{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Chapter 9 - Hierarchical Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [9.2.4 - Example: Therapeutic touch](#9.2.4---Example:-Therapeutic-touch) \n", " - [Shrinkage](#Shrinkage)\n", "- [9.5.1 - Example: Baseball batting abilities by position (subjects within categories)](#9.5.1---Example:-Baseball-batting-abilities-by-position) " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import pymc3 as pm\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "\n", "from IPython.display import Image\n", "from matplotlib import gridspec\n", "\n", "%matplotlib inline\n", "\n", "plt.style.use('seaborn-white')\n", "color = '#87ceeb'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pandas 0.23.4\n", "numpy 1.15.0\n", "pymc3 3.5\n", "matplotlib 2.2.3\n", "seaborn 0.9.0\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -p pandas,numpy,pymc3,matplotlib,seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.2.4 - Example: Therapeutic touch" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 280 entries, 0 to 279\n", "Data columns (total 2 columns):\n", "y 280 non-null int64\n", "s 280 non-null category\n", "dtypes: category(1), int64(1)\n", "memory usage: 2.8 KB\n" ] } ], "source": [ "df = pd.read_csv('data/TherapeuticTouchData.csv', dtype={'s':'category'})\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_proportions = df.groupby('s')['y'].apply(lambda x: x.sum()/len(x))\n", "\n", "ax = sns.distplot(df_proportions, bins=8, kde=False, color='gray')\n", "ax.set(xlabel='Proportion Correct', ylabel='# Practitioners')\n", "sns.despine(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": { "image/png": { "width": 200 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig9_7.png', width=200)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster28\n", "\n", "28\n", "\n", "\n", "cluster280\n", "\n", "280\n", "\n", "\n", "\n", "kappa_minus2\n", "\n", "kappa_minus2 ~ Gamma\n", "\n", "\n", "\n", "kappa\n", "\n", "kappa ~ Deterministic\n", "\n", "\n", "\n", "kappa_minus2->kappa\n", "\n", "\n", "\n", "\n", "\n", "omega\n", "\n", "omega ~ Beta\n", "\n", "\n", "\n", "theta\n", "\n", "theta ~ Beta\n", "\n", "\n", "\n", "omega->theta\n", "\n", "\n", "\n", "\n", "\n", "kappa->theta\n", "\n", "\n", "\n", "\n", "\n", "y\n", "\n", "y ~ Bernoulli\n", "\n", "\n", "\n", "theta->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "practitioner_idx = df.s.cat.codes.values\n", "practitioner_codes = df.s.cat.categories\n", "n_practitioners = practitioner_codes.size\n", "\n", "with pm.Model() as hierarchical_model:\n", " omega = pm.Beta('omega', 1., 1.)\n", " kappa_minus2 = pm.Gamma('kappa_minus2', 0.01, 0.01)\n", " kappa = pm.Deterministic('kappa', kappa_minus2 + 2)\n", " \n", " theta = pm.Beta('theta', alpha=omega*(kappa-2)+1, beta=(1-omega)*(kappa-2)+1, shape=n_practitioners)\n", " \n", " y = pm.Bernoulli('y', theta[practitioner_idx], observed=df.y) \n", "\n", "pm.model_to_graphviz(hierarchical_model)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [theta, kappa_minus2, omega]\n", "Sampling 4 chains: 100%|██████████| 22000/22000 [00:26<00:00, 829.85draws/s] \n", "The acceptance probability does not match the target. It is 0.9050607412038555, but should be close to 0.95. Try to increase the number of tuning steps.\n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], "source": [ "with hierarchical_model:\n", " trace = pm.sample(5000, cores=4, nuts_kwargs={'target_accept': 0.95})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(trace, ['omega','kappa', 'theta']);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5n_effRhat
omega0.4353520.0374690.0004350.3619300.5079496797.7612321.000238
kappa_minus251.25961752.1233521.2546011.873527156.0418401727.3755821.000817
kappa53.25961752.1233521.2546013.873527158.0418401727.3755371.000817
theta__00.3583220.0889530.0012550.1756700.5235314544.1745551.000122
theta__10.3820730.0840560.0009410.2094700.5394937082.9213871.000070
theta__20.4067930.0802570.0006520.2393860.56058212771.4831940.999905
theta__30.4067750.0817470.0007270.2349450.56297013875.2078391.000112
theta__40.4059600.0812710.0007540.2380280.56353611553.7529020.999945
theta__50.4061510.0809080.0007450.2336530.55664011080.7497370.999967
theta__60.4061110.0810660.0006840.2338870.55792712251.0261120.999922
theta__70.4063820.0800680.0007270.2359470.55579111683.6494720.999913
theta__80.4063970.0794560.0007660.2422890.56212410208.1110190.999918
theta__90.4062790.0816190.0006530.2382770.56307812564.6869091.000005
theta__100.4310350.0805540.0005220.2692820.59449720775.8845350.999963
theta__110.4306400.0788470.0005700.2677010.58405018747.5326841.000239
theta__120.4304170.0798110.0005110.2640510.58130217669.2315850.999978
theta__130.4313610.0790420.0005770.2729220.58730016353.6732630.999993
theta__140.4303940.0803020.0006050.2683800.58946717988.2325711.000054
theta__150.4548680.0810000.0005300.2979610.62704220996.3067820.999981
theta__160.4539720.0806550.0006090.2902210.61464516874.1678261.000042
theta__170.4545900.0800070.0006230.2976220.61697517395.3201501.000088
theta__180.4550190.0791290.0005720.2969350.61257817916.9767591.000079
theta__190.4554530.0807660.0006420.2988830.62261417629.6243270.999976
theta__200.4553130.0806600.0005740.2940830.61754917404.0964201.000176
theta__210.4550360.0817520.0005130.2905140.62123517983.8796221.000114
theta__220.4785790.0825880.0006680.3215380.65142112417.9445661.000091
theta__230.4792720.0829300.0007320.3214960.65047411067.9418311.000361
theta__240.5031360.0871240.0010060.3419850.6824697361.1127731.000453
theta__250.5027320.0870380.0009970.3414970.6842466854.2516211.000332
theta__260.5034540.0874870.0010190.3452600.6843317046.1716421.000430
theta__270.5272460.0937370.0012740.3583780.7195305044.3866891.000173
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5 \\\n", "omega 0.435352 0.037469 0.000435 0.361930 0.507949 \n", "kappa_minus2 51.259617 52.123352 1.254601 1.873527 156.041840 \n", "kappa 53.259617 52.123352 1.254601 3.873527 158.041840 \n", "theta__0 0.358322 0.088953 0.001255 0.175670 0.523531 \n", "theta__1 0.382073 0.084056 0.000941 0.209470 0.539493 \n", "theta__2 0.406793 0.080257 0.000652 0.239386 0.560582 \n", "theta__3 0.406775 0.081747 0.000727 0.234945 0.562970 \n", "theta__4 0.405960 0.081271 0.000754 0.238028 0.563536 \n", "theta__5 0.406151 0.080908 0.000745 0.233653 0.556640 \n", "theta__6 0.406111 0.081066 0.000684 0.233887 0.557927 \n", "theta__7 0.406382 0.080068 0.000727 0.235947 0.555791 \n", "theta__8 0.406397 0.079456 0.000766 0.242289 0.562124 \n", "theta__9 0.406279 0.081619 0.000653 0.238277 0.563078 \n", "theta__10 0.431035 0.080554 0.000522 0.269282 0.594497 \n", "theta__11 0.430640 0.078847 0.000570 0.267701 0.584050 \n", "theta__12 0.430417 0.079811 0.000511 0.264051 0.581302 \n", "theta__13 0.431361 0.079042 0.000577 0.272922 0.587300 \n", "theta__14 0.430394 0.080302 0.000605 0.268380 0.589467 \n", "theta__15 0.454868 0.081000 0.000530 0.297961 0.627042 \n", "theta__16 0.453972 0.080655 0.000609 0.290221 0.614645 \n", "theta__17 0.454590 0.080007 0.000623 0.297622 0.616975 \n", "theta__18 0.455019 0.079129 0.000572 0.296935 0.612578 \n", "theta__19 0.455453 0.080766 0.000642 0.298883 0.622614 \n", "theta__20 0.455313 0.080660 0.000574 0.294083 0.617549 \n", "theta__21 0.455036 0.081752 0.000513 0.290514 0.621235 \n", "theta__22 0.478579 0.082588 0.000668 0.321538 0.651421 \n", "theta__23 0.479272 0.082930 0.000732 0.321496 0.650474 \n", "theta__24 0.503136 0.087124 0.001006 0.341985 0.682469 \n", "theta__25 0.502732 0.087038 0.000997 0.341497 0.684246 \n", "theta__26 0.503454 0.087487 0.001019 0.345260 0.684331 \n", "theta__27 0.527246 0.093737 0.001274 0.358378 0.719530 \n", "\n", " n_eff Rhat \n", "omega 6797.761232 1.000238 \n", "kappa_minus2 1727.375582 1.000817 \n", "kappa 1727.375537 1.000817 \n", "theta__0 4544.174555 1.000122 \n", "theta__1 7082.921387 1.000070 \n", "theta__2 12771.483194 0.999905 \n", "theta__3 13875.207839 1.000112 \n", "theta__4 11553.752902 0.999945 \n", "theta__5 11080.749737 0.999967 \n", "theta__6 12251.026112 0.999922 \n", "theta__7 11683.649472 0.999913 \n", "theta__8 10208.111019 0.999918 \n", "theta__9 12564.686909 1.000005 \n", "theta__10 20775.884535 0.999963 \n", "theta__11 18747.532684 1.000239 \n", "theta__12 17669.231585 0.999978 \n", "theta__13 16353.673263 0.999993 \n", "theta__14 17988.232571 1.000054 \n", "theta__15 20996.306782 0.999981 \n", "theta__16 16874.167826 1.000042 \n", "theta__17 17395.320150 1.000088 \n", "theta__18 17916.976759 1.000079 \n", "theta__19 17629.624327 0.999976 \n", "theta__20 17404.096420 1.000176 \n", "theta__21 17983.879622 1.000114 \n", "theta__22 12417.944566 1.000091 \n", "theta__23 11067.941831 1.000361 \n", "theta__24 7361.112773 1.000453 \n", "theta__25 6854.251621 1.000332 \n", "theta__26 7046.171642 1.000430 \n", "theta__27 5044.386689 1.000173 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace)\n", "# Note that theta is indexed starting with 0 and not 1, as is the case in Kruschke (2015)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 9.10 - Marginal posterior distributions" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,12))\n", "\n", "# Define gridspec\n", "gs = gridspec.GridSpec(4, 6)\n", "ax1 = plt.subplot(gs[0,:3])\n", "ax2 = plt.subplot(gs[0,3:])\n", "ax3 = plt.subplot(gs[1,:2])\n", "ax4 = plt.subplot(gs[1,2:4])\n", "ax5 = plt.subplot(gs[1,4:6])\n", "ax6 = plt.subplot(gs[2,:2]) \n", "ax7 = plt.subplot(gs[2,2:4])\n", "ax8 = plt.subplot(gs[2,4:6])\n", "ax9 = plt.subplot(gs[3,:2])\n", "ax10 = plt.subplot(gs[3,2:4])\n", "ax11 = plt.subplot(gs[3,4:6])\n", "\n", "# thetas and theta pairs to plot\n", "thetas = (0, 13, 27)\n", "theta_pairs = ((0,13),(0,27),(13,27))\n", "\n", "font_d = {'size':14}\n", "\n", "# kappa & omega posterior plots\n", "for var, ax in zip(['kappa', 'omega'], [ax1, ax2]):\n", " pm.plot_posterior(trace[var], point_estimate='mode', ax=ax, color=color, round_to=2)\n", " ax.set_xlabel('$\\{}$'.format(var), fontdict={'size':20, 'weight':'bold'})\n", "ax1.set(xlim=(0,500))\n", "\n", "# theta posterior plots\n", "for var, ax in zip(thetas,[ax3, ax7, ax11]):\n", " pm.plot_posterior(trace['theta'][:,var], point_estimate='mode', ax=ax, color=color)\n", " ax.set_xlabel('theta[{}]'.format(var), fontdict=font_d)\n", "\n", "# theta scatter plots\n", "for var, ax in zip(theta_pairs,[ax6, ax9, ax10]):\n", " ax.scatter(trace['theta'][::10,var[0]], trace['theta'][::10,var[1]], alpha=0.75, color=color, facecolor='none')\n", " ax.plot([0, 1], [0, 1], ':k', transform=ax.transAxes, alpha=0.5)\n", " ax.set_xlabel('theta[{}]'.format(var[0]), fontdict=font_d)\n", " ax.set_ylabel('theta[{}]'.format(var[1]), fontdict=font_d)\n", " ax.set(xlim=(0,1), ylim=(0,1), aspect='equal')\n", "\n", "# theta posterior differences plots\n", "for var, ax in zip(theta_pairs,[ax4, ax5, ax8]):\n", " pm.plot_posterior(trace['theta'][:,var[0]]-trace['theta'][:,var[1]], point_estimate='mode', ax=ax, color=color)\n", " ax.set_xlabel('theta[{}] - theta[{}]'.format(*var), fontdict=font_d)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shrinkage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a model with just the theta estimations per practitioner, without the influence of a higher level distribution. Then we can compare the theta values with the hierarchical model above." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster28\n", "\n", "28\n", "\n", "\n", "cluster280\n", "\n", "280\n", "\n", "\n", "\n", "theta\n", "\n", "theta ~ Beta\n", "\n", "\n", "\n", "y\n", "\n", "y ~ Bernoulli\n", "\n", "\n", "\n", "theta->y\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with pm.Model() as unpooled_model:\n", " \n", " theta = pm.Beta('theta', 1, 1, shape=n_practitioners)\n", " \n", " y = pm.Bernoulli('y', theta[practitioner_idx], observed=df.y)\n", " \n", "pm.model_to_graphviz(unpooled_model)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [theta]\n", "Sampling 4 chains: 100%|██████████| 22000/22000 [00:07<00:00, 3095.91draws/s]\n" ] } ], "source": [ "with unpooled_model:\n", " unpooled_trace = pm.sample(5000, cores=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we concatenate the trace results (thetas) from both models into a dataframe. Next we shape the data into a format that we can use with Seaborn's pointplot." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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thetaModelvalue
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4theta__4unpooled0.333647
\n", "
" ], "text/plain": [ " theta Model value\n", "0 theta__0 unpooled 0.166819\n", "1 theta__1 unpooled 0.249644\n", "2 theta__2 unpooled 0.334258\n", "3 theta__3 unpooled 0.333547\n", "4 theta__4 unpooled 0.333647" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_shrinkage = (pd.concat([pm.summary(unpooled_trace).iloc[:,0],\n", " pm.summary(trace).iloc[3:,0]],\n", " axis=1)\n", " .reset_index())\n", "df_shrinkage.columns = ['theta', 'unpooled', 'hierarchical']\n", "df_shrinkage = pd.melt(df_shrinkage, 'theta', ['unpooled', 'hierarchical'], var_name='Model')\n", "df_shrinkage.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The below plot shows that the theta estimates on practitioner level are pulled towards the group mean of the hierarchical model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,9))\n", "plt.scatter(1, pm.summary(trace).iloc[0,0], s=100, c='r', marker='x', zorder=999, label='Group mean')\n", "sns.pointplot(x='Model', y='value', hue='theta', data=df_shrinkage);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 9.5.1 - Example: Baseball batting abilities by position" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 948 entries, 0 to 947\n", "Data columns (total 4 columns):\n", "Player 948 non-null object\n", "PriPos 948 non-null category\n", "Hits 948 non-null int64\n", "AtBats 948 non-null int64\n", "dtypes: category(1), int64(2), object(1)\n", "memory usage: 23.6+ KB\n" ] } ], "source": [ "df2 = pd.read_csv('data/BattingAverage.csv', usecols=[0,1,2,3], dtype={'PriPos':'category'})\n", "df2.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The DataFrame contains records for 948 players in the 2012 regular season of Major League Baseball.\n", "- One record per player\n", "- 9 primary field positions" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PlayerPriPosHitsAtBatsBatAv
0Fernando AbadPitcher170.142857
1Bobby AbreuLeft Field532190.242009
2Tony Abreu2nd Base18700.257143
3Dustin Ackley2nd Base1376070.225700
4Matt Adams1st Base21860.244186
5Nathan AdcockPitcher010.000000
6Jeremy AffeldtPitcher010.000000
7Brandon Allen1st Base2200.100000
8Yonder Alonso1st Base1505490.273224
9Jose Altuve2nd Base1675760.289931
\n", "
" ], "text/plain": [ " Player PriPos Hits AtBats BatAv\n", "0 Fernando Abad Pitcher 1 7 0.142857\n", "1 Bobby Abreu Left Field 53 219 0.242009\n", "2 Tony Abreu 2nd Base 18 70 0.257143\n", "3 Dustin Ackley 2nd Base 137 607 0.225700\n", "4 Matt Adams 1st Base 21 86 0.244186\n", "5 Nathan Adcock Pitcher 0 1 0.000000\n", "6 Jeremy Affeldt Pitcher 0 1 0.000000\n", "7 Brandon Allen 1st Base 2 20 0.100000\n", "8 Yonder Alonso 1st Base 150 549 0.273224\n", "9 Jose Altuve 2nd Base 167 576 0.289931" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2['BatAv'] = df2.Hits.divide(df2.AtBats)\n", "df2.head(10)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PriPos\n", "1st Base 0.258851\n", "2nd Base 0.255676\n", "3rd Base 0.265036\n", "Catcher 0.247404\n", "Center Field 0.263513\n", "Left Field 0.259077\n", "Pitcher 0.129148\n", "Right Field 0.263555\n", "Shortstop 0.255186\n", "dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Batting average by primary field positions calculated from the data\n", "df2.groupby('PriPos')['Hits','AtBats'].sum().pipe(lambda x: x.Hits/x.AtBats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model (Kruschke, 2015)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 19, "metadata": { "image/png": { "width": 300 } }, "output_type": "execute_result" } ], "source": [ "Image('images/fig9_13.png', width=300)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster9\n", "\n", "9\n", "\n", "\n", "cluster948\n", "\n", "948\n", "\n", "\n", "\n", "kappa_minus2\n", "\n", "kappa_minus2 ~ Gamma\n", "\n", "\n", "\n", "kappa\n", "\n", "kappa ~ Deterministic\n", "\n", "\n", "\n", "kappa_minus2->kappa\n", "\n", "\n", "\n", "\n", "\n", "omega\n", "\n", "omega ~ Beta\n", "\n", "\n", "\n", "omega_c\n", "\n", "omega_c ~ Beta\n", "\n", "\n", "\n", "omega->omega_c\n", "\n", "\n", "\n", "\n", "\n", "kappa->omega_c\n", "\n", "\n", "\n", "\n", "\n", "kappa_c\n", "\n", "kappa_c ~ Deterministic\n", "\n", "\n", "\n", "theta\n", "\n", "theta ~ Beta\n", "\n", "\n", "\n", "kappa_c->theta\n", "\n", "\n", "\n", "\n", "\n", "kappa_c_minus2\n", "\n", "kappa_c_minus2 ~ Gamma\n", "\n", "\n", "\n", "kappa_c_minus2->kappa_c\n", "\n", "\n", "\n", "\n", "\n", "omega_c->theta\n", "\n", "\n", "\n", "\n", "\n", "y2\n", "\n", "y2 ~ Binomial\n", "\n", "\n", "\n", "theta->y2\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pripos_idx = df2.PriPos.cat.codes.values\n", "pripos_codes = df2.PriPos.cat.categories\n", "n_pripos = pripos_codes.size\n", "\n", "# df2 contains one entry per player\n", "n_players = df2.index.size\n", "\n", "with pm.Model() as hierarchical_model2:\n", " # Hyper parameters\n", " omega = pm.Beta('omega', 1, 1)\n", " kappa_minus2 = pm.Gamma('kappa_minus2', 0.01, 0.01)\n", " kappa = pm.Deterministic('kappa', kappa_minus2 + 2)\n", " \n", " # Parameters for categories (Primary field positions)\n", " omega_c = pm.Beta('omega_c',\n", " omega*(kappa-2)+1, (1-omega)*(kappa-2)+1,\n", " shape = n_pripos)\n", " \n", " kappa_c_minus2 = pm.Gamma('kappa_c_minus2',\n", " 0.01, 0.01,\n", " shape = n_pripos)\n", " kappa_c = pm.Deterministic('kappa_c', kappa_c_minus2 + 2)\n", " \n", " # Parameter for individual players\n", " theta = pm.Beta('theta',\n", " omega_c[pripos_idx]*(kappa_c[pripos_idx]-2)+1,\n", " (1-omega_c[pripos_idx])*(kappa_c[pripos_idx]-2)+1,\n", " shape = n_players)\n", " \n", " y2 = pm.Binomial('y2', n=df2.AtBats.values, p=theta, observed=df2.Hits)\n", "\n", "pm.model_to_graphviz(hierarchical_model2)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [theta, kappa_c_minus2, omega_c, kappa_minus2, omega]\n", "Sampling 4 chains: 100%|██████████| 14000/14000 [02:56<00:00, 12.43draws/s] \n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], "source": [ "with hierarchical_model2:\n", " trace2 = pm.sample(3000, cores=4)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(trace2, ['omega', 'kappa', 'omega_c', 'kappa_c']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Figure 9.17" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Posterior distribution of hyper parameter omega after sampling." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(trace2['omega'], point_estimate='mode', color=color)\n", "plt.title('Overall', fontdict={'fontsize':16, 'fontweight':'bold'})\n", "plt.xlabel('omega', fontdict={'fontsize':14});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Posterior distributions of the omega_c parameters after sampling." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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o0qQJmzZtApzivVSpUpluv1y5crz66qvUrl07F9+SiOQ3BTG31a1bl5EjR1K8eHHi4+O54IIL2LJlywnbmDt3Lg0aNKB+/fq5/NYkkmLRBjM7ceT38ccfU/XsJjm2QYA777yTe+6554TpderUYdy4cZQsWZL4+HgaN27Mxo0bAWjfvj1333038fHxlCxZkvr16wfmiUjhkhDrAEQKsj179lCxYkWWLl3K3Xffzb333su8efOIi4ujVatWdO3alYceeoh58+ZRs2ZNZs6cycMPP8xLL73EjBkzKFu2LDNnzuSXX37hH//4B2eeeSbHjx/n3nvvpVevXnTv3p2vvvqKfv36sWzZMmbPns3cuXPTxbA79RiXjn+Efb9tp3HtGoHpNWrUYNeuXezdu5dTTz01ML18+fK0atUq8P7TTz8NXE3fv38/W7du5frrr2fXrl00adKEYcOGUapUqcABsYgUfLHMbbtTj7G8WJGI5rbgYnz//v0sWbKEzp07p9vnI0eOMGPGDF5++eWofKeSO7Fog2+//Gqg7QEsL1YEc+N9HN26lVKVTg/EllUbBDjvvPMy3Z8zzzwz3ftPP/2UZs2aAdCiRYvA9AMHDrB+/Xr69OkTke9RRPIXFe8iUZSWlkaHDh0AqFevHuBcoQaoWLEiq1evpnnz5tSsWROA7t27M2HCBI4ePcratWvp27cvANWqVeOCCy4AYPPmzWzbto2rr74acK4elStXjvXr19O7d2969+6dLobx6/+keeMKpM18g8TExMD0xMRE4uLiSElJOeHgwm/VqlXMmjWLWbNmAVC9enVat25Nnz59SExM5P777+fRRx9l3LhxEfm+RCR/iGVuG7/+T4Y2rhDR3OY3cOBAPvroIzp27HhC1/gFCxZwzjnnUL169ZP/4iRiYtEGd553VaDtAYGf9/2wnCJFywZiC6UNZue5555j165d9OzZM930I0eOMHDgQNq2bUvjxo1zvV0Ryf9UvItEUZEiRQL3tsXHx5OUlJRuXmJiIqVLlw5MK1WqFD6fj7/++ou9e/em66LuX27fvn0cO3aMK6+8MjDvwIED/PXXX4BzX15CfNwJsSQUL86RI0cC71NTU/H5fOliCvbRRx8xZswYpk2bFriq3qpVq3RXrvr27cstt9wS+hciIgVCLHJbViKR2/wmTpxIamoqEyZMYPDgwenuW164cCE9evTINhbJO15qg0lJSRzbH3obzM7EiRNZsWIFL7zwQrr1Dx48SP/+/alUqRKjRo3K9XZFpGBQ8S4SQ+XLl2f9+vWB93v37iU+Pp6yZctSunTpdPfh7d69m+rVq3PaaadRokQJlixZcsL2XnzxRebOnRvo0lcuqGvpqVVrsnnz3/ePbty4kYoVK6Y7uPFbuXIlY8eOZebMmdSpUycwfceOHRQtWpTy5csD4PP5SEhQGhGR9KKV2+DEbvORyG2rVq2iQoUKnHnmmRQrVozu3btzww03BOYfOHCAr7/+OuwRySXvRKMNZtVt/oLatfl0yX8Cy2bXBrMzdepU1q1bx8svv0zJkiUD09PS0rjrrrs488wzeeCBB3K1TREpWDRgnUgMJSQksHbtWrZv3w7A66+/TsuWLUlISOC8887jo48+AmDbtm189dVXAJx++ulUrlw5cHCxe/du7rvvPg4dOkTv3r1ZsmQJ3Sa9RrdJrwV+bt68OTWaXsKXX34ZGIRp1ssv06lTpxNiSklJYdiwYUydOjXdwS3AW2+9xfDhwzly5AjHjh1j9uzZtGnTJlpfj4jkU9HKbf6cljG3rV69OpDbZs+enevc9tVXXzF+/PjAFfxly5ZhjAnM37x5M2XLlk1XUIm3RaMNBrc9/89VGp5Pu3bt2PHD+hzbYHa+//575s+fz7Rp005oZ7Nnz6ZEiRIq3EVEV95FYqly5cqMGTOGfv36kZaWxumnn86YMWMAuO2227j33ntp27YtderU4fLLLwcgLi6OSZMmMXLkSCZPnkx8fDy9e/fOsXteiXIVGTlyJNf2uZ3jx9K4uPE59O/fH4Bvv/2WKVOm8MILL/Dxxx+ze/duBg0alG79OXPm0LdvX0aNGkXHjh2Jj4/nvPPOY8iQIQBMnjyZJUuWsGfPHo4dO8ZXX31F+/btGThwYKS/NhHxuEjmtsTip2T7WSXKVWTEiBHceeedpKWl0aBBg1zntltvvZVHH32Uq666KhD/I488Elhmx44dVKxYMWLfj0RfXv59rVSpEi36DKLfnXdyzG2Dd9x5F5C+Df7555+Bx6sC9OzZkyJFijBr1izmzp3L/v376d69e2D+6aefzgsvvMDrr79OSkpK4B5/gA4dOjBgwICIfV8ikj/E+XxZP7cyTFHbsIhkL+NgOhlf/fOEEwcHiB3lTJEs5JTTBjUqHxjrI6txPyQivPLFxiRfZvZ3VH9jRSQLUcmXuvIuIiIi+VrwM7hVNImISEGle95FREREREREPE7Fu4iIiIiIiIjHqXgXERERERER8TgV7yIiIiIiIiIep+JdRERERCQTacf1IBAR8Q4V7yIiIiIimQh+koGISKypeBcRERERERHxOBXvIiIiIiIiIh6n4l2kgNB9eSIiIiIiBZeKd5ECQvfliYiIiIgUXCreRURERERERDxOxbuIiIiIiIiIx6l4FxERkQLDP/6HxgEREZGCRsW7iIiIFBj+8T8S4uNiHYqIiEhEqXgXEREREXGp14aIeJWKdxERERERl7/3RjhPcNHtGyISDSreRQopHViIiIhEh27fEJFoUPEuUkjpwEJEREREJP9Q8S4iIiIiIiLicSreRURERERERDxOxbuIiIiIiIiIx6l4FxEREREREfE4Fe8iIiIiIiIiHqfiXURERDxHj7EUERFJT8W7iIiIeI7/cZYiIiLiUPEuIiIiIiIi4nEq3kVEREREREQ8TsW7iIiIiIiIiMepeBcREZECxz/gnQa+k1hSOxSRSFLxLiIiIgWOf8C7hPi4WIcihZjaoYhEkop3kXxOZ/NFRERERAo+Fe8i+ZwepyQiBYlOSIqIiGROxbuIiIh4hk5IioiIZE7Fu4iIiIiIiIjHqXgXERERkUJPt2yIiNepeBcRERGRQk+3bIiI16l4FxEREREREfE4Fe8ihVxwN0F1GRQRERER8aaEWAcgIrEV3E1waOMKMY5GREREREQyoyvvIiIiIiIiIh6n4l1ERERERETE41S8i4iIiIhEkcaXEZFI0D3vIiIiIiJRpPFlRCQSdOVdRERERERExONUvIuIiIiIiIh4nIp3EREREREREY9T8S6SD2mwGxGR0PjzpfKmiIjkdyreRfIh/8A3/sFvREQkc/58mRAfF+tQxKN0YkdE8gsV7yIiIhJzKqAkVoJHghcR8TIV7yIiIhJzKqBERESyp+JdRERERERExONUvIuIiIiIiIh4nIp3EREREREREY9T8S4iAXqkkoiISHTpb62InCwV7yISoEcqiYiIRJf+1orIyUqIdQAihdX8+fOZMWMGBw8epFmzZowdO5bExETeffddRo8eTcWKFQPLDhw4kPbt2zN16lTeffdd6tSpQ81bRxFfxPkV/unzD3hk0WYSOt6e6WcNHTqUrUUrQONB6aa/eF1LbvrPf4AE3rzrapYmxnOQBJYlxpOYmMjtt99Ox44dAWjbti0+n49ixYpx6NAhatWqRZ8+fWjdunV0viARyXcikdf8FixYwBcffQGNx2b6WZ89+wilG9eDFtekm26M4Zpn3gEqKK8VUifTDte/+QLtBn+Ir0J1Bs2ZEZgf6XboO+5jRelTqNLhBmh8HaB2KCKhU/EuEgM//vgj48aNY/78+VSuXJlBgwYxY8YM7rzzTvbv30/Hjh0ZPXp0unV27drFhx9+yNKlSxk1ahTbv1pBzQtac+DAAb5b+BqT3nqVZzalhhXXhAkT+KhILYY2rsCWLVu47rrrqFevHmeeeWZgftOmTQFYtWoV999/P0OGDKFTp05hfa6I5H+Ryms0vZqjKQeZOXMm5w96Muy4lNcKl5Nthz+v+ZQVS5fS9e5hLFu2DCo0jko7BLi2zH46//MaNl7eRO1QRHJF3eZFYuCLL77gwgsvpEqVKsTFxfGvf/2LDz74AID9+/dTqlSpE9b5+eefqVu3LkWKFKFBgwb89b+tADz11FOc3fG6TNcJR+3atbnwwgtZtWpVpvNbtGjBiBEjePzxx/H5dN+eSGEXyby27o1/c9NNN5GYVDKiMSqvFXyhtsPg+81//vlnylSrRZEiRShXqx4//fQTEN12WOXspmqHIpJrKt5FYiAuLo7jx48H3iclJbFt2zYA9u3bx7p167jmmmvo0KED48eP58iRI8THxwf+iB87doy4+CLs3vYT1loSS5aib9++rJg+ntTU8K6+B0tLSyMxMTHL+Zdeein79+9ny5YtEftMEcmfIpXXrLXs2fYTZcqU4cPHBvHggw+SdkR5TUITajvsdOUVdLtvBGNX/0p8fDy47dB3/Djx8fHs3vZTVNvh8WNqhyKSe+o2LxIDLVq04Mknn+THH3/kjDPO4JVXXgkU3fXr16ds2bL06tWL1NRU7rjjDqZPn06vXr3YuHEjqamprFmzhvKNL+fLWZOZPm4kvfrdw7IFb3PL48+zYMECqNPmhM/8YfGbdFjzEbtTjwGwvFiRbGP8/vvvWbt2LcOHD89ymfj4eJKSkjhw4MDJfxkiUiBEKq+NHTuWC/51DxMmjKHN8Oeo9N/FfLHiQ+pdemL34Zdffpnjb77D8mJFArktO8prBV9u2uFVPW/hv+/Nof+Q29mzfTOpqans+GE9DfveyCsTJ9P8XwNOaIc0v+mEzzyZdrjz/76m1eOjslxG7VBEMqPiXSQG6taty0MPPcR9991HYmIiV199daArX+fOnQPLFS9enJtuuonp06dz1113ccMNN9ClSxeaNm3Kr7v/oHwtQ7ly5Sh6ShJJSUmUq3km3323luKZFO8NrujO62MGMX79nwAMbVwBY0y6ZQYPHhwY2Kl8+fJMnjyZqlWrZrkfhw8fZteuXZQrVy4C34qI5GeRymsNGzbkYOkylChRgqLFT6F+/foseuN9yKR479WrF/taXMPQxhUCue3F61qmW0Z5rXDJTTts0PFa/vvuHEqXHsJZyVfTpUsXEmudzc6dOylfy1A8s3aYidy0Q99xH9+efhptBjyidigiuabiXSRGunbtSteuXQFYs2YN9erVA2D79u2UKVMmcLDh8/lISHB+Vbtfex09evRg3759JHe/gStHPJ2ueyA+H0WKZH9FPTvBAzuFYunSpdSsWZNq1aqd9GeKSMGR27yWdtxHjx490uW1KfNe4/Evtwe26fP5iIs/+bv8lNcKn1DbIT5f4Kkt9dt35aUhtzLq8y3Mnngf5w+ezNGUQ4FtRqodAumK/KyoHYpIZnTPu0gM/Pzzz3Tu3Jl9+/Zx9OhRpk2bRrdu3QB49tlnmTBhAj6fj9TUVF577TXatGkD/P1s2MmTJ3POP26g6CklqFChAof37uHgwYP8sekHzjjjjDzZhy+//JIJEyYwZMiQPPk8EfG2k8lr/pwWnNdKlixJ8TLl2LVrF0cPH+Lbb7/l1NNr5ck+KK/lf7lphxs+nE+1xi3Srb9u7nRuvfVWip5SQu1QRDxHV95FYqBmzZpcdtlldO7cmbi4ODp27Bi4SnD//ffz0EMPkZycTFxcHK1bt+bmm28OrLtry4/s2rqVelf1A6BIkSKc26UXnTt35kjJ8nR+4E6e3ng4KnEPHjyYYsWKcfDgQapUqcLYsWP1HFoRASKb1+Lji3Dbbbfx2JB/Ub/m6dS7I/NnbOdG2nEfCfFxJ/ysvFaw5KYdlj3rAs7u1COw7g8//MC+37Zz5ZVX8u36P6PSDrOidigioVDxLhIjd999N3ffffcJ08uUKcPUqVOzXK987XpMmDkzXZe7em2vYubA3oxf/yclS5YE0hfv48ePz7SLXu/XV1C5cgX47U+6Pz2Ppo0r8FEWXfk++eSTEPdMRAqrSOa17t2781PdS7PsYnxJvwfpl8k8a21gWnBe81/lBwJd6JXXCqZQ22HGttOgQQOSh09ONy3S7TAzaociEip1mxeRE/iffxv8HFyoHsgUAAAgAElEQVQREREREYkdFe8icgL/FSp/t1IRERGJLJ0oF5HcUvEuIiIiIoWClwplnSgXkdxS8S4iIiIihULw2AciIvmNincRERERERERj1PxLpJLq1atomvXriQnJ9O7d2927NhxwjJfffUV3bt354orrqBbt26sWbPmhGXmzJmDMSbw/sCBAwwaNIgOHTqQnJzMlClTorofoQp3fzdt2kT37t1p3bo1V199NZs2bQIgLS2NMWPGBPb34YcfJi0tLc/2S0Qc4f6Ov/HGG3Ts2JEOHTrQp0+fdOt/+OGHXH755bRq1Yr+/ftz4MCBPNmnnEQrj/fs2ZMOHToE/jVv3pzx48dHdV/yK2NMW2PMOmOMNcZ8aIyplskyccaYQcaYo8aYi4PnLVq0iE6dOpGcnEz//v3Zv38/AAcPHmTYsGEkJyfTtm1b3n333Tzao/CF0i59Ph8vvPACDRs2ZO3atenmvfrqq3Ts2JHk5GT69OnDb7/9BsC7775LkyZN0rXNDz/8ME/2SUQiS8W7SC4cOnSI++67j0ceeYSlS5dy8cUXM3LkyHTLHDlyhH79+jFw4EAWL17MPffcw3333Zdumd9//5033ngj3bRJkyZRtGhR3n//febNm8eCBQtYsWJFtHcpW+Hu77Fjx7jrrru49dZb+c9//kPPnj158803AZg1axZbtmzhvffeY8GCBWzcuJG33347r3dRpFAL93f822+/5amnnuLFF19kyZIl1KtXjwkTJgCwfft2Ro0axYwZM1i+fDmVK1dm2bJlQGzvOz56OCVqeXz27NksWbKEJUuWsGjRIqpUqUKXLl2ivUv5jjGmBPA6cIu11gBLgecyWfQ5wAC/B0/89ddfGTNmDNOnT2fp0qVUrFiRyZOdR7w9++yzHDp0iMWLF/Pqq68yYcIEtm/fHt0dClPacV/gd3HU6DFZtkuAESNGsGXLFsqVK5du+rp165g5cyavvvoqS5cupW7duoETR/v376djx46BtrlkyRLat2+fF7smIhGm4l0kF7744guqV69Ow4YNAbjuuuv4/PPP011NOnr0KGPGjOHCCy8EoEmTJvz+++/s27cvsMzYsWO5/fbb0227ffv23H333cTHx1OyZEnq16/Pxo0b82Cvshbu/q5fv56EhAQuv/xyALp06cKwYcMAaNasGcOHDycxMZHExETOPffcmO+vSGET7u94uXLlePLJJznttNMAaNq0aaB3zXvvvcfll19OzZo1iY+PZ/jw4Vx11VVAbO87/u37r6KWx4PNnTuXBg0aUL9+/SjtSb7WFthsrV3nvp8GJBtjSmVY7iVr7a3A0eCJH3/8MS1atKBq1aoAXH/99SxevBiAlStX0q1bN+Lj46lcuTLt2rXj448/jurOhCshPo5Br35AkXKVOfecs4HM2yVAt27deOSRRyhatGi66eXLl+fxxx/n1FNPBeDCCy9ky5YtgFO8lyqV8asVkfxIxbtILmzdupXq1asH3pcoUYIyZcqwbdu2dNP8xSrAp59+Sq1atShdunTg/YEDB7jyyivTbbtFixZUqVIFcLrQr1+/nkaNGsX0ClW4+7thwwaqVq3K0KFDSU5Opm/fvoErIOeeey516tQBnC70K1eupFGjRnm0ZyIC4f+OV6tWjWbNmqWb5/89ttZStGhRevfuHbg1JiUlJQ/2Knv7fttONXef0477IprH/Y4cOcKMGTO44447orgn+Vo94Cf/G2vtAWAXUDd4IWvtF5mtvHXrVmrUqBF4X6NGDXbt2sXevXuJi4vj2LFjgXlJSUnp/m+9at9v2ylV6fTA+8zaJcB5552X6fo1a9bk/PPPB+Dw4cMsWLCAyy67zNn2vn2sW7eOa665hg4dOjB+/HiOHDkSpT0RkWhS8S6SCykpKRQrVizdtGLFinHo0KFMl9+wYQOPPvooo0ePBpw/qI899hgjRozI8jOOHDnCwIEDadu2LY0bNw5coYrFVapw93ffvn2sWbOGHj16sHjxYs466yyGDBmSbh2fz8eoUaOoVKkSV1xxRXR2REQyFe7veLD58+fz2Wef0b9/f8D5/V+5ciVPPPEE77zzDtu3b2fatGmR34lcSks9TPFixdI9oivSeXzBggWcc8456U6MSDpJwOEM01KAEqGsnJKSQmJiYuB9YmIicXFxpKSkcNFFF/HKK6+QmprKr7/+ykcffURqamrkIo+StNTDFCka+u9iVh5//HEuuugi9u/fzy233AJA/fr1ufTSS3n55ZeZO3cu3377LdOnT49Y7CKSd1S8i+RCUlLSCQcBhw8fpkSJE4831q1bR9++fRk7dizNmzcH4JlnnqFTp07prhgEO3jwILfffjvlypVj1KhRkd+BXAp3f0uVKsVZZ51Fo0aNiI+Pp3fv3qxfvz5wMJKWlsb999/Pb7/9xtNPP02RIkWiv1MiEhDu77jfK6+8wjPPPMOsWbOoWLEi4Pz+X3bZZZQvX56kpCR69OgR83E8ABKKnxLVPA6wcOFCOnXqFNnAC5aDQPEM05KAkEY0TEpKSnflODU1FZ/PR1JSEv369aNSpUr84x//YMSIEbRq1YrSpUt76vnumUkofgrHjobWLrMzZMgQVq9eTbNmzejduzcAnTt3pm/fvhQvXpxTTz2Vm266ieXLl0cqdBHJQyreRXLhjDPOCNxDBrB792727t1LzZo10y23YcMG7rnnHiZNmkTr1q0D0z/55BNmz55Ny5YtadmyJQAtW7bk559/Ji0tjbvuuou6desybtw44uNj/+sZ7v5Wq1YtMAIwECjO/fv20EMPcfjwYZ577jmKF894HCci0Rbu7zjA22+/zSuvvMKcOXPSXWmuVq1auvt14+PjPXGC7tSqNaKWx8G57enrr7/moosuyoO9ybc2AIHBAIwxFYGyQEgDn9SuXZvNmzcH3m/cuJGKFStSunRpkpKSePTRR1m6dCkzZszg4MGD1KtXz/PPdz+1ag32/vp3F/ms2mVWvv32W7755hsAEhISuP766/nmm2/Yt28f27dvT/e32OfzkZCQENkdEJE8EfvqQCQfad68OTt27Ag8nmX27NlceumlJCUlBZbx+XwMHTqUESNG0LRp03TrL1q0iJUrV7JixYrAFagVK1ZQs2ZNZs+eTYkSJXjggQeA2I7G7Bfu/rZs2ZI9e/bw2WefAc4ATueffz7Fixfngw8+YNOmTUycOPGEgXdEJG+E+zu+c+dOJk2axL///W8qVaqUbl7nzp1ZvHgxO3bs4NixY8ybN4/mF7aI/k7loErDJuzYsYOdG5xCJ5J5HGDz5s2ULVuWkiVL5tEe5UvLgGpBj3/rDyy01h4MZeV27dqxevXqwEmY2bNnB3o6TJ8+PTDK+qZNm1i1alXg3m8vq9KwCQd3/57t72J2Nm/ezIMPPhgo0pctW0aVKlUoXbo0zz77LBMmTMDn85Gamsprr71GmzZtorUrIhJFOu0mkgvFixfnySefZPTo0aSkpFCjRg3Gjx/Pzp076dOnDwsXLuTrr7/GWssTTzzBE088EVh34sSJgdGNM/P666+TkpJChw4dAtNKn9eKN8Y/ENV9yk5CYrHA/h5KSaHmSezv888/z5AhQxg9ejRVq1YNHFTNnTuX//3vf4HRpwEaN27MuHHj8nw/RQqrcHPa559/zsGDB7n55psD0xMSEli4cCH169dn8ODBXH/99SQkJNCkSRNuv60v49f/ydDGFWKxu058bl6758HRtJ85PqJ5HGDHjh2BWwckc9baFGPMtcAz7mPjNgE3GWNOB5Zaa88GMMZ8h3OsejrwijEmBehlrWXEiBHceeedpKWl0aBBg8BYC926dePee+/lsssuo1ix4jz22GOBgQa9LCGxGG3uHs2o0aM5nJJC9Ro1eCxDuwTo1KkTaWlp7Ny5k8GDB1OsWDEef/xxOnfuzNatW+nevTs+n4/SpUszZcoUAO6//34eeughkpOTiYuLo3Xr1ul+Z0Uk/1DxLpJLzZs357333jthuv8Pa+PGjfm///u/kLZlrQ38vHTp0hPmx7qLX0J8HMsS63DRqJknHGyHur8NGzZk0aJFJ0x/4YUXIhusiJyUcHJaw4YNue2227LcdpcuXTJ5znnuBuCKhubNm9Pl8VkMalSehPg40o77SIiPCzuPA1x++eXpRqqXzFlrlwOZPWLk7KBlzs5kPgBXXnllpqP9V6hQgdmzZwfej1//J8tifMIoVFUans+U99474QSXv11m/DmjAQMGMGDAgBOmlylThqlTp0Y2WBGJCXWbFxERkULJfx+0f9R5ERERL4vz+aJ2X23sb9gVyYf8V4AAbp0+n8+fHMaGDRvyPI6Ktc5k7szn+bLMOQAnXKEqILy0I8qZUmD588ayZcu49ubb+GNrSOOSRUVwbhvauELMu/HnM17Jmdnmy+C/U+PX/8lPaz6P2d/SUNSvX5+L7x1HnWYXq02KFBxRyZe68i7iMcEj4r4zdmDMDjb+2LoxXXdYXaESkZPlzx+33Rbbwh1OzG1S8GQcWT6Wf0tDsWHDBt4ZOzDdNP+gtV4YvFZEvEPFu4iIiBRqKpQKhoL0/6cT5iKSGRXvIh6Q1QFH1+ETOeuss/I4Gsdptevx/PPPnzBdB7kikp3g3HA0Q554/vnnOa12vbwOKZ3McltmzwBXjssfgv+fsnqWeyz/lobirLPOouvwiZnOC94/tUkRicpo86NGjUq45557orFpkXzHf+/d0eM+irpn0P0/B0977vvdANzRsBy+Q/v4668Ezmh4LhNWrkw377nvdwdeM5t2svMym9a4YTm+cOf99VcCvkP7OLAvgee+382tZ5UNXBHw70d+ux9+ypQptYBfRowYkRbLOJQzJT/KmNuyymf+nOI7tI/GjRszYPbiXOWraCzjz23+vJYxvwGBHJdf81s0eCFn+vNlTn8/g1+D/5ZG8+9ouPMyiz2zNulvi8FtUu1TxFuilS+jMmDdqFGjagFbIr5hEZHIqz1ixIitsQxAOVNE8pGY5kzlSxHJRyKeL6P1nPdf3NfaUdp+OLbgvbgUU2i8GBN4My7FFJot/J2vYsmrOdOr/2deiwm8GZdiCo0XYwJvxuWFnKl8mTtejEsxhcaLMYE34/JqTJHPlz6fLyr/Ro4c6YvWtgtaXIop/8bk1bgUU/6LyUuxKKaCEZdiyr8xeTUur8TklTi8HpNX41JM+Tcmr8ZVmGKK5oB1o6K47XB4MS7FFBovxgTejEsxhcZLMXkpFj/FFDovxqWYQuPFmMCbcXklJq/EEcyLMYE341JMofFiTODNuApNTFG5511EREREREREIkePihMRERERERHxOBXvIiIiIiIiIh4X0mjzxpi2wBNACWAb0Nta+0uGZeKAgcA44FJr7edB864DHgSKAt8BN1tr97rrjAO6Aj7gHWvtsDyK6VZgAFAE2ArcYq39xRhzI/AM8FvQpoZZa9+JZkzGmGo4oxL+FLT4O9baYeF8TxGI6x7gjqBFiwJlrLXljTEP4nyHfwbN72WtXR2hmFoCk4DSwCHgXmvtp+68WLWp7GKKVZvKNKZotakwY4pKe8pFXK2Bx4FT3bgGRLpNKV+G1rbDjSvG7Vv50oP5Mty4ClPOVL6MyPdT6I8xlS8j3qZ0jKl8meP3lOOVd2NMCeB1nEZigKXAc5ks+hxggN8zrF8DmApc6a7/G/CIO/taoA1wLnAe0M4Yc3UexNQMZxCBdtba+sB/gcfc2WWA16219YP+hfILEFZM7uduzvC5/v/Ak/qeIhGXtXZKcEzA88BLQTFPzBBzKL8EOcZkjCkGvAsMtdaeBTwEvObOi0mbyiGmmLSp7GIiCm0q3Jii0Z5yEdcpwDygn/vZo4A3jDFxkWpTypehte1IxEWM2nd2MSlfhhxTzNqUcqbyZU68mDOVL/NvvoxQXDrGDCGmgpwvg4XSbb4tzn/OOvf9NCDZGFMqw3IvWWtvBY5mmN4Z+Nhau819/yxwjftzd3e9VGvtYeDFoHnRjOkP4Dprrf8s1WdAQ/fnU4G/Qogh0jFl97kn+z1FIq4AY0wlnDNaY0KIOdyYigJ9rbXL3PefA1WNMWWIXZvKLqZYtansYopGmwo3poAItqdQ40oE+lhrv3LffwxUwknokWpTypeh82LOVL7Mv/kyEnEVlpypfJk9L+ZM5cvQeDFfRiIuHWOGFlNAAcyXAaEU7/UI6hJhrT0A7ALqBi9krf0ilPXdn08zxpTNYl79aMdkrd1q3a4MriuAL92fywAtjTFfGGM2GGMmumd5ohqT+7nljTEfGWOsMeYtY8zpmW2b0L+nSMQVbBBOI/M3/jJAV2PMWmPMD8aYB4zTBSTsmKy1B6y1bwetcwXwo/vZMWlT2cUUqzaVw/cUjTYVbkzBItWeQo1rr7X2XQh04+sDfGat3ZNxfU6+TSlfhta2w46LGLXvHGIKpnyZt/ky7LgoPDlT+TJ7XsyZypf5N1+GHZeOMZUvg4VSvCcBhzNMS8Hp9x+KdOtba1Nx+vWXyGTboW433JgCjDE9cf7jR7iTvgEWApcCLYALgPvzIKbfgQVAT5yzaduB2Vls+6S//5NYHwBjzKlAL5z7avw+B94BLgTau/N7RjomY8y5wJPAbZmtH4s2lUlMwfNi0qYyiSkabSoi31OE21Ou4jLG/BOn29IdwO2ZrR9Gm1K+DK1tRyKumLfvrChf5hhT8LyYtalCnDOVL3Ox3ZNYP6CAH2MqX0apTekY86Rj8k8viPkyIJQB6w4CxTNMSwIOhLDuCesbY4oDce76Gbcd6nbDjckfSz/gPqCttXYHgLV2TtAiKcaYJ4GhwOhoxmStXQOsCYptDPCnce61ONnvKey4gnQCvrTWBgZ6sNZOCZr/P2PMdHe5lyMVkzHmIuANnHtNlme2fl63qSxi8s+LSZvKLKYotamIfE9Etj3lKi5r7VvAW8YZgOQTY8x5GdcPo00pX4bWtsOOK9btOwfKl9nH5J8XszZVyHOm8mUutnsS6/vjKejHmMqXUWhTOsZUvswhnpCuvG8g6BK+MaYiUBbYGMK6J6yPc3bmN7cbQ2bzfsiDmDDG3ATcBbSy1m4Omn6Ge8bGL45s7tOJVEzGmNOMM3Jj8Of6gLSM2yb07ynsuIJ0At7PEHMDtxEGxxyx78o9o/Ym0MNa+35W65OHbSqbmGLWprKKKUptKuzvyRXJ9hRSXMaY6saYLv731tpPgP/hnIWNVJtSvozg/1kOMcWsfYdA+TL7mGLappQzlS9zs12P5Ezly/ybLyMRl44xQ4gpSEHMlwGhFO/LgGrGmIvd9/2BhdbagyGsC86IgG2MMfXc93fz90iFbwB9jDEljDElgZuD5kUtJuPckzEO6GCt/TXD7AeBx4wzQmBxnK4Pi6IdE9ABmG/+HgDhXpwBDlI5+e8pEnH5NQL+L8O0p904Mc69GzcRoe/KOPeMzMIZufGzDOvHpE1lF1Os2lQO31M02lS4MflFsj2FFBfOgCIvGWMaup9xJs49S98TuTalfBnZ/7PsxKR9h0j5Mu/zZdhxUXhypvJl9ryYM5Uv82++DDsuHWMqXwaL8/l8OUZtjGkDTMHph78JZ4eLAEuttWe7y3yH0w2/DvArTr/9Xtba1caYa4CROCMErsMZke+Au9444J84Z2tetdaOzDGgMGMCLgMewDkr4pdmrT3bGFMOmIEzbP9xnDM3Q93GGM2Y1uD8Yv4TOIZzNqaftfZ/4XxP4cZl3ccoGGP2Ac2stTZou7WB6UBNN+Y5wKPW2hwbVU4xGWNa4NyfkvEM7vXW2nWxaFPZxQQkE4M2lUNM64lCmwr3/87dRkTbUyhxuct0x3msSKK7349Za19y50WkTSlfhta2IxBXVHKm8mX+zZcRiKvQ5Ezly4h8P4X+GFP5MnJtSseY4cdU0POlX0jFu4iIiIiIiIjETijd5kVEREREREQkhlS8i4iIiIiIiHicincRERERERERj1PxLiIiIiIiIuJxKt5FREREREREPE7Fu4iIiIiIiIjHqXgXERERERER8biEWAcgkp8YYxKBJ4GrgBLACuAOa+3/YhqYiIgHGWOq4OTMdkAR4FtgsLV2dUwDExHxIGNMB2ACUBfYCgy31r4d06DEU3TlXSR3xgIXAa2BM4A/gXkxjUhExLveBNJwDkSrAl8BC40xRWMalYiIxxhjzgVeA4YDZYGHgYeNMSVjGph4SpzP54t1DOIhxpjTganAJTgHXKuAu3F6aWwB/gE8BtQC3gUeAGYDjYE1wNXW2l3utu4A+rvLbgfutda+786rAMzFKYQ3AoOBJcA51trvjDG13TguxLla8ylwu7X2txD3oz3wOFAP2Azc7//sk2WMKQLsAm72nwU1xlQEdgLnW2u/Dmf7IpL/KGdmu8144F/A+9bane60c4FvgFrW2p/D2b6I5C/KlzludyZwxFp7e7jbkoJLV94lo3eAIzhXSRridA1/NWj+TTjJ8FLgOpzk2BuoA9R352OM6QI84r4vBQwE3jHGnOVu52ngFKAa0A0YkyGOfwN/AafjJObSwBOh7ID7x+EdnG5HZYBHgXnGmGqhrJ+NusCpwDr/BGvtH8AvQLMwty0i+ZNyZhastcettS8GFe6n4ezXSmBbONsWkXxJ+TJ7lwC/GWM+NMbsM8asMcZcEoHtSgGie94lwBjTCKcI7Wat3etOG4VzX3cFd7EXrLV/AV8aY3YCy6y1G91l1wJnusvdCrwYdF/jQmPMUqCXMWY40AW40T2DussY8xzpC+BOANbaVCDVGLMAuC3EXbkG2Gqt9f9BeM0Ycww4FvKXkbny7uueDNN38/f3IyKFhHJm6Nx9Pw1YjnP1TN3+RAoR5cuQVANuAf4JfI/T82CBMaaOv8eBiIp3CXYGsN9a+0vQtA3u63H3NXjeYeB/Gd4Xd3+uA1xujLkraH48sBenCC6GMxCHX8Yu502AR91kXwynW1Oog8LVybBtrLVvhLjuyYgDdCAqUvgoZ4bIWlvJGFMJ517OFcaYRtbaA5H8DBHxNOXLnMUBr1hrvwQwxjwM3A5cAcyJ0GdIPqdu85JRVkVoovt6PMP0jO/9UoAHrbXFg/4lWmt74iQngKOZbccYUxZ4H1gL1LTWFgcG5XIfotG2/3BfM15lLxc0T0QKF+XMELnd5+8DKuFe+RKRQkX5Mns7cHpzAmCtTcM5qVA1Sp8n+ZCKdwn2E1DavZ/Hrz5Oosptd6BNwLnBE4wxNdwBjHa526sZNPu8DJ9ZCpjgdp8C5yxpqH4CTIbPvi3oXqiTtRmny3zToO1Wxenm9EWY2xaR/Ec5MxvGmJrGmG3GmDOCJh/HObg+msVqIlIwKV/mbB3O4Hz+7SbgHGNqcE8JUPEuAdbab4HVwARjTEl3cKHROGcoc3tl+Tngn8aYzsaYBGPMRTjdli611h4DPgAGGGPKGGPq4Ny/5PczzgHeRcaYJGNMX5xEWdYYc0oIn/0aUNUY088Yk+gObPIkzpnak+bGPQ0YboypZYwpgzPAySfW2u/D2baI5D/KmTnahvM0jieNMRXdWEYDqcBnYW5bRPIR5cuQPAV0c/frFGAETr5cGIFtSwGh4l0yuh7n2ZJbgfXu6w253Yi19hNgAE5C2w/MBAZbaz92F7kTKIrzeI85OM9PBzhurf0V57Ee03DufzoLZ/COXTiP/Mjps3cC7YB+OKOJjgb+aa3dmtv9yMQIYBnOY0U2uvtwXQS2KyL5k3Jm1tv1AZ1x7lX9CfgNZzTlK621v4ezbRHJl5Qvs9/2cjf2yTg9PS8H2ltrD4a7bSk49Jx3iRljTDF3pE+MMS1wHh9Uxj8KqYiI/E05U0QkNMqXUlCpeJeYMMa8gDNiZ1ec7kuzgIrW2pYxDUxExIOUM0VEQqN8KQWZHhUnsTIE556ln3AGK1kF3JjTSsaYC3C6rGflL2tt5SzWHQQ8ks26nwKtspk/yFr7dE4xiohEgXKmiEholC+lwNKVdxERERERERGP04B1IiIiIiIiIh6n4l1ERERERETE41S8i4iIiIiIiHicincRERERERERj1PxLiIiIiIiIuJxKt5FREREREREPE7Fu4iIiIiIiIjHqXgXERERERER8TgV7yIiIiIiIiIep+JdRERERERExONUvIuIiIiIiIh4nIp3EREREREREY9T8S4iIiIiIiLicSreRURERERERDxOxbuIiIiIiIiIx6l4FxEREREREfE4Fe8iIiIiIiIiHqfiXURERERERMTjVLyLiIiIiIiIeJyKdxERERERERGPU/EuIiIiIiIi4nEq3kVEREREREQ8TsW7iIiIiIiIiMepeBcRERERERHxOBXvIiIiIiIiIh6n4l1ERERERETE41S8i4iIiIiIiHicincRERERERERj1PxLiIiIiIiIuJxCbEOQLzPGFMWGAv8EygJbAZmAE9ba49FYPtbgZpAb2vtSzksE+wQsA14G3jCWrsn3FhERDJjjCkJ3AN0B+oAicB24E1gsrV2ZwzDO2nGmJeAf2WzyChr7UhjzHKgtf99iNu+CXgR+NlaWyuEGGZZa28KZdsikr9kcRznA/4ClgMPWGs3uMu2AZYBWGvjcvk5PvfHFtbaL0464AxxZOFna22tUHNdJtv3x3qptXZ5TjHk9ruQgknFu2TLGBMPzAdaAd8Aa4GrgclACeDRPA5puRsHQBmgK/AA0AZomcexiEghYIwph5N7zgF24eTEY0A7YCjQwxjT2lr7cxQ++3MgzVrbJtLbzmATsCiT6f6D37eAr4Pei4icjOX8fRxXDOf4siuQbIxpaq39P+AXYEo0gzDGtAM+JJvCOYNngaMZpu12X3/AiXc3IlGm4l1y0hwnse4HLrbWHjDGrAReAG4n74v3edbap/1vjDGvAB8AFxlj6vvP2oqIRNATOIX7jzh58A8AY0wSsBC41F2meyQ/1BhTFaQ3GSwAACAASURBVLgI+DSS283CN9baAVnNDM67IiJhyHgcVxTnxGAD4BZgoLV2E5BlPoqQ3Obr+621BzKbYa1dDawOPySRnKl4l5xswTkw3R+UtH53X6sbYxKstWlBXX8aAINwutgfA54GRlhrfQDGmPOA54DG7rYHhRnf+qCfS/t/MMY0AUYDTYHiwH+BB4PPrhpjOgDDgLNxzv5+DzxurZ0XtMy5OLcMNHW3/wVwn7XWf9ZYRAowY0xp4Hr37Vh/4Q5grT1kjOkHdATeCVon27xhjBkJjMDpZvkGTuFfF/gO6GWt/SFoGYDWbo7tba19yRhTE3gMp7CviHMVa6g/vwV14fzU3f5YnC6pz4bxPSz/f/buOz6qKv3j+CchBgRBqopSxMIj8rMgKiIKiiUIKAKLKxYUCyrYFRdcFQRREAvirquyiwVXF8sqggusuthQmuJiWY4FEBsoIBB6y++Pc2eYhJRJZiZzQ77v1yuvm7n1ucPlyTn3nnMuBZrNlxRHEfuph/8b0AVYC4wta0wiUvE557aa2bv48qNB4U3FzWxP4FF8pXsb8Fd816VHgXcLaZ2UZWZj2Nkt6FGC8mhMmRVghpmVqrl7QYU1mzezKsBt+L8fBwMrgphHFNfl1MxuAAYCdYC3gefKGpfsnjRgnRTLObfMOfeOc+7jmNlXBtPvnXPbCmwyHjgA+AifeO4kuLtpZlWBqcAJwLf4plOPA3UTCPHoYLoO+F9wnEb4hNcZ+BD4D75J/ZSgsImZHQNMDrZ/HfgHcCjwUlCpjxRM3wO64m8SvI4vvM4ws4YJxCwiFUdr/M09KKRZuXNuoXPuQefcIih13miFr8jOw/f7bI3PQRn4Cv+bwXo/4ptkfhncTHgP+D3wHTAROBKYZmZHFdh/M+AOfJP3RWU6+yKUMo5Y4/B/EzYAk4CLgU7JjE1EKpx9gumKYta5F7gc/0DmX0AOcHMx698JtARm47tZRsuj+HyaG/z+Cr7smmwP4GOuB/wdWA/cjb+ZWigzOwffLfUAYBq+mX5Kuw9IxaPKu5SKmd0CnBN8fKCQVZY65zo55zqxs6lnZP1zgf2Ajfimp9cAlwI1SxFCTzMbE/w8hS+Urgeucc5FEnFj/J3K4c657s657viKfQ18sgdfmM4CJjjn+jrnrgjiG8nOPk03AXsDLznnOjvnegfL6wDXlCJmEam49g2mm5xzK+NYvzR54yigazBIW+Tp/uHAwc65acDzwbxvnHM3Bk0zLwOaAHOdcycH216Pv8FwS4H9NwYucs5dEewvmUoTBxDtBhD5e3Cxc+5q/FP7GkmOTUQqADPLNrPu7MwLLxexXlV8zgHffP1i/IOg7GJ2v9Y5d0Zh5dGgi1Ckf/qfnHPDEjiNwuJtAFwbfDzdOXcl0BZfXr3ezIrKeZG/EROdcz2dcz2Bt5IZm1R8ajYvcTOza9lZYZ8O/LmQ1V6K+X0Wvr985GnTkcF0bmRkeOfc22aWS/wV+FOCn1ifAjXNLMM5l+ec+8jMfgJ6mNkD+Os80qQ+EssXwfSq4GnYu8A7zrnbY/Z7UjDdP2h6BdA8mB4bZ7wiUrFFmldmRnJMCeuXJm986ZyL5KKPYuY3xA8gV9z+q8Xsf78i9r8B3/IoHj0LNCWN6O6cey3BOCJaAlWAHQStCpxzq4Mm+V3jjFNEKrZHzezRAvO2AsOcc1OK2KYpO8txkwGcc5vMbBLQv4htJsb8XrA8Wha5ZlZw3iTn3LmFrNsGX/bcDvSL2W4L/kZuSwrvIx8pJ0+PmfcacFEZY5bdkCrvEhczuwLfXwh809HfFdFnJ7bJ08ZgWiWY1g+mqwtss4b4K+/XRQY6CQY5OQb/dOoxfPP7EcEIolMp/PrOAHDO/TtoRXA70CP4wcxmAz2ccz/hm1mBb3JfcCT7RnHGKyIV2/fBNBvfr/uXYtaF0uWNaL50zm2MKeBVoWiR/R8R/BS3/5Vx3GyIKGq0+W+TEEdE5G/AugJ/Pwr+TRCR3dc77Bxt/lx8xXycc25IkVv4pucRq4r4vaDiyqNlUdho858VsW4kP1bBv2K0oEYUXnkvrJys/Cj5qPIuJTKzdvikBfAscHkhfd3jEXkPe52YfWdSxj7vzrmtwGwzGw/cg+/LNAI/QEgWvgJ/sXNupZnNwt8Jjd3+ITN7BN/vtD2+CX8bfJ/MLjHxDnLOjSpLjCJS4c3Hj6mxF/4m3+OxC82sOfA0/ubmP0h93ojs//Gg61FxdpRiv8WONp9gHAW32Ssy2GnwuX5RG4jIbueVmIcw/8GPfdHPzP7inPu8iG1iK7C12ZlL6hWybqoUOdp8ISLxbXLO7VmKY/yG76pVJ2ae8qPkoz7vUiwzy8KPoLkHvulO3zJW3GFnU/Xjgv5AAN2A6olFGX3qE7mzun8wfS+ouB+I71sKQf8oM+sVNNtq4Zyb55x7CD8QCsBBwTTSjPX0yIHMLMfMBppZxwRjFpEKwDm3EXgy+Dgo6LcNQNBvcRy+L+NlwVPuZOaNyFPzvWLmRfZ/SpCfMbM2ZjbIzLqVcv+JKEscX+LPKZNgkLqg29IpKY5VRELIOfc6/nW/WcBfgsE6C/MdvhsQ+IcrmFk1dvaVL4vC8muyzMWPiF/NzE4CP1q+md1hZgPMbO8itouUkzvHzLugsBWl8tKTdynJRfhR2MFXjh8q0OfnT8H7OOPxCn4UzbrATDObiR9AbiXx3z3taWaHBL9XwfcbOhX/hOn+YP4nwfybzOxQfBL8Nz7JX2xm3+EHVbo22N/kYPvTYuIkiPVS4HQzmwH8hG/iVRWNjixSmdyJ78fdHj/i+xv45pMd8YPCLWHnzb9k5o0fg+kxZvZ34AX8qMg3A4cBs8zsC3x/8brsHNCpPJQ6DufcUjP7Nz7vTzCz1/AV92XAgeUQs4iEz034ZvQn4V/r9nTBFYLXcv4d/7ajB8ysDf41v0W+ci0OP+LzzgNm1jUYQDMpnHO/mNkTwADgtaCceRS+pec77GzNWtA4/N+VnmY2Bf/g7NAi1pVKSk/epSQHxvzeG993J/Yn7r7fzrkN+ELsF/g+TsfiE/XSUsRzSsyxB+Ar6dOBzs65yHuW/4B/xUYNfBIcDFwBLMA3R2rhnBsLREYbvQj/uqKt+Cb3dwXxLsKPSv/vINae+Pcwd3HOafRPkUoiyF2n40dTd8DZ+KchW/BddVo755YG6yYzb/wH/572zcBZQB3n3Gr8TYR/4t8d3Bt/g+BC59xTCZxmqSQQx+X4wer2BM7Adzd4tZj1RWQ35pz7Ev/KTIDRZlZUV8qB+Hy4AzgT3zXy78Gygn3R4zEEX/5shh+5PtluAIbiX0l3Ef71b2OBc4sai8Q59w9gGP6hVgd8l60rUhCbVGAZeXnxjmUjIiIiIiJSvszsSPwDo0XOuYXBvDfwrSufSOaTc5EwU7N5EREREREJs6vx70FfGTQp3w/fBWcD8GA6AxMpT6q8i4iIiIhImN2Ib05+PvB7/Aj0U4G7nHNfpzMwkfKkZvMiIiIiIiIiIacB60RERERERERCLpXN5vVIX0TCrqh3yqaDcqaIhF1YcqbypYiEXUrypZ68i4iIiIiIiIScKu8iIiIiIiIiIafKu4iIiIiIiEjIqfIuIiIiIiIiEnKqvIvsJrbtyMs3FRGR5FOuFREpPeXO5FDlXWQ3kZWZwcj5K8jKDMtgwCIiu49IgVO5VkSk9JQ7k0OVdxEREZESRAqeIiISPz1pTy5V3kVERERERCTpdOMzuVR5FxEREREREQk5Vd5FREREREREQk6VdxEREREREZGQU+VdREREREREJORUeRcREREREZGk0SjzqaHKu0gI/fGPf+TRRx9NaB9vvPEGXbt2JScnh+uuu47c3NxC13v77bfp1q0bZ511Fr179+arr77aZZ1Ro0bRsWPH6OfFixfTp08fOnXqxNlnn82rr76aUKwiIuUtnjxbUuEz0Tw7b948jjrqKDp16hT9ee655wC4+OKL881v06YNI0eOLMOZiogkT7xl1OJGmU9l7lyxYgUDBgwgJyeHnJwcZs6cWcYzDSdV3kV2Qz/99BPDhw/nySefZPr06TRo0IAxY8bsst7y5csZNGgQDz74IFOnTqVr167cdddd+dZZuHAhb731Vr55gwcPJicnh2nTpvG3v/2NkSNHsmjRopSek4hIeYsUPgsrgCYjz+bm5nLssccybdq06M9FF10EwIQJE6Lz3njjDRo2bMi5556b2hMWEUmxpT/8yPDhw3ns8SdSkjvvuecemjRpwvTp0xk7diwDBw5k3bp15XqOqaTKu0gS/PDDD5x00kmMGzcueqfv008/pV+/fpx88skMHjwYIJp8OnXqRJ8+fVi6dCkAv/32G5dddhkdO3akX79++e5AfvPNN1x00UXk5ORw9tln89lnnxUby7Ydebz99tuccEJb9t9/fwAuuOACpk6dusu6WVlZPPjggxxyyCEAtG7dmm+++Sa6fMeOHQwdOpQbb7wx33ZfffUVbdu2BWCfffahWbNmqryLSEqFKc+CfyLUtm1ieTY3N5eaNWuWeKyJEydy+OGHc9hhh5W4rohIrLDlzndn/Ifahx1Dk0YHAMnPnR9++CE9e/YEwMxo2bIls2bNivfrCr2sdAcgsrv47bffaNCgAdOnT+f666/npptu4pVXXiEjI4P27dvTvXt37rzzTl555RWaNm3K+PHjueuuu3j66acZN24cderUYfz48fzwww+cc845HHrooezYsYObbrqJPn360KtXLz7++GP69+/PjBkzmDBhAhMnTswXw6rN2zl15D28Mvd/dGjWJDq/SZMmrFy5kjVr1rD33ntH59erV4/27dtHP7/33nscddRR0c//+Mc/aN68eb55AG3btuVf//oX/fv3Z8mSJfzwww+7rCMikmzpyLP/fPZ5AN6pWoVVm7fzTtUq2EU3s3nxYpo08Xl22468MuXZ3NxclixZwgUXXMDKlStp3bo1gwcPzlco3bJlC+PGjePZZ58tj69YRHZD6SqjRnJmbO7cumQJNfc9IBpbsnNnRkYG27dvj25XvXp1vvvuu3L4lsuHnryLJMm2bdvo1KkTAM2bN+eII46gbt261KlThwYNGjBnzhzatGlD06ZNAejVqxezZ89m69atzJs3j7POOguARo0acfzxxwOwaNEili5dGr2D2Lp1a+rWrcv8+fPp27dvvuZC06ZNo8dDL9CmTRu2bd5M1h7ZPq4deWRnZ5ORkcHGjRuLjP+jjz7imWeeid6B/fXXX3nmmWe45ZZbdln39ttv5+WXX+aEE06gS5cuXHPNNTRo0CBJ36SISOHSkWd7PPQCPR56IZpjp02bRsOWx7B50yZmr9zGyPkryMrMKFOebdy4MR06dODxxx9n0qRJrF+/nnvvvTffNpMnT+aII46gcePGyf0yRaTSSFcZtbDcuXHjRqoEZVQg6bnzxBNP5JlnnmH79u0sXLiQWbNmsXnz5iR/o+mjJ+8iSVKlShWqVasGQGZmJtWrV8+3LDs7m1q1akXn1axZk7y8PFavXs2aNWvyPWmJrLd27Vq2b99O586do8vWrVvH6tWri40lq1o1tm3dwsj5KxjUqj6bN28mLy8vX0yx3nrrLYYPH87jjz8ebZ503333MWDAAPbee+9dBhK57rrruP766+nRowfLli3jwgsv5PDDD6dVq1bxfFUiImUSpjxbvXp1tuduiX4uS55t3759vidL/fr144orrsi33ZQpU+jdu3exsYiIFKcy5c477riDoUOH0rlzZ1q0aMHJJ5+c79wqOlXeRcpJvXr1mD9/fvTzmjVryMzMpE6dOtSqVStfBXnVqlU0btyYffbZhxo1ajBt2rRd9vfUU08V2Wx+7/2bsmjRZxxwip//9ddf06BBg0KT14cffsiIESMYP348Bx98cHT+jBkzmD17NqNGjWL79u2sWbOGdu3aMWnSJL744gvOPvtsAPbbbz9atWrFxx9/rMq7iKRVKvJsUc3mj2/WjPemvRtdtyx5dtmyZeyxxx7Uq1cPgLy8PLKydhbN1q1bx6effprw20dERIqTqjJqYc3mU50769Wrly9n9unTh+bNmyfw7YSLms2LlJOsrCzmzZvH999/D/j+5O3atSMrK4ujjz46OqL70qVL+fjjjwE44IAD2G+//aKJcdWqVdx8881s2LCh2GbzTY49mTlz5rDmJz/YyIQJE+jatesuMW3cuJHBgwfz6KOP5kuKAPPnz2fmzJnMnDmTl19+mYYNGzJz5kzq1q1L3bp1mTFjBuAT/Pz58zn00ENT88WJiMQpFXm2qGbzp59+Osu+nJ9Qnn355Zf54x//yJYtW9i+fTsTJkzglFNOiS5ftGgRderUYa+99kr6dyUiEpGqMmpxuXPx4sVA8nPnsGHDePrppwGYPXs2y5cvp3Xr1kn/ztJFT95Fysl+++3H8OHD6d+/P9u2beOAAw5g+PDhAFx11VXcdNNNdOzYkYMPPpgzzzwTgIyMDB566CGGDh3KmDFjyMzMpG/fvkU2LYqoUbcBQ4YMYegDgznzkTwOP/xwrrvuOgAWLFjAI488wt/+9jfefvttVq1axa233ppv++eee4769esXuu/MzEzGjh3LqFGjePDBBwHo3r07HTp0SOj7ERFJVHnm2X333Ze2l9/K2w+WPc/269ePu+++my5dupCZmcnRRx/NbbfdFl1n2bJlGk9ERFIuHblzwIABbNu2Lem588ILL2TgwIE899xz1KpVi7Fjx1KlSpVkf2Vpk5GXl5eqfadsxyJSuEgf94JTKVJGugOIoZwpEkKRd7wXlltjl1USYcmZypciFUBR5dJKUj5NSb5Us3kRERERERGRkFPlXaSC27ZDDyBERERERHZ3qryLVHBZmRnRppsiIpI43RQVEZEwUuVdREREJIZuioqISBip8i4iIiIiIiIScqq8i4iIiIiISFKo61HqqPIuIiIiIiIiSZGVGZa3Su5+VHkXERERERGRchN5Oq+n9KWjyruIiIiIiIiUm8jAoHpKXzqqvIuIiIiIiIiEnCrvIhWUmhmJiIiIiFQeqryLVFB6D7GISDio76aIiJQHVd5FREREEqC+myIiUh5UeRfZzemJkIiIiIhIxafKu8huTk+EREREREQqPlXeRUREREREREJOlXcRERERERGRkFPlXURERERERCTkVHkXERERERGRhJRlcGQNrFw6qryLiIiIoMKjiEgiIoMkl2UbDawcH1XeRURERChbwVNERKS8qPIuIiIiIiIiEnKqvItUMGrWKSIiIiJS+ajyLlLBqFmniIiIiEjlo8q7SCWh0TxFRERERCouVd5FKgmN5ikiIiIiUnGp8i4iIiIiIiIScqq8i4iIiIiIiIScKu8iIiIiSRA7pojGFxERkWTLSncAIiIiIruD2LeBDGpVP83RiIjI7kZP3kVERERERERCTpV3ERERERERkZBT5V1EREREREQk5FR5FxEREREREQk5Vd5FREREREREQk6VdxEREREREZGQU+VdREREKi29j11ERCoKVd5FRESk0oq8mz3yfnYRESl/kRupuqFaPFXeRSoIJTMRERERCZtklFEjN1KzMjOSENHuS5V3kQoiktRERERERMJCZdTyo8q7iIiIiIiISMip8i5SyahPkYiIiIhIxaPKu0gloz5FIiIiIiIVjyrvIiIiIiIiIiGnyruIiIiIiIhIyKnyLiIiIiIiIhJyqryLiIiIJJkGBxURkWRT5V1EREQkyTQ4qIiIJJsq7yIiIiIiIiIhp8q7iIiIiIiISMip8i4iIiIiIiKlojE9yp8q7yIhp8QoIiIiImETGdtDyo8q7yIhp8QoIiIiIiKqvIuIiIiIiIiEnCrvIpWU3kEsIpWZcp+ISPiofFo8Vd5FKim9g1hEKjN1SRIRCR+VT4uXle4ARCqD1157jXHjxrF+/XqOO+44RowYQXZ2NpMmTWLYsGE0aNAguu4tt9zCGWecwaOPPsqkSZM4+OCDaXrl3dHlkydPZtZbs6DViEKPNWjQIJbsUR9a3Zpvvplx3p9fBerz0rU9mZ6dyXqymJGdSXZ2NldffTVdunQBoGPHjuTl5VG1alU2bNjAgQceyOWXX06HDh2S/+WIiCQgkfyaV78xtz43Lrq8pPz6/mP3UKtVc2h7Xr75BfNrHnm8U7M6KzduY2atPZVfRSSUEi2f/vnPf44u//aDf3PPG4vI6nJ1ocdS+TQ59ORdJMW++uor7rvvPv76178yY8YMduzYwbhxvrCYm5tLly5dmDZtWvTnjDPOYOXKlbz55ptMnz6dfffdl+8/ngnA1o3rGT9+PMecd2XCcY0ePZoeD73A9OnTGTt2LMOGDePrr7/Ot3zatGm89957XHPNNdx5551MmTIl4eOKiCRLovm1Rr0GzJgxA0hufu1w7RCmTZtGzzH/UH4VkVBKRvk0kj/XrVvH51Ne4IYbbkg4LpVPi6fKu0iKzZo1ixNOOIGGDRuSkZHBJZdcwr///W/AJ8eaNWvuss13333HIYccQpUqVTj88MNZ/eMSAD558a9ceumlZFffK6kxNmvWjBNOOIGPPvqo0OVt27ZlyJAh3H///eTlqQ+SiIRDovm17oHN+fbbbwHlVxGpXJJRPo3kz7Fjx/J/Xc4vdJtEKH/uSpV3kRTLyMhgx44d0c/Vq1dn6dKlAKxdu5ZPPvmE8847j06dOjFy5Ei2bNlCZmZmNAlt376djMwqOOf4bem31K5dmzdH3codd9zBti2bkxbntm3byM7OLnL5qaeeSm5uLosXL07aMUVEEpFofs3bsYPMzExWLf1W+VVEKpVklE8j+dM5R/ZeNenXrx8znxzJ5s3Kn6miyrtIirVt25aZM2fy1VdfsW3bNv7+979Hk9phhx3GqaeeyrPPPsvEiRNZsGABTz75JAcddBBfffU1mzdvZu7cudRr1pwRI0Zw/CU3MHr0aE65YThNmjRh0cw3Cz3ml1NfolOnTvzz5t7RaXG++OIL5s2bR/v27YtcJzMzk+rVq7Nu3bqyfxkiIklU1vz69dc+vy77cj4tW7Zk9jNj4s6vzz77bL7cqvwqIhVRovlz7ty50fx5++23M+/vjzFmzBhq7nsAkydPLvSYKp8mTgPWiaTYIYccwp133snNN99MdnY2PXv2jDYr6tatW3S9atWqcemll/Lkk09y7bXXctFFF3Jyp7PJOakNP636lZYtW7K+Vm1q1KjBHtX25LDDDuONF/9V6DEPP6sX/xh+KyPnr2BQq/qMnL+Cp85vl2+dgQMHRgcEqVevHmPGjGH//fcv8jw2bdrEypUrqVu3bhK+FRGRxJU1v1544YWce+65ZB/4fyxfvpx6BxrV4syvffr0YW3b86K5Fdglv777p7vp9MxoVm7cxoID9lF+FZHQSTR/HnvssdH8WbduXfbYszrVq1enbtND+fzzefzud7/b5ZgqnyZOlXeRctC9e3e6d+8OwNy5c2nevDkA33//PbVr144my7y8PLKy/H/L3r17891hZ9D/4Gxyel3II6+8wP2zv4/uMy8vj4zMsjeeGT16NG9VOZBBrerHtf706dNp2rQpjRo1KvMxRUSSraz5tXfv3tz9wWImPHgzxwwcw9aNG6L7TDS/drh2CA/3Pi1aQC2J8quIpEMi+XPt2rVccsklHDNwTL7m9+TlUaVKlTLHpPJp8dRsXiTFvvvuO7p168batWvZunUrjz/+OD169ADgscceY/To0eTl5bF582ZeeOEFTjnllHzbjxkzhiPOuZC99tqLarXrsnLlSrZu2sCCBQvY+4ADy+UcZs+ezejRo7ntttvK5XgiIvFINL9+MvFJrrzySvbYs4byq4hUKskon0byZ/369dm05jfWr1/Pr998yUEHHVQu51AZ86eevIukWNOmTTnttNPo1q0bGRkZdOnSJXqX8w9/+AN33nknOTk5ZGRk0KFDBy677LLotisXf8XKJUtofnZ/ADIzq3DVVVcx6rZLOKzpATS/pvB3ESfDwIEDqVq1KuvXr6dhw4aMGDGiUr1HU0TCL5H8+uWXX7L25+/p3LkzC+avSFl+3bYjj6zMjOgUlF9FJP0SyZ+fff4FS5Ys4a677mLB/BVUqVKFI8/tQ7du3diyVz263T4gZXFX+vyZl5eXqh8RSdB9n/ya8unW7Tvy8vLyotNKJpU5UDlTJGQK5rnYXFhcniztsqLW3w2kO08qX4qEREllzHjWiWcfFVhK8p+azYtUclmZGYycvyL6REhEZHcVyXeRgeZEREQqElXeRUREREREJDS27cjLNxVPlXcREREREREJDbUMLZwq7yIiIiIiIiIhp8q7SMioeZCIiIiIiBSkyrtIET766CO6d+9OTk4Offv2ZdmyZbus8/HHH9OrVy/OOussevTowdy5c6PLnn/+ebp06UJOTg6XX345P//8MwDr16/nD3/4Azk5OXTu3JmRI0eyffv26HaRZkLpkMg5L1u2jJYtW9KpU6foz4MPPgiUfM4iUnkkmlsjnnvuOcws+vmxxx6jTZs2+XLQggULUnoupZXouX/zzTf06tWLDh060LNnT7755hsAbrnllnznfdJJJ3HdddeV23mJSPlLVS5dsWIFAwYMICcnh5ycHGbOnJnS8yhJqvJmRS2bqvIuUogNGzZw8803c8899zB9+nROOukkhg4dmm+dLVu20L9/f2655RamTp3KDTfcwM033wzAJ598wvjx43n++eeZPn06hxxyCCNHjgTgySefZOvWrUydOpXXXnuNzz//nH/+85/lfYq7SPSc165dS6NGjZg2bVr055ZbbgHCe84iUr4SzTMRv/zyCy+++GK+ebm5uVx22WX5ctCRRx4JhKNFU6Lnvn37dq699lquvPJK3n33XS6++GJeeuklAB588MF8592iRYvo+5pFZPeTylx6zz330KRJ/b005AAAIABJREFUE6ZPn87YsWMZOHAg69atS/UpFWrrpo0py5sVtWyqyrtIIWbNmkXjxo1p2bIlAOeffz4ffPBBvuS1detWhg8fzgknnABA69at+eWXX1i7di316tXj/vvvZ++99wbghBNOYPHixQA45zj++OPJzMwkOzubY445hq+++qqcz3BXiZ5zbm4utWrVKnTfYT1nESlfieaZiBEjRnD11Vfn23dubi41a9Ys9LjpbNEUkei5z58/n6ysLM4880wAzj33XAYPHrzLcd599122bNlCx44dy+GsRCQdUplLP/zwQ3r27AmAmdGyZUtmzZoFlP+N0J+/+DhlebOilk1VeRcpxJIlS2jcuHH0c40aNahduzZLly7NNy+SDADee+89DjzwQGrVqkXTpk055phjANi0aROTJ0/mtNNOA6Bt27a8+eabbNq0idzcXGbOnEm7du3S/mRo0eLFNG7cOBpHac85NzeX1atXc+mll5KTk8P111/P8uXLgaLPWUQql0Rza+TzunXr6Ny5c759r127lrfeeosePXrQuXNnHn/8cfLy0v/EPSKSY8EXgEt77gsXLmT//fdn0KBB5OTk0K9fP77//vtdjvPoo48yYMCA1J+QiKRNKnNpRkZGvubj1atX57vvvgPK/0bo2p+/p1GK8mZFLZuq8i5SiI0bN1K1atV886pWrcqGDRsKXX/hwoXce++9DBs2LN/8+++/nxNPPJHc3FyuuOIKAC688EK2bdtG27Ztadu2LU2bNqVDhw5pfzK0edMm3DryvZKjNOdct25dTj31VO6//37eeOMN9ttvPwYOHAgUfc4iUrkkmls3bdrEqFGjGDJkyC7rtm7dmtNPP50XX3yRp556itdee41JkyYl/yTKKJJjY199VJpzX7t2LXPnzqV3795MnTqVFi1acNttt+XbZtasWeTl5XH88cen9mREJK1SmUtPPPFEnnnmGbZv387ChQuZNWsWmzdvTv5JxGHb5k1Uq1o1JXmzopZNVXkXKUT16tV3SVSbNm2iRo0au6z7ySef0K9fP0aMGEGbNm3yLbvtttuYM2cOxx13HH379gVg9OjRNGrUiDlz5jB37lw2bNjAX//619SdTJyqV6/O9q1lP+cjjzyS22+/nX322YesrCz69+/PnDlz2LBhQ2jPWUTKV6K59c9//jNdu3alSZMmu6x/ySWXcMEFF5CVlcW+++7L73//e2bMmJGaEymDRHNszZo1adGiBUcddRSZmZn07duX+fPn5yvETpkyha5du6b2REQk7VKZS++44w5yc3OjLZhOPvnkIrtFplpWtT0TOs/i8mZFLZuq8i5SiIMOOijaRx1g1apVrFmzhqZNm+Zbb+HChdxwww089NBD+e7WLViwgP/+978AZGVlccEFF/Df//6XtWvXMnPmTDp37swee+zBnnvuyWmnnVbo6J/l7aCDDmLNTzubIZX2nFeuXJlvBNC8vDwyMjLIysoK7TmLSPlKNLf+5z//YcKECbRr1y7avLFdu3Z89913fPPNN/kKeXl5eWRlZaX4jOKXaI5t1KgRubm50c9VqlQBIDNzZ1HunXfeoX379qk6BREJiVTm0nr16vHoo48yffp0xowZwy+//ELz5s3L58QK2Hv/JgmdZ3F5s6KWTVV5FylEmzZtWLZsGfPmzQNgwoQJnHrqqVSvXj26Tl5eHoMGDWLIkCEce+yx+bZftGhR9M4lwIwZM2jYsCG1atWiWbNm0adB27dv5/333+fQQw8tpzMrWps2bVi/6hdmz53Hth15pT7n999/n/79+0cHEXn66adp27Yt2dnZoT1nESlfiebWN954gw8//JCZM2dGX180c+ZMmjZtyrBhw3j66acBWLNmDa+++ionh6gJZCTHLl/ob+yW9tzbtWvHb7/9xvvvvw/AxIkTOeaYY6hWrRrgb6CuWrWKZs2aldMZiUi6lFcunT17NsuXL6d169blc2IFNGzZmmXLlqUkb1bUsqkq7yKFqFatGg8//DDDhg3jjDPOYMGCBdx1110sX7482iTx008/xTnHAw88kO/9ul988QXdunXjtNNOo1evXuTk5PDss8/yyCOPAHD77bfz/fffc+aZZ3LWWWeRtcceXHPNNek8XcCf8ynXD2PE8GGclXNmmc75xBNPjL6L86uvvuK+++4Ddj3nPUJyziJSvhLNrcUZMWIEs2bNIicnh/PPP5/OnTvT7eyz0z7KfEQkx340/qEynXt2djZPPPEEI0eO5IwzzuD999+PvoIUYNmyZdStWzffk3gR2T2lMpdeeOGFvP7665x++umMGjWKsWPHkpeRnrySlV2Vhx9+OCV5s6KWTcPTnkwkZNq0acPrr7++y/wpU6YA0KpVK/73v/8Vuf2NN97IjTfeuMv8hg0b8sQTT+SbN3L+Cga12ivBiBPXsOUxPJLAOd96663ceuutu+63kHMWkcop0dwayzkX/b1x48Y89dRTyQkyRRq2PIZz73+GW4+qR1ZmBtt25JGVmRH3ubds2ZI33nijyGUffPBBSuIWkfBJVS49+OCDo+87j+QoiJRV6ycadqm1adOGc+9/ZpdjJ5o3K2rZVLdnRURERMpR5O0isW/3EBEJm3S/CSlW5FXG6X61crplpPAdqJX7mxUphSuffI0PHh7MwoUL03L8BgceysTxTzC79hEMalU/eqc19o7rbipMJ6ecKZIEsXlrxowZ/P6yq/h1yddpjSk2xwIMalU/bU+xEhSWnKl8KVJORs5fQZvVn6UllxYsn1awvJmSfKkn7yJpEnvn8NURt6St4g7w65Kvueqqq6Kf9VRIRCqqSP4aOX8FV12V/oo77JpjI/QkSUQqgnTl0qJyZ2WmyrtIOYsU0sLUFKkoKliKSEVREfOUbpSKSBiFOZ9u25EX6vhSTZV3kXJSXKW9+x8fpEWLFukIC4B9mjUvdNAOFSxFpKIoLLc+8cQT7NMsPe8njlVUjo2ILYhW5kKpiKRXUWXVdOXSwnJnbJm0MubLlIw2f/fdd2fdcMMNqdi1SIWwbUceecAemRls3ZHHHkGi+csXq7imZV3yNqxl9eqs6PSglkcy+sMPo8vTMW3Vsi6zvljF6tU+LcTGuGJVFbJiziUyreh94h955JEDgR+GDBmyLZ1xKGeK7FTcmBuRebF5Nfb32LwFfhTiGydM3SXfAXHNK+uywuZFciyQL//nbVjLurVZ0e2ubFGn0Hwbe/7pEoacqXwpkhylKasWlUuLm8buK1nl00hMkX0XlS/DUE5NVb5MyYB1d99994HA4qTvWEQk+ZoNGTJkSToDUM4UkQokrTlT+VJEKpCk58tUvef9h2DaLEX7T8RiwheXYopPGGOCcMalmOKzmJ35Kp3CmjPD+m8WtpggnHEppviEMSYIZ1xhyJnKl6UTxrgUU3zCGBOEM66wxpT8fJmXl5eSn6FDh+alat+7W1yKqeLGFNa4FFPFiylMsSim3SMuxVRxYwprXGGJKSxxhD2msMalmCpuTGGNqzLFlMoB6+5O4b4TEca4FFN8whgThDMuxRSfMMUUplgiFFP8whiXYopPGGOCcMYVlpjCEkesMMYE4YxLMcUnjDFBOOOqNDGlpM+7iIiIiIiIiCSPXhUnIiIiIiIiEnKqvIuIiIiIiIiEXFyjzZtZR+ABoAawFOjrnPuhwDoZwC3AfcCpzrkPYpadD9wB7AF8DlzmnFsTbHMf0B3IA151zg0up5iuBG4EqgBLgCuccz+Y2UXAn4GfY3Y12Dn3aipjMrNG+FEJv41Z/VXn3OBEvqckxHUDcE3MqnsAtZ1z9czsDvx3uCJmeR/n3JwkxdQOeAioBWwAbnLOvRcsS9c1VVxM6bqmCo0pVddUgjGl5HoqRVwdgPuBvYO4bkz2NaV8Gd+1nWhcab6+lS9DmC8Tjasy5Uzly6R8P5W+jKl8mfRrSmVM5csSv6cSn7ybWQ3gH/iLxIDpwF8KWfUvgAG/FNi+CfAo0DnY/mfgnmDx74FTgCOBo4HTzaxnOcR0HH4QgdOdc4cBnwGjgsW1gX845w6L+YnnP0BCMQXHXVTguJF/wDJ9T8mIyzn3SGxMwBPA0zExP1gg5nj+E5QYk5lVBSYBg5xzLYA7gReCZWm5pkqIKS3XVHExkYJrKtGYUnE9lSKuPYFXgP7Bse8GXjSzjGRdU8qX8V3byYiLNF3fxcWkfBl3TGm7ppQzlS9LEsacqXxZcfNlkuJSGTOOmHbnfBkrnmbzHfH/OJ8Enx8HcsysZoH1nnbOXQlsLTC/G/C2c25p8Pkx4Lzg917Bdpudc5uAp2KWpTKmX4HznXORu1TvAy2D3/cGVscRQ7JjKu64Zf2ekhFXlJnti7+jNTyOmBONaQ+gn3NuRvD5A2B/M6tN+q6p4mJK1zVVXEypuKYSjSkqiddTvHFlA5c75z4OPr8N7ItP6Mm6ppQv4xfGnKl8WXHzZTLiqiw5U/myeGHMmcqX8QljvkxGXCpjxhdT1G6YL6Piqbw3J6ZJhHNuHbASOCR2JefcrHi2D37fx8zqFLHssFTH5Jxb4oKmDIGzgNnB77WBdmY2y8wWmtmDwV2elMYUHLeemb1lZs7MXjazAwrbN/F/T8mIK9at+IsscvHXBrqb2Twz+9LMbjffBCThmJxz65xz/4zZ5izgq+DYabmmiospXddUCd9TKq6pRGOKlazrKd641jjnJkG0Gd/lwPvOud8Kbk/Zrynly/iu7YTjIk3XdwkxxVK+LN98mXBcVJ6cqXxZvDDmTOXLipsvE45LZUzly1jxVN6rA5sKzNuIb/cfj3zbO+c249v11yhk3/HuN9GYoszsYvw//JBg1n+BKcCpQFvgeOAP5RDTL8Bk4GL83bTvgQlF7LvM338ZtgfAzPYG+uD71UR8ALwKnACcESy/ONkxmdmRwMPAVYVtn45rqpCYYpel5ZoqJKZUXFNJ+Z6SfD2VKi4z+x2+2dI1wNWFbZ/ANaV8Gd+1nYy40n59F0X5ssSYYpel7ZqqxDlT+bIU+y3D9lG7eRlT+TJF15TKmGWOKTJ/d8yXUfEMWLceqFZgXnVgXRzb7rK9mVUDMoLtC+473v0mGlMklv7AzUBH59wyAOfcczGrbDSzh4FBwLBUxuScmwvMjYltOLDCfF+Lsn5PCccVoysw2zkXHejBOfdIzPIfzezJYL1nkxWTmZ0IvIjva/JOYduX9zVVREyRZWm5pgqLKUXXVFK+J5J7PZUqLufcy8DL5gcg+Y+ZHV1w+wSuKeXL+K7thONK9/VdAuXL4mOKLEvbNVXJc6byZSn2W4btI/Hs7mVM5csUXFMqYypflhBPXE/eFxLzCN/MGgB1gK/j2HaX7fF3Z34OmjEUtuzLcogJM7sUuBZo75xbFDP/oOCOTUQGxfTTSVZMZraP+ZEbY4+bB2wruG/i/54SjitGV+BfBWI+PLgIY2NO2ncV3FF7CejtnPtXUdtTjtdUMTGl7ZoqKqYUXVMJf0+BZF5PccVlZo3N7NzIZ+fcf4Af8Xdhk3VNKV8m8d+shJjSdn3HQfmy+JjSek0pZypflma/IcmZypcVN18mIy6VMeOIKcbumC+j4qm8zwAamdlJwefrgCnOufVxbAt+RMBTzKx58Pl6do5U+CJwuZnVMLO9gMtilqUsJvN9Mu4DOjnnfiqw+A5glPkRAqvhmz68keqYgE7Aa7ZzAISb8AMcbKbs31My4oo4CvhfgXl/CuLEfN+NS0nSd2W+z8gz+JEb3y+wfVquqeJiStc1VcL3lIprKtGYIpJ5PcUVF35AkafNrGVwjEPxfZa+IHnXlPJlcv/NipOW6ztOypflny8TjovKkzOVL4sXxpypfFlx82XCcamMqXwZKyMvL6/EqM3sFOARfDv8b/AnXAWY7pz7v2Cdz/HN8A8GfsK32+/jnJtjZucBQ/EjBH6CH5FvXbDdfcDv8HdrnnfODS0xoARjAk4DbsffFYnY5pz7PzOrC4zDD9u/A3/nZlBwMaYyprn4/5i/A7bj78b0d879mMj3lGhcLniNgpmtBY5zzrmY/TYDngSaBjE/B9zrnCvxoiopJjNri++fUvAO7gXOuU/ScU0VFxOQQxquqRJimk8KrqlE/+2CfST1eoonrmCdXvjXimQH5z3KOfd0sCwp15TyZXzXdhLiSknOVL6suPkyCXFVmpypfJmU76fSlzGVL5N3TamMmXhMu3u+jIir8i4iIiIiIiIi6RNPs3kRERERERERSSNV3kVERERERERCTpV3ERERERERkZBT5V1EREREREQk5FR5FxEREREREQk5Vd5FREREREREQk6VdxEREREREZGQy0p3ACIVjZnVBf4GnAs0c84tSW9EIiLhZ2bnAJOAU51z76Q5HBGRUDGzTYXMzgb6OueeKe94JJxUeRcpBTM7HJgKzEh3LCIiFYWZ1QAeBtanOxYRkTByzlWL/WxmLYF38OVOEUCVdynAzA4AHgVOBrYBHwHX46+VxcA5wCjgQPwTlNuBCUArYC7Q0zm3MtjXNcB1wbrfAzc55/4VLKsPTAROBL4GBgLTgCOcc5+bWbMgjhOAKsB7wNXOuZ/jPI8zgPuB5sAi4A+RYydoX+ASYEUwFZFKTDkzbkOBt4Ezk7hPEalAlC9L7TFgmHPulxTsWyoo9XmXgl4FtgCHAC2BGsDzMcsvxSfDU4Hz8cmxL3AwcFiwHDM7F7gn+FwTuAV41cxaBPv5E7An0AjoAQwvEMdfgdXAAfjEXAt4IJ4TCP44vAqMBmoD9wKvmFmjeLYvjnNuhpp7ikgM5cyS938EcBEwOBn7E5EKS/kyTmbWE9gPX4EXidKTd4kys6OA44Aezrk1wby7gZlA/WC1vznnVgOzzWw5MMM593Ww7jzg0GC9K4GnnHNzgs9TzGw60MfM/ojvL35RcAd1pZn9JTh2RFcA59xmYLOZTQauivNUzgOWOOcifxBeMLPtwPa4vwwRkRIoZ5bMzDKAx4HbnXMrzSzRXYpIBaR8Gb8gb94F3OucU9lV8lHlXWIdBOQ6536ImbcwmO4IprHLNgE/Fvgc6a9zMHCmmV0bszwTWAPUA6oCS2KWfVogltbAvUGyr4pv1vQj8Tm4wL5xzr0Y57YiIvFSzizZFfhC7dNJ2p+IVEzKl/HLwXfT/HuS9yu7AVXepaC8IuZnB9MdBeYX/ByxEbjDOTeq4AIz2yf4dWth+zGzOsC/8M2aznHOrTazG4CbSog9Ig91CRGR8qGcWYSg3+kw4DTnXFHfk4hUHsqX8fk9MNk5ty3Fx5EKSBUcifUtUCvozxNxGD5RlbbZzjfAkbEzzKyJmWUCK4P9NY1ZfHSBY9YERgfNp8DfJY3Xt0C+tplmdlVMXygRkWRQzixeF3xz2PfMbIWZrQAaA5PM7NEE9y0iFYvyZRyCJvPn4G8wiOxClXeJcs4tAOYAo81sr+Du5TB8Avm1lLv7C/A7M+tmZllmdiK+2dKpQf+dfwM3mlltMzsY338p4jv8XdITzay6mfXDJ8o6ZrZnHMd+AdjfzPqbWXYwsMnD+Du1IiJJoZxZopeAZviCc+TnJ3xT+rsS3LeIVCDKl3E7EKiLH31fZBeqvEtBFwB18P155gfTC0u7E+fcf4Ab8QktFxgPDHTOvR2sMgDYA/96j+eAEcH8Hc65n/Cv9Xgc3/+pBfA7/N3Ur+M49nLgdKA/fjTRYcDvnHNLSnseBZnZODPbBHwcOZyZbTKzixPdt4hUSMqZRe93g3Puh9gf/BOxX51zvyWybxGpkJQvS7ZfMF2WpP3JbiYjL0/d0CQ9zKxqMNInZtYW+BCoHRmFVEREdlLOFBGJj/Kl7K5UeZe0MLO/4Ufs7I5vvvQM0MA51y6tgYmIhJBypohIfJQvZXem0eYlXW7D91n6Fj9YyUfARSVtZGbHA+8Vs8pq59x+hS0ws1uBe4rZ9j2gfTHLb3XO/amkGEVEUkA5U0QkPsqXstvSk3cRERERERGRkNOAdSIiIiIiIiIhp8q7iIiIiIiISMip8i4iIiIiIiIScqq8i4iIiIiIiIScKu8iIiIiIiIiIafKu4iIiIiIiEjIqfIuIiIiIiIiEnKqvIuIiIiIiIiEnCrvIiIiIiIiIiGnyruIiIiIiIhIyKnyLiIiIiIiIhJyqryLiIiIiIiIhJwq7yIiIiIiIiIhp8q7iIiIiIiISMip8i4iIiIiIiIScqq8i4iIiIiIiIScKu8iIiIiIiIiIafKu4iIiIiIiEjIqfIuIiIiIiIiEnKqvIuIiIiIiIiEnCrvIiIiIiIiIiGnyruIiIiIiIhIyKnyLiIiIiIiIhJyqryLiIiIiIiIhJwq7yIiIiIiIiIhp8q7iIiIiIiISMip8i4iIiIiIiIScqq8i4iIiIiIiIScKu8iIiIiIiIiIZeV7gCkYjCzWsAdQC9gf+BX4HngHufc2jLs71LgKeA759yBJawTKw9YDiwARjvn3irtsUVEUsXMlgBNgeucc39KcF/HA38BDgc2OOfqlWLbvBJWaRZMF0c+O+eWxLnvd4AOwN3OuaFxxHCqc+6dePYtIpWHmXUDrgVaAg2AXOC/wCjn3DQzO5CdOaqhc25ZWgIVCRFV3iVeLwNnAF8CzwLnAgOBFsDZKT72JuCJ4PcqQGvgTOAMMzvLOTc9xccXEUmHh4BjgI/wORgz2wv4Bbi/uIpzjNfZWfiNFbnp+kiBzyIiKWdmlwN/BbYCb+AfzBwPnAKcZGadgG/LMZ4rgHGU4kZmsN3BwDdAX+fc06mJTmQnVd6lRGbWCl9xzwXaOufWmtmr+GTb1czqOudWpTCE9c65GwvE9AHQDugLqPIuIrujA4LpOOdcpBXS2cCepdjHOOfclGKW31jMMhGRVBkSTAc65x4BMLMM4G2gPfB74N5yjKdXGbc7L6lRiJRAlXeJx7f4J+ybY5rI/xizvBrkay56PnATcKBzbj8zywSGA/2AqsCrwJwEY/oUX3mvFZlhZlnAIODCII5fgFeAO51zG4J19gaGAufgm/+vwt+EGOycWxmsUwW4DbgAOBhYgb87PMI5tz3BuEVEMLN6wEigIz4XfQ0Md869VKCpKMB4MxsPvItvrg4wxMyGUMqnRAViiD1OdD9m1gO4Bd+UdQf+6f0tkRxZxL5OA8YAhwJfAP3LEpOIVBr1g2n0ZqRzLs/MugMbnXNbghwVsZeZPQd0Azbgu+08FlloZnXw5bvuwH74stsUfBlwebDOUPxNg2eBn/BN9gcBsV2cFpvZu865U8zsAGAYcDqwL7AM3wrqTufcxphyL8BTZvaUcy4jOFbb4FhtgWzgK+CJAjF/DzTClzfbAb2BPYC/Azc457bE+2VK5aEB66REzrm1zrmFzrnFAGZWH99kHmCqc+6nApvci0+sLwafrwVuB+rgK+4HAHcmGNbRwXRuzLyR+JsEe+ETcxXgZuD+mHXG4580LQt+/xq4Ep/gIx4IzqEePoGuB+4GRiQYs4hI5AbhdOAKfHP1v+Pz4kQzOyuY9wi+tRPAm8Hnl4H/BfNmB/OS2tzdzM7F3/Rsja+0fwpcAkwOnooVts1+wGTg/4L1PwZeSGZcIrLb+SKY3mNmL5jZRWbW2Dm3pohK65+B6vgxj/YB/hyMC4KZVQP+A1wPbAMmAOvw5bv3gu5GsdrhH/S8gC9HPhKz7CmCbkr4HHgZPu/+DViJv7E5Plg+np0PsyJ5GjNrD7wD5OAfVr0MNA9iji1LRh4IDQeOBf4dnOPV+JsKIrtQ5V1KJRio6Fd886Lh+DucBf0InOacuz74fE0wfcA5d4lz7nR8pTleNcxsTPAzNqbJ/Hv4PqERG/HJvZdz7mp8ggXoEbPO6cG0m3NugHPuFOAeYJKZVTezBvibDQCnO+euxN81XQ9cb2Y1ShG3iEhhzsZXjn8ATnDOXYFvIpqBbwW0KugqFOmO9Lxz7sZgALxIq6Vpwbxkd1kaGkxvds71cc51BGbi8+CpRWxzCf7p2fdAe+dcP3SzU0SKNxBfbquCb7E5AVhqZl+Y2dWFrL/AOdcD3/oo0mLonGDaB/9QZxVwjHPucnxleAW+0nxpgX0dhC+n9nPOzSnQNXOYc+5PwZP8Y/A3SDs75wYAJ+LLnXPMLMM5Nwzf3x2CPB38PhL/tH28c+4M59zF+JsAALeaWd0C8awF2jnnerOzq0C/wr40ETWbl9J6GfgOnzAHA5vZtZA2xTmXB2Bm2YAF82P7pr8GnBTnMasBNxSYtxGfvOsDa4J5Q/GF4rPM7Hx8UySAhjHbfYEvhM4K+u3PxN9UWBPE2xH//2I70M8sEjpb8C0HWpJ4k38RqdwiuW87MCrIM9WDea2TfKzJMXksYo1zrnbBmcHTqaOCj+3NrHnwe6R70rH4p1sFHRlMZ8Q8MXsN391IRGQXzrl3zKwF/gFPZ3zLnQz82zX+EjSZfzxmk4nBdtvMbC7+jRmR8l2bYDrdObc6WG+tmf0b3yT9mAKHX+icK/YhknPuNzP7Cd+tab6ZvY4vM97hnNtY1HZBV9FIHp8Ys+gV/BuTsoNzfS/23GK6ZU7Bt049wMzqOOd+Ky5OqXxUeZdSibz6yMwOAz7HN3ea5pz7OGa1FTG/18MnY4DVMfNjfy/JSudcpG9UpNn+Tfim+GcFsawFprHzyXpRLsaPXN8RuDX4WWdmdwQDpkQKtFXY9YYB+BsCqryLSCIieaYpu+aZ6kkeBLSw0eaLKnjGVuh/X8jyRoXMg519V8ua40WkEnLOfYdvHj4oKNudje9j3gifG8fFrB5btozksCrBtFEh64Bv5g47B/8sbF/F6YZ/Xeex7LxJudLMBjjnJhaxzb74Cnq+4wR9+NcBNQuJ59eY32NzZ31AlXfJR5V3KZGZHQGcDOQ65yYAOOcWmtmv+EFBjsT3cYzYEfN7bNKpE/N7fcrIObfCzO7EN4vfB9+E6hd2Vtxz8KOVngFMDWY4AAAgAElEQVRMLbDtt8DpQfP49sG6lwJjzOyjmHg3OedKM6KziEi8InlmmnPurBQfq6TR5mPFFhpPcM7NjnO7yPkkJceLyO7NzPbAN2dv4Jx7B3zZDj/o28/4sls1/Lvf4xHJQfUKzN+nwPKIHcTBOTcPOM7MGuHLjGfjb2w+Z2bvFzLmE/jWoDvwXZOj8ZjZnviKe2HxxDajjz2HXxEpQH3eJR6t8H3JHw5GaycYgTOSVJcUtaFzbhOwKPjYOdi2CoU/1SmN5viR68Hfgd0/5ve3guZH3SIrm1m2mTU0s6Fm9kfn3K/OuVeCvplvBqs1ww9csg2oZmYnBdvuaWZ3mNmAyPmLiCTgo2DaxsxqAphZczP7o5ldXMK2ecG04ABMCXPOrQM+Cz6eEZlvZleZ2Y1BK6fCRAae6hgMHAW+qaqISGG64FtvTgseEMWKPJVeQ/xPyP8VTHPMrBaAmdUGzgzmv12K2PYKtjczu8fMrnbO/eCcez7ok/4//MPPxsH6+XJy8Hajd4N5sa+fi7xSbgM7/wZE9IwZELRTMP0+0gVAJJaevEs8JgJ/wPdDmmNm7+GfclfBP3F/v4TtxwH3ATeZWWOgCfmbZ5akhpmNifm8N9A1+H02MAPf/HQ7ftCkycFr42rhn8jvgx9R9Ab8ACANzawd/hV4DfFP31cC7zrnfjGzJ4ABwGtmNhnfB7QVfuTQ6Cs+RESKMcTMCnuH+tX4kdk/xQ+wNCdo9XMmvtB6dwn7jYxsfHlQOB1VUt/NUhqOf1PIUDP7P/yTos7AcuAfRWzzDEEfTeBDM/sSOIGdT59ERGJNxleoT8PnwDfw5bWm7Kxw34N/mBKP5/AjzbcO9vcBcAq+NdB8/BuISvIjPoc9bWbT8a+PuxHYM3gV5jL864MPx5cf/xuzHfim/0fju2MOxFfQrzSzhviunb8L1rs7Ms5SjAOBt81sKX4UfMj/+jqRKP1RlRI55zbjmws9ia8498EXyv4CnOWcKym5Phisux6flL/AD3YXr8iAdZGf8/Ajio4Mjr8lKLxegx/tuAOwCTgXf9NgPX50+qrBsn8CxwFXBfNfBzo655YFx7sBP/hdLnARPpmPBc6NDMQnIlKC+viCXsGfvZxzW/G58Gl8E8mL8TnrBkquvD8OzANq4G88JvUmvHPuJXzLqM/wbxM5GT/4XPuYHFlwm6X40aIX4Qu2h+LzdMECqogIQevIrvjX+X6GL2Neib/p9w7+rUEPlGJ/O/A59XH8g5s++H7nY/Hlu81x7OY2/A2ElsARzrmf8W/YeBN/k+EqfDfRZ/FvI9oUbHc/sBD/oOhUICMYB6oj/uHSKfi3Hn0G9HHOxb6+OOIe/NtHeuLLniOA0fGev1QuGXl5qouIiIiIiIiUFzNbgm9t0Nc593Rag5EKQ0/eRUREREREREJOlXcRERERERGRkFOzeRERkf9v777jo6jzP46/EkKIoUqTjhT5Un6eBRURBQExEVAED0+wgZ6oqEgTQUWaIEUU5GzgcSgo4tlQELChQCxUj/M8vtLBU1SCkEAgENjfH1vchJRNdjc72byfj0ceyc7OzH5m+Pp2vrPfmRERERFxOH3zLiIiIiIiIuJw4XxUnL7SFxGniyl4lmKjzBQRp3NKZiovRcTpwpKX+uZdRERERERExOHUeRcRERERERFxOHXeRURERERERBxOnXcRERERERERh1PnXaQUyjrlyvVvEZHSwJt7yj8RkbwpK51HnXeRUiguNobJm/YzedN+4mKdcvNgEZHi4c1A5Z+ISN6Ulc6jzruIiIiIiIiIw6nzLiIiIiIiIuJw6ryLiIiIiIiIOJw67yIiIlIq6WZMIiJSkqjzLiIiIqWSbsYkIlIwPaXIOdR5FylFFLgiIiIiUhh6SpFzqPMuUop4w1dEREREREoWdd5FosCjjz7KrFmzglrH0qVL6d69O0lJSTzwwAOkp6fnOt+nn35Kjx49uOaaa+jTpw8//PADAOvXr+e8884jOTnZ97NgwQLfcq+//jqdOnXiiiuu4PHHH+fEiRNB1Ssi4s8JOehvypQpdOrUyfd69+7d3H777Vx99dVcd911fP/990HVKiJSWE7OyZMnT2Y7hkxOTqZ169bMnz8/qHqjjTrvIqVc1ikXP/30ExMmTGD27NmsWLGCGjVqMGPGjNPm/eWXXxg5ciTTp09n2bJldO/enccffxyA9PR0LrroIpYvX+77ueWWWwB3x37evHm89dZbfPbZZxw5coSNGzcW63aKiOQlVDnotWXLFj755JNs04YPH06XLl346KOPeOihhxg8eDAuly5lEhHnyesyy8P794UtJ8uUKZPtGPKtt96iWrVqJCUlhXbjSjh13kUi4Mcff+Tyyy9nzpw5JCUlkZSUxLfffsuAAQO44oorGDVqFIAv8JKTk7ntttvYs2cPAL///jt33HEHnTp1YsCAAdnOem7bto1bbrmFpKQkrr32Wv7973/nW0tcbAwjX1lM27ZtqVOnDgB9+/Zl2bJlp88bF8f06dNp2rQpAK1bt2bbtm2Au/NesWLFXD/jnXfe4S9/+QtVq1albNmyTJ8+nTZt2hRyr4lINInGHAQ4deoUY8eOZfDgwb5phw8fZvPmzfTq1QuAK664gri4OLZs2VKUXScipUSkcjKvyyz3rF8dtpzM6YUXXqBHjx7UrFmzMLss6sVFugCR0ur333+nRo0arFixgkGDBjFkyBDefvttYmJiaN++PT179mT06NG8/fbbNGzYkLlz5/L4448zb9485syZw5lnnsncuXP58ccfue666zjnnHM4deoUQ4YM4bbbbqN3795s2LCBgQMHsnLlSubPn8+iRYs4kHmSz8uV4UDmSQA6Tn6CtJ/3ckGjBr7aGjRoQGpqKocOHaJy5cq+6dWqVaN9+/a+16tWreK8884D3J33Xbt20bdvX1JTU2ndujWjRo2iYsWKbNmyhdq1a/veS0pK4sEHH6RMmTLFtLdFxIkilYNAtiwMVQ4CvPHGGzRr1izbNK9Tp075/k5MTGT37t20aNEipPtURKKLE44XPy9XBnPL0GLJSYADBw6wePFili9fHoY9WrLpm3eRCMnKyiI5ORmAZs2ace6551K1alXOPPNMatSowdq1a2nTpg0NGzYEoHfv3nzzzTecOHGC9evXc8011wBQr149LrnkEgB27NjBnj17uOGGGwD3mc6qVauyadMm+vfvz/Lly+n19ELf715PL6RNmzZkZWYSHx/vqy0+Pp6YmBiOHj2aZ/1fffUVr7zyiu+sb/369enQoQMvvvgiixcv5siRI0yaNAlwd+w3bNjA7NmzWbhwIStXruSdd94J8R4VkZImUjmYMwtDlYO//fYbr7zyCsOGDcs2X4UKFTjvvPOYN28eLpeLL7/8kq1bt5KZmRmiPSki0coJx4vLly+ndqsLw5qT/hYsWMC1115LhQoVgthz0UnfvItESJkyZUhISAAgNjaWxMTEbO/Fx8dTqVIl37SKFSvicrk4ePAghw4dyjZE3TtfWloaJ0+epGvXrr73Dh8+TOqB3/OtJS4hgePHj/teZ2Zm4nK5stXk75NPPmHChAm8+OKLviFR7du3z3aWdcCAAfz1r3/11d6tWzdfCPfq1Ys1a9bQu3fvfOsSkehWnDl48OBBwH0tZ26POgpFDj755JPcd999VK5c+bSbOD311FOMHTuW5ORkLrnkElq3bp1t20REchOJnMxLuHPSa8mSJTzzzDP51lJaqfMu4lDVqlVj06ZNvteHDh0iNjaWM888k0qVKmULvAMHDlC/fn1q1qxJ+fLlcx1mdMsTf2P/miW5DpuvXKchO3b8ca3T1q1bqVGjRq4Hll9++SUTJ05k7ty5NGnSxDd93759lC1blmrVqgHgcrmIi3NHTL169Th8+LBv3tjYWA2ZF5EChToH//GPf+Q5bD4UObhy5Uq++eYbpkyZwsmTJzl06BDt2rVj5cqVNGjQgLlz5/rmveqqq2jWrFlwO0hESr1w5WRuw+bDnZPx8fHs2LGDjIwMWrZsGapdFFU0bF7EoeLi4li/fj179+4F3NcHtWvXjri4OM4//3zfHTr37NnDhg0bAKhbty61atXyhfGBAwcYOnQoGRkZ/F+3m/IcNt/goitYu3YtO3fuBGD+/Pl07979tJqOHj3KqFGjmDVrVrYgBnjrrbd49NFHOX78OCdPnmT+/PlceeWVAPTo0YM333yT9PR0jh07xvvvv0/btm3Dst9EJHqEOgfzGzYfihzctGkTKSkppKSk8NZbb1G7dm1SUlKIj4/nnnvuYcWKFQC899571K5dm7p164Znx4lIqRGunMxt2Hy4cxLcd6Fv1KgRMTGnj5ASffMu4li1atViwoQJDBw4kKysLOrWrcuECRMAuPvuuxkyZAidOnWiSZMmXH311QDExMTw9NNPM3bsWGbMmEFsbCz9+/f3DGfKyPOzyletwZgxY7jvvvvIysqiZcuWPPDAAwBs3ryZmTNn8ve//51PP/2UAwcOMHz48GzLL1iwgAEDBjBu3Di6detGbGws559/PiNGjACgc+fObN++ne7du5OQkECnTp18d10WEclL6HMwb6HIwerVq+e5/rvuuovHH3+cqVOnUqdOHaZOnRrMrhERAYo/J0c/7s7JEyeyaNUqtDkJ7sfM1ahRo6i7I+rFhPEZo3p4qYiDTN60n5EXVM/2G8g2rRRy0mldZaZIMcotE0tpDhaGUzJTeSkSBv73BNFxY9DCkpcaNi8igDuw/X+LiJQ2ykERKc3yer67OIc67yIC/BHYud2FWUSkNFAOioiIk6nzLiIiIiIiIuJw6ryLiIiIiIiIOJw67yIiIiIiIiIOp867iIiIiIiIiMOp8y4iIiJRT3eQFxGRkk6ddxEREYl6egSSiIiUdOq8i4iIiIiIiDicOu8iIiIiIiIiDqfOu4iIiIiISCmle4KUHOq8i4iIiIiIlFK6J0jJoc67SJTSWVQRERERkeihzrtIlPKeRdWZVBERERGRkk+ddxEREREREQmYd4SnRnoWL3XeRUREREREJGDeEZ5xsTGRLqVUUeddRERERERExOHUeRcRERERERFxOHXeRSQb/2uXdB2TiIiIiIgzxEW6ABFxFv9nfY68oHqEqxEREREREdA37yIiIhLFNIJIRESihTrvIiIiErX8RxMFSo9AEhERJ1LnXURERMSPHoEkIiJOpM67iIiIiIiIiMOp8y4iIiIiIiLicOq8i4iIiIiIiDicOu8iIiIiIiIiDqfOu4iIiIiIiIjDqfMuIiIiIiJSiuhRmCWTOu8iIiIiIiKliPeRmJM37Y90KVII6ryLiIiIiIiIOJw67yIiIiIiIlJo3uH3GoZfPNR5F4kyCk8RERERKQ7e4fdxsTGRLqVUUOddJMp4Q1RERERERKKHOu8iIiISdTQKSUREoo067yIiIhJ1NApJRESijTrvIiIiIrnQjZhERMRJ1HkXkTzpwFVESjPdiElERJxEnXcRyZMOXEVEREREnEGddxERERERERGHU+ddRERERERExOHUeRcRERERERFxOHXeRURERERERBxOnXcRERERERERh1PnXURERERERMTh1HkXEREREREpBbJOuSJdggRBnXeRKKEwFhEREZH8xMXGMHnT/kiXIUWkzrtIlFAYi4iIiIhEL3XeRUREREREpMi8I0A1EjS81HkXERERERGRIvOOAI2LjYl0KVFNnXcRERGRfOgbJRERcQJ13kVERETyoW+URETECdR5FxEREREREXE4dd5FREQkamhou4iIRCt13kWkQLreU0RKCj02U0REopU67yJSIF3vKSIiIiISWXGRLkBE/vDee+8xZ84cjhw5wsUXX8zEiROJj49n8eLFjB8/nho1avjmHTZsGF26dGHWrFksXryYJk2a0PCucb73P/jgA77+5Gsu7Tck189a/fwTVKxVDy4Ynm26MYYbn3uX8tVq0qlTJw5mZvF5xURSj2aRUukM7rnnHrp16wZAp06dcLlclCtXjoyMDM4++2zuvPNOOnToEIa9IyKlRTiykAsm5vpZq59/gkoXNIO2N2ab/o+b2tHviy+AuGxZ6HK5iI+PVxaKSEQEm4/PPfec7/3taz7it23/yTMfR44cya6y1U87VswrH3WsGH765l3EIX744QeefPJJXn75ZVauXMmpU6eYM2cOAOnp6XTr1o3ly5f7frp06UJqaioff/wxK1as4KyzzmLvhhQAThw9wty5c7nwxruCrqvD/WNYvnw5N8x4g2effZbx48ezdetW3/vTpk1j+fLlrFq1invvvZfRo0ezZMmSoD9XREonp2fhihUrlIUiEhGhyMeVK1cCcPjwYb5bslDHiiWMOu8iDvH1119z6aWXUrt2bWJiYrj99tv56KOPAHcgV6xY8bRldu/eTdOmTSlTpgwtW7bk4P92AbDxzZfp168f8YkVQlpjo0aNuPTSS/nqq69yfb9t27aMGTOGqVOn4nLp+ngRKTxloYhI7oLJR1dMLC1btmT79u0APPvss/xft5uUjyWMOu8iDhETE8OpU6d8rxMTE9mzZw8AaWlpbNy4kRtvvJHk5GQmT57M8ePHiY2N9QXfyZMniYktg7WW3/dsp0qVKnw8ZTgpsyeTmZkZsjqzsrKIj4/P8/2OHTuSnp7Ozp07Q/aZIlJ6hCsLH3vsMbKOKwtFpOQKJh/jYmNYtjuN2NhYDuzZjrWW+AoVlY8ljDrvIg7Rtm1bUlJS+OGHH8jKyuK1117zdbqbN29Ox44defXVV1m0aBGbN29m9uzZNG7cmK1bt5KZmcm6deuo1qgZEydO5JLbH2TatGlc+eAEKp5Vlw8++CDXz/x+2T9JTk7mnaF9fL/z85///If169fTvn37POeJjY0lMTGRw4cPF31niEipFa4sbNCgATtSPs71M1999dVsOZicnJxvjcpCEYmEYPNx3/ebaNWqFd+8MoNHHnmE9a89X2A++h8rKh8jTzesE3GIpk2bMnr0aIYOHUp8fDw33HCDb/hTjx49fPMlJCTQr18/Zs+ezT0D7+Pmm2/m+uuv56KLLuKnA7/RqlUrjlSqQvny5SmbcAZVG57Dd9+tJ6HJlad9ZstrevPGhOFM3rSfkRdUZ/Km/fzjpnbZ5vnib+NIfmUaqUez2Fy3JjNmzKBOnTp5bsexY8dITU2latWqodkxIlKqFCUL77//fvr0zT8LmzdvztI3P8z1M2+77TbS2t7oy8GRF1THGJNtHm8WulwuqlWrpiwUkWJX1Hz0HivGn/1//PLLL1Q721C1alXKnpFYYD76HysC+eajjhXDT513EQfp2bMnPXv2BGDdunU0a9YMgL1791KlShVfQLtcLuLi4oiLjWF38y50mNSFgU3iSep9MzPfXsjUb/b+sVKXizJlyhS5pg73j+GZPp19B7QFWbFiBQ0bNqRevXpF/kwRKd0Km4UAN/ftw94WeWehy+UiJrboAw69WRgoZaGIhENR8rFPnz706dOHcWt2Mn/6UC58aEa24fehykcdK4afhs2LOMTu3bvp0aMHaWlpnDhxghdffJFevXoB8PzzzzNtmvsbn8zMTBYuXMiVV16ZbfkZM2Zw7nU3U6FCBRKqVCU1NZUTxzL4bdv3NG7cuFi24ZtvvmHatGmMGDGiWD5PRKJPuLJw8+bNVK57drFsg7JQRMIh2HzcuGg2d911F2XPKE/16tU5duj3kOdj1ilXrn97KR+Do2/eRRyiYcOGdO7cmR49ehATE0O3bt18Z1YffvhhRo8eTVJSEjExMXTo0IE77rjDt2zqzh9I3bWLZtcOBCA2tgx33303U0bcTmK1mvR45D7+tvVYWOp+6KGHKFeuHEeOHKF27dpMnDhRz+4UkSILVxY2b1iXZvfm/izjUFAWiki4BZOP33//PWk/76Vr165s3rSfMmXK8Kfrb2NxiPMxLjYm2xB7UD6GkjrvIg4yaNAgBg0adNr0KlWqMGvWrDyXq9aoGdPmzvWFJUDv3r3Z3rQjABUqVACyd96vGPhYruuy1vrW89lnn2VbZ06fffZZnu+JiBRVOLLQez17TlcMfIyBubzX/40UatWqDj/vVxaKiGMUNR9btmxJ0qMzsk1r1ulamnW6Ns98nDx5cq7TlY+Ro2HzIhKwgoZCiYhEM2/uKf9ERCQS1HkXKYEideDoHQo1edN+4mJjIlKDiEikeDNQ+SciIpGgzrtICeR/PZGIiIiISG40Uii6qPMuIiIiIiIShfSFT3RR510kCF999RU9e/YkKSmJ/v37s2/fvtPm2bBhA7179