{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pymc as pm\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pytensor import tensor as pt\n",
    "import arviz as az\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "from pymc import do, observe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
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       "    }\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>motiv</th>\n",
       "      <th>harm</th>\n",
       "      <th>stabi</th>\n",
       "      <th>ppsych</th>\n",
       "      <th>ses</th>\n",
       "      <th>verbal</th>\n",
       "      <th>read</th>\n",
       "      <th>arith</th>\n",
       "      <th>spell</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-7.907122</td>\n",
       "      <td>-5.075312</td>\n",
       "      <td>-3.138836</td>\n",
       "      <td>-17.800210</td>\n",
       "      <td>4.766450</td>\n",
       "      <td>-3.633360</td>\n",
       "      <td>-3.488981</td>\n",
       "      <td>-9.989121</td>\n",
       "      <td>-6.567873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.751478</td>\n",
       "      <td>-4.155847</td>\n",
       "      <td>3.520752</td>\n",
       "      <td>7.009367</td>\n",
       "      <td>-6.048681</td>\n",
       "      <td>-7.693461</td>\n",
       "      <td>-4.520552</td>\n",
       "      <td>8.196238</td>\n",
       "      <td>8.778973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14.472570</td>\n",
       "      <td>-4.540677</td>\n",
       "      <td>4.070600</td>\n",
       "      <td>23.734260</td>\n",
       "      <td>-16.970670</td>\n",
       "      <td>-3.909941</td>\n",
       "      <td>-4.818170</td>\n",
       "      <td>7.529984</td>\n",
       "      <td>-5.688716</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.165421</td>\n",
       "      <td>-5.668406</td>\n",
       "      <td>2.600437</td>\n",
       "      <td>1.493158</td>\n",
       "      <td>1.396363</td>\n",
       "      <td>21.409450</td>\n",
       "      <td>-3.138441</td>\n",
       "      <td>5.730547</td>\n",
       "      <td>-2.915676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-4.222899</td>\n",
       "      <td>-10.072150</td>\n",
       "      <td>-6.030737</td>\n",
       "      <td>-5.985864</td>\n",
       "      <td>-18.376400</td>\n",
       "      <td>-1.438816</td>\n",
       "      <td>-2.009742</td>\n",
       "      <td>-0.623953</td>\n",
       "      <td>-1.024624</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       motiv       harm     stabi     ppsych        ses     verbal      read  \\\n",
       "0  -7.907122  -5.075312 -3.138836 -17.800210   4.766450  -3.633360 -3.488981   \n",
       "1   1.751478  -4.155847  3.520752   7.009367  -6.048681  -7.693461 -4.520552   \n",
       "2  14.472570  -4.540677  4.070600  23.734260 -16.970670  -3.909941 -4.818170   \n",
       "3  -1.165421  -5.668406  2.600437   1.493158   1.396363  21.409450 -3.138441   \n",
       "4  -4.222899 -10.072150 -6.030737  -5.985864 -18.376400  -1.438816 -2.009742   \n",
       "\n",
       "      arith     spell  \n",
       "0 -9.989121 -6.567873  \n",
       "1  8.196238  8.778973  \n",
       "2  7.529984 -5.688716  \n",
       "3  5.730547 -2.915676  \n",
       "4 -0.623953 -1.024624  "
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('sem_data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measurment Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "coords = {\n",
    "    \"obs\": list(range(len(df))),\n",
    "    \"indicators\": [\"motiv\", \"harm\", \"stabi\", \"verbal\", \"ses\", \"ppsych\", \"read\", \"arith\", \"spell\"],\n",
    "    \"indicators_1\": [\"motiv\", \"harm\", \"stabi\"],\n",
    "    \"indicators_2\": [\"verbal\", \"ses\", \"ppsych\"],\n",
    "    \"indicators_3\": [\"read\", \"arith\", \"spell\"],\n",
    "    \"latent\": [\"adjust\", \"risk\", \"achieve\"],\n",
    "}\n",
    "\n",
    "def make_lambda(indicators, name='lambdas1', priors=[1, 10]):\n",
    "    \"\"\" Takes an argument indicators which is a string in the coords dict\"\"\"\n",
    "    temp_name = name + '_'\n",
    "    lambdas_ = pm.Normal(temp_name, priors[0], priors[1], dims=(indicators))\n",
    "    # Force a fixed scale on the factor loadings for factor 1\n",
    "    lambdas_1 = pm.Deterministic(\n",
    "        name, pt.set_subtensor(lambdas_[0], 1), dims=(indicators)\n",
    "    )\n",
    "    return lambdas_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
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     "text": [
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
      "Sampling: [likelihood]\n"
     ]
    },
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       "Output()"
      ]
     },
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     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obs_idx = list(range(len(df)))\n",
    "with pm.Model(coords=coords) as model:\n",
    "\n",
    "    # Set up Factor Loadings\n",
    "    lambdas_1 = make_lambda('indicators_1', 'lambdas1')\n",
    "    lambdas_2 = make_lambda('indicators_2', 'lambdas2', priors=[1, 2])\n",
    "    lambdas_3 = make_lambda('indicators_3', 'lambdas3')\n",
    "    # Specify covariance structure between latent factors\n",
    "    kappa = 0\n",
    "    sd_dist = pm.Exponential.dist(1.0, shape=3)\n",
    "    chol, _, _ = pm.LKJCholeskyCov(\"chol_cov\", n=3, eta=2, sd_dist=sd_dist, compute_corr=True)\n",
    "    ksi = pm.MvNormal(\"ksi\", kappa, chol=chol, dims=(\"obs\", \"latent\"))\n",
    "\n",
    "    # Construct Pseudo Observation matrix based on Factor Loadings\n",
    "    m1 = ksi[obs_idx, 0] * lambdas_1[0]\n",
    "    m2 = ksi[obs_idx, 0] * lambdas_1[1]\n",
    "    m3 = ksi[obs_idx, 0] * lambdas_1[2]\n",
    "    m4 = ksi[obs_idx, 1] * lambdas_2[0]\n",
    "    m5 = ksi[obs_idx, 1] * lambdas_2[1]\n",
    "    m6 = ksi[obs_idx, 1] * lambdas_2[2]\n",
    "    m7 = ksi[obs_idx, 2] * lambdas_3[0]\n",
    "    m8 = ksi[obs_idx, 2] * lambdas_3[1]\n",
    "    m9 = ksi[obs_idx, 2] * lambdas_3[2]\n",
    "\n",
    "    mu = pm.Deterministic(\"mu\", pm.math.stack([m1, m2, m3, m4, m5, m6, m7, m8, m9]).T)\n",
    "\n",
    "    ## Error Terms\n",
    "    Psi = pm.InverseGamma(\"Psi\", 2, 13, dims=\"indicators\")\n",
    "\n",
    "    # Likelihood\n",
    "    _ = pm.Normal(\n",
    "        \"likelihood\",\n",
    "        mu,\n",
    "        Psi,\n",
    "        observed=df[coords['indicators']].values,\n",
    "    )\n",
    "\n",
    "    idata = pm.sample(\n",
    "        draws=1000,\n",
    "        chains=4,\n",
    "        nuts_sampler=\"numpyro\", target_accept=0.95, idata_kwargs={\"log_likelihood\": True}, \n",
    "        tune=2000,\n",
    "        random_seed=150\n",
    "    )\n",
    "    idata.extend(pm.sample_posterior_predictive(idata))\n",
    "\n",
    "pm.model_to_graphviz(model)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n"
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    },
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hdi_3%</th>\n",
       "      <th>hdi_97%</th>\n",
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       "      <th>lambdas1[motiv]</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
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       "      <th>lambdas1[harm]</th>\n",
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       "    <tr>\n",
       "      <th>lambdas1[stabi]</th>\n",
       "      <td>0.703</td>\n",
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       "      <td>0.003</td>\n",
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       "      <th>lambdas3[read]</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>4000.0</td>\n",
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       "      <th>lambdas3[arith]</th>\n",
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       "      <td>0.001</td>\n",
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       "    <tr>\n",
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       "      <td>0.981</td>\n",
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      ],
      "text/plain": [
       "                  mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "lambdas1[motiv]  1.000  0.000   1.000    1.000      0.000    0.000    4000.0   \n",
       "lambdas1[harm]   0.895  0.043   0.814    0.973      0.002    0.001     521.0   \n",
       "lambdas1[stabi]  0.703  0.047   0.617    0.791      0.002    0.001     801.0   \n",
       "lambdas2[ver...  1.000  0.000   1.000    1.000      0.000    0.000    4000.0   \n",
       "lambdas2[ses]    0.842  0.087   0.679    1.000      0.004    0.003     453.0   \n",
       "lambdas2[pps... -0.801  0.084  -0.969   -0.653      0.004    0.003     521.0   \n",
       "lambdas3[read]   1.000  0.000   1.000    1.000      0.000    0.000    4000.0   \n",
       "lambdas3[arith]  0.841  0.035   0.773    0.906      0.001    0.001    1955.0   \n",
       "lambdas3[spell]  0.981  0.029   0.927    1.037      0.001    0.001    1123.0   \n",
       "\n",
       "                 ess_tail  r_hat  \n",
       "lambdas1[motiv]    4000.0    NaN  \n",
       "lambdas1[harm]     1401.0   1.01  \n",
       "lambdas1[stabi]    1571.0   1.01  \n",
       "lambdas2[ver...    4000.0    NaN  \n",
       "lambdas2[ses]      1294.0   1.01  \n",
       "lambdas2[pps...    1276.0   1.00  \n",
       "lambdas3[read]     4000.0    NaN  \n",
       "lambdas3[arith]    2586.0   1.00  \n",
       "lambdas3[spell]    1700.0   1.00  "
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(idata, var_names=[\"lambdas1\", \"lambdas2\", \"lambdas3\"])"
