{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Isothermal decompression calculations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- In addition to crystallization and melting calculations, thermodynamic models are often used to investigate the processes of magma decompression.\n", "- In this notebook we focus on the fluid composition during magma decompression by investigating different initial H2O contents.\n", "\n", "**Before any calculations can be run** users need to download the alphaMELTS for Python files. Please see the installation guide on ReadTheDocs.\n", "\n", "You will need to also download this excel spreadsheet:\n", "https://github.com/gleesonm1/PetThermoTools/blob/master/docs/Examples/DecompressionTests/StHelens.xlsx\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "alphaMELTS for Python files successfully located.\n" ] }, { "data": { "text/plain": [ "'0.3.21dev'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# import core python packages that we'll use for plotting and data manipulation.\n", "import sys\n", "import os\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n", "# the location of the alphaMELTS files here.\n", "# import sys\n", "# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n", "\n", "\n", "import petthermotools as ptt \n", "\n", "ptt.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To suppress outputs from the MELTS calculations run the cell below twice." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import platform\n", "if platform.system() == \"Darwin\":\n", " import sys\n", " import os\n", " sys.stdout = open(os.devnull, 'w')\n", " sys.stderr = open(os.devnull, 'w')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we'll load melt inclusion compositions from the White Pumice of Mt St Helens published the study of Blundy and Cashman (2005)." ] }, { "cell_type": "code", "execution_count": 4, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sampleTypeSiO2TiO2Al2O3FeOtMnOMgOCaONa2OK2OH2OTotal
0KCHB-4AaA168.050.3312.962.720.120.981.955.601.934.6399.26
1KCHB-7AbA169.010.3714.072.190.020.362.255.541.853.1999.09
2KCHB-8AaA170.190.3514.702.520.030.342.246.511.721.83100.43
3KCHB-I IRA165.810.5115.032.130.000.372.355.652.444.9299.2
4KCHB-I IB'A169.710.2114.152.480.000.452.236.392.032.66100.29
\n", "
" ], "text/plain": [ " sample Type SiO2 TiO2 Al2O3 FeOt MnO MgO CaO Na2O K2O \\\n", "0 KCHB-4Aa A1 68.05 0.33 12.96 2.72 0.12 0.98 1.95 5.60 1.93 \n", "1 KCHB-7Ab A1 69.01 0.37 14.07 2.19 0.02 0.36 2.25 5.54 1.85 \n", "2 KCHB-8Aa A1 70.19 0.35 14.70 2.52 0.03 0.34 2.24 6.51 1.72 \n", "3 KCHB-I IR A1 65.81 0.51 15.03 2.13 0.00 0.37 2.35 5.65 2.44 \n", "4 KCHB-I IB' A1 69.71 0.21 14.15 2.48 0.00 0.45 2.23 6.39 2.03 \n", "\n", " H2O Total \n", "0 4.63 99.26 \n", "1 3.19 99.09 \n", "2 1.83 100.43 \n", "3 4.92 99.2 \n", "4 2.66 100.29 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Melt inclusion and groundmass glass data from Mt St Helens (Blundy and Cashman, 2005)\n", "StHelens = pd.read_excel('StHelens.xlsx', sheet_name='1980_WhitePumice')\n", "StHelens = StHelens.fillna(0.0)\n", "StHelens.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For these simple decompression calculations we can simply pick any of the inclusions from the Blundy and Cashman (2005) study. Here we select a plagioclase-hosted melt incluion:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sample 006-IOAO\n", "Type PI\n", "SiO2 64.91\n", "TiO2 0.41\n", "Al2O3 13.31\n", "FeOt 2.78\n", "MnO 0.02\n", "MgO 0.71\n", "CaO 1.95\n", "Na2O 5.49\n", "K2O 1.99\n", "H2O 6.38\n", "Total 98.27\n", "Name: 23, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# select a representative composition of the Mt St Helens white pumice. Here we've chosen a more mafic (~65 wt% SiO2) water rich inclusion.\n", "WhitePumice = StHelens.loc[23]\n", "WhitePumice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inclusion has a measured H2O content of 6.38 wt%, but it is worth investigating how the degassing behaviour - and volatile composition - might change with different assumed initial CO2 contents. In the following cell we set up a decompression calculation using the measured H2O content and 4 different initial CO2 contents (in wt%).\n", "\n", "- Fluid_sat = True means if there are excess volatiles at the start of the calculation, they are removed. If you want to start with an exsolved fluid phase, put this parameter to False\n", "- Right now this calculation is holding temp constant, in the more realistic case where you hold entropy constant, just swap out ptt.isothermal_decompression for ptt.isentropic_decompression" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Lets run at 100, 500, 1000 ppm CO2\n", "\n", "# This is closed system because we aren't fractionating fluids\n", "Helens_decompress_closed = ptt.isothermal_decompression(Model=\"MELTSv1.2.0\", \n", " bulk=WhitePumice, find_liquidus=True, fO2_buffer=\"FMQ\", fO2_offset=2, \n", " P_start_bar=3000, P_end_bar=50, dp_bar=20, fluid_sat = True,\n", " CO2_init = np.array([0.01, 0.05, 0.1]), Frac_fluid=False,\n", " Frac_solid=False, label = 'CO2_init')\n", "\n", "# This is open system for volatiles because we are fractionating fluids but not solids\n", "Helens_decompress_open = ptt.isothermal_decompression(Model=\"MELTSv1.2.0\", \n", " bulk=WhitePumice, find_liquidus=True, fO2_buffer=\"FMQ\", fO2_offset=2, \n", " P_start_bar=3000, P_end_bar=50, dp_bar=20, fluid_sat = True,\n", " CO2_init = np.array([0.01, 0.05, 0.1]), Frac_fluid=True,\n", " Frac_solid=False, label = 'CO2_init')\n", "\n", "\n", "## If you wanted isentropic instead\n", "Helens_decompress_open_isentropic = ptt.isentropic_decompression(Model=\"MELTSv1.2.0\", \n", " bulk=WhitePumice, find_liquidus=True, fO2_buffer=\"FMQ\", fO2_offset=2, \n", " P_start_bar=3000, P_end_bar=50, dp_bar=20, fluid_sat = True,\n", " CO2_init = np.array([0.01, 0.05, 0.1]), Frac_fluid=True,\n", " Frac_solid=False, label = 'CO2_init')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can inspect the outputs and see that each run is now labeled by the initial CO2 content of that model." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['CO2 = 0.01 wt%', 'CO2 = 0.05 wt%', 'CO2 = 0.1 wt%'])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Helens_decompress_closed.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Examining the results from one model reveals the various Dictionaries and Pandas DataFrames that are created during the thermodynamic calculations.\n", "\n", "**If you're following the YouTube example please note that there have been a few name changes from v0.2.55 onwards. Most importantly the keys 'Mass', 'Volume', and 'rho' in the output Dictionaries have been replaced by the keys 'mass_g', 'volume_cm3', and 'rho_kg/m3'. In addition, nearly all outputs are now associated with their respective unit.**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Conditions', 'fluid1', 'fluid1_prop', 'liquid1', 'liquid1_prop', 'plagioclase1', 'plagioclase1_prop', 'spinel1', 'spinel1_prop', 'All', 'PhaseList', 'mass_g', 'volume_cm3', 'rho_kg/m3', 'Input'])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Helens_decompress_closed['CO2 = 0.01 wt%'].keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Specifically focusing on the fluid, we can use the cell below to examine the composition of the fluid phase for a single model." ] }, { "cell_type": "code", "execution_count": 9, "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", "
H2O_FlCO2_FlX_H2O_mol_FlX_CO2_mol_Fl
14499.1889940.8110060.9966660.003334
14599.2035540.7964460.9967260.003274
14699.2179250.7820750.9967860.003214
14799.2322780.7677220.9968450.003155
14899.2469170.7530830.9969050.003095
\n", "
" ], "text/plain": [ " H2O_Fl CO2_Fl X_H2O_mol_Fl X_CO2_mol_Fl\n", "144 99.188994 0.811006 0.996666 0.003334\n", "145 99.203554 0.796446 0.996726 0.003274\n", "146 99.217925 0.782075 0.996786 0.003214\n", "147 99.232278 0.767722 0.996845 0.003155\n", "148 99.246917 0.753083 0.996905 0.003095" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Helens_decompress_closed['CO2 = 0.05 wt%']['fluid1'].tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lets look at fluid composition vs. pressure and H2O and CO2 in the melt remaining" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can further examine the results by plotting up the fluid composition against pressure. In the cell below we can loop through the main results Dictionary to access each model in turn." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up figure layout\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (12, 5))\n", "colors=['red', 'blue', 'k']\n", "# loop through main Dictionary\n", "for key, color in zip(Helens_decompress_closed, colors) :\n", " # extract individial calculations\n", " res_closed = Helens_decompress_closed[key]\n", " res_open = Helens_decompress_open[key]\n", "\n", " # plot fluid chemistry vs pressure\n", " ax1.plot(res_closed['All']['X_H2O_mol_Fl'],\n", " res_closed['All']['P_bar'],'-', color=color, label=key+' closed')\n", " ax1.plot(res_open['All']['X_H2O_mol_Fl'],\n", " res_open['All']['P_bar'],':',color=color,label=key+' open')\n", "\n", " # plot melt CO2 vs pressure\n", " ax2.plot(res_closed['All']['H2O_Liq'],\n", " res_closed['All']['CO2_Liq'],'-',color=color,label=key) \n", " ax2.plot(res_open['All']['H2O_Liq'],\n", " res_open['All']['CO2_Liq'],':',color=color,label=key) \n", "\n", " # plot melt CO2 vs pressure\n", " ax3.plot(res_closed['All']['SiO2_Liq'],\n", " res_closed['All']['P_bar'],'-',color=color,label=key) \n", " ax3.plot(res_open['All']['SiO2_Liq'],\n", " res_open['All']['P_bar'],':',color=color,label=key) \n", "ax1.legend(fontsize = 8)\n", "\n", "ax1.set_xlabel('X$_{H2O}$')\n", "ax1.set_ylabel('Pressure (bar)')\n", "\n", "ax2.set_xlabel('H$_2$O Liq')\n", "ax2.set_ylabel('CO$_2$ (Liq)')\n", "\n", "ax3.set_ylabel('Pressure (bar)')\n", "ax3.set_xlabel('SiO$_2$ (Liq)')\n", "\n", "ax1.legend()\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why is SiO2 changing?" ] }, { "cell_type": "code", "execution_count": 11, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
fluid1liquid1plagioclase1spinel1
00.000224100.0953810.0000000.000000
10.003674100.0919450.0000000.000000
20.007216100.0884180.0000000.000000
30.010855100.0847940.0000000.000000
40.014598100.0810660.0000000.000000
...............
1445.63419376.96034016.5682170.962348
1455.73764274.84672318.4954531.047435
1465.84350372.63538620.5148151.135787
1475.95316170.29908122.6512311.228362
1486.06927167.78263624.9552731.327157
\n", "

149 rows × 4 columns

\n", "
" ], "text/plain": [ " fluid1 liquid1 plagioclase1 spinel1\n", "0 0.000224 100.095381 0.000000 0.000000\n", "1 0.003674 100.091945 0.000000 0.000000\n", "2 0.007216 100.088418 0.000000 0.000000\n", "3 0.010855 100.084794 0.000000 0.000000\n", "4 0.014598 100.081066 0.000000 0.000000\n", ".. ... ... ... ...\n", "144 5.634193 76.960340 16.568217 0.962348\n", "145 5.737642 74.846723 18.495453 1.047435\n", "146 5.843503 72.635386 20.514815 1.135787\n", "147 5.953161 70.299081 22.651231 1.228362\n", "148 6.069271 67.782636 24.955273 1.327157\n", "\n", "[149 rows x 4 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Lets look at what phases are forming\n", "Helens_decompress_closed['CO2 = 0.05 wt%']['mass_g']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lets plot what the phases are doing" ] }, { "cell_type": "code", "execution_count": 12, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mass_gmass_g_Flmass_g_Liqmass_g_Plagmass_g_Sp
