDQ/D4uLg5HR0eGDh2Kh4cHycnJWFpaUrt2bR4/fszgwYM1u7SEhobSpEkT6tatq63yRQmXf68LDw/nxIkTPHnyBCsrKwYOHEhaWhqXL1/GyspKc767uzt37twhMDBQ8+IthHi7leqWRYBWrVoxbNgw7t69S1JSEgA5OTkAdOvWjRUrVjBq1ChGjhypCYq5ubkSFEWh2Lp1K126dCEtLU3zWc2aNbG1taVbt248ePCAVq1a0adPH/bv30+jRo1YtmwZXl5eANjZ2UlQFEUqf9aznZ0dt27dIj4+Hl9fX3r16kX58uU1QfHatWt4e3uzbds2vv76awmKQpQgpapl8XWDrR8+fIirqythYWGcOHGCpk2bvnYZHJn1LAqToijExcVhamrK48ePeeeddwA019/MmTOJiYlh3bp1VKpUiRkzZrBr1y6qV6/Ojh07ZL06UeRu375N165d8fb2xs3NjRs3btC6dWuGDBmiWfvz9OnTfPfdd5w/f54NGzbwwQcfaLlqIURhKjWLAr4aFLdu3cr169fJzs6mY8eO2NrasmnTJpydnenSpQsnTpygcePGfxoMJSiKwpJ/TZqamnLx4kXatGnDnj17sLW11byoxMbGkpmZqZkJnZycjIuLC6NGjZKt0sQb8ejRIwwMDHBzc+Pu3btYW1szYMAATVA8efIkrVu3BqBu3bpUr15dm+UKIYpAqemGzg+KkyZNYuLEiTx8+JBLly7h7u7OjBkzqFixIqtXr6Z9+/Z8/PHHREdHSzAUhS5/UpSiKJpr8tmzZzRq1Ah7e3uGDRvGkSNHNOe3bduWxMREPDw8GDt2LJs2baJ///4SFMUbo1KpeOeddzh58iQdOnSge/fumsXhL1y4wMaNG7l+/TqtWrWSoChECVVqwiK83AFj9+7dBAcHs2rVKgYNGsT9+/epX78+8HKs2Nq1azE3N2fKlClarlaURGq1mrt37zJr1iwA9uzZQ69evUhNTWXnzp306NGD/v37awJjz549+eSTT/jll1+4fPkyx48f1+ySIURhyx+VdPr0ac0OVXXq1OHmzZu0bdsWW1tb1qxZo2n53rRpE1evXqVy5craLFsIUcRKTTc0QHx8PA0aNKBVq1bs2bOHMWPGsGTJEoYNG0ZaWhqxsbG0atWKkJAQTbefEIUpLy+PLVu2EBQUxMWLF9m3bx/r16/XXG8BAQEA9OvXjz179tC1a1dmz55NmTJlSE9Px8jISJvlixIsf9ZzYGAgo0ePZuTIkdStW5e6devy/fffY2dnR3Z2NidOnMDAwICdO3eyYcMGwsLCqFKlirbLF0IUoVIxwSV/7OHSpUu5ePEiAwcOpH///ixatEizuPHevXs5e/YsPj4+mge37D4gisrgwYPZuXMn9vb27N+/H/jPpBZFUXBxcWH//v1s3rxZs8CxEEUtPDwce3t7/P39cXBwoEKFCppjhw8fxs3NjaysLMqXL4+xsTGrV6/mww8/1F7BQog3okSGxdeFvPDwcDp27Ai8bMEZPnw4ABkZGTg4OGBmZsaqVatkWRxRZLKzswHw8fEhISGBhw8f0q5dO+bMmYOurm6BwDhgwABOnz7N1atXKVeunJYrFyVNUlLSH2bTz5s3j5MnTxIUFIRarUatVheY6Pf06VOSkpLQ1dXlnXfekbGzQpQSJS4svrpY9p49e3jw4AHGxsbY2NhQo0YNVq5ciaenJzNnzqRz584oisLMmTNJSkrizJkzsuC2KBJ/dk1lZWUxY8YMjh07RqdOnZg7d65mLFhSUhJVqlTh4cOH1KhRQxslixJs2bJlBAQEcPr0afT09ICX1+jAgQN5+vQpR48eBQq+eN+8eZM6deqgr6+vtbqFENpRosLiqw9kHx8fNm7cSLVq1cjLy+PRo0fs3buXDh06sHr1ambMmEGZMmWoVasW1apVIzg4GF1dXVlHURS6/Ovy2LFjHDx4UPPy0rp1a5KTk1mwYAHHjx+nXbt2zJ49m3nz5hEeHs7BgwcpW7astssXJVBycjJJSUlYWFiQnp6OoaEhAGvXrmXevHls2rRJ0wujKAqPHz/G19cXZ2dnWrVqpc3ShRBaUKImuOQHxXPnznHhwgUOHz5Mw4YN+e233/D19aVnz54cO3aMsWPHYmdnR3p6OmXLlqVevXqoVKrXLsQtxL+hUqnYv38/jo6OWFlZ8ezZM/z9/Vm/fj29evVi8uTJ6OrqEhgYSFBQEGlpaYSEhEhQFEVCURSMjY0xNjYmKiqKYcOGERISQuPGjWnevDm1a9dm1apV5OXl0blzZ54/f87y5csJCQlh4sSJ2i5fCKEFJaplEWDHjh2sW7cOtVpNcHCw5oGblZXFsGHDuHz5MpGRkRgbGxf4nkxmEUXl6dOnbNy4ESMjI0aOHMnNmzdZunQpK1euZN++ffTq1Yu0tDSio6O5ffs27dq1k+VxRJF5tQcmLS2NNm3akJubS1BQEA0bNmT//v2sWLGCy5cvU716dQwMDLhy5QpHjhyhWbNmWq5eCKENJaoZLS8vj+joaO7cuUNWVpamOzknJwc9PT2cnJwYN24cjx49+kNYlKAoikJMTAydO3fG1NSUb775BgBzc3OmT58OgIODA8HBwfTo0YP27dvTvn17bZYrSgGVSsWRI0fYv38//v7+RERE0L17d+zt7Tl48CA9e/bkvffe49q1a/z44480bNgQW1tbzM3NtV26EEJL3uqElL8bRj61Ws3MmTMZPXo0iqIwZswYkpOTNV3LtWrVIi8vj5SUFG2UK0ohlUpFt27diI2NJT09HXh53ZqYmDB9+nQ8PDzo1asXhw8f1nKlojSJi4sjNDSUmJgYKlSowMGDB6lRowY9evTg6tWrWFpa4uDgwPLly/Hw8JCgKEQp99aGxVe7jSMiIoiJieHGjRvo6+szfvx4Ro0axcWLF3FxceHSpUtERUUxdepUatasKeuCiTemadOmzJw5Ezs7O4YNG8apU6dQq9UoioKJiQlffPEFEydOpE6dOtouVZQirVu3RldXlxMnTgBQsWJFDhw4QPXq1enbty+XLl3ScoVCiOLkrR+zOHnyZNatW0e5cuUwMTFh6tSpODg4kJmZyTfffMOSJUvIysrC2tqa6tWrs3jxYsqWLSuznkWhyx8Ldvr0aW7cuEF8fDx9+vTBwsKC+/fv4+3tzYkTJwgJCcHKykpzvlyLoii9bimwhQsX4ufnx5kzZ6hbty7wcp/y9u3bY2BgQGRkpGZZHSFE6fbWhcVXb3zR0dEMHz6cdevWkZiYyKFDh9i6dSurV6/G0dGRFy9e8M033xASEkKzZs1YsGABRkZGZGZmYmBgoOW/iSiJAgMDcXV1pXPnzly/fp1y5crRtWtX5syZQ2xsLLNmzSIsLIxdu3bRrl07bZcrSokjR45w8+ZNrKysaN68OQB3795l2LBhDBo0CHd3d81LS3JyMk+fPsXMzEy7RQshio23aoLLq13PeXl5ZGZm0rlzZz766CPgZZefWq1m1KhRADg6OuLl5cWLFy84dOgQM2bMYMaMGX+Y3CLE/+rVl5eLFy/i6enJwoULGTlyJDdu3KBhw4b07NkTAEtLS2bPns348eNxcXEhJiYGfX19WQBeFIn8azMmJoaNGzdy5swZ9PT0sLe3Z8yYMZiZmdGuXTtWrlyJu7s7Ojo65OXlaZbVEUKIfG9VWMwPinPnzuXkyZM8f/4cIyMjzXEzMzN8fHxQqVS4ubmRkZHBp59+ypQpU9DX12fz5s3o6ekxf/58eUCLf+Wnn36ifv361KlTR/NQjouLo06dOpqg2LVrV0aMGKGZ+Xzjxg3q16/PsmXLMDQ0lNZtUaRUKhUHDx5kwIABREZGoqOjw/nz55k2bRonTpygWbNmTJgwge3bt/PNN9/g7e0tq0IIIf7UW3FneHXWs5+fH/7+/tSuXZty5coREhLC5s2bNcdNTU3x9vamZ8+ebNu2TbNsjo+PDyNGjGDMmDESFMW/EhkZyYgRI1i6dCn379/XXE8PHz6kYsWKpKam8vHHH2NjY8Pq1auBl+Fyy5YtPHnyBAsLC2rVqqXNv4IoBZ49e8b58+fx9fXlww8/pGnTpjg7OxMTE8Onn35KdHQ0bdu2JT4+nqioKF68eKHtkoUQxdRbNWbx0qVLBAUF0aZNG2xsbHjy5Al+fn4sWLCALVu2MGTIEM25iYmJVKtWDbVaLTuziEI3a9YsQkJC+Pjjjxk/fjy1a9fm2rVrvP/+++Tk5ODt7c2iRYs050+YMIGbN2+ydetWKlasqL3CRalw6dIlWrVqRe3atZk5cyaDBw8G+MO9cN26dRw7doypU6diaWmprXKFEMXcW5OgIiMjad++PYaGhmzZsgWAypUr8+WXXwLg7OyMWq1m0KBBAFSvXh142SopQVEUluzsbHR1dfnqq68AOHToEPAyDDZo0IDFixczdepUDA0NefbsGYmJiWzcuJHNmzcTHh4uQVG8EY0bN8bZ2ZnvvvuOuLg4zVCJ/Hth/u9HjhyJk5MT+vr6Wq5YCFGcvTUpqm3btixduhQvLy8uXLhAz5490dHRwcjIiC+//BK1Ws2QIUN45513sLGx0XxPxuCIwpT/sI2IiEBfX5+EhATWrFmDSqVi4sSJfPbZZ+Tk5DBlyhQ2bNhAhQoVgJfd0I0bN9Zm6aIE+/3yOCqVitWrV5OTk8OsWbNo2rQpdnZ2BY7nf0eCohDivymW3dCvznrOb8nJv7HNmzeP6dOns3z5ctzc3DTfSUlJYfv27YwYMUJaEkWhe/Vh/MMPP2Bvb8/ChQsxNjYmLCyMn3/+GUdHRyZOnEjVqlW5ffs2ly5dwsTEBFNTU0xMTLT8NxAlVf61GRUVRUREBGlpaVhaWjJw4EAAXFxcCAwMZNeuXdja2mq5WiHE26jYhcVXg+KKFSs4ffo0ycnJtGjRAm9vbwwNDZk/fz7Tpk37Q2DMJ2MURWGJjY3VjOVSFIXs7GwcHR2pXLky69ev15z31VdfERAQwJAhQxg/frxMYBFvVGBgICNGjMDOzo709HSuXbtGy5Yt+f777wEYMWIE+/btIyAggF69emm5WiHE26bYJar8oDh58mQCAgL4/PPPSU9PZ926dYSHhxMaGqrpdvb09CQ9PZ2JEycW+BkSFEVhWL9+PUFBQezYsYPy5cujUqnQ09NDV1eXrKwsAM1CxrNmzeL69ets3LiRtLQ0zdaSQhS1mzdvMnHiRObPn4+bmxtXrlyhTZs2VK5cWXPO+vXrSU5OxsPDA2trawwNDbVYsRDibVMsB/SdOXOGkJAQgoOD+fzzz2nWrBlPnjyhf//+mm3RJk+ejI+PD8HBwRSzxlFRQlhaWrJ8+XKMjIz47bffNJ/XrFmTkydP8uTJE3R0dMjNzQWgWbNm6Ovrc/v2bXlhEW/MgwcPqFSpEm5ubty9e5du3boxaNAg/P39AYiKigJgz549nDp1SoKiEOIfKxZh8dV1FOHlsjcqlYo2bdqwd+9ehg0bxqJFi3B1dSUtLY3AwEBycnKYN28eP//8s2awthCFqU2bNtSrV49z587Rv39/goKCAFiwYAEqlYq+ffsWCJGPHz9m8uTJbNq0iWrVqmmrbFHKKIpCxYoVOXv2LB06dKB79+6sWLECgHPnzrFt2zauX78OQI0aNbRZqhDiLaX1sJidna3peo6MjASgfPnymJqasnHjRpydnfHz82PMmDEAnD17ltDQUG7fvg0UnNUnRFFITU1FX1+fVatWERwcjL6+PkFBQdy/f59WrVrh4OBA7969WbZsGZ988glVq1bVdsmihMp/Kb5w4QL37t0DoFatWly6dImPPvqI7t27s2bNGk0PzJYtW7hy5QpVqlTRWs1CiLefVsPinj178PLyAsDLy4vRo0eTmppKkyZNuHLlCp999hmzZs1i9OjRAGRmZrJgwQLS09MxNzfX/BwJiqIw5T+Qr169SkZGBp06dcLX15fy5cuzZMkSDh48qLlGhwwZQo0aNahSpQrnzp2jQYMGWq5elFT5L8X79u3Dzs6OVatWkZyczHvvvce6detQqVSULVuWU6dOceHCBXx8fAgICGDp0qUFxi8KIcQ/pdXZ0MHBwTg4ONCqVSuuXLlCWFgY77//PvCy+8TGxob27dvTo0cPDA0N2bBhA0lJSZw/f54yZcpIi6IodPnXVHBwMBMmTMDDw4MJEyagq6tLREQEfn5+PH36FE9PT/r06aP5Xv5EFyGKUv5ez/7+/tjb2xfoVt69ezdeXl7k5uZSuXJlDAwMWL9+PR9++KH2ChZClAhaXzrH2tqaY8eOMXToULZs2aJp1VGpVMTExDBu3DiSkpKoWrUqpqamBAQEoKurKw9nUWT279+Po6MjixcvpmvXrrz33nuaY1FRUSxYsIC0tDTGjBlD//79gT8uiixEYcvMzMTZ2Zn69eszd+5cnj9/TmJiIjt27KBhw4b07NmT5ORkEhIS0NfXx8TERFoUhRCFQuthcdGiRahUKqZNm8bo0aNZuHAh+vr6mrUSMzMzycrKIjc3l0qVKgGyjqIoOikpKfTr149OnToxbdo0Xrx4QXJyMnv37qV58+a0aNGC8+fPM2nSJAwNDdm+fbvMLhVvREZGBh07dqRNmzb4+voyY8YMLl68yK1bt3jx4gUeHh6abSiFEKIwaS0s/r4lJigoiEGDBuHm5sbixYs1YfDQoUN069bttd8TojA9fvyYtm3b4u3tzeDBg5k3bx6RkZFER0dToUIF5s6dy/Dhw4mMjKRu3brUrl1b2yWLUmTz5s2MGTMGXV1drK2t6dOnD87Oznh5eREdHc2PP/4oW5wKIQqdVsOioiio1WpSUlKoUKECe/fuZciQIQwfPhxXV1d8fX1JTU3l2LFjEhDFGzNx4kSWL19OuXLl6NSpE7a2towePRp7e3vKlSvH7t27tV2iKMViY2O5d+8eNjY2mh2vPDw8SE1N5bvvvpO9noUQhe6NhMXftwbm5OSgo6ODSqVi586deHt7c/HiRSpXrsyhQ4fo27cv9erVw8DAgKioqAJ7QwtRWPKvqXPnznHr1i0ePnzIgAEDqFatGkePHuXZs2f06tULtVpNmTJlcHV1xdDQED8/PxkGIYqFq1evsmXLFlasWEF4eDhNmjTRdklCiBLojTzx8kPewoULsbGxoVmzZgDs3bsXV1dX5syZQ+XKlVEUhW7dunHjxg3u379P8+bNUavVMkZRFAmVSkVgYCATJkygbt26KIrClClTWLt2LQMHDtScl5CQwJo1a9izZw8RERFyLYpi4ezZsyxevJjo6GhOnDghQVEIUWTeWDd0Tk4ODg4OpKSksG/fPtRqNf3792fAgAGMGjVKc15+t8rrfi9EYTl79iy2trYsXLgQFxcXHj16hImJCV9//TWTJk0CICwsjKVLlxITE8Pu3btlGRJRbGRkZHDmzBnMzMyoU6eOtssRQpRgRRYW/yzkHT58mAULFjB8+HCcnZ25c+cOZmZmRfHHC/FfBQYGsnXrVoKCgrhx4waffPIJtra2rFmzBni5u9CLFy84dOgQLVq0kGtVCCFEqVRkTXb5QXHRokWsXbsWgK5du2JhYYGfnx+5ubmYmZn9YV9oIYpK/ntRZGQkycnJxMfHk5iYSGJiIjY2Ntja2rJq1SoAdu3ahY+PDwYGBvTr10+CohBCiFKryMKioihcvXqVyZMnM3r0aKZNm8YPP/zAt99+i0ql0mzhp1ar0fJSj6KUUKlUHDlyhK5duxIZGUmXLl0AsLCwwNraWtOiCPDLL78QFxdHenq6tsoVQgghioVCDYuvthKqVCoaNmzIrFmzqFixIg8fPuT777/HyckJT09PLl26xMGDBzXnClHU4uPjOXDgAPPmzaN79+68++67NG3alKpVq2r2Go+Li2Pq1KkEBAQwd+5cjI2NtVy1EEIIoV1FMmYxNDSUWrVq8cEHH5CamoqPjw+1a9emR48ezJ49m/DwcHJzc+nWrRvfffcdRkZGhV2CEAWcPXuWadOmkZCQwDfffIONjQ0ADx8+ZOrUqURERJCQkECDBg1ITk5m586dmln7QgghRGlWqGuAKIrCgwcPGDp0KK1bt6Zt27ZMnz6d5s2bEx4ejrm5OXv37mXFihWsW7eOe/fuUb58+cIsQYg/ValSJbKzs7l27Rrh4eGasFitWjWWLFlCUlISERERWFhYULduXWrWrKnlioUQQoji4V+3LP7ZrOdr166xb98+Nm7cSM2aNZk5cyYjRoyga9eufPvttwDcunWLevXqacYsSle0KGoJCQm4u7tz//59PD09GTp0qLZLEkIIIYq9fxUWXw2KFy9eJCMjg2rVqmlmjsbFxTF8+HDUajWGhob8/PPPbNq0id69e//pzxCiqN25cwcPDw+eP3/OyJEjGTJkCCDXoRBCCPE6//PTMX9fZ4AvvviCnj170rdvXxo1aoSPjw8xMTHUrVuXY8eO0bt3b8qVK0dKSgpRUVEFC5AHtHiDzMzM+PbbbylXrhwbN24kICAAkOtQCCGEeJ3/qWXx1VYYf39/5syZw/bt2zEzMyMsLIxFixbRpk0bvL29sbS0BF5OJDh69CgDBw6U7dKE1t25cwcnJycqV67Mli1bqFChgrZLEkIIIYqlfxQWw8LC6NChAwC5ubno6OgwYMAAatWqxdKlSzXn7d27Fw8PDyZNmsSECRP+8HNkr2dRHNy9exe1Wi1bpQkhhBB/4W/3vc2bNw93d3e2b98OgI6ODllZWaSmppKTkwNAVlYWAA4ODjg5ObF8+XIyMzP/sOi2BEVRHJiamkpQFEIIIf6Lvx0WBwwYgKmpKevXr9cERj09PaysrNi0aRN3795FT0+P3NxcAGrUqEGdOnXQ1dWVmc5CCCGEEG+pvx0W69evj7+/PwYGBqxdu5bvv/8egClTpmBlZUWHDh2IjY3l+fPnZGZmcuDAAapWrYqOjk6RFS+EEEIIIYrWP57gcvv2bcaNG8fz589xdXVl8ODB3Lx5E09PT3766Sfee++9lz9YpeLs2bPo6urKOopCCCGEEG+p/2k2dH5gTEtLY+zYsQwcOBCAHTt2kJycjK6uLsOHD0dHR0cmswghhBBCvMX+50W58wNjeno6rq6umsWNX5U/Y1oIIYQQQryd/tUOLrdv32b8+PFkZmbi6OjIyJEjC7M2IYQQQgihZf9q24p69erh7+9PWloaMTExhVWTEEIIIYQoJv5Vy2K+Bw8eYGJiIlumCSGEEEKUMIUSFvO9ug2gEEIIIYR4+xVqWBRCCCGEECWLNAMKIYQQQojXkrAohBBCCCFeS8KiEEIIIYR4LQmLQgghhBDitSQsCiGEEEKI15KwKIQQQgghXkvCohBCCCGEeC0Ji0IIIYQQ4rUkLAohhBBCiNf6f8g5ylqTw+11AAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] @@ -295,13 +291,17 @@ } ], "source": [ - "ax = heating_stats.plot.bar(\n", + "heating_stats_TWh = heating_stats_GWh/1000000\n", + "\n", + "ax = heating_stats_TWh.plot.bar(\n", " title='The demand of various heating subsectors',\n", - " xlabel=\"\"\n", + " xlabel=\"\",\n", + " ylabel=\"Demand in TWh\"\n", ")\n", "\n", - "ax.set_xticklabels(heating_stats.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", - "plt.show()\n" + "ax.set_xticklabels(heating_stats_TWh.index.get_level_values('carrier'), rotation=45, ha=\"right\")\n", + "ax.grid(True)\n", + "plt.show()" ] }, { @@ -313,38 +313,22 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 94, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "[274.9255349451954, 0.2902017678572082, 27.878132885439577]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "heating_supply_stats = n.statistics.supply(comps=[\"Link\"], aggregate_time=\"mean\").loc[\n", - " lambda x: x.index.get_level_values('carrier').str.contains('heat|boiler|pump|resistive', case=False)\n", - "]\n", - "\n", - "heating_types = ['Gas Boiler', 'Heat Pump', 'Resistive Heater']\n", - "heating_sums = [heating_supply_stats[heating_supply_stats.index.get_level_values('carrier').str.contains(ht, case=False)].sum() for ht in heating_types]\n", - "heating_sums" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ + "name": "stdout", + "output_type": "stream", + "text": [ + "Gas Boiler: 2408347.6861199117 MWh\n", + "Heat Pump: 2542.1674864291435 MWh\n", + "Resistive Heater: 244212.44407645066 MWh\n", + "CHP: 1171.7998595732581 MWh\n" + ] + }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -354,8 +338,19 @@ } ], "source": [ + "heating_supply_stats = n.statistics.supply(comps=[\"Link\"], aggregate_time=\"sum\").loc[\n", + " lambda x: x.index.get_level_values('carrier').str.contains('heat|boiler|pump|chp', case=False)\n", + "]\n", + "\n", + "# Only the Gas boiler, heat pump, CHP, and resistive heater technologies are considered here\n", + "heating_types = ['Gas Boiler', 'Heat Pump', 'Resistive Heater', 'CHP']\n", + "heating_sums = [heating_supply_stats[heating_supply_stats.index.get_level_values('carrier').str.contains(heatingtype, case=False)].sum() for heatingtype in heating_types]\n", + "\n", + "for ht, sum_value in zip(heating_types, heating_sums):\n", + " print(f\"{ht}: {sum_value} MWh\")\n", + "\n", "plt.figure(figsize=(6, 6))\n", - "plt.pie(heating_sums)\n", + "plt.pie(heating_sums, autopct='%1.1f%%')\n", "plt.title('Heating Supply Distribution')\n", "plt.legend(heating_types, loc='upper left', bbox_to_anchor=(1, 0.8))\n", "plt.axis('equal')\n", @@ -372,54 +367,75 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "def color_matching(stats):\n", + " colors = {key.lower(): value.lower() for key, value in config[\"plotting\"][\"tech_colors\"].items()}\n", + " nice_names = {value.lower(): key for key, value in config[\"plotting\"][\"nice_names\"].items()}\n", + " color_list = []\n", + " for carrier in stats.index.get_level_values(\"carrier\"):\n", + " original_name = carrier.lower()\n", + " key_name = nice_names.get(original_name, original_name)\n", + " color = colors.get(key_name.lower(), 'gray')\n", + " color_list.append(color)\n", + " return color_list" + ] + }, + { + "cell_type": "code", + "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - " carrier \n", - "Generator Coal 500.000000\n", - " Combined-Cycle Gas 1838.950905\n", - " Offshore Wind (AC) 0.000000\n", - " Offshore Wind (DC) 