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  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/density_utils.py:488: UserWarning: Your data appears to have a single value or no finite values\n",
      "  warnings.warn(\"Your data appears to have a single value or no finite values\")\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/density_utils.py:488: UserWarning: Your data appears to have a single value or no finite values\n",
      "  warnings.warn(\"Your data appears to have a single value or no finite values\")\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/density_utils.py:488: UserWarning: Your data appears to have a single value or no finite values\n",
      "  warnings.warn(\"Your data appears to have a single value or no finite values\")\n"
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",
      "text/plain": [
       "<Figure size 1200x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(idata, var_names=['lambdas1', 'lambdas2', 'lambdas3'])\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/var/folders/__/ng_3_9pn1f11ftyml_qr69vh0000gn/T/ipykernel_51797/2929805399.py:12: FutureWarning: The provided callable <built-in function sum> is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n",
      "  ].transform(sum)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_eaf91_row0_col8, #T_eaf91_row3_col8, #T_eaf91_row6_col8, #T_eaf91_row6_col9, #T_eaf91_row7_col9, #T_eaf91_row8_col9 {\n",
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       "}\n",
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       "  background-color: #fff7fb;\n",
       "  color: #000000;\n",
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       "#T_eaf91_row1_col8 {\n",
       "  background-color: #3f93c2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_eaf91_row3_col9, #T_eaf91_row4_col9, #T_eaf91_row5_col9 {\n",
       "  background-color: #e7e3f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_eaf91_row4_col8 {\n",
       "  background-color: #93b5d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_eaf91_row5_col8 {\n",
       "  background-color: #c2cbe2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_eaf91_row7_col8 {\n",
       "  background-color: #94b6d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_eaf91_row8_col8 {\n",
       "  background-color: #034c78;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_eaf91\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_eaf91_level0_col0\" class=\"col_heading level0 col0\" >factor_loading</th>\n",
       "      <th id=\"T_eaf91_level0_col1\" class=\"col_heading level0 col1\" >factor_loading_weight</th>\n",
       "      <th id=\"T_eaf91_level0_col2\" class=\"col_heading level0 col2\" >factor</th>\n",
       "      <th id=\"T_eaf91_level0_col3\" class=\"col_heading level0 col3\" >factor_loading_weight_sq</th>\n",
       "      <th id=\"T_eaf91_level0_col4\" class=\"col_heading level0 col4\" >sum_sq_loadings</th>\n",
       "      <th id=\"T_eaf91_level0_col5\" class=\"col_heading level0 col5\" >error_variances</th>\n",
       "      <th id=\"T_eaf91_level0_col6\" class=\"col_heading level0 col6\" >total_indicator_variance</th>\n",
       "      <th id=\"T_eaf91_level0_col7\" class=\"col_heading level0 col7\" >total_variance</th>\n",
       "      <th id=\"T_eaf91_level0_col8\" class=\"col_heading level0 col8\" >indicator_explained_variance</th>\n",
       "      <th id=\"T_eaf91_level0_col9\" class=\"col_heading level0 col9\" >factor_explained_variance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_eaf91_row0_col0\" class=\"data row0 col0\" >lambdas1[motiv]</td>\n",
       "      <td id=\"T_eaf91_row0_col1\" class=\"data row0 col1\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row0_col2\" class=\"data row0 col2\" >lambdas1</td>\n",
       "      <td id=\"T_eaf91_row0_col3\" class=\"data row0 col3\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row0_col4\" class=\"data row0 col4\" >2.295</td>\n",
       "      <td id=\"T_eaf91_row0_col5\" class=\"data row0 col5\" >3.676</td>\n",
       "      <td id=\"T_eaf91_row0_col6\" class=\"data row0 col6\" >4.676</td>\n",
       "      <td id=\"T_eaf91_row0_col7\" class=\"data row0 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row0_col8\" class=\"data row0 col8\" >0.016</td>\n",
       "      <td id=\"T_eaf91_row0_col9\" class=\"data row0 col9\" >0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_eaf91_row1_col0\" class=\"data row1 col0\" >lambdas1[harm]</td>\n",
       "      <td id=\"T_eaf91_row1_col1\" class=\"data row1 col1\" >0.895</td>\n",
       "      <td id=\"T_eaf91_row1_col2\" class=\"data row1 col2\" >lambdas1</td>\n",
       "      <td id=\"T_eaf91_row1_col3\" class=\"data row1 col3\" >0.801</td>\n",
       "      <td id=\"T_eaf91_row1_col4\" class=\"data row1 col4\" >2.295</td>\n",
       "      <td id=\"T_eaf91_row1_col5\" class=\"data row1 col5\" >5.623</td>\n",
       "      <td id=\"T_eaf91_row1_col6\" class=\"data row1 col6\" >6.424</td>\n",
       "      <td id=\"T_eaf91_row1_col7\" class=\"data row1 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row1_col8\" class=\"data row1 col8\" >0.013</td>\n",
       "      <td id=\"T_eaf91_row1_col9\" class=\"data row1 col9\" >0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_eaf91_row2_col0\" class=\"data row2 col0\" >lambdas1[stabi]</td>\n",
       "      <td id=\"T_eaf91_row2_col1\" class=\"data row2 col1\" >0.703</td>\n",
       "      <td id=\"T_eaf91_row2_col2\" class=\"data row2 col2\" >lambdas1</td>\n",
       "      <td id=\"T_eaf91_row2_col3\" class=\"data row2 col3\" >0.494</td>\n",
       "      <td id=\"T_eaf91_row2_col4\" class=\"data row2 col4\" >2.295</td>\n",
       "      <td id=\"T_eaf91_row2_col5\" class=\"data row2 col5\" >7.605</td>\n",
       "      <td id=\"T_eaf91_row2_col6\" class=\"data row2 col6\" >8.099</td>\n",
       "      <td id=\"T_eaf91_row2_col7\" class=\"data row2 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row2_col8\" class=\"data row2 col8\" >0.008</td>\n",
       "      <td id=\"T_eaf91_row2_col9\" class=\"data row2 col9\" >0.038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_eaf91_row3_col0\" class=\"data row3 col0\" >lambdas2[verbal]</td>\n",
       "      <td id=\"T_eaf91_row3_col1\" class=\"data row3 col1\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row3_col2\" class=\"data row3 col2\" >lambdas2</td>\n",
       "      <td id=\"T_eaf91_row3_col3\" class=\"data row3 col3\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row3_col4\" class=\"data row3 col4\" >2.351</td>\n",
       "      <td id=\"T_eaf91_row3_col5\" class=\"data row3 col5\" >6.915</td>\n",
       "      <td id=\"T_eaf91_row3_col6\" class=\"data row3 col6\" >7.915</td>\n",
       "      <td id=\"T_eaf91_row3_col7\" class=\"data row3 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row3_col8\" class=\"data row3 col8\" >0.016</td>\n",
       "      <td id=\"T_eaf91_row3_col9\" class=\"data row3 col9\" >0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_eaf91_row4_col0\" class=\"data row4 col0\" >lambdas2[ses]</td>\n",
       "      <td id=\"T_eaf91_row4_col1\" class=\"data row4 col1\" >0.842</td>\n",
       "      <td id=\"T_eaf91_row4_col2\" class=\"data row4 col2\" >lambdas2</td>\n",
       "      <td id=\"T_eaf91_row4_col3\" class=\"data row4 col3\" >0.709</td>\n",
       "      <td id=\"T_eaf91_row4_col4\" class=\"data row4 col4\" >2.351</td>\n",
       "      <td id=\"T_eaf91_row4_col5\" class=\"data row4 col5\" >8.027</td>\n",
       "      <td id=\"T_eaf91_row4_col6\" class=\"data row4 col6\" >8.736</td>\n",
       "      <td id=\"T_eaf91_row4_col7\" class=\"data row4 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row4_col8\" class=\"data row4 col8\" >0.012</td>\n",
       "      <td id=\"T_eaf91_row4_col9\" class=\"data row4 col9\" >0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "      <td id=\"T_eaf91_row5_col0\" class=\"data row5 col0\" >lambdas2[ppsych]</td>\n",
       "      <td id=\"T_eaf91_row5_col1\" class=\"data row5 col1\" >-0.801</td>\n",
       "      <td id=\"T_eaf91_row5_col2\" class=\"data row5 col2\" >lambdas2</td>\n",
       "      <td id=\"T_eaf91_row5_col3\" class=\"data row5 col3\" >0.642</td>\n",
       "      <td id=\"T_eaf91_row5_col4\" class=\"data row5 col4\" >2.351</td>\n",
       "      <td id=\"T_eaf91_row5_col5\" class=\"data row5 col5\" >8.242</td>\n",
       "      <td id=\"T_eaf91_row5_col6\" class=\"data row5 col6\" >8.884</td>\n",
       "      <td id=\"T_eaf91_row5_col7\" class=\"data row5 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row5_col8\" class=\"data row5 col8\" >0.011</td>\n",
       "      <td id=\"T_eaf91_row5_col9\" class=\"data row5 col9\" >0.039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "      <td id=\"T_eaf91_row6_col0\" class=\"data row6 col0\" >lambdas3[read]</td>\n",
       "      <td id=\"T_eaf91_row6_col1\" class=\"data row6 col1\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row6_col2\" class=\"data row6 col2\" >lambdas3</td>\n",
       "      <td id=\"T_eaf91_row6_col3\" class=\"data row6 col3\" >1.000</td>\n",
       "      <td id=\"T_eaf91_row6_col4\" class=\"data row6 col4\" >2.670</td>\n",
       "      <td id=\"T_eaf91_row6_col5\" class=\"data row6 col5\" >3.409</td>\n",
       "      <td id=\"T_eaf91_row6_col6\" class=\"data row6 col6\" >4.409</td>\n",
       "      <td id=\"T_eaf91_row6_col7\" class=\"data row6 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row6_col8\" class=\"data row6 col8\" >0.016</td>\n",
       "      <td id=\"T_eaf91_row6_col9\" class=\"data row6 col9\" >0.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "      <td id=\"T_eaf91_row7_col0\" class=\"data row7 col0\" >lambdas3[arith]</td>\n",
       "      <td id=\"T_eaf91_row7_col1\" class=\"data row7 col1\" >0.841</td>\n",
       "      <td id=\"T_eaf91_row7_col2\" class=\"data row7 col2\" >lambdas3</td>\n",
       "      <td id=\"T_eaf91_row7_col3\" class=\"data row7 col3\" >0.707</td>\n",
       "      <td id=\"T_eaf91_row7_col4\" class=\"data row7 col4\" >2.670</td>\n",
       "      <td id=\"T_eaf91_row7_col5\" class=\"data row7 col5\" >6.168</td>\n",
       "      <td id=\"T_eaf91_row7_col6\" class=\"data row7 col6\" >6.875</td>\n",
       "      <td id=\"T_eaf91_row7_col7\" class=\"data row7 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row7_col8\" class=\"data row7 col8\" >0.012</td>\n",
       "      <td id=\"T_eaf91_row7_col9\" class=\"data row7 col9\" >0.044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_eaf91_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "      <td id=\"T_eaf91_row8_col0\" class=\"data row8 col0\" >lambdas3[spell]</td>\n",
       "      <td id=\"T_eaf91_row8_col1\" class=\"data row8 col1\" >0.981</td>\n",
       "      <td id=\"T_eaf91_row8_col2\" class=\"data row8 col2\" >lambdas3</td>\n",
       "      <td id=\"T_eaf91_row8_col3\" class=\"data row8 col3\" >0.962</td>\n",
       "      <td id=\"T_eaf91_row8_col4\" class=\"data row8 col4\" >2.670</td>\n",
       "      <td id=\"T_eaf91_row8_col5\" class=\"data row8 col5\" >3.951</td>\n",
       "      <td id=\"T_eaf91_row8_col6\" class=\"data row8 col6\" >4.913</td>\n",
       "      <td id=\"T_eaf91_row8_col7\" class=\"data row8 col7\" >60.931</td>\n",
       "      <td id=\"T_eaf91_row8_col8\" class=\"data row8 col8\" >0.016</td>\n",
       "      <td id=\"T_eaf91_row8_col9\" class=\"data row8 col9\" >0.044</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x16a115060>"
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     },
     "execution_count": 266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def make_factor_loadings_df(idata):\n",
    "    factor_loadings = pd.DataFrame(\n",
    "        az.summary(\n",
    "            idata, var_names=[\"lambdas1\", \"lambdas2\", \"lambdas3\"]\n",
    "        )[\"mean\"]\n",
    "    ).reset_index()\n",
    "    factor_loadings[\"factor\"] = factor_loadings[\"index\"].str.split(\"[\", expand=True)[0]\n",
    "    factor_loadings.columns = [\"factor_loading\", \"factor_loading_weight\", \"factor\"]\n",
    "    factor_loadings[\"factor_loading_weight_sq\"] = factor_loadings[\"factor_loading_weight\"] ** 2\n",
    "    factor_loadings[\"sum_sq_loadings\"] = factor_loadings.groupby(\"factor\")[\n",
    "        \"factor_loading_weight_sq\"\n",
    "    ].transform(sum)\n",
    "    factor_loadings[\"error_variances\"] = az.summary(idata, var_names=[\"Psi\"])[\"mean\"].values\n",
    "    factor_loadings[\"total_indicator_variance\"] = (\n",
    "        factor_loadings[\"factor_loading_weight_sq\"] + factor_loadings[\"error_variances\"]\n",
    "    )\n",
    "    factor_loadings[\"total_variance\"] = factor_loadings[\"total_indicator_variance\"].sum()\n",
    "    factor_loadings[\"indicator_explained_variance\"] = (\n",
    "        factor_loadings[\"factor_loading_weight_sq\"] / factor_loadings[\"total_variance\"]\n",
    "    )\n",
    "    factor_loadings[\"factor_explained_variance\"] = (\n",
    "        factor_loadings[\"sum_sq_loadings\"] / factor_loadings[\"total_variance\"]\n",
    "    )\n",
    "    num_cols = [c for c in factor_loadings.columns if not c in [\"factor_loading\", \"factor\"]]\n",
    "    return factor_loadings\n",
    "\n",
    "\n",
    "pd.set_option(\"display.max_colwidth\", 15)\n",
    "factor_loadings = make_factor_loadings_df(idata)\n",
    "num_cols = [c for c in factor_loadings.columns if not c in [\"factor_loading\", \"factor\"]]\n",
    "factor_loadings.style.format(\"{:.3f}\", subset=num_cols).background_gradient(\n",
    "    axis=0, subset=[\"indicator_explained_variance\", \"factor_explained_variance\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 2000x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(20, 9))\n",
    "axs = axs.flatten()\n",
    "az.plot_energy(idata, ax=axs[0])\n",
    "az.plot_forest(idata, var_names=[\"lambdas1\", \"lambdas2\", \"lambdas3\"], combined=True, ax=axs[1]);\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [],
   "source": [
    "drivers = coords['indicators']\n",
    "def get_posterior_resids(idata, samples=100, metric=\"cov\"):\n",
    "    resids = []\n",
    "    for i in range(100):\n",
    "        if metric == \"cov\":\n",
    "            model_cov = pd.DataFrame(\n",
    "                az.extract(idata[\"posterior_predictive\"])[\"likelihood\"][:, :, i]\n",
    "            ).cov()\n",
    "            obs_cov = df[drivers].cov()\n",
    "        else:\n",
    "            model_cov = pd.DataFrame(\n",
    "                az.extract(idata[\"posterior_predictive\"])[\"likelihood\"][:, :, i]\n",
    "            ).corr()\n",
    "            obs_cov = df[drivers].corr()\n",
    "        model_cov.index = obs_cov.index\n",
    "        model_cov.columns = obs_cov.columns\n",
    "        residuals = model_cov - obs_cov\n",
    "        resids.append(residuals.values.flatten())\n",
    "\n",
    "    residuals_posterior = pd.DataFrame(pd.DataFrame(resids).mean().values.reshape(9, 9))\n",
    "    residuals_posterior.index = obs_cov.index\n",
    "    residuals_posterior.columns = obs_cov.index\n",
    "    return residuals_posterior\n",
    "\n",
    "\n",
    "residuals_posterior_cov = get_posterior_resids(idata, 1000)\n",
    "residuals_posterior_corr = get_posterior_resids(idata, 1000, metric=\"corr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "mask = np.triu(np.ones_like(residuals_posterior_corr, dtype=bool))\n",
    "ax = sns.heatmap(residuals_posterior_corr, annot=True, cmap=\"bwr\", mask=mask)\n",
    "ax.set_title(\"Residuals between Model Implied and Sample Correlations \\n CFA\", fontsize=25);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_ppc(\n",
    "    idata,\n",
    "    samples=100,\n",
    "    drivers=drivers,\n",
    "    dims=(3, 3),\n",
    "):\n",
    "    fig, axs = plt.subplots(dims[0], dims[1], figsize=(20, 10))\n",
    "    axs = axs.flatten()\n",
    "    for i in range(len(drivers)):\n",
    "        for j in range(samples):\n",
    "            temp = az.extract(idata[\"posterior_predictive\"].sel({\"likelihood_dim_3\": i}))[\n",
    "                \"likelihood\"\n",
    "            ].values[:, j]\n",
    "            temp = pd.DataFrame(temp, columns=[\"likelihood\"])\n",
    "            if j == 0:\n",
    "                axs[i].hist(df[drivers[i]], alpha=0.3, ec=\"black\", bins=20, label=\"Observed Scores\")\n",
    "                axs[i].hist(\n",
    "                    temp[\"likelihood\"], color=\"purple\", alpha=0.1, bins=20, label=\"Predicted Scores\"\n",
    "                )\n",
    "            else:\n",
    "                axs[i].hist(df[drivers[i]], alpha=0.3, ec=\"black\", bins=20)\n",
    "                axs[i].hist(temp[\"likelihood\"], color=\"purple\", alpha=0.1, bins=20)\n",
    "            axs[i].set_title(f\"Posterior Predictive Checks {drivers[i]}\")\n",
    "            axs[i].legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "make_ppc(idata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SEM Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "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>adjust_target</th>\n",
       "      <th>risk_target</th>\n",
       "      <th>achieve_target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>adjust_coef</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>risk_coef</th>\n",
       "      <td>0.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>achieve_coef</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              adjust_target  risk_target  achieve_target\n",
       "adjust_coef             0.0          0.0             0.7\n",
       "risk_coef               0.5          0.0             0.5\n",
       "achieve_coef            0.0          0.0             0.0"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "data = np.random.multivariate_normal([0,0,0], [[1, 0, 0], [0,1, 0], [0, 0, 1]], size=(500))\n",
    "data = np.ones((500, 3))\n",
    "betas = np.zeros((3, 3))\n",
    "betas[1, 0] = 0.5\n",
    "betas[1, 2] = 0.5\n",
    "betas[0, 2] = 0.7\n",
    "\n",
    "B_matrix = pd.DataFrame(betas, index=['adjust_coef', 'risk_coef', 'achieve_coef'], \n",
    "                                columns=['adjust_target', 'risk_target', 'achieve_target'])\n",
    "data = pd.DataFrame(data, columns=['adjust', 'risk', 'achieve'])\n",
    "B_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\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>adjust</th>\n",
       "      <th>risk</th>\n",
       "      <th>achieve</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   adjust  risk  achieve\n",
       "0     1.0   1.0      1.0\n",
       "1     1.0   1.0      1.0\n",
       "2     1.0   1.0      1.0\n",
       "3     1.0   1.0      1.0\n",
       "4     1.0   1.0      1.0"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.5, 0. , 1.2],\n",
       "       [0.5, 0. , 1.2],\n",
       "       [0.5, 0. , 1.2],\n",
       "       ...,\n",
       "       [0.5, 0. , 1.2],\n",
       "       [0.5, 0. , 1.2],\n",
       "       [0.5, 0. , 1.2]])"
      ]
     },
     "execution_count": 291,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.dot(data, B_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "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: [lambdas1_, lambdas2_, lambdas3_, chol_cov, ksi, betas, Psi]\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
      "  self.pid = os.fork()\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4452110c909842ff8f5590548e99b8d6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
      "  self.pid = os.fork()\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 2_500 draw iterations (4_000 + 10_000 draws total) took 164 seconds.\n",
      "There were 1 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
      "Sampling: [likelihood]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dcca5261e76249e996fa497c954cc424",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "def make_sem():\n",
    "    coords = {\n",
    "    \"obs\": list(range(len(df))),\n",
    "    \"indicators\": [\"motiv\", \"harm\", \"stabi\", \"verbal\", \"ses\", \"ppsych\", \"read\", \"arith\", \"spell\"],\n",
    "    \"indicators_1\": [\"motiv\", \"harm\", \"stabi\"],\n",
    "    \"indicators_2\": [\"verbal\", \"ses\", \"ppsych\"],\n",
    "    \"indicators_3\": [\"read\", \"arith\", \"spell\"],\n",
    "    \"latent\": [\"adjust\", \"risk\", \"achieve\"],\n",
    "    \"paths\": [\"risk->adjust\", \"risk-->achieve\", \"adjust-->achieve\"]\n",
    "    }\n",
    "\n",
    "    obs_idx = list(range(len(df)))\n",
    "    with pm.Model(coords=coords) as model:\n",
    "\n",
    "        # Set up Factor Loadings\n",
    "        lambdas_1 = make_lambda('indicators_1', 'lambdas1', priors=[1, .5]) #adjust\n",
    "        lambdas_2 = make_lambda('indicators_2', 'lambdas2', priors=[1, .5]) # risk\n",
    "        lambdas_3 = make_lambda('indicators_3', 'lambdas3', priors=[1, .5]) # achieve\n",
    "        \n",
    "        # Specify covariance structure between latent factors\n",
    "        sd_dist = pm.Exponential.dist(1.0, shape=3)\n",
    "        chol, _, _ = pm.LKJCholeskyCov(\"chol_cov\", n=3, eta=2, sd_dist=sd_dist, compute_corr=True)\n",
    "        ksi = pm.MvNormal(\"ksi\", 0, chol=chol, dims=(\"obs\", \"latent\"))\n",
    "\n",
    "        ## Build Regression Components\n",
    "        coefs = pm.Normal('betas', 0, .5, dims='paths')\n",
    "        zeros = pt.zeros((3, 3))\n",
    "        ## adjust ~ risk\n",
    "        zeros1 = pt.set_subtensor(zeros[1, 0], coefs[0])\n",
    "        ## achieve ~ risk + adjust\n",
    "        zeros2 = pt.set_subtensor(zeros1[1, 2], coefs[1])\n",
    "        coefs_ = pt.set_subtensor(zeros2[0, 2], coefs[2])\n",
    "        \n",
    "        structural_relations = pm.Deterministic('endogenous_structural_paths', pm.math.dot(ksi, coefs_))\n",
    "\n",
    "        # Construct Pseudo Observation matrix based on Factor Loadings\n",
    "        m1 = ksi[obs_idx, 0] * lambdas_1[0] +  structural_relations[obs_idx, 0] #adjust\n",
    "        m2 = ksi[obs_idx, 0] * lambdas_1[1] +  structural_relations[obs_idx, 0] #adjust\n",
    "        m3 = ksi[obs_idx, 0] * lambdas_1[2] +  structural_relations[obs_idx, 0] #adjust\n",
    "        m4 = ksi[obs_idx, 1] * lambdas_2[0] +  structural_relations[obs_idx, 1]  #risk\n",
    "        m5 = ksi[obs_idx, 1] * lambdas_2[1] +  structural_relations[obs_idx, 1]  #risk\n",
    "        m6 = ksi[obs_idx, 1] * lambdas_2[2] +  structural_relations[obs_idx, 1]  #risk\n",
    "        m7 = ksi[obs_idx, 2] * lambdas_3[0] +  structural_relations[obs_idx, 2]  #achieve\n",
    "        m8 = ksi[obs_idx, 2] * lambdas_3[1] +  structural_relations[obs_idx, 2]  #achieve\n",
    "        m9 = ksi[obs_idx, 2] * lambdas_3[2] +  structural_relations[obs_idx, 2]  #achieve\n",
    "\n",
    "        mu = pm.Deterministic(\"mu\", pm.math.stack([m1, m2, m3, m4, m5, m6, m7, m8, m9]).T)\n",
    "\n",
    "\n",
    "        ## Error Terms\n",
    "        Psi = pm.InverseGamma(\"Psi\", 2, 13, dims=\"indicators\")\n",
    "\n",
    "        # Likelihood\n",
    "        _ = pm.Normal(\n",
    "            \"likelihood\",\n",
    "            mu,\n",
    "            Psi,\n",
    "            observed=df[coords['indicators']].values,\n",
    "        )\n",
    "\n",
    "        idata = pm.sample(\n",
    "            draws=2500,\n",
    "            chains=4,\n",
    "            #nuts_sampler=\"numpyro\", \n",
    "            target_accept=0.90, idata_kwargs={\"log_likelihood\": True}, \n",
    "            random_seed=150,\n",
    "            tune=1000,\n",
    "        )\n",
    "        idata.extend(pm.sample_posterior_predictive(idata))\n",
    "    return idata, model\n",
    "\n",
    "idata_sem, model_sem = make_sem()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/diagnostics.py:596: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  (between_chain_variance / within_chain_variance + num_samples - 1) / (num_samples)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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_3%</th>\n",
       "      <th>hdi_97%</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>lambdas1[motiv]</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas1[harm]</th>\n",
       "      <td>0.850</td>\n",
       "      <td>0.045</td>\n",
       "      <td>0.766</td>\n",
       "      <td>0.933</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>997.0</td>\n",
       "      <td>2361.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas1[stabi]</th>\n",
       "      <td>0.651</td>\n",
       "      <td>0.052</td>\n",
       "      <td>0.556</td>\n",
       "      <td>0.748</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>988.0</td>\n",
       "      <td>3122.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas2[verbal]</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas2[ses]</th>\n",
       "      <td>0.833</td>\n",
       "      <td>0.081</td>\n",
       "      <td>0.681</td>\n",
       "      <td>0.986</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>2282.0</td>\n",
       "      <td>4694.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas2[ppsych]</th>\n",
       "      <td>-0.764</td>\n",
       "      <td>0.079</td>\n",
       "      <td>-0.920</td>\n",
       "      <td>-0.623</td>\n",
       "      <td>0.002</td>\n",
       "      <td>0.001</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>4215.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas3[read]</th>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas3[arith]</th>\n",
       "      <td>0.610</td>\n",
       "      <td>0.057</td>\n",
       "      <td>0.498</td>\n",
       "      <td>0.712</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.002</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1068.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lambdas3[spell]</th>\n",
       "      <td>0.825</td>\n",
       "      <td>0.037</td>\n",
       "      <td>0.755</td>\n",
       "      <td>0.894</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.001</td>\n",
       "      <td>757.0</td>\n",
       "      <td>1717.0</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>betas[risk-&gt;adjust]</th>\n",
       "      <td>0.202</td>\n",
       "      <td>0.139</td>\n",
       "      <td>-0.065</td>\n",
       "      <td>0.457</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.007</td>\n",
       "      <td>186.0</td>\n",
       "      <td>202.0</td>\n",
       "      <td>1.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>betas[risk--&gt;achieve]</th>\n",
       "      <td>0.207</td>\n",
       "      <td>0.178</td>\n",
       "      <td>-0.129</td>\n",
       "      <td>0.534</td>\n",
       "      <td>0.012</td>\n",
       "      <td>0.009</td>\n",
       "      <td>208.0</td>\n",
       "      <td>487.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>betas[adjust--&gt;achieve]</th>\n",
       "      <td>0.747</td>\n",
       "      <td>0.104</td>\n",
       "      <td>0.556</td>\n",
       "      <td>0.942</td>\n",
       "      <td>0.006</td>\n",
       "      <td>0.004</td>\n",
       "      <td>311.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  \\\n",
       "lambdas1[motiv]  1.000  0.000   1.000    1.000      0.000    0.000   10000.0   \n",
       "lambdas1[harm]   0.850  0.045   0.766    0.933      0.001    0.001     997.0   \n",
       "lambdas1[stabi]  0.651  0.052   0.556    0.748      0.002    0.001     988.0   \n",
       "lambdas2[ver...  1.000  0.000   1.000    1.000      0.000    0.000   10000.0   \n",
       "lambdas2[ses]    0.833  0.081   0.681    0.986      0.002    0.001    2282.0   \n",
       "lambdas2[pps... -0.764  0.079  -0.920   -0.623      0.002    0.001    2399.0   \n",
       "lambdas3[read]   1.000  0.000   1.000    1.000      0.000    0.000   10000.0   \n",
       "lambdas3[arith]  0.610  0.057   0.498    0.712      0.003    0.002     381.0   \n",
       "lambdas3[spell]  0.825  0.037   0.755    0.894      0.001    0.001     757.0   \n",
       "betas[risk->...  0.202  0.139  -0.065    0.457      0.010    0.007     186.0   \n",
       "betas[risk--...  0.207  0.178  -0.129    0.534      0.012    0.009     208.0   \n",
       "betas[adjust...  0.747  0.104   0.556    0.942      0.006    0.004     311.0   \n",
       "\n",
       "                 ess_tail  r_hat  \n",
       "lambdas1[motiv]   10000.0    NaN  \n",
       "lambdas1[harm]     2361.0   1.00  \n",
       "lambdas1[stabi]    3122.0   1.00  \n",
       "lambdas2[ver...   10000.0    NaN  \n",
       "lambdas2[ses]      4694.0   1.00  \n",
       "lambdas2[pps...    4215.0   1.00  \n",
       "lambdas3[read]    10000.0    NaN  \n",
       "lambdas3[arith]    1068.0   1.00  \n",
       "lambdas3[spell]    1717.0   1.00  \n",
       "betas[risk->...     202.0   1.02  \n",
       "betas[risk--...     487.0   1.01  \n",
       "betas[adjust...     810.0   1.01  "
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(idata_sem, var_names=[\"lambdas1\", \"lambdas2\", \"lambdas3\", \"betas\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wwQUxr+/UU09FZmZmXExUQxg9ejRSU1Pt+xkZGejcuXNMlFZNP2dvvvkm+vbti3PPPbfa5/38889xxhlnICMjAx9++GHcz+X000/Hm2++ifnz52PTpk0IhUK1el3nn39+zP2TTjoJADBhwoS47dZrBcxIsOTkZFxyySUxx1l/l62/u7V19dVX45dffsHGjRvtbatWrUJmZibGjx9fp3MSEVHbw/qydueNxvqS9WVj15e/+93vYu5bn63oWnLXrl2YPHkyMjMz4XA44HK5MGrUKADAjh074s5Z2ed89OjRSE5Otu9btez48eNjZoRb26PbQEREZGFtWbvzRmNtydqysWrL+takX3zxBX73u98hPT3drjenTp0KXdfx/fffxxybmpoaV8NOnjwZhmHg/fffr9XzErVm7BQnagD/+Mc/sG3bNnzxxRc4cOAAvvrqK4wYMQIAUFBQAKfTGVeYSJKEzMxMOw6ld+/e2LhxIzp37owbb7wRvXv3Ru/evfHggw9W+/wFBQXQNA0PP/wwXC5XzO28884DgLh1iq2YlerOW9mx2dnZMAwDhYWFtT5vtKVLl2Lbtm34/PPPsXfvXuzatQsXXXRR3HEVz3vo0CEIIZCRkRH3mj/66CP79VqvITMzM+6cibZFKywshK7rOP7442v1mqozY8YM7N+/Hxs2bAAAO9op+pePQ4cOoaioCG63O+715eXlVbnudLdu3QAAu3fvrlW70tPT47Z5PB67IKvN5yw/P7/G79uGDRtw6NAhXHvttUhLS4vb/9BDD2HevHlYt24dRo8ejY4dO+Kiiy7CDz/8UKPzd+zYMea+2+2udHs4HLbvFxQUIDMzMy5+snPnznA6nTWO16xo/PjxyMrKwqpVqwCYn7NXX30VU6dOhcPhqNM5iYio7WF9WbvzRmN9yfqysevLiq/L4/EAgP26SktLMXLkSHz88cdYtGgRNm3ahG3btuHll1+OOc7i8/kqXX6nNrUsgJh6loiIyMLasnbnjcbakrVlY9WW9alJ9+7di5EjR2L//v148MEH8cEHH2Dbtm32GuQV600rqj+a9fmq6zVOotaIa4oTNYCTTjoJQ4YMSbgvPT0dmqYhPz8/prgUQiAvLw+//vWv7W0jR47EyJEjoes6Pv30Uzz88MOYPXs2MjIycPnll1f6/B06dIDD4cBVV12FG2+8MeExPXv2jLlfk3XmrELj4MGDcfsOHDgAWZbRoUOHWp83Wq9evSp976o673HHHQdJkvDBBx/YF6GiWdus15BozaG8vDz06NGj0ufs2LEjHA4Hfvnll2rbVxvjxo1DdnY2Vq1ahXHjxmHVqlUYOnQo+vfvbx9z3HHHIT09HW+99VbCc0SPiqwoKysLAwcOxPr16xEMBmu1Nk9VavM569SpU43ft1tvvRU//fQTpk6dCk3TMHXq1Jj9ycnJ9tpKhw4dskdQXnDBBfjuu+/q96KqkJ6ejo8//hhCiJjP3+HDh6FpWp3X/rbew4ceeghFRUVYu3YtIpGIvSYTERERwPqytueNxvqS9WVz15fvvvsuDhw4gE2bNtmzwwFzHcpEuAY4ERE1NtaWtTtvNNaWrC0bq7asT026bt06BAIBvPzyyzEz17dv357w+EOHDsVtsz5ziQYbELVVnClO1MjOOeccAMAzzzwTs/1f//oXAoGAvT+aw+HA0KFD7ZFdn3/+OYD4GQgWn8+H0aNH44svvsCgQYMwZMiQuFtd/nM78cQT0aVLF6xduxZCCHt7IBDAv/71LwwbNqzBipbaOv/88yGEwP79+xO+3oEDBwIw46GSkpLw7LPPxjx+y5Yt1UYLer1ejBo1Ci+++GKVoxsr+7lUxirO1q1bhw8++ACffvopZsyYEff6CgoKoOt6wtd34oknVvkcd9xxBwoLC3HTTTfF/OwspaWlWL9+fY3aa6nN52z8+PH4/vvv7QiuqsiyjCeeeAI333wzpk+fjscee6zSYzMyMjB9+nRcccUV2LlzZ1wEVkM655xzUFpainXr1sVs/8c//mHvt0SPSq2Jq6++GuFwGM899xxWr16NYcOGoV+/fg3SbiIiavtYXzYO1pesLxuqvrQuile8AP7EE0/U+9xEREQNjbVl42BtydqyNrVlZY+r7GeXqN4UQuDJJ59MeH6/349XX301ZtvatWshyzLOOuusGrWRqC3gTHGiRjZmzBiMGzcO8+bNQ0lJCUaMGIGvvvoKCxcuxODBg3HVVVcBAB5//HG8++67mDBhArp164ZwOIynnnoKAOy1TVJTU9G9e3f8+9//xjnnnIOOHTviuOOOQ48ePfDggw/izDPPxMiRI3HDDTegR48e8Pv9+PHHH/Haa6/V6D/4imRZxrJlyzBlyhScf/75mDlzJiKRCO677z4UFRXh3nvvbbg3qpZGjBiBP/zhD7j66qvx6aef4qyzzkJycjIOHjyI//73vxg4cCBuuOEGdOjQAbfccgsWLVqEa6+9FpMmTcK+ffuQk5NTbQQRADzwwAM488wzMXToUMyfPx8nnHACDh06hFdffRVPPPEEUlNTcfLJJwMAVq5cidTUVCQlJaFnz55VFvMzZszA0qVLMXnyZHi9Xlx22WUx+y+//HI8++yzOO+883DzzTfj9NNPh8vlwi+//IL33nsPF154IX7/+99Xev5JkybhjjvuwN13343vvvsO11xzDXr37o1gMIiPP/4YTzzxBC677DKMHTu2hu+4qaafs9mzZ+OFF17AhRdeiPnz5+P0009HKBTC5s2bcf7552P06NFx5/7rX/+K1NRUzJo1C6Wlpbj11lsBAEOHDsX555+PQYMGoUOHDtixYweefvrpRv/FZurUqVixYgWmTZuGPXv2YODAgfjvf/+LxYsX47zzzotZc2jgwIHYtGkTXnvtNWRlZSE1NbXK4r9fv34YNmwYlixZgn379mHlypWN9jqIiKjtYX3ZOFhfsr5sqPpy+PDh6NChA66//nosXLgQLpcLzz77LL788st6n5uIiKihsbZsHKwtWVtWV1vW5HHW4ImlS5di/PjxcDgcGDRoEMaMGQO3240rrrgCc+fORTgcxmOPPRa3XIAlPT0dN9xwA/bu3Yu+ffvijTfewJNPPokbbrjBjrMnOiYIIqqzVatWCQBi27ZtVR4XCoXEvHnzRPfu3YXL5RJZWVnihhtuEIWFhfYxW7duFb///e9F9+7dhcfjEenp6WLUqFHi1VdfjTnXxo0bxeDBg4XH4xEAxLRp0+x9u3fvFjNmzBBdunQRLpdLdOrUSQwfPlwsWrTIPua9994TAMSLL74Y105r33vvvRezfd26dWLo0KEiKSlJJCcni3POOUd8+OGHMccsXLhQABD5+fnVvGvVt6M2533qqafE0KFDRXJysvB6vaJ3795i6tSp4tNPP7WPMQxDLFmyRHTt2lW43W4xaNAg8dprr4lRo0aJUaNG2cft3r1bABCrVq2KeY5vv/1WTJo0SaSnpwu32y26desmpk+fLsLhsH3M8uXLRc+ePYXD4Yg5x7Rp00T37t0Ttn348OECgJgyZUrC/aqqivvvv1+ccsopIikpSaSkpIh+/fqJmTNnih9++KHK982yefNmcckll4isrCzhcrlEu3btxLBhw8R9990nSkpK7OMAiBtvvDHu8d27d4/5jAlRs8+ZEEIUFhaKm2++WXTr1k24XC7RuXNnMWHCBPHdd9/Z5wEg7rvvvpjH3XfffQKAuPPOO4UQQsyfP18MGTJEdOjQQXg8HtGrVy/xpz/9SRw5cqTK117Z38/KPlPTpk0TycnJMdsKCgrE9ddfL7KysoTT6RTdu3cXCxYsiPnZCyHE9u3bxYgRI4TP5xMA7M9VZX+nhBBi5cqVAoDwer2iuLi4ytdCRETHDtaX5Vhfsr5sLfVlos/5li1bxLBhw4TP5xOdOnUS1157rfj888/jPg+JatCq3sPKXmNNP/9ERHRsYW1ZjrUla8uWVlvW5HGRSERce+21olOnTkKSJAFA7N69WwghxGuvvWa/9126dBG33nqrePPNN+P+jowaNUoMGDBAbNq0SQwZMkR4PB6RlZUlbrvtNqGqakybAIiFCxdW2W6i1kwSIkE2BRERERERERERERERERERURvANcWJiIiIiIiIiIiIiIiIiKjNYqc4ERERERERERERERERERG1WewUJyIiIiIiIiIiIiIiIiKiNoud4kRERERERERERERERERE1GaxU5yIiIiIiIiIiIiIiIiIiNosZ3M3oCLDMHDgwAGkpqZCkqTmbg4RERERVSCEgN/vR3Z2NmS55Y6xZF1JRERE1HK1lpoSYF1JRERE1JLVtK5scZ3iBw4cQNeuXZu7GURERERUjX379uH4449v7mZUinUlERERUcvX0mtKgHUlERERUWtQXV3Z4jrFU1NTAZgNb9euXTO3hoiIiIgqKikpQdeuXe26raViXUlERETUcrWWmhJgXUlERETUktW0rmxxneJWBFG7du1YZBIRERG1YC09OpJ1JREREVHL19JrSoB1JREREVFrUF1d2bIX7CEiIiIiIiIiIiIiIiIiIqoHdooTEREREREREREREREREVGbxU5xIiIiIiIiIiIiIiIiIiJqs1rcmuJERETHIsMwoChKczeDCADgcrngcDiauxlERERUB7quQ1XV5m4GEQDA7XZDljknh4iIqDViXUktRUNdq2SnOBERUTNTFAW7d++GYRjN3RQiW1paGjIzMyFJUnM3hYiIiGpACIG8vDwUFRU1d1OIbLIso2fPnnC73c3dFCIiIqoh1pXUEjXEtUp2ihMRETUjIQQOHjwIh8OBrl27chYFNTshBILBIA4fPgwAyMrKauYWERERUU1YFy47d+4Mn8/HgW3U7AzDwIEDB3Dw4EF069aNn0kiIqJWgnUltSQNea2SneJERETNSNM0BINBZGdnw+fzNXdziAAAXq8XAHD48GF07tyZUepEREQtnK7r9oXL9PT05m4Oka1Tp044cOAANE2Dy+Vq7uYQERFRNVhXUkvUUNcqOR2NiIioGem6DgCME6QWxxqkwbWjiIiIWj7r/2sOsqSWxvo9x/q9h4iIiFo21pXUUjXEtUp2ihMREbUAjCGiloafSSIiotaH/39TS8PPJBERUevE/8OppWmIzyQ7xYmIiIiIiIiIiIiIiIiIqM3imuJERK2U/4C/Uc+fmp3aqOenqoVCISiK0mTP53a77bVZiIiIqHE0Rv3Gmo2qw7qSiIjo2NaQNShrz2MXa0pqC9gpTkRE1MKEQiG89uZ6FAUjTfacaT4PLhg/tlGKzR49emD27NmYPXt2g5+7ObS110NERERtF+vKlq2tvR4iIiJqm1hTtmxt7fU0JnaKExERtTCKoqAoGEG7Ln3h9SU3+vOFggEU7f8eiqLUqtDct28fcnJy8Oabb+LIkSPIysrCRRddhDvvvBPp6emN2OKWLRAI4K677sKLL76IAwcOIDU1FQMGDMAtt9yC888/v7mbR0RERMcQ1pWtG+tKIiIiaglYU7ZurCnLsVOciKgFqU2cUWleaZ2eIyUzpU6Po6bn9SUjObVdkzxXSS2P37VrF4YNG4a+ffviueeeQ8+ePfHNN9/g1ltvxZtvvomPPvoIHTt2bJS2VkfXdUiSBFmWm+X5r7/+enzyySd45JFH0L9/fxQUFGDLli0oKChotOdUFAVut7vRzk9EREStG+vKumFd2fJpmoacnBw8++yzyMvLQ1ZWFqZPn46//OUv9s9NCIHc3FysXLkShYWFGDp0KFasWIEBAwY0c+uJiIhaF9aUdcOasuVonp8AERERtWo33ngj3G431q9fj1GjRqFbt24YP348Nm7ciP379+P222+POd7v92Py5MlISUlBdnY2Hn744Zj9OTk56NatGzweD7Kzs3HTTTfZ+xRFwdy5c9GlSxckJydj6NCh2LRpk71/9erVSEtLw+uvv47+/fvD4/HgySefRFJSEoqKimKe56abbsKoUaPs+1u2bMFZZ50Fr9eLrl274qabbkIgELD3Hz58GBdccAG8Xi969uyJZ599ttr35rXXXsNtt92G8847Dz169MCvfvUr/N///R+mTZtmHxOJRDB37lx07doVHo8Hffr0wd///nd7/+bNm3H66afD4/EgKysL8+fPh6Zp9v6zzz4bf/zjHzFnzhwcd9xxGDNmDADg22+/xXnnnYeUlBRkZGTgqquuwpEjR+zHvfTSSxg4cCC8Xi/S09Nx7rnnxrxeIiIioqbGurJyrCurt3TpUjz++ON45JFHsGPHDixbtgz33XdfzOdi2bJleOCBB/DII49g27ZtyMzMxJgxY+D3N9wau0RERNS8WFNWjjVlOXaKExERUa0cPXoUb7/9NmbNmhUXYZSZmYkpU6bghRdegBDC3n7fffdh0KBB+Pzzz7FgwQL86U9/woYNGwCYxc/f/vY3PPHEE/jhhx+wbt06DBw40H7s1VdfjQ8//BDPP/88vvrqK0yaNAm//e1v8cMPP9jHBINBLFmyBP/v//0/fPPNN7jyyiuRlpaGf/3rX/Yxuq7jn//8J6ZMmQIA+PrrrzFu3DhMnDgRX331FV544QX897//xR//+Ef7MdOnT8eePXvw7rvv4qWXXsKjjz6Kw4cPV/n+ZGZm4o033qjyItvUqVPx/PPP46GHHsKOHTvw+OOPIyXFTHHYv38/zjvvPPz617/Gl19+icceewx///vfsWjRophzrFmzBk6nEx9++CGeeOIJHDx4EKNGjcKpp56KTz/9FG+99RYOHTqESy+9FABw8OBBXHHFFZgxYwZ27NiBTZs2YeLEiTE/JyIiIqKmxLqSdWV9bd26FRdeeCEmTJiAHj164JJLLsHYsWPx6aefAjBniS9fvhy33347Jk6ciJNPPhlr1qxBMBjE2rVrKz1vJBJBSUlJzI2IiIhaJtaUrClrivHpREREVCs//PADhBA46aSTEu4/6aSTUFhYiPz8fHTu3BkAMGLECMyfPx8A0LdvX3z44Yf429/+hjFjxmDv3r3IzMzEueeeC5fLhW7duuH0008HAPz000947rnn8MsvvyA7OxsAcMstt+Ctt97CqlWrsHjxYgCAqqp49NFHccopp9jtuOyyy7B27Vpcc801AIB33nkHhYWFmDRpEgCz+J08eTJmz54NAOjTpw8eeughjBo1Co899hj27t1rxysNHToUAPD3v/+90tdtWblyJaZMmYL09HSccsopOPPMM3HJJZdgxIgRAIDvv/8e//znP7Fhwwace+65AIBevXrZj3/00UfRtWtXPPLII5AkCf369cOBAwcwb9483HnnnXbU0gknnIBly5bZj7vzzjtx2mmn2e8JADz11FPo2rUrvv/+e5SWlkLTNEycOBHdu3cHgJiCvqkx6pKIiIhYV7KurK8zzzwTjz/+OL7//nv07dsXX375Jf773/9i+fLlAIDdu3cjLy8PY8eOtR/j8XgwatQobNmyBTNnzkx43iVLliA3N7cpXgIRUYOoaknGui7BGI3LMVJLxpqSNWVNcaY4ERERNShrNJ8kSfa2YcOGxRwzbNgw7NixAwAwadIkhEIh9OrVC9dddx1eeeUVO37n888/hxACffv2RUpKin3bvHkzfvrpJ/t8brcbgwYNinmOKVOmYNOmTThw4AAA4Nlnn8V5552HDh06AAA+++wzrF69Oua848aNg2EY2L17N3bs2AGn04khQ4bY5+zXrx/S0tKqfP1nnXUWdu3ahXfeeQcXX3wxvvnmG4wcORJ33303AGD79u1wOBwx0UjRduzYgWHDhsW8fyNGjEBpaSl++eUXe1t0u6zX895778W8nn79+gEwC/ZTTjkF55xzDgYOHIhJkybhySefRGFhYZWvpTEx6pKIiIiqw7qSdWV15s2bhyuuuAL9+vWDy+XC4MGDMXv2bFxxxRUAgLy8PABARkZGzOMyMjLsfYksWLAAxcXF9m3fvn2N9yKIiIioUbGmZE1pYac4ERER1coJJ5wASZLw7bffJtz/3XffoUOHDjjuuOOqPI9VSHXt2hU7d+7EihUr4PV6MWvWLJx11llQVRWGYcDhcOCzzz7D9u3b7duOHTvw4IMP2ufyer0xhRkAnH766ejduzeef/55hEIhvPLKK7jyyivt/YZhYObMmTHn/fLLL/HDDz+gd+/eCQvmmnK5XBg5ciTmz5+P9evX46677sLdd98NRVHiYpwqEkLEPWeitiQnJ8ccYxgGLrjggpjXs337dvzwww8466yz4HA4sGHDBrz55pvo378/Hn74YZx44onYvXt3rV9fQ2iMqEvGXBIREbUurCurx7qyai+88AKeeeYZrF27Fp9//jnWrFmD+++/H2vWrIk5LtH7UNXPw+PxoF27djE3IiIiaplYU1aPNaWJneJERERUK+np6RgzZgweffRRhEKhmH15eXl49tlncdlll8UURR999FHMcR999JE9MhAwC8Xf/e53eOihh7Bp0yZs3boVX3/9NQYPHgxd13H48GGccMIJMbfMzMxq2zp58mQ8++yzeO211yDLMiZMmGDvO+200/DNN9/EnfeEE06A2+3GSSedBE3T7E5aANi5cyeKiopq+5ahf//+0DQN4XAYAwcOhGEY2Lx5c6XHbtmyJWb9nC1btiA1NRVdunSp9Dms19OjR4+412MVpZIkYcSIEcjNzcUXX3wBt9uNV155pdavpyGceeaZeOedd/D9998DgB11ed555wGoPuoykSVLlqB9+/b2rWvXro3/QoiIiKjOWFcW1fYtY11Zwa233or58+fj8ssvx8CBA3HVVVfhT3/6E5YsWQIA9s+24qzww4cPx80eJyIiotaJNWVRbd+yY7amZKc4ERFRCxUKBhDwlzT6LRQM1LptjzzyCCKRCMaNG4f3338f+/btw1tvvYUxY8agS5cuuOeee2KO//DDD7Fs2TJ8//33WLFiBV588UXcfPPNAIDVq1fj73//O/73v/9h165dePrpp+H1etG9e3f07dsXU6ZMwdSpU/Hyyy9j9+7d2LZtG5YuXYo33nij2nZOmTIFn3/+Oe655x5ccsklSEpKsvfNmzcPW7duxY033miPUnz11Vfxf//3fwCAE088Eb/97W9x3XXX4eOPP8Znn32Ga6+9ttrRk2effTaeeOIJfPbZZ9izZw/eeOMN3HbbbRg9ejTatWuHHj16YNq0aZgxYwbWrVuH3bt3Y9OmTfjnP/8JAJg1axb27duH//u//8N3332Hf//731i4cCHmzJljr9GTyI033oijR4/iiiuuwCeffIJdu3Zh/fr1mDFjBnRdx8cff4zFixfj008/xd69e/Hyyy8jPz+/2nWHGktjRF0y5pKIiCgx1pWsK9tqXRkMBuNei8PhgGEYAICePXsiMzMTGzZssPcrioLNmzdj+PDhTdpWIiKi1o41JWvK1l5TOhvtzERERFQnbrcbaT4PivZ/j6YKf07zeeB2u2t8fJ8+ffDpp58iJycHl112GQoKCpCZmYmLLroICxcuRMeOHWOO//Of/4zPPvsMubm5SE1NxV//+leMGzfOfO60NNx7772YM2cOdF3HwIED8dprryE9PR0AsGrVKixatAh//vOfsX//fqSnp2PYsGH2jOLq2vnrX/8a27Ztw/Lly2P2DRo0CJs3b8btt9+OkSNHQgiB3r1747LLLrOPWbVqFa699lqMGjUKGRkZWLRoEe64444qn3PcuHFYs2YNbrvtNgSDQWRnZ+P888/HnXfeaR/z2GOP4bbbbsOsWbNQUFCAbt264bbbbgMAdOnSBW+88QZuvfVWnHLKKejYsSOuueYa/OUvf6nyebOzs/Hhhx9i3rx5GDduHCKRCLp3747f/va3kGUZ7dq1w/vvv4/ly5ejpKQE3bt3x1//+leMHz++2vexMURHXQ4YMADbt2/H7NmzkZ2djWnTptnH1Sbq0uPxwOPxNGq7iYiIWhPWlawr23pdecEFF+Cee+5Bt27dMGDAAHzxxRd44IEHMGPGDABmLTl79mwsXrwYffr0QZ8+fbB48WL4fD5Mnjy5ydtLRETUGrGmZE3ZVmpKSUTPd6+GpmnIycnBs88+i7y8PGRlZWH69On4y1/+Yo8GEEIgNzcXK1euRGFhIYYOHYoVK1ZgwIABNXqOkpIStG/fHsXFxVyvh4iOOf4D/hofe+jrQ3V6juROydUek5KZgtTs1Dqdn2onHA5j9+7d6NmzZ8zIwFAoBEVRmqwdbre72lGFdGyp7LMJNEy91rVrV8yfPx833nijvW3RokV45pln8N1332HXrl3o3bs3Pv/8cwwePNg+5sILL0RaWlrcOpGJsK4kopamNrVeTbFmI6Dq/7dZV1Jzauya0u/344477sArr7yCw4cPIzs7G1dccQXuvPNO+0K6da3yiSeeiLlWefLJJ9f4eVhXElFLV1WdWZpXWu/zp2SmAGDteSzgtUpqqRqirqzVTPGlS5fi8ccfx5o1azBgwAB8+umnuPrqq9G+fXs7VmDZsmV44IEHsHr1avTt2xeLFi3CmDFjsHPnTqSm8h9MIiKimvB6vSz8qE2rTdSl1SluRV0uXbq0ydtLRNTUGuLiZSK8kHnsYV1JbVlqaiqWL18eN9MqmiRJyMnJQU5OTpO1i4iIqK1hTUltQa06xbdu3YoLL7zQXvi9R48eeO655+xF3YUQWL58OW6//XZMnDgRALBmzRpkZGRg7dq1mDlzZtw5I5EIIpGIfb+kpKnCF4iIiIiouTDqkoiIiIiIiIiIiJpKrTrFzzzzTDz++OP4/vvv0bdvX3z55Zf473//a4/G3L17N/Ly8jB27Fj7MR6PB6NGjcKWLVsSdoovWbIEubm59XsVRETHmNK8UgQLgo1y7prEqxMR1dfDDz+MO+64A7NmzbKjLmfOnBmzntHcuXMRCoUwa9YsO+py/fr1TB8iIiIiIiIiIiKiWqlVp/i8efNQXFyMfv36weFwQNd13HPPPbjiiisAAHl5eQCAjIyMmMdlZGTg559/TnjOBQsWYM6cOfb9kpISdO3atVYvgoiIiIhaF0ZdEtGxxFrj8dDXh2r8mGBBEKHCULXHeTt44Uv31XhgI+PTiYiIiFqvytYOr2rpnUB+oMbn52QZImrLatUp/sILL+CZZ57B2rVrMWDAAGzfvh2zZ89GdnY2pk2bZh8nSVLM44QQcdssHo8HHo+nDk0nIiIiIiIiIiIiIiIiIiKqWq06xW+99VbMnz8fl19+OQBg4MCB+Pnnn7FkyRJMmzYNmZmZAMwZ41lZWfbjDh8+HDd7nIiIiIiIiIiIiIiIiIiIqLHVqlM8GAxCluWYbQ6HA4ZhAAB69uyJzMxMbNiwAYMHDwYAKIqCzZs3Y+nSpQ3UZCIiIiIiIiIiIiIiImoqVUW0NyQu90NEjaVWneIXXHAB7rnnHnTr1g0DBgzAF198gQceeAAzZswAYMamz549G4sXL0afPn3Qp08fLF68GD6fD5MnT26UF0BERERERERERERERERERFSZWnWKP/zww7jjjjswa9YsHD58GNnZ2Zg5cybuvPNO+5i5c+ciFAph1qxZKCwsxNChQ7F+/XqkpnJ0DxFRQyjNK0UgP4BQYahRzp/cKblRzktERERERERERERERNQcatUpnpqaiuXLl2P58uWVHiNJEnJycpCTk1PPphERER27/Af8Tfp8LTmaKicnB+vWrcP27dsBANOnT0dRURHWrVvXpO3Ys2cPevbsiS+++AKnnnpqkz43EREd28JF4Sr3hQpDCBYEa3XOlMyUKve35NqAaod1ZTnWlURE1Fwa6v/j6AjzQH4AgDnBJf+7/ITHhwpDVdaSFSWlJcXc93bw2s8VLAjaz2k9b31VV5NSy8GashxrytZLrv4QIiIioljTp0+HJEmQJAkulwu9evXCLbfcgkAgUP2D6+nBBx/E6tWra3Tsnj17IEmSXaQ2tl27duGKK65AdnY2kpKScPzxx+PCCy/E999/3yTPT0RERNTasK5MjHUlERERUc2xpkyMNWWsWs0UJyKixBpjtGciVY2erM2oz6pEj/gEWvaoPGpev/3tb7Fq1SqoqooPPvgA1157LQKBAB577LG4Y1VVhcvlapDnbd++fYOcp6EpioIxY8agX79+ePnll5GVlYVffvkFb7zxBoqLixvteRvyvSUiIiJqDqwrY7GuJCIiIqo91pSxWFPG40xxIiIiqhOPx4PMzEx07doVkydPxpQpU+yYoJycHJx66ql46qmn0KtXL3g8HgghUFxcjD/84Q/o3Lkz2rVrh9/85jf48ssvY8577733IiMjA6mpqbjmmmsQDscO+Jg+fTouuugi+75hGFi6dClOOOEEeDwedOvWDffccw8AoGfPngCAwYMHQ5IknH322fbjVq1ahZNOOglJSUno168fHn300Zjn+eSTTzB48GAkJSVhyJAh+OKLL6p8P7799lvs2rULjz76KM444wx0794dI0aMwD333INf//rX9nG//PILLr/8cnTs2BHJyckYMmQIPv74Y3v/Y489ht69e8PtduPEE0/E008/HfM8kiTh8ccfx4UXXojk5GQsWrQIAPDaa6/hV7/6FZKSktCrVy/k5uZC0zT7cTk5OejWrRs8Hg+ys7Nx0003Vfl6iIiodQkVhmp0C+QHEMgPoDSvtMqb/4A/7kbUWFhXxmJdSURETSlSErFv4aJwzM2qIYMFQfurdbPqykS3/O/y7VtVx9W0DmU9SjXBmjIWa8p4nClOREREDcLr9UJVVfv+jz/+iH/+85/417/+BYfDAQCYMGECOnbsiDfeeAPt27fHE088gXPOOQfff/89OnbsiH/+859YuHAhVqxYgZEjR+Lpp5/GQw89hF69elX6vAsWLMCTTz6Jv/3tbzjzzDNx8OBBfPfddwDMYvH000/Hxo0bMWDAALjdbgDAk08+iYULF+KRRx7B4MGD8cUXX+C6665DcnIypk2bhkAggPPPPx+/+c1v8Mwzz2D37t24+eabq3z9nTp1gizLeOmllzB79mz7NUcrLS3FqFGj0KVLF7z66qvIzMzE559/DsMwAACvvPIKbr75ZixfvhznnnsuXn/9dVx99dU4/vjjMXr0aPs8CxcuxJIlS/C3v/0NDocDb7/9Nq688ko89NBDGDlyJH766Sf84Q9/sI996aWX8Le//Q3PP/88BgwYgLy8vLgCn4iIiKilYF3JupKIiIiovlhTsqasiJ3iRETNqGJcesXo8kQC+QEEC4JxcemRkkjcsZ52nvo1kKiGPvnkE6xduxbnnHOOvU1RFDz99NPo1KkTAODdd9/F119/jcOHD8PjMT+b999/P9atW4eXXnoJf/jDH7B8+XLMmDED1157LQBg0aJF2LhxY9wITIvf78eDDz6IRx55BNOmTQMA9O7dG2eeeSYA2M+dnp6OzMxM+3F33303/vrXv2LixIkAzFGa3377LZ544glMmzYNzz77LHRdx1NPPQWfz4cBAwbgl19+wQ033FDpe9ClSxc89NBDmDt3LnJzczFkyBCMHj0aU6ZMsQvltWvXIj8/H9u2bUPHjh0BACeccIJ9jvvvvx/Tp0/HrFmzAABz5szBRx99hPvvvz+m0Jw8eTJmzJhh37/qqqswf/58+z3o1asX7r77bsydOxcLFy7E3r17kZmZiXPPPRculwvdunXD6aefXulrISIiImourCtZVxIRERHVF2tK1pSJsFOciIiI6uT1119HSkoKNE2Dqqq48MIL8fDDD9v7u3fvbhd6APDZZ5+htLQU6enpMecJhUL46aefAAA7duzA9ddfH7N/2LBheO+99xK2YceOHYhEIjEFbnXy8/Oxb98+XHPNNbjuuuvs7Zqm2WsA7dixA6eccgp8Pl9MO6pz4403YurUqXjvvffw8ccf48UXX8TixYvx6quvYsyYMdi+fTsGDx5sF5mJXo81atIyYsQIPPjggzHbhgwZEnP/s88+w7Zt2+woJgDQdR3hcBjBYBCTJk3C8uXL0atXL/z2t7/FeeedhwsuuABOJ0tBIqKWFsMYLAgCMOPQrUGQiQY/VqWqwZLW+esiNTu1zo8lqgrrynisK4mIqDrRdV2oMJTwmHBRuNpaUvEr1T6Xt4O3do0jagasKeOxpozFipWIiIjqZPTo0XjsscfgcrmQnZ0Nl8sVsz85OTnmvmEYyMrKwqZNm+LOlZaWVqc2eL21/6XMiv958sknMXTo0Jh9VoyQEKJO7QGA1NRU/O53v8Pvfvc7LFq0COPGjcOiRYswZsyYGrVXkqSY+0KIuG2J3tvc3Fx7NGm0pKQkdO3aFTt37sSGDRuwceNGzJo1C/fddx82b94c93MjIiIiamqsKxNjXUlERERUc6wpE2NNWY6d4kREbVRNRnkmUpfZQ5w1dGxKTk6OidOpzmmnnYa8vDw4nU706NEj4TEnnXQSPvroI0ydOtXe9tFHH1V6zj59+sDr9eKdd96xY4yiWevy6Lpub8vIyECXLl2wa9cuTJkyJeF5+/fvj6effhqhUMguDqtqR2UkSUK/fv2wZcsWAMCgQYPw//7f/8PRo0cTjsA86aST8N///jfm9W/ZsgUnnXRSlc9z2mmnYefOnVX+PLxer10A33jjjejXrx++/vprnHbaabV+XUREREQNiXVl9VhXEhEREVWNNWX1jvWakp3iRERE1CTOPfdcDBs2DBdddBGWLl2KE088EQcOHMAbb7yBiy66CEOGDMHNN9+MadOmYciQITjzzDPx7LPP4ptvvrHXuakoKSkJ8+bNw9y5c+F2uzFixAjk5+fjm2++wTXXXIPOnTvD6/XirbfewvHHH4+kpCS0b98eOTk5uOmmm9CuXTuMHz8ekUgEn376KQoLCzFnzhxMnjwZt99+O6655hr85S9/wZ49e3D//fdX+fq2b9+OhQsX4qqrrkL//v3hdruxefNmPPXUU5g3bx4A4IorrsDixYtx0UUXYcmSJcjKysIXX3yB7OxsDBs2DLfeeisuvfRSnHbaaTjnnHPw2muv4eWXX8bGjRurfO4777wT559/Prp27YpJkyZBlmV89dVX+Prrr7Fo0SKsXr0auq5j6NCh8Pl8ePrpp+H1etG9e/e6/TCJiKjeggXBhDGX0ZHp1iBHJRA72FENqjH3Xb7ykfTuZHeVz1vxOX3pvkqOJGq5WFeyriQiautK80oTbg/kB+zvo+s6q4asKFISSXiu6JoxutasWHdaj7VqU3eq265R3anmOaxleio+r8XaHymJxB3boWcH+/u61qWcrEN1xZry2Ksp2SlORETUArXFgl6SJLzxxhu4/fbbMWPGDOTn5yMzMxNnnXUWMjIyAACXXXYZfvrpJ8ybNw/hcBgXX3wxbrjhBrz99tuVnveOO+6A0+nEnXfeiQMHDiArK8te68fpdOKhhx7CXXfdhTvvvBMjR47Epk2bcO2118Ln8+G+++7D3LlzkZycjIEDB2L27NkAgJSUFLz22mu4/vrrMXjwYPTv3x9Lly7FxRdfXGk7jj/+ePTo0QO5ubnYs2cPJEmy7//pT38CYI4GXb9+Pf785z/jvPPOg6Zp6N+/P1asWAEAuOiii/Dggw/ivvvuw0033YSePXti1apVOPvss6t8b8eNG4fXX38dd911F5YtWwaXy4V+/frZI1LT0tJw7733Ys6cOdB1HQMHDsRrr70Wt2YSERERtT2sK1lXsq4kIiKi+mJNyZqyLdSUkqhPEH0jKCkpQfv27VFcXIx27do1d3OIiGrEf8Bfq+OtUZbRozuB6qPLfek+e1ZR8d7imH3RozQVvwIloCScKWSN4qxM+27t4e3gtUdnJndKjjsmJTMl5n5bLIqaSjgcxu7du9GzZ08kJSU1d3OIbFV9NltLvdZa2klEzau2dVx9HPr6kP19U88Ut2rA9t3aAwC8HczIvcpm5CSqAbNOy0p4LDU/1pTUUrWFmhJoXW0lopaprtcOK4q+lljwYwEAs64r3F2Y8PjazhSvTEpmSpPNFE9Uh0a3oyJel2xYrCuppWqIupIzxYmIiIiIiIhqobKLlNWJHgAZKgwhXBRGUlrTXmiqLFqzJqq7mMsLkkTU1Hr06IGff/45bvusWbOwYsUKCCGQm5uLlStXorCwEEOHDsWKFSswYMCAZmgtERERETUndooTERERERERERFRq7Nt2zboum7f/9///ocxY8Zg0qRJAIBly5bhgQcewOrVq9G3b18sWrQIY8aMwc6dO5GayoE8RNQyJBpwWTFd0hI9yDJ6sGP0zOzoBEkloCRMpoxOHlJDatx+ANDCWszxVjpRTWaWW7PJLYlmkxMRNTV2ihMRVaGm0Ua1nS0UyA9UGQVUFWtWUcXiMrogVQJKXKxmTYWLwnacJhEREREREVFL1alTp5j79957L3r37o1Ro0ZBCIHly5fj9ttvx8SJEwEAa9asQUZGBtauXYuZM2c2R5OJiIiIqJmwU5yIiIiImhyjLomotats9k5VotcQDxeF4d/vj5nVAyBmrUZr0GPFwY4VZ/NErylek5k7tVXZuuNERC2Joih45plnMGfOHEiShF27diEvLw9jx461j/F4PBg1ahS2bNlSZad4JBJBJFL+73NJSUmjtp2IiIiIGh87xYmIiFoAIURzN4EohmEYjXp+Rl0SERE1vMb+/5uotpry95x169ahqKgI06dPBwDk5eUBADIyMmKOy8jISDg4M9qSJUuQm5vbKO0komNHdAJlVSmTiQZbJoo8B2IHWVaMTLe/j0qQVINqTAx6ItZ+LRJ7XPQ5tYiGpPZJUIOqPUDTeo5E7beOcXldUAKKPeDTGgCa6PVUpq5pm1Q/rCuppWmIzyQ7xYmImlGwIBhT/BXvLY7ZXzEi3Z3qRmleKdSgGlc0WoWr0+OEFtGgR3Q4PA57mzPJCZe3fBaRO9kNan4ulwuSJCE/Px+dOnWCJEnN3SQ6xgkhoCgK8vPzIcsy3O7G+beiMaIuOaOHiBpLuy7tGuQ8KUixv09CElbdsKpBzkvkdrshyzIOHDiATp06we12s66kZieEQH5+PiRJgsvlqv4B9fT3v/8d48ePR3Z2dsz2in8XhBDV/v1YsGAB5syZY98vKSlB165dG66xRERELRTrSmppGvJaJTvFiYiImpHD4cDxxx+PX375BXv27Gnu5hDZfD4funXrBlmWG/25GirqkjN6iKgxtOvSDmmd05HcMa1Bzxs8WoRrHrsGj019DED5gEUr/jyQH7Bn2ETP7qk4g6em1KAaE7MOAJ52njqdi1oeWZbRs2dPHDx4EAcOHGju5hDZJEnC8ccfD4fD0ajP8/PPP2Pjxo14+eWX7W2ZmZkAzBnjWVlZ9vbDhw/HzR6vyOPxwOPhv5FERHTsYV1JLVVDXKtkpzgREVEzS0lJQZ8+faCqavUHEzUBh8MBp9PZZCOBGyrqkjN6iKixJHdMw5DxI9GhXX2XbzD/XS0qKsG2tz9A8eFD9W8cURm3241u3bpB07SYJUqImpPL5Wr0DnEAWLVqFTp37owJEybY23r27InMzExs2LABgwcPBmAOxty8eTOWLl3a6G0iIrKU5pXaEeNWamS4KGzvj45Bt1RMj7S3lw2gdCe77XO6fC4EC4J2QmTFgZCWygZXWtv1iFk/6Ir51YpHNzQDuqrbqZTWcdEJlRXPHX2MlWBpndN6DUD1gzR96b4q91PjYF1JLU1DXausVad4jx49El6InDVrFlasWAEhBHJzc7Fy5UoUFhZi6NChWLFiBQYMGFCvRhIRNZeq1vuJFsgPVLrWDxC/Pk64KIyktCQU7y2OWUun4vNZxadFCSg4uuso9IgeU0A6XA7oqg5DNSC7ZBiqAUMzIDvNUVOyS4bD5YDD7YgpWCtyJjljzlsR1/BpPA6Ho0kuFhG1RA0VdckZPUTUmDq0S0VWZqfqD6wKl+WjRmbFVDdFVDVRS2EYBlatWoVp06bB6Sz/PVeSJMyePRuLFy9Gnz590KdPHyxevBg+nw+TJ09uxhYTERG1fKwrqS2qVaf4tm3bYkaF/O9//8OYMWMwadIkAMCyZcvwwAMPYPXq1ejbty8WLVqEMWPGYOfOnUhNre+IeiIiIiJqaxo66pKIqL5qOigSACDq91xOOHF011Hz+6gBi84kJ8LF4bjZOgCgq7EzNdzJ7krj1RMNgqwNbwdvvR5PRNQUNm7ciL1792LGjBlx++bOnYtQKIRZs2bZE3jWr1/P65REREREx6Ba/YbcqVPsqPh7770XvXv3xqhRoyCEwPLly3H77bdj4sSJAIA1a9YgIyMDa9eurXTtx0gkgkikPB6kpKSktq+BiKjN+cM//oAQYmeXB2HORE+GOVvbgZrPKtYQG2HkgQcPnPNAPVtJRFR/jLokIiIiovoYO3YshEg8SkmSJOTk5CAnJ6dpG0VE1MSiB0kCgBpS7a/WoMnQUfNao5U0aTFUM87I0GK/akr5OQ3NgBbSIDvluOeyotEtVoql9b2VXqkrekyKJVCekpncKdmOkbcSNusiNZuDnoiocnUeNq4oCp555hnMmTMHkiRh165dyMvLw9ixY+1jPB4PRo0ahS1btlTaKb5kyRLk5ubWtRlERK2SVeQpfiUmrjxYEMSf/vMn6J2BDh2zYh7ToeyrLOq/xm+gsATz35mP2/vfDoervBB1uB12YWu1MXptn+iCNHrmUMX1fayY9ZTMlDq3kUUsUdvHqEsiIiIiIiIiIiJqCnXuFF+3bh2Kioowffp0AGa8JYC4SMuMjIyE65BbFixYgDlz5tj3S0pK0LVr17o2i4io1QsiiA4ds/Dr345EWvt2UXvMke/CqF+neFGxH5+//QGKDh+q13mIiOqLUZdERERERERERETUFOrcKf73v/8d48ePR3Z2dsx2SYrtrBFCxG2L5vF44PF4Kt1PRHSsSmvfDlkZx5VvKPunVGiJjyciam0YdUlExzoZsr1uuMXpcUILa9Ajur2WePQ64lYUpUVX9Jh1xK3zRcdS1kW4KBy3rVbrrSfAJCAiIiKieIpfidsWyA8AKI9Bt2hhDVpEg9PjtFMeHR4HQkdDdhqkruoxkehWHLoaUiF0AWEISLIEYZT/Ph593/pqPQ4ANKcZnS45JAjd3C85JEgO84Kl7CyPY4+OZm8IwYJgg54vGutTomNLnTrFf/75Z2zcuBEvv/yyvS0zMxOAOWM8K6s88vfw4cNxs8eJiI5V1sVFq9hVAoq9dg4Qv/5PY1P8SmzR6pShK3rMWkDRhblVbAOxF0pDhaGYOPWaqE+0OhERERERERERERERUU3VacjOqlWr0LlzZ0yYMMHe1rNnT2RmZmLDhg32NkVRsHnzZgwfPrz+LSUiIiIiIiIiIiIiIiIiIqqlWs8UNwwDq1atwrRp0+B0lj9ckiTMnj0bixcvRp8+fdCnTx8sXrwYPp8PkydPbtBGExEREREREVXFf8Bfo+MqRoJbUZWWVKTCp3rh8EtAUlnEZFrlS4TVhhNOBI+YcZBWeo8VN6mFyhOEoqMrAcDQy+/LrtgIdityPREtrNkRnGpQhRKIj+qsSsX3xpLcKblW5yEiIiKi8kTGRDVZqDAELaLFLbWjKzp0VYfD5YhJn1QCCmSHWUcaugFDNyA7ZPN7xYAwhBmlrhsQQkCWZRhGbI0JK03diPpaVvYaqmFOsZSijpPMfiHNZdatkixBkiXIQTkmYl12yHB6nDA0A7JTjkmttF5fqDAEZ5ITLq8LLp8L7mQ3AMCd6oannbn8blJaEgDAl+6r7q0lIkqo1p3iGzduxN69ezFjxoy4fXPnzkUoFMKsWbNQWFiIoUOHYv369UhN5boMRNTyJbpwWtmFv4qCBUGECkOV7k+0JqPiN6PTo9cGil4Psk6KE6/Ni6ga11Esw6f54EA6IiWRmHV+JIdkR7iHi8NwepwxUerRRacVq+5OdVfbLF4oJSIiIiIiIiIiIiKi5lLrTvGxY8dCiMSdLpIkIScnBzk5OfVtFxERERERERERERERERERUb3VulOciIiIiIiIqKWy0n8qxqJXpmIyULAgWLsnrCSoJyErvafsMUlIshOFJIcU81UPl0dlCiP2SaLvG7phJ/hYrFjKpLQkODwOe3uiVKKKj61KZe8NU4GIiIjoWFDT5XksVj2a/12+nTAZLgojUhKB4lfs2PRENVbwSBC6qpux5VEMzbCX1tGU8tpOD+uQZLOOFIaAMAQkWbIj0wGYkeYCgAAM2YhJloz5vrL6VkJ5fHrZ90IS0GHWrZJkxqdbzw+YdalwVF4wW0v/aBHNTquMjoVvaCmZKY12biJq+dgpTkRUQfQF1IpFaWUR6VZBWxnFr8Cd6kZpXinUoGqvC6T4FXsdIAAIHQ0hCUmJTyIqfK3qmBqyimirUJVkCUIXkEtkqEEVsku22wbAjlYHYBeqidb6sS7uVvZ+8cIpERERERERERERERE1FXaKExERERERETUxXddRgkI8Xvi4vU2BAg0a5LI/iRgwIEGy74cDYahQkYIUzO06t9HbTURERERERNQasVOciIiIiIiI2pTSvNIax6JXTLaxEm8aVIXEnxJ/ACFdh69POnRHeSqPAy444h8do+L+FJgRkIGjRVi2bxluyb4Fhm7ACacdR2nRIzoqsmI7iYiIiCix2i7PY7Hq0VBhCMV7iwHAjk1XgyrUkBkTbiUzRi91owbVmKh0i6Ebdo2nR8oj03WlQny6MAtPIUR5NLqG8ro0viysnkDCJEtRdkfI5nMZumE/v6zJZox7WQy8JEtwesu7peRg7EBQ672w3hs1qNr1am2W/akJRqkTHXvYKU5Ex4zq1v2xCtvoC6jWRdLowhUov3ioBlW4fC47Er0ykZIIHB6HHZceLgrD0A0YihETXa4rOjzwlD8wOg5dQoOruD4lERERETU+RVHhSPZh0LDT0CWzU+0eHFcTChSW+PHpmx+g8PDBhmoiERERERERUZvCTnEiIiIiIiKiZpCSkoys444r3yCj9gMhG2HgJBEREREREVFbw05xIiIiIiIiOiYkSvapGJceKYnERDMmIal8Z4K4SDRk8E5RHU4mAw6/BJ/qhQPHIVIcgTAEJFlCuCgM2S1Ddpg3QzcgO8yIStkpQ3bKCGeE4fSUXxqwYjudHiecSeZ2X7oP7mR3pclIFaPqozGWkoiIiIiIiFoCdooTEVVgrTcZvd6PFa2uBsvWs4la80cNqdDCGoJHEq9TaT1OdskwVANaWIMW0sz1fcpugBmfbuhGpedoCsIQELqIW6/IEr22UW0EC4Lwpfvq0zQiIiIiIiIiIqImc/Bzc2kaawCgdc2wpqKXZSzNK7XXEa+4hrgeKVsjXClf6FsLazHrhwOA0M3riNZ1O10z90mSBKELM0FIQvza30bU943BulxY9vxCKn8iQzYACfY1T0mSYpZz1BUdDrcDhmZAV3W4k93mKcveG+vaK1B+XTZSEoGnXdTyk1Xg9UgiisZOcSIiIiIiIqJWTjNUFKMYTwaeBAB44IEICIQQQgCJZ3ILCER+iCTc1x7tcf+E+xutvURERERERERNiZ3iREREREREdMyxYtMjJbGdwopfsWcDqSEVzqb8tbkus3d0wF8aQkQHOvbMhlN22LskAD4kAa6kSh9eWbh58GgxbvnPLewYJyIiIiIiojaBneJERERERERErZiqaHD4vOj/q5OR2Tk9br+eWrve9qJiP7a9/T78h/MbqolERERExwQrMh0oH4Sp+BWoQRWhwhC0iBYTl66rOrSQGRVuxaJrigYtaC69aOiGGTkuBIQQsXHoGsrjypt3RUZTdGy7xYDZRtncYUWrS7JU/jDdfJ2GZsBQza+yUwYAyC7ZjlR3eBxQQypcXheSOyXbj48e5Gq95xbr5+Ht4GWUOhGxU5yIqCqKXwFQvmaNVUhFr/kTKYlAV/S4WUbRrOMN3YChGPbaQXZBa9EBN9zmUjyJCklUsi1qnxGW47cbUQ+NyHAaLsjwmoW1FruWD2AW37IuQ9bKbmWFqFW0OzwOEBEREVHL4kv2oXN6x/gdaVL8NiIiIiIiIqJjSIKeEyIiIiIiIqJjh+JXym8BBWpIhRpS7YGMRETUcu3fvx9XXnkl0tPT4fP5cOqpp+Kzzz6z9wshkJOTg+zsbHi9Xpx99tn45ptvmrHFRERERNQcOFOciIiIiIiIiIiIWp3CwkKMGDECo0ePxptvvonOnTvjp59+Qlpamn3MsmXL8MADD2D16tXo27cvFi1ahDFjxmDnzp1ITU1tvsYTUasVHZFeUXR8t3+/HwAQyA8gVBhC8EgQuqrDUM1IR0Mzo8I1RYPQBYReFjFuCOiqbqZLGmWR41aipBWfboU+VpY02VJEt7mMIQygLMhI13RIkgRZkWG4y98LyWEe4HQ77ffL5XMBQNzAVSWgVNsMbwdvvV8KEbV+7BQnojbHf8CfcHtpXmmVjwvkBwCUF7bhorBdVKkhMz5di2hweuL/6VSDKrSIBkNPvICPHjZjx4Uh7ILX3BB/S0EKSoQCoUsQatRJGiPbQ5S1yTDsAloIASkswZANSA4JkkOC7Ih9ctklw+EyI9TdqW5oYc1+j9SgCiWg2Ov9EBERERERETWGpUuXomvXrli1apW9rUePHvb3QggsX74ct99+OyZOnAgAWLNmDTIyMrB27VrMnDmzqZtMRERERM2E8elERERE1CwYdUlETSFYEESwIIhQYQjhorB9i5REECmJ2JHp1k0NqggcDqDklxL4D/rhgqu5X0L9FYla3Rx+CT7Vi2QkI1wcRrAgiEB+AMV7i2Nu0TOhiIiaw6uvvoohQ4Zg0qRJ6Ny5MwYPHownn3zS3r97927k5eVh7Nix9jaPx4NRo0Zhy5YtlZ43EomgpKQk5kZERERErRtnihMRERFRk2PUJRERERHV165du/DYY49hzpw5uO222/DJJ5/gpptugsfjwdSpU5GXlwcAyMjIiHlcRkYGfv7550rPu2TJEuTm5jZq24modbMGB0ZKIjHbFX95lHd0KmXwSBCRkoiZIFmWNGnoBoQuYKgGhCEgjPL4dGGI8thxGfFpk61ZFe2PjpEHzPfIStzUVR2KX4Ee0WMeY6VXJqL4FbhT3VVG3ltSs3mdgaitY6c4EbUalcWiV1RZTLpViAYLggn3W7OHCr4vgBpUoYbMWUJA+do0WkiD7JTtYsz6qoZU6BEdwhCQZCnu3Lpqro8DICaqPG4dIAByE4V4OOEEVNjr8lgEBFRFNdf2kWF+LXtJkeIInF6nHakuO2Toqg6HywGH24xT97TzQA2pdow6AIS6JS48UzJTGunVEVFL1xhRl5FIBJFI+QUJzughIiIiatsMw8CQIUOwePFiAMDgwYPxzTff4LHHHsPUqVPt46zfxy1CiLht0RYsWIA5c+bY90tKStC1a9cGbj0RERERNSXGpxMRERFRk2uMqMslS5agffv29o0XLokoWnRkuh2b7i+PTLdvIRW6okMNqtBCWrXnFTqgh2p4iwBaEJA0GRJkQJWgBc1tekSCEZEgjOpvTSl0NITA4QBChSGU5pXG3Pz7/SjeW4yCHwtQ8GMB8r/Lt29ERE0hKysL/fv3j9l20kknYe/evQCAzMxMALBnjFsOHz4cN3s8msfjQbt27WJuRERERNS61bpTnGs/EhEREVF9WVGXffr0wdtvv43rr78eN910E/7xj38AQJVRlxUvaloWLFiA4uJi+7Zv377GfRFERERE1KxGjBiBnTt3xmz7/vvv0b17dwBAz549kZmZiQ0bNtj7FUXB5s2bMXz48CZtKxG1HeGiMPz7/fDv98cNGgzkB+xbqDAUE52uBBWoIXPgpRbSoJaqUAMq1LAKTdGgqzp0TTfj1XWU37Symw4zcbK1i35thhkXb+gGdEWHHtHtr2pAheJXzMGt/og9yDVcFEbwSNC+BQ4H7FvJ/pKYW9HeIhTuKkT+N/nI+zIPBT8WVJoiSkRtX63i07n2IxG1RBXj0q2Y9IqsgqeyNWSswkoNqggVhqBFNCgBBQ6Xw44Yrxibbq0BJHRhF3BSgtk7whAQVkZ6dGR6gjV03HBDQjh+f02K3loUxg44qj+PtURPWYS6LnRIsgRJlmDIBiRH+WuVnTJkpwxd0eFwO+wYdZfXZa+zVBdcz4eobWqMqEuPxwOPx9N4jSYiIiKiFuVPf/oThg8fjsWLF+PSSy/FJ598gpUrV2LlypUAzFpy9uzZWLx4Mfr06YM+ffpg8eLF8Pl8mDx5cjO3noiIiIiaUq06xRtj7UciIiIiOvZUFnX5r3/9C0Bs1GVWVpZ9THVRl0TUOvkP+BvsXNYMHWtAZOHuQvM59vuhBBT7ODWoAoA9GNKiR3RESiLQIpo52K+qgYQthKQ4IBsOQHHACNUyEC5qnJGcFDvC0gUXDNWctRP9HhERtRS//vWv8corr2DBggW466670LNnTyxfvhxTpkyxj5k7dy5CoRBmzZqFwsJCDB06FOvXr+fkHSIiIqJjTK06xV999VWMGzcOkyZNwubNm9GlSxfMmjUL1113HYDq135M1CkeiUQQiUTs+yUlJXV9LURERETUStQm6nLw4MEAyqMuly5d2uTtJSIiIqKW6fzzz8f5559f6X5JkpCTk4OcnJymaxQRtViVDca0BlZG2//pfgBApMTsv1D85gDLor1FCBwOmDHfqh7zGC1kDiSUnTK0sBYTC25oBoQoj4UUuohPlJQQnyyZIGmy1bNekwpABoRDQDf08tcvAdDNlDlZk83UyrLBmpJDghYuH7BppVcCgK6U/zwc7vLBrdGDY4no2FWrTnFr7cc5c+bgtttuwyeffIKbbroJHo8HU6dOrXLtx59//jnhOZcsWYLc3Nw6Np+IqJxVuFZcFyZUGLKj0QGzgLUKIWuGEABzTZ+whuCRINSgCkMzoATN4wylLCbdEJBkyYxDN8zqTZIl6ErZej8GIKSyqs6adSMQG0NuFbtNySo0o2YCueGu/eON8uh4K0bdilCXdRmyVlaAlv1CoEU0aGEN/v1++/0HzKj6UGEo7mflS/fZ36dkptS8fUTU6jDqkoiIiIiIiIiIiJpKrTrFG2PtxwULFmDOnDn2/ZKSEnTt2rU2zSIiIiKiVoZRl0RUV6V5pVXuD+QHUPBjAcJFYQBmbLq1PVQYijs+UhKJmVGiqzqUoAJDMWBoBjzwmOMbhRQzUNBW2WDHyrZHnweSeb/i/mhS800NkhA7C8caUKqGVPu+NdjU084T89iKM62qk5rNf9uJiIiIiIio8dSqU7wx1n70eDzweDwJ9xERERFR28WoSyIiIiIiImrprNh0azCgFtbs6HRDNexURQB26qTskO3YdF3Vzah0KybdkmgQZVuMSq+O9b5IKE/ZdMCOlBfCfO+EIWCoBmTIZmJnAnFx9hFzgKc1uNMaOBuNaZVEx45adYpz7UciamrR6/xYs4IqzjqxIritmT8Vi5tISQSKX7EfZ8WkA+WFEWAWuLqqQwtp0CJla/6EzULKKm6j49MNo6z4suLRY2uuOnMm+qdZxE8aslSyuVpSbR8pAGiAIYzyIlVCTIy8JEvQFA2yQzaLVJcMh8uBoqQiuLwu+1QunwvuZDdSu8TOCIqOTyciIiIiIiIiIiIiImoIteoU59qPRERERERE1JD8B/zVRqJHqy6WO1gQRPHeYvu+NaNHDan2gEg9otuR6WpQjZndY2jmwEhDM2DoRu0HErY21mykBC/TAQfUkApDN2dAJYqfB8zBq4pfQaQkYseoWwNX64px6kRERERERNSQatUpzrUfiYiIiIiIiIiIiIiorYuURABEDbIsi+DWIlpMdHr0AEuhmyMODRj2fmGURadHx4RTrLKo9Bhl75eQhXkTApIk2amV9mEOA7Iux53SUM2fix4pGwwbUpFSUvOodA7SJGp7atUpDnDtRyJq+ayC1aL4FSgBBWqorHANazGzhCzR0elaSIMwBHRFhxBm0QXALM6MqK9AeVHbWpS9lIQx7TVhvWUSABnQJXODLMuQnbJZ/Dvq3UoiIiIiIiIiIiIiIqIGET98hoiIiIiIiIiIiIiIiIiIqI2o4zRBIiIiIiIiovqx1hOvbp3waNWtVV24u9BOCoo+PlwchuJX4qIuNUWDoZixP8IQEIYwU4XK0oHazJriFeMoE+0X1muVAEhwwWXHThq6geCR2Pfe4TbjgRweB5weJ5xJTri8Lrh8Lju9yVpjHACS0pIAAN4OXgCAL91XaXMYV0lEREQEbMImlKI0riaVK8x3rG6/AQMuuJCOdJyKUxulrURELR07xYmoxSvNKwUA+2Jp9IXQUGEI4aIwgPLYdOt4S7AgCC2s2ft1RYeumpHf1kU+2SXb0em6otvr/djR6VY8urXujxWfbn3fgOpz4VWogKEk2mGfHNABh3DABVedn8c+pw57HSRDmG+SJJsbFCiQHWakeskvJfZFU8C8cJrUPsm+WA0A7mQ3CtIK4p4m+ueZkhm/7g8vmBIRERERERERUX0E8gNxgy8Vf/la4mpIRbjYvAYZOhqC4legKRqELux1xAFz2UZr7WtDN8xrZzpi1fBa4of4ELvS98LdoebrYHu1pLLvEq31GMHh4h/gLHTiZJxc43M2i4rLVkpla4tLwh7cal2DlGTJ/l5Xyt9s61qkdR0YKP+ZWqoapElEbQ87xYmIiIiIiIiIiIiIiFoQP/xwd0jByaOHon1yzTrGHaWVT7YpCQawc8sXKC4sbqgmEhG1KuwUJyIiIiIiohar4oydUGGo0mPDRWH49/sRyA9ADakAgJJfSqAGVWhhDWpItWfyWFHpuqpDGGXTdcoi06Nn8/jgQwkiUdHijUtoNZg6JMW2RTIkM21ISBAVUoOkeoQDSZCghlVIEQmSJMEPv71PdsiQHWYsp+w004FklwyHywGH22H/3FxeswHJnZLt5KaqJHdKrnuDiYiIiNqg9skpOK5jeo2OlZwNHGlJRNSGsFOciNo8LWzGoltR3VpIg6GVr41o6GXfK+VrSxq6UR6Rbn1tIi64IMMBaBIMtWyjAISc+Hip4veJal9R4SskOBvqvwCt/FtDMt87WZGhR3Q7vsjQDMjO8hfg9DqhR3Ro4fIHO5PK2+NOddvf88IoERERERERERE1lIpLLwLmQMzowZfhorC9lGOoMIRIScS+thguCtvXF62BlhZDMyPThSTKrys2paqer2xfxfXGW4XopSxlxC53GX1Y2QBYydE0A1qJqHVphf/6ERERERERERERERERERER1QxnihMRHYNUTcVRHMUH+ACAGY2ZiFE25DKCCLSyKeECAg44ys8F1d4HAbRT2uFc77mN2HoiIiI6Flkzd/K/yY/bZ83aUYOqPZNHV8wM9NDRENSQCkM1oEU0c1ZJNAPls0wE4mbX2HVPgn22qpJ6WjEJEqCaM52EJKCWquVJQLJhz8CRHBJkhwynxwlDNaCrOhzFDjg95ZcclIASkwZERERERERE1JTYKU5EbYriV6AG1ZhtWkSDHtFhqGY0uhbR7Mh0oQs7VseOTjeM2Nj0Jr6gWVkHdUMJhBUEoQLd3NDk+LioRDRHhcUpUf4eiwpv0C9HD2Jj4Ub8xvMbSJK5/qQwBBxJ5gVloQvz5xAqj7QHAIfLAS2swZnkhMvrguKv+JyAt4M3blunfp1i7qdkpsTcT81OrdFrJCIiIiIiIiKitsl/wA8AOPT1IQQLgvZ2a+Bl8d7imGtRSkCBP898TOhoyLyOFSxbmjGoQVf18tj06OuHesO1OQUpCGgGHH4JkqNhLlCa6eOtNEDYGqRqwIytl8reEwnl60uWvTRJMgdt6ooOh9sRcx3SuvaY3CkZ4aIwOvTsAAB2XL7FitnntUaitoOd4kRExxhNUyD5POg9cBA6p6XV6DGSu/LCW0T14ZcES/HNB9sQKAxUejwREREREREREREREVFTYqc4EdExyuvzomP7DjU6Vk4SgJS4Y1xq3IntRERERDGiZ3CoITO9RgubS7loEc1ODjI0wz5GC2nQNR3QEJ8CZKBKjZ3i05I54Yx5f3RJt2fiWLNvAECSJchOGYZuQHbIcCe7oUfKp0k5k3jpgYiIiKglUDUNBSjAx/g4Lv2xIglStbPKk5GM/ujfkE0kImo0/M2UiJqdFV+USGleqX3h04o2smKNACBcFEakJALAjE5XAop9cdSiR3Toim7Ho+uKbkemC0PYN0M3zNgjA2bUUTOtA+mAA5KQIAlAGFEXYY3EDRIV77SA9StlyIBSvv6koRv2up4AYKgGJFmCWzPXlZSdMgzVQKQkAi2iQQtrcPlczdV8IiIiIiIiIiJqJaq6tmixorCDBUGECkMIF4UBwL6uWJpXGrMkoxpSofgVONwOe0nGmOuJQpRfg2uk63EOOBp0eGZpOFK2pKKEsFzQIOdUi/cChWj6jvFEA1vNbHgA5jVJ3TCvRRqqYV8bDrqCcLgdcHgc5s+4LFI9KS0p5lS+dF8jNp6Imgs7xYmIiIiIiKhNeeSHRxBC+UBKDzwAzJks0WTICWeCy5Dhhjl4Lw95cFR4HBERERFRa6OXLanYa9AgZLRPq/f5SoJBfL/1cy6jSEStBjvFiahZSZIEH+o+8s4BhxnrGMW62JmEJCycsLBe7avKdmxHCUpqfLwECQrM0YcCwr4AK0GCAw77uEM4BN2oJseTiIiIqBWpbPaOlQpkJQJVZM3iiZREoPjNOsqfF38uK6pbV3Tc9+V9UNMN+NLil4mJxG2prObSAZTNFFKTEBZASIl6dFHUVCANkGKDikyVzRYSgCvgQLKaBGepDJFftlkGUMO5QHJjJ7qXtd2FCsk91uuUymbfyGVJQDIgqRIcmgOSLMHQzdlUslOG7JLhcDmghbWY2VcWbwdv470OIiIiIorj83rRMUGtHKcFpFESETUkdooTUbORJAlpndOR2qFm61rXlMswZ/UECv3I/U8ubvn1LXHHRMemC0PAMAzzmqgVnV6N7diOrzt8C3fHhonSkUT5lU1VdQC6DOWoDslZ2+qzBldIRYWvjSU6OsqA+R5bu4SA7JChhlQIXUBySJAcUszFUy2ixZwuJTPFjraKVl2cUWp2an1fCREREbUiYYSRmnYcBv1mKNJSrRneZTWSqEVvclnpsu/gQez4aidUvQZFIhERNamcnBzk5ubGbMvIyEBeXh4A83fP3NxcrFy5EoWFhRg6dChWrFiBAQMGNEdziaiJWZHpAOzlGaMHXQKwB16qQTVmScZwcRhqUIWu6tDCGjRFswdiGnrUdUSUfW2E62yJEo2oCgJx13V1XYfu0CFFJOgRHZpiXm+UHTLcyW6U+EqgBlW4fC6kZKYAADztPHV6el6DJGr52ClORM0quWMaThs7EmntG7BoCMso9gfw1TsfInyk5jO5a6MEJXB39GHAmb9GO19Kvc8XXeLuP3wY337zLVQj0ZQjIiIiIqqJtNRkdD4uPWabqEW/tnUR8mhxcUM2i4iIGtiAAQOwceNG+77DUZ7EtmzZMjzwwANYvXo1+vbti0WLFmHMmDHYuXMnUlPZeUFERER0LGGnOBE1u7T2qcjqfFzdT1BhJKYelOvXoFpo50tBp45p9T6PMMq7xQtLGqcjn4ioJeGsHiKqKz2iQ1d06GrZTB3VgBIwZ/gYuoE0pEFAhtCl8k5wq16s0CkuOTn7pirWuupxrESgqPR5IQlougbIgKEZdhqQ7JAhO2Toqm7PyLJmYSl+Be5UNzztPAgVmmvABwuC6NSvUyO+KiJqa5xOJzIzM+O2CyGwfPly3H777Zg4cSIAYM2aNcjIyMDatWsxc+bMSs8ZiUQQiZQvm1HC39OJiIiIWj12ihNR21R24dMNN8JFYRiaASWoQOgCekSHoRmxUUe1XMK7IeKL9LAc01b73KoDsuEAVAeMSAu5UCuqCGaPar8kzPfGC2/8MVFp6EIT0KWyi9kC5sklQC1VIckSJFlCuCgM2SHbMVa+/T57zUmXr3x9y6S0JACVr0fpP+BnfBFRC8VZPURERERUXz/88AOys7Ph8XgwdOhQLF68GL169cLu3buRl5eHsWPH2sd6PB6MGjUKW7ZsqbJTfMmSJXEDOImo5SrNK7Xj0aMFC4IAyiPTAcC/3w8loKBkvznYxVq+T/ErUIMqDM2wt6sB8zqVoRnQVR1CK7sIpqP1r7fd2ttfU2WDOYUhzOvBivnzFQ4BzWH+7EOFoZjofOtaZPSgzWjRn7XkTsmoiNchiVqupptOSUREREQUxZrVY906dTJnBlac1XPyySdjzZo1CAaDWLt2baXni0QiKCkpibkRERERUds1dOhQ/OMf/8Dbb7+NJ598Enl5eRg+fDgKCgrsBKKMjIyYx0SnE1VmwYIFKC4utm/79u1rtNdARERERE2jVp3iOTk5kCQp5hYdTySEQE5ODrKzs+H1enH22Wfjm2++afBGExEREVHrZ83q6dmzJy6//HLs2rULAKqd1VOZJUuWoH379vata9eujf4aiKj5GKph3soSgAy9LLK7ARJ9atyGsAwjLEOvxc2ISDHJQG2GAKCaN13RoYU06GHzqxpSoYU0KAEFSkBBuDgMLVx2v2wmDhFRXYwfPx4XX3wxBg4ciHPPPRf/+c9/AJgx6RZJiv1/QQgRt60ij8eDdu3axdyIiIiIqHWrdXw6Yy6JqDb8B/yN+wTVRP044USoMGTGpiu6GZVjxabXI+pIZtBGlRyowQVegdifgcNcB1QyzPh0XdFhOAyoQTO+yFqDsiIr/qoypXmlABhdRNTSWLN6+vbti0OHDmHRokUYPnw4vvnmmypn9fz888+VnnPBggWYM2eOfb+kpIQd40RERETHkOTkZAwcOBA//PADLrroIgBAXl4esrKy7GMOHz4cV2cSUdtnXVdSAmZMuhWbrkd086tattxi2YBLXTHvW/HpwhDm9cSyOG5qJawlMyXAgGHH41vLPGqKBtcRFxxuB7SwudGZ5IQSUOBOdgMA3KnumFN62nns761lHQFzaUdfus++FmlJyUyxv+f1SaLmVetenYaOuSQiIiKiY09jzOrhjB4iIiKiY1skEsGOHTuQlZWFnj17IjMzExs2bLD3K4qCzZs3Y/jw4c3YSiIiIiJqDrWeKW7FXHo8HgwdOhSLFy9Gr169qo25nDlzZsLzRSIRRCLls/+49iMRERHRsYezeoiObaHCUMLtxXuLofgVe0YPYM7uMVTDnslh6AYMxZy9IwwBDzwIwQCEVD6Lp2xCiKg4qyfBLJ8qE3VFhZ0GIKwZQ2Sq4r0wVPMHYc3IqiwRKJAfqDRxirNriCjaLbfcggsuuADdunXD4cOHsWjRIpSUlGDatGmQJAmzZ8/G4sWL0adPH/Tp0weLFy+Gz+fD5MmTm7vpRERERNTEatUp3hgxl0uWLEFubm4dmk5EVD0nnNAjZmy6runmBVENvHDZUuhR3wtzFqiQBCADUsSMUVcc5jqTsis+3MSZVOuxXUTUQlmzekaOHBkzq2fw4MEAymf1LF26tJlbSkREREQtxS+//IIrrrgCR44cQadOnXDGGWfgo48+Qvfu3QEAc+fORSgUwqxZs1BYWIihQ4di/fr1XOaRqBVLNHAukB9AsCAYt71wdyEAcwCeFWkdLAgiXBxG6Kg5KNMatKeFNTs2XegChmZA13RIkmRGp+soj+KmchUHjbZEBgDJvNnx6QAkWYKkS1CDKnS1/CKlFa0fPSg3muI377tT3THx6UTU8tWqN2H8+PH29wMHDsSwYcPQu3dvrFmzBmeccQaA2sdccu1HIiIiomMPZ/UQERERUX09//zzVe6XJAk5OTnIyclpmgYRERERUYtVryl2DRFz6fF44PF46tMMIiIiImplOKuHiBIJF4UBlMdpH/7mMLSwBi2iQfEr0FUdgcMBe/YOADMRSNXNJCADSEYyIggAmgQRO6nDjDoHYITNBBopPogmLj5dDjvhMJxAxAm9JH7At9DjNrUoQq3FsQ7z/RQRCU444IOvDk8IQAV0oUNXdUiyBNlR9n47zPfP0AzIThl6RIfD44AaVOHyuQAAKZkpMafLGMhlM4iIiIiIiKj+6tUpzphLImoREkWhCzMTxwM3tKBmXyRtKDJkSEKCBEAYdYwJamUR7rVprgOOuj2BVn5XM7SYWCNd0RF2mxfK3UVuyC4ZDpcDedvN5TtcPhfcyW64U932OTztzEFXgfyAHZNlXWjlepREzYuzeoiIiIiIiIhaN01XUYACbMO2Ko8TFa4satEXAaO0QzucjJMbrH1ERNFq1SnOmEsiIiIiIiKitk9XDRSgAO/jffsiZggh6GV/EjFgQEBAh46gFruupx7Q4YQT12Vc1+htJyIiomNbqDCEcFEY/v1+KAEFalBFqNBcQzxSEoESUOx1oQ29fDKGlUYkDGFu1wEhCXOiTTOsJ+6Ao3zN7oaYXNOQ5wIQCCkIQAW6SQhKR6o+WKrZk+4t3g+5UEZ/9G+AFkYR5k2I8nYIw/w+ekKORQsn7rQnotatVp3ijLkkIiIiIiKixhQpidgJL+HiMPSIDl3RoQZVGJoBQy27UGnFp4uyC5UNnAzUkhmVXFOUIFW6ryK5irCj0lAQAShADw8OOo6WP2+N32AZjgrR6w4AwaISrDq0CtdkXwNZk6EEFLjhhhoqz3hX/Iodo2+3p+zz0BCYFkRERETUMDRNgeTzoNfAQeicllbv85UEA/h+6xfwF/rr3zgiogRq1SnOmEsiak6GUsmOChf+DBWADshChgceVDKRpV6ccMKpuyEUCUakjvHpbZgZLF9PKgAJ5kwkCZAiEoRe/sO21qYs+rkIAODwOOD0OOFMcsLlNdektNamDBWGECwwZysF8gM1enpeMCUiIqJjlaZrcPi86DN4IDLS0mGXdk4BSKLSSi+6LJcqrKZTXFyKLzd9jEBBUcM3mIiIiIiajdfrRcf2Hep+Al5aJaImUq81xYmIiIiIiIiobfL5vOjUMc2+UCk5Acg1eKAESDU5joiIiKgFEYYov1lpRMAxk0bUbCpMeGqQyTaJ6FHx6ZI5ENR+TlmC7DYLWNkhw3nECdkpw+VzweE2R3s6POZXp8fsVnMmOeFOddvnCBeF7Yk5vvTY1KSUzJTGeU1EVCvsFCciIiIiIqJmEywIIlwUNtd39CtQAoqd8BI6GoKhGjA0A1pEg6Eb0BUdhmGUX5wUALjkX8MSFb42MF3RYTgMyCHzwqOj2BG3bmNBWoH9faILi9F4kZGIiIiIiIiqw05xImr9Kl6ss+9LcMHVxI2hBiVgxt9LgK6W5+BbF1IBQAmYufoOxQE9okOLxF5QjZREkJSW1FQtJiIiIiIiIiIiojpQNQ1HcASf4BMICBhlI2FF1AVgvcJamQoUCAiEELKPB4B2aIfRGN00DSeiVoGd4kRERERERERERERE1Goc+vqQ/X3BjwUIF4Xt+1YCUSA/ADWkIlwchuI3J1WoQRVaWIMaUgEAQjc7Ww3NgK7qEEZZ56sBxqY3sdJwBEGoQDcJYflIjR8XcobN8CiHErP94JF8uAvcGIER5Rujf6ZlfetqWIUkSZDCZmy7JEtQnaodqS47ymPVAUB2ynB6nXC4HHB5yydkJXdKRqQkYseoVyc1O7XGr5GIGgY7xYmIiIiIiIiIiIiIiKjZ6JoCyedBr0GDkNE+reaPSykbyOApn01eHPBj+8YPUVxQ3MCtJKLWjJ3iRNSkSvNKm+aJymogJ/+Za/3KRm0KTUBTzWh0LawBMiBJkj2i1+F2wOlxQnbK9uhfh9sBNaSiNK8U7mQ3AMCdan4t+LEA3g5eAECnfp0AcD1KIiKi2vAf8Nf42MpqwEB+AKHCUMx64tbsHS2i2euJG5oBQzdgKEb5euLRa4pTrRkJ3jdJAMKQotYUl8z7UvmMKSn6cY7aP68ECXpEhyRLUGDWbIpfgR6JjcF07zVrNm8HL0KFoSrXFCciIiKitsPn9aJj+w7mHan640U78yA5yajR8UR07GJvERERERERERERERERtTrBgiDCRWFESiIAYMem2wMvAwq0UNmAS92AHtbtqHQA5YMBDaDCUtXUGlUY+OmoyShODRCSgJDLB4IaugHZIUMYAoZsjsaVHJL91dAMOJOcdky6M8kJJaAkPH2wIAjAjFcnouYlN3cDiIiIiIiIiIiIiIiIiIiIGgtnihNRrdUkKtOKyAzkBwCUj4izRs9R2yY1VlaRiPpqAEIWMFQj5hBZKx/vpas6HMXmiFA1qAJAzKjNcFE45rHW5xUwP8MV49RTs1Pr+wqIiIiOOYe+PmTXghWFCkMo3luMwl2FUEPlsemK34xRD5eE7aVSDNWAMIQ5gyc6Pr0CL7xw6iqgSNDDFcaBV/IYalqaopnL4BgCQhcwNAOyU4bTW36JwpXnAgAUtiu0Z34B5u8V0VHqnHFDRERERERENcFOcSIiIiIiIiIiIiIiavGsiTjRE3AiJREofnMShBJQoIbUmOj0iD9iD7DUVd0caKmVnVBU+ErNR5RNson+WST6uTT0XJyKsfmSGaeuO3Tomg5JKluz3GEOuJVkCYZiwNANBI+Yn0N3qhsur8s+haedp4EbSUQNgZ3iRETUoDRVx2EcxhZsqfQYUVbRavZvIKYSlNjf69ChQo05JtlIxu/k3zVwi4mIiIiIiIiIiIiIqC1jpzgRtSnCitOEGeEtQ67yeKoFUf0wzNJQGEEokHp48IucX7PzRp221BmI2SUqDAc9cnQ/3s5/G+OMceYGGVChQpIkSIoEPaJDkiUopQokhwSH22E/VgubnetqSLW3WaOILdHx/sGCYEycuhXNyQh1IiKixqGFNQSPBKGrOrSQGaOuh8tm8gAwNANClMWnN9BMnkSnEZWeW4JxrM4gipq1E12fSZXF0UuIn8ET/d4p5uwbTdfsn7fslCG7ZITdYTiPOO1ZNyX7zUGTpXmlcCe74U51x8y8SUpLgreDNy5SveIyOERERESVeVG8aE/USLQkoAQJyUhGEpLggVmHOMr+AIBc9sfSAR1wMk5ugpZTVTRVx0EcxNt4G4BZx2rQoENHBObyPCpU6BWmigshAAHoho4wypdebId2mJY8releABE1OHaKExFRg1FVBbLPixNOHYTMDh1r/Xg9LepqaVlUkaW4pASfrf8vSvNLG6KpRERERERERETUhlkDLQ3VMAdYGsIccGnAnlTzKl7FkeMK4e3YvspzRYQDitDg1awulYqZ2+V+Kc4DCsGO8WbkDwZQCgUpJ3hw0FFY6XECMlDJpCoJQBLKB2MWHfXj+fznMck1CZJDgjAEQo4QZKf5+JAnBDWkQg2qMedJSkuqcbs5GYeocbFTnIiIGpzP60V6WoeaHRzV8S2lx47GlWTEzDLSdA2HcRj/wr+gQYNhGAhGzFlE0SM3LQYMhA6EoEKFgdipTBVHgVo+euSjmrWbiIiIGkzuS7lQoEAq+wOYM3KcZb+yGjDs2TdJSIr56oTTfowDDhzFURjCUfEpiIiIiIjiFKMY3o7tceo5I9C+XRVJM5GyerO06iTFkmAAO7d8gZLCkiqPo8alaiocyT6cNPQ0ZHfsFH+AdT2ympBRSTaPKyrx4/P1/0VJPn+uRK0ZO8WJjgH+A/5aP6Y0r/LZuNGR0hVZEdPWMcECs8MyVBhCuCiMSEmk1m2pj0SRR9QyGBHrZxP1MwpV3inuLwwjoklI7pWGgMMAykZyumCOoLS+qnJsJHqSlFbjNgWOFuGMP57BjnEiIqIm9Kdlf0KwQwRJHeNnRegJvo8YZnGgwJyBIQkt5jGqBoQkHWEtdjs1kOgldSpmzVu7BOKX3im774GnbL95E0JAN3R75pbQBQzdHMwoO2X79we1Q+yMm0SiI9SJiIiIaqN9uxRkdDqu0v16CIAAJOexup5O65SS7EPn9Ng0S8nqCE+05E8FMnvQiNoU/pUmIqJWQVXMEZ79fj0Y2enHxcwwB1BexCbFzgi3RnRWp7DEj0/f/ABFhwsaoLVERERUUxGYHeIDz/o12qdUvw60iJRdxapkPesD+fn4bscOqIKd4kREx5olS5bgtttuw80334zly5cDMAff5ObmYuXKlSgsLMTQoUOxYsUKDBgwoHkbS0R1mshjTcQJFYYAAMV7i1G4qxD+PD/0iA5d0aEGVSgBBWpAha7oMDSjfFBeheBABxzlm2ra313xOBH7vQTErDFOTcMIl7/nUsQBh+EAIs6Y7ebOqK/VdIoLJ+Dwlv/i4YAD0MvWJ49okEolSA4JhmZAV3U4XA64U90x53DvdSNcFEaoMGRPIANiJ55ZE80sjFEnahzsFCciolYlJdmHzselV1q0OnwVOsUr+5+OIQJEREQtSvuUFHRKr375FeuilmFdvaxwUbK4tPYXV4mIqPXbtm0bVq5ciUGDBsVsX7ZsGR544AGsXr0affv2xaJFizBmzBjs3LkTqansdCAiIiI6VrBTnIgaVXRsuuJXzFGaQRWhwhA6oOyip5BqNhJTAFJxggOjNxmAFBZwlErwaklwwx1/PFG0Ch8pBxwo3luM4r3F8LTzICnNXK80WBBEID9Q5dICiaRkxs5440hPonic0UPUepXmlVa5tA4AFPxYUOkyOopfSfCIJlTJbPMYVgy4XsPjm5GoZxv1YNl67qoDsuEAVEfUkjeAVGHyvSRXGGUoAXJS1Q1wwRXVYACa+TjDMGDoBiRVgqzIMBQDstscACG7ZPjz/HB6nPB28EIJKHAnN1ydz/qMqPUrLS3FlClT8OSTT2LRokX2diEEli9fjttvvx0TJ04EAKxZswYZGRlYu3YtZs6c2VxNJiIiIqImxk5xIiIiImo2nNFDRERERPV14403YsKECTj33HNjOsV3796NvLw8jB071t7m8XgwatQobNmypdJO8UgkgkikfDBXSUlJ4zWeiIhaBU3T4UcBVhmrIAwBqIAW1qBCRQghiLKZNxrMbRajilGrP7z1Q6O3m4jK1atTnLN6iIiIiKiuGnpGDy9eEhG1bLqhoxgF+Af+gQjMf68FBBzCYc4YB6CXrepZGig112o8pNkXGC0CAipUeOHFy3NfbtLXQEQtz/PPP4/PP/8c27Zti9uXl5cHAMjIyIjZnpGRgZ9//rnScy5ZsgS5ubkN21AiahK6qkMLa/Za4oZhmEk61priDamy8wnJXHu6nhriHG1SZWu613SpRFF2bE0+D4Z5K/EHERQ62vXpDCGX/1ycZTe31K6GT14ucLQIfX7bhx3jRE2ozp3inNVDdOyoGIkZLAgCMKPRK4reFy4Kw7/fj0B+AGpIhRbWoEU0KH4zQj2usKuuEKmqeLW2Cylmm8SFo6kylXyWkpGMwl2FAACXz4X0vukAAG8Hb1O1jOiY0dAzenjxkqj1KM0rhRpUoYZUOBlgZqpPNLvRNDWv0Ku+DwCoGKleprQoAkUXSOuRBadDgst+wYmLslSkw6jmF4RgUQmuWnYVnp77dDUtj1VxeRsiar327duHm2++GevXr0dSUlKlx0lS7L9NQoi4bdEWLFiAOXPm2PdLSkrQtWvX+jeYiIhaJUVV4Ej2ov8Zp6FLp07xB7jsi9M1Ol9hiR+fvvkBig4XNFwjiahadbr6wHV6iIiIiKg+GmNGDy9eEhG1XKqqQPZ50WfwQGR0SAecZRcM5covHEpV7CvyB/DVux/jUEFRA7eUiFqTzz77DIcPH8avfvUre5uu63j//ffxyCOPYOfOnQDM+jIrK8s+5vDhw3G1ZjSPxwOPx9N4DSeiNk3VVRSgANsQ//tuRVXNBj+Mw9CF1pBNo3pKSfYhs1N63Hap4n8ZnKdF1CLVqVO8IWf1MOaSiIiI6NjSWDN6ePGSiKjl8/m8OK5jGmR32YYqLhhKTAwlomqcc845+Prrr2O2XX311ejXrx/mzZuHXr16ITMzExs2bMDgwYMBAIqiYPPmzVi6dGlzNJmIaqA0r7TSfcGCIEKFIeR/kw/ATLj05/kROhqCFtKgBBVoQQ26qkNoAtBR5eRdL7zm+s+GBCRKwbFYEezVpPsEQgqCUCF1kxCUjlR9cDVUXUFIFgirVTWMkGiStpUmWtnPzKpBZTR7B7aVvBotNZupy0SNodad4g09q4cxl0StQ/R/zlZsergoHHdc8d5iAOWRmKHCECIlEeiKDl3VYaiGGaOuaHDBVf7Ahl7Th6ge/Hl+AEBS+yS495tXbJPSKu+4syR3Sm7UdhG1FY01o4eIGo7/gL/aY0rzShHIDySsE6MV7y2G4legBBQAgDvZjWBBEFpYQ6QkAgkSS0GqMxkyFL9Sq8cwPp2o7UhNTcXJJ58csy05ORnp6en29tmzZ2Px4sXo06cP+vTpg8WLF8Pn82Hy5MnN0WQiauM0TYHk86DXwEHonJZWr3MdPHIEO3Z8C9XgbHEiooZQq07xxpjVw5hLIiIiomMLZ/QQERERUVOZO3cuQqEQZs2ahcLCQgwdOhTr169Haipn4RFR4/F6vejYvkO9zlHsr3zGPBER1V6tOsUbY1YPYy6JqLHUZv2e2ipAAdf0ISKqI87oISIiIqLGsmnTppj7kiQhJycHOTk5zdIeomNFTZKGKqosJj2QHwBQdSKfElCgBlX48/wIHApACShmUmVEhxbRAA3VRp0DZuoMEREdG2rVKc5ZPUQUKgzZsemRkoi93Spi1aBqH6dFNCh+BZGSCAzNgKZoELqAoRowNANSIy7Y0pDr9yTCNX1asAr5q0Kt4eN0CbKQ0R7tETpqRr/qkfKfb2qXymcR+NJ9tW0lEVWDM3qIWherRoyuDy3WsjpqSIUWNgcVBo8Eoas6tJCGJCQhPnS9Bpi53iIZ4cQ1vqQ6IBsOQHHCCMnmhWoAlV2Hlr01uIoNwAEHivYWwZfus2PUrc+ht4O3Vm0nIiIiIiKitqtWneKc1UNErUVDrt+TCNf0ISJqWJzRQ0RERERERERERI2lVp3iNcFZPUTUkjTE+j2JcE0fIiIiIiIiIiKimkkUlW7FpFuCBcGYlMqktKS4xxTvLYbiV1CyvwRaREPgUADhkjD0sA5DM6CrOqDUvF1JSIIkIvHJgxUPZEpR21XFz1YYgDCkssRT8yaMBMlIZWGTkqP2H5RQYXxuVk2XI0jNZr8bUW3Uu1Ocs3qI2qbootQqSIHywhMoX7sHKP/PW4uYM6cVv7nPKkqFIWBoBoQQELoADMAHH8ICkAyYa/xUVzNUcowQAETjRbFT06kYdS4AWCn7kiab32oyjPhkVpv9SXAk3i9b//NVEtUpQYKhmnGduqLbMa8V42AZx0lERFRzVnS