+aaa66hV69erFu37rR5FixYgDHmtOmnTp2id+/ejBw5Miz1F9VP320Iaru3bdtG79696dChAzfccAPbtm0DYPHixbRu3Zrk5GTfz8cff1xs2yUiwQk2E19//XW6detGUlISd955Jz///DMAR44cYdSoUSQlJdGpUycWL17sWyZS3yoFs6379u2jVatW2bJu+vTpgHtbH374YZKSkujatSuTJ0/m5MmTxbptIhI64crFknLMFK6sHDZsWLbpl19+OQ888ECxblskqPMuUkQZGRkMHTqUJ554ghUrVnD55ZczduzYbPMcP36cgQMHMmzYMJYtW8aDDz7I0KFDs83z66+/8uabb+b6GQsXLiQ1NTVcm1AkJ44d5YtnHy/ydp88eZL777+fu+66iy+++IJbb72Vf/7znwCkp6fTrVs3li9f7vvp0qVLcW+iiBRBsJm4ceNG5s6dy+uvv86KFSto2rQpkydPBtzPL87IyGDZsmW8/vrrTJs2jb179wKR+VYp2G1NS0ujXr162bJu2LBhAMyePZsTJ06wbNky3nvvPb777jveeeedYt0+EQmNcOZiSThmCmdWTp8+Pdv0Fi1a+B6bF83UeRcpoq+//pr69evTqlUrAG666SbWrFnD4cOHffOcOHGCCRMmcOmllwLQunVrfv31V9LS0nzzTJw4kXvuuee09f/666/Mnz+f22+/PcxbUjg//2cDFWvWKfJ2b9q0ibi4OK6++moArr/+ekaNGgW4/0dUsWLFYt4iEQmFYDOxWrVqTJ06lcqVKwNw6aWXsnPnTgC+/PJLevXqRWxsLLVq1eKqq67i008/LeYt/EOw25qenk6lSpVyXbe1lksuuYTY2Fji4+O58MIL+eGHH8K/USIScuHMxZJwzJTy1VfUr18f06IlENqs9PfFF19w/PhxOnXqFJ4NcRB13kWKaNeuXdSvX9/3unz58lSpUoU9e/Zkm+btpAKsWrWKs88+2xdEq1at4vDhw3Tt2vW09U+aNIn777/fccGc9vNeKp5V1/e6sNu9ZcsW6tSpw8iRI0lKSmLAgAG+b9DS0tLYuHEjN954I8nJyUyePJnjx48X38aJSJEFm4kNGzbkwgsvBODYsWN88MEHdO7cGYCYmJhsQ8cTExOzrbe47di5k/r16/uG7Bd2W9PT0zl48CD9+vUjKSmJQYMG8csvvwDQtm1bPv74Y44dO0Z6ejopKSm0a9eueDdQREIinLlYEo6Z9u7eTXqFmr4ndIQyK/3NmjWL++67L/wb5ADqvIsU0dGjRylXrly2aeXKlSMjIyPX+bds2cKkSZMYP3484A7hKVOmMGbMmNPmXbVqFWlpaXTv3j30hQcpK/MYZcoWfbvT0tJYt24dffr0YdmyZbRo0YIRI0YA0Lx5czp27Mirr77KokWL2Lx5M7Nnzw7vBolISASbiV5Tp07lsssuIz09nb/+9a8AXHbZZbz22mtkZmby008/8cknn5CZmRmeDQlA5rFj2MNke2RcYba1atWqdOzYkalTp7J06VJq1arFQw89BMDNN99MVlYWbdu2pW3btjRs2JAOHTqEf6NEJOTCmYv5HTM55Q7zR48eDeqYMb+s9Pr6669xuVxccskl4dkIh1HnXaSIEhMTTzt4PHbsGOXLlz9t3o0bNzJgwAAmTpxImzZtAHjuuefo3r07DRo0OG0dU6dOzbVT7wRxCWdw8kTRt7tixYq0aNGC8847j9jYWPr378+mTZvIyMigR48eDBgwgISEBCpXrky/fv34/PPPi2OzRCRIwWai14gRI1i7di0XX3wx/fv3B2DgwIGcddZZXHfddYwZM4b27dsHNJQyXBITE4PKwT/96U888sgj1KxZk7i4OAYOHMjatWvJyMhg2rRp1KtXj7Vr17Ju3ToyMjJ4+eWXi2W7RCS0wpmL+R0zee8FEum7zIczK72WLFniyC+7wkWdd5Eiaty4se+6I4ADBw5w6NAhGjZsmG2+LVu28OCDD/L0009n+/bks88+Y/78+bRr1843JLJdu3Z899137Nu3j759+9KuXTsmTpzIhx9+yIABA4pnwwpQuU4DDv20x3dW99f9qYXa7nr16pGenu57XaZMGQBiY2PZu3dvtvdcLhdxcXHh3BwRCZFgM3Hz5s3861//AiAuLo6+ffvyr3/9i7S0NBITE5k0aRIrVqxgzpw5HDlyhCbnnFM8G5aLxo0bc+inP4Z9FnZbU1NTs91x2eVyERMTQ1xcHCkpKXTt2pWyZctyxhln0Llz51yfUiIizhfOXCwJx0zhzEqvzz//nPbt24dxK5xFnXeRImrTpg379u1j/fr1AMyfP5+OHTuSmJjom8flcjFy5EjGjBnDRRddlG35pUuX8uWXX5KSkkJKSgoAKSkpXHTRRaxfv943/dFHH6Vr167Mnj3bEcOgardqzZEDv/Ltxg1M3rSfha8tKNR2t2vXjt9//53Vq1cDsGjRIi688EISEhJ4/vnnmTZtGi6Xi8zMTBYuXMiVV15ZnJsnIkUUbCbu2LGDxx57zHcwunLlSmrXrk2lSpWYPXu27w7L27Zt46uvvuLqq66K2LdKbdq04ciBX4u8ratXr2bgwIG+mzbNmzePtm3bEh8fT6NGjSWgPkEAABKlSURBVFi5ciXgfjrH6tWrOSeCJypEpOjCmYsl4ZgpnFkJ7s79gQMHaNSoUTFtUeQ56/SMSAmSkJDAM888w/jx4zl69CgNGjRg8uTJ/PLLL9x5550sWbKEb7/9FmstTz31FE899ZRv2enTp/vuPFoY3mFQIy+oHspNKVwN8eW4ctB4xo8fz08HD3PeOY0Kvd0vvfQSI0aMYPz48dSpU8d3UP7www8zevRokpKSiImJoUOHDtxxxx2R2lQRKYRgM7FHjx7s2rWL3r1743K5qFSpEjNnzgSgV69eDBkyhM6dO5OQkMCUKVM8w+Yj03lPSEjw5WBRt3Xbtm307NmT2NhYGjduzJNPPgnAI488wtixY303cDr33HO59957I7KdIhKccOZibsdMt/XrH6lNzZU3K8eNH8+xo0ep36ABU0KUleB+DnzVqlWJjS0930er8y4ShDZt2vD++++fNn3JkiUAXHDBBfz3v/8NaF3W2lyn9+rVi169ehW9yDCo3epCZr7//mknEgLd7latWrF06dLTplepUoVZs2aFvmARKRbBZuLgwYMZPHjwadOrV6/O/PnzQ1doCNRudSHT31tMXGwMWadcvpvXBbqtw4cPZ/jw4aevt3ZtXnrppfAULSLFLly5mNcxU6S/5Mkp2GPGvLIS3MeTa9asCW3BDld6TlOIiIhIieeEy4e8vKOh/O86LyIiEi7qvIs4nJMOVHPjrc/pdYpIdPB2mEVEpGTRMWPwYlyusO08/auIhMjkTfvZvm4Na54ZxZYtWyJaS42zz6HHqKnMGXC9bwiU04ZoFYKTvi5TZooEaPKm/bQ5+G/+csfd/LZra7F/fvPmzbl8yJPZcrCUcEpmKi9F/Hgv3Vm5cmXEcjGnGmefw6K5L/FNlXOzHSuWoswMS17qm3cRh8p5VvLdicMi3nEH+G3XVt6dOCzSZYhIKXf33ZE7QN2yZUu2HNS3SSISSd4RSZHMxZx+27WVu+++O9JlRB113kUcqqQNDdXBq4iEk5OzRde+i0gkODkX8+Nfd0ndhkgJy93mx40bF/fggw+GY9UiUcn/TsUnTrko6/nblZHGwYNxuDLS+PPDT7J+7lS2b98eyVKpVq8RV907koMHD2ar73BaHC/85wD3tqoa0foKY+bMmWcDP44ZMyYrknUoM0Xy5p+P3oxxZaQxc+ZMHhjxKKk/7iz2mpo0acJFd4w4LQf3HyhDXGyML8f9a48GTshM5aWUVnkdKzolF3OqVq8RM6dO5Fu/jMx5zAhwV4szT3tqRzQIV16G5Zr3cePGnQ1EvtWIiBSs0ZgxY3ZFsgBlpoiUIBHNTOWliJQgIc/LcD3n/UfP70ZhWn8wduK8ulRTYJxYEzizLtUUmJ38kVeR5NTMdOq/mdNqAmfWpZoC48SawJl1OSEzlZeF48S6VFNgnFgTOLMup9YU+rx0uVxh+Rk7dqwrXOuOtrpUU8mtyal1qaaSV5OTalFN0VGXaiq5NTm1LqfU5JQ6nF6TU+tSTSW3JqfWVZpqCucN68aFcd3BcGJdqikwTqwJnFmXagqMk2pyUi1eqilwTqxLNQXGiTWBM+tySk1OqcOfE2sCZ9almgLjxJrAmXWVmprC+Zx3EREREREREQkBPSpORERERERExOHUeRcRERERERFxOHXeRURERERERBwuoEfFGWM6AU8B5YE9QH9r7Y855okBhgFPAh2ttWv83rsJeAwoC3wH3GGtPeRZ5kmgJ+AC3rXWjiqmmu4CBgNlgF3AX621PxpjbgGeA372W9Uoa+274azJGFMP9yMFtvvN/q61dlQw+ykEdT0I3Os3a1mgirW2mjHmMdz7cL/f+7dZa9eGqKZ2wNNAJSADGGKtXeV5L1JtKr+aItWmcq0pXG0qyJrC0p4KUVcHYCpQ2VPX4FC3KeVlYG072Loi3L6Vlw7My2DrKk2ZqbwMyf4p9ceYysuQtykdYyovC9xPBX7zbowpD7yBu5EYYAXwQi6zvgAY4NccyzcAZgFdPcv/DDzhefsvwJXAn4DzgauMMTcUQ00X474D4FXW2ubAv4EpnrerAG9Ya5v7/QTyH0BQNXk+d0eOz/X+AxZpP4WiLmvtTP+agJeAeX41T89RcyD/ERRYkzGmHLAYGGmtbQGMBhZ63otImyqgpoi0qfxqIgxtKtiawtGeClHXGcDbwEDPZ48D3jTGxISqTSkvA2vboaiLCLXv/GpSXgZcU8TalDJTeVkQJ2am8rLk5mWI6tIxZgA1RXNe+gtk2Hwn3P84Gz2vXwSSjDEVc8w3z1p7F3Aix/QewKfW2j2e188DN3r+7u1ZLtNaewz4h9974azpN+Ama633LNVqoJXn78rAwQBqCHVN+X1uUfdTKOryMcachfuM1oQAag62prLAAGvtSs/rNUAdY0wVItem8qspUm0qv5rC0aaCrcknhO0p0LrigTuttRs8rz8FzsId6KFqU8rLwDkxM5WXJTcvQ1FXaclM5WX+nJiZysvAODEvQ1GXjjEDq8knCvPSJ5DOezP8hkRYaw8DqUBT/5mstV8Hsrzn75rGmDPzeK95uGuy1u6ynqEMHtcA33j+rgK0M8Z8bYzZYoyZ7jnLE9aaPJ9bzRjziTHGGmPeMsbUzW3dBL6fQlGXv+G4G5m38VcBehpj1htjvjfGPGLcQ0CCrslae9ha+47fMtcAP3g+OyJtKr+aItWmCthP4WhTwdbkL1TtKdC6DllrF4NvGN+dwGpr7e85l6fobUp5GVjbDrouItS+C6jJn/KyePMy6LooPZmpvMyfEzNTeVly8zLounSMqbz0F0jnPRE4lmPaUdzj/gORbXlrbSbucf3lc1l3oOsNtiYfY8ytuP/hx3gm/QtYAnQE2gKXAA8XQ02/Ah8At+I+m7YXmJ/Huou8/4uwPADGmMrAbbivq/FaA7wLXAp08bx/a6hrMsb8CXgGuDu35SPRpnKpyf+9iLSpXGoKR5sKyX4KcXsqVF3GmD/jHrZ0L3BPbssH0aaUl4G17VDUFfH2nRflZYE1+b8XsTZVijNTeVmI9RZheZ8oP8ZUXoapTekYs8g1eadHY176BHLDuiNAQo5picDhAJY9bXljTAIQ41k+57oDXW+wNXlrGQgMBTpZa/cBWGsX+M1y1BjzDDASGB/Omqy164B1frVNAPYb97UWRd1PQdflpzvwjbXWd6MHa+1Mv/f/Z4yZ7Znv1VDVZIy5DHgT97Umn+e2fHG3qTxq8r4XkTaVW01halMh2U+Etj0Vqi5r7VvAW8Z9A5LPjDHn51w+iDalvAysbQddV6TbdwGUl/nX5H0vYm2qlGem8rIQ6y3C8t56ov0YU3kZhjalY0zlZQH1BPTN+xb8vsI3xtQAzgS2BrDsacvjPjvzs2cYQ27vfV8MNWGM6QfcD7S31u7wm97Yc8bGK4Z8rtMJVU3GmJrGfedG/891AVk5103g+ynouvx0Bz7MUXNLTyP0rzlk+8pzRu2fQB9r7Yd5LU8xtql8aopYm8qrpjC1qaD3k0co21NAdRlj6htjrve+ttZ+BvwP91nYULUp5WUI/80KqCli7TsAysv8a4pom1JmKi8Ls16HZKbysuTmZSjq0jFmADX5ica89Amk874SqGeMudzz+gFgibX2SADLgvuOgFcaY5p5Xg/ijzsVvgncaYwpb4ypANzh917YajLuazKeBJKttT/lePsxYIpx3yEwAffQh6XhrglIBt4zf9wAYQjuGxxkUvT9FIq6vM4D/ptj2t88dWLc1270I0T7yrivGXkF950bV+dYPiJtKr+aItWmCthP4WhTwdbkFcr2FFBduG8oMs8Y08rzGefgvmbpP4SuTSkvQ/tvlp+ItO8AKS+LPy+DrovSk5nKy/w5MTOVlyU3L4OuS8eYykt/MS6Xq8CqjTFXAjNxj8PfhnuDywArrLX/55nnO9zD8JsAP+Eet3+btXatMeZGYCzuOwRuxH1HvsOe5Z4E/oz7bM3r1tqxBRYUZE1AZ+AR3GdFvLKstf9njKkKzMF92/5TuM/cjPQ0xnDWtA73f5h/Bk7iPhsz0Fr7v2D2U7B1Wc9jFIwxacDF1lrrt95GwGygoafmBcAka22BjaqgmowxbXFfn5LzDG5fa+3GSLSp/GoCkohAmyqgpk2EoU0F+2/nWUdI21MgdXnm6Y37sSLxnu2eYq2d53kvJG1KeRlY2w5BXWHJTOVlyc3LENRVajJTeRmS/VPqjzGVl6FrUzrGDL6maM9Lr4A67yIiIiIiIiISOYEMmxcRERERERGRCFLnXURERERERMTh1HkXERERERERcTh13kVEREREREQcTp13EREREREREYdT511ERERERETE4dR5FxEREREREXG4uEgXIFKSGGPOACYCvYFKwGbgIWvt1xEtTETEgYwxi4BewEm/ydutta0iVJKIiCMZY6oDTwNdgETg38Aoa+3qiBYmjqJv3kUKZyrQGegAnAV8Dbzv6dSLiEh2VYGHrbUJfj/quIuInO4FoA5wLlADeA9Yaow5M6JViaPom3fJxhhTF5gFXAFkAV8Bg3C3lZ3AdcAU4GxgMfAIMB+4AFgH3GCtTfWs617gAc+8e4Eh1toPPe9VBxYBlwFbgYeA5cC51trvjDGNPHVcCpQBVgH3WGt/DnA7uuDuaDcDduA+ePywiLvF3yFgmLV2h+dzpgPDgRbAxhCsX0RKEGVmgc4EDoZgPSJSwikvC3QJMNlau9/zOfOAaUBjYEMI1i9RQN+8S07vAseBpkAroDzwut/7/XCHYUfgJtzh2B9oAjT3vI8x5nrgCc/risAw4F1jTAvPev4GnAHUwz2kckKOOl7GfcBXF3cwVwKeCmQDPP9zeBd34FUBJgFvG2PqBbJ8fqy1j1lrP/GbVB84BQQU+CISdZSZ+asK3GCM+cEYk2qMWWqMaRqC9YpIyaO8zN/7QB9jTB3PiM47cJ8c+C4E65YooW/exccYcx5wMdDLWnvIM20ckAJU98z2d2vtQeAbY8wvwEpr7VbPvOuBczzz3QX8w1q71vN6iTFmBXCbMeZR4HrgFs8Z1FRjzAuez/bqDmCtzQQyjTEfAHcHuCk3Arustd7/ISw0xpwk+zWXQTPGlAdeAl4O9GytiEQPZWZAtgL/BW4FYoCZwEfGmJbW2mMhWL+IlADKy4AMBZYC//O8/gXo5qlTBFDnXbJrDKRba3/0m7bF8/uU57f/e8f4I2C8rxM8fzcBrjbG3O/3fizuYefVgHLALr/3vs1RS2tgkifsy+Ee1vQ/AtMkx7qx1r4Z4LIB8QzJWoo7WB8I5bpFpMRQZhbAWpvk/9oz1PUA7vuGrAjFZ4hIiaC8LNgLuLejAe5tGYT7xERz7wkPEQ2bl5xceUyP9/w+lWN6ztdeR4HHctykKN5a6/32BeBEbuvx3JjjQ2A90NBam4D7uvLCbEPY2rYx5mzc12n9F7jOWns8XJ8lIo6nzCwEa2067s57neL4PBFxFOVlHjyjOe8Axltr91pr03A/3agckJTvwlKqqPMu/rYDlTzX83g1xx1UhR0OtA34k/8EY0wDY0wskOpZX0O/t8/P8ZkVgWme4VPgPksaqO2AyfHZd/tdC1VkxphqwEfAO9baftbaEwUtIyJRS5mZD2NMdWPMC8aYGv7TcN9FeUcw6xaREkd5mb9Y3CceyuSYnvO1lHLqvIuPtXYzsBaYZoypYIypCYzHfYbyt0Ku7gXgz8aYHsaYOGPMZbiHLXW01p7E3QEebIypYoxpgvv6Ja/duM+SXmaMSTTGDMAdlGcG+Ei2hUAdY8xAY0y858Ymz+A+UxusScB31tqHQ7AuESnBlJkFSgXaA8966q4KPI/72cV6brFIKaK8zJ9nVNLnwKPGmFrGmATgYU+tnwezboku6rxLTn1xP9pnF7DJ8/vmwq7EWvsZMBh3oKUDc4GHrLWfema5DyiL+/EeC3APDQI4Za39CfdjPV7Eff1TC+DPuA8Etwbw2b8AVwEDcd9NdDzwZ2vtrsJuRy7+CnQ3xhzL8XNrCNYtIiWPMjPv9bqAa3HfUXo77kuNYoBrrLV5DYcVkeilvMzfTcA+3PtmH9AN6Gqt/TUE65YoEeNy5XX5iUh4GWPKee+gaYxpC3wJVNFNOURETqfMFBEJjPJSopU67xIRxpi/475jZ0/cQ4JeAWpYa9tFtDAREQdSZoqIBEZ5KdFMj4qTSBmB+5ql7bhvVvIVcEtBCxljLgFW5TPLQWttrTyWHQ48kc+yq3Bfn5mX4dbavxVUo4hIGCgzRUQCo7yUqKVv3kVEREREREQcTjesExEREREREXE4dd5FREREREREHE6ddxERERERERGHU+ddRERERERExOHUeRcRERERERFxuP8HTrS6U4JThNMAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(3,3, figsize=(14,8))\n", "\n", "for i, ax in enumerate(axes.T.flatten()):\n", " pm.plot_posterior(trace2['omega_c'][:,i], ax=ax, point_estimate='mode', color=color)\n", " ax.set_title(pripos_codes[i], fontdict={'fontsize':16, 'fontweight':'bold'})\n", " ax.set_xlabel('omega_c__{}'.format(i), fontdict={'fontsize':14})\n", " ax.set_xlim(0.10,0.30)\n", "\n", "plt.tight_layout(h_pad=3)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 1 }