0.000000\n", - " Oil 150.066350\n", - " Onshore Wind 784.000000\n", - " Open-Cycle Gas 543.978622\n", - " Run of River 398.225382\n", - " Solar 142.074179\n", + " carrier \n", + "Generator Coal 500.000000\n", + " Combined-Cycle Gas 1838.950905\n", + " Geothermal 1120.000000\n", + " Oil 150.066350\n", + " Onshore Wind 784.000000\n", + " Open-Cycle Gas 543.978622\n", + " Run of River 398.225382\n", + " Solar 142.074179\n", + "StorageUnit Reservoir & Dam 4782.961783\n", "Name: p_nom, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "capacity_stats = n.statistics.installed_capacity(comps=[\"Generator\"])\n", - "electricity_capacity_stats = capacity_stats[~capacity_stats.index.get_level_values('carrier').str.contains('thermal|gas')]\n", - "electricity_capacity_stats" + "# Remove carrier with the capacity = 0\n", + "capacity_stats_non_zero = capacity_stats[capacity_stats != 0].dropna()\n", + "capacity_stats_plus = n.statistics.installed_capacity(comps=[\"StorageUnit\"])\n", + "combined_capacity_stats = pd.concat([capacity_stats_non_zero, capacity_stats_plus])\n", + "combined_capacity_stats" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -429,36 +445,46 @@ } ], "source": [ - "electricity_capacity_stats.plot.pie(\n", + "color_list = color_matching(combined_capacity_stats)\n", + "\n", + "combined_capacity_stats.plot.pie(\n", " title=\"Share of different carriers by capacity\",\n", - " labels=electricity_capacity_stats.index.get_level_values('carrier'),\n", - " ylabel=\"\"\n", - ")" + " labels=None,\n", + " autopct='%1.1f%%',\n", + " pctdistance=0.85,\n", + " startangle=90,\n", + " ylabel=\"\",\n", + " colors=color_list,\n", + ")\n", + "\n", + "custom_labels = combined_capacity_stats.index.get_level_values(\"carrier\")\n", + "plt.legend(custom_labels, loc='upper left', bbox_to_anchor=(1, 0.8))\n" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - " carrier bus_carrier\n", - "Generator Coal AC 3.868327e+06\n", - " Combined-Cycle Gas AC 2.546595e+06\n", - " Geothermal AC 9.810376e+06\n", - " Offshore Wind (AC) AC 3.824497e+00\n", - " Offshore Wind (DC) AC 4.224329e+00\n", - " Oil AC 2.252209e+03\n", - " Onshore Wind AC 2.748346e+07\n", - " Open-Cycle Gas AC 8.237255e+04\n", - " Run of River AC 2.781699e+06\n", - " Solar AC 2.045476e+07\n", - "Name: generators, dtype: float64" + " carrier bus_carrier\n", + "Generator Coal AC 3.868327e+06\n", + " Combined-Cycle Gas AC 2.546595e+06\n", + " Geothermal AC 9.810376e+06\n", + " Offshore Wind (AC) AC 3.824497e+00\n", + " Offshore Wind (DC) AC 4.224329e+00\n", + " Oil AC 2.252209e+03\n", + " Onshore Wind AC 2.748346e+07\n", + " Open-Cycle Gas AC 8.237255e+04\n", + " Run of River AC 2.781699e+06\n", + " Solar AC 2.045476e+07\n", + "StorageUnit Reservoir & Dam AC 3.252523e+07\n", + "dtype: float64" ] }, - "execution_count": 13, + "execution_count": 98, "metadata": {}, "output_type": "execute_result" } @@ -466,17 +492,29 @@ "source": [ "energy_stats = n.statistics.energy_balance(comps=[\"Generator\"])\n", "electricity_energy_stats = energy_stats[energy_stats.index.get_level_values('bus_carrier') == 'AC']\n", - "electricity_energy_stats" + "electricity_energy_stats_plus = n.statistics.energy_balance(comps=[\"StorageUnit\"])\n", + "combined_electricity_energy_stats = pd.concat([electricity_energy_stats, electricity_energy_stats_plus])\n", + "combined_electricity_energy_stats" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 99, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -486,16 +524,20 @@ } ], "source": [ - "electricity_energy_stats.plot.pie(\n", + "color_list = color_matching(combined_electricity_energy_stats)\n", + "\n", + "combined_electricity_energy_stats.plot.pie(\n", " title='Share of Different Carriers by Energy',\n", " labels=None,\n", - " ylabel=\"\"\n", + " autopct='%1.1f%%',\n", + " pctdistance=0.85,\n", + " startangle=90,\n", + " ylabel=\"\",\n", + " colors=color_list, \n", ")\n", "\n", - "# Using legend because of overlapping carriers\n", - "custom_labels = electricity_energy_stats.index.get_level_values(\"carrier\")\n", - "plt.legend(custom_labels, loc='upper left', bbox_to_anchor=(1, 0.8))\n", - "plt.show()" + "custom_labels = combined_electricity_energy_stats.index.get_level_values(\"carrier\")\n", + "plt.legend(custom_labels, loc='upper left', bbox_to_anchor=(1, 0.8))" ] } ],