099.9585090.00022699.958282NaNNaN
199.9585230.00350999.955014NaNNaN
299.9585380.00687299.951666NaNNaN
399.9585530.01032199.948232NaNNaN
499.9585680.01386099.944708NaNNaN
..................
14499.9877575.54344777.01596416.4741140.954231
14599.9899205.64695474.89938318.4039991.039584
14699.9921655.75287772.68451220.4265461.128229
14799.9945175.86259970.34408922.5667021.221126
14899.9970295.97877567.82288124.8750961.320277
\n", "

149 rows × 5 columns

\n", "
" ], "text/plain": [ " mass_g mass_g_Fl mass_g_Liq mass_g_Plag mass_g_Sp\n", "0 99.958509 0.000226 99.958282 NaN NaN\n", "1 99.958523 0.003509 99.955014 NaN NaN\n", "2 99.958538 0.006872 99.951666 NaN NaN\n", "3 99.958553 0.010321 99.948232 NaN NaN\n", "4 99.958568 0.013860 99.944708 NaN NaN\n", ".. ... ... ... ... ...\n", "144 99.987757 5.543447 77.015964 16.474114 0.954231\n", "145 99.989920 5.646954 74.899383 18.403999 1.039584\n", "146 99.992165 5.752877 72.684512 20.426546 1.128229\n", "147 99.994517 5.862599 70.344089 22.566702 1.221126\n", "148 99.997029 5.978775 67.822881 24.875096 1.320277\n", "\n", "[149 rows x 5 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "res_closed['All'].loc[:,res_closed['All'].columns.str.contains('mass')]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up figure layout\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (12, 5))\n", "\n", "# loop through main Dictionary\n", "for key, color in zip(Helens_decompress_closed, colors) :\n", " # extract individial calculations\n", " res_closed = Helens_decompress_closed[key]\n", " res_open = Helens_decompress_open[key]\n", "\n", " # plot fluid chemistry vs pressure\n", " ax1.plot(100*res_closed['All']['mass_g_Fl']/res_closed['All']['mass_g'],\n", " res_closed['All']['P_bar'],'-', color=color, label=key + ' closed')\n", " ax1.plot(100*res_open['All']['mass_g_Fl']/res_open['All']['mass_g'],\n", " res_open['All']['P_bar'],':', color=color, label=key + ' open')\n", " # plot melt CO2 vs pressure\n", " ax2.plot(200*res_closed['All']['mass_g_Plag']/res_closed['All']['mass_g'],\n", " res_closed['All']['P_bar'],'-', color=color, label=key) \n", " ax2.plot(200*res_open['All']['mass_g_Plag']/res_open['All']['mass_g'],\n", " res_open['All']['P_bar'],':', color=color, label=key) \n", " # plot melt CO2 vs pressure\n", " ax3.plot(100*res_closed['All']['mass_g_Sp']/res_closed['All']['mass_g'],\n", " res_closed['All']['P_bar'],'-',label=key) \n", " ax3.plot(100*res_open['All']['mass_g_Sp']/res_open['All']['mass_g'],\n", " res_open['All']['P_bar'],':',label=key) \n", " \n", "# ax1.legend(fontsize = 8)\n", "\n", "ax1.set_xlabel('Fluid mass %')\n", "ax1.set_ylabel('Pressure (bar)')\n", "\n", "ax2.set_xlabel('Plag mass %')\n", "ax2.set_ylabel('Pressure (bar)')\n", "\n", "ax3.set_xlabel('Spinel mass %')\n", "ax3.set_ylabel('Pressure (bar)')\n", "\n", "ax1.legend()\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We can do the same for phase volume" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up figure layout\n", "f, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (12, 5))\n", "\n", "# loop through main Dictionary\n", "for key, color in zip(Helens_decompress_closed, colors) :\n", " # extract individial calculations\n", " res_closed = Helens_decompress_closed[key]\n", " res_open = Helens_decompress_open[key]\n", "\n", " # plot fluid chemistry vs pressure\n", " ax1.plot(100*res_closed['All']['V_cm^3_Fl']/res_closed['All']['V_cm^3'],\n", " res_closed['All']['P_bar'],'-', color=color, label=key + ' closed')\n", " ax1.plot(100*res_open['All']['V_cm^3_Fl']/res_open['All']['V_cm^3'],\n", " res_open['All']['P_bar'],':', color=color, label=key + ' open')\n", " # plot melt CO2 vs pressure\n", " ax2.plot(200*res_closed['All']['V_cm^3_Plag']/res_closed['All']['V_cm^3'],\n", " res_closed['All']['P_bar'],'-', color=color, label=key) \n", " ax2.plot(200*res_open['All']['V_cm^3_Plag']/res_open['All']['V_cm^3'],\n", " res_open['All']['P_bar'],':', color=color, label=key) \n", " # plot melt CO2 vs pressure\n", " ax3.plot(100*res_closed['All']['V_cm^3_Sp']/res_closed['All']['V_cm^3'],\n", " res_closed['All']['P_bar'],'-',label=key) \n", " ax3.plot(100*res_open['All']['V_cm^3_Sp']/res_open['All']['V_cm^3'],\n", " res_open['All']['P_bar'],':',label=key) \n", "\n", "\n", "ax1.set_xlabel('Fluid vol %')\n", "ax1.set_ylabel('Pressure (bar)')\n", "\n", "ax2.set_xlabel('Plag vol %')\n", "ax2.set_ylabel('Pressure (bar)')\n", "\n", "ax3.set_xlabel('Spinel vol %')\n", "ax3.set_ylabel('Pressure (bar)')\n", "\n", "ax1.legend()\n", "f.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lets think about what happens to liquid viscosity as we ascend\n", "- We are going to use the python package Thermobar to do this" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "#! pip install Thermobar" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.0.67'" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import Thermobar as pt\n", "pt.__version__" ] }, { "cell_type": "code", "execution_count": 17, "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", " \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_meltlogn_meltT_KABCSiO2_LiqTiO2_LiqAl2O3_LiqCr2O3_Liq...b13c1c2c3c4c5c6c11T_Klogn_melt
0268.2816732.4285911274.19842-4.558513.38303154.26978066.1722540.41797313.5688290.0...805.151471167.816457120.47497726.59708220.035407-76.160248-302.83387798.3399811274.198422.428591
1268.6430492.4291761274.19842-4.558513.86624354.30273066.1745260.41798713.5692950.0...805.266902167.828486120.48361326.59898920.036843-76.165707-302.80661798.3271231274.198422.429176
2269.0198992.4297841274.19842-4.558514.36941554.33704366.1768580.41800213.5697730.0...805.387100167.841011120.49260426.60097420.038338-76.171391-302.77822598.3137311274.198422.429784
3269.4132452.4304191274.19842-4.558514.89382154.37280666.1792540.41801713.5702650.0...805.512369167.854064120.50197526.60304220.039897-76.177315-302.74862998.2997721274.198422.430419
4269.8241992.4310811274.19842-4.558515.44084354.41011366.1817190.41803313.5707700.0...805.643038167.867678120.51174826.60520020.041522-76.183493-302.71775198.2852101274.198422.431081
\n", "

5 rows × 41 columns

\n", "
" ], "text/plain": [ " n_melt logn_melt T_K A B C SiO2_Liq \\\n", "0 268.281673 2.428591 1274.19842 -4.55 8513.383031 54.269780 66.172254 \n", "1 268.643049 2.429176 1274.19842 -4.55 8513.866243 54.302730 66.174526 \n", "2 269.019899 2.429784 1274.19842 -4.55 8514.369415 54.337043 66.176858 \n", "3 269.413245 2.430419 1274.19842 -4.55 8514.893821 54.372806 66.179254 \n", "4 269.824199 2.431081 1274.19842 -4.55 8515.440843 54.410113 66.181719 \n", "\n", " TiO2_Liq Al2O3_Liq Cr2O3_Liq ... b13 c1 c2 \\\n", "0 0.417973 13.568829 0.0 ... 805.151471 167.816457 120.474977 \n", "1 0.417987 13.569295 0.0 ... 805.266902 167.828486 120.483613 \n", "2 0.418002 13.569773 0.0 ... 805.387100 167.841011 120.492604 \n", "3 0.418017 13.570265 0.0 ... 805.512369 167.854064 120.501975 \n", "4 0.418033 13.570770 0.0 ... 805.643038 167.867678 120.511748 \n", "\n", " c3 c4 c5 c6 c11 T_K \\\n", "0 26.597082 20.035407 -76.160248 -302.833877 98.339981 1274.19842 \n", "1 26.598989 20.036843 -76.165707 -302.806617 98.327123 1274.19842 \n", "2 26.600974 20.038338 -76.171391 -302.778225 98.313731 1274.19842 \n", "3 26.603042 20.039897 -76.177315 -302.748629 98.299772 1274.19842 \n", "4 26.605200 20.041522 -76.183493 -302.717751 98.285210 1274.19842 \n", "\n", " logn_melt \n", "0 2.428591 \n", "1 2.429176 \n", "2 2.429784 \n", "3 2.430419 \n", "4 2.431081 \n", "\n", "[5 rows x 41 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Example of how to calculate viscosity\n", "Viscosity_500ppmCO2=pt.calculate_viscosity_giordano_2008(liq_comps=Helens_decompress_closed['CO2 = 0.05 wt%']['liquid1'],\n", " T_K=Helens_decompress_closed['CO2 = 0.05 wt%']['All']['T_C']+273.15,\n", "H2O_Liq=Helens_decompress_closed['CO2 = 0.05 wt%']['liquid1']['H2O_Liq'])\n", "Viscosity_500ppmCO2.head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAHpCAYAAABTH4/7AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAz3RJREFUeJzs3Xd8jef/x/HXOZlGEoKIvanYtfeoXZQOWi1VqkbULlVaSlGqpSq0KEoppUUVKWqX2Km9ao/YSYzIvH9/pPL9qbQSknPnnLyfj8d5JLlz5Zz3Sfu4P/K5r+u6LYZhGIiIiIiIiIiIiNiQ1ewAIiIiIiIiIiKS/qgpJSIiIiIiIiIiNqemlIiIiIiIiIiI2JyaUiIiIiIiIiIiYnNqSomIiIiIiIiIiM2pKSUiIiIiIiIiIjanppSIiIiIiIiIiNics9kB7EVcXByXLl3Cw8MDi8VidhwREZszDIPbt2+TO3durFZd0wDVBhER1YbEqT6ISHqX1PqgplQSXbp0iXz58pkdQ0TEdOfPnydv3rxmx0gTVBtEROKpNjxM9UFEJN7j6oOaUknk4eEBxP9CPT09TU4jImJ74eHh5MuXL+F8KKoNIiKqDYlTfRCR9C6p9UFNqSR6MO3W09NThUVE0jUtQ/gf1QYRkXiqDQ9TfRARife4+qCF3yIiIiIiIiIiYnNqSomIiIiIiIiIiM2pKSUiIiIiIiIiIjanppSIiIiIiIiIiNicmlIiIiIiIiIiImJzakqJiIiIiIiIiIjNqSklIiIiIiIiIiI2p6aUiIiIiIiIiIjYnJpSIiIiyRQQEICfnx+VK1c2O4qIiKQhqg8iIsljMQzDMDuEPQgPD8fLy4uwsDA8PT3NjiMiYnM6Dz5KvxMRSe90Hkycfi8ikt4l9TyomVIiIiIiIiIiImJzakqJiIiIiIiIiIjNqSklIiIiIiIiIiI2Z2pTatq0aZQtWxZPT088PT2pXr06q1evTvi+YRiMGDGC3LlzkyFDBurVq8ehQ4ceeo7IyEjeffddsmfPTqZMmWjVqhUXLlx4aMytW7fo0KEDXl5eeHl50aFDB0JDQ23xFkVEREREREREJBGmNqXy5s3Lp59+yu7du9m9ezcNGjTghRdeSGg8jR8/ni+++IIpU6awa9cufH19adSoEbdv3054jr59+7J06VIWLlzI1q1buXPnDi1atCA2NjZhTPv27QkODiYwMJDAwECCg4Pp0KGDzd+viIiIiEhadP262Qnk/4uONjuBiIhtmNqUatmyJc2bN6d48eIUL16c0aNHkzlzZoKCgjAMg0mTJjF06FBefPFFSpcuzXfffce9e/dYsGABAGFhYXz77bd8/vnnNGzYkAoVKvD9999z4MAB1q1bB8CRI0cIDAxk5syZVK9enerVqzNjxgx+/fVXjh079q/ZIiMjCQ8Pf+jxJPZ0/JISrqeoXHAlJUqUoGHDhk/0PCIiIiIiqeG7iQsoWHAOAwdCVJTZadK3b765iq/vHF59efXjB4uIOIA0s6dUbGwsCxcu5O7du1SvXp3Tp08TEhJC48aNE8a4ublRt25dtm3bBsCePXuIjo5+aEzu3LkpXbp0wpjt27fj5eVF1apVE8ZUq1YNLy+vhDGJGTt2bMJyPy8vL/Lly/dE7yvmeijHowtz4aYrx48f5/Tp00/0PCIiIiIiKe3M6rW83d+fu3ffYunP35kdJ93bPO8jrlx5izWrJpodRUTEJkxvSh04cIDMmTPj5uZG9+7dWbp0KX5+foSEhACQM2fOh8bnzJkz4XshISG4urqSNWvW/xzj4+PzyOv6+PgkjEnMkCFDCAsLS3icP3/+id6fqzUGgJg4NwCidPlJRERERNKAmNBQarfyJ4ZQrJRl5a+v4Opqdqr0rfuLFQG4E7ONY0fvm5xGRCT1md6UKlGiBMHBwQQFBdGjRw/efPNNDh8+nPB9i8Xy0HjDMB459k//HJPY+Mc9j5ubW8IG7A8eT8LNKb4pFR3rDqgpJSIiIiJpgGHwRrmXuRBzAsjM5E/n8IxfRrNTpXu1enbABW/gLlNHLjU7johIqjO9KeXq6krRokWpVKkSY8eOpVy5cnz55Zf4+voCPDKb6erVqwmzp3x9fYmKiuLWrVv/OebKlSuPvO61a9cemYWVGhJmSsVmAOL3qhIRERERMdOCbkNZdG49AE2qjMd/cAWTEwmAxd2dMl5+APz621qT04iIpD7Tm1L/ZBgGkZGRFCpUCF9fX9au/d/JOCoqik2bNlGjRg0AKlasiIuLy0NjLl++zMGDBxPGVK9enbCwMHbu3JkwZseOHYSFhSWMSU0PZkpFaaaUiIiIiKQB59dtpNOMaYBB9oxvsHxzD7Mjyf/Ttl4lAE7f3I6uZ4uIozO1KfXBBx+wZcsWzpw5w4EDBxg6dCgbN27k9ddfx2Kx0LdvX8aMGcPSpUs5ePAgnTp1ImPGjLRv3x4ALy8vunTpwoABA/j999/Zt28fb7zxBmXKlEm4y13JkiVp2rQpXbt2JSgoiKCgILp27UqLFi0oUaJEqr/HBzOlouMyAWpKiYiIiIh5YsPDqd2sO9GEYqU0G7Z/jZub2ank/+v6UUfAisFRfpp3+LHjRUTsmbOZL37lyhU6dOjA5cuX8fLyomzZsgQGBtKoUSMABg0aREREBD179uTWrVtUrVqVNWvW4OHhkfAcEydOxNnZmbZt2xIREcFzzz3HnDlzcHJyShgzf/58evfunXCXvlatWjFlyhSbvMcHM6UgftfI2NhYYmNjH8onIiIiImILncq/xNmYY0AmPh85m9JlM5kdSf7B+9kK+DgV52rsUWZPXkL7tz8yO5KISKqxGIZhmB3CHoSHh+Pl5UVYWFiyNj2/93pXMi2YAYQDXgBERETg7u6eOkFFRFLJk54HHVFAQAABAQHExsZy/Phx/U5ExC786P8R7aZ+Ahg0qDCZ3/e++9TPqdrwsJSqD68Wf4lFJ37Gw7kJ4dGBqZBURCR1JbU+pLk9pRyNmzX678/+d39dLeETEbFv/v7+HD58mF27dpkdRUQkSS5t3EyHqQGAQVb311i57ekbUvKolKoP3d+OXzlyO+YPTp7QxlIi4rjUlEplTlYDK7GoKSUiIiIiZoi9fZvajbsRxU0s+LF+6zdo0n7aVqdXR1zICtwhYORys+OIiKQaNaVswI1IwIqzc/wWXpG6jYaIiIiI2EjXiq9wKvookJFPh82ifEWPx/6MmMuaMSOlPP0A+HX1byanERFJPWpK2YAr8TOjXFziZ0tpppSIiIiI2MLSvh8z+8RaAGqX/YRBo6qanEiS6pU6FQE4dSMI/fkgIo5KTSkbiJ8pBc7OakqJiIiIiG2EbNnGa19+BcTh5d6WwO39zI4kyfDORx0BK3EcZun8Y2bHERFJFWpK2YBmSomIiIiILcXdvUudhl2I5AYWSrB243QyZjQ7lSRH9soVyWEtBsCsyYtNTiMikjrUlLIBzZQSEREREVvqUekVTkQdBdz5eNAsKlf1MjuSPIF6heP3lQo69IfJSUREUoeaUjbwYKaUmlIiIiIiktp+fW8004+uAaB6yVF8OK6GyYnkSXV96zkAwqP/4K+TulmSiDgeNaVs4H8zpdwA3X1PRERERFLHte07eGXCJCAWT7cX+W3HALMjyVN4rk8nnMkK3ObrT34xO46ISIpTU8oGHsyUcnLSTCkRERERSR1GRAR163fmPtexUIzffv8WDw+L2bHkKVgzZcLPoyQAv6xca3IaEZGUp6aUDTyYKaWmlIiIiIiklt6VX+FI5GHAjWF9v6VazSxmR5IU8HKtZwE4eX070dEmhxERSWFqStnAg5lSVquaUiIiIiKS8n4b8ilTDv0GQKViH/PxF7VNTiQppdtHbwAW4jjI8oUnzY4jIpKi1JSyATWlRERERCS13Ny9hzafTgRiyOzyAr/vHoRFq/Ychk+1qmSzFgXg20k/mpxGRCRlqSllA/9bvhe/0bmaUiIiIiKSEoyICOrWfpMIrgKFWfXbLDw91ZFyNHUK+gGw/cAfJicREUlZakrZwIOZUhZL/Ewp3X1PRERERFLCgGrtOHj/EODK4J6zqF3f2+xIkgq6dWoAQFj0Vs6e0QVuEXEcakrZwIOZUg+aUpopJSIiIiJPa/3wCUzcHwhA+cLDGTulrsmJJLU07PsWzngB4Uz7ZKXZcUREUoyaUjaQgQhATSkRERERSRk39+yj5cgJQDQZnVuwYc8Q7SPlwJw8PCiZOX4J37JffjM5jYhIylFTygYycg8Aw1BTSkRERESeTuzt21St0ZF7XAEKsmLlbLJkUUfK0b1UqwIAJ65tRbuBiIijUFPKBh7MlDKM+I3O79+/b2YcEREREbFXhsGLz7zAyaiDQAZG9J9Fg8bZzU4lNtBz+JuAE3EcYsHMg2bHERFJEWpK2cCDmVKQAYCIiAjzwoiIiIiI3RrdpCu/XNoAQPNqExj+eX2TE4mt5KhWhdzOJQCY8eUPJqcREUkZakrZwP9mSqkpJSIiIiJPJnD4lwxbOw+AQtl7sXxLT5MTia21KlMOgN0nNxEXZ3IYEZEUoKaUDTyYKRUXp6aUiIgjCAgIwM/Pj8qVK5sdRUTSiTNrNvLCyFFAFJmcG7Pr6Jc4O5udSv4ptetDv6GvAhBtbGfNioup8hoiIrakppQN/G+mVEZATSkREXvn7+/P4cOH2bVrl9lRRCQdiLhwkSrN3iaKG1gpyYZNC8iWTf+MT4tSuz4Ub9OCLJZCQBxffTI/VV5DRMSWVM1s4EFTKiZGM6VEREREJOmMqCjq+bXmWtxfgDfTJy2gco1sZscSs1itNCxUBoDNwetNDiMi8vTUlLKBB8v3YmPVlBIRERGRpOv57CvsvL0bcOLtF7+mS5/yZkcSk/Xt1QKAOzGb2bfnjslpRESejppSNvBgplR0tJpSIiIiIpI0s98cxNeHfgWgYpERTF/yismJJC2o0bMj7uQEIpg4THfhExH7pqaUDTyYKaXleyIiIiKSFHtnLuDtuV8DcWTP2J7N+4disZidStICi5sb1XPGL+EL3LTG5DQiIk9HTSkbeDBTKioqvil17949M+OIiIiISBp2M3g/dbsOIo7buFiqsWP/LDJmVEdK/qdn+3oAXIvYwPlz0eaGERF5CmpK2cCDmVIPmlKaKSUiIiIiiYkNC6NK1de4w0UgH8t+WkThIm5mx5I0pvWwHjjjCdxg0kcrzI4jIvLE1JSygQczpe7fV1NKRERERP5FXBxtnmnJX1GHgYx83H8uzdvkNzuVpEHO3t6U9YxfwvfzcjWlRMR+qSllA9pTSkREREQe55OGb7EiZAsAz9f4go8+r2duIEnTOjWvCsCZ0I2EhRkmpxEReTJqStnAg5lSoKaUiIiIiDxq9Qef8eGGhQAUytGHZZu6mZxI0rrOo/2x4AacYfpnW82OIyLyRNSUsoHEmlKGoasZIiIiIgKnV66h9dhPgSgyuTRj15EvcHY2O5WkdZkKF6aIeykA5s1eYnIaEZEno6aUDVgxcHOO4UFTyjAMoqKizA0lIiIiIqaLOHuWqq16EMVNrPixccsCsmXTP9EladpWrwjAoUub0J8XImKPVPFsJLNrFJAx4Wst4RMRERFJ34zISOqWfpFrcaeAbEyfvJBKVbOYHUvsSO9POgNW4viTH+ccMTuOiEiyqSllI57uUYALVmv8r1xNKREREZF0zDDoUf5Fdt3ZCzjT9ZUZdHm3jNmpxM7krFENX6fiAHzzxQKT04iIJJ+aUjbi4RYFWHBzi58tdffuXXMDiYiIiIhpZr7+Ht8cXQ1ApWIf882iNiYnEnvVonR5AHae2ERcnLlZRESSS00pG4lvSoGbW2YA7ty5Y2YcERERETHJ+nHTeeeHrwGDHJk6sCl4CBaL2anEXvV/vy0AUXHb+G3FJZPTiIgkj5pSNuLhFg2Am5sHALdv3zYzjoiIiIiY4OjPq2n6/gcY3MXdWpvdh2aQMaM6UvLkSrZ9gayWQkAsnw+fY3YcEZFkUVPKRh7MlHJxUVNKREREJD26vm8/VV7uRjQ3cKIUmzf/RP4CbmbHEntntdKyRHkAth5YoyV8ImJX1JSykQdNKWdnNaVERERE0pv7l0MoV6Utt43zQB5+nPsTlWvmMDuWOIjBw14DIDJuC6uWXTA5jYhI0qkpZSOe7pEAODmpKSUiIiKSnsTdu0f1Ys9zKeYY4MmEYT/wYocSZscSB+L32kt4WwsDcXwxYo7ZcUREkkxNKRt5sKeU1aqmlIiIiEi6ERfHC0VbEHx3L+BC97YzGTCqttmpxNFYrbR6pgIAfxxaqyV8ImI31JSykQfL90BNKREREZH0ok+lV/n18gYAGleawNSFr5icSBzV4I9eByAqbisrfjpnchoRkaRRU8pGHjSlDCO+KXXnzh0z44iIiIhIKvvqpT5M3rcEAL88g1gV1BuLbrQnqeSZtq3JZi0CxDFRS/hExE6oKWUjD5pSsbGaKSUiIiLi6FZ88Dl9fv4GMMiZ+Q12Hf8UJyezU4lDs1h4wS9+Cd/2o2uJjTU5j4hIEqgpZSMPNjqPjlZTSkRERMSR7Z39I23GfoJBJJmcGxF8fBYZM2qKlKS+90d0ACAq7g9+WXzG3DAiIkmgppSNZM0Q35SKjMwMqCklIiIi4ogubtpGrc59iSUUZ8uzbN+1BN9cLmbHknSi2IstyW4tBhhMGvWd2XFERB5LTSkb8c54H4B79zRTSkRERMQR3Tl1ivINOhLBZSwU4peff6ZMeU+zY0l6YrHQutTfS/iOaAmfiKR9akrZiHeGCADu3lVTSkRERMTRxISGUsmvNdfj/gKyMXX8Ypq1LmB2LEmHBn/cEYBoYxvLFp4yOY2IyH9TU8pGsmaM/PszNaVEREREHIkRHU3jos9zLPIA4M6Azt/R/b2KZseSdKpo6+b4WIsDBpM+0RI+EUnb1JSyETfnWDJlAjWlRERERByIYfB26TZsuLENsNCm7hQmfPu82akkPbNYaFP2WQB2HFtLTIzJeURE/oOaUjbk7Q2QBYDQ0FATk4iIiIhIShjT+G1mHV8JQMUiH7NkfReTE4nA4JFvAhBtBPHT/JMmpxER+XdqStlQ1qwA3gDcu3eP+/fvm5pHRETiOTs7U758ecqXL8/bb79tdhwRsRPzuw1n6Lp5AOTN0o0/Dn2IVf+6dhj2XBsKtWhCTqcSgMHkMVrCJyJpl6llc+zYsVSuXBkPDw98fHxo3bo1x44de2hMp06dsFgsDz2qVav20JjIyEjeffddsmfPTqZMmWjVqhUXLlx4aMytW7fo0KEDXl5eeHl50aFDB5vPVoqfKeWJxWJNyCQiIubLkiULwcHBBAcHM3PmTLPjiIgdWD1yKh2mfw5E4+naij//moqbm9mpJCXZdW2wWHip3N9L+E78RlSUyXlERP6FqU2pTZs24e/vT1BQEGvXriUmJobGjRtz9+7dh8Y1bdqUy5cvJzxWrVr10Pf79u3L0qVLWbhwIVu3buXOnTu0aNGC2P93D9T27dsTHBxMYGAggYGBBAcH06FDB5u8zwfim1JWMmbMCsDNmzdt+voiIiIi8vS2TVtAy+EfYHAXd6da7Dv0A97emiIlacsHn74NWIk1djE7YL/ZcUREEmVq9QwMDKRTp06UKlWKcuXKMXv2bM6dO8eePXseGufm5oavr2/Cwzu+uwNAWFgY3377LZ9//jkNGzakQoUKfP/99xw4cIB169YBcOTIEQIDA5k5cybVq1enevXqzJgxg19//fWRmVkPREZGEh4e/tDjaT2I7e4e/4lmSomIPL3NmzfTsmVLcufOjcViYdmyZY+MmTp1KoUKFcLd3Z2KFSuyZcuWh74fHh5OxYoVqVWrFps2bbJRchGxRwd/XEm9nn2JJQwXy7ME7VhO4aIZzY4l/6DaAHkaNaCAix8AX02YbXIaEZHEpalLOmFhYQAPNZ0ANm7ciI+PD8WLF6dr165cvXo14Xt79uwhOjqaxo0bJxzLnTs3pUuXZtu2bQBs374dLy8vqlatmjCmWrVqeHl5JYz5p7FjxyYs9fPy8iJfvnxP/f4evC0Xl/hPNFNKROTp3b17l3LlyjFlypREv79o0SL69u3L0KFD2bdvH7Vr16ZZs2acO3cuYcyZM2fYs2cPX3/9NR07dvzXCxGpccFCROzHmd+3UKXdO0RzDSsl2bB2BeUqej/+B8XmbFkbIO3Wh85147c9OXxpJWFhhslpREQelWaaUoZh0L9/f2rVqkXp0qUTjjdr1oz58+ezfv16Pv/8c3bt2kWDBg2IjIwEICQkBFdXV7LG7yKeIGfOnISEhCSM8fHxeeQ1fXx8Esb805AhQwgLC0t4nD9//qnf44OmlJOTmlIiIimlWbNmfPLJJ7z44ouJfv+LL76gS5cuvP3225QsWZJJkyaRL18+pk2bljAmd+7cAJQuXRo/Pz+OHz+e6HOlxgULEbEPV3cHU65RByK4hIVCLF/0CzWfy212LPkXtqwNkHbrQ98v+2PBHYMTfP7ROrPjiIg8Is00pXr16sX+/fv54YcfHjrerl07nn/+eUqXLk3Lli1ZvXo1x48fZ+XKlf/5fIZhYLFYEr7+/5//25j/z83NDU9Pz4ceT+tBU8owtKeUiIgtREVFsWfPnodm0wI0btw4YabsrVu3Ei50XLhwgcOHD1O4cOFEny81LliISNoXfuIvSldtS7hxFsjFdwFLadG2qNmx5AmldG2AtFsfPP1KUiZTWQDmfPfDY0aLiNies9kBAN59911++eUXNm/eTN68ef9zbK5cuShQoAAnTpwAwNfXl6ioKG7duvXQbKmrV69So0aNhDFXrlx55LmuXbtGzpw5U/Cd/LcHLxUTo5lSIiK2cP36dWJjYx851///2bRHjhyhW7duWK1WLBYLX3755SPLyB9wc3PDTbfXEklXIi5dpnSpVlyLOwF4M2nEYjr0LGd2LHkKKV0bIG3Xh94v1eXtuTs5H7aSc+diyJ8/TfwJKCICmDxTyjAMevXqxc8//8z69espVKjQY3/mxo0bnD9/nly5cgFQsWJFXFxcWLt2bcKYy5cvc/DgwYSmVPXq1QkLC2Pnzp0JY3bs2EFYWFjCGFvw9Y3/eP++mlIiIrb0z1mx/3+mbI0aNThw4AB//vknwcHBtG7d2oSEIpIWxYSGUrFoc85HHwYy81Gv+fQZXtPsWJJC0ktt6DjhPZzJAlzlk34/mh1HROQhpjal/P39+f7771mwYAEeHh6EhIQQEhJCREQEAHfu3GHgwIFs376dM2fOsHHjRlq2bEn27Nlp06YNAF5eXnTp0oUBAwbw+++/s2/fPt544w3KlClDw4YNAShZsiRNmzala9euBAUFERQURNeuXWnRogUlSpSw2ft90JS6e1dNKRERW8iePTtOTk6P7B949epVm86UFRH7ExcRQc0CTTgSEQy40evVWXz8VVOzY0kKSG+1wSVHDmpmj5/dt2TlTyanERF5mKlNqWnTphEWFka9evXIlStXwmPRokUAODk5ceDAAV544QWKFy/Om2++SfHixdm+fTseHh4JzzNx4kRat25N27ZtqVmzJhkzZmTFihU4OTkljJk/fz5lypShcePGNG7cmLJlyzJv3jybvt8HNS42Vk0pERFbcHV1pWLFig/NpgVYu3atTWfKioh9MaKjaVqwKTvDdwJOvNpoKl/98IrZsSSFpMfaMKRHSwBuRf7G7h1p486AIiJg8p5ShvHftyXNkCEDv/3222Ofx93dna+++oqvvvrqX8d4e3vz/fffJztjSnJzg6xZ4dat+KbUjRs3TM0jIuII7ty5w8mTJxO+Pn36NMHBwXh7e5M/f3769+9Phw4dqFSpEtWrV2f69OmcO3eO7t27P/FrBgQEEBAQQGxsbEq8BRFJS+LieK14K9Ze3QxAk0qfs+C3ziaHkuQyozZA2q0PjT/wJ+Ooz7nHZT7pP5tlf/QxO5KICJBGNjpPT3x94datHED8FGEREXk6u3fvpn79+glf9+/fH4A333yTOXPm0K5dO27cuMHIkSO5fPkypUuXZtWqVRQoUOCJX9Pf3x9/f3/Cw8Px8vJ66vcgImmEYeBfvi2LzgQCULX4x6za0Yd/uVmzpGFm1AZIu/XB4u5Os4LP8tOZlazZ8StxcX2wppn7sItIeqamlI35+sKRI/GbS125cuWhDRVFRCT56tWr99iZtz179qRnz542SiQi9uqjep2ZeiB+z52SuQew9dBH+sPdTqk2POqjj9rzU+eVRMRuYOXP52n5cj6zI4mImLunVHoUv9l5/OZS0dHR3Lp1y9Q8IiIiIgKT2vRm1Oa5AOTP2pU9Jz/DWZdvxYGUffNVsluLALGMGzbT7DgiIoCaUjYX35Ryw909K8Ajd/0QEREREdua1flD+i37BogjR8Z2HDz7DRkyaCa7OBirlbblKgEQdHwVkZEm5xERQU0pm4tvSoGbW/wnakqJiIiImOd7/0/oMvszIApP1+YcOv09Hh5qSIljGvp5D8CJWGM3X3++x+w4IiJqStla7tzxHy0WNaVEROxVQEAAfn5+VK5c2ewoIvIUFvb5lI5TRwOReLg04vBfP5PDR2v25Mml9fqQu35dirqWAmDyF1rCJyLmU1PKxvLnj/8YE6OmlIiIvfL39+fw4cPs2rXL7Cgi8oSWDJxA+8mjMLhPJucGHDy+nDx53cyOJXbOHupDn1Z1ATh14xfOn481OY2IpHdqStnYg6ZURISaUiIiIiJmWP7BRNp+PgKDe2R0qsuBI7+Qv2AGs2OJ2MQ7k4fgjBdwieHv/mB2HBFJ59SUsrE8ecBigdhYNaVEREREbG3l8K9oM/ZDDO7i7lSL4EO/UqhoJrNjidiMa65c1PWpAMCSVT9iGCYHEpF0TU0pG3NxebCvVHxT6sqVK6bmEREREUkvfhv9Na1GDo1vSFlrEPznSoqVyGx2LBGbGzGwLQC3o39jzSr9PSIi5lFTygQFCgDkAuDChQumZhERERFJD34fN4PmwwYTx23crFXZvedXSpTyNDuWiClq9etKVktBIIpRA782O46IpGNqSpkgfl+p+M2lzp07h6E5syIiIiKpZtPEOTR5fxBxhONqqcyOnasoVT6r2bFEzOPszOsVqgKw/ehy7t0zOY+IpFtqSpng/zel7ty5Q2hoqJlxREQkmdL6Lb9F5H/+mDKP5/r3J5ZQXCwVCdq+inIVvc2OJQ7KnurDh1/1BVyIYx+TP/nD7Dgikk6pKWWCwoUBMuDqmgOIny0lIiL2wx5u+S0iEPT1D9R7ty+x3MLZUoE/tqyiQtXsZscSB2ZP9cGnRjVKZigDwLRps01OIyLplZpSJihaNP6jxfK/JXwiIiIiknJ2f/sjdXq8Sww3caYsm9avpHJNH7NjiaQp/V95DoBzob/w18kok9OISHqkppQJihWL/xgVpaaUiIiISEoLnvczNd7uRTQ3cKIU69esoka9XGbHEklzOk18H1eyAtf40H+e2XFEJB1SU8oEefOCuzsYhppSIiIiIinpz/nLqdqxJ9Fcw0pJ1qxcRe1GecyOJZImOXt781zuigAsX7+EuDiTA4lIuqOmlK3cv5/wqdUKRYrAg83Oz549a04mEREREQey+7ufqfzGO0RxBSslWL18FQ2a5zc7lkiaNnJoewDuxaxjyfzTJqcRkfRGTanUVrZs/MfZsyE6OuFw/L5ShQA4deqU7XOJiIiIOJDt3yykeqduRHMVJ54hcNkqGrcqaHYskTSvUvc38bUWA2L45INpZscRkXRGTanU1r07+PjAqVMwa1bC4fh9peJ3PD9x4gSGYZiTT0RERMTObfpyLrW79ySG6zhRinWrAmn0QmGzY4nYB6uVHvVrAXDgwhKuXNEaPhGxHTWlUlumTPDBB/Gff/NNwuH4plQRAEJDQ7l586bts4mIyBMJCAjAz8+PypUrmx1FJN1bO24mz/XtQyy3cLaUY/O6QOo1K2B2LEmn7LU+DPxmKE5kBk7zof9is+OISDqippQtPP98/McjRyA2FoBSpQAy4uQUv/HmiRMnzMkmIiLJ5u/vz+HDh9m1a5fZUUTStVUfB9D0/QHEEoqLpSLbNv9Gjefymh1L0jF7rQ8ZixShdvZnAfjhlwVoEYeI2IqaUrZQqBC4ucVvdn7mDPCgKQWxscUAOHnypEnhREREROzP0vcn0nLE+8QRjpu1Cjt3BFK5Vk6zY4nYrdHvvwrAnehVLP3xvMlpRCS9UFPKFpycoHjx+M+PHAEgSxbImxf+/75SIiIiIvJ4i/qN46Vxw4jjDm7WGuzZE0j5ytnNjiVi12r0fQcfaxEghlGDA8yOIyLphJpStlKyZPzHv5tSAKVLA2imlIiIiEhSzes+ktcmjcDgHhmc6rD/wGpKlc9qdiwR++fkRLc6NQEIPruEa9e04bmIpD41pWzFzy/+4+HDCYfim1LxM6WOHz9u+0wiIiIidmTmWx/S8ZsxGNwnk3MDDh5ZRXE/T7NjiTiMwdOHYSUT8BfDey81O46IpANqStlKuXLxH/fuTTgU35SKb1YdOXKEuDhdjRARERFJTMCrg+g6ZzwQiYdLYw6f+JXCxTKZHUvEoWQqVoya3vEbnn//8zxteC4iqU5NKVupWDH+46FDEBEB/P+ZUq7cvXuXs2fPmpVOREREJM36ok0/ei2aCETh5dqcI6d+IX/BDGbHEnFIowe3A+B21Gp+/fmCyWlExNGpKWUrefOCjw/ExsKffwLx20xZrc7AMwAcOnTIxIAiIiIiac8nTf0ZsOwrIIas7i9w/Nwy8uR1MzuWiMOqPaA72a2FgSiGD5xqdhwRcXBqStmKxfK/2VJ79gCQMeOD/c9LA3Dw4EFzsomIiIikNYbBgOqd+PC3aUAs2TO8xInzS/DJ6WJ2MhHH5uTEOzXjNzzfd+ZHrlzRFiMiknrUlLKlSpXiP+7a9Y9DakqJiNiTgIAA/Pz8qFy5stlRRBxTXBxvlXqFL4K+AwzyeL7OXyE/ki27s9nJRP6To9SHD2YOw+nvDc+HdF9kdhwRcWBqStlS1arxH7dtSzikppSIiP3x9/fn8OHD7Pp/FxlEJGUY0dG0Lvg8c478BECxHD04ETIPT0/9s1XSPkepD5mKF6e+T/wF9YUrviM21uRAIuKwVN1tqWbN+GV8J05ASAjwoClVCoCjR48SExNjXj4RERERE8VFRFA/d0OWnw8EoEL+9zh0cSoZMlhMTiaS/kwY9RYAEbFrmD31iMlpRMRRqSllS1myQNmy8Z9v2QJAuXJgtRYEMhEZGcnx48fNSiciIiJimpiwMCrlrM+m65sBC3X8RrH79HhctIWUiCnKde1IAeeSgMGYj78yO46IOCg1pWytTp34j5s3A5AhA5QpYwUqALDn703QRURERNKLiMshlPKtz77bOwAnWlX7go0Hh2HVv1RFzGOxMLhNQwBO31jMoUP3TQ4kIo5Ipd7WateO//h3UwoeLOGLvzOfmlIiIiKSnoSfPEWx/A05fn8f4EbH5tNZvr0vFq3YEzFd12nDcScHcJ33On9tdhwRcUBqStnag5lS+/fD1asAVKkCEL+R4O7du83JJSIiImJjV/fup0iJZlyMOQRkpu/rc/luZWezY4nI35yzZeOVYvE3a1qz6wfu3TM5kIg4HDWlbC1nzviNpADWrQOgVi140JTat2+fNjsXERERh3dm/R8Uq/QC1+OOA96M7PMjE79va3YsEfmHT6cNAFyINXYyfthGs+OIiINRU8oMTZrEf1yzBoBnnoGsWYsDmbl37x5Hjx41L5uIiIhIKjv8cyB+z7Uj3DgD+PLVyGV8OKmZ2bFEJBG5n6tH+UzxF9UDvp6OYZgcSEQcippSZmjcOP7jmjVgGFitUKuWlQf7SmkJn4iIiDiqrVN/oPxLbxLBRSwUYF7AKnp9WNvsWCLyH0b1bAPA9YhlrF191eQ0IuJI1JQyQ82a8bfdu3wZDh5MOKR9pURERMSR/TzkS+r69yCaqzhRguUL1/BGzwpmxxKRx3h+1ACyWgoAEQzqMcnsOCLiQNSUMoO7O9SvH//5ypXAg32lKgMQFBRkTi4RERGRVDL1jaG8/On7xBGGq6UiW9avo2W74mbHEpEksLi50efvGzb9eW4+Z85oD1wRSRlqSpmlZcv4j7/8AkClSuDqWhOA4OBg7ty5Y1YyERF5jICAAPz8/KhcubLZUUTSPsNgaP1u+M8fh8F9MjvX58CBdVSvn9fsZCIpzpHrw+DvRuFCFuAc/Tt9a3YcEXEQakqZ5UFTKigIrlzBzQ2qVMkLFCA2NpYdO3aYGk9ERP6dv78/hw8fZteuXWZHEUnb4uJ4q9QrjNk4HYglR4Y2nDwfSPFSWcxOJpIqHLk+uBcowAsFqgCwYvN33LtnciARcQhqSpklT5746VGGAStWAFC3LkAtALZu3WpeNhEREZGnFHf/Pk3zNGHOkZ8AKJztbU5dXUJOX1eTk4nIk/pi2gDAhRhjO2Pe32B2HBFxAGpKmemFF+I/Ll8OQMOGAPFL+NSUEhEREXsVdeMmFX3q81vIOgAqFXqfo5dnkDmz/ukpYs/yNWvMs5nLAzBl+lQMw9w8ImL/9C8DMz1oSq1bB3fvUr06uLnFz5T644/txMRoA0ERERGxL7dPnaZ47voE3w4CnGheeQI7/xqLi4vZyUQkJXz23qsAhEUuZ8n8M+aGERG7p6aUmUqXhoIF4f59WLMGNzeoU6cU4EVExF3+/PNPsxOKiIiIJNnloL0UKtaUs1H7gQy83WomK3cOwGIxO5mIpJQGQ/vgay0KRDNswESz44iInVNTykwWyyNL+Bo1svJgCd+WLVtMCiYiIiKSPEeWrqFY9TbciDsOZOUj/0XMWN7J7FgiktKcnBjcoiEAx68u5NDBCJMDiYg9U1PKbG3axH9cvhyionjuOYA6AKxfv9GsVCIiIiJJtmHiXMq92IG7nMNCHr7+9Fc+ntLS7Fgikkr8vx2FO9mBq/TuMNXsOCJix9SUMlutWuDrC6GhsHYt5cuDp2f8lYf16zdoXykRERFJ0+Z0H81z/f2J5ipOlGDZ/LV0G1zD7FgikopcsmfnDb/qAGwIns2NG9rxXESejJpSZnNygpdfjv/8xx+xWqFx4/JAVu7eDWf37t1mphMRERFJnGEwvFFP3vrmYwzu4G6tRtDWDbRqX9LsZCJiA+PnfYyVjBgcYmCXRWbHERE7paZUWtCuXfzHZcvg/n2aNnUCGgCwbt0602KJiIiIJMaIieGNZ15i5LppQDTebs9z7OQ6KtXMZXY0EbGRrM9WoFHOygAsWPENkZEmBxIRu6SmVFpQowbkyQPh4bBmDc2bA8Qv4Vu1Sk0pERERSTtiwsOpnbMh848vBaBItrc5c+0X8hfKZHIyEbG1r77qAzgRFbeRsR/oJk0iknymNqXGjh1L5cqV8fDwwMfHh9atW3Ps2LGHxhiGwYgRI8idOzcZMmSgXr16HDp06KExkZGRvPvuu2TPnp1MmTLRqlUrLly48NCYW7du0aFDB7y8vPDy8qJDhw6Ehoam9ltMGqsVXnkl/vNFi8iVC/z84ptSu3Zt5+7duyaGExFJOYZhsHHjRkaNGkWXLl147bXX6N27N7Nnz+b8+fNmxxORx7h9+izP+NTjj5ubAAs1S3zI0ZAZeHjoOqc8OdUG+1XslTaUz1QegEkBkzG0tZSIJJOp/4LYtGkT/v7+BAUFsXbtWmJiYmjcuPFDTZjx48fzxRdfMGXKFHbt2oWvry+NGjXi9u3bCWP69u3L0qVLWbhwIVu3buXOnTu0aNGC2NjYhDHt27cnODiYwMBAAgMDCQ4OpkOHDjZ9v//pwRK+X36BiAhefLEIUICYmCi2bt1qajQRkacVERHBmDFjyJcvH82aNWPlypWEhobi5OTEyZMnGT58OIUKFaJ58+YEBQWZHVdEEnF+y04KFm3MX5H7AHdebxTAliMjcXY2O5nYK9UGxzDx/TcACItcxrwZJ0xOIyJ2x0hDrl69agDGpk2bDMMwjLi4OMPX19f49NNPE8bcv3/f8PLyMr7++mvDMAwjNDTUcHFxMRYuXJgw5uLFi4bVajUCAwMNwzCMw4cPG4ARFBSUMGb79u0GYBw9ejTRLPfv3zfCwsISHufPnzcAIywsLMXft2EYhhEXZxj58xsGGMbixUZQkGFAFwMw+vTpnzqvKSKSDGFhYU98HsybN6/x0ksvGStWrDCioqISHXPmzBljzJgxRv78+Y3p06c/bVybeJrfiYg92fPdUsOdPAZggLcxrPtSsyNJGqHakLh0VR9iY418ziUMwMifpZvZaUQkjUjqeTBNzbUOCwsDwNvbG4DTp08TEhJC48aNE8a4ublRt25dtm3bBsCePXuIjo5+aEzu3LkpXbp0wpjt27fj5eVF1apVE8ZUq1YNLy+vhDH/NHbs2ISlfl5eXuTLly9l3+w/WSzw2mvxn3//PZUrg6dnEwCWLl2Vuq8tIpLKVq9ezZIlS2jRogUuLi6JjilQoABDhgzhxIkT1KtXz7YBkykgIAA/Pz8qV65sdhSRVLd86GSqvNmZ+1zEQkFmfbGSUdNamx1LHICj1QZIp/XBauXj9i0AOBf6A1s23DQ5kIjYkzTTlDIMg/79+1OrVi1Kly4NQEhICAA5c+Z8aGzOnDkTvhcSEoKrqytZs2b9zzE+Pj6PvKaPj0/CmH8aMmQIYWFhCQ+brGd/sJxw5UqsN6/z/PONAWfOnTvKyZMnU//1RURSyYPzelK4urpSrFixVEzz9Pz9/Tl8+DC7du0yO4pIqvr8pfdoPWYwsdzCxVKOdb+u561+1cyOJQ7C0WoDpN/68ObUj/G05AHC6f3WF2bHERE7kmaaUr169WL//v388MMPj3zPYrE89LVhGI8c+6d/jkls/H89j5ubG56eng89Ul2pUvDssxATAwsX0qaNF1AHgF9/XZn6ry8ikopu3rz5yE0oDh06xFtvvUXbtm1ZsGCBSclE5J+M2Fi6lGnHwJ8/B+6T2bkBfwZvoMHzhcyOJg5GtcExWDNlom+d+gAEn53NkcP3TU4kIvYiTTSl3n33XX755Rc2bNhA3rx5E477+voCPDKb6erVqwmzp3x9fYmKiuLWrVv/OebKlSuPvO61a9cemYVluo4d4z/OnUvTpuDkFD8VdtGiX00MJSLy9Pz9/fnii/9dPb169Sq1a9dm165dREZG0qlTJ+bNm2diQhEBiAkPp3bOhsw6+CNgkNezPWcuB1KybNbH/qxIcqk2OI4P5n+KG9mAS/R87Suz44iInTC1KWUYBr169eLnn39m/fr1FCr08NW3QoUK4evry9q1axOORUVFsWnTJmrUqAFAxYoVcXFxeWjM5cuXOXjwYMKY6tWrExYWxs6dOxPG7Nixg7CwsIQxacZrr4GTE+zahcfFo9SpE9+U2rlzE+Hh4SaHExF5ckFBQbRq1Srh67lz5+Lt7U1wcDDLly9nzJgxBAQEmJhQREKPnaRojrr8cWMjYKFqkff569r3ZMue+H4/Ik9LtcFxuOXJQ5cytQHYtH8GFy/GPuYnRERMbkr5+/vz/fffs2DBAjw8PAgJCSEkJISIiAggfsld3759GTNmDEuXLuXgwYN06tSJjBkz0r59ewC8vLzo0qULAwYM4Pfff2ffvn288cYblClThoYNGwJQsmRJmjZtSteuXQkKCiIoKIiuXbvSokULSpQoYdr7T5SPDzRrFv/5vHl07FgMKE5cXPRDjTcREXsTEhLy0MWH9evX06ZNG5z/vp98q1atOHFCt5IWMcuxFevJX7IJZ6OCgQx0aDKV7SfG4ur631smiDwN1QbHMvaH0TjhgcEJer3+rdlxRMQOmNqUmjZtGmFhYdSrV49cuXIlPBYtWpQwZtCgQfTt25eePXtSqVIlLl68yJo1a/Dw8EgYM3HiRFq3bk3btm2pWbMmGTNmZMWKFTg5OSWMmT9/PmXKlKFx48Y0btyYsmXLpt2pwA+W8M2bR6sWcVgsLQGYP3+FiaFERJ6Op6cnoaGhCV/v3LmTatX+t2GyxWIhMjLShGQi8tvYmZRp9Sq3jVNATsYO+Im5gd15zBaeIk9NtcGxeJby46WC1QH4ZdPXhIYaJicSkbTOYhiGzhRJEB4ejpeXF2FhYam/6fn9++DrC2FhsH49FQda2Lu3PpkyZSc09HLClSMREVt62vNgy5Yt8fHxYcaMGfz888+8/vrrhISEJNw9deXKlQwcOJAjR46kdPRUY9PaIJJKJr86hL6LJmNwDyeeYfF3P9KmYxmzY4mdUG1IXHquD1e3bsO39nMY3KfLiz8y86dXzI4kIiZI6nkwTWx0Lv/g7g7t2sV/PncunTvXBLy5e/c6W7ZsMTWaiMiTGjVqFMuXLydDhgy0a9eOQYMGJfzRAbBw4ULq1q1rYkKRdCYujh7lX6PPovEY3COjUx327NikhpTYlGqD4/GpVYNGPlUAmLtsCn/vzCIikihNuUmrOnaE6dNhyRJeHBZAL14AZvPddz9Rv359s9OJiCRb+fLlOXLkCNu2bcPX15eqVas+9P1XX30VPz8/k9KJpC+xd+7QsFArNl7fAECuzO0IPjkXn5yuJieT9Ea1wTFNnTaQoi9tIzpuM8P7rWX8143MjiQiaZSW7yWRzafgGgYUKwZ//QVz5lBqfHYOH26Bp2cubt26gNWqSW4iYlvpeSnCv9HvROzRzSMneLZ8O85G7QOgYsFB/HH0U9zctIGUJJ/Og4nT7wWqelZl5+2dZHBuRti9VbjoJp4i6UpSz4OaKZVWWSzQuTMMHQozZ9K16zr69fMkPPwyQUFB1KhRw+yEIiJP7O7du2zatIlz584RFRX10Pd69+5tUioRx7d/cSA12/XkjnEayMBrz33G/LX+2tBc0gTVBsfyzfgeVOixi4iY1Yz54A+Gf1bT7EgikgZpplQSmXK149IlyJcP4uK4uvU4vrVHYBgLeOut/sya9bltMoiI/C2lzoP79u2jefPm3Lt3j7t37+Lt7c3169fJmDEjPj4+nDp1KgVTpy5dCRd7snjwJF4bP4pYbgK+fPrebAaPb2p2LLFzqg2JU30ADIPymSvy5719ZHZ5gVv3lqH7NYmkH9ro3BHkzg3PPw+Az7LplCv3EgBLl/6EeokiYq/69etHy5YtuXnzJhkyZCAoKIizZ89SsWJFJkyYYHY8EcdjGAx7rgdtxw8mlpu4WMqwctF6NaQkTVFtcEAWC9+M7ArAnehf+GLUbpMDiUhapKZUWvf22/Efv/uOHl0bAhkJDT3Lnj17TY0lIvKkgoODGTBgAE5OTjg5OREZGUm+fPkYP348H3zwgdnxRBxKXEQErfI/z+j1XwNReLk24dDBzTRvW9LsaCIPUW1wTFX7d6eke1nAYPSn44iLMzuRiKQ1akqldc2bQ65ccO0ar3pswGptDkBAwI8mBxMReTIuLi5Y/t7AJmfOnJw7dw4ALy+vhM9F5OndPn0Wv2x1WXFhNQDFfbpz/tpKivllMTeYSCJUGxyUxcK0YW8BEB71MwHj/zQ5kIikNcluSp05c4Z58+YxatQohgwZwhdffMGGDRu4f/9+auQTZ2fo1AkAzwVfU7lyOwB+/nkhcbrUICJ2qEKFCuzeHT+Fv379+nz00UfMnz+fvn37UqZMGZPTiTiGE6s2kr9IQ45F7AJcaVnlM45cnoaHp5PZ0UQSpdrguOoO6U1R19JAHMM/1mwpEXlYkptSCxYsoFq1ahQuXJj33nuPZcuWsWXLFmbOnEnTpk3JmTMnPXv25OzZs6mZN33q3Dn+42+/8e5rVQAPwsPP8ccf202NJSLyJMaMGUOuXLkAGDVqFNmyZaNHjx5cvXqV6dOnm5xOxP6tHPkNpZ5vS6hxEsjO0G4L+WXHQKyaHy9pmGqDA7NamTLwDQBu3V/Mt1OOmhxIRNKSJP3z5Nlnn+WLL77gjTfe4MyZM4SEhLBnzx62bt3K4cOHCQ8PZ/ny5cTFxVGpUiUWL16c2rnTl6JFoX59MAxevDYPZ+c2AEya9IPJwUREkscwDLy8vMiZMycxMTHkyJGDVatWER4ezt69eylXrpzZEUXsl2EwqnlfWgzvSzTXcKIEi2au5ZOv25idTOQ/qTY4viYjB1LQuSQQw5AhY9A9m0TkgSQ1pUaNGsXu3bvp1asX+fPnf+T7bm5u1KtXj6+//pojR45QsGDBlM4pf294nmHedOrWiV/Ct3r1j8TExJiZSkQkyc6cOUP58uV55plnKFOmDEWLFmXvXt20QSQlxEVE0KpASz5a/SVwHw/neuzdtZm2XcqbHU3kP6k2pBNOTnzV5zUAbtxbyIzJmi0lIvGS1JR6/vnnAYiJieG7774jJCTkX8dmz56dypUrp0w6+Z8XX4SsWeHcOfrWzgpkJyLiGoGBv5udTEQkSQYPHsz9+/eZN28eixcvJleuXHTv3t3sWCJ2L+zkaUp412HF+ZUAFMv+NuevraVsJR+Tk4k8nmpD+tFi3AcUdH4GiGbIkNHaW0pEgGRudO7s7EyPHj2IjIxMrTzyb9zd4c03AWi6exwZM7YF4PPPF5iZSkQkybZs2cL06dNp3749L774IosXL2bPnj1ERESYHU3Ebv25aBV5izfk5P3dgCutqo3n6JUZeGVxNjuaSJKoNqQjTk5MGxC/t9TNiIV8M+mQyYFEJC1I9paXVatWJTg4OBWiyGP9fdXIefUKXmjYCoCtW5eqaIuIXQgJCeGZZ55J+Dpv3rxkyJCBK1eumJjqyQQEBODn56eZwWKq+b3HU/HV17ljnAJyMqrPEpZvf08bmotdcaTaAKoPj9N09PsUdonfW2roUM2WEpEnaEr17NmT/v37M2XKFLZv387+/fsfekgqKlECGjSAuDiG5DwC5Ccm5jbz5v1idjIRkceyWCxY//HXstVqxbDD3U79/f05fPgwu3btMjuKpEdxcfSp2ok3vhpKLKG4WMqx6scNDJvU0uxkIsnmSLUBVB8ey8mJae91BODW/R+Z+vkBkwOJiNksRjLP+P8sGhBfTAzDwGKxEBsbm2Lh0pLw8HC8vLwICwvD09PTvCBLlsArr0DOnOS2vs3ly6N55pmmHDmy2rxMIpIuPO150Gq14uXlhcViSTgWGhqKp6fnQ7Xl5s2bKZLXFtJMbZB0I+rmLRoWf4ktNzYAkM29Jbv2z6dQMQ+Tk0l6pdqQONWH/xAXR7EMZTkZdYgs7u24cXehZniKOKCkngeTveHA6dOnnyqYPKUXXoBcueDyZbq9XJERS+Do0TVcuHCRvHnzmJ1ORORfzZ492+wIInbtQtA+qtR+k8sx8TMLKuTvz7ZjE3B3tzzmJ0XSLtWGdMhq5ev3O9Fw5HuE3l/Ml2MG029YBbNTiYhJkj1TKr1KU1c7hg+HkSO5VeN5sm0PwzC28u67nzJ58mBzc4mIQ0tT58E0Qr8TsZXVn86i9ZChRBECZKZT88+Z9es7WNSPEpPpPJg4/V4eIy6OEhnKcTzqIJld2nDz7s+4uJgdSkRSUlLPg088UfLw4cMEBgbyyy+/PPQQG+jaFZycyLptJZVKxd+F7/vv59jt2nsRkX/S+Uzkb4bBh43epfkQf6IIwUphZoxfxeyVakhJ+qPa4ECsVr4b1Q2wcCd6KR+/t9nsRCJikmQ3pU6dOkW5cuUoXbo0zz//PK1bt6Z169a0adOGNm3apEZG+ae8eaFl/Gamg/NFAxm4desoW7fuNDeXiMi/KFmyJAsWLCAqKuo/x504cYIePXowbtw4GyUTSbuiw8JpkKspn6ybAtzHw7k+e4P+4O33apsdTSRFqDakb9Xe86dipvhlexOmjEI3FBdJn5LdlOrTpw+FChXiypUrZMyYkUOHDrF582YqVarExo0bUyGiJKpHDwBabx1FhgwvAjB69HdmJhIR+VcBAQFMnDiRnDlz0q5dOz777DPmz5/PTz/9xMyZM+nfvz9VqlShQoUKeHl50bNnT7Mji5jq/Pa95M9ekw1X1gDg59udC9fXUK6qr8nJRFKOakM6Z7Ewd+p7gDORsevo10WrbkTSo2TvKZU9e3bWr19P2bJl8fLyYufOnZQoUYL169czYMAA9u3bl1pZTZXm1oXHxUGJEnDyJK9V/pqFu7rj7JyF27cv4+7ubnY6EXFAKXEe3LZtG4sWLWLz5s2cOXOGiIgIsmfPToUKFWjSpAlvvPEGWbJkSdngqSjN1QZxCKvHzKT10A//3j8qEx2bfMac1T20XE/SJNWGxKk+JN1z2Wqw/uZ2nCxVuHYjiKxZdbITcQSpdve92NhYMmfODMQ3qC5dukSJEiUoUKAAx44de/LEkjxWa/xsqQEDGB66goXkIybmPLNm/ULPnm3NTicikqgaNWpQo0YNs2OIpE2GwYeN3+WTdd8C97FSmK8/nU3XwXXMTiaSqlQb0rfvFnxM/qatiDV20q3dPH5c09HsSCJiQ8levle6dGn2798PQNWqVRk/fjx//PEHI0eOpHDhwikeUP5D586QMSPPnFhJ/pzxjaiJE+eYm0lERESSLTosnOdyNeGTdQHE7x/VgL07tqkhJSIOL2+TRryYN74puWTteC5ejDU5kYjYUrKbUsOGDSMuLg6ATz75hLNnz1K7dm1WrVrF5MmTUzyg/IcsWeDNNwHo6xM/6e3kyd84ffq8iaFEREQkOc5v20P+7DVZf2UtAH6+Pbhw/TfKVclpcjIREduYvnQ8TnhgcIhOLwSYHUdEbCjZTakmTZrw4ovxG2sXLlyYw4cPc/36da5evUqDBg1SPKA8Rq9eAPQ8+CXOznWAOD74YJa5mURERCRJVo+eSdGaLQiJOQhkokOTqRy8NBVPr2TvsCAiYre8K1Wkc8n4maHr9kzk6JFIkxOJiK0kuyn1/50/f54LFy7g7e2NRbtvmsPPDxo1ws24T9P88SfyZctmEhMTY3IwERER+VeGwUcN/Wk+7F2iCMFKYaaPW83cQG1oLiLp06QVX+KGN3CGjq0+MzuOiNhIsptSMTExfPjhh3h5eVGwYEEKFCiAl5cXw4YNIzo6OjUyyuP07g3Ap1dXANm5f/8Cc+asNjeTiIiIJCo6NIwGvo0Z9ftUHuwftSdoG10H1TY7moiIaTIWKUK/ag0B2HVyCju2hZmcSERsIdlNqV69ejF9+nTGjx/Pvn372LdvH+PHj+fbb7/l3XffTY2M8jjNm0ORIpS68yf5vV8CYNy4b0wOJSKSuHr16jF37lwiIiLMjiJic+f/2E3+HDXZcHUd8L/9o8pX1f5Rkr6pNgjAyOVfkQlf4Apvvjza7DgiYgPJbkr98MMPzJkzh27dulG2bFnKli1Lt27dmDVrFj/88ENqZJTHsVrh74bgAJf7AJw8uZq//jpnZioRkURVrFiRQYMG4evrS9euXQkKCjI7kohN/DZ6OkVrtSQk5hDaP0rkYaoNAuDi48PHzVsAcOzyN6xeftnkRCKS2pLdlHJ3d6dgwYKPHC9YsCCurq4pkUmeRKdOkDkz3a8swMW5HhDH++/PNDmUiMijPv/8cy5evMjcuXO5du0aderUwc/PjwkTJnDlyhWz44mkPMNg8gt9aTasT8L+Ud+MC9T+USL/j2qDPNBv0US8LfmBcLp0/BjDMDuRiKSmZDel/P39GTVqFJGR/7sjQmRkJKNHj6bX33eCExN4eUGnTrgSTfNs5QFYseJbbXguImmSk5MTL7zwAsuWLePixYu0b9+eDz/8kHz58tG6dWvWr19vdkSRlGEY9KvalT6/TMHgPpmc67MnaBvvDKpldjKRNEe1QQCsmTMzuVNbAC6Hf8vE0XtNTiQiqSlJTakXX3wx4REcHMyvv/5K3rx5adiwIQ0bNiRv3rysWLGCP//8M7Xzyn/5uyk47soywIfIyEtMn/6rqZFERP7Lzp07+eijj5gwYQI+Pj4MGTIEHx8fWrZsycCBA82OJ/JUjLg4XijekUm7vgVi8fV4mdOXtH+UyOOoNsjr08dS3LUUEMPQEYPRVmMijstiGI+fEPnWW28l+Qlnz579VIHSqvDwcLy8vAgLC8PT09PsOP+uZUv49VeKenbmr/BZFCjQlDNndCc+EXl6KXUevHr1KvPmzWP27NmcOHGCli1b8vbbb9OkSRMsf69lWrduHa1bt+bOnTspFT9V2E1tEJuLjoqlar5X2Xd1CQClc3Vm9+mZuLlpvZ44FtWGxKk+PL0DsxdQtnMnIJo3mn3HvFUdzY4kIsmQ1PNgknbWdNRGk0MaMAB+/ZVhEad5Czh79jcOHDhNmTKFzE4mIgJA3rx5KVKkCJ07d6ZTp07kyJHjkTFVqlShcuXKJqQTeXq3bkZSpkAbLt6JvyjU3K83vx78UvtHifwH1Qb5pzJvtafFsFn8eul35q/+hJF/taVQEXezY4lICkv2nlKSxtWtC88+S8fojWR0qQcY9Os31exUIiIJfv/9d44cOcJ7772X6B8dAJ6enmzYsMHGyUSe3skT4RTM1ejvhpQzveoMYuUhNaREHke1QRLz/e8BuOCNwQleeW6E2XFEJBUkqSnVtGlTtm3b9thxt2/fZty4cQQEBDx1MHlCFgsMGIAVgw5O2QHYsGEmt2/fNTmYiEi84cOHExoa+sjx8PBwGjRoYPtAIimoWtkWhEdtATLyxUvv89WmcWZHErELqg2SGK9nSvB+w5cA2HN2Kj/MPGJyIhFJaUlqSr3yyiu0bduWkiVLMnjwYBYvXswff/zBnj17WLduHZMnT6Zt27bkypWLffv20apVq9TOLf/llVcgb17G3V+NxVKYuLhQPvxwvtmpREQA2LRpE1FRUY8cv3//Plu2bDEhkUjKWB3wCzfubwGc+aHLEPotGWV2JBG7odog/2bEr1/h41QMuE2nbl25ekV3FxdxJEnaU6pLly506NCBJUuWsGjRImbMmJFwJcNiseDn50eTJk3Ys2cPJUqUSM28khQuLtCnD17vvUetDNXYcu8Us2ZNZuLErgkbRYqI2Nr+/fsBMAyDw4cPExISkvC92NhYAgMDyZMnj1nxRJ7a8JFzAMjpVotXZw4zN4yInVBtkMexurmxds5YynfoSFTcH9Sv+CEHz4/VsmgRB5Gku+8lJiwsjIiICLJly4aLi0tK50pz7O4OGmFhkC8fe27noBJXgLvMm7eeN96ob3YyEbFTT3setFqtCY3xxEpPhgwZ+Oqrr+jcufNTZ7UVu6sNkmruXruFh08RDG4x5NXJjPnhXbMjidiEakPiVB9S3vD6nRi58TvAhQ96rGT01EZmRxKR/5DU8+ATN6XSG7ssLP37w8SJFHB7iXORP1GkSGtOnlxqdioRsVNPex48e/YshmFQuHBhdu7c+dBGtq6urvj4+ODk5JSSkVOdXdYGSRWDWwxn/MqRWPHl9u2zZMzsanYkEZtQbUic6kPKM2JiKOdVmQP3grFQnD07dlKhipfZsUTkXyT1PJik5Xtip/r0gcmTGRJ5lR7AX3/9wqFDZyhVqqDZyUQkHSpQoAAAcXFxJicRSXmzfwsEoHLeJmpIiSSDaoMklcXZmd+3ziHfs88RyXEa1fPn4q3vcXMzO5mIPA01pRxZgQLw8su8s+hH+jvVISJ2M337TmXt2vFmJxORdOaXX36hWbNmuLi48Msvv/znWN0sQ+zN1vnruRazE4BR43uanEbEfqg2SHLlqFCO7/r04dUvh3MjYj6vNKjNL390MzuWiDwFLd9LIrudgrtnD1SqRDdaMJ1fsVqzEhp6AQ+PjGYnExE78zTnQavVSkhICD4+Plit/37jV4vFQmxs7NNGtRm7rQ2Somrlaccfl34kq0sNbkb9YXYcEZtSbUic6kPqerlgI346uw7IwrxpW3mjeymzI4nIPyT1PPjvZ39xDBUrQqNGfMbvWClEXNwtBg363uxUIpLOxMXF4ePjk/D5vz3s7Y8OkXuhd9h+6XcA3mrexuQ0IvZFtUGe1A/7fiSnU1EglM49OxNyOdrsSCLyhJ6oKRUaGsrMmTMZMmQIN2/eBGDv3r1cvHgxRcNJCnn/fTyJoL7FD4DvvpukdfsikqaEhoaa+vr37t2jQIECDBw40NQcYn+Gd/yCOG5gxZeP5/ibHUfEoZhdG0D1Ia1yyZqV9fM/x0pmoo2d1KnQH63/EbFPyW5K7d+/n+LFizNu3DgmTJiQUCyWLl3KkCFDUjqfpIT69aFyZaYauwBPIiKOMHFioNmpRCSdGjduHIsWLUr4+pVXXsHb25s8efLw559/mpJp9OjRVK1a1ZTXFvs2a3X8PjhV8zQmc5YMJqcRsV9psTaA6kNa5teuFWObvgHAiSsB9O7wk8mJRORJJLsp1b9/fzp16sSJEydwd3dPON6sWTM2b96couEkhVgs8P77FOcqpa01ARg3boLJoUQkvfrmm2/Ily8fAGvXrmXdunUEBgbSrFkz3nvvPZvnOXHiBEePHqV58+Y2f22xb7/PW8/NmD2AlU8n9DA7johdS2u1AVQf7MGglQFU86wBGEyZ/y7rVl4wO5KIJFOym1K7du2iW7dH73CQJ08eQkJCUiSUpILWraFECSbGnQScuXZtA8uX7zE7lYikQ5cvX074w+PXX3+lbdu2NG7cmEGDBrFr165kPdfmzZtp2bIluXPnxmKxsGzZskfGTJ06lUKFCuHu7k7FihXZsmXLQ98fOHAgY8eOfeL3I+nXB4OmAZDdpSZ1Xq1mchoR+5aStQFUH9INq5V1e+biQT7gMi+0fouwMK3jE7EnyW5Kubu7Ex4e/sjxY8eOkSNHjhQJJanAaoXBg2nICXJb6wLw3nufmxxKRNKjrFmzcv78eQACAwNp2LAhAIZhJHsz27t371KuXDmmTJmS6PcXLVpE3759GTp0KPv27aN27do0a9aMc+fOAbB8+XKKFy9O8eLFk/R6kZGRhIeHP/SQ9On21VvsConf4PztF7TBucjTSsnaAKoP6UmmokVYPeFDwJV7MeuoV36E9pcSsSdGMnXt2tVo3bq1ERUVZWTOnNk4deqUcfbsWaNChQpGnz59kvt0diMsvuVuhIWFmR3lyUVGGkaePMZ0KhqAAU7Gvn1nzE4lInYipc6D/v7+RoECBYyGDRsa2bJlM27fvm0YhmEsXLjQqFChwhM/L2AsXbr0oWNVqlQxunfv/tCxZ555xnj//fcNwzCM999/38ibN69RoEABI1u2bIanp6fx8ccf/+trDB8+/O/z58MPu64N8kTebfSBARhW8hgRdyLNjiNimrReGwxD9SG9GFil3d+/dxdjSPc1ZscRSfeSWh+SPVNqwoQJXLt2DR8fHyIiIqhbty5FixbFw8OD0aNHP3WTTFKRqysMGMDb7MHDUg2IpWfPSWanEpF0ZuLEifTq1Qs/Pz/Wrl1L5syZgfilGz179kyx14mKimLPnj00btz4oeONGzdm27ZtAIwdO5bz589z5swZJkyYQNeuXfnoo4/+9TmHDBlCWFhYwuPBVX1Jf+atXwlArYLNcM/kanIaEftnq9oAqg+OavzWeZTOWA6IZuzX3diy/qrZkUQkCZyT+wOenp5s3bqV9evXs3fvXuLi4nj22WcTpthKGte1K5ZPPqHnTTfGAUFBM7h8+SNy5cpqdjIRSSdcXFwSvbV23759U/R1rl+/TmxsLDlz5nzoeM6cOZ94D0Q3Nzfc3NxSIp7YsdVfLSc09k/Aic+m9jY7johDsFVtANUHR2VxcWFj0PfkK9uQCE7TvOlbXLz+K56eFrOjich/SNZMqZiYGJydnTl48CANGjRg4MCBDBo06IkbUo/bgLBTp05YLJaHHtWqPbyRaGRkJO+++y7Zs2cnU6ZMtGrVigsXHr7rwq1bt+jQoQNeXl54eXnRoUMHQkNDnyiz3cucGXr3ZiRbceEZDOMuPXtONzuViKQzf/31F++++y4NGzakUaNG9O7dm1OnTqXKa1ksD/9j1DCMR45BfM2ZMEF3JpXHG/bxLAByutWhSrMyJqcRcRy2rA2g+uCIspUpzS+fxO8vdSd6FQ0qaH8pkbQuWU0pZ2dnChQo8ESbDSbmcRsQAjRt2pTLly8nPFatWvXQ9/v27cvSpUtZuHAhW7du5c6dO7Ro0eKhjO3btyc4OJjAwEACAwMJDg6mQ4cOKfIe7FLv3rh6ZKQduQFYseJL7t6NMjmUiKQXv/32G35+fuzcuZOyZctSunRpduzYkbBkI6Vkz54dJyenR656X7169ZGr4yJJdevMZfbd2AhAj/avmhtGxIHYqjaA6oOjazjUn34VWwOw59QYhvVabW4gEflvyd2satasWUazZs2MGzduPOF2V4kjkQ0I33zzTeOFF174158JDQ01XFxcjIULFyYcu3jxomG1Wo3AwEDDMAzj8OHDBmAEBQUljNm+fbsBGEePHv3X575//74RFhaW8Dh//rxjbVb4wQdGKG6GFV8DMLp0+dbsRCKSxqXUZrbly5c3Bg8e/MjxwYMHp8pG5z169HjoWMmSJRM2sn1aDnETDEmWrtX7GYDhRAEj8n6M2XFETJfWa4NhqD6kR3GRkUaZjM/+vfF5XmPjmktmRxJJd1Jto/PJkyezZcsWcufOTYkSJXj22WcfeqS0jRs34uPjQ/HixenatStXr/5vw7o9e/YQHR390CaFuXPnpnTp0gmbFG7fvh0vLy+qVq2aMKZatWp4eXkljEnM2LFjE5b7eXl5kS9fvhR/b6bq1w+vTM40pQQAc+d+SnR0ysyAExH5L0eOHKFLly6PHO/cuTOHDx9O1nPduXOH4OBggoODATh9+jTBwcEJt/Tu378/M2fOZNasWRw5coR+/fpx7tw5unfv/lTvISAgAD8/PypXrvxUzyP2xYiLY35Q/BX3555pgaubk8mJRBxHStYGUH1I7yyurmwOmktG8gAXaN68AzdvxpkdS0QSkeyNzlu3bp0KMRLXrFkzXnnlFQoUKMDp06f58MMPadCgAXv27MHNzY2QkBBcXV3JmvXhTbr//yaFISEh+Pj4PPLcPj4+/7mR4ZAhQ+jfv3/C1+Hh4Y7VmMqeHfz9mTF+KnnJSnT0CQYNWszEiVqKICKpK0eOHAQHB1OsWLGHjgcHByd6vv4vu3fvpn79+glfPzhvv/nmm8yZM4d27dpx48YNRo4cyeXLlyldujSrVq2iQIECT/Ue/P398ff3Jzw8HC8vr6d6LrEf3w6ezT3jKODOl/Me3ZBZRJ5cStYGUH0QyFKmFKs/HUa99/tyL+Z3apUZwqEL40hk2zARMVGym1LDhw9PjRyJateuXcLnpUuXplKlShQoUICVK1fy4osv/uvPGf/YpDCxDQv/Oeaf0sUdNAYMIPdXX1EnojKb2MDXX49hwoS2ODklewKdiEiSde3alXfeeYdTp05Ro0YNLBYLW7duZdy4cQwYMCBZz1WvXj2Mx+xg2rNnzxS/nbikT59MnQ9AUc9GPFOpoLlhRBxMStYGUH2QeHUGd2fYym2M2jKPI5cm0KNdVb7+8d//jhQR20t2U8pMuXLlokCBApw4cQIAX19foqKiuHXr1kOzpa5evUqNGjUSxly5cuWR57p27Zo2MvTxge7d+XbibIriwf37Bxg16ldGjGhldjIRcWAffvghHh4efP755wwZMgSIX3o9YsQIevfubXI6kcTt//1Pzt7bAsCIwY8uMRKRp6PaIKnl4/WzWJf9KNvDdvHNYn8azSvHSx2KmB1LRP6W7CkxVqsVJyenf32kphs3bnD+/Hly5coFQMWKFXFxcXnojhyXL1/m4MGDCU2p6tWrExYWxs6dOxPG7Nixg7CwsIQx6dp771HELYLKxK97//zzTx57VUlE5GlYLBb69evHhQsXCAsLIywsjAsXLtCnT5//nMEqYqY+b08AYshsfZbXP3jB7DgiDke1QVKLxdmZNcGLyWLJB4Tw2ptvcPaM7jwuklYke6bU0qVLH/o6Ojqaffv28d133/Hxxx8n67nu3LnDyZMnE75+sAGht7c33t7ejBgxgpdeeolcuXJx5swZPvjgA7Jnz06bNm0A8PLyokuXLgwYMIBs2bLh7e3NwIEDKVOmDA0bNgSgZMmSNG3alK5du/LNN98A8M4779CiRQtKlCiR3LfveHLlgq5dmTnlR8qRgTt3djFx4jr6929kdjIRcVCnT58mJiaGYsWK4eHhkXD8xIkTuLi4ULBgQfPCiSTizs3bbD4TCECnhm1MTiPimFQbJDVlLliAjXO/4NkObxFtBFG9XA/OXv8WFxezk4kIKXW7v/nz5xutWrVK1s9s2LDh79t0Pvx48803jXv37hmNGzc2cuTIYbi4uBj58+c33nzzTePcuXMPPUdERITRq1cvw9vb28iQIYPRokWLR8bcuHHDeP311w0PDw/Dw8PDeP31141bt24lK6tD39b1/HnDcHU1SlPfAIysWeuanUhE0qCUOg/WqVPHmDNnziPH582bZ9StW/epnttWpkyZYpQsWdIoXry449YGSfBuo2EGYFjJZdy+edfsOCJpimrDw1Qf0rapr/ZL+JuzWdXJZscRcWhJrQ8Ww0iZtVp//fUXZcuW5e7duynxdGnOgztohIWF4enpaXaclNejB398vZJahADRfPPNFt55p5bZqUQkDUmp86Cnpyd79+6laNGiDx0/efIklSpVIjQ09CmT2o7D1wYBw8DTuSy34w5Sr2AXNpyeaXYikTRFtSFxqg9plGHwSsEmLDm3FsjA+GFreG+U/uYRSQ1JPQ+myG3WIiIi+Oqrr8ibN29KPJ2YYcgQarpeoTjVARg6dLTJgUTEUVksFm7fvv3I8bCwMGJjY01IJPLv5n+8gNtxBwFXvpw90Ow4Ig5LtUFswmJh4YElFHIpDUQw+JOO/LHxqtmpRNK1ZDelsmbNmrDnk7e3N1mzZsXDw4NZs2bx2WefpUZGsYX8+aF7d6ZxGrBy/Xogs2fvNjuViDig2rVrM3bs2If+yIiNjWXs2LHUqqWrlZK2jPj8OwAKZGpA2XrPmJxGxHGpNoitOHl6sn3jTNzxxeA0jRu9zo0bcWbHEkm3kr18b86cOQ/dAcNqtZIjRw6qVq1K1qxZUzxgWpEupuCGhEDhwhSNKMdfBJE9+/Ncu/ar2alEJI1IqfPg4cOHqVOnDlmyZKF27doAbNmyhfDwcNavX0/p0qVTKnKqSxe1IR07tvFPnqlfBYjimw+X8M7Il8yOJJLmqDYkTvUh7dswJoDnhg7AIJKiPv05eulzUvlm8iLpSlLPgym2p5SjSzeF5f33WT/ue54jBIhl+vQgunatanYqEUkDUvI8eOnSJaZMmcKff/5JhgwZKFu2LL169cLb2zuF0tpGuqkN6VTTwh357fQ8MlrLcifmT3RXepFHqTYkTvXBPoxs8BbDN8wB4OUGc1j8+5vmBhJxIKnWlAoMDCRz5swJ02gDAgKYMWMGfn5+BAQEOOxsqXRTWG7ehEKFKB5emhNsI1u2Jly/Hmh2KhFJA9LNeTAZ9DtxXHevh+GZozhxXOXt50YyY92HZkcSSZN0Hkycfi92Ii6ORr61WXdtG+DJxJG/0ffDamanEnEIqbbR+XvvvUd4eDgABw4coH///jRv3pxTp07Rv3//J08saYO3N/Tvz0zOAE7cuPEbU6f+YXYqEXEggYGBbN26NeHrgIAAypcvT/v27bl165aJyUT+Z9ArnxLHVazk5PPF2uBcJLWpNogprFZWHvmFPM7FgXD6f9SBPzZp43MRW0p2U+r06dP4+fkB8NNPP9GyZUvGjBnD1KlTWb16dYoHFBP060cd7/s8Q/xVgmHDhpscSEQciSNc3AgICMDPz4/KlSubHUVSQVxsHLM3LQOgftHWeGbNYG4gkXTAEWoDqD7YI9ds2di5fg5u5MTgJI2ea8e1azFmxxJJN5LdlHJ1deXevXsArFu3jsaNGwPg7e2dUEjEznl6wuDBfMspwIVbt35n8uRNZqcSEQfhCBc3/P39OXz4MLt27TI7iqSCKX1nEGEcBTIydcFgs+OIpAuOUBtA9cFe5a5dndWjP8JCBiJiN1K5ZE9i1JcSsYlkN6Vq1apF//79GTVqFDt37uT5558H4Pjx4+TNmzfFA4pJevWiRs44/P6eLfXRRx+hPfFFJCXo4oakdWNnzAOgZJYmFK9cyOQ0IumDaoOYrf4HPfm0cQcAzt6YwfM1J5kbSCSdSHZTasqUKTg7O7NkyRKmTZtGnjx5AFi9ejVNmzZN8YBikowZYehQZnMCcCUsbDNffLHB7FQi4gB0cUPSsnVzfick8g/Awmdj/c2OI5JuqDZIWjBo9TReyt0QgDU7B/OB/28mJxJxfMm++156lS7voBEZCSVKUO5sAfazmcyZaxAWthWrVffEFkmPUuo8eO7cOXr27Mn58+fp3bs3Xbp0AaBfv37ExsYyefLklIqc6tJlbXBwZbO9wIGbv+DjWocrkVq6LvI4qg2JU32wX3G3b1MqR22ORv4J+LJk3hZeeqOo2bFE7E5Sz4PJbkrt3bsXFxcXypQpA8Dy5cuZPXs2fn5+jBgxAldX16dLnkal28Ly/ff82aEv5bkL3GfYsNWMGqUZcSLpUbo9D/4H/U4cy6ldxylSpTwQwYQe3zJgamezI4mkeToPJk6/F/sWdugI+cs0I9w4i7PlWfYf2EzJUpnMjiViV5J6Hkz28r1u3bpx/PhxAE6dOsWrr75KxowZWbx4MYMGDXryxJI2tW9PufL5qEoFACZMGEZUVJzJoUTE3vz//UDCw8P/8yFiFv/2nwIRuFtK0e+rTmbHEXF4qg2SVnmVKsm27yfihBcxxl6qV3yT8HAtMBJJDcluSh0/fpzy5csDsHjxYurUqcOCBQuYM2cOP/30U0rnE7NZrTBuHPM5AGTm/v099O692OxUImJnsmbNytWrVwHIkiULWbNmfeTx4LiIGe5cC2XNyZUAdKjfFqtTsv+JJCLJpNogaVmp9m2Y798PcCIs8ieqlfyQ2FizU4k4Hufk/oBhGMTFxc+UWbduHS1atAAgX758XL9+PWXTSdrQuDFFGlaj8bq7rGE7M2cO5bPPXsTDw8XsZCJiJ9avX4+3t3fC5xaLfe9NFxAQQEBAALH616nDeO/lscRxFSu5mLB4oNlxRNIFR6sNoPrgaNpNGc7u3YeZsONHjlwaw6uNi7P4945mxxJxKMneU6pBgwbky5ePhg0b0qVLFw4fPkzRokXZtGkTb775JmfOnEmlqOZK9+vC9+7lesXq5MSTOK7z4osB/PRTT7NTiYgNPe15cNKkSXTs2DHhDxBHkO5rg4OIi4kls2spIoxjPFesO+uOTzM7kojdUG1InOqD4zBiY3nOtxYbrgcBnox+byUfjK9ldiyRNC/V9pSaNGkSe/fupVevXgwdOpSiRePvRLBkyRJq1Kjx5IklbXv2WbK3f5nXiP/vvXTpSC5evGNyKBGxJx9//DG5c+embdu2rFmzBt38VdKKT9+aTIRxDMjM14s/MDuOSLqi2iBpncXJicBjK8nnUhwIZ+hnb7ByyRmzY4k4jGQ3pcqWLcuBAwcICwtj+PDhCcc/++wzvvvuuxQNJ2nMJ58w3TkYF/JhGFd4/fWJZicSETsSEhLCt99+y82bN2nWrBkFChRg+PDhnD592uxoks5NWLgAgPI+z1O0XD6T04ikL6oNYg9cvb3Zs+NHMpEbOEvrti9z/Ohds2OJOIQn2sUzNDSUmTNnMmTIEG7evAnA4cOHEzYqFAdVqBAZe3WnF74AbNr0GYcOXTM5lIjYCzc3N15//XXWrVvHX3/9xVtvvcXcuXMpVqwYDRs2ZOHChURGRpodU9KZuSMWcitmN+BMwPT3zI4jku6oNoi9yFGhHFvnTPr7jnx7qFL+VcLCdFdykaeV7D2l9u/fz3PPPUeWLFk4c+YMx44do3Dhwnz44YecPXuWuXPnplZWU2ld+N+uXye2UGE87+TmHscoW7YPf/45yexUImIDqXUeXLduHbNnz2bZsmW4u7tz48aNFHvu1KbaYP/yZWzAhYgNFM7cjL9urzI7jojdUW1InOqD41rcaxRtA0YB0RTO0Ytjl77COdm3DxNxfKm2p1T//v156623OHHiBO7u7gnHmzVrxubNm58srdiP7NlxGvoBI3ADYP/+qfz+u6ZXi8iTs1qtWCyWh+7uKmILa+ds4ELERgAmjPI3N4yIPES1QdKqV6Z8yPCarwJw6toUGlX+Am2FJvLkkt2U2rVrF926dXvkeJ48eQgJCUmRUJLG9e3LewXCyE45IJpOnT4yO5GI2JmzZ8/y8ccfU6hQIRo3bsylS5eYMWMGly9fNjuapCO9+00EDHxca9Gm7/NmxxFJ91QbxF6M2DyHV/I+B8DG4MH0ePUnkxOJ2K9kN6Xc3d0JDw9/5PixY8fIkSNHioSSNM7dHT77jGmEAnDhwnymT99nbiYRSfPu37/P/Pnzee655yhSpAgzZ87k9ddf5/jx46xfv57XX3/9oRm4Iqlp/9o/ORq6BoBh/m+bnEYk/VJtELtktbLo+AoqZKoAxPDNj2/z5aidZqcSsUvJ3lPqnXfe4dq1a/z44494e3uzf/9+nJycaN26NXXq1GHSpEmpFNVcWhf+D4YBdetSfMtdTrCXzJnrcevWepydLWYnE5FU8rTnwSxZsnD//n1atGhBly5daNKkCVbrE91vI81QbbBfNXK3Z/vlH8hsLUdY9D6sVtUvkSeh2pA41Yf0IeL8BQoXqk9I7EksFGLl0k00a627uIpAKu4pNWHCBK5du4aPjw8RERHUrVuXokWL4uHhwejRo58qtNgRiwUmTmQhZwB37tzZSP/+y81OJSJp2EcffcSFCxdYsmQJzZo1s+s/OgICAvDz86Ny5cpmR5EncOHAWbZfXglAr5c6qCElYiJHqg2g+pDeZMiXl32bvycjvhicptWLbTl84K7ZsUTsSrJnSj2wfv169u7dS1xcHM8++ywNGzZM6Wxpiq52/IvOnWk4+zC/swMnpyJcvXoIb283s1OJSCrQefBR+p3YpxbFu7HyxHRcLYW5G3kcZxcnsyOJ2C2dBxOn30v6svvbH6j29jvEcgcPl9acuvQT2bPbd4NV5GmlykypmJgYnJ2dOXjwIA0aNGDgwIEMGjTI4RtS8h9Gj2ZRxuM4kYPY2L949dUpZicSERH5V2EXr7P6xDIA2td5TQ0pERF5apW6vMaCvoMAZ25HL6NCMX8iI81OJWIfktWUcnZ2pkCBAsTGxqZWHrE3uXKRbdh7vEN+ANauHcX+/ddMDiUiIpI4/1YjieMqTuTmq+VDzY4jIiIOou3EDxnd5E0ALoR+Tc1SI3myNUki6Uuy5xQOGzaMIUOGcPPmzdTII/aoXz8m57tGJooBYbRtO9zsRCIiIo+4H3aHRXt/BqBl+VfJ7JXB5EQiIuJIPlg9g7dKNAdgz18jeKXhDJMTiaR9yW5KTZ48mS1btpA7d25KlCjBs88++9BD0iF3d5w/n8BnxC+BOHbsGxYvPmRyKBFJq0aOHMm9e/ceOR4REcHIkSNNSCTpRf/WI4nhIhZ8+OaXD82OIyL/j2qDOASLhW8PLKOedw3A4Kf17zLg7RVmpxJJ05K90fmIESOwWP79LjXDhzvmLBltVvgYhgF165JvSwQX2E2WLI25cSNQdzQScSApdR50cnLi8uXL+Pj4PHT8xo0b+Pj42NUScdUG+xF9P4rMGYoTxVkaFuvJ2uMBZkcScQiqDYlTfUjfYkNDKeVbl2OR+4GsfPlJIL2HVjE7lohNJfU86JzcJx4xYsTT5BJHZbHA5MksqNCcOrgQGrqG999fzfjxzc1OJiJpjGEYiV7c+PPPP/H29jYhkaQH778ylijOAln5dpn2khJJa1QbxJE4ZcnCnoM/U7hEU67GnaTPsJfJV2gDbdoXMTuaSJqT5OV79+7dw9/fnzx58uDj40P79u25fv16amYTe1O+PLV7vURNKgIwceIAbt2KNjmUiKQVWbNmxdvbG4vFQvHixfH29k54eHl50ahRI9q2bWt2THFAsTGxTF05H4Da+VqT3y+3yYlE5AHVBnFUmYoW4c9N88hEbuA8L7/ehqAtN8yOJZLmJHmm1PDhw5kzZw6vv/467u7u/PDDD/To0YPFixenZj6xN6NG8dMPpcl9w5uYmKO89NJk1q8fYHYqEUkDJk2ahGEYdO7cmY8//hgvL6+E77m6ulKwYEGqV69uYkJxVCM6TOS+cQLw4NvFmiUlkpaoNogj861VjZ0LplC+fReiOUC9ei9y8MhvFC3ubnY0kTQjyXtKFSlShNGjR/Pqq68CsHPnTmrWrMn9+/dxcnJK1ZBpgdaFJ8PcufR+8wu+4k8gM1u2HKNWLV2VFrF3KXUe3LRpEzVq1MDFxSUF05lDtSHti4uNw9O1HHfjDlLFtz07Ls83O5KIQ1FtSJzqg/x/6z+dSsMhAzGIwNP1ZU5d+pFs2bT3rji2pJ4Hk7x87/z589SuXTvh6ypVquDs7MylS5eeLqk4ng4dmFgjM16UAO7Qrt17ZicSEZOFh4cnPCpUqEBERMRDx/7/QyQlje8awN24g0AGvv1Bs6RE0hLVBkkvGrzfk++69gOcCI9aQtnCPYmIMDuVSNqQ5OV7sbGxuLq6PvzDzs7ExMSkeCixcxYLTtOm8m35VrxsWLh0aQFjx77DkCF1zU4mIibJkiXLf965Ff63ya093GEpICCAgIAAu8iarhkGY+fOBqBc9ucpXc/P5EAi8v85Wm0A1Qf5dx2mj+bc2csMWzObS+FfU7GYN/vPjMY52bceE3EsSV6+Z7VaadasGW5ubgnHVqxYQYMGDciUKVPCsZ9//jnlU6YBmoL7BPr1o/yk7fzJDlxdSnPj5j4yZ9ZZV8RePc15cNOmTUkeW7eu/TSwVRvStq96fkPvad0BV3auDKJy8wpmRxJxOKoNiVN9kEQZBj3LtWHageUA1C79GZv2D+QxvVkRu5TU82CSm1JvvfVWkl549uzZSUtoZ1RYnkBYGGeKlqfw9VAMQmnadBKrV/cxO5WIPCGdBx+l30kaZhhkc63OzZgdlMzaisM3l5udSMQh6TyYOP1e5F/FxdEm/3Msu7gRsPJSgxks+b2z2alEUlxSz4NJnrbiqM0mSUVeXhSc9AlvvzGRGewhMPAjtm1rR40avmYnExGTbdmyhW+++YZTp06xePFi8uTJw7x58yhUqBC1atUyO544gOkDZnEzZgfgzNcztZeUiD1QbZB0wWrl55Orqe1bjz/CdvDT+h70fC0LU3940exkIqZI8kbnIk+kfXum1s6EJ8WAcF5++T2SNjdPRBzVTz/9RJMmTciQIQN79+4lMjISgNu3bzNmzBiT04mj+OCrbwAo5tWMOi9WMTmNiDyOaoOkJxZ3dzaeWoWfe1kgimkLO/FRn9/NjiViCjWlJHVZLDhPm8osayRg4fLl7/nww/VmpxIRE33yySd8/fXXzJgx46Fbf9eoUYO9e/eamEwcxbeDvuVGzC7AmenTh5kdR0SSQLVB0htnb292H/uVfM7PALcZNfk1pozdY3YsEZtTU0pSX6lSvDSkA1V4FoBPP+3OlSv3TQ4lImY5duwYderUeeS4p6cnoaGhtg8kDmfwxGkAFPV6nnptNUtKxB6oNkh6lCF/Pg4E/0R2ayHgGu9+8CI/fHvM7FgiNqWmlNjGsGGsKHgHJ3IQG3uCli3Hmp1IREySK1cuTp48+cjxrVu3UrhwYRMSiSOZNuBbbsTsAVyYOf0Ds+OISBKpNkh65VXKjwObF5DZkgc4x+tvt2HNLxfNjiViM2pKiW24u+MzaxpD8QFg166xLFly1ORQImKGbt260adPH3bs2IHFYuHSpUvMnz+fgQMH0rNnT7PjiZ0bOjl+llQJr+bU1SwpEbuh2iDpmW/NauxZOgM3smNwhOatX2DH1ptmxxKxiSTffU/kqdWvz4i3qjBztjOX+JO33urOCy9swMXFYnYyEbGhQYMGERYWRv369bl//z516tTBzc2NgQMH0qtXL7PjiR37qu+33HowS2rmELPjiEgyqDZIelf8hWZsnfEl1bv2JMbYQ506rdgbvJpSZT3MjiaSqiyGoXuhJUV4eDheXl6EhYXh6elpdhz7dfMmu4pUpUroRSCCtm1ns2hRJ7NTiUgSpPR58N69exw+fJi4uDj8/PzInDlzCqS0LdWGtMMwDLK6VCIsdi9+WVpz6NZSsyOJpAuqDYlTfZAntX7cNBq9P4g47pDBqQGHT6ykYCF3s2OJJFtSz4Navie25e1N5akjeZlSAPz440B27bpucigRMUPGjBmpVKkSVapUsds/OiTt+KLHN4TF7gVcmTVHe0mJ2CvVBknvGgzuwU8Dh2IhAxGx6yn7zEuEhMSYHUsk1Wj5ntjeq68yf/YcAtcW4g6nadmyH5cvz8OiVXwiDq1z585JGjdr1qxUTiKOJi42jpEzpwNQJtvzVH2hssmJRCSpVBtEHtX6s/f57sZtOs6ewO2oVfgVfo0T5xeRLZvmlIjjUVNKbM9iwXX6N3z3TANeirRy5cr39O37Gl9+2dzsZCKSiubMmUOBAgWoUKECWjkuKemzt6cSHrsPcGP2/OFmxxGRZFBtEElch1mjuR16G/+lU7kVsQS/gm9x4uIcPD11JV8ci5pSYo6CBXnxi4HU8Z/FZvbw1Vfd6NnzECVKaM29iKPq3r07Cxcu5NSpU3Tu3Jk33ngDb29vs2OJnYuLjeOTuTMBKO/TgopNypmcSESSQ7VB5N/1/Hkytxvf4/21s7h6Zy6lCmTg6IVpZMqkxpQ4Ds3/E/N0786KmplxIy+GcYGmTd8zO5GIpKKpU6dy+fJlBg8ezIoVK8iXLx9t27blt99+s7ur4wEBAfj5+VG5spaJmW1k+wncifsTyMCcRR+bHUdEksmRagOoPkjKG/zbDIbVeA2AC6HfULbQe9y/b3IokRSku+8lke6gkUr++otvS7bg7eijAIwYsZ7hw+ubHEpEEpPS58GzZ88yZ84c5s6dS3R0NIcPH7a7TW1VG8wVGxWNh3tpIozjVMn9Ojsufm92JJF0R7UhcaoPkqIMg77PvsSXwfF3lvXLM4x9p0bh6mpyLpH/oLvviX0oUoQuE3rwLPFXk0aNfJtz5+6aHEpEbMFisWCxWDAMg7i4OLPjiB16r/UnRBjHAU/mLf/E7DgikgJUG0QSYbEwae9PdC7RDIDDFz+haolRxOimfOIATG1Kbd68mZYtW5I7d24sFgvLli176PuGYTBixAhy585NhgwZqFevHocOHXpoTGRkJO+++y7Zs2cnU6ZMtGrVigsXLjw05tatW3To0AEvLy+8vLzo0KEDoaGhqfzuJMl69SKwijvO+BIbd4rGjYeZnUhEUklkZCQ//PADjRo1okSJEhw4cIApU6Zw7tw5u7wSLua5fyeCKau/A6BuwbYUr1TQ3EAi8sRUG0SSwGJh5qEVvFrwOQCCz3xEzVKjUe9W7J2pTam7d+9Srlw5pkyZkuj3x48fzxdffMGUKVPYtWsXvr6+NGrUiNu3byeM6du3L0uXLmXhwoVs3bqVO3fu0KJFC2JjYxPGtG/fnuDgYAIDAwkMDCQ4OJgOHTqk+vuTJLJayfH9t3zuHL+p5bFjXzJmTJDJoUQkpfXs2ZNcuXIxbtw4WrRowYULF1i8eDHNmzfHatXEXUmeHk0+IpqzWMjO94EjzY4jIk9ItUEk6SxOTiw4EUibPPHbnew8Pow6ZcepMSV2Lc3sKWWxWFi6dCmtW7cG4mdJ5c6dm759+zJ48GAg/ipKzpw5GTduHN26dSMsLIwcOXIwb9482rVrB8ClS5fIly8fq1atokmTJhw5cgQ/Pz+CgoKoWrUqAEFBQVSvXp2jR49SokSJRPNERkYSGRmZ8HV4eDj58uXTuvDU9MUXlB0wjwME42Qtwcm/9lKwYEazU4nI3552fwyr1Ur+/PmpUKECFsu/3zXm559/fpqYNqU9Q8wRdjWMbDmfIZYQWvn5s/xQ4he3RCT1qTYkTvVBUpMRFUXL/I1ZeWUTAHXKTWDD3gGojytpid3vKXX69GlCQkJo3LhxwjE3Nzfq1q3Ltm3bANizZw/R0dEPjcmdOzelS5dOGLN9+3a8vLwSGlIA1apVw8vLK2FMYsaOHZuw3M/Ly4t8+fKl9FuUf+rTh7VVMuFMDmLjjtHwufdJGy1TEUkJHTt2pH79+mTJkuWh8+s/HyKP06nhUGIJwYlczFk7yuw4IvIUVBtEks/i6sqKM4E0yV4LgM1/vsdzFSdqxpTYJWezA/ybkJAQAHLmzPnQ8Zw5c3L27NmEMa6urmTNmvWRMQ9+PiQkBB8fn0ee38fHJ2FMYoYMGUL//v0Tvn4wU0pSkZMTORfOY/IzzekZdY2/Tn3F0KGtGTOmgdnJRCQFzJkzx+wI4gAuHbvI8gMLAWhf9Q2y5s76mJ8QkbRMtUHkyVjc3Vl9bg1N8jZk7c1tbAweQKPKTqzb3Zv/mHQokuak2ZlSD/xzGq9hGP85tTexMYmNf9zzuLm54enp+dBDbKBQIXpMHUhlngXg0087cfRomMmhREQkrXij6TAMbuBCQb5Z+7HZcURERExjyZCB386vpUHWaoDB+r39aFQ5QKtNxK6k2aaUr68vwCOzma5evZowe8rX15eoqChu3br1n2OuXLnyyPNfu3btkVlYkkZ07syaprlxIy+GcZ6Gz/XWiVVERDi+7SgbzsTvK9OjWWcyeGQwOZGIiIi5LBkzsvb8OuplqQLE8fue3jSp9rX+fhK7kWabUoUKFcLX15e1a9cmHIuKimLTpk3UqFEDgIoVK+Li4vLQmMuXL3Pw4MGEMdWrVycsLIydO3cmjNmxYwdhYWEJYySNsVjI8t23zPTICli4eGku/v7LzE4lIiIma9/mIyCcDJZn+Hz5B2bHERERSROsmTLx+/nfqZOlEhDH2p29aFZ9hhpTYhdMbUrduXOH4OBggoODgfjNzYODgzl37hwWi4W+ffsyZswYli5dysGDB+nUqRMZM2akffv2AHh5edGlSxcGDBjA77//zr59+3jjjTcoU6YMDRs2BKBkyZI0bdqUrl27EhQURFBQEF27dqVFixb/euc9SQN8fHhj3ijqUwmAadPeYdu2qyaHEhERs2xbvJU9V5cD8H7Hnji7OJmcSEREJO2wZs7MhvMbqOVVEYjltx09eL7mt2pMSZpnalNq9+7dVKhQgQoVKgDQv39/KlSowEcffQTAoEGD6Nu3Lz179qRSpUpcvHiRNWvW4OHhkfAcEydOpHXr1rRt25aaNWuSMWNGVqxYgZPT//6xOn/+fMqUKUPjxo1p3LgxZcuWZd68ebZ9s5J8L7zAyo6lyEwh4BrPN3+HyEidVUVE0qM3O38MROHlXJlhs3qZHUdERCTNsWbOzMbzG6ju+SwQy+rt3WlRa7YaU5KmWQxD/4smRXh4OF5eXoSFhWnTc1u6fZs1xWrS5MpRIJqmTb5mdWA3s1OJpEs6Dz5KvxPbWPLZz7wy6CUAZn60hC4fv2RyIhF5QOfBxOn3ImaKDQ+nZt667LgdDDjTvHoAv/7xju7KJzaV1PNgmt1TSgQADw8aL/2GjpZnAAj8rR/ffXfE5FAiImJLPYaOAyBvhsZqSImIiDyGk6cnW89vpJpHBSCGVdt70Lz6FM2YkjRJTSlJ+6pXZ/bItuTBD4ig69uvcvnyfbNTiYiIDYzvPo3r0TsBF7775kOz44iIiNgFZy8vtl7YSE2vykAcgTt606jiROLizE4m8jA1pcQuWIcMYVO1XDjhTXTMfurWGaxOv4iIg4uJimHE9MkAlMv2Ag061DI5kYiIiP1w8vRk88UN1MlaHTD4fd8A6pYdT2ys2clE/kdNKbEPTk4U+WkuEzLmB+DEyckMGLDK5FAiIpKaercYRYRxFPBk4bKRZscRERGxO9ZMmdh4aT2NstcCDLYeGkz1kp8QE2N2MpF4akqJ/cidm74/fkJ1KgEwcWIntm4NMTmUiIikhtCQUKav/RaAxkXb8kytkiYnEhERsU8Wd3d+u7CO533rALDrxIdUKjac6GiTg4mgppTYm+efZ22PamSmCHCNZk07cveuFkaLiDiaDg2GEMtFrORiwfpPzY4jIiJi1yxubqw4t46X8tYH4M8zIylfaCiRkSYHk3RPTSmxO5kmTmBl0RxABu7cXUuDBhPMjiQiIino1O6/WHlkIQBv1u5EtnzZTE4kIiJi/ywuLiw+vYb2hRoBcPjiGMoUGEREhMnBJF1TU0rsj5sbdX6dQz/nogDs3PkBw4f/YXIoERFJKe2e/wCDUNwsxfl6zcdmxxEREXEYFmdn5p8MpFOxpgCcuPIZfvn6ceeO7iIl5lBTSuxTiRJ8PncIpSkDxDJqZDu2b79mdioRSScCAgLw8/OjcuXKZkdxOFsXbGH31eUAfNCxF67uLiYnEhFJOtUHsQtWK7OPrqRHqRYAnLkxiWfy+RMWpsaU2J7FMAz9n5cE4eHheHl5ERYWhqenp9lx5G9hXbuRe+Zv3OMsmTM+x+Urv5E5s5PZsUQcks6Dj9LvJOUVyPgc5yLWk9WlEtfv78RqtZgdSUT+g86DidPvReyCYdC/4otM3LcMgByZO3D49GyyZ9ffU/L0knoe1EwpsWteUyaz6pl8QAbu3PudenV0y3AREXs16/05nItYD1iYOma4GlIiIiKpyWLhiz0/M7TGq4CFa3fmUTzfK1y6GGV2MklH1JQS++bmRt3A7xnkXgqAPftG8cEH60wOJSIiyRUbHUPfz74AoIjn87w6sIXJiURERNIBi4VPti5gXJMugDO37i+lRKFWnDh2z+xkkk6oKSX2r0ABxi0dRQUqAQZjx7Zn7dqLZqcSEZFk6N9yFLfjDgCZWbR4rNlxRERE0g+LhUGBM5jWrg/gxp3o3yjj14zg3aFmJ5N0QE0pcQxNm7JlcGM8KAJco1WLtly9Gm12KhERSYL/a+++43O6//+PP67sIYkRRITYI/aIPdsSPmZVrVIUraItSq0WrZo1W6u0VqnRFqU2JZTaovYeMVMrQUgkOb8//OTbSJCQ5GQ877fbdbtxzrnO9Txvcd5XXuf9PufWlVtMWTcTgNfytaJc3eImJxIREUl/ui4ay8IPB2DBibCorVSoUIdtm66bHUvSOBWlJM1wHv4Vm3zzYSEDD8N3ULFCX6KizE4lIiIv0qJmXyK5ijU5WbJllNlxRERE0q1WU4ewatAwrHHlkbGXWm/UYdWvF8yOJWmYilKSdlhb4/vHfL5xKwDA+QuTeKvZPJNDiYjI8xzY8A+bTi8C4MM3OpMlVxaTE4mIiKRv9b/ujf/ECdiSmSgO0ejtOiz44YTZsSSNUlFK0pZs2fh00w80tioFwPLfP2D8+H0mhxIRkWdp8VZ/IJQMVqWYtOYLs+OIiIgIUPWT99gzdzoOZMPgFG271GXyyP1mx5I0SEUpSXvKlWPZ3D7koRjwkD59mrJjh+ZCi4ikNPO/XMLpu2sBmNjvM6xsrE1OJCIiIk+UevdtDq/8iQwWT+AiHw38H199us3sWJLGqCglaZJV27bs7l4HR3JjGJeo8/pb3LqlG5+LiKQUUZFRdB82CjDI41yHTiPamB1JREREnpK/YV1O+P9CZitv4DpDxjfio3YrzY4laYiKUpJmZZ00lnW+xbGQgdCH2/Et+7FufC4ikkL0bTyckMgDgCOLF40wO46IiIg8g2f1Kpw+sJKc1gWBYCbPb0ErvzkYhtnJJC1QUUrSLmtrqq+bz+jMJQE4e2E6jRvONDmUiIjcvnSDSasfn49r5HmbCg3Lm5xIREREnidTyRKcPLWeIvbFgYcsXt+Z18qMIzLS7GSS2qkoJWlbpkz03TaTN60f/8Kzak0Phg792+RQIiLp29vVPyWSQKzx4Bf/cWbHERERkXhwypuHQ1f8qeRaAYhky8E+lM47iAcPNGRKXp6KUpL2+fjw66+DKEQxIJwvv3yTpUsvmJ1KRCRd2rV8J5vOLwHgw/rdyZbb3eREIiIiEl82mTOz47o/TXLUAuBw4AgKeX7I7du6T4q8HBWlJF2watqU3V80x5XHN+hr8fb/OHQo2OxYIiLpzttt+gMPcbUuz8QVA82OIyIiIglkcXBgeeBGPijWGIBLd74nv2dLLl4INzmZpEYqSkm64fblEHY1q4EN7kRGHaVKpebcvh1hdiwRkXRjfPcZBD7wB6yZOXIw1jb6GiIiIpIqWVsz/dByvqzdHrDm9sNfKZK/Af8cuGt2Mkll9G1Q0g+LhSKLfmR5qbJYcORe6EbKlPiQiAjNgRYRSWoP7j1k4LQxAJTI3IQWfRuZnEhEREReicXC4D/nMPOdnlhw4EHkRsqVq8OmNVfNTiapiIpSkr7Y2tJgy2JGZysHWLhw+QfeqP2N2alERNK8NlX7EmacwUIWlq8dbXYcERERSSSd549lRf8vscaFCGMXdf73OgtmHjc7lqQSKkpJ+pMxI313/UQ7+woA+P/Vn67vLzU5lIhI2nXY/yjL/5kHQNsKHcnnW8DkRCIiIpKYGo78jO2Tv8WeLBgco+37rzNq4DazY0kqoKKUpE958jDXfxLlLeUBg+9ntmPC+L1mpxIRSZPebNQHCMHJUowf/UeYHUdERESSQMXuHTiyYj5ullzAFQaMbEDXlr9g6G4p8hwqSkm6ZalYkR0L+5KTYkAovT9txIoVF82OJSKSpvwwYAGn764B4Nt+A7B1sDU5kYiIiCSV/I3qcXbvCrxsigB3+X5JG/wqTCIy0uxkklKpKCXpmm3LFhwc2oYMeAPXaPamH3v33jI7lohImvDo4SM+GTMSgAIu9ek08h2TE4mIiEhSy1y2NKfOb6K0U1kggg17e1LCuz/372vIlMSmopSke1kGD2DPO3WxJRuRUcepXqUBFy6Emh1LRCTV61RzIKFRRwBXlq3UQyVERETSC4ecnuwL2kpjj5oAHLs8mnwe7bl6NcLkZJLSqCglYrFQZN50NtSqjhWuPHy0k9IlmnPnjk6YIiIv68yeM8zfPRuAN0u2o3jNYiYnEhERkeRk5ezM75c28UmpNwELQfd+okDuhhzcH2J2NElBVJQSAbCyoubaBfzkUwVw4M7dNRQr3JmHDzXEVETkZTSu2xuDm9hbCrDgL42SEhERSZesrZl44De+a9oNC/aERqyjfPnXWLUs0OxkkkKoKCXyhL09bXYuYYxnRcCKK0FzKVtygG7KJyKSQHOH/MzROysBGPPxQBxdHE1OJCIiIqaxWOixbDIr+gzBGlcijH00alaLyaMPmJ1MUgAVpUT+y8WFvgeW0NOtAgDHTo2mWqUxeoypiEg8hYWG8eGwYYBBHuf6fDyxo9mRREREJAVo+M0A9sycihMeGJzlo/516fXeOrNjiclUlBJ5WrZsTNi/gFYO5QDYubcfDf2mmRxKRCR1eKdaXx4Yx7GQkZV/jDU7joiIiKQgZTq/w6nNi8lqlQe4wcTZb9Ko2izNTknHVJQSiUu+fPy8dy51bR8XplZv6E7bVgtMDiUikrId2PAPvx2YA0DLsh0pXsvH3EAiIiKS4njWqsGZY+spYl8UeMAf2ztTOu/nhIZqekp6pKKUyDNYihVj7d/fU8GqLGCwYHEHPnz/d7NjiYikWE2a9gLu4mxVknnbR5sdR0RERFIol0IFOXRtB3WyVgYMDgcOJ2+2tlwKDDc7miQzFaVEnsNSrhzb/5xAMUtpIILpM1vS99ONZscSEUlxRr43hcDQPwErZnw1GFsHW7MjiYiISApmkzEj665s5aPSbwEWgu7/TME8ddmx9V+zo0kyUlFK5AVsatZg/6qR5Kc4EMbY8U35YpC/2bFEJBHcvXsXX19fSpcuTYkSJZg5c6bZkVKl21duM2T24/tHlXZ/kzaD3jI5kYjIq1H/IJI8LDY2fHvgV6a16o0FJx5G+VO9ZnXmTDlkdjRJJipKicSDXf16HFoyBC+KAPf5ekRDvv5qm9mxROQVOTk54e/vT0BAALt27WLkyJHcvHnT7FipTtNKPXnEeazwYOW2SWbHERF5ZeofRJJX14Vj2TRqHHZkJYoTdOzxOp92Wm12LEkGKkqJxJPj2805tmAIOSgC3OOLIQ0YPWq72bFE5BVYW1vj5OQEwMOHD4mMjMQwdJPNhFg7YxNbAxcB8EnD7ngVyWlyIhGRV6f+QST51e7XleNrFpLZkgf4l/GzmlGv4jQiIsxOJklJRSmRBMjQphUnfhpMdooCd+k/4H+MGfW32bFE0q2tW7fSqFEjPD09sVgsLF++PNY2U6dOJW/evDg4OFCuXDm2bYs5yvHOnTuUKlUKLy8vPvvsM9zd3ZMpfeoXFRlFm+6DgHDcbSsxdvlAsyOJiADqH0RSq7z1Xuf8iQ0UdSgBhLFudzd8cn1GcLCKwmmVilIiCeTStjUn5n5ONooAIfQbUJ+RI3aaHUskXbp//z6lSpVi8uTJca5fvHgxPXv2ZNCgQRw4cIDq1atTv359Ll68GL1NxowZOXjwIOfOnePnn3/m+vXrz/y8sLAwQkJCYrzSsx51hnA7Yhdgz+I5Y7Cy1tcKEUkZ1D+IpF4uBQtwKGg7jTyqA3Dq2jfk8WjByRMPTU4mSUHfHkVegtu7bTg5ZyDZKAwEM3BQPYZ9qal8Ismtfv36fP311zRr1izO9ePHj6dTp0507tyZokWLMnHiRHLlysW0adNibZs9e3ZKlizJ1q1bn/l5I0eOxM3NLfqVK1euRDuW1ObUrhNM3/y4Hd8o8A6vtaluciIRkf+j/kEkdbN2cWHF5S30r/g2YM2dh79SvOjrrFtxxexokshUlBJ5SW7t23Fi9kCyURAIZvDQenwxcLPZsUTk/wsPD2ffvn3UrVs3xvK6deuyY8cOAK5fvx59NTskJIStW7dSuHDhZ+5zwIABBAcHR78CAwOT7gBSuHp1emBwE3tLYZbt/tbsOCIi8ab+QSSVsLJi5M4lzH+vD1Zk4JGxg3pNqjF2sG6fkpbYmB1AJDXL2OFdTtvbU6TNUK5wnK9HNuBh6C98M7GB2dFE0r0bN24QGRlJ9uzZYyzPnj07165dA+DSpUt06tQJwzAwDIMePXpQsmTJZ+7T3t4ee3v7JM2dGgzrNIWzdzcCVnzXdwgZMjmbHUlEJN7UP4ikLu/8OIqCZQtTq8cAHnCOvsP8CNgzmZ9Wv4vFYnY6eVUqSom8IpfWLTnp5IRP00Fc5BBjJzUjOGQhM2bFPVxcRJKX5alvK4ZhRC8rV64cAQEBJqRKva6cC+LLWSMAKJ25GV1GtzY5kYjIy1H/IJJ6VOjekXNlfShfoz2XIk6wYG0HDuU5wfYjX5MhgypTqZmm74kkAucmjTi5cSL5LaWBcGbObknLN+ejJweLmMfd3R1ra+voq95PBAUFxbo6LvFXr+KHRHIFG3Kz9u+JZscREUkw9Q8iqVP2yhU5c2UbNTJVBgz+uTiC3Fnf5uSJULOjyStQUUokkdi//hrHtk2hhFUpIIIly9tTr/Z0FaZETGJnZ0e5cuXYsGFDjOUbNmygSpUqJqVK3Sb3/5lD/y4FYHjbXmQvlNPkRCIiCaf+QST1ssualS1BW/mk7OMboN9++BvFitZixZJzZkeTl6SilEgisq1ahQN7ZlHJpjQQxXr/D/EtOZRHj1SZEkkK9+7dIyAgIHqKxblz5wgICIh+pHfv3r354YcfmDVrFseOHaNXr15cvHiRrl27vtLnTpkyBR8fH3x9fV/1EFKN2//eo/eYLwAolKE+n/3U09xAIiLPof5BJO2y2Ngwcd8S5nfpjzUuRBh7aNKyBkM++dPsaPISLIahcRzxERISgpubG8HBwbi6upodR1I44+RJGpZuy+oHewAokOtD/jkxGUdH1YEl9UqJ58EtW7ZQu3btWMvbt2/PnDlzAJg6dSpjxozh6tWrFC9enAkTJlCjRo1E+fyU2CZJpbJ3B3ZenIsV2Tizayt5Kjz7KVQikn6k1POg+geR9OHgnCVUe68394zLgCP/qzSB37d9gI3unm26+J4HVZSKJ3UskmBXr9KxWCvm3N4KQLaMzTl0YgHZstmZHEzk5eg8GFt6aZMF49fS9tOGQCT96w9h5OqhZkcSkRQivZwHE0rtIpJ8bh38h4oVWnM6/CgAed17sfvYWNzdNSDATPE9D6bof6WhQ4disVhivDw8PKLXG4bB0KFD8fT0xNHRkVq1anHkyJEY+wgLC+Ojjz7C3d0dZ2dnGjduzKVLl5L7UCQ9ypGD2edW0D93PcCGoDu/kj/3/zh+/J7ZyURE4i30/iM69+0DROJlX52Rq4aYHUlEREQkWuZSJTketINGHtUAOHdjAnk8m7B31x1zg0m8pOiiFECxYsW4evVq9OvQoUPR68aMGcP48eOZPHkye/bswcPDgzp16nD37t3obXr27MmyZctYtGgRf/31F/fu3aNhw4ZERkaacTiS3ri5MfLEMiaXboIFR+6FbaJk8Vps3nzd7GQiIvHStEIfHkYdwYIba5aNA4seuywiIiIpi7WbGysu+zO0xjuALfcf/UHFSlX5cdJBs6PJC6T4opSNjQ0eHh7Rr6xZswKPR0lNnDiRQYMG0axZM4oXL87cuXMJDQ3l559/BiA4OJgff/yRcePG8cYbb1CmTBnmz5/PoUOH2Lhx43M/NywsjJCQkBgvkZfi4ED3vYtZVq8F1mTkUeQ+Xn+tIrNmHnrxe0VETLRq3k42HJ0BQJdKHSheXzfuFRERkRTKyooh/vP5o98w7MhMFEfp3LMW7zVdqCeip2Apvih16tQpPD09yZs3L61ateLs2bPA4ydoXLt2jbp160Zva29vT82aNdmxYwcA+/bt49GjRzG28fT0pHjx4tHbPMvIkSNxc3OLfuXKlSsJjk7SDWtrmqyezd/dP8SBnBhcoNP71Rnw6Rqzk4nIS0gPT1cKD4+idadPgIe425Rjmv83ZkcSEUnx0kP/IJLSNRjVjxNrlpDNKj9wh9m/t6Wk9wBCQlSZSolSdFGqYsWKzJs3j3Xr1jFz5kyuXbtGlSpVuHnzJteuXQMge/bsMd6TPXv26HXXrl3Dzs6OTJkyPXObZxkwYADBwcHRr8DAwEQ8MkmXLBZ8J4/g9PSvcacwEMyo8Y1p4jdZlXuRVKZ79+4cPXqUPXv2mB0lybSpMZS7EbsBJ37/cThWdrZmRxIRSfHSQ/8gkhrkqfc6Fy5upapbJSCKw4GjyJW1KQH7NAMqpUnRRan69evz1ltvUaJECd544w1WrVoFwNy5c6O3sTx1bwvDMGIte1p8trG3t8fV1TXGSyQx5PygAxc2z6CodXkgghXrP8InX2/u3YsyO5qICADbVh/jt12TAGhRtCVV3vUzOZGIiIhIwjjk9GTbv1vp49sCsCEkfAXlylflh4n/mB1N/iNFF6We5uzsTIkSJTh16lT0U/ieHvEUFBQUPXrKw8OD8PBwbt++/cxtRMzgVKsGR04toVGG6gAcPz+BXB7NOXUq1ORkIpLeRUYaNG3WAwjB1cqHBXsmmx1JRERE5KVYbG35ZvdilvX+ElsyE8VhuvSqxbuNlhClMQEpQqoqSoWFhXHs2DFy5MhB3rx58fDwYMOGDdHrw8PD8ff3p0qVKgCUK1cOW1vbGNtcvXqVw4cPR28jYhZL3rysuLSSgXn8AFvu3F+GT5Eq/L7snNnRRCQde7/hRG6F/QnYsnjMF9g4O5kdSUREROSVNB03kOMrF5LNKh9wm5/+aE2J3IO5c0f3UTFbii5K9enTB39/f86dO8euXbto3rw5ISEhtG/fHovFQs+ePRkxYgTLli3j8OHDdOjQAScnJ9q0aQOAm5sbnTp14tNPP2XTpk0cOHCAtm3bRk8HFDGdmxvDT65kkd87WJOJiKiDNG1WgS8+W2t2MhFJhwL+DmT22pEA+OVuQr1PW5mcSERERCRx5GtYlwsX/KnmVh6I4ujlYeTK9hZ7d94xO1q6lqKLUpcuXaJ169YULlyYZs2aYWdnx86dO/H29gbgs88+o2fPnnTr1o3y5ctz+fJl1q9fj4uLS/Q+JkyYQNOmTWnRogVVq1bFycmJlStXYm1tbdZhicRka0vLtbP5Z9gXuJIPuMHX3zSkTpVRPHqkyr2IJA/DgAZ1PsLgXxwteVm2Z5rZkUREREQSlYOXF1v/3UHfCs0BG+49WkaFylX59ms9nMAsFsPQc7/iIyQkBDc3N4KDg3XTc0kydzdvpVLdPhyNeHxS9MjUil0Bs8md28HkZCI6D/7XlClTmDJlCpGRkZw8eTJNtEmfNrMZt/A9wMLC/lNoNfJDsyOJSCqgviGmtNg/iKRVKweOpvnIMYRzC3Dhzerf8MvmD9D4lcQR3/5BRal4UocrycW4epX2pdrz07+bgChsrcry62/LaNw0t9nRJJ3TeTC2tNImp4/eolCx0hgEUiVrfbYHrTY7koikEmnlPJjY1C4iqUOg/19UfqMTlyNOAuCdqTO7jk4hu4edyclSv/ieB1P09D2R9MiSIwfzLv3BDzXbYoUbj6L20+TNcnTv9DsqIYtIYjMMqFftEwwCsSMHq3Zq2p6IiIikD7lqVuPcv7to4Pk6ABdu/4B3zpqs/e20ycnSDxWlRFIiOzs6bZnLgaGfk5E8wA2mzmpKify9CA6OMDudiKQhIz5expnbCwCY2KkHGfN5m5xIREREJPnYZszIH5c2MK5Zbyw4Exa1k/rNq9Gr3a8aFJAMVJQSScFKDunDlZ2LqeJQEYAj5ybimbUG/psvmZxMRNKCwPP3GDL5M8CgpGsNPpw5wOxIIiIiIsnPYqH3b+PYPWcerpY8wHUmzm9F2TwDuHtXlamkpKKUSArnWLEC24M2MLhYcyw4E/rob2q9VpaeXZerci8ir6RepZ5Echob3Fm7eQpYLGZHEhERETFN+fbNuHx2C+VcKgGRBFwcRc4sDdj9179mR0uzVJQSSQ1cXPjy0BL++mwoGcgH/Muk75vhk6c3//6r6XwiknDjB63i6PXZAIx4qws5yhY3OZGIiIiI+TLk8WbPrW18WqkdYMfdR2uoVL0yo/r5mx0tTVJRSiS1sFioMroP13cuopJDRcDg+MUJeOWoxqL5J8xOJyKpyNUrD+g3sjcQRVGnavT9ZbjZkURERERSDIuNDWP/nseaL8djT3YMzjBgTH1eLzOesDCz06UtKkqJpDJOFX35O2gDw0u9iQVnwiN30bpdeRrXnsijR5rPJ5IcpkyZgo+PD76+vmZHeSl1fT8hwjiJNe6sXzdR0/ZERBJJau8fRCSmeoO7c3H3avLbFQce8GfAp3hlas2xQyFmR0szVJQSSY1cXBgYsJR/xowhu6UIcI+VW3rhkbEee3ZfNzudSJrXvXt3jh49yp49e8yOkmDjBq3l8JUfARjesANe1cqZnEhEJO1Izf2DiMQtm29ZTt7eRdtCDQALNx4sonjJykwftcPsaGmCilIiqVjxvt24fH4dbTzqAXbcCl1PxYol6NFxoW6CLiKxXA4Mpf/InkAURR2r0O/30WZHEhEREUnxrJyc+OnEH/z88TBsyUIUR/lwQB0aVRxLhG7x+0pUlBJJ5axz52bB5VWs6voFTuTD4F+mzGmDd9a2nDp1z+x4IpKC1K3QiwjjBNZkYf2Gb8FKXwNERERE4qv1pEGc8f+DXLbFgVD+2N0XL7fmnDoWbHa0VEvfRkXSAisr/jftc4L2LaVmhlqAhcCbCyhcqBjvvvkjDx9q2JRIejfmszUcvfYDAMObdMSrqqbtiYiIiCRUrhqVOHd7J2/nbwJYcT30N4r6VGLqiL/MjpYqqSglkoY4ly3Fllvrmd2oB3Z4YHCRn5Z3JmOGinw5cDNRUWYnFBEzXLr4gIHfPHnaXmX6LdW0PREREZGXZe3szJLTy5nfYzi2uBPJcboPqku9cmMIC9OAgIRQUUokrbG1pcOKb/n37xU0yVoXC46ERe5h6MjXcHdpwoJ5J8xOKCLJrI7vJ0RyHGsys2HTZE3bExEREUkE73zX/z/T+R6wbn8/cmZqzqEDd8yOlmroW6lIGuVayZfl19dy6ocfKGdfEbBwO3QFbdsXwzNjG35ZdNrsiCKSDL76eDnHgx5P2xv1VmdyViprciIRERGRtCNXjYqcv7OLdwo+ns5388FSSpetyLgvtpkdLVVQUUokLbNYyN+pDXvvbuPP7p+T26o4EMnV4IW0aF0Ur8zvsvy382anFJEkcubkHb78ridgUDJDdfr8MsrsSCIiIiJpjpWTE/NPLmdJr+HY4U4UJ+nzdV1qlRxDaKim8z2PilIi6YGtLbUnf8WFkJ0sbdcXL0sxIILLt3/izeaFye3eXiOnRNIYw4DXKnYligvYkoON26aBxWJ2LBEREZE06+3x/Tn31x/ksysOPMT/UD9yZm7Ovr9vmh0txVJRSiQ9cXbmzXljCAz+m8Wte5HDUhQIJ/DmPFq0LoqHawt+nH4IQ8V8keeaMmUKPj4++Pr6mh3lmT5+Zy4X7ywGYGr7bmQtXczkRCIiaV9q6B9EJGl5Vq3Iqdu7eM+nCWDNnbCl+FapwJAea82OliJZDEO/fsZHSEgIbm5uBAcH4+rqanYckcQREsLCD4bQd8kGLkcd+f8LLWRybMgXXwzkk36VdD9kiabzYGwptU32bL9MxWplMQiieqY6bL25TqOkRCRJpNTzoNnULiIC8PvnE2g5fDRhXAdsKOvdi80HR+LqZm12tCQX3/Ogft0USc9cXWm9cAKX7u5mRZdB5LMuBRjcfrCS3gMr42Jfi55dlvLggWrXIqnFo0cG9d7ogkEQTuRhzZ4ZKkiJiIiImKDJ17249M8mijmXByLYf+EbcmSpzfplp8yOlmKoKCUi4OREoxlfc+b+Ljb3GUFR2/KAFaER/kz64S1cnEvQ7I3JXLkSbnZSEXmBNnUmcuvhGsCGJYM+xTl/HrMjiYiIiKRb7iWKcejO3/St9h4WHAiN3IZfsyp0bjyHqCiz05lPRSkR+T/29tT6ZgBHH+zk4PjpVHepiQUnIo0jLNv0ETlz5qFS0QHs2H7D7KQiEodVvxznV/8vAWjm3YAGX/cwOZGIiIiIWGxsGLPtR7Z/PxdXSz7gBj+u7EjezB05f/aB2fFMpaKUiMRmbU3JXl3YGrKF63/8Riuv/2GLO3CVXcdHUbVaLjzdWjFh5A4iI80OKyIA9+9H0aJ1FyCYzFaFWbR/ttmRREREROQ/Kr/fgmtXdvBattcBuBg8hwL5KzB15E6Tk5lHRSkRea6sDeqxMHAVIYe30K/cO7iRH3jI1ZDF9B5YFWf7SrzTaCbXrj0yO6pIulav/BeERv4FOLB6+jBsM2cyO5KIiIiIPMXRIzubrm1gWtsBWJOJSA7TfeDr1C45hvv309+9fFWUEpF4cShWjFF753M7eD+/df6cona+gA1hkbv4+Y/3yZHDmxK5u7NkwQn0TE+R5DVt5Bb+Oj4WgB7lWlCxy9smJxIRERGRZ7JY6PrTCE5v/J3ctsWAULYc6keOTE3YtvGa2emSlYpSIpIgFldXms0cxtGHuzg9dwGNs9fDhizAVQ4HTqVl26K42NWmw5uzNHpKJBlcCrzPx4PeB8LJa1eeb7fPMDuSiIiIiMRDnterc+7ObjoVawrYcPfRSmrUqUD3lkvSzU3QVZQSkZdjsZD/3Rb8fm0N907uZMRr75PTqgRgcD9iC3OXdyJHjlwUy9mVuTP+STcnVZHkZBhQvUwXIoxTWJOVLasnYbG3NzuWiIiIiMSTlZMTPxxextphE3EiBxDI1CUtyZulI+fO3Dc7XpJTUUpEXpl9wQIM2PQ9l8L2E/DtLOpl9fv/o6euc/TK93T4oBSOtr7UrzicPbtumh1XJM3o1noW528uBCx893YXcr9exexIIiIiIvIS/D7vzrWz26mWuToAF+/MoWCBskwautHkZElLRSkRSTw2NpT6qCNrgtYSenYP39T9kNzWpQFrwqP2snb351So5EkWxwZ0f2c+QUGa3ifysjavO8v0xX0BqJWpDh8uGmZyIhERERF5FS5587Lthj/T3hmIDe5EcpKeX9anYoGPuXs3wux4SUJFKRFJErZ589Jn3VQuPNrPucW/0a5Ac1zIC4Rz6+Fqpv7cjuzZvSiQ9V2G9VvDvXua3yepx5QpU/Dx8cHX19eUzw8NjaJRo/bALVwsBVmzfyZYqUsXETGb2f2DiKQBFgtd5w/n/LbVFLSvCESw+8x3ZMvoy6/z9pudLtFZDEPPyYqPkJAQ3NzcCA4OxtXV1ew4IqnTgwdsHDaNYdNXs/32fiK5Hb3KghdFPPzo3K0d3frWwMHBYmJQiYvOg7GZ1SZVfQaw49gowJFtY6ZSrW+HZPtsEZH/Ut8QN7WLiCQGIzyc/rU/4ZsdCzEIBhypV6E/y7d+jr19yr4gGd/zYMo+ChFJWxwdeWNEb/xvbeTB+QN891YfijtWxUIGDC5x7NqPfDq4Fs6OBSmVuxvTx+8iLEx1c5H/mvDln+w4NhaAT0o3V0FKREREJI2y2Nkxevs0Ds6bT3ar0sAD1u4eQlbX2mxce87seIlCRSkRMYWttzc9fv2GQ6F/cf/YXkbX/4hC9hWx4EAUZ/gncBoffloJJ4cC+Hh04uu+qwkOjjQ7toipTh4Pps/Q94EICtj5MuHvGWZHEhEREZEkVqJdQ67c2kKHAi0AR+6Gb6VO/bK0aTiNiIjUfRFfRSkRMZ1jkcJ8tvpbTjzcyZ29OxhSqyt5bcsB9kRxlmPXZ/HF2AZkzJgT74yt6NV+AZcuhZkdWyRZRUQY1PB9lyjOYEt2tm74FouDg9mxRERERCQZWLm5MfvUYrZ+NR43SyHgDgtXdcMjYxP27PrX7HgvTUUpEUlRXMuVYejmaZwN38udvTv52u9jijpUwQoX4DoXgxczcV5bcuXKSjanBrR6bSz+my6ju+NJWteizhiu31sBWDO3c3dy1KhkdiQRERERSWbVv+jKv2fX08S9LmDNzfsrqVipJD3aL0mVvxOpKCUiKZZbudIMWjuJow+2E3ruEN+/Mwhf19ewxR24y78PVrN4c19qveGFvXUZynl3Z8ygdZrmJ2nOvBm7WLZlKADNczai9YzPzQ0kIiIiIqaxzePN8utr+L3LIJzIjcE1psxrSe4s73Li+F2z4yWIilIikirY5/Hm/flfszt4Ew9vnWRZ7zHU9WiEKwUAeGQEsP/iVPqNqEfGjNnxcG7MO3UmsGPrtVR5xUDkifPn79Gpa1vgITmsyrIo4Aew6OmUIiIiIumalRWNZ3xJ0IGV1HSpDsCl2z/hU7Q0gz/dmGp+B1JRSkRSHatMmWg6ri/rrq4gOPIEp5euoWfFLhSwr/T/p/nd5HroSn7e2JuqNT2xty5JMY+O9G43h2NHgs2OLxJvkZEGVcu0J8I4jQ3Z2bFwGNbuWcyOJSIiIiIphHPpkmy59Sez3+qJHdmI4izDxvtRJOfHXLoUbna8F1JRSkRSNysr8r9Zjwk7Z3Dq4d88uHScBR8O5/XsDXEhP2DwyDjE0etzmDC/Iz7F3XG09qVs7q4M7v4LFy88MPsIRJ6pRf2JXLmzFLBmZpN3yNPif2ZHEhEREZGUxsaGDr9O4PLmXynt4AtEcfLqd+TJXZ6JI3ebne65LIaRWgZ1mSskJAQ3NzeCg4NxdXU1O46IxEdkJOdW/8nMCX+weu9hjt89QRiXn9rIAWebcpT0Lkv9/9Wgbc/65M3nbErclE7nwdiSsk1mT9/Nex/WAh7wpnt9ll5bCdbWifoZIiKvSn1D3NQuImKasDDG/e9D+v25jEjuAHaULdCPdX8Pwd09+b5Lxvc8qKJUPKljEUkDHj3in4V/8OO0taz/5yinQ48TwY2nNrLB3qoE+dyLU71SBVp3a0SNOt5YaVypzoNxSKo2OXHiFsWKliXSuICnVWkuXlyFdU7PRNu/iEhiUd8QN7WLiJjtwtJVvN6qP2ceHQbAzqoKM6bNov37hZPl81WUSmTqWETSHiM0lB0zf2XW7M1sOX6Ci2GnieDfWNtZkQePDCUpX7QMTdvU4e3OlcmQIf1VqXQejC0p2uTRo0hyZH6Dm/e2YIsXp3+eQu7WjRNl3yIiiU19Q9zULiKSEhj37jGwZkdG71+NQSjgQq0yX7LCvycuLkn74BwVpRKZOhaRtM8IC+PQkrXMn/UnfwYc5/idM9znLPD0adINF5ti5MtamIrlStLgndfxe7M49vZp+4loOg/GlhRtUr18L/7aNxFw5Ne3P+GtJSMTZb8iIklBfUPc1C4ikpIc+XEBdd4fytWo0wA42dRn4c/f0/jtXEn2mSpKJTJ1LCLpkGFwY+9BFn67glVbDnLg6hn+jTz1/68yPC0zLjZFyZ/tcaGq4TtvUKepT5oqVOk8GFtit0m/3gsZM6ENAF09WzDt4s+6j5SIpGjqG+KmdhGRlCby1i26VnqHH05tAh4BWWlaYzQL13XEwSHxP09FqUSmjkVEAB4F/cv6739n5cp97Dp5hjMhF7lrnOXxif1pmXG1KUq+bIWpWLYUdZpVoc5bZXB1TZ1FBp0H/8+UKVOYMmUKkZGRnDx5MlHaZOHCHbRp8zrwkNLWr3Pg0nzw8EicwCIiSUR9Q0xJ0T+IiCSm7aOn0mjAKG4bgQC42bfk9xXfUrNutkT9HBWlEpk6XBF5loeXLrP+x9Ws+mMfu06d5WzIBe4a54i7UOWAnSU/WZ3yUsAzL+XK+vDam1Wo3ag4Tk4p+z5VOg/Gllhtsm/fCSr6ViHSuEVmqnBp1VAc/1cnEZOKiCQN9Q1xU7uISEoWdu0a71R8h98ububxrUq8aV9/DDN/b4GtbeJ8hopSiUwdi4gkxMNLl1n3w2pWrdrH7pNnOHs3kLvGBeDhM97hjL1VAbI7e1PIKz/lfYvx+lvVqO5XKMVMAdR5MLbEaJOAgCNUrPAa4Y+CsKUUxz9+m3yTBiVyUhGRpKG+IW5qFxFJDf4YPI5WX3/DfeM6YCGbU2fWbhhNmSqZXnnfKkolMnUsIvKqIu/eZf/yLaxfvpddB09z/Oplrjy4zH3jIhD+jHe54mhVgGzOOcmdNSeFC+ShTIUiVG3oS/Hynsl6uyGdB2N71TY5e/YcxXwq8DDsBhZKsK5CJer8PR2sUvaoORGRJ9Q3xE3tIiKpRciFi7xZqQ1/XtsOgIVKjP5wAb2/y/dKv2uoKJXI1LGISFJ5dPMWO3/ZzMZV+9l96Awngi5z7cFlHhAIRDznnRmxt+Qik0MOcmbypIB3bkqWKUTFumWoXKdIok8H1HkwtldpE8OAQQMeMXJ0e+AUC7L70Ob4JMiYMUmyiogkBfUNcVO7iEhqM7f3cN6fMI5wJgDtqeZ5ljnrcpC/uONL7U9FqUSmjkVEklvYtetsW/gnG9cF8M/Jy5y7cZ3roUGERF4jkqAXvNseG3LjaudJdpcc5MvphY9PfnxrlqBao7LkyJnwzkXnwdhetk0MAwYMgNGjASIYa/sxn+7vBsWLJ1lWEZGkoL4hbmoXEUmN7ly4wC9tNtF7x9vcwwVny33G9r7KB98UwJLAO4qoKJXI1LGISIphGNw9d5G/V+xk17bjHDp+kdNXr3Hl3r/cfnSdcK7w/BFWBdmx4ySVKyfsY3UejO1l2yQgAMqVM4iKsjCJj/l4cTVo0SLpgoqIJBH1DXFTu4hIanZu9hY6drXHP7wymbnJ8c8XkHXYxwnaR3zPgzavGlZERJKZxYJLPm/q9vSmbs/Yqx/dvkPAmp38vekwAf+c40TgVS7dCeJGeBAPjMsY5CN//mRPLf9RujTMG32Vu8Mm0TXTCmjxrdmRREREREQAyNuxFn82Debb+ovw2vUbWd/okWSfpZFS8aSrHSKSFhjh4fx7/R5ZvTIn2RDc9OSV28Qw4NEjsLNL/HAiIslAfUPc1C4ikmYcPw5FiiT4bRopJSIisVjs7MiWK7PZMeQJi0UFKRERERFJuV6iIJUQ6eqZ01OnTiVv3rw4ODhQrlw5tm3bZnYkEREREREREZF0Kd0UpRYvXkzPnj0ZNGgQBw4coHr16tSvX5+LFy+aHU1EREREREREJN1JN0Wp8ePH06lTJzp37kzRokWZOHEiuXLlYtq0aXFuHxYWRkhISIyXiIiIiIiIiIgkjnRRlAoPD2ffvn3UrVs3xvK6deuyY8eOON8zcuRI3Nzcol+5cuVKjqgiIiIiIiIiIulCuihK3bhxg8jISLJnzx5jefbs2bl27Vqc7xkwYADBwcHRr8DAwOSIKiIiIiIiIiKSLqSrp+9Znnr+uWEYsZY9YW9vj729fXLEEhERERERERFJd9LFSCl3d3esra1jjYoKCgqKNXpKRERERERERESSXrooStnZ2VGuXDk2bNgQY/mGDRuoUqWKSalERERERERERNKvdDN9r3fv3rRr147y5ctTuXJlZsyYwcWLF+natavZ0URERERERERE0p10U5Rq2bIlN2/e5KuvvuLq1asUL16c1atX4+3tbXY0EREREREREZF0J90UpQC6detGt27dzI4hIiIiIiIiIpLupYt7SomIiIiIiIiISMqiopSIiEgCTZkyBR8fH3x9fc2OIiIiKYj6BxGRhLEYhmGYHSI1CAkJwc3NjeDgYFxdXc2OIyKS7HQejE1tIiLpnc6DcVO7iEh6F9/zoEZKiYiIiIiIiIhIsktXNzp/FU8GlIWEhJicRETEHE/Ofxpg+3/UN4hIeqe+IW7qH0QkvYtv/6CiVDzdvXsXgFy5cpmcRETEXHfv3sXNzc3sGCmC+gYRkcfUN8Sk/kFE5LEX9Q+6p1Q8RUVFceXKFVxcXLBYLPj6+rJnz56X3l9C3x+f7V+0zbPWx3f5038PCQkhV65cBAYGJttc+Vdt94TuQ+3+/KxJtY/4bvu87V613Z9elh7a/UXbG4bB3bt38fT0xMpKs78hdt8QFzN+dlITtc+zqW2eT+3zfMnVPuob4haf/iEppJX/FzqOlCetHEtaOQ5I+ccS3/5BI6XiycrKCi8vr+i/W1tbv9I/fELfH5/tX7TNs9bHd/mztnN1dU22/wSv2u4J3Yfa/fkZkmof8d32edu9ars/a1labvf4bK+r4DE93Tc8T3L+7KRGap9nU9s8n9rn+ZKjfdQ3xJaQ/iEppJX/FzqOlCetHEtaOQ5I2ccSn/5BlzNeUvfu3ZP1/fHZ/kXbPGt9fJe/6jEnhsTIkJB9qN0TL0Nit/uLtnvVdk9IjqSS3O2eWJ8pIiIiIiISH5q+Jy9Nj7o1h9rdHGp3eVn62Xk+tc+zqW2eT+3zfGqf9Cmt/LvrOFKetHIsaeU4IO0ci0ZKyUuzt7dnyJAh2Nvbmx0lXVG7m0PtLi9LPzvPp/Z5NrXN86l9nk/tkz6llX93HUfKk1aOJa0cB6SdY9FIKRERERERERERSXYaKSUiIiIiIiIiIslORSkREREREREREUl2KkqJiIiIiIiIiEiyU1FKRERERERERESSnYpSIiIiIiIiIiKS7FSUkkR39+5dfH19KV26NCVKlGDmzJlmR0pXQkND8fb2pk+fPmZHSTdsbGwoXbo0pUuXpnPnzmbHEZNcvnyZtm3bkiVLFpycnChdujT79u2Lsc2xY8do3Lgxbm5uuLi4UKlSJS5evGhS4uT1ova5d+8ePXr0wMvLC0dHR4oWLcq0adNMTJx88uTJg8ViifXq3r07AIZhMHToUDw9PXF0dKRWrVocOXLE5NTJ43lt8+jRI/r160eJEiVwdnbG09OTd999lytXrpgdO9m86Gfnvz744AMsFgsTJ05M/qCS5LZu3UqjRo3w9PTEYrGwfPlysyO9lJEjR+Lr64uLiwvZsmWjadOmnDhxwuxYCTZt2jRKliyJq6srrq6uVK5cmTVr1pgd65WNHDkSi8VCz549zY6SYEOHDo11rvTw8DA71kuJz3fO1MTG7ACS9jg5OeHv74+TkxOhoaEUL16cZs2akSVLFrOjpQvDhw+nYsWKZsdIVzJmzEhAQIDZMcREt2/fpmrVqtSuXZs1a9aQLVs2zpw5Q8aMGaO3OXPmDNWqVaNTp058+eWXuLm5cezYMRwcHMwLnkzi0z69evVi8+bNzJ8/nzx58rB+/Xq6deuGp6cnTZo0MS98MtizZw+RkZHRfz98+DB16tTh7bffBmDMmDGMHz+eOXPmUKhQIb7++mvq1KnDiRMncHFxMSt2snhe24SGhrJ//36++OILSpUqxe3bt+nZsyeNGzdm7969JqZOPi/62Xli+fLl7Nq1C09Pz+SOKMnk/v37lCpVio4dO/LWW2+ZHeel+fv70717d3x9fYmIiGDQoEHUrVuXo0eP4uzsbHa8ePPy8mLUqFEUKFAAgLlz59KkSRMOHDhAsWLFTE73cvbs2cOMGTMoWbKk2VFeWrFixdi4cWP0362trU1M83Li850q1TFEktDNmzeN3LlzG//++6/ZUdKFkydPGs2aNTNmz55tfPrpp2bHSTeyZMlidgQxWb9+/Yxq1ao9d5uWLVsabdu2TaZEKUt82qdYsWLGV199FWNZ2bJljc8//zwpo6VIn3zyiZE/f34jKirKiIqKMjw8PIxRo0ZFr3/48KHh5uZmTJ8+3cSU5vhv28Rl9+7dBmBcuHAhmZOlDHG1z6VLl4ycOXMahw8fNry9vY0JEyaYF1CSBWAsW7bM7BiJIigoyAAMf39/s6O8skyZMhk//PCD2TFeyt27d42CBQsaGzZsMGrWrGl88sknZkdKsCFDhhilSpUyO8Yri893qtRG0/cklvgM/506dSp58+bFwcGBcuXKsW3bthjr79y5Q6lSpfDy8uKzzz7D3d09mdKnXonR7n369GHkyJHJlDhtSIx2DwkJoVy5clSrVg1/f/9kSi4pyYoVKyhfvjxvv/022bJlo0yZMjGmLkdFRbFq1SoKFSqEn58f2bJlo2LFiql2ekVCvah9AKpVq8aKFSu4fPkyhmGwefNmTp48iZ+fn0mpzREeHs78+fN57733sFgsnDt3jmvXrlG3bt3obezt7alZsyY7duwwMWnye7pt4hIcHIzFYkndV4xfUlztExUVRbt27ejbt2+qHZ0h6VtwcDAAmTNnNjnJy4uMjGTRokXcv3+fypUrmx3npXTv3p0GDRrwxhtvmB3llZw6dQpPT0/y5s1Lq1atOHv2rNmREiw+36lSGxWlJJYnw38nT54c5/rFixfTs2dPBg0axIEDB6hevTr169ePcV+UjBkzcvDgQc6dO8fPP//M9evXkyt+qvWq7f77779TqFAhChUqlJyxU73E+Hk/f/48+/btY/r06bz77ruEhIQkV3xJIc6ePcu0adMoWLAg69ato2vXrnz88cfMmzcPgKCgIO7du8eoUaOoV68e69ev580336RZs2bpopD5ovYB+Pbbb/Hx8cHLyws7Ozvq1avH1KlTqVatmonJk9/y5cu5c+cOHTp0AODatWsAZM+ePcZ22bNnj16XXjzdNk97+PAh/fv3p02bNri6uiZvuBQgrvYZPXo0NjY2fPzxx+YFE3lJhmHQu3dvqlWrRvHixc2Ok2CHDh0iQ4YM2Nvb07VrV5YtW4aPj4/ZsRJs0aJF7N+/P9Vf+K5YsSLz5s1j3bp1zJw5k2vXrlGlShVu3rxpdrQEic93qlTH7KFakrIRx/DfChUqGF27do2xrEiRIkb//v3j3EfXrl2NJUuWJFXENOll2r1///6Gl5eX4e3tbWTJksVwdXU1vvzyy+SKnCYkxs97vXr1jD179iRVREmhbG1tjcqVK8dY9tFHHxmVKlUyDMMwLl++bABG69atY2zTqFEjo1WrVsmW0ywvah/DMIxvvvnGKFSokLFixQrj4MGDxnfffWdkyJDB2LBhQ3LHNVXdunWNhg0bRv99+/btBmBcuXIlxnadO3c2/Pz8kjueqZ5um/8KDw83mjRpYpQpU8YIDg5O5mQpw9Pts3fvXiN79uzG5cuXo5dp+l76ENf3mdSoW7duhre3txEYGGh2lJcSFhZmnDp1ytizZ4/Rv39/w93d3Thy5IjZsRLk4sWLRrZs2YyAgIDoZal1+t7T7t27Z2TPnt0YN26c2VESJD7fqVIbjZSSBAkPD2ffvn0xphEA1K1bN3oawfXr16NHioSEhLB161YKFy6c7FnTkvi0+8iRIwkMDOT8+fOMHTuWLl26MHjwYDPiphnxaffbt28TFhYGwKVLlzh69Cj58uVL9qxirhw5csS6+lm0aNHoEXXu7u7Y2Ng8d5u07EXt8+DBAwYOHMj48eNp1KgRJUuWpEePHrRs2ZKxY8eaEdkUFy5cYOPGjTGe4vnkyUBPj4oKCgqKNXoqLYurbZ549OgRLVq04Ny5c2zYsCFdjpKKq322bdtGUFAQuXPnxsbGBhsbGy5cuMCnn35Knjx5zAsrEg8fffQRK1asYPPmzXh5eZkd56XY2dlRoEABypcvz8iRIylVqhSTJk0yO1aC7Nu3j6CgIMqVKxd9HvH39+fbb7/FxsYmxoMWUhtnZ2dKlCjBqVOnzI6SIC/6TpUa6el7kiA3btwgMjLyudMILl26RKdOnTAMA8Mw6NGjR6p+SkNKEJ92l8QXn3Y/duwYH3zwAVZWVlgsFiZNmpSq73sgL6dq1aqxHll98uRJvL29gcdfTH19fZ+7TVr2ovZ59OgRjx49wsoq5rUya2troqKiki2n2WbPnk22bNlo0KBB9LK8efPi4eHBhg0bKFOmDPC4YO7v78/o0aPNiprs4mob+L+C1KlTp9i8eXO6fdJvXO3Trl27WPd/8fPzo127dnTs2DG5I4rEi2EYfPTRRyxbtowtW7aQN29esyMlGsMwoi9kphavv/46hw4dirGsY8eOFClShH79+qXKp9c9ERYWxrFjx6hevbrZURLkRd+pUiMVpeSlPH2DUcMwopeVK1eOgIAAE1Klfc9r9/961v025OU8r92rVKkSq7OW9KdXr15UqVKFESNG0KJFC3bv3s2MGTOYMWNG9DZ9+/alZcuW1KhRg9q1a7N27VpWrlzJli1bzAueTF7UPq6urtSsWZO+ffvi6OiIt7c3/v7+zJs3j/Hjx5ucPnlERUUxe/Zs2rdvj43N/309s1gs9OzZkxEjRlCwYEEKFizIiBEjcHJyok2bNiYmTj7PapuIiAiaN2/O/v37+eOPP4iMjIy+YJA5c2bs7OzMipysntU+WbJkiVWks7W1xcPDQyPY06B79+5x+vTp6L+fO3eOgIAAMmfOTO7cuU1MljDdu3fn559/5vfff8fFxSX6/7SbmxuOjo4mp4u/gQMHUr9+fXLlysXdu3dZtGgRW7ZsYe3atWZHSxAXF5dY9/NydnYmS5Ysqe4+X3369KFRo0bkzp2boKAgvv76a0JCQmjfvr3Z0RIkPt85Ux0Tpw5KKsBTc9LDwsIMa2trY+nSpTG2+/jjj40aNWokc7q0S+1uDrW7vIqVK1caxYsXN+zt7Y0iRYoYM2bMiLXNjz/+aBQoUMBwcHAwSpUqZSxfvtyEpOZ4UftcvXrV6NChg+Hp6Wk4ODgYhQsXNsaNGxfj0fZp2bp16wzAOHHiRKx1UVFRxpAhQwwPDw/D3t7eqFGjhnHo0CETUprjWW1z7tw5A4jztXnzZnPCmuB5PztP0z2l0q7NmzfH+X+hffv2ZkdLkGf9n549e7bZ0RLkvffeM7y9vQ07Ozsja9asxuuvv26sX7/e7FiJIrXeU6ply5ZGjhw5DFtbW8PT09No1qxZqrvH1xPx+c6ZmlgMwzCSsQYmqYzFYmHZsmU0bdo0elnFihUpV64cU6dOjV7m4+NDkyZNUv1TGVIKtbs51O4iIiIiIiLJR9P3JJYXDf/t3bs37dq1o3z58lSuXJkZM2Zw8eJFunbtamLq1E/tbg61u4iIiIiIiDk0Ukpi2bJlC7Vr1461vH379syZMweAqVOnMmbMGK5evUrx4sWZMGECNWrUSOakaYva3RxqdxEREREREXOoKCUiIiIiIiIiIsnO6sWbiIiIiIiIiIiIJC4VpUREREREREREJNmpKCUiIiIiIiIiIslORSkREREREREREUl2KkqJiIiIiIiIiEiyU1FKRERERERERESSnYpSIiIiIi+pVq1a9OzZM9Xt+79u3rxJtmzZOH/+fJJ/1os0b96c8ePHmx1DRCRRJNd5PCmob5DkoqKUiIiIpBsdOnTAYrHQtWvXWOu6deuGxWKhQ4cOL73/+P4CEhQUxAcffEDu3Lmxt7fHw8MDPz8//v777+htli5dyrBhw6L/HhgYSKdOnfD09MTOzg5vb28++eQTbt68+dJ5AUaOHEmjRo3IkyfPS73/Wce8YMECcuXKRebMmenbt2+MdefPn6dQoUKEhITEWD548GCGDx8ea7mISHJIKX1Ehw4daNq0aazlW7ZswWKxcOfOnXh93qv0G0nRN7xMvwDqG9I6FaVEREQkXcmVKxeLFi3iwYMH0csePnzIwoULyZ07d7JkeOuttzh48CBz587l5MmTrFixglq1anHr1q3obTJnzoyLiwsAZ8+epXz58pw8eZKFCxdy+vRppk+fzqZNm6hcuXKM9yXEgwcP+PHHH+ncuXOiHNcTN27coHPnzowdO5Z169Yxd+5cVq1aFb3+ww8/ZNSoUbi6usZ4X8mSJcmTJw8LFixI1DwiIvGVEvqIxPAq/UZS9A0v2y+A+oa0TkUpSXcSeoUhpew7oSwWC8uXL0+Sff/5558UKVKEqKioJNl/XA4dOoSXlxf3799Pts8UkbSpbNmy5M6dm6VLl0YvW7p0Kbly5aJMmTLRywzDYMyYMeTLlw9HR0dKlSrFr7/++sz9dujQAX9/fyZNmoTFYsFiscQ57eHOnTv89ddfjB49mtq1a+Pt7U2FChUYMGAADRo0iN7uv1eZu3fvjp2dHevXr6dmzZrkzp2b+vXrs3HjRi5fvsygQYNeqi3WrFmDjY0NlStXjl62cuVKMmbMGH2ODwgIwGKxxLiq/cEHH9C6detnHvPZs2dxc3OjZcuW+Pr6Urt2bY4ePQrAzz//jJ2dHc2aNYszU+PGjVm4cOFLHY+IyKsyu49ILK/SbyRF3/Aq/QKob0jLVJSSFC+ph9HOmTOHjBkzPnebcePG4ebmRmhoaKx1Dx8+JGPGjIwfP54qVapw9epV3NzcXjpPYrl69Sr169cHHg+HtVgsBAQEJMq+P/vsMwYNGoSV1eNTyJw5c6I7HIvFQo4cOWjRogXnzp2L9z4PHDhAw4YNyZYtGw4ODuTJk4eWLVty48YNAEqUKEGFChWYMGFCohyDiKRvHTt2ZPbs2dF/nzVrFu+9916MbT7//HNmz57NtGnTOHLkCL169aJt27b4+/vHuc9JkyZRuXJlunTpwtWrV7l69Sq5cuWKtV2GDBnIkCEDy5cvJyws7IVZb926xbp16+jWrRuOjo4x1nl4ePDOO++wePFiDMOIz6HHsHXrVsqXLx9jWY0aNbh79y4HDhwAwN/fH3d39xjHvWXLFmrWrPnMYy5YsCChoaEcOHCAW7dusWfPHkqWLMmtW7cYPHgwkydPfmamChUqsHv37ni1jYhIUjCzj0gMr9pvJEXfkD9//pfuF0B9Q1qmopSkCmYPo3333Xd58OABv/32W6x1v/32G6GhobRr1w47Ozs8PDywWCxJnulFPDw8sLe3T/T97tixg1OnTvH222/HWO7q6srVq1e5cuUKP//8MwEBATRu3JjIyMgX7jMoKIg33ngDd3d31q1bx7Fjx5g1axY5cuSIUQjs2LEj06ZNi9c+RUSep127dvz111+cP3+eCxcusH37dtq2bRu9/v79+4wfP55Zs2bh5+dHvnz56NChA23btuX777+Pc59ubm7Y2dnh5OSEh4cHHh4eWFtbx9rOxsaGOXPmMHfuXDJmzEjVqlUZOHAg//zzT5z7PXXqFIZhULRo0TjXFy1alNu3b/Pvv/8SGBhIrVq18PHxoWTJkvzyyy/PbYfz58/j6ekZ6zhKly7Nli1bgMe/ZPTq1YuDBw9y9+5drl27xsmTJ6lVq9YzjzlTpkzMnTuXd999lwoVKvDuu+/i5+dHnz59+Oijjzh37hxlypShePHisUYW5MyZk7CwMK5du/bc7CIiScXMPuKJP/74I/oixpPXkwvOwHPP9wnpN+KSFH1DlixZXrpfAPUNaZmKUpIqxHcYLSRsKO2WLVvo2LEjwcHB0aN8hg4dGmu7rFmz0qhRI2bNmhVr3axZs2jcuDFZs2aNNX3vwoULNGrUiEyZMuHs7EyxYsVYvXp19HuPHDlCgwYNcHV1xcXFherVq3PmzBkAoqKi+Oqrr/Dy8sLe3p7SpUuzdu3a6PeGh4fTo0cPcuTIET2yaOTIkdHr/zt9L2/evACUKVMGi8VCrVq12Lp1K7a2trFO7J9++ik1atSIs70AFi1aRN26dXFwcIix3GKx4OHhQY4cOahduzZDhgzh8OHDnD59mj179lCnTh3c3d1xc3OjZs2a7N+/P/q9O3bsICQkhB9++IEyZcqQN29eXnvtNSZOnBij6Ojn58fNmzefeQVKRCS+3N3dadCgAXPnzmX27Nk0aNAAd3f36PVHjx7l4cOH1KlTJ8YvBPPmzYs+T7+Kt956iytXrrBixQr8/PzYsmULZcuWZc6cOQne15Mr3RaLBRsbGyZOnMjRo0fZuHEjvXr1eu605wcPHsQ6n8PjqYNbtmzBMAy2bdtGkyZNKF68OH/99RebN28me/bsFClS5Lm53nzzTQ4dOsTp06cZOnQoW7Zs4dChQ3Tp0oVWrVoxceJEfvvtNzp16kRQUFD0+55c1Y9rdLKISHIwu48AqF27NgEBATFeP/zwQ/T6hJ7v/+u//UZckqpveNl+AdQ3pGU2ZgcQia8nw2jfeecd4P+G0T6p1j/x+eefs3TpUqZNm0bBggXZunUrbdu2JWvWrNSsWTPGtlWqVGHixIkMHjyYEydOAI+nVcSlU6dONGzYkHPnzkUXec6fP8/mzZtj3KTvv7p37054eDhbt27F2dmZo0ePRu//8uXL1KhRg1q1avHnn3/i6urK9u3biYiIAB4P8R03bhzff/89ZcqUiS5+HTlyhIIFC/Ltt9+yYsUKlixZQu7cuQkMDCQwMDDOHLt376ZChQps3LiRYsWKYWdnR+bMmcmXLx8//fRT9FzwiIgI5s+fz6hRo57577B161Zat279zPVPPOk4Hj16xN27d2nfvj3ffvst8Hg65P/+9z9OnTqFi4sLHh4eREREsGzZMpo3b/7MDtLOzo5SpUqxbds2XnvttRdmEBF5nvfee48ePXoAMGXKlBjrntwzY9WqVeTMmTPGusQaherg4ECdOnWoU6cOgwcPpnPnzgwZMiTWlPQCBQpgsVg4evRonE9jOn78OJkyZcLd3T16CjVAtmzZyJw5M7du3cLZ2TnODO7u7ty+fTvW8lq1avHjjz9y8OBBrKys8PHxoWbNmvj7+3P79u1Y/emLhIWF0a1bN+bPn8/p06eJiIiI3kehQoXYtWsXjRo1Aoi++W7WrFkT9BkiIonJ7D7C2dmZAgUKxFh26dKl6D/nyJHjmef7hPQbcUmOviEh/QKob0jLNFJKUo0XDaOFhA+ltbOzw83NLXqUj4eHxzOLUn5+fnh6esa4ij179mw8PT2pW7dunO+5ePEiVatWpUSJEuTLl4+GDRtGj0KaMmUKbm5uLFq0iPLly1OoUCE6duxI4cKFARg7diz9+vWjVatWFC5cmNGjR1O6dGkmTpwYve+CBQtSrVo1vL29qVat2jOLRU9O3lmyZMHDw4PMmTMDjwtt/50vv2rVKkJDQ2nRokWc+4G4h/M+7dKlS3zzzTd4eXlRqFAhXnvtNdq2bUvRokUpWrQo33//PaGhodEjnipVqsTAgQNp06YN7u7u1K9fn2+++Ybr16/H2nfOnDmT9KaQIpJ+1KtXj/DwcMLDw/Hz84uxzsfHB3t7ey5evEiBAgVivJ53DxA7O7uXnmLs4+MT51XuLFmyUKdOHaZOnRpjGjvAtWvXWLBgAS1btoxV0N+7dy9RUVHPzVumTJnoG83+15N7h0ycOJGaNWtisVioWbMmW7Zsib5nyBPxOeZhw4ZRv359ypYtS2RkZPQFGHh88eK/7z98+DBeXl7P/GVJRCQ5pLQ+4nmePt+/bL/xRHL0DQnpF0B9Q1qmopSkGi8aRgtJO5TW2tqa9u3bM2fOHKKiojAMg7lz59KhQ4dnzgf/+OOP+frrr6latSpDhgyJcb+QgIAAqlevjq2tbaz3hYSEcOXKFapWrRpjedWqVTl27Bjw+AbwAQEBFC5cmI8//pj169cn+Jg6dOjA6dOn2blzJ/B49FmLFi2eeUUdnj2cNzg4mAwZMuDs7EyuXLkIDw9n6dKl2NnZERQURNeuXSlUqBBubm64ublx7949Ll68GP3+4cOHc+3aNaZPn46Pjw/Tp0+nSJEiHDp0KMbnODo6atiuiCQKa2trjh07xrFjx2Kdx11cXOjTpw+9evVi7ty5nDlzhgMHDjBlyhTmzp37zH3myZOHXbt2cf78eW7cuBHnU0pv3rzJa6+9xvz58/nnn384d+4cv/zyC2PGjKFJkyZx7nfy5MmEhYXh5+fH1q1bCQwMZO3atdSpU4ecOXMyfPjwWJ/x7rvvMmPGjOe2gZ+fH0eOHIl1RfzJvUPmz59PrVq1gMe/jOzfvz/6niHxPeYjR46wePFivvrqKwCKFCmClZUVP/74I6tWreL48eP4+vpGb79t27ZnXuwREUkuZvURCfWs831C+43/Suq+IaH9AqhvSMtUlJJU5b333ou+OezTT8CAmENp/zv/+ujRo899RGtCPj8wMJA///yTTZs2cfHiRTp27PjM7Tt37szZs2dp164dhw4donz58nz33XcAsZ6EEZenr14YhhG9rGzZspw7d45hw4bx4MEDWrRoQfPmzRN0PNmyZaNRo0bMnj2boKAgVq9eHWe7/tezhvO6uLgQEBDAoUOHuHfvHvv27YvuTDp06MC+ffuYOHEiO3bsICAggCxZshAeHh5jH1myZOHtt99m3LhxHDt2DE9PT8aOHRtjm1u3bmnYrogkGldXV1xdXeNcN2zYMAYPHszIkSMpWrQofn5+rFy5MnoKd1z69OmDtbU1Pj4+ZM2aNUbx/YkMGTJQsWJFJkyYQI0aNShevDhffPEFXbp0eebThwoWLMjevXvJnz8/LVu2JH/+/Lz//vvUrl2bv//+O3oELDyeEvHmm28yYMAAqlSp8tzjL1GiBOXLl2fJkiWx1tWuXZvIyMjoXzIyZcoUfVz/vXnu847ZMAzef/99JkyYEH3Bw9HRkTlz5vDVV1/RqVMnJk+eHD395eHDhyxbtowuXbo8N7eISHIwo49IiOed7xPSbzwtKfuGhPYLoL4hzTNEUrj27dsbTZo0MQzDMCIiIgxPT0/D09PTiIiIMAzDMJo0aWK0b9/eMAzDCAkJMezt7Y158+Y9c3+bN282AOP27duGYRjGggULjAwZMsQ7T61atYw2bdoYrVu3NmrXrv3cfT+tf//+RokSJQzDMIyhQ4caefPmNcLDw+Pc1tPT0xg+fHiMZb6+vkb37t3j3H7t2rUGYNy8edMwDMMAjGXLlhmGYRiXL182AGPv3r2x3rd69WrD1dXV+Oqrr4zChQs/87ifaNCggfHJJ5/EWDZ79mzDzc3tme/JkCFDjH+TixcvGoAxYcKE535Wo0aNjLfeeivGMi8vL+OHH354YU4RkfQoKirKaNWqlTFkyJB4v2fVqlVG0aJFjcjIyKQLFk+TJ0826tSpY3YMEZEU72XO9wmhvkGSi250LqnKk2G0T/78tP8OpY2KiqJatWqEhISwY8cOMmTIQPv27WO9J0+ePNy7d49NmzZRqlQpnJyccHJyemaGTp06RVfp//sEjLj07NmT+vXrU6hQIW7fvs2ff/4ZfQWhR48efPfdd7Rq1YoBAwbg5ubGzp07qVChAoULF6Zv374MGTKE/PnzU7p0aWbPnk1AQAALFiwAYMKECeTIkYPSpUtjZWXFL7/8goeHBxkzZoyVI1u2bDg6OrJ27Vq8vLxwcHDAzc0NeDw8183Nja+//jp6CO3z+Pn5PXdYclwKFCjATz/9RPny5QkJCaFv374xRor98ccfLFq0iFatWlGoUCEMw2DlypWsXr06xj2vzp8/z+XLl3njjTcS9PkiIunF9u3bWbx4MSVLlox+AutPP/1EiRIlnvmeJw+euHz58nPvhZIcbG1to0cUi4jIs73M+T4h1DdIsjG7KibyIv8dKRWX/46UMozHVw0mTZpkFC5c2LC1tTWyZs1q+Pn5Gf7+/oZhxD2aqWvXrkaWLFkM4IVXG0JDQw03NzfDzc3NCA0NjbHu6X336NHDyJ8/v2Fvb29kzZrVaNeunXHjxo3o7Q8ePGjUrVvXcHJyMlxcXIzq1asbZ86cMQzDMCIjI40vv/zSyJkzp2Fra2uUKlXKWLNmTfR7Z8yYYZQuXdpwdnY2XF1djddff93Yv39/9Hr+M1LKMAxj5syZRq5cuQwrKyujZs2aMXJ/8cUXhrW1tXHlypXnHrthGMatW7cMR0dH4/jx49HLXjRSav/+/Ub58uUNe3t7o2DBgsYvv/xieHt7R4+UOnPmjNGlSxejUKFChqOjo5ExY0bD19fXmD17doz9jBgxwvDz83thRhEREREREUn5LIZhGOaWxUTEbF26dOH69eusWLEiXtt/9tlnBAcHx/lEw6QSFhZGwYIFWbhwYawbwIuIiIiIiEjqoxudi6RjwcHBbNy4kQULFvDRRx/F+32DBg3C29s7SR5p+ywXLlxg0KBBKkiJiIiIiIikERopJZKO1apVi927d/PBBx8wYcIEs+OIiIiIiIhIOqKilIiIiIiIiIiIJDtN3xMRERERERERkWSnopSIiIiIiIiIiCQ7FaVERERERERERCTZqSglIiIiIiIiIiLJTkUpERERERERERFJdipKiYiIiIiIiIhIslNRSkREREREREREkp2KUiIiIiIiIiIikuz+H7tXvpoCf/a8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set up figure layout\n", "fig, (ax1, ax2, ax3) = plt.subplots(1,3, figsize = (12, 5))\n", "\n", "\n", "# loop through main Dictionary\n", "for key, color in zip(Helens_decompress_closed, colors):\n", " # extract individial calculations\n", " res = Helens_decompress_closed[key].copy()\n", "\n", "\n", " # Lets calculate viscosity now \n", " Viscosity=pt.calculate_viscosity_giordano_2008(liq_comps=res['liquid1'],\n", " T_K=res['All']['T_C']+273.15,\n", " H2O_Liq=res['liquid1']['H2O_Liq'])\n", "\n", " # plot fluid chemistry vs pressure\n", " ax1.plot(Viscosity['n_melt'],\n", " res['All']['P_bar'],'-', color=color, label=key)\n", "\n", " ax2.plot(res['liquid1']['SiO2_Liq'], Viscosity['n_melt'], '-', color=color)\n", "\n", " ax3.plot(res['liquid1']['H2O_Liq'], Viscosity['n_melt'], '-', color=color)\n", "\n", "ax1.set_xscale('log')\n", "ax1.set_xlabel('Melt Viscosity (PaS)')\n", "ax1.set_ylabel('Pressure (bar)')\n", "\n", "ax2.set_yscale('log')\n", "ax2.set_ylabel('Melt Viscosity (PaS)')\n", "ax2.set_xlabel('Melt SiO$_2$ (wt%)')\n", "\n", "ax3.set_yscale('log')\n", "ax3.set_ylabel('Melt Viscosity (PaS)')\n", "ax3.set_xlabel('Melt H$_2$O (wt%)')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lets plot the Plag compositions on a ternary diagram to compare to measured microlite chemistry" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(figsize=(6, 6), major_grid=True, ticks=False, labels=True)\n", "\n", "\n", "for key in Helens_decompress_closed:\n", " # extract individial calculations\n", " plag = Helens_decompress_closed[key]['plagioclase1']\n", "\n", " # calculate plag compositions\n", " tern_points=pt.tern_points_fspar(fspar_comps=Helens_decompress_closed[key]['plagioclase1'])\n", "\n", "\n", " tax.scatter(\n", " tern_points,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " s=50\n", "\n", " )\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.11.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }