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{
"cells": [
{
"cell_type": "markdown",
"id": "29c2a886",
"metadata": {},
"source": [
"### Intro \n",
"The coin flipping example is a classic problem used to teach probability and Bayesian statistics as it's a simple conceptual model that can be applied to many other binary, mutually-exclusive outcome problems such as a spam filter, or disease testing. This quickstart notebook presents an alternative beginner example that can be transferred to real world modeling problems and aims to show how to \n",
"- work with real SI units (m², kg, s), raw absolute numbers on all quantities, without having to normalize data to mean 0 and std 1, and with dims/coords \n",
"- pick realistic priors. Choosing priors becomes way easier if you're working with the raw data.\n",
"- conceptualize a simple data generating process (v = v_0 + rain * area - evaporation * area - v_drain), \n",
"- visualize the model with functionality such as pm.model_to_graphiviz ...\n",
"- switch thinking about modelling from a X→y, where data explains the model to multilevel or **hierarchical thinking**, made of a mix of scalar, vector and multi-dimensional variables."
]
},
{
"cell_type": "markdown",
"id": "d6a1ab62",
"metadata": {},
"source": [
"We have some data about 3 artificial lakes: its area, the amount of sunny days it sees and its volume: this year's (v_1) and last year's (v_0)."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "068c3e74",
"metadata": {},
"outputs": [
{
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>area_sq_km</th>\n",
" <th>volume_cubic_km</th>\n",
" <th>sunny_days</th>\n",
" <th>rainy_days</th>\n",
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" <tr>\n",
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" <td>Bratsk</td>\n",
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" <td>49</td>\n",
" <td>89</td>\n",
" </tr>\n",
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" <th>1</th>\n",
" <td>Nasser</td>\n",
" <td>5250</td>\n",
" <td>132</td>\n",
" <td>333</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Manicouagan</td>\n",
" <td>1942</td>\n",
" <td>137</td>\n",
" <td>283</td>\n",
" <td>198</td>\n",
" </tr>\n",
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],
"text/plain": [
" name area_sq_km volume_cubic_km sunny_days rainy_days\n",
"0 Bratsk 5470 169 49 89\n",
"1 Nasser 5250 132 333 2\n",
"2 Manicouagan 1942 137 283 198"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data = { \n",
" 'name' : ['Bratsk', 'Nasser', 'Manicouagan'],\n",
" 'area_sq_km': [5470, 5250, 1942],\n",
" 'volume_cubic_km' : [169, 132, 137],\n",
" 'sunny_days' : [49, 333, 283],\n",
" 'rainy_days' : [89, 2, 198]\n",
"}\n",
"\n",
"lakes = pd.DataFrame.from_dict(data)\n",
"lakes"
]
},
{
"cell_type": "markdown",
"id": "026b3a63",
"metadata": {},
"source": [
"One of the lake's current volume is missing, so we want to estimate it. We know that lakes can get volume through rain and lose volume through evaporation. The annual evaporated volume depends on the amount of sunny days the lake gets per year. So a simple data generating process looks like v_1 = v_0 + rain * area - evaporation[sunny_days] * area. "
]
},
{
"cell_type": "markdown",
"id": "97ff88e7",
"metadata": {},
"source": [
"We need to estimate the effect of evaporation and rainfall, so we'll set **the priors** for them: [ELABORATE: why are we estimating volume if we have volume]\n",
"\n",
"**Volume:** The average volume in the previous year is 146, and the lakes are roughly similar, so for the standard deviation on the log scale, value of 0.1 (approximately +-10%) would be weakly informative. \n",
"\n",
"**Rainfall**: Approximately 505,000 cubic kilometres of water falls as precipitation each year ([Earth rainfall climatology Wiki](https://en.wikipedia.org/wiki/Earth_rainfall_climatology)). Earth's total surface 510065623 km2. So we'll set the rainfall prior mean as 0.00099 km3/km2, or 0.99 m3/m2. For the standard deviation, I want to set a wider prior, as the yearly precipitation over the whole Earth is distributed very unevenly. \n",
"\n",
"**Evaporation**: \"Evaporation takes place over the oceans and continents. Over the oceans, this amounts to 425,000 cubic kilometers per year. Over the continents, evaporation takes place from bodies of waters like lakes and rivers, but also directly via transpiration from plants and animals. Collectively, <u>continental evapotranspiration amounts 71,000 cubic kilometers per year</u>. This gives us a total of 496,000 cubic kilometers of water evaporated/transpirated from the oceans and continents per year.\" ([madsci](http://www.madsci.org/posts/archives/2006-05/1148725781.Es.r.html)) 71,000 km3 / 148940000 km2 land surface area = 0.00047 km3/km2 = 0.47 m3/m2. For the std, it would be safe to set uninformative prior."
]
},
{
"cell_type": "markdown",
"id": "0628991c",
"metadata": {},
"source": [
"The concept of a unit is used to standardize the magnitudes of various physical quantities. \n",
"\n",
"Most Machine Learning models, especially distance-based ones, like the Support Vector Machine (SVM) are sensitive to magnitude of values, so people tend to **normalize the data** to mean 0 std 1. Normalizing it for Neural Networks, can severely improve training and converging time.\n",
"\n",
"Interpretating normalized features is difficult. \n",
"\n",
"\"In PyMC models you want to work with real SI units like m², kg, s, ... and have raw absolute numbers.\"\n",
"\n",
"[ELABORATE]"
]
},
{
"cell_type": "markdown",
"id": "81b619b3",
"metadata": {},
"source": [
"**1. Define the model**\n",
"\n",
"Using mathematical notation: \n",
"\n",
"*filling volume ~Normal(v_0 + rain * area - evaporation * area)*\n",
"\n",
" Filling volume in the previous year ~ LogNormal(146 km3, 0.1)\n",
"\n",
" Rainfall ~ LogNormal(0.99 m3/m2, 0.1)\n",
"\n",
" Evaporation per sunny day (scalar) ~ LogNormal(0.47 m3/m2, 0.1)\n",
"\n",
" Area of the lake (m²) ~ Data\n",
" \n",
" Number of sunny days (unitless / scalar) ~ Data\n",
"\n",
"This can be translated line to line to PyMC."
]
},
{
"cell_type": "markdown",
"id": "ed90f1fb",
"metadata": {},
"source": [
"Some components of lakes volume, such as the physical process of evaporation, is the same for all lakes. But the rate of evaporation is different: it's intensified by the amount of sunny days a lake sees. In this dataset, the three lakes are very different in that respect, yet we can pool the evaporation information across the lakes to represent the slope of the volume change. (While volume the previous year is the intercept).\n",
"\n",
"Richard McElreath argues that when it comes to regression, multilevel regression deserves to be the default approach: \"it's better to begin to build a multilevel analysis, and then realize it's unnecessary, than to overlook it.\" (Statistical Rethinking, chapter 13.) PyMC, together with arviz and xarray functionality is designed to do just that. \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ea33d480",
"metadata": {},
"outputs": [
{
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"<table border=\"1\" class=\"dataframe\">\n",
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" <th></th>\n",
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" area_sq_km volume_cubic_km sunny_days rainy_days\n",
"0 0.774175 1.403204 -1.394854 -0.091456\n",
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],
"source": [
"from sklearn import preprocessing\n",
"scaler = preprocessing.StandardScaler()\n",
"scaled_df = scaler.fit_transform(lakes.set_index('name'))\n",
"scaled_df = pd.DataFrame(scaled_df, columns=lakes.columns[1:])\n",
"scaled_df"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cee6b233",
"metadata": {},
"outputs": [
{
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"metadata": {},
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"source": [
"import numpy as np\n",
"import pymc3 as pm\n",
"\n",
"coords = {\"lake_names\": lakes['name'].unique()}\n",
"\n",
"with pm.Model(coords=coords) as hierarchical_model:\n",
" lake_idx = lakes['name'].values\n",
" \n",
" # Parameters and their prior distributions (unknown, unobserved, random)\n",
" # [km3] --> [m3]\n",
" v_0 = pm.Normal('volume_prev_year', mu=0, sigma=50)\n",
" # [m3/m2]\n",
" rain = pm.Normal('rainfall', mu=0, sigma=50)\n",
" # [m3/m2]\n",
" evaporation = pm.Normal('evaporation', mu=0, sigma=50)\n",
" \n",
" \n",
" # Data, known, fixed, deterministic\n",
" # [m2]\n",
" area = pm.Data('area', scaled_df.area_sq_km, dims=\"lake_names\")\n",
" sunny_days = pm.Data('sunny_days', scaled_df.sunny_days, dims=\"lake_names\")\n",
" \n",
" \n",
" evaporation_intensity = pm.Normal('e_rate', mu=evaporation/365 * sunny_days, sigma=1, dims=\"lake_names\")\n",
" \n",
" # Model error prior\n",
" eps = 0.1\n",
" \n",
" # Linear model\n",
" # m3 m3\n",
" # m3 + [m3/m2] [m2] [m3/m2] [m2] \n",
" volume_formula = pm.Deterministic('formula', (v_0 + (rain * area) - (evaporation_intensity * area)), dims=\"lake_names\")\n",
" \n",
" # Likelihood: aka Measurement uncertainty around the filling volume?\n",
" v_1 = pm.Normal('v_1', mu=volume_formula, sd=eps, observed=scaled_df.volume_cubic_km, dims=\"lake_names\")\n",
" \n",
"pm.model_to_graphviz(hierarchical_model)\n"
]
},
{
"cell_type": "markdown",
"id": "d9503349",
"metadata": {},
"source": [
"NetCDF (Network Common Data Form) is a set of software libraries and machine-independent data formats that support the creation, access, and sharing of array-oriented scientific data. It is also a community standard for sharing scientific data ([more](https://www.unidata.ucar.edu/software/netcdf/)).\n",
"Arviz' InferenceData schema defines a data structure compatible with NetCDF. Its purpose is to facilitate the usage Bayesian inference results, reproducibility of Bayesian analysis, and interoperability between different inference backends and programming languages ([more](https://arviz-devs.github.io/arviz/schema/schema.html#schema))."
]
},
{
"cell_type": "markdown",
"id": "8d951a20",
"metadata": {},
"source": [
"**2. Prior Predictive Checks** help you check how credible your assumptions are before seeing the data, and they can ease the sampling."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8d7e38b2",
"metadata": {},
"outputs": [],
"source": [
"# sample prior and prior predictive\n",
"import arviz as az\n",
"with hierarchical_model:\n",
" prior=pm.sample_prior_predictive(random_seed=777)\n",
" hierarchical_model_idata = az.from_pymc3(prior=prior)\n",
"# hierarchical_model_idata "
]
},
{
"cell_type": "markdown",
"id": "1b39758f",
"metadata": {},
"source": [
"To understand what the parameters’ values mean, especially the parameters on the standardized space, we plot them. When we specify the group arguement as the prior, we can see what the model thinks the parameter space is before the "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8f15a451",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_ppc(hierarchical_model_idata, group=\"prior\");"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8ac77bbb",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1490.4x993.6 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot prior predictive samples\n",
"az.plot_posterior(hierarchical_model_idata, group='prior');"
]
},
{
"cell_type": "markdown",
"id": "870d2c72",
"metadata": {},
"source": [
"It seems that the model generates the types of data we expect to see?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bdd15e83",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"25.706872458654747"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.log(146 * 1000_000_000)"
]
},
{
"cell_type": "markdown",
"id": "6ccb40aa",
"metadata": {},
"source": [
"**3. Compute the posterior** to see how well the model explains the data."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "e1790c86",
"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: [e_rate, evaporation, rainfall, volume_prev_year]\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [6000/6000 00:17<00:00 Sampling 4 chains, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 500 tune and 1_000 draw iterations (2_000 + 4_000 draws total) took 40 seconds.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0, dim: lake_names, 3 =? 3\n"
]
}
],
"source": [
"with hierarchical_model:\n",
" hierarchical_model_idata_sampled = pm.sample(tune=500, return_inferencedata=True, random_seed=777)\n",
"hierarchical_model_idata.extend(hierarchical_model_idata_sampled)\n",
"# hierarchical_model_idata"
]
},
{
"cell_type": "markdown",
"id": "3b84c127",
"metadata": {},
"source": [
"**4. Assess convergence** by looking at the trace (a line for each parameter) and the summary."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "5c69122d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# does the model converge?\n",
"# play with different compact views\n",
"import arviz as az\n",
"az.plot_trace(hierarchical_model_idata, legend=True);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "e4cc6866",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_5.5%</th>\n",
" <th>hdi_94.5%</th>\n",
" <th>mcse_mean</th>\n",
" <th>mcse_sd</th>\n",
" <th>ess_bulk</th>\n",
" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>volume_prev_year</th>\n",
" <td>-0.24</td>\n",
" <td>0.56</td>\n",
" <td>-1.16</td>\n",
" <td>0.65</td>\n",
" <td>0.01</td>\n",
" <td>0.01</td>\n",
" <td>1643.61</td>\n",
" <td>1862.00</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rainfall</th>\n",
" <td>0.45</td>\n",
" <td>0.70</td>\n",
" <td>-0.63</td>\n",
" <td>1.56</td>\n",
" <td>0.02</td>\n",
" <td>0.01</td>\n",
" <td>1660.51</td>\n",
" <td>1821.54</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>evaporation</th>\n",
" <td>24.74</td>\n",
" <td>48.17</td>\n",
" <td>-49.29</td>\n",
" <td>104.60</td>\n",
" <td>0.92</td>\n",
" <td>0.78</td>\n",
" <td>2751.94</td>\n",
" <td>2374.56</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>e_rate[0]</th>\n",
" <td>-1.64</td>\n",
" <td>0.66</td>\n",
" <td>-2.71</td>\n",
" <td>-0.63</td>\n",
" <td>0.02</td>\n",
" <td>0.01</td>\n",
" <td>1680.44</td>\n",
" <td>1881.40</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>e_rate[1]</th>\n",
" <td>1.39</td>\n",
" <td>0.75</td>\n",
" <td>0.22</td>\n",
" <td>2.60</td>\n",
" <td>0.02</td>\n",
" <td>0.01</td>\n",
" <td>1723.08</td>\n",
" <td>1956.75</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>e_rate[2]</th>\n",
" <td>0.23</td>\n",
" <td>0.98</td>\n",
" <td>-1.29</td>\n",
" <td>1.82</td>\n",
" <td>0.02</td>\n",
" <td>0.02</td>\n",
" <td>1643.34</td>\n",
" <td>1724.36</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>formula[0]</th>\n",
" <td>1.38</td>\n",
" <td>0.10</td>\n",
" <td>1.23</td>\n",
" <td>1.54</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3916.53</td>\n",
" <td>3424.36</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>formula[1]</th>\n",
" <td>-0.83</td>\n",
" <td>0.10</td>\n",
" <td>-1.00</td>\n",
" <td>-0.68</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>3693.98</td>\n",
" <td>2937.23</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>formula[2]</th>\n",
" <td>-0.55</td>\n",
" <td>0.10</td>\n",
" <td>-0.70</td>\n",
" <td>-0.39</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>4074.21</td>\n",
" <td>3450.03</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd hdi_5.5% hdi_94.5% mcse_mean mcse_sd \\\n",
"volume_prev_year -0.24 0.56 -1.16 0.65 0.01 0.01 \n",
"rainfall 0.45 0.70 -0.63 1.56 0.02 0.01 \n",
"evaporation 24.74 48.17 -49.29 104.60 0.92 0.78 \n",
"e_rate[0] -1.64 0.66 -2.71 -0.63 0.02 0.01 \n",
"e_rate[1] 1.39 0.75 0.22 2.60 0.02 0.01 \n",
"e_rate[2] 0.23 0.98 -1.29 1.82 0.02 0.02 \n",
"formula[0] 1.38 0.10 1.23 1.54 0.00 0.00 \n",
"formula[1] -0.83 0.10 -1.00 -0.68 0.00 0.00 \n",
"formula[2] -0.55 0.10 -0.70 -0.39 0.00 0.00 \n",
"\n",
" ess_bulk ess_tail r_hat \n",
"volume_prev_year 1643.61 1862.00 1.0 \n",
"rainfall 1660.51 1821.54 1.0 \n",
"evaporation 2751.94 2374.56 1.0 \n",
"e_rate[0] 1680.44 1881.40 1.0 \n",
"e_rate[1] 1723.08 1956.75 1.0 \n",
"e_rate[2] 1643.34 1724.36 1.0 \n",
"formula[0] 3916.53 3424.36 1.0 \n",
"formula[1] 3693.98 2937.23 1.0 \n",
"formula[2] 4074.21 3450.03 1.0 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(hierarchical_model_idata, hdi_prob=.89, round_to=2)"
]
},
{
"cell_type": "markdown",
"id": "b17b0ba3",
"metadata": {},
"source": [
"**5. Posterior predictive check** help to see what the model thinks the data looks like after seeing the data."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1fba570b",
"metadata": {},
"outputs": [
{
"data": {
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99C120BfGr/Qw9J/1SvsADL1idBuq7+G713A8La54yF499/zNpswhohtgj3Yiw9C2ukEV0A/xegr6J9Jf3eJ9Z6BvkP8rhNBCfxHx3A32PQ1gmBBiM4CL0Pdeaw9gOvTD7uKhX2H8GehXRN977QEURUkXQvSBfv677UKIvrw5JyIiujlFUSqEEHOhHxl2pc0AXhFCvA7gAPRTwI2+cgchRBsAX0A/TDwG+hvpydDfZG+r3mcv9FPJnYB+6Hdv6Hu+L6k+/3YhxHIAq4QQn1afSwcgEMBQAK8oinK+Tj80ERFRPaqe5/y6nuxXvF4ghNgH4AUhRDr0vc+nAPCpwwz/CiFWA/i0er2zbQAsoZ+XfYOiKNuhn0JuMoC/hRBvQb9A6RPQz4E+7IrD/QbgHQC/VLfVHtCPVsu55rSbAYwUQnwGYD2ADtDfw+dfs9+70F9TbBFCfAz9g4fZ0E8dc+U0O5tRvR6bEOLH6lyzoe8gQER3iD3aiQzDb9AXtvcA+L562z2Kovx2szcpilIJ/eKpGdAPnfsGwE7oh4tf6ynoF0lZB/38rdOhXwy1DPqGdBP0c9hpAAxUFCXlBufMgH5e90roi+11dqFCRERkwn6Evt290lzo51Z/DvoFz9sAGHzNPhnQL5D6PPTF9OUAvAEMVxTlcPU+OwGMBfAL9MPoRwN47sqh8gAmQr/2y2gAfwBYBf21wQVcM18rERGRiXgQwGHo75MXQ9+mPlvH5xgPffs6Evp2ehGAlqiel726Y1oPAKcAfAd9++sGYJiiKJsvHaR6sdTR0D8I+B3Ay9C3/dc+CJ8P/Zps46C/tx8G/aKwBVfupCjK6erXHKHv+f8+gK+h/+9RcMV+W6Av1HeHvnA/Bfp572NARHdM6NdXIiIiIiIiIiIiIlMkhHCAvoC+QVGUqbLzEJkiTh1DRERERERERERkQoQQX0E/aj4N+tFwzwJwhX5KOiKqByy0ExERERERERERmRYbAB8AaAz91K8HAAxQFCVaaioiE3arqWM4rwwREZE8oh6PzTaeiIhIntq28WzHiYiI5KmxHediqEREREREREREREREtcBCOxERERERERERERFRLbDQTkRERERERERERERUCyy0ExERERERERERERHVAgvtRERERERERERERES1wEI7EREREREREREREVEtsNBORERERERERERERFQLLLQTEREREREREREREdUCC+1ERERERERERERERLXAQjsRERERERERERERUS1YyA5AZI4yC8ux+0IOUi6WwUIt4GpnhZbeTmjh7QRLNZ9/ERERmTpFUXA+sxgHEvJQWFYFAPByskFoIwe08nGGWiUkJyQiIiJDVF6lxeHEi4jNLkZRuQaejtZo5e2M5k0cIQSvH4hkYqGdqIHodAr+OZuF73fE4nDixRr3cbWzxIgIb0zrEQx/d7sGTkhERET1rUqrw68HkvBjVALickpq3MfN3gqDW3phcrdANPNybOCEREREZIjS8svw5T8XsCE6HUUVmute93OzxUOdAjChiz+cbCwlJCQioSjKzV6/6YtEdHtis4vxyqpoHEq8CF9XWzzYyR/9whuhaSMH6BR9D/fjKfnYfDIDf53OhKIomNA5AC8ObgYHaz4PIzJj9dklhW08UQM7lVaAZ5YfRWx2CToEuOL+9j7o1dQTjZ1soFMUpOWX4URqAbadzcLmkxmo0OjQLcQdzw8MQ2Sgm+z4RFS3atvGsx0nMhNanYLvd8Tiy38uQAFwb4Q3hrVugpbeTnCytURmYTn2xubiz+Np2BObCycbC7wxrDnGRvqxhztR/anxHxcL7UT1bOWhZPzn95OwtVTj9aHheKC9LyxuMj1MZmE5Pt96Ab8eTIKfqx0+GxeBDgG8uSYyUyy0E5mIP46l4uVV0XC1s8I7I1thQPNGN735vVhSieUHk7A4KgFZRRUY1qYJXr0nHH5uHPFGZCJYaCeiW8oqKsczy49iX1wehrTywhvDmsPX9cbXAidTC/DO+tPYH5+HPs088cW4dnC2Y+92onrAQjtRQ9LqFLyz/jQW70lA91B3fDa2LRo52dz2+w/E5+GF344ho6Ac745shXEd/esxLREZKBbaiUzA6sMpeHHVcXQMdMM3D7WHp6P1bb+3tFKD73fEYd7OWADAK/eEY1LXQKg4hzuRsWOhnYhuKjmvFBMX7kdWYQXeGdkKD7T3ua0e6jqdgp/3J+Kd9afh7WKL+Y9EIqwxp6IjqmMstBM1lCqtDs+tOIb10emY2iMIrw0Jv2kv9hspKKvCU8uOYNeFHEzpHoTXh97dcYjIaLHQTmTkNp9MxxO/HEG3EA8smBQJG0v1XR0nLb8Mb6w9gX/PZaNTkBs+GRPB3u1Exo2FdiK6oQuZRZi4cD/Kq3RY/GhHtPN3veNjHErIw8yfj6CsUoOvJ7RH32aN6iEpkdlioZ2oIVRpdXj85yPYeiYTrw0Jx4zeIbU6nkarw7sbzmDxngQMb9MEn49ry2I7kflgoZ3IiJ3PLMLIb6LQzMsRv0zrDDur2q27oigKfjucgnfWnYZaLfDF+HboHeZZR2mJqIGx0E5ENYrLLsbo7/dCrRL4aWonhHs53fWxMgrKMWXxQZzPLMInYyNwX1ufOkxKZNZYaCeqbxqtDs/+egwbTqRj7n0t8UjXwDo79g87YvHeprMY2toLX4xvB0sW24nMAQvtREaqqLwK930dhcJyDTY80wON72D6uFtJyCnBzJ8P41xmEV4YGIYn+4ZysTMi48NCOxFdJ7uoAvd/F4WSCi1WzeyKYE+HWh+zsLwK05YcwsGEPMy9tyUersM6BZEZq7EdZ6WOqI7odApeXh2NDSfS8cbQ5nVaZAeAGb1D8J9hzbHxRAaeWnYEGq2uTo9PREREded/G88gIbcE3zzUrk6L7AAQ6GGPNU90w4g23vj4r/N48bdoVGp4XUBERGTMSio0mLL4ILKLKrBwUmSdFNkBwMnGEkundEL/8EaY/ccpLNufVCfHJaLrsdBOVEc+3HIOa46k4rkBYXisV3C9nGNaz2C8ObwFtpzKxGtrTuAWI1KIiIhIgp3ns7H8QDIe6xWMzsHu9XIOOysLfDG+LZ4bEIbVR1IwZfFBFJVX1cu5iIiIqH5VaXV4ctkRnEorwDcPtb+rOdlvxsZSjW8ndEDfZp544/cT+P1oap0en4j0WGgnqgO/HUrG9ztiMaGzP57pH1qv55rSIwjP9G+K3w6n4IPN5+r1XERERHRnSis1eG3NCQR72uO5AWH1ei4hBJ4d0BQfj4nAvrhcPDR/P/JLK+v1nERERFS3FEXBG2tPYPu5bLw7sjX6N29cL+exslDhu4kd0DnIDS/8dhxbTmXUy3mIzBkL7US1tD8uF6+vPYEeoR6Yc2/LBpkj9bkBTfFQZ398vyMWi3bH1/v5iIiI6PbM2xmH1PwyvDeqNWws1Q1yztEdfDH/kUicyyzChAX7cbGExXYiIiJj8fnWC1h5KAVP9wvFQ5396/VcNpZqLJjUEa19nPH0sqPYdSG7Xs9HZG5YaCeqhcTcEsz4+TD83OzwzYT2DbZAqRAC79zXCoNaNMa7G05j29nMBjkvERER3VhGQTl+2BGHoa296m3KmBvpG94I8x+JxIWsYjw4fx97thMRERmB5QeS8MU/FzC6gy+eH1i/I+EucbC2wJJHOyGkkQMeW3oIR5MuNsh5icwBC+1Ed6mgrApTFh8EACya1BHOtpYNen61SuDz8W3RwtsJTy87ijPphQ16fiIiIrrah1vOQqtT8Oo9zaWcv3eYJxZN6oi4nBJMXXIIZZVaKTmIiIjo1radzcR/fj+J3mGeeO/+1g0yOv4SZztL/DS1Exo52mDakkNIzC1psHMTmTIW2onugkarw1PLjiAprxTfT+yAQA97KTnsrCyw4JGOcLCxwNTFB5FVVC4lBxERkbmLTsnHmiOpeLRHIPzd7aTl6NHUA1+Ma4sjSRfx1LIj0Gh10rIQERFRzY4n5+PJX46ieRNHfNuAo+Ov5OFgjcWPdoRWUfDojwc5Go6oDrDQTnSHFEXBnHWnsOtCDv47sjW6NPDQ8Gt5Odtg4aSOuFhahceWHkaFhr3XiIiIGtqHm8/B3d4KT/at30XRb8eQ1k0w975W+OdsFmb/cRKKosiORERERNUSckowZfFBeDhaYdHkjrC3tpCWJdjTAfMfiUTKxTJMX3oY5VWsJxDVBgvtRHdoyZ4E/LwvCTN6BWNsRz/ZcQAArXyc8dm4tjienI+5607LjkNERGRWDibkYXdMDmb2DoGTTcNOJXcjD3cJwBN9QrD8QDJ+3p8kOw4REREBSMsvw4QF+6FTFCx5VD91i2wdA93wydgIHEjIw0uroqHT8QE90d1ioZ3oDmw/l4W5609jQPPGePmecNlxrnJPKy/M7B2CX/YnYfXhFNlxiIiIzMbnW8/Dw8EKE7sEyI5ylRcGNUO/8EZ4+89TOBCfJzsOERGRWcsqKseEBftRWFaFpVM6I9jTQXaky0ZEeOOVe8Kx7ngaPtt6XnYcIqPFQjvRbTqfWYSnlh1FMy8nfDG+LdSqhluo5Ha9OCgMXYPd8cbvJ7g4KhERUQM4EJ+HqJhczOwdAlsrtew4V1GrBD4b1xZ+bnZ44pfDyCjgWi5EREQy5BRX4OEFB5BRUI4fH+2I1r7OsiNdZ2bvYIyL9MNX22KwITpddhwio8RCO9FtyC2uwJTFB2FrpcbCSZFS51C7GQu1Cl8+2A7OtpaY+fNhFJRVyY5ERERk0vS92a0xobNh9Wa/xNnWEvMf6YDSSi2eW3EMWg4HJyIialAZBeUY98NeJOaVYMGkSEQGusmOVCMhBOaObIkOAa548bfjOJVWIDsSkdFhoZ3oFio0Wsz46TCyiyow/5FIeLvYyo50U56O1vh2QnukXizD62tPcAE0IiKienI48SL2xOZiZu9gg+vNfqXQRo54+96W2BuXi+93xMqOQ0REZDaS80ox5oc9yCyswJJHO6F7qIfsSDdlbaHG9xM7wMXOEtOXHkZOcYXsSERGhYV2optQFAWvrzmJQ4kX8cnYCLT1c5Ed6bZ0CHDDcwPDsCE6Hb9xvnYiIqJ6MX9nHJxtLfFQZ3/ZUW5pdAdfDG/TBJ/+fR5Hky7KjkNERGTyDidexKhvo1BYpsEv0zqjc7C77Ei3xdPRGvMejkROcQWe+PkIKjU62ZGIjAYL7UQ3sSgqAauPpOCZ/k0xvI237Dh3ZGbvEHQNdsecP08hLrtYdhwiIiKTkpBTgi2nMzCxiz/srAxzSrkrCSHw31Gt4eVkg1krjqGsUis7EhERkclaezQFD87bB3trC6x+vCsijKTT3iWtfZ3x4eg2OJCQh3fWn5Ydh8hosNBOdAO7L+TgfxvPYFCLxpjVv6nsOHfs0gJoVhYqPPPrUT6FJiIiqkMLd8fDUqXCpK6BsqPcNmdbS3wyNgKJuaX4bOt52XGIiIhMjk6n4MPNZ/HciuNoH+CC35/ojtBGjrJj3ZX72vpgeq9g/LQvkYujEt0mFtqJapCYW4Inlx1BiKc9Ph3XFiqVkB3prng52+DDB9rgZGohPv7rnOw4REREJuFiSSV+O5yMke280cjJRnacO9Il2B0PdvLHgl1xiE7Jlx2HiIjIZBSUVWHa0kP4dnssHuzkh6VTOsPV3kp2rFp5aXAztPN3wauro5GUWyo7DpHBY6Gd6BrFFRo8tvQQAGD+I5FwsDb84eA3M6ilFyZ28ce8nXHYeT5bdhwiIiKj9/O+RJRX6TCtZ7DsKHfltaHh8HS0xsurolGl5Yg3IiKi2orJKsLIb6Kw83w23rmvJf43qjWsLIy/5GapVuHL8e0gBPD0cs7XTnQrxv+vnqgOKYqCl347jpisYnzzUHsEuNvLjlQn/jOsBZo2csDLq6JRWF4lOw4REZHRKq/SYsneBPRp5omwxsY5FNzJxhLvjmyNsxlF+GFHrOw4RERERm3LqQyM/GYPisqrsOyxLni4ayCEMM5R8TXxc7PDh6Pb4HhKAUfKE90CC+1EV1i6NxGbTmbg1SHh6NHUQ3acOmNjqcbHYyKQVVSO/64/IzsOERGR0frjWCpyiisx3Uh7s18ysEVjDGvTBF/+E4OYrCLZcYiIiIyOTqfg07/PY8ZPhxHiaY91T/dApyA32bHqxT2tmuDhLgGYtzMOuy5wpDzRjbDQTlTtZGoB/rvhDPqFN8JjRn7zXJMIPxdM7xWCFYeSOYUMERHRXdDpFMzfFY8WTZzQNcRddpxamzOiJeys1Xhl9QnodIrsOEREREajvEqLp5YfwZf/XMCYDr5YMaMrmjjbyo5Vr94Y1hwhnvZ4ZVU0ijhSnqhGLLQTQT8v+9PLj8LN3gofj4kw6mFe77zzDgYMGAAnJycIIZCQkHD5tVkDmiLE0x6vrTlx04bx888/hxACo0ePboDERERExmH7+SzEZBVjeq9gg75WiIqKQufOnWFra4ugoCB8+eWXNe7n6WiN2cNa4HDiRfx2OBl///03unfvDmdnZzRu3BijRo3CuXNXDxGfOXMmwsPD4eDgAFdXV/Tq1Qtbt25tiI9FRERkELKLKjBu3j5sOpmB/wxrjg9Ht4GNpVp2rNt2u9cJV9q+fTtsrSyw7cW+2Pv6ADjZWkEIgVdfffWq/fr06QMhxHVf5eXl9fVxiAwKC+1k9hRFwezfTyIxtwSfj28LNyNfFfyHH36ARqNB3759r3vNxlKND0dHIK2gDO9tOlvj+7OysjB37lx4enrWd1QiIiKjMm9nHJo422BYmyayo9xQTEwMBg8ejKCgIGzYsAEzZszA888/jwULFtS4//3tfRAZ4Io5i9Zh2LBh8PHxwW+//YZvv/0WcXFxGDhwIAoLCy/vX1ZWhqeeegpr167Fzz//DA8PDwwZMgT79u1rqI9IREQkzflM/aKn5zOK8P3EDpjW07Afvl/rTq8TrvXLL7/g8U+Xw2vix/jm1w148sknr9unb9++2Lt371Vf1tbWdf1RiAySUJSbDhPlGFIyeX8eT8Mzy49i1oCmmDUgTHacWtPpdFCpVFi/fj1GjBiB+Ph4BAYGXrXPu+tPY8HueKyY3gWdg68e+j516lRUVlYiOTkZHh4eWLVqVQOmJ6Jr1OdVO9t4ojtwIqUAI77ejTeGNsdjvQx3irkZM2bg33//xenTp2FhYQEAeOKJJ7Bu3TokJSXVWAw4mVqA7qOnQXf2X1zMzrj8vujoaERERGDjxo0YMmRIjefTarUICgrCyJEjb6tHHBFdVts2nu04UQOLisnBzJ8Ow8ZKjUWTOqK1r7PsSHfsbq4TAH2P9r59++LEiRMIbdYcI77ajaJyDbY81wvOtpaX9+vTpw/rCGQuavzHwh7tZJYmT56MyMhIrFj9O8YN7IqUTx/AX58+h7y8PMTExKBv376wt7dHZGQkoqOjL79Pp9Ph/fffR2hoKKytrREWFoYlS5ZcdewNGzZg4MCBaNSoEZycnNClSxf89ddfV+0zZ84ceHh44OjRo+jSpQvs7OzQrl077Nq1q9afTaW69T/r5weFwcfFFm/8fhKVGt3l7QcPHsTKlSvx/vvv1zoHERGRIbjU5m/YsAEtWrSAnZ0dhg0bdsdtfq+ObaA5+y/GdfK7vI/sNr8mmzZtwv3333/55hkAxo8fj5SUFJw8ebLG97TycUYzT1uUwwIJef8/tNvFxQWAfvTfjajVari4uKCysrJuPgAREVEDut3rhGatIvDQByvh7WKL35/sjpbejgZfG6jJ3VwnXMvGUo2Px0Qgu7gC/9twpl5yEhkrFtrJbCUlJeGZl16Hc8+J+O+nX2Hv3j2YPn06xo8fj/Hjx2PVqlXQaDQYP3785RvMp59+Gu+++y6mT5+ODRs2YNSoUZgyZQrWr19/+bjx8fEYMWIEfvrpJ6xevRrdunXDkCFDEBUVddX5S0tLMWnSJMyYMQOrV6+GtbU1Ro0ahdLS0sv76HQ6aDSam35ptdo7/ux2VhZ4d2QrxGQVY97OWAD6m+innnoKL7/8Mnx8fO7mPykREZFBSkpKwptvvol3330X8+bNw549d9bmL1mxBkpgR6St+ww7t265fFxDa/NLSkqQnJyM8PDwq7Y3b94cAHD2bM3TxgHA+688CW1RHsY98Sry8vKQnJyM559/HuHh4ejfv/9V+yqKAo1Gg9zcXHz22We4cOECpkyZctNsREREhupW1wmvfDQPCdlFyFv/IX6d3hk+LrZGWRuozXXCJf369YNarcZ9PdsiOGULfj2QgMOJeVft89dff8HOzg52dnYYPHjwVR0ZiEyeoig3+yIySZMmTVLUarXiPX2+8tHms4qiKMpLL72kAFCWLFlyeb8NGzYoAJTTp08rFy5cUIQQyuLFi6861sMPP6xERkbWeB6tVqtUVVUpgwYNUh599NHL29966y0FgPLPP/9c3nb06FEFgLJp06arckI/LPSGX717967x3OvWrVMAKPHx8Tf87/D4z4eUsDc2KvHZxcrChQsVf39/pbS0VFEURendu7fywAMP3PC9RNQgbtVO1+aLyCxcavNjYmIub7vTNv+ddaeUkNc2KA+Me8gg2/xLUlJSFADK2rVrr9peVVWlAFB++OGHm77/uU+XKipr+8vnCw8PVxITE6/bb/ny5Zf3sbe3V/7444+bHpeIasR2nMgA3Oo6Yc2RZCXo1fVKtyc+MtrawCW1uU44cuSI8uqrryobNmxQ/v77b+XZZ59VVCqV4tV1lDL4sx1KlUarKIqivPnmm8qiRYuUnTt3Kj/99JMSHh6uODk53bQuQWSkamyf/3+sCJEZ0eoUWLo0RrOmoXiqXygAIDRU/71fv36X97u0LTU1FbGxsVCpVBg1ahQ0Gs3lffr374/ly5dDq9VCrVYjJSUFb7zxBrZu3Yr09PTLPeO6d+9+VQZLS0v06dPn8s8tWrQAAKSkpFzeNmfOHDz11FM3/SyOjo53+vEve2tES+w8n4NXlu/Djv++ji+//BK2trZ3fTwiIiJDFBgYiJCQkMs/30mbn1tUhmX74jG0ZSN0aDYI06atNIg2X6vVXjWly5VDwG80v+rNFms7deoUfn7vBTSO6IXG7frjzXtC8NGHH2Lo0KHYs2cPnJycLu87ePBgHDx4EDk5Ofjll18wfvx4bNy48arPSEREZCxudJ2ga9ICz688jq7B7nil61C0/fYlo6kN1PV1Qrt27dCuXbvLPw8YMADW1tb45NNPcSpyNJbsTcTUHkF4++23L+/Ts2dPDBgwAOHh4fj888/x+eef3zQ/kSlgoZ3MUkxWMXSWdnj7vpawsVQDAKysrAD8/3ykV24rLy9HTk4OtFotnJ1rXvAkPT0d3t7euPfee1FUVIS5c+ciNDQU9vb2ePPNN5GVlXXV/k5OTlfNp37luS7x9/eHr6/vTT9LbVY4b+xkg5cGN8Mzz7+IRu5eGDRoEPLz8wEAGo0GVVVVyM/Ph6OjI9Rq9V2fh4iISKYr23bg7tr8K2cgNYQ2PyQkBImJiZd/jo+Ph6enJwBcbssvuXjx4nWf91qzZ89G06ZN8ea8RZjx02FUeLfGhg0b4OvriwULFuD555+/vK+rqysiIyMBAPfccw/S0tLw5ptvYufOnTfNT0REZIhudJ3wzl+JiAxpgoWTOiIzLRmA8dQG6vo6oSajR4/Ghx9+iBY2+fj0r3MY1roJvJxtrtrHy8sL3bt3x5EjR+7o2ETGioV2MjvZRRU4m1EIJxsL9Gzqedvvc3Nzg4WFBaKiompccLRRo0aIiYnB0aNHsWnTJtxzzz2XXysrK7urrFOmTLluQZVr9e7dG9u3b7+r4wPAxC4BeKU0EzGnj8PV1fW6111dXbFr1y706NHjrs9BRERkTC61+dt37MKMn4/Ax9UW/x3V+vLrhtDmr1u3DhUVFZdf8/b2hpWVFfz8/K6bY/XSz9fOyXrtPn379sWgFo3R3t8Fn2+9gPva9kFAQABiY2Nvmqtdu3b49ddfb7oPERGRsUjIKQYAhHg6YMGkjrC1urrTmTHUBur6OuFmJncLxFuHFLy74TS+fqh9jfvUpoMgkTFhoZ3Mzqd/n4NWp8DX+c6mSOnXrx+0Wi0KCgowcODAGve51GhaW1tf3paYmIioqCi0adPmjrPW99QxAKBWCXzx8ft4dvFO3NvWBw918gcAzJo1C87Oznj77bfRunXrWxyFiIjIdFxq8/86HodipwC8+khHRDZrdNU+stv8G7XNQ4YMwdq1a/Huu+9eHo22YsUK+Pn5oVWrVjc8dkBAAI4ePQohBF65Jxzj5u3D15uOIiEhAYGBgTd8n6Io2Lt3L4KCgm6anYiIyBicyyjCwt3xAIAfHo6Es63ldfsYQ22grq8TarJ69WpYWFhgUM/OyHTIxedbL2BC51x0DXG/vE9mZiaioqK4aDqZDRbayaycTivErweTEeLpAHVB/h29t1mzZpg5cybGjx+Pl19+GZGRkSgvL8epU6dw/vx5LFiwAOHh4fD19cULL7yAd955B0VFRXjrrbfg4+NzV3kDAwNvenNbkx07diA7OxuHDx8GAGzatAmenp5o0aLF5bne5s6di7lz516eT27coO7Yn2+PdcfT8FqrjgjysIeLiws8PDw43yoREZmdZs2aYcaMGXjvxccR0Hc8tMnW2BBTYXBtfk1eeukl/PLLL3j44Yfx2GOP4eDBg/jhhx/w3XffXdWbzMLCAm+++SbefPNNAMDMmTMxcuRITJ48GQ8++CBCik/hrSdfgKWVFSZMmAAA2LVrFz755BPcf//98Pf3R25uLpYsWYJ9+/Zh3bp1tc5OREQkU05xBaYsPghLC30vdU9H6xr3M5baQE3u9jrh8ccfh6enJzp27AgrKyts3LgRX3/9NWbNmgV3d3fM7O2CH//cgfvuHY73X5iOoKBAJCUl4b333oNKpcKsWbNqnZ3IGLDQTmblk7/OwcnGEs2bOOF8wZ2//5tvvkFYWBjmz5+PN998E05OTmjRogWmTp0KQP+0es2aNXjyyScxevRo+Pr64o033sD27dtx8uTJOv40NXvrrbewY8eOyz8/8cQTl7fPmTMHAKDT6aDVaq9636v3hOOvU5l4Z/1pLJrcsUGyEhERGaoxz87BivNalJ/+F8OGLTbINr8moaGh2Lx5M55//nkMGTIEXl5e+OSTTzBt2rSr9tNqtdDpdJd/vu+++7BixQp89NFHGDNmDCytrAHnADz8yiJ4e3sDAPz8/GBhYYHXX38d2dnZ8PT0RNu2bbF792507dq1QT8nERFRXarQaPH4z4eRU1yBR7sF4c3VN9/fGGoDNbnb64TmzZtjwYIF+Oyzz1BZWYnQ0FB88skneOaZZwAANpZqzBreHk9s+AEvvPwKSgr1a7316dMHv//+O/z9/Rv0cxLJIq5chbgGN32RyJgcS87HyG+i8NLgZniyb6jsOAZp3s5Y/G/jWSyaHIl+4Y1lxyEioD4nM2QbT3QT437Yi6S8Uux4qS+sLK6ff9UcvPjbcfx5PA3/vtgHPi53NuUeEd1Sbdt4tuNEdURRFLy8Khq/HU7BVw+2w4gIb9mRjJKiKHjguz1IvliGf1/sAwdr9u0lk1ZjO26edw1klj79+zxc7SwxqVug7CgGa3K3IAR72mPuutOo1Ohu/QYiIiITdCTpIvbH52FqjyCzLbIDwHMDwwAAn/51XnISIiKi+rNwdzx+O5yCZ/o3ZZG9FoQQmD28BbKLKvD99psvpE5kqsz3zoHMyqGEPOw8n42ZvUP4VPUmrCxUmD2sBRJyS7Fsf6LsOERERFJ8vz0WzraWeLCTeQ9z9nGxxaSuAVh7NAUxWcWy4xAREdW5gwl5eG/TWdzT0guz+jeVHcfotfN3xb0R3liwOw5ZheWy4xA1OBbaySx8tvU8PBys8HDXANlRDF6fZp7oFuKOL/65gMLyKtlxiIiIGlRMVjH+PpOJR7oGwJ4P5zGzdwhsLNX44p8LsqMQERHVqbySSjy97Cj8XG3x0Zg2UKnqc9ZG8/HCoDBotAq+3MZrBzI/LLSTyTuSdBFRMbmY0SsEdla8Yb4VIQReH9ocF0ur8B2HexERkZmZtzMWVmoVp5qr5u5gjcndArE+Og3nMopkxyEiIqoTOp2CF1YeQ15JJb5+qD0cbSxlRzIZAe72eLCTP349kIyEnBLZcYgaFAvtZPLm7YiDk40FHuxs3sO/70QrH2eMaueDRbvjkZZfJjsOERFRg8goKMfao6kY19EPHg7WsuMYjOm9gmFvZYHPt3KudiIiMg2L9yTg33PZmD28OVr5OMuOY3Ke7h8KS7UKn/zNawcyLyy0k0mLyy7GltMZeLhrAOdmv0MvDAqDAuDjv87JjkJERNQgFu6Og04BHusZLDuKQXGxs8KUHkHYdDIDp9IKZMchIiKqlYScEny45Sz6hzfCxC6cXrY+NHK0wdQeQVh3PA0nU3ntQOaDhXYyafN3xcFSrcLkbkGyoxgdX1c7PNo9EGuPpvKmmoiITN7Fkkos25+EYa2bwM/NTnYcgzO1RxAcbSzw9bYY2VGIiIjumk6n4OXV0bBUq/DfUa0hBOdlry/TewfDxc4SH2w+KzsKUYNhoZ1MVlZROVYfTsXoDr7wdOTw77vxRJ9QuNha4r2NZ6Eoiuw4RERE9Wb+rjiUVmnxZN9Q2VEMkrOtJR7pGoDNpzIQm10sOw4REdFd+WlfIg7E52H28BbwcraRHcekOdlY4sk+odh1IQcH4vNkxyFqECy0k8lauicRVTodh3/XgrOtJZ7u1xS7Y3Kw43y27DhERET1Iq+kEkv2JGBo6yZo5uUoO47BerR7EKzUKvywg4ulExGR8UnOK8UHm8+iV5gnxnTwlR3HLEzsEgAPB2t88Q/naifzwEI7maQKjRbLDyShf3hjBHnYy45j1CZ2CUCAux3e33QWWh17tRMRkemZt1Pfm31W/6ayoxg0DwdrjO/oh7VHU5FewMXSiYjIeCiKglfXREMlBN6/n1PGNBRbKzVm9g5GVEwue7WTWWChnUzSxhPpyC2pxKRuXNiktqwsVHhpcDOczSjCuuNpsuMQERHVqdziCizdm4DhbbzRtDF7s9/KY72CoVOABbviZUchIiK6bZtOZiAqJhcv39MM3i62suOYlQmd2audzAcL7WSSluxJRLCHPbqHeMiOYhKGtmqC5k2c8PnW86jS6mTHISIiqjPzdsahrEqLZ/tzbvbb4etqh/sivLH8QBIullTKjkNERHRLZZVa/HfDGYR7OWJCZ3bGa2js1U7mhIV2MjknUgpwLDkfE7sEQKXicLC6oFIJvDAwDAm5pVhzJEV2HCIiojqRU1yBpXsTcW+EN0IbsTf77ZrZJwSllVos3pMgOwoREdEtzd8Vh9T8Msy5tyXUrBFIcalX++db2audTBsL7WRylu5NgJ2VGg9wcZM61b95I0T4ueDLf2JQodHKjkNERFRrP+yIRYVGi2c4N/sdCWvsiIEtGmPJ3gSUVfKagIiIDNfFkkrM2xmHQS0ao0uwu+w4ZsvWSo3H+4RgT2wu9sflyo5DVG9YaCeTcrGkEn8eT8PIdj5wtrWUHcekCCHw4qAwpOaX4dcDybLjEBER1UpWUTl+2peI+9r6IMTTQXYco/NYz2Dkl1Zh7dFU2VGIiIhu6PsdsSip1ODFwc1kRzF7Ezr7w9PRGl/8c0F2FKJ6w0I7mZSVh5JRodHhka6cd60+9Aj1QOcgN3z9bwx7sBERkVH7YUccKjU6PN2Pc7PfjY6Brmjl44RFUfFQFEV2HCIioutkFpZjyd4EjGzrgzAueC6djaUaM3uzVzuZNhbayWTodAp+3p+ITkFuCPdykh3HJAkh8MKgZsguqsBP+xJkxyEiIrorWYXl+HlfIka280Ewe7PfFSEEpvYIQkxWMXZeyJEdh4iI6Dpfb4uBRqtg1gBOEWco2KudTB0L7WQyomJzkJxXhgmd/WVHMWmdgtzQK8wT322PRVF5lew4REREd+y7HbHQ6BQ804833rUxrLU3PB2tsWh3vOwoREREV0nNL8OvB5MwrqMfAtztZcehauzVTqaOhXYyGSsPpcDZ1hKDW3rJjmLyXhgYhoulVVi6N1F2FCIiojuSWViOX/YnYVQ7HwR68Ma7NqwsVHikSwB2nM9GTFaR7DhERESXzd8ZB0UBnujLKeIMDXu1kyljoZ1MQn5pJbacysDItt6wsVTLjmPyIvxc0DvMEwt3x6O0UiM7DhER0W37bnsstDqFc7PXkYc6+8PKQoVFUQmyoxAREQEA8koqseJgMu5r6wMfF1vZcega7NVOpoyFdjIJvx9NRaVGh7Ed/WRHMRtP9wtFXkkllh9Ilh2FiIjotmQUlGPZgSQ80N6Hw8jriLuDNUa19cGaIym4WFIpOw4RERGW7ElAWZUWM3sHy45CN3CpV/vnW9mrnUwLC+1k9BRFwYpDKWjl44SW3s6y45iNyEA3dA5yw7ydsajQaGXHISIiuqVvt8dAp1PwNOdmr1OP9ghEeZUOKw/x4TsREclVWqnBkr0JGNC8MZo2dpQdh27gUq/2vXHs1U6mhYV2MnonUwtxJr0Q4yLZm72hPdUvFJmFFVh1OEV2FCIioptKyy/DrweSMbqDL/zc7GTHMSnhXk7oGOiK5QeSoNMpsuMQEZEZ+/VAMvJLq/B4nxDZUegWOFc7mSIW2snorTyUDCsLFe6N8JEdxez0CPVAhJ8Lvt8RC41WJzsOERHRDX27PQY6RcGTXBStXjzU2R8JuaXYy15pREQkiVan4Mc98egY6IoOAa6y49At2FiqMaNXMPbE5uJgQp7sOER1goV2MmrlVVr8fiwVQ1p5wdnOUnYcsyOEwFN9Q5GcV4Y/j6fJjkNERFSj1PwyrDiYjDGRfuzNXk+GtGoCFztLLNufJDsKERGZqR3ns5CcV4ZJ3QJlR6HbNKFzADwcrPEF52onE8FCOxm1zSczUFSu4bQxEvUPb4RwL0d8828Mh4sTEZFB+vbfGADAk305jLy+2FiqMbq9L7acykBWUbnsOEREZIaW7k1EI0drDG7pJTsK3SZbKzVm9g7G7pgcHGKvdjIBLLSTUVtxMBl+brboEuwuO4rZUqkEnuwbitjsEmw+lSE7DhER0VVS88uw8lAyxkb6wdeVvdnr04Od/aHRKfjtENduISKihpWYW4Id57PxYCd/WKpZ6jIm+l7tVpyrnUwCf/uQ0UrMLcHeuFyM7eAHlUrIjmPWhrZugmAPe3y3PRaKwl7tRERkOC71Zn+Cc7PXuxBPB3QNdsevB7koKhERNayf9yVCLQQe6uwvOwrdIVsrNab3CsauCzk4nMhe7WTcWGgno/XboRQIATzQwVd2FLOnVglM6xmME6kFXASNiIgMRsrFUqw8lIxxHf3g42IrO45ZeKizP5LzyrArJkd2FCIiMhNllVqsOJiMwS290NjJRnYcugsTuwTA3d4Kn3OudjJyLLSTUdLqFKw6nIJeTT3hzRtng3B/ex94OFhh3s442VGIiIgAAN9ujwUAPNGHvdkbyuCWXnC3t8Iv+xJlRyEiIjOx8UQ6Css1mNglQHYUukt2VhZX9Gq/KDsO0V1joZ2M0s4L2cgoLMe4jlwE1VDYWKoxqWsgtp/LxtmMQtlxiIjIzKVcLMVv1b3Z+VC+4VhZqDC6gy+2nc1CTnGF7DhERGQGfjucjAB3O3QJdpMdhWrh4a4BcLPnXO1k3FhoJ6O08mAy3OytMKB5Y9lR6AoTuwTA1lLNXu1ERCTdt9tjISDYm12CMZG+0OgU/H40VXYUIiIycUm5pdgXl4fR7X0hBNduM2aXerXvPJ+No0ns1U7GiYV2Mjq5xRXYeiYTo9r5wMqCf4UNiau9FcZ19MOfx9KQXlAmOw4REZmpjIJy/HYoGWM7+rI3uwShjRzRzt8FKw8lc5F0IiKqV6uPcO02U/JwF/ZqJ+PGKiUZnbVHU1GlVTA2ktPGGKKpPYKgUxT8GJUgOwoREZmpBbvioFOAGb1CZEcxW2M6+OF8ZjGiUwpkRyEiIhOlq167rUeoBx+smwh7aws81jMY289l41hyvuw4RHeMhXYyKoqiYMXBZET4uaCZl6PsOFQDPzc7DG3dBMv2J6GwvEp2HCIiMjMXSyqx7EAS7o3whp+bnew4Zmt4RBPYWKqw8lCy7ChERGSi9sXlIjW/DKPZm92kPNI1AK52lvhi63nZUYjuGAvtZFSOJefjQlYxxrE3u0Gb0SsExRUaLN+fJDsKERGZmSV7E1BaqcXjfdibXSYnG0sMadUEfx5PQ3mVVnYcIiIyQb8dToGjjQUGt/SSHYXqkL21BR7rFYx/z2XjOHu1k5FhoZ2MyspDybC1VGNERBPZUegmWvs6o2uwO36MSkCVVic7DhERmYmSCg0W70nAgOaNEdaYI99kGxPpi6JyDbacypAdhYiITExReRU2nUzHiAhv2FiqZcehOvZI10C42lnic/ZqJyPDQjsZjdJKDdYdT8fQ1k3gaGMpOw7dwrSeQcgoLMfmk7y5JiKihrH8QBLyS6vYm91AdAlyh6+rLX47lCI7ChERmZgN0ekor9Jx2hgT5XBFr/bDiRdlxyG6bSy0k9HYEJ2O4goNxnXktDHGoG+zRgh0t8OPUfGyoxARkRmo1OiwYFc8Oge5oUOAq+w4BEClEhjTwQ9RsTlIziuVHYeIiEzImiOpCPG0Rzs/F9lRqJ5M6hoId3sr9mono8JCOxmN3w6lIMjDHh0DefNsDFQqgUndAnEkKZ/zqhERUb37/WgqMgrL8UTfUNlR6AoPdPABAKw+wl7tRERUNzIKynEwMQ/3RvhACCE7DtUTe2sLPN4nBLsu5OBAfJ7sOES3hYV2Mgpx2cU4kJCHMZG+bEiNyOgOvnCwtmCvdiIiqldanYLvd8SipbcTejX1kB2HruDraofuIR5YdTgFOp0iOw4REZmAjSfSoSjAsDZcu83UTewSAE9Ha3zy1zkoCq8jyPCx0E5GYeWhFKhVAqPbc/41Y+JoY4nRHXyx4UQ6sgrLZcchIiITteVUBuJySvBEn1A+kDdAYyJ9kXKxDPvic2VHISIiE7A+Og3hXo4IbeQgOwrVMxtLNZ7sE4L98XnYE8vrCDJ8LLSTwdNodVh9JAV9m3mikZON7Dh0hyZ3C4RGp+Dn/UmyoxARkQlSFAXfbY9FsIc97mnlJTsO1WBQCy84Wltg1WFOH0NERLWTml+GI0n5GBHhLTsKNZDxnfzRxNmGvdrJKLDQTgbv33PZyC6qwNhILoJqjAI97NGvWSMs25+ICo1WdhwiIjIx++LycCK1AI/1CoZaxd7shsjWSo3hEd7YdCIDxRUa2XGIiMiIbYhOAwAM57QxZsPGUo2n+oXiSFI+dpzPlh2H6KZYaCeDt/JQMjwcrNE3vJHsKHSXHu0ehJziSqw7ni47ChERmZiFu+PhZm+FUe18ZEehmxjdwRdlVVpsPMFrASIiunvro9PR2scZAe72sqNQAxrTwQ++rrb49O/z7NVOBo2FdjJoWUXl2HY2Cw+094Glmn9djVX3UHc0beSAH6Pi2SgSEVGdScgpwT9nMzGxsz9sLNWy49BNtPd3QbCHPaePISKiu5aYW4LolAL2ZjdDVhYqPNOvKaJTCrD1TJbsOEQ3xMolGbQ1R1Kh1SkYw2ljjJoQApO7B+JUWiEOJV6UHYeIiEzE4j0JsFAJTOwSIDsK3YIQAg908MWB+Dwk5pbIjkNEREZoQ/WoqGEstJul+9v7INDdDp/+fR46HTvwkWFioZ0MlqIoWHkoGZEBrlxN3ATc384XzraW+DEqXnYUIiIyAQVlVVh5KBkjIry5WLqRuL+9D4QAVh9JlR2FiIiM0Prj6Wjr5wJfVzvZUUgCC7UKzw5oijPphdh8KkN2HKIasdBOButQ4kXEZZdgbEf2ZjcFtlZqjO/khy2nMpGaXyY7DhERGbkVB5NQWqnF1B5BsqPQbWribIseoR5YfTiFPdGIiOiOxGUX43R6IaeNMXP3RvggtJEDPvv7PLS8liADxEI7GawVB5Nhb6XGsNZsSE3FI10DAQBL9yZIzUFERMZNo9VhyZ5EdAl2Q0tvZ9lx6A6M7uCL1Pwy7IvLlR2FiIiMyPpoThtDgFolMGtAU1zIKsb66DTZcYiuw0I7GaSi8ipsiE7HiAhv2FtbyI5DdcTHxRaDWzbGrweSUVaplR2HiIiM1KXRUVO6sze7sRnc0guONhZcFJWIiO7I+ug0dAx0RRNnW9lRSLKhrZog3MsRX2y9AI1WJzsO0VVYaCeDtO54OsqqtBjHaWNMzuRuQSgoq8Lao5yflYiI7s7C3XEIcLdD/+aNZUehO2RjqcaICG9sPJmOovIq2XGIiMgInM8swvnMYgxv4y07ChkAlUpg1oAwxOWU4Pdj7NVOhoWFdjJIKw4lI6yxA9r6uciOQnWsY6ArWno7YfGeeCgK51QjIqI7czTpIo4k5ePRboFQq4TsOHQXRnfwRXmVDptOcCEzIiK6tfXR6VAJYEhrL9lRyEAMbtkYrXyc8OU/F1DFXu1kQFhoJ4NzLqMIx5PzMTbSD0LwBtrUCCHwaPcgnM8sRlQM52clIqI7sygqAY7WFhgdyVFvxqqdnwuCPe05fQwREd2SoihYH52GzkHuaORoIzsOGQghBJ4fGIakvFKs5vUEGRAW2sngrDiYDEu1wP3tfWVHoXoyIqIJPBys8GNUvOwoRERkRNLyy7DxRDrGd/KDA9dwMVpCCIzu4IsDCXlIyCmRHYeIiAzYmfQixGWXcBFUuk7fZo3Q1s8FX22LQYWGa8CRYWChnQxKhUaLNUdTMKiFF9zsrWTHoXpibaHGQ538se1cFhJzeYNNRES3Z8neBCiKgkndAmVHoVq6v50vVAJYfYS90IiI6MbWR6dBrRIY0orTxtDVLvVqT80vw8qDybLjEAFgoZ0MzN+nM5FfWoWxXATV5E3oEgC1EFi6N1F2FCIiMgKllRos35+Ee1p5wdfVTnYcqiUvZxv0aOqJ1YdToNVxzRYiIrqeftqYdHQLcYe7g7XsOGSAejb1QMdAV3z9bwzKq9irneRjoZ0MyoqDyfB2tkGPUA/ZUaieNXaywdDWTbDyYDJKKjSy4xARkYFbfTgFheUaTO0RJDsK1ZGxkb5IKyjHzvPZsqMQEZEBOpFagKS8UgzntDF0A/pe7c2QWViBZfuTZMchYqGdDEfKxVLsjsnB6Eg/qFVcBNUcTO4eiKIKDdZw2DgREd2ETqdgUVQCIvxc0N7fVXYcqiODWnjBw8EaP+/j6DYiIrre+uh0WKgEBrfktDF0Y11D3NE12B3fbo9FWSV7tZNcLLSTwfjtkL7YOqYDF0E1F+38XBDh64zFe/Rz7hIREdVk+/ksxOeUYGqPIAjBh/GmwspChfEd/bDtXBZSLpbKjkNERAZEURRsiE5Hz6YecLHj+m10cy8MCkNOcQWW7k2QHYXMHAvtZBC0OgWrDqegR6gH/Nw476q5EEJgcvdAxGaXYHdMjuw4RERkoBbujkcTZxsuhGaCHuzsDwFg+QEO9yYiov93NDkfqfllGN7GW3YUMgKRgW7oFeaJ73fEophT05JELLSTQYiKyUFqfhnGRnIRVHMztHUTeDhYY3FUguwoRERkgM6kFyIqJhePdA2EpZqXrqbGx8UW/cIbYcXBZFRqdLLjEBGRgVh/PB1WahUGtmwsOwoZiecHhuFiaRUWR8XLjkJmjHcrZBBWHEqGi50lBrERNTvWFmpM6OyPbeeykJBTIjsOEREZmEW742FrqcaDnfgw3lRN6BKAnOJKbDmVITsKEREZAJ1OwcYT6egV5gknG0vZcchItPVzQf/wRpi3Mw6F5VWy45CZYqGdpMsrqcRfpzIwqp0PrC3UsuOQBBM6+8NCJbB0LxdDIyKi/5dTXIE/jqXhgQ4+nJ/VhPVu6gk/N1suikpERACAQ4kXkVFYjhERTWRHISPz3MAwFJZrsHAXe7WTHCy0k3Rrj6aiSqtgXEf2VDNXjZxsMKx1E/x2KJnzqRER0WU/70tEpVaHR7sHyY5C9UilEnioUwD2x+fhQmaR7DhERCTZ+ug0WFuo0L85R7zTnWnl44x7Wnph0e545JdWyo5DZoiFdpJKURSsPJiMCF9nhHs5yY5DEk3uHoSiCg3WHEmRHYWIiAxAeZUWP+9LRL/wRgjxdJAdh+rZ2EhfWKlVWLwnQXYUIiKSSKtTsPFEBvqFN4KDtYXsOGSEnhsYhuJKDebtjJMdhcwQC+0k1fGUApzLLMJY9mY3e239XNDWzwWL9yRAp1NkxyEiIsn+PJaGnOJKTO3B3uzmwN3BGve398GqwynIKa6QHYeIiCTZH5+LnOIKDG/jLTsKGalmXo4Y3sYbi/ckIK+EvdqpYbHQTlKtOJgEW0s17o1gI0rAo90DEZddgl0xObKjEBGRRIqiYFFUPMK9HNEtxF12HGog03oGoUKjw09cs4WIyGytj06HraUafcM9ZUchI/ZMv1CUVmo5Uo4aHAvtJE1xhQZ/HkvD0NZN4MiVxAnAkFZN4OlojcVRXLiEiMicRcXk4mxGEab2CIIQQnYcaiChjRwxoHkjLN2bgLJKrew4RETUwKq0Omw+mYH+zRvBzorTxtDda9rYEQNbNMaSPQko4Tpw1IBYaCdp1h1PQ0mlFg919pcdhQyElYUKEzr7499z2YjPKZEdh4iIJFm4Ow4eDta4ty1HvJmb6b1CcLG0CqsOJ8uOQkREDWx3TA7ySio54p3qxON9QlBQVoXlB5JkRyEzwkI7SbP8QBKaNXZEe38X2VHIgDzU2R+WaoElHOJFRGSWYrKK8e+5bDzcJQDWFmrZcaiBdQx0RVs/FyzYHQ+NVic7DhERNaA/jqbC2dYSfZo1kh2FTEB7f1d0CXbD/F1xqNBwpBw1DBbaSYqTqQWITinAQ539OSScrtLI0QbD23hj1eEUFJVXyY5DREQNbFFUvH6EUxeOeDNHQgg80ScEibml+P1Ymuw4RETUQEorNfjrdCaGtvaClQVLVVQ3nugTiszCCqw9kio7CpkJ/vYiKZYdSIK1hQoj2/nIjkIGaHK3QBRXaLD6cIrsKERE1IAullRizZEUjGrrAw8Ha9lxSJKBLRqjtY8zvvjnPKrYq52IyCz8fToTpZVa3BvBGgHVnZ5NPdDKxwk/7IyDVqfIjkNmgIV2anAlFRr8cTQVw9t4w9mWi6DS9SL8XNDO3wVL9iZCx8aQiMhsLDuQhPIqHab2DJIdhSQSQuD5gWFIzivDb4f40J2IyBz8eSwNXk426BzkJjsKmRD9SLlQxOeUYNPJdNlxyAyw0E4N7v8XQfWTHYUM2ORugYjPKcH281myoxARUQOo1OiwZE8Cejb1QFhjR9lxSLI+zTzRzt8FX227gPIqzqtKRGTKLpZUYsf5bNzb1hsqFaeWpbo1uKUXgj3s8e2/sVAUduSj+sVCOzW45QeSENbYAe39XWVHIQM2tHUTNHG2wfyd8bKjEBFRA1gfnYasogpM7cHe7KTvgfbioGZILyjH8gNJsuMQEVE92nAiHRqdgvvaesuOQiZIrRKY2TsEp9MLsfNCjuw4ZOJYaKcGdTK1AMdTCvBQJy6CSjdnqVbh0e6B2BuXi5OpBbLjEBFRPVIUBQt3xyO0kQN6h3nKjkMGoluIO7qHuuPzrReQV1IpOw4REdWTP4+lIbSRA1o0cZIdhUzUyHY+8HKywbf/xsiOQiaOhXZqUL8e1C+COqqdr+woZATGd/KHg7UF5u+Kkx2FiIjq0f74PJxKK8SU7kF8EE+XCSHw1oiWKK7Q4KMt52THISKiepBysRQHEvJwX4Q3rwGo3lhZqDCtZxD2x+fhcOJF2XHIhLHQTg2mtFKD34+mYVibJnC24yKodGtONpYY39EP66PTkZZfJjsOERHVk/k74+Bmb4X72/vIjkIGJqyxIyZ3C8SvB5MQnZIvOw4REdWxdcf1C1Te15bXAFS/HuzkD2dbS8zbGSs7CpkwFtqpwaw/no7iCg0e6uQvOwoZkUer5+pdvCdBbhAiIqoXFzKL8M/ZLEzqGggbS7XsOGSAnh3QFO721njzj1PQ6biIGRGRKfnjWCra+bvA391OdhQycfbWFnikawD+Op2J2Oxi2XHIRLHQTg1m2YEkNG3kgA4BXASVbp+Piy2Gtm6C5fuTUFReJTsOERHVsXk742BjqcLDXQNkRyED5WRjideGhONYcj5+2Z8oOw4REdWRsxmFOJtRhJHszU4NZFK3QFiqVVjA6WmpnrDQTg3idFohjiXn40Eugkp34bGeQSiq0GDFwWTZUYiIqA5lFJTj92OpGBfpBzd7K9lxyIDd394HPZt64L1NZ5GcVyo7DhER1YFVh1JgoRIY3qaJ7ChkJjwcrDG6gy9WH05FVlG57Dhkglhopwax/IB+EVTOvUp3o42vCzoHueHHqARUaXWy4xARUR35cU88tDoF03oGy45CBk4IgfcfaAMB4NU10VAUTiFDRGTMKjU6rD2aigHNG8PdwVp2HDIjj/UMRpVOhyWcnpbqAQvtVO+Kyquw5kgKhrVpAhc79laju/NYz2Ck5pdh44l02VGIiKgOFJZXYdm+JAxt3QR+bpyXlW7Nx8UWrw1tjqiYXCw7kCQ7DhER1cK2s1nILanE2I6+sqOQmQnysMc9Lb3w095EFFdoZMchE8NCO9W7tUdTUVKpxSNdA2VHISPWL7wRgj3tsWBXPHuxERGZgOX7k1BUocGMXiGyo5AReaiTP7qHuuPd9We4kBkRkRH77VAyGjlao1dTT9lRyAxN7xWMwnINfuWDe6pjLLRTvVIUBUv3JiLC1xlt/VxkxyEjplIJTOsRjBOpBdgXlyc7DhER1UKlRodFUfHoFuKO1r7OsuOQEVGpBD4Z0xY2lio8tewoyqu0siMREdEdyiwsx7/nsjC6gy8s1CxLUcNr5++KzkFuWLg7ntPTUp3ibzSqV3tjcxGTVYyH2Zud6sD97X3g4WCN73bEyo5CRES18MexVGQWVmB6L87NTnfOy9kGn4yNwJn0Qry38YzsOEREdIfWHEmFTgHGRPrJjkJmbGbvEKQXlGPd8TTZUciEsNBO9Wrp3kS42llyFXGqEzaWakztEYSd57NxIqVAdhwiIroLOp2C+bviEO7liN5hHC5Od6dfeGNM6R6EJXsT8depDNlxiIjoNimKgt8OJaNToBuCPOxlxyEz1qeZJ5o1dsQPO+I4PS3VGRbaqd6k5Zfh7zOZGNvRDzaWatlxyERM7OIPRxsLfLcjRnYUIiK6C9vPZ+F8ZjGm9wqGEEJ2HDJirwxphpbeTnhpVTRS88tkxyEiottwOPEi4nJKMCaSi6CSXEIITO8VjHOZRdh+Plt2HDIRLLRTvVm2Pwk6RcHEzgGyo5AJcbSxxKSugdh0MgMxWVwEjYjI2Hy/Iw7ezjYYEeEtOwoZOWsLNb5+qD00Wh2eWX6Uc6wSERmBFQeTYW+lxtDWHPVO8o2I8IaXkw1+4PS0VEdYaKd6UaHR4teDSegf3gh+bnay45CJebR7IKwtVGwMiYiMzLHkfByIz8OUHkGw5OJnVAeCPOzxv/tb43DiRXz81znZcYiI6CYKSquwLjoN97b1hr21hew4RLCyUGFqjyDsi8vD8eR82XHIBPAOh+rFphMZyCmu5CKoVC/cHawxvqM/1h5N5VBxIiIj8s2/MXCyscD4Tv6yo5AJua+tDx7s5I8fdsTh37NZsuMQEdENrDqSgvIqHSZ24ah3MhzjO/nB0cYC83bGyY5CJoCFdqoXS/cmIMjDHj1DPWRHIRP1WK9gAMB8NoZEREbhTHoh/j6diUe7B8GBvdiojr01ogXCvRzx/MpjSC/gQ3giIkOjKAp+2ZeI9v4uaOntLDsO0WWONpaY2CUAm06mIyGnRHYcMnIstFOdO56cjyNJ+ZjYJQAqFRc5o/rh42KLUe188OvBJOQWV8iOQ0REt/DNvzFwsLbAo90DZUchE2RjqcY3E9qjQqOfr13D+dqJiAzKnthcxOWU4OGu7M1OhufRboGwUKmwYDc78lHtsNBOdW7h7ng4WFtgLFcRp3o2s08IKjQ6/BiVIDsKERHdRGx2MTacSMfDXQPgYmclOw6ZqBBPB/xvVGscTLiIT/8+LzsOERFd4ae9iXCzt8KQVlwElQxPIycb3N/eB78dSkEOO/JRLbDQTnUqvaAMG0+kY1xHPzjaWMqOQyYuxNMBQ1p5YcneBBSVV8mOQ0REN/Dtv7Gwrl5siqg+jWzng/Ed/fDt9ljsvpAjOw4REQHIKCjH32cyMSbSFzaWatlxiGr0WK9gVGp1WLonQXYUMmIstFOdWrInETpFweRugbKjkJl4ok8oiso1WLo3UXYUIiKqQXJeKX4/loqHOgXAw8FadhwyA3PubYkQT3u8tOo4CvkgnohIuiV7E6AoCiZ25rQxZLhCPB0woHljLNmbiJIKjew4ZKRYaKc6U1KhwbL9iRjc0gt+bnay45CZaOXjjL7NPDF/Vxx7tRMRGaDvdsRCLQSmVy9iTVTfbCzV+GRsW2QWlmPuutOy4xARmbWSCg1+2ZeIe1qxTkCGb2bvYBSUVWHloWTZUchIsdBOdWb1kRQUlms4LJwa3KwBYcgvrcISDvEiIjIo6QVlWHUoBWMifeHlbCM7DpmRtn4ueKJPKFYdTsHfpzNlxyEiMlu/HUpGYbkG03rygTsZvg4BbogMcMWCXfFcWJ3uCgvtVCd0OgU/RiUgws8FHQJcZcchMxPh54IBzRth/q54DhEnIjIg83bGQasomNk7RHYUMkPP9G+K5k2c8PraE7w+ICKSQKtTsCgqAR0CXNHen3UCMg4zeocgNb8MG06ky45CRoiFdqoT285mIT6nBFN7BEEIITsOmaFZA8JQUFaFxVEJsqMQERGA7KIKLD+QhFHtfDhUnKSwslDhgwdaI6e4Ap/9fV52HCIis/PXqQwk5ZViGke9kxHpH94IIZ72+GFHHBRFkR2HjAwL7VQnvt8RCx8XWwxp5SU7CpmpVj7OGNiiMRbsikNBGXutERHJtmB3HCo0OjzRh73ZSZ42vi6Y0NkfS/Yk4FRagew4RERmZf6uOPi72WFQS9YJyHioVAIzeoXgdHohdl3IkR2HjAwL7VRrBxPycCjxIh7rGQRLNf9KkTyzBjRFYbkGi3bHy45CRGTWsosqsHRPIu6L8Eawp4PsOGTmXhoUDlc7K8z+/SR0OvZMIyJqCIcTL+JIUj6mdA+EWsVR72Rc7mvnjcZO1vhhZ6zsKGRkWBWlWvtueyzc7K0wrqO/7Chk5lp6O+Oell5YtDseBaXs1U5EJMt322NRqdXh2QFhsqMQwdnOEq8NbY4jSflYfSRFdhwiIrMwf2ccnGwsMCbST3YUojtmbaHGlO5BiIrJxYkUjoij28dCO9XKmfRCbDubhUe7BcLWSi07DhGeHdAURRUaLNwdJzsKEZFZyigox8/7E3F/Ox8EedjLjkMEAHigvQ/a+rngk7/Oo6xSKzsOEZFJO5dRhM2nMjC5WyDsrS1kxyG6Kw929oejtQW+38Fe7XT7WGinWvl+RyzsrdR4pGug7ChEAIDmTZwwtLUXFkUlIL+0UnYcIiKz882/MdDpFDzTv6nsKESXCSHw2pBwZBSW48c9nGKOiKg+fbXtAuyt1JjCRVDJiDnZWGJClwBsOpmOhJwS2XHISLDQTnctKbcU646nYUKXADjbWcqOQ3TZs/3DUFKpwbyd7NVORNSQUi6W4teDSRgT6Qc/NzvZcYiu0jnYHQOaN8J3/8Yir4QP44mI6kNMVhE2nEjHpG6BcLGzkh2HqFamdA+EhUqFebtYW6Dbw0I73bX5u+JgoVJhKp9Sk4Fp5uWI4W288WNUArKKymXHISIyG19vi4GAwNP9QmVHIarRK/eEo6RSg6+3xciOQkRkkr7eFgNbSzWm9QyWHYWo1ho52eCBDj5YdTgF2UUVsuOQEWChne5KRkE5VhxKxv3tfdDYyUZ2HKLrPD8wDJVaHb7hjTQRUYNIzC3Bb4dT8GAnP3i72MqOQ1Sjpo0dMTbSDz/tS0BqfpnsOEREJiU2uxh/Hk/Dw10C4GbP3uxkGh7rGYwqrQ6LOfUc3QYW2umufLtdP//qk33ZY40MU5CHPcZG+mHZgSQk55XKjkNEZPK++OcCLFSC1wZk8J6uXj/g++1c3IyIqC59+td52Fiq8Vgv9mYn0xHs6YB7Wnrhp72JKK7QyI5DBo6Fdrpjafll+PVAMudfJYP3bP+mUAmBz7aelx2FiMiknc0oxNqjqXikawAacaQbGTgfF1uM7uCHFQeTkV7AXu1ERHUhOiUfG06kY1rPYHg4WMuOQ1SnZvYOQWG5Bsv3J8mOQgaOhXa6Y9/8GwMFCp7i/Ktk4LycbTCpWyDWHk3F+cwi2XGIiEzWB5vOwtHagr3ZyWg80ScEOkXBDzu4uBkRUV34YPNZuNlb4bGeXMONTE+Enwu6Brtj4e54VGp0suOQAWOhne5IysVSrDyUjLGRfvDh/KtkBB7vHQIHKwt8vOWc7ChERCZpT0wO/j2XjSf7hsLFjvOxknHwc7PDA+19sexAEjILuXA6EVFt7L6Qg6iYXDzZNxSONpay4xDVixm9g5FRWI7fj6XKjkIGjIV2uiPf/BsLAc6/SsbD1d4Kj/UKxl+nM3Ek6aLsOEREJkWnU/DeprPwcbHFpG6BsuMQ3ZEn+4ZCq1Mwbyd7tRMR3S2dTsEHm/XXAhO7+MuOQ1Rveod5onkTJ8zbGQedTpEdhwwUC+1025LzSvHboWSM6+gHb/ZmJyMypUcQ3O2t8NHmc1AUNohERHVlXXQaTqQW4IVBYbCxVMuOQ3RH/N3tMKJNEyw/kISC0irZcYiIjNLGk+k4kVqA5waGwdqC1wJkuoQQmNk7GDFZxfjnbJbsOGSgWGin2/bNvzFQCYEn+obIjtLgfv/9d7Rp0wbW1tYICgrCp59+etP9Z82aBSEEXnzxxau2nz17Fp07d4azszPGjx+P4uLiq17fuXMnfHx8rttek8WLF0MIUeO+c+bMgYeHx+WfExISIIS4/GVvb4+QkBBMmDABu3btuu79kydPRmRk5C0zGAuH6nmD98blYndMjuw4REQmoUKjxUdbzqF5EyeMbOsjO069YPtv+h7rFYzSSi1+OZAoOwoRkdEpr9Liw83n0KyxI0a1M71rAV4H0LWGtW4CX1dbfL8jVnYUMlAstNNtScwtwarDKXiwkx+aOJtXb/aoqCjcf//96NSpE9atW4cpU6bglVdeweeff17j/qdPn8aiRYvg5OR03WuTJ09GaGgoVq5cidOnT+N///vf5dd0Oh1mzZqF9957Dw4ODvXyWT7++GPs3bsXGzduxOzZs5Gbm4tevXrh7bffrpfzGZIJXfzh42KLDzef4zAvIqI68PO+JKRcLMPrQ8OhUgnZceoc23/z0NLbGT1CPbA4KgEVGq3sOERERmVRVDyS8koxe3gLqE3sWoDXAVQTC7UKj/UMxuHEiziYkCc7DhkgFtrptny45Rws1SqznJt97ty56NGjBxYsWIBBgwZh9uzZePrppzF37lxUVlZet/8zzzyDZ599Fq6urldtLy4uxv79+/H5559j8ODBeOONN/D3339ffn3hwoWwtLTEww8/XG+fpVmzZujSpQt69+6NyZMnY/PmzZg9ezbmzJmD7du319t5DYG1hRrPDQzDidQCrD+RLjsOEZFRKyitwlfbLqBnUw/0bOopO069YPtvPqb3CkZWUQX+OJYmOwoRkdHILCzH19tiMLBFY/Ro6nHrNxgZXgfQjYyN9IObvRW+385e7XQ9Ftrplo4mXcSG6HQ81isYjZxsZMdpcMeOHcOAAQOu2jZo0CBcvHgRe/fuvWr7qlWrcObMGbz66qvXHedSY2xrqx8RYGdnd3lbYWEhZs+ejS+++AJCNGxPgLfeegve3t74/vvvG/S8Moxq54NwL0d8vOUcKjU62XGIiIzWZ1vPo7CsCq8NaS47Sr1h+28+ejb1QLiXI+bvjONaLkREt+mDzWeh0Sr4zzDTvBbgdQDdiK2VGpO6BuKfs1k4l1EkOw4ZGBba6aYURcF7m87Cw8EK03sFy44jRXl5OaysrK7aZm1tDQA4c+bM5W1lZWV44YUX8P7778Pe3v6647i5uSEoKAhfffUV8vLyMG/evMvzn73zzjsYMGAAunTpcsf5tFotNBrNVV863e0XkdVqNfr164d9+/bd8bmNjVol8MqQcCTlleKX/ZyLlYjobpzLKMJP+xLxUGd/tPC+fni0qWD7bz6EEJjeKxgXsoqx/Vy27DhERAbvcOJFrDmSiqk9gxDgfn3bZwp4HUA380jXANhaqvHDTvZqp6tZyA5Ahu2fM1k4EJ+Hd0a2goO1ef51CQ0NxcGDB6/aduDAAQBAXt7/z8n13nvvoUmTJpg4ceINj/XNN99gzJgxeP3119G0aVN88803iImJwcKFCxEdHX1X+VxcXGrc7u7uftvH8PX1RWZm5l2d39j0CfNE12B3fLUtBqM7+MLRxlJ2JCIio6EoCt5edwoO1hZ4YWAz2XHqFdt/8zK8jTc+3HwOP+yMRd/wRrLjEBEZrCqtDq+vOYEmzjYmPbUsrwPoZlztrTCuox9+3peIFwc1g7eLea1lSDfGHu10QxqtDu9vPotgD3uM7+gnO440M2fOxB9//IH58+fj4sWL2LJlCz755BMA+qfAABAfH4+PP/4Yn3/++U2HfA0ZMgRZWVk4d+4czpw5A39/fzz//PN47rnn4Ovri2+++Qb+/v7w9/fHt99+e1v5du7ciYMHD1719dhjj93RZzSnYdJCCLw2NBx5JZWYtzNOdhwiIqOy+WQG9sTm4sVBYXC1t7r1G4wY23/zYmWhwqPdA7EvLg8nUwtkxyEiMljzd8XhXGYR5t5n2p3xeB1AtzKtZxAUAAt3x8uOQgbEdH8rUq2tPJSCmKxifD+xAyzV5vtMZsqUKTh+/Dgef/xxTJ8+HXZ2dvjggw/w9NNPo3HjxgCAV199FUOGDEF4eDjy8/MB6FcPr6ioQH5+PpydnS83vHZ2dggLCwMAbN26FcePH8eKFStw/PhxzJ49G3v27AEAdO3aFT169ECbNm1umq9du3bXrU6+fv36O/qMqamplz+LOWjj64LhbZpgwa54PNwlwCzXHiAiulNllVq8u+EMwr0c8WAnf9lx6h3bf/MzvpM/vvznAhbujsdn49rKjkNEZHCSckvxxdYLGNyyMQa2MO32g9cBdCu+rna4L8Iby/Yn4cm+oXAz8U4odHvMt3pKN1VYXoVP/jqHyABXDG5p3r941Wo1vv76a2RnZyM6OhqZmZmX51C79P3cuXNYs2YNXF1dL38lJyfj66+/hqurK1JTU687rkajwaxZs/Dhhx/C1tYW27dvR79+/RAeHo7w8HD0798fO3bsqPfPp9FosG3bNnTt2rXez2VIXhrcDBqdDp9tvSA7ChGRUfhhZyxS88sw596WsDCDB/Bs/82Ps60lxkT6Yd3xNGQUlMuOQ0RkUBRFwX/+OAlLtQpv39tKdpx6x+sAuh2P9wlBWZUWP0axVzvpsUc71ejrbTHIK63E4hGdGnz1a0N1qeEEgG+//RbdunVDeHg4AGDBggUoLi6+av/x48ejd+/eePzxx+Hp6Xnd8b7//nu4urpi3Lhxl7eVlpZe/nNJSUmDDOWaO3cu0tLSMHPmzHo/lyEJcLfHhM4B+GlfIqb2CEJoI4dbv4mIyEylXCzFd9tjMbxNE3QJvv25P00B23/zMqV7EJbsTcDSvQl4+Z5w2XGIiAzGn8fTsPN8NuaMaAEvZ/MZEczrALqZpo0dcU9LLyzek4DHegXDiWvAmT0W2uk68Tkl+DEqHqPb+6K1r7PsONLt27cPu3fvRtu2bVFYWIjly5djy5Yt2L179+V9Lq0afiUbGxv4+fmhT58+17128eJFvP3229iyZcvlbb169cLLL7+MRYsWAQC2bduG999/v04/y7lz5+Dh4YHKykrEx8fj119/xebNmzFnzhz07t27Ts9lDJ7uF4pVh1Pw4eazmPfI9f8PiYhIb86fp6ESAq8PbS47SoNh+2+e/N3tMLiFF37Zn4Sn+oXCzoq3S0REWYXlmPPnKUT4ueDhroGy4zQIXgfQ7Xqybyg2n8rAT3sTTXqBYLo9vHKk6/x3wxlYqVV46Z5msqMYBEtLS6xYsQJz5syBSqVCz549ERUVhdatW9/1Md966y3ce++9aN++/eVt7dq1w4cffog33ngDAPDxxx8jIiKi1vmv9OKLLwLQN/5NmjRB165dsXPnTvTs2bNOz2Ms3B2sMaNXMD75+zwOJeQhMtBNdiQiIoPz16kMbD2TideGhMPbxVZ2nAbD9t98TesZhM2nMrD6cIrZFJSIiG5EURS8uuYESiu1+GRMBNQq8xjxzusAul2tfZ3RO8wTi3bHY0r3INhaqWVHIonELYakcAliM7PrQjYeXngAr9wTjsf7hMiOQ1TvSis16PPRdvi52WHVzK6cKokMTX3+hWQbT7dUUqHBwE93wMnWEuue7mHWi6OT+VAUBSO/iUJBWRW2vdAHKjMpKlGDq+1fLLbj1CB+PZCEV9ecwFsjWuDR7kGy4xAZpIMJeRjz/V68ObwFpvTgvxMzUWM7zrsluqxKq8M760/D380OU3oEyo5D1CDsrCwwa0AYDidexF+nM2XHISIyKJ/9fR5pBeX476hWLLKT2RBCYGrPYCTkluKfs1my4xARSZOYW4J31p9GtxB3TOIIH6Ib6hjohk5Bbpi3Mw4VGq3sOCQR75josiV7EnA+sxj/GdYc1hYc6kLmY2ykL0I87fHh5rPQaHWy4xARGYRTaQX4cU8CHuzkjw4BnFqLzMuQVl7wdrbBwt1xsqMQEUlRodHiyWVHoFYJfDQmgqN7iG7hqb6hyCgsx5ojqbKjkEQstBMAIKOgHJ/9fR59m3liYIvGsuMQNSgLtQov3xOO2OwSrDyUIjsOEZF0Wp2C19eehKudJV69J1x2HKIGZ6lWYXL3QOyLy8PJ1ALZcYiIGtx7G8/iZGohPh4TAR8zWqOF6G71bOqBNr7O+G57LDvwmTEW2gkA8N+NZ1ClUzDn3paco5rM0qAWjdEhwBWfbT2P0kqN7DhERFItO5CE48n5+M+wFnC2s5Qdh0iKcR39YW+lxsLd8bKjEBE1qM0n07F4TwKmdA/CoJZesuMQGQUhBJ7oE4qkvFKsj06XHYckYaGdEBWTg3XH0/BEnxAEuNvLjkMkhRACrw8NR3ZRBRbu4g01EZmvtPwyfLDpLLqHuuO+tt6y4xBJ42xriTGRflh3PA0ZBeWy4xARNYjkvFK8tCoaEb7OeHUIR7UR3YlBLRojrLEDvvk3Blod16w2Ryy0m7lKjQ5v/nES/m52mNk7RHYcIqk6BLhhUIvG+GFnHHKKK2THISJqcIqi4I21J6DVKXhvVBuOciOzN6V7ELSKgqV7E2RHISKqd+VVWjzxyxEAwNcPtYeVBUtGRHdCpRJ4ql9TXMgqxvroNNlxSAL+1jRzC3fHIza7BG/f2xI2llwAleiVIeEor9Li07/Py45CRNTgfj+Win/PZeOlwc3g724nOw6RdP7udhjcwgu/7E/i1HJEZNIURcHra0/gRGoBPh3bFn5uvA4guhvDWzdBs8aO+GLrBc7VboZYaDdjqfll+PKfCxjUojH6hjeSHYfIIIR4OuDhrgH49UASzqQXyo5DRNRgsosq8Pa602jv74JJ3QJlxyEyGNN6BqGgrAqrD3PBdCIyXYv3JGDNkVTMGtAUA1s0lh2HyGipVALPDWyKuJwS/H6MvdrNDQvtZkpRFLz5+0kAwJsjWkhOQ2RYZvUPg5OtJeauOw1F4bxqRGQe3vrzJEortfhwdATUKk4ZQ3RJhwBXRPi5YFFUAnScb5WITNDe2Fy8u+EMBrZojGf6NZUdh8joDW7phZbeTvjynwuoYq92s8JCu5nadDID/5zNwguDwuDryiFhRFdytrPE8wPDsDcuF1tOZcqOQ0RU7zadSMfGExl4tn9ThDZykB2HyKAIITC1RxDic0qw7WyW7DhERHUqOa8UTy07gkB3O3w6NgIqPmwnqjUhBF4YFIakvFKs4og4s8JCuxkqKKvCW3+eQisfJ0zm0HCiGj3UyR9hjR3wv41nUKHRyo5DRFRv8ksrMfuPU2jp7YTpvYJlxyEySENaecHb2QYLdsfJjkJEVGcKy6swZfFBVGl1mPdIJBxtLGVHIjIZfZs1Qls/F3z1zwXWFMwIC+1m6P1NZ5FbXIH3728DCzX/ChDVxEKtwuzhLZCUV4ofoxJkxyEiqjdz159GfmklPhzdBpa8LiCqkaVahcndA7EvLg8nUwtkxyEiqjWNVocnfzmC+JwSfD+xA0I8OaKNqC5d6tWeVlCOn/clyY5DDYR3U2bmQHwelh9IwtQeQWjl4yw7DpFB69nUEwOaN8LX22KQXVQhOw4RUZ3bcioDa46k4vE+IWjpzesCopsZ19Ef9lZqLNwdLzsKEVGtKIqCt/48hV0XcvDfUa3QLdRDdiQik9Qj1AM9Qj3w1bYLKCitkh2HGgAL7WakQqPFa2ui4eNii+cGhsmOQ2QUXh/aHBUaLT7eck52FCKiOpVTXIHX15xAS28nPM2Fz4huydnWEmMi/bDueBoyCsplxyEiumuLohLwy/4kzOgdjHEd/WXHITJZQgi8PrQ5Csqq8NW2C7LjUANgod2MfLc9FrHZJXh3VCvYWVnIjkNkFII9HTCpayBWHk7GiRQOFSci06AoCl5fcwJF5Rp8OrYtrCx4SUh0O6Z0D4JWUbB0b4LsKEREd2Xr6Uy8u+E07mnphVcGh8uOQ2TyWng7YUwHXyzZm4DE3BLZcaie8a7KTMRkFeHbf2Nxb4Q3+jZrJDsOkVF5un9TuNtb443fT0CrU2THISKqtTVHUvHX6Uy8ODgMzbwcZcchMhr+7nYY3MILv+xPQmmlRnYcIqI7ciqtAM/8ehStvJ3x2bi2UKmE7EhEZuGFQc1goVLhw80cKW/qWGg3AzqdgtfXnIStlRqzh7eQHYfI6DjbWmL28OaITinAz/sSZcchIqqV1PwyzPnzFDoFumFqj2DZcYiMzrSeQSgoq8LqwymyoxAR3bbMwnJMXXwIzraWWDApErZWatmRiMxGYycbTO8VjA0n0nE4MU92HKpHLLSbgWUHknAgIQ+vDw2Hp6O17DhERuneCG/0bOqBj7acQ2Yh52UlIuOk0yl4edVxaBUFH4+JgJo92YjuWIcAV0T4uWBRVAJ0HOlGREagtFKDaUsOoai8CgsndURjJxvZkYjMzozewWjkaI25605zpLwJY6HdxCXnleK9jWfQI9QDYyP9ZMchMlpCCLxzXytUanV4e90p2XGIiO7Kwt3xiIrJxezhLeDvbic7DpFREkJgWo8gxOeUYOPJdNlxiIhuSqdT8NyKYziVVoAvH2yHFt5OsiMRmSU7Kwu8NjQcx1MKsOxAkuw4VE9YaDdhiqLgtTUnAADvP9AaQrDXGlFtBHrY4+m+odh4IgP/ns2SHYeI6I5Ep+Tjwy1ncU9LL4zvyIfvRLUxtHUTNG3kgM+3XmCvNCIyaJ//cwFbTmXi9aHN0b95Y9lxiMzayLY+6Bbijg83n0VWEUfKmyIW2k3YrweTsTsmB68NbQ5fV/ZaI6oL03sHI7SRA95YewKF5VWy4xAR3ZbiCg2eXn4Ung7WfPhOVAfUKoFZA8IQk1WMdcfTZMchIqrRphPp+PKfCxjTwRdTewTJjkNk9oQQeGdkK1RU6fDfDWdkx6F6wEK7iUrNL8N/N5xBtxB3PNTJX3YcIpNhbaHGR6PbIKOwHHPXnZYdh4jotrz5+0kk55Xi8/Ht4GJnJTsOkUkY0soL4V6O+OKfC9BodbLjEBFd5XRaIZ5feRzt/V3w7qhWfMhOZCBCPB0ws08I/jiWht0XcmTHoTrGQrsJUhQFr66Ohk5R8MEDbaDiQmdEdaqdvyue7BuKVYdTsOVUhuw4REQ3teZICtYcTcUz/ZuiU5Cb7DhEJkOlEnhuYBjic0qw9miq7DhERJflFlfgsaWH4Gxrie8f7gBrC7XsSER0hSf6hCDQ3Q6z/ziJ8iqt7DhUh1hoN0ErDiZj14UcvDYkHH5unDKGqD483a8pWno74fU1J5BTXCE7DhFRjeJzSjD795PoFOiGp/qGyo5DZHIGtWiM1j7O+Ozv87xRJiKDUKnR4fFfjiCnuALzHumARo42siMR0TVsLNV4d2RrxOeU4OMt52THoTrEQruJScgpwdz1p9E12B0TOgfIjkNksqwsVPh0bFsUVWjw3Ipj0HEhNCIyMGWVWjz+82FYqFX4bHxbWKh52UdU14QQeH1oc6QVlGPBrjjZcYiIMHf9KRyIz8OHo9ugja+L7DhEdAM9mnrg4S4BWLA7HntiOYWMqeAdlwnRaHWYteIYLFQCn4yN4JQxRPWsmZcj5oxoiV0XcvDt9hjZcYiILlMUBa+vPYFzmUX4Ynxb+LjYyo5EZLK6hrhjcMvG+HZ7LLIKy2XHISIz9sexVPy8LwkzegfjvrY+suMQ0S28NjQcwR72eHHlcRSWV8mOQ3WAhXYT8tW2GBxLzsf/7m8Nb95QEzWIBzv54d4Ib3z693nsjc2VHYeICADw075ErD2aiucGhKFPs0ay4xCZvNeGNEeVVoePOPybiCRJyCnB62tOIDLAFS8NaiY7DhHdBjsrC3w6ri0yiyow549TsuNQHWCh3UQcTryIr/+Nwf3tfDC8jbfsOERmQwiB/93fGoHu9nh6+VGk5ZfJjkREZu5wYh7mrjuN/uGNOC87UQMJ9LDHo92DsOpICk6kFMiOQ0RmpkKjxVPLj8BCrcIXD7bjdHFERqStnwue6huKNUdTsSE6XXYcqiX+9jUBxdVzRDdxtsHb97WUHYfI7DhYW+CHhzugokqLqUsOoaRCIzsSEZmp9IIyPP7zEfi42uLTcW05jRxRA3qqXyg8HKzxxu8noOXaLUTUgD7YdA4nUwvx0eg2nC6OyAg91S8UEX4ueHV1NOJzSmTHoVpgod0EzPnzFFIuluKzcW3haGMpOw6RWWra2BFfT2iPcxmFePbXY7zBJqIGV1KhwdTFh1BaqcW8hyPhbMtrAqKG5GRjidnDWyA6pQA/7U2QHYeIzMTW05lYFBWPyd0CMaill+w4RHQXLNUqfPNQO6jVAo//fBhllVrZkegusdBu5FYeTMaqwyl4qm8oOga6yY5DZNZ6h3nirREtsfVMJub8eQqKwmI7ETUMrU7Bs78ew9mMQnz9UDs083KUHYnILI1o0wQ9m3rg47/OI6OAC6MSUf1KLyjDi6uOo6W3E14bGi47DhHVgq+rHb4Y3w7nMovwxtoTrCcYKRbajdjJ1ALM/uMkuoe649kBYbLjEBGASd0CMaNXMH7al4j3Np1l40hEDeKDzWex9Uwm3hrRkoufEkkkhMC7I1uhSqvjQ3ciqlcarQ7PLj+GSo0OXz3YDtYWatmRiKiWeod5Ylb/MKw5moplB5Jkx6G7wEK7kSoorcITvxyBm70VvhzfDmrOwUpkMF4dEo5HugZg3s44fPb3ed5kE1G9+mlvAubtjMMjXQMwqVug7DhEZi/A3R6zBoRh86kM/Hk8TXYcIjJRX26LwYGEPPx3VCsEezrIjkNEdeTpfqHo08wTc/48hYMJebLj0B1iod0I6XQKXvjtGNILyvDNhPZwd7CWHYmIriCEwJwRLTEu0g9fbovBuxvOQMc524moHqyPTsObf57CgOaN8ObwFrLjEFG1x3oGob2/C2b/fpJTyBBRndsTm4Ovtl3AA+19Maqdr+w4RFSHVCqBz8e1ha+rHWb8dBhJuaWyI9EdYKHdCH3693lsPZOFN4Y2R3t/V9lxiKgGKpXAe/e3xuRugVi4Ox4v/HYcVVqd7FhEZEJ2XcjGcyuOoWOAG75+qD0s1LysIzIUFmoVPhnbFlVaBS+vjuboNiKqM7nFFZj16zEEedhj7n0tZcchonrgYmeFhZMiodUpmLrkIArLq2RHotvEOzIjs/JQMr7+NwbjO/pxeDiRgVOpBN4a0QIvDW6GtUdTMfnHA7hYUik7FhGZgOPJ+Zjx02GEeDpg/qRI2FhyXlYiQxPkYY/XhzXHzvPZWLo3UXYcIjIB+tHtx5FfVoWvH2wPe2sL2ZGIqJ4Eezrgu4ntEZ9TgqeXHYWGHfeMAgvtRmRPTA5eX3MCPUI98M7IVhCC87ITGTohBJ7sG4qPx0TgYMJFjPh6N06nFcqORURG7GRqAR5ZdADuDlZYOqUTnG0tZUciohuY2Nkf/cIb4b8bzuBkaoHsOERk5Bbujsf2c9mYPaw5Wng7yY5DRPWsW4gH3h3ZCjvOZ+PdDWdkx6HbwEK7kTiRUoDpPx1GkIc9vp3YHpYcHk5kVEZ38MXKGV2h0Sq4/7sorDiYxGHkRHTHTqcVYuLC/XCwtsCyaV3QyMlGdiQiugkhBD4eEwE3eys8uewIijj0m4ju0rHkfHyw+SwGt2yMiV0CZMchogYyvpM/pvUIwuI9CfgxKl52HLoFVmuNQExWESb9eADOtpZYOrUTnGzYc43IGLX1c8GfT3dHhwBXvLL6BJ5adhQFpbzhJqLbcya9EBMW7IOdpRrLH+sCPzc72ZGI6Da42Vvhq4faIeViGV5dc4IP2onojhWWV+Hp5UfQ2MkGHz4QwdHtRGbmtaHNMbhlY8xdfxrro9Nkx6GbYKHdwCXllmLCgv1QqwR+mdYZTZxtZUciolpo5GiDn6Z0xiv3hGPLqQwM+WInDsTnyY5FRAbuXEYRJizYD2sLNZZP7wJ/dxbZiYxJx0A3vDAoDBui07FgF3ujEdHtUxQFr605gbT8cnz5YFs427HjHZG5UasEvhjfDh38XfH8iuPYG5srOxLdAAvtBiw+pwTj5u1FhUaHn6Z2QqCHvexIRFQHVCqBx/uEYPXj3WBpocL4eXvx0ZazqNRwcRMiut7J1AI8NH8fLNUCy6d3QYA7rweIjNHjvUMwtLUX3tt0BjvOZ8uOQ0RG4teDydgQnY4XBoWhQ4Cb7DhEJImNpRoLJkXC390O05cewpl0rv1miMQthi5yXKMkMVnFeGj+Pmh0Cn6e2pkLnRCZqOIKDeb8eQqrDqegeRMnfDo2As2b8N87XVaf44LZxhuB/XG5mLbkEJxsLfHT1E4I9nSQHYmIaqGkQoMHvtuDtPwy/PFUDwSxI405q20bz3bcDJzLKMK9X+9Gx0A3LJ3SCSoVp4whMnep+WV44Ns9UKBg9ePd4OvKka6S1PgLmYV2A3Q06SKmLTkEIYBfpnVBMy9H2ZGIqJ79fToTr62JRkFZFZ4f2AzTewVDzQtpYqHdrG09nYknlx2Br6stfpraGd4unD6OyBQk55Xi3q93w93BGmuf6AZHrr9krlhop5sqrdTgvq+jcLG0Ehuf7YlGjlwAnYj0zmUUYfT3e+DpYI2VM7vCw8FadiRzVGM7zqljDMymE+kYP28f7KzVWDGjK4vsRGZiYIvG2DKrFwY0b4wPNp/F2B/2IiGnRHYsIpJkzZEUzPj5MJp5OeK3md1YZCcyIX5udvhmQnvE55TgqWVHodFy6jgiupqiKPjP2pOIyS7G5+PaschORFdp5uWIRZM7Iq2gDI8sPICCsirZkagaC+0GQlEUfL8jFo//cgQtvZ3w+xPdEcLh4URmxd3BGt9OaI/Px7XFhcwiDPliF5buTcAtRh4RkYn5MSoez688js5Bblj2WBe42VvJjkREdaxbiAfeua8VdpzPxpt/nmJbT0RXWXkoGWuOpuLZ/k3Ro6mH7DhEZIA6Brrh+4kdcCGrCFMXH0RppUZ2JAKnjjEIJRUavL72BP44lobhbZrg4zERsLFUy45FRBKlF5ThldUnsPN8NvqHN8JHYyJYbDNPnDrGjOh0Ct7bdAbzd8VjUIvG+PLBdrweIDJxH2w+i++2x+LVIeGY2TtEdhxqWJw6hmp0Oq0Qo76NQsdANyyZ0onTSRLRTW2ITsfTy4+ge6gHFkyKhLUF7x8aCKeOaSgxMTGYMWMGIiIioFar0adPnxvue2lxk3XH0zDarxzFf32FVs2bwc7ODs2aNcPbb7+N8vLyhgtPRAbh5IHdqPr7MxQvmYFFj3ZCm3un4UB83m29V6PR4P3330fTpk1hbW0NX19fPPfcc/WcmIhqo6xSi8d/OYz5u+LxSNcAfDuhPRbN/wHDhg2Du7s7hBDYvn277JhEVMdeGtQMw9s0wfubzmLlwWQUFBTg0UcfhaurK5ydnTFhwgTk5ube1rFOnDiB4cOHw9nZGY6OjujUqRMOHz58+fXFixdDCHHd1/fff19fH4/I5CiKgv/973/w8/ODra0tevXqhWPHjt3yfTX92xNCwNr6/+dVTkhIgBACLX2ccf6/Q/HLY11goVZh/Pjx9fiJiMiQ3c51wbA2TfD+/W2w60IOZv16DKVl5Rg7diyCg4Nha2sLT09PDBky5Kprgkt+/fVXtG/fHg4ODvDx8cEjjzyCtLS0hvp4JslCdgBTdOrUKWzcuBFdunRBZWVljfsoioKVh5Lx1p+n4GhjiZ+ndcaa795HXFwsXnnlFTRt2hTR0dGYPXs2oqOjsXr16gb+FEQk0+bNmxEdHY37hg7G8uW/wkIlMH7eXswaEIYn+4betGfLo48+in/++QdvvfUWwsPDkZycjNOnTzdgeiK6E1lF5XhsySFEpxbgzeEt8Gj3QAghsHTpUgghMHjwYCxfvlx2TCKqByqVwCdjI1BUrsEra6Lx/s6PcDEtEQsWLIBKpcIrr7yCkSNHYteuXTc9zrFjx9CzZ0/cd999WLFiBQDg4MGDKCsru27fbdu2wdb2/9d9CA4OrtsPRWTC3n//fbzzzjv46KOPEB4ejk8//RQDBgzAyZMn4eXldcP37d2797ptI0aMQPfu3S//fGm2Abd+U/HhE2PQ0scZAODhwaljiMzVuHHjcO7cuVteF4zt6IfC8iq8u+EMrIUGgMBrr72GkJAQFBYW4rPPPkO/fv1w9OjRy+3+n3/+iQcffBBPPvkkPvroI6Snp+M///kPhg8fjkOHDkGlYt/su6L8X3t3Hh9Vdf9//HWybyRkYQv7DsouqCwVd0CtClostopFq7ZuXaxLtQoutdaqsVr92daC1oobKl8U3BABQVE22YWAYQ9JIPuemfP7405iCGFLMjOZzPv5eMwjmZt7J5/PnZlz7/3cc8+19lgPaQCXy1Xz+xVXXGHHjh172N8PFJTa62d9bbve/b6d8s8v7YGCUmuttVlZWUe81osvvmgBm5GR4dWYRaR5qd2OJCcn23vv+5O9ffbqH9qN/NJ6l1uwYIENCwuzGzdu9FWo4l3H20435iHNwJb9BXbUYwttv/sX2I83Zh72t+p2YP369RawixYt8kOEIuILJeVV9ty7nP3+v858p2b6ihUrLGA/+eSTYy5/xhln2ClTphxznpkzZ1rAFhYWNknM0mjajgeY0tJSGx8fb2fMmFEzraioyKakpNj77rvvpF7r66+/toB9/fXXa6Y9MvtzC9hf/fmfTRaziASu5cuXW8AuXry4Ztrx9gue+vg72/Xu9+2DczdYt9tdM72wsNBGRETYJ598smbaVVddZYcNG3bY8nPnzrWA3bRpUxNn0yLVu33W6QkvONZZnw/W7Wfc00tYsi2H+y/uz6vXn1FzB/E2bdocMf/QoUMByMrK8k6wItIs1W1HIsJCSLtqCH+9YhCrd+Uy4ZmlLNmafcRy//nPfzj33HM55ZRTfBWqiDTQws0HuPKF5VS63Lx500guOKXdYX9XLxKR4BEdEcqI0F1Etkrin9si+fw7Z9//9NNPp3v37ixYsOCoy27atIkVK1Zw2223+SpckaC0fPlyCgoKmDx5cs202NhYfvzjHx/zO1qf2bNn1ywLsGhLFi8s3g7AhAFH7xkvIsFjwYIFtGvXjrPOOqtm2vH2C35zfm9uGNOdWcszmF7rZuuxsbFERUUdNupGZWUlCQkJhy3funVr4IcrbOTk6QjOR/bmlfLLV1Zyy2ur6ZIUw/zbx3DDj3oQcpwbmyxfvpyQkBD69u3ro0hFpLkyxjB5RGfm3TqG5LgIrv3P1/z1wy1Uudw186xYsYI+ffpw6623Eh8fT0xMDJMmTdI4ayLNiMtteerj77j+5ZV0SY7hvVtGM7BTwvEXFJEWbUf6VoYPGUDvtq246b+rWOw5od6/f3+2bNly1OVWrFgBQG5uLoMHDyYsLIyePXvy0ksv1Tt/z549CQsLo2/fvrz44otNn4hIC7VlyxZCQ0Pp3bv3YdOP9x2ty1rLW2+9xWWXXUZMTAzpWUXcPnsNvdrEATBt2jRCQ0Pp0KEDv/vd7+odAkpEWr4tW7bQr1+/I6Yfq80xxnDfxf258awezFqewX3vrGXfvv3cddddhIaGMmXKlJp5p02bxtKlS3nllVcoKChg69at3H///ZxzzjnquNcIKrR7mdta9uWVcv6Ti/liWw73TOjHnF+NolfbVsddNjMzk0cffZRrrrmG+Ph4H0QrIoGgd7tWzL1lDFcN78zzn29nyr++Yn++swOemZnJrFmzWLt2La+//jozZ85k1apVTJw4UWelRZqBvJIKps36hr9/ls5PTuvEnF+NIrV19PEXFJEWLzc3l5SkRP57/en0aBPHDS9/w/99u4/ExERyc3OPulxmZiYA1157LT/72c/45JNPGD9+PDfccAPz58+vma9Dhw48/PDD/Pe//2XevHmcccYZ3HzzzTz99NNez02kJcjNzSUuLo7Q0NDDpicmJlJSUnLU+7PVtXTpUvbs2cNPf/pT8ksq+eUrK4kIC+Gpq4dzyy238NJLL7Fw4UJuuukmXnjhBd0MVSRI5ebm1vQwr+14+wXGGO6d0I/+WYt47MphdOyYyssvv8z8+fPp2rVrzXwXX3wxs2bN4sYbbyQhIYG+ffvicrl45513vJFO0NDNUL1oeXoOy9IPkp9bws97pTD90lPolBhzQstWVFQwefJk4uLitPMrIkeIjgjl8SsHMbJnMn98dz0XPbOUpyYPqRkXbO7cuSQnJwPOgfXYsWP57LPPOO+88/wcuUjwWr8nn1/9bxVZBeU8NmkgPx3RGYCqqqqaeYwxRxzAi0jL4na7cbt/uBotJCSkZqgoYwzJcZG8cdOZ3PDySu54fQ0dsosw5uhXwVa/1g033MBdd90FwDnnnMPmzZt57LHHuOiiiwAYN24c48aNq1luwoQJlJeX88gjj3DHHXdouCoRD2stLper5nntbXN938XqzizH+p7WNnv2bBITExl77vnc9Ooq9uSW8Novz2RYtySGPfdczXxnn3027dq149e//jVr165lyJAhjchKRJqr4+0X1GWtPW57Y4xh5p/v5LFhI3l98Tritn/GJZdcwpIlS2p6qy9atIibb76ZO+64gwkTJnDgwAGmT5/OxIkT+fTTT3VM0kDam/KCNbty+dm/v+Lqf6+gyu2mb7tW/Hvq8BMusltrufbaa9m4cSPz588nMTHRyxGLSKC6fGhH5t02hnbxUfxi1jdExMYzYMDAmiI7wJgxY4iIiGDTpk1+jFQkeLncln8sSmfi88twuy1v3jySKad3wRjD4sWLCQ8Pr3noZJhIy/fQQw8d9r1/6KGHAKeHWl5eHgDxUeG8Mu10zuvXjrXpezlUGY7bXf+VaUlJSYBTXK/t3HPPPe62/8orr+TQoUNkZGQ0LimRFuRo2+bExEQKCwsPK8ID5OXlERMTQ3h4+HFfu6qqijlz5jBp0iTueW8TX+44yF+vHMSIbkn1zn/llVcCsHr16kZmJSLN1YnsF9SWl5dXb0/3ujp06MAzt17BPTf9HNcFd1EVHsujf36s5u+///3vufTSS3n88cc5++yzueqqq3jvvff4/PPPmTt3blOlF3TUo70Jbcks4MmPt/LJpgMkx0bwp0tO4f2tbcg9dPCkXue3v/0tc+fO5ZNPPql3PCYRkdp6tonjvVtG89D7m3jqtQ5szSpkb14pHWsNR2GtVU81ET/Yk1vC7978lq+/P8TFAzvw54kDSYj54UD8tNNO45tvvql53qrV8YeWE5HAduONN3LJJZfUPE9NTQWgX79+LF26tGZ6VHgo/+/nw5hzdyZ7k4dz439X8fRVg2kVdXgxr3///vX+n5PZ9p9oT1yRYHC0bXO/fv1wuVykp6cfdg+1o42jXJ+FCxeSnZ1NedeRfLo+k/sv7s/EoZ2OOn/1d1PfUZGW60T3C6pt2bKFyy+//IRe2xjD7y7oQ0J0OLfP7cTHX62jqLyKuMgwtmzZctiY7QB9+/YlOjqa7du3NzyhIKeqSxPIyCnmjtfXMOGZpXy14yB3XtiHJXedw/VjuhN6nJud1vXYY4/x7LPP8uqrrzJmzBgvRSwiLU1UeCh/njiQKVdOJG9POhf++X0+3XQAgCVLllBZWcngwYP9HKVI8LDW8u6aPUx4Zikb9+bzt58M5rmrhx5WZAfn4H348OE1D938XKTlS01NPex7X31APWHCBDIzM/niiy9q5l27ZjV5B/Zw09WTWPRdFpf/YxlbDxQe9nqjRo0iMTGRhQsXHjZ94cKFx932z5kzh5SUlMPGbBUJdkfbNo8aNYr4+HjeeuutmnlLSkqYN28eEyZMOKHXnj17NvFJbVhS1JYbz+rBDT/qccz53377bcAp/otIy3Qy+wUrV65kx44dJ9zmVPvZ8A7EFe+hLCqZKf/8iuzCcrp27XrE1TKbN2+mtLSUbt26NTqvYKUe7Y2wP7+Uvy9M582VuwkPNdw8tic3ndWDCKqYP+89APbu3UtBQUHNBvKiiy4iJsYZQqZXr16MHTuWl156CYDXXnuNP/7xj1x33XV07NiRr776quZ/9ezZkzZt2vg2QRHxm507d9b0pKmoqGDTpk28/fbbxMbG1mxUd+7cSc+ePfnPf/7DtddeC8Az0+/k4zdnsu+tGVy9YxJju8Xx1RvPcv755+vknYiP7Msr5b5317Pou2yGdWlN2lVD6ZJ8YsPH1bZy5UoyMjLYvXs34FzKnpOTQ7du3Rg+fHhThy0ifjZy5EjGjRvHtddey9/+9jdCQkK4++67GTNmDE/85hombT/Ira+tZsS4K4nK+Y7M3d9jjCEiIoIHHniAu+66i9atWzNixAjmzJnDkiVLWLx4cc3rX3HFFZx++ukMGjQIl8vFG2+8wRtvvMHf//53XfUmcgKioqK45557ePjhh0lMTKRfv3489dRTuN1ubrvttpr5XnnlFaZNm8b27dsPO4lVXl7Om2+/Q1i/c7hiWGfuGX94L/jp06dTWFjI6NGjiY+PZ8mSJTzxxBNMmjSJQYMG+SxPEWkejrVfcP7559fMd/3117N48WLS09MB54TeggULGD9+PKmpqezfv5/nn3+egoNZpP39JZ5eU8jl/1jGxKuv4y8P3ktqamrNGO0PPfQQ3bp1q7m/izRA9Y3zjvKQeuQUltmH5m20ve+bb3v98QP7wHvr7YGC0pq/f//99xao9/H999/XzNe1a1c7derUmudTp0496nIzZ870XYIi4nczZ86sty3o2rVrzTzVbU3d9mHbtm123PjxNjwy2oZExtqOI8bbLzZk+DYBaSrH20435iFNzOVy21eWf29P+dMC2+/+BfZfS7bbKpe7wa93tP2C2vsOItKy5Obm2uuuu84mJCTYVq1a2SlTptjs7Oyav2cVlNmeoy+2ofFt7c///ZXNyCmq+duTTz5pu3XrZsPDw+2AAQPsnDlzDnvte++91/bp08dGR0fbqKgoO2zYMPvKK6/4LDc5grbjAcjtdttHHnnEduzY0UZFRdkxY8bY1atXHzZP9X587WN/a629YcY/LGB/MmOWraxyHfHas2fPtqeddpqNj4+34eHhtmfPnvZPf/qTLSsr82ZKItKMHW+/wFrnmKF2nWDVqlX2oosusu3atbMRERG2a9eudvLkyXbDhg3WWmvX7c6zZzz6qe13/3x76/1/sQMHDrQxMTE2NTXVTp482W7fvt2XKQayerfPxtr6b6pTXYdv4rp+QCsoq+TfS3bw0hffU1rp4ophnbj9vN50Tjr5XmoiIr7w8cZM7ntvA4eKK7jprB7cfl5vosJ19/AA4s0BObWNb0Kb9xfwwNwNfJORy496p/DniQO1fyAiXmGt5dWvdvL4h99R4XJzy9m9uGlsD23fA09jt/HajgcIay1PfPQdz3++nUlDO/LETwaf9BCzIiJNKaugjF++spJ1e/P5/QV9+PXZvQhRu3Sy6l1hKrSfgNIKFy9/mcELn28nv7SSiwd24LcX9KFX2zh/hyYiclz5JZU88sEm3lq1hx5tYnn8ikGM6Jbk77DkxKjQ3szlFlfw1Cdb+d+KnSREh/PHi/pz5WmddNMyEfG6AwVlPPLBZuZ9u49uyTH8YVw/JgxorwPlwKFCexCoqHJz95x1vLtmL1NO78wjlw9UkV1EmoWyShd3z1nH3LX7OLtvG56ePITE2Ah/hxVIVGg/WRVVbl7/ZhfPfpZOdmE55/Rtw+8v7MuAjgn+Dk1E5KQt3ZbNve+sZ09uKZOGduSeCf1oGx/l77Dk2FRob6ZcbstrX+/iyY+/o7CsimvO7Mpvz+9zxM1ORUS87YttOcyYt5FtWUX07xDPHef14oJT2quY1/yp0N7C5RZXcMtrq1m+/SB3XtiHW87ppRPxItKsWGt5dcUuHp63iZS4CJ66aghn9kj2d1iBQoX2E1XlcvPe2n2kfbqVPbmlnN4tiT+M76seoCIS8EoqqvjHonT+teR7wkMNt5/Xm1+M7k5EmG6C1kyp0N4MrdhxkOnzNrF5fwEjeyTz4KWn0K99vL/DEpEg5nJb5n3rHL9kHCyha3IM00Z35yfDOxETEebv8KR+KrS3YBv25nPzq6vIKijnL1cMZNKwTv4OSUTkqNbvyee22avJOFjC1JFduXtCP+0/HJ8K7cfjdls+WL+fpz/dyo7sYgZ0jOcP4/pxVu8UnXkWkRZl58FiHn5/E59uzqJHSix/GNeX8QPaq61rflRob0bSs4r464db+HjTATq2jua+i/szQd8bEWlGqlxuPtp4gH9/sYM1u/KIjwpj0rBO/PT0zjoh2Pyo0N4CWWt5a9Ue/vTeBhJjInjh58MY2iXR32GJiBxXaYWLv360hZnLMuiSFMPjVwxiZE/1bj8GFdqPxlrLJ5sO8NQnW9mSWUifdnH87oK+jDu1nQ6eRaRFW/RdFo9+sJn0rCIGd0rgD+P6MaZ3ir/Dkh+o0N4MZBWUkbZwG298s5vo8FBuHtuD68f0IDpCNx4UkeZr1c5cZi3P4KMNmVS43Azp3JqfjujMJYNTiYtUL7VmQIX2FianqJw/vrOejzcd4MweSTw7ZRhtWkX6OywRkZOyYsdB/vD2OnYdKuHigR24Z0I/OifF+Dus5kiF9rqstXy+NZunP9nKuj35dE+J5Tfn9+aSQaka01BEgobLbXln9R7SPt3G3rxSRvVM5jfn92FEt0SdbPQ/Fdr9qKi8in8u2cG/luyg0uXm52d25bZze5Ecp4NmEQkch4oreHfNXl7/ehfbsoqIjQhl3ID2XDakI6N7JhMWquHj/ESF9hbCWsu7a/by6AebKSyr4s5xfbh+TA/VFEQkYJVWuPjnkh28sDgdt4Ubf9SDG8f2ID5K96OqRYX2atU92J9blM66Pfl0bB3NHef3ZtLQjtrRFJGgVV7l4n9f7eIfi9I5WFzBsC6tuWlsTy7o344QHSj4iwrtflBa4eJ/K3by/xZvJ6eogosHdeAPF/alW0qsv0MTEWkway2rd+Xx5je7mb9hP4VlVaTERXDJoFQuHZLK0M6tdYLdt1RobwE27M1nxryNfJORy+BOCTx+5SAN0yQiLca+vFIe/3ALc9fuIz4qjGljuvOL0d1JiFbBHRXanTELP9yYyXOfpbMls5AuSTHcck5PJg7tpBsBioh4lFa4eGvVbv61dAe7D5XSo00s14/pzmVDOupSc99Tod2H6hbYR/dK5s4L+2psVRFpccqrXCzaks3/fbuXTzdnUVHlpnNSNJcN7siEge05pUO8iu7ep0J7AFu/J5+/f7aNTzYdIDEmnLvH92Py8M7qnCIiLdKGvfk8s9Bp82IiQpk4tCPXjuxG3/at/B2aPwVvoT23uILZ3+zi1S93si+/jB5tYrn1nF5cOjhVPdhFRI6iyuVm/oZMXly8nY37CoiJCOWyIalMOb0LAzsm6ADcN1Ro94FDxRW8tmIns5ZnkFNUwZheKdxxfm9GdEvyd2giIl5XWFbJRxsPMHftXpal5+C20CUphvED2jPu1PYM7dxaxUPvUKE9wLjclqXbsnl5eQaLvsv+oXfnqO4kxKh3p4i0fJv2FTBz2ffM/XYfFVVuzuiexKRhHRl/aodgbAeDq9BefWnkWyt38+6avZRXuRndK5nrRnXn3H5tNV6aiMgJstaydnces7/exbxv91Na6aJ/h3guHtie8QM60KttnL9DbMlUaPei9KxCXvoig3dW76G8ys1Zfdpw27m9VGAXkaCVU1TOp5sO8OHGTJal51DpsrRtFcmFp7bj7D5tObNnsq5uazoqtAcAay3fHShk/rr9zFm9l715pSTHRjBtTHeuGdlV4xWLSFA6VFzBmyt3M/vrXew8WEJ4qGFsnzZceGp7zurdhvYJUf4O0RdafqHdWsv27GLeX7ePd9fsZefBEqLCQ5g4tCPXjeoe7Jc0iIg0WkFZJXPX7uPd1XtYvSsPgN5t4xjbpw1n9khmRPckjdfWtFRob2LF5VV8uCGTd9bsYVn6QSLDQpg0rCO/GN2dPu20nyAiUq2grJJFW7L4cEMmn3+XTWmli7AQw7AuifyodwpjeqcwqFNrdWBqOBXam6n80kq+/v4Qy9JzWLI1mx05xYQYGN0rhZ+O6MIFp7TT0LMiIjh12PV785n37T7eX7ef/fllAPRt14oxvVMY1iWRIV1ak5oQ1RKviG+ZhfaSiipW78zjsy1ZfLblABkHSzAGRvZIZuLQjowf0J5WLfgs8/Tp05kxY4a/wxCRBnrwwQeZPn26v8NokMz8Mj7amMlHGzNZuTOXiio3IQb6to/n1NR4BqTGc2rHBHq2iSMxJrwlblh9QYX2JlBYVskX23L4eNMBPtyQSWmliy5JMfzktE5cfUYXkuMi/R1ik9F+gUjzEsjb+drKq1ysyshlaXoOS7dls2FvAQDxUWEM75bEaV0TGd41kcGdWxMVHurnaAOGCu1+VlHlZm9eKRk5xWzaX8DGffls2FvArkMlAESFhzCiWxLjB7TnwlPa06ZV89xf0LZfJHC0lP2C+lhr2ZJZyJKt2SzZls03GU6NAKBtq0iGdG5Nv/at6Nk2jl5t4+jZJi7Q9xnq3Y4H1HV/xeVVpGcVsfVAIRv3FbBqZy6b9hfgclsiwkIY1TOZ63/Ug/P7t6VDQrS/wxURadHaJ0QxdVQ3po7qRlmli7W78/hy+0HW7M5j0ZYs3l61p2be+KgwuqfE0ikphnatomifEEm7+CjatoqibXwkKbGRxEeHqRgvTaK0wsW6PXms3pXH8u05fLXjIJUuS0J0OJcPTWXSsE4M75qoz5uIyAmKDAtlVK8URvVK4e7x/ThYVM6y7QdZti2HlTsP8dmWLADCQw2npiYwuFMCp3ZM4NTUeHq3baXev+JTlS43ucUV5BRVcLC4nEPVvxeVk1VYzu5DJew+VML+gjJq9zvsmhzDgI7xXDWiM6d1TWRol9ZEhgV0EUhExGeMMfTvEE//DvHcNLYnFVVuNu8vYO3uPNbsyuXbPfl8uvkAbls9P3RKjKZLUgwdW0eT6nl08vzs0DoqINtgvxTarbVUuixVbjeVLkuly01ZpYv80krySyspKK0kr6SS/fllZOaXsS+/lO9zitmTW1rzGlHhIQzp3Jpfje3Jad0SOaN7EjERAXXeQESkxYgKD+XMHsmc2SMZcNr5AwXlbN5fwI6cYr7PKSIjp4TN+wpYVJBFSYXriNcICzEkxUaQHBdJSlwEybERJMVGkhwX4Xnu/F79MyYiVIXSZsbl2WsKMXj9vSmrdJFdWE5WYRn78srYkV3M9uwitmcX8V1mIVWeWHq1jWPaaOf+LKd1TdRN0EVEmkByXCSXDk7l0sGpgDNW6+qduazcmcvqnbm8tWoPL3+5E4CI0BD6tI9jQGpCTQ+2Hm1i6ZQYo2Fn5LjcbkthWRW5JRU/PIoraz2vJLe4goPFTiH9YHEFeSWV9b5WWIghOS6CzokxnNkjmc5JMXRJiqFLcgx927fSeOsiIk0oIiyEwZ1bM7hza6aO6gY4x3AZB4tJzyoiPauI7dnF7MktYfHWbLIKy6k76EpKXCRtWjn1gZS4H34mx0USFxlGq6gw4iLDiIsKo1VkGLGRYX6vE/h86JjbZq9h3rf7TmheY5yVmpoQReekGPq0a0WfdnH0bteKrkkxOlgWEQlA1lqKyqs4UFBOVkEZWYXlPxwcFXkOlIo9vxeVU1xPUR6cE67Jsc7GtrpAnxwXQYqnEJ8UW70Rdn4PxLPhBNjQMY8t2MyLi3cATrE9NMRgjCHUGEJDTM0053fnERpiCAmBUGMICak9b/XfnOXKKt2UVFRRUuGipLzqiM+FMdCxdTQ92sQxsGM8w7okMrRLIkmxEU2dpoiIHIfbbfn+YDEb9xWwcW8+G/cVsGFf/mEF0IiwELolx9A5MYb2CVF0SIiifUI0HRKiSI6LICE6nITocKLDW+yJ9WY3dMz6PflYLKEhhrCQEEJDDOGh5rDnYSGG0NAfttdhnu163ffI7bZUuZ3OdVVuS1mli+JyF0VlVRSWV1JUVkVxRZXneRX5JU7x/FBxJXmeInpeSSV5pZU1J/LrCg0xtI4Op3VMuKcAE+nZJ/R03Kizf6irJ0VEmq/yKhcH8svZk1fCvrwy9uaWsj+/lJyicrKLKsgpLCenqJxyz3A0x1K9bQoLMdw5ri+/GN3dGyE3jzHa31+3j20HiggPNYSHhhAWGkJEqCEyLJT46HDio8NqdqratorSZYYiIkGutMJVc9nvwaIKcorKD+u1dLCodmG+ggpX/RveVlFhJFcfcNXqOZ8UG0FUeOhhB4vOwaSznNuCteC2FotzoqDmuednu/gozurTxhvpB1ShfVl6DiszcnFZi9ttcVtb87vL7awrl9uZZqt/rzPdmdfWmuas88iwUGIjQ4mJcHopJMY4+wlt4iNpHx9F95TYQB/jT0SkRbPWcqi4wrnSLbuY7TlF7MguZl9eKZn5ZRwsrqh3uYjQEOKjw0nwHCfGRoYRFR5KtOcRFR5CVET1787PiLCQmhO4IQbn5G7t340BLG7Pdtzt2da4rcXtpmY75bYQFxnGjz0995tYsyu0D57xMfml9fcGP54QA2Ehzs5TldvNUWrjRxURFkJSTAStY8JJjIkgMdbzs9a0pNhaf4+JoFVUGCG6KkJEJGhUd9o7VFxBYVkVReVVFJc7PwvLnN+LK1y4PCd5q1yW8/q3ZVTPFG+E0zwK7SIiIt5SveGtLr7neIrvh6p/P6znvFO8P9kDwfr8qHcK/73+jMa/0JECqtAuIiLSUGWVLrIKytmXX8ohz/Af1UOLOo8K8ksrKS53UVbpPEorXZRVuimtdNXccK2p9WgTy2e/P9sbL93sCu1Lt2VTUfVDcaLK7cbl6Zle/bPK5facKHdOkLtcP/zd5emEUN0LPjw0pKYTQ2R4KK0if7jEP67O75FhIeptLiIigUSFdhERkdrcbkteaaXnoLLOwaTLYowzJEmIMRicccdrPw/xPI8KD6VNq0hvhKhCu4iIyAlwuS3lVS5KK1yUV7kPu/LMuVLKOSHv8jyv7tlefV+R2r3djWeosxBjCAs1pMQ1y228tuMiIiL+o0K7iIhIgFGhXUREpGVSoV1ERCRw1bsd1wDoIiIiIiIiIiIiIiKNoEK7iIiIiIiIiIiIiEgjqNAuIiIiIiIiIiIiItIIKrSLiIiIiIiIiIiIiDSCCu0iIiIiIiIiIiIiIo2gQruIiIiIiIiIiIiISCOo0C4iIiIiIiIiIiIi0ggqtIuIiIiIiIiIiIiINIIK7SIiIiIiIiIiIiIijaBCu4iIiIiIiIiIiIhIIxhr7VH/OGPGjA+BFN+Fc8JSgX3+DsKPgj1/0DoI9vxB6yDY84fgWAc5Dz744HhvvPBJbOODYT3XpZyDQ7DlHGz5gnIOFoGac6O28X4+Vg/Udd6Ugn0dBHv+oHUAWgfBnj8E9zqofzturQ24x/Tp062/Y1D+WgfKX+tA+WsdBMMjGNezcg6OR7DlHGz5KufgeQRjzv5+aJ1rHQR7/loHWgfKX+vgaA8NHSMiIiIiIiIiIiIi0giBWmif4e8A/CzY8wetg2DPH7QOgj1/0DrwlWBcz8o5OARbzsGWLyjnYBGMOfub1rnWQbDnD1oHoHUQ7PmD1sERjjlGu4iIiIiIiIiIiIiIHFug9mgXEREREREREREREWkWVGgXEREREREREREREWkEFdpFRERERERERERERBqhWRXajTFnGWP+zxiz1xhjjTHXHWf+KGPMLGPMOmNMpTHmc99E6j0NWAdnG2PmGmP2G2NKPOtimo/CbXINyP8UY8wiY8wBY0yZMWaHMebPxpgIH4Xc5E52HdRZtrcxptAYU+TFEL2qAZ+Bbp756j7G+yjkJteQz4Bx/MYYs8UYU+5pE/7ig3CbXAM+A9OP8hmwxpi2Pgq7RTDG3OhpU/M866/bCSzzS2PMUmPMIc9yi4wxY3wQbpNoYM6nGmPe9mxzrDFmuvcjbToNydmz3BXGmE2eNmaTMWail0NtMsaYSGPMs8aYHGNMsaeN6XScZcKNMQ8YY7Z79jG+DaRtS0Ny9ix3h2dbUmqM2WOM+YcxJs4XMTdWA9/nz4+y/djoq7gboxHvc7wx5u/GmH2e73S6MWayL2JurAa+z9cd5X2O8lXcgSwY29DagrE9rSsY29e6grG9rU1tb8M/A7WWn+LJ/31vxuktDfwM/MQYs9I4xx3Fxpi1xpipvorZH5pVoR2IAzYAdwClJzB/KFAGPAd84MW4fOlk18EoYD1wJTAAeAH4pzHmaq9F6F0nm38F8DJwIdAX+A1wPfCIl+LzhZNdBwAY5+TC68ASL8XlKw3KHxgPdKj1+KzpQ/OZhqyDJ4FfA3cD/YGLCNzPwsnm/zcOf+87AIuBz621Wd4KsoWKAT4Gpp/EMmcDbwDnAWcA3wEfGWN6N3VwXtKQnGOADOB+4PumD8nrTjpnY8xInPf5f8AQz8+3jDFneCE+b0gDrgCmAD8C4oH3jTGhx1jmEeBm4HbgFOD/Ae8aY4Z6N9Qmk8ZJ5uzZf/wr8CjOtuRanO3JM94OtomkcfLv8yQO3350AwqBN70ZaBNK4+Tf53CcNqA3MBlnH/o6Aqc9S+Pk32eAEursL1hry7wYZ0uSRvC1obWlEXztaV1pBF/7Wlcawdfe1paG2t40GrYOMMb0AJ4AlnozQC9L4+TzP4izPTgTGATMBF4yxlzk3VD9yFrbLB9AEXDdScz/HE5Rxe+x+2sd1FruTWCOv+P3Y/5PAV/6O35frwPgaZxG6zqgyN+x+yp/nB02Cwz3d7x+XAd9gUqgv7/j9Uf+9SzTGXABV/s7/kB9AMM936tuDVjWAJnAbf7Owxc545wUmu7v+L2dM06R/ZM60z4FZvs7jxOIPQHnxPzPak3rDLiBccdYbh9wR51pc4BX/Z2TF3N+DlhcZ9oMYIO/c/JWzvW8zs8825DO/s7Ji+/zjcAOIMLfOfgw5xazfxxA6zxg29Amyj9g29OmWgf1vE7AtK9N+DkI2Pa2ifJvMW1vY74HQDiwApgKzALe93c+vsy/ntdaDTzm75y89WhuPdqlacQDuf4Owh+MMb1wejYv9ncsvmSMuRi4BKfHSLB6xxiTZYxZZoy50t/B+NhlODtw440zlEWGMeZlE7zDplwP5OEczInvRQBRBOl2qAUbidMjq7aPcK6sa+5OwznAqYnfWrsb2Myx44/EuXKytlIgEIZGamjOXwBDjDFnAhhjugCXAvO9F2qTaWjOdf0SWOBZtrlraM6XA8uAZ40xmcYZCmq6p+dlc9eY9znaGLPTM4TH+wHas9ofgrENrS0Y29O6grF9rSsY29va1PY2bh08CmRYa1/2Xnhe1+h2wDjOw+koGKhX3x9XmL8DkKZljLkE5/L90f6OxZeMMcuBYTg7dP8C/ujfiHzHGNMBJ+dJ1tpCY4y/Q/K1IuBOnB2YKpwd2DeMMVOtta/6NTLf6QF0BX6K02vA4gynMs8YM9Ja6/ZjbD5ljAkBpgGvWGvL/R1PkHoE53v5f/4ORJpUe+BAnWkHPNObu/Y4Pehy6kw/XvwfAb8xzj2AtuHsX03CGbqwuWtQztba140xycAS4+xQhAH/xRmWrLlr6PtcwxjTBxiLUxgJBA3NuQdwLvAacDHO1YH/wBm67c4mj7JpNTTn73D2D74FWuEMT7fMGDPYWrvNG4G2IMHYhtYWjO1pXcHYvtYVjO1tbWp7G7gOjDEXAlfhDL0YyBrcDhhjEoC9OPU6F3CLtXaBN4JsDtSjvQUxxozGacBvt9Z+7e94fOwqnEL71Thj3wXiDkxDvQq8YK39yt+B+IO1Nsda+6S19itr7Upr7QPAi8Bd/o7Nh0JwNlrXWGuXWGuXAtcApwMj/BqZ703AuYTt3/4OpLkwxjxylJsQ1X6c3UT/6w7gJpwTfwVN8ZoNjMNnOTcXPsrZ1v239UzzmSbI+Xjx34FzgLgJ51LZ53CGaHM1UQonzds5G2PGAn/CuefHMJyi2Nk4wx34hQ/e59p+CezHz/d+8kHOIUAW8Etr7Spr7RzgAeBXxk89Nryds7X2S2vty9batZ79pKuA7cBtTZpIAAnGNrS2YGxP6wrG9rWuYGxva1Pb6911YIxJwRkqZqq1tlle7eujdqAQ50TDCOA+4Cnj9GxvkdSjvYUwxozBuQztAWvtC/6Ox9dqXX62yTg3Yvi3MeYJa22VP+PykXOBscaYBz3PDRBijKkCfm2t/af/QvObFcAv/B2ED+0Hqqy1W2tN24bTw78LzvoIFjcCy621G/0dSDOShnNC7lh2NfafGKfI/ggwoRmc7E3DBzk3M2l4N+dMjuyt0pYje7n7UhonlvOZOD0oU4DsWn9ryzEuW7XWZgOXG2OigGSc8Yb/gn9vYJaGF3PG+Q7PttZWn6xcb4yJxdmveshP+1VpeDdnoOam8lOBfzWD/cc0vJvzfqDSWlu74LkZ50bJdV/LV9LwwftczVrrMsasxLlBYbBKI/ja0NrSCL72tK40gq99rSuN4Gtva0tDbW8a3lsHA3BuAPtprfMqIQCees2p1trvGhR100nDy58BzxX26Z6na40x/XFGoVjYgHibPRXaWwBjzFk4Z4anW2vT/BxOcxCC89kOxSk0tnQD6zy/DOcs4ek4l+cEoyE4OzXBYhkQZozpaa3d7pnWA+d7sNN/YfmWMSYV55LMG/wdS3Nirc3hyEv8mpQx5nfAQ8BF1tovvPm/ToQvcm5ufJDzl8AFwBO1pl0ALPfi/zymE83ZGLMK54bRF+Bc+YcxphPQnxOI31pbBuw1zniqV+DcdN4vfJBzDEf2NnXhnMT3C1+9zzjDGaQALzU01qbig5yXAVcbY0JqDS/XByg5kf/rDT58n6tfxwCDcIYzCErB2IbWFoztaV3B2L7WFYztbW1qe72+Dr7hyHrNI0AicAvN4MSjrz8DHtVX5LdIzarQboyJA3p5noYAXYwxQ4BD1tpdxpjHgNOttefVWuYUnBuvpQBxnvmx1q71YehN5mTXgecSjg+A54H/GWOqe5u5PL0IAkoD8r8G5yY763EuSRwOPAa8HajjM5/sOrDWbqiz/HDAXXd6oGjAZ2AqToO/BueO1z/G2WgF7PBBDWgLP8W5c/d/jDG/8UxLw+nJvtJXcTeVhmwLPKYBxTSTA7hA5NmGtMc5AAA4xRjTGthlrT3kmWch8LW19l7P8z/g3ODn58DWWtuhUmttvi/jb4gG5hwBnOKZPwpo7/mMFllr02nmGpIz8AzOOLP3Au8CE4FzCICb2llr840xLwFPGGOygIPAU8A6nPYTqPd9PgPoCKz1/JyO0yb91ZfxN0RDcwbmAb/z9DZbgdMWPwy83wx7IR6mETlXuxFYaK3d4auYG6sROb8A3Ao8Y4x5DmfM4BnA89Zavw0HdSIa8X1+EPgK54q/eOB2nGLPr3ybQeAJxja0tmBsT+sKxva1rmBsb2tT29uwdWCtLQbq1mvygLBAq9c04jNwH04buAOnuH4RzjC3zWb4oCZnrW02D5wxy2w9j1mev8/CuVNv7WUy6lvG37n4ah14ntc3f4Y/4vdD/lNwCoyFODff24hzCUq0v3Px1TqoZ/nrcIo9fs/FR5+BqThjPxYDBTiF5Z/7Ow9ffwZwLkl7y/NdyAL+B7Tzdy4+zN/g9Ah43t/xB/ID5yC4vnV/Xa15Mqrfi1rPj/p+NfdHA3PudpRlPvd3Pt7K2TPtSmALzontzThj8fs9nxPMOQp4FuegoASnANK5zjx13+exnu1LGU5Pn1eAVH/n4uWcw4AHcQ6IS4HdOJ05Ev2dj7dy9kzrgXOyfrK/c/Bhzmfi9EArxdl+PgRE+Dsfb+UMPI1zlV85zn7SR8BIf+cSKI9gbEObIP+Abk+bYh14pgVs+9qE6yBg29vG5t/S2t6Gfgbq/H0Wzgk3v+fjo8/AY7XawUOe78IUf+fizYfxJC4iIiIiIiIiIiIiIg0Q4u8AREREREREREREREQCmQrtIiIiIiIiIiIiIiKNoEK7iIiIiIiIiIiIiEgjqNAuIiIiIiIiIiIiItIIKrSLiIiIiIiIiIiIiDSCCu0iIiIiIiIiIiIiIo2gQruIiIiIiIiIiIiISCOo0C4iIiIiIiIiIiIi0ggqtIuIiIiIiIiIiIiINML/B8I8Qz82AJFQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1490.4x331.2 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_posterior(hierarchical_model_idata, var_names='formula');"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "dae45317",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:03<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# how well does the model fit the data? compare observed with the posterior predictive\n",
"with hierarchical_model:\n",
" spp = az.from_pymc3(posterior_predictive=pm.sample_posterior_predictive(hierarchical_model_idata))\n",
"hierarchical_model_idata.extend(spp)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a6f68043",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1490.4x331.2 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_ppc(hierarchical_model_idata, flatten=[], kind='scatter');"
]
},
{
"cell_type": "markdown",
"id": "da9d72a1",
"metadata": {},
"source": [
"The predicted points seem mostly in line with the observed points, but with the model predicting 2 out 5 points outside the posterior prective mean, there are ways to revise, and improve the model. "
]
},
{
"cell_type": "markdown",
"id": "9f14ad69",
"metadata": {},
"source": [
"**6. Making predictions** in our case can mean taking the average posterior predictions. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "4e204bcf",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [4000/4000 00:03<00:00]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with hierarchical_model:\n",
"# pm.set_data({\"v_\": })\n",
" predictions = pm.sample_posterior_predictive(hierarchical_model_idata)\n",
" az.from_pymc3_predictions(predictions, idata_orig=hierarchical_model_idata, inplace=True)#, coords={\"year\": [2021, 2022]}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "f3d92193",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1490.4x331.2 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"az.plot_posterior(hierarchical_model_idata, group=\"predictions\");"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "b5421856",
"metadata": {},
"outputs": [],
"source": [
"results_df = az.InferenceData.to_dataframe(hierarchical_model_idata)\n",
"# results_df"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c337b7da",
"metadata": {},
"outputs": [],
"source": [
"predictions_df = results_df[[('predictions', 'v_1[0]', 'Bratsk'), \n",
" ('predictions', 'v_1[1]', 'Nasser'), \n",
" ('predictions', 'v_1[2]', 'Manicouagan')]]\n",
"# # predictions_df"
]
},
{
"cell_type": "markdown",
"id": "985be153",
"metadata": {},
"source": [
"Sources: \n",
"- [Oriol Abril Pla's blog](https://oriolabril.github.io/oriol_unraveled/python/arviz/pymc3/xarray/2020/09/22/pymc3-arviz.html)\n",
"- wiecki blog\n",
"- betancourt's blog\n",
"- osvaldo's book\n",
"- mcElreath's book\n",
"- [Multilevel Notebook](https://docs.pymc.io/en/v3/pymc-examples/examples/case_studies/multilevel_modeling.html)"
]
}
],
"metadata": {
"hide_input": false,
"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": "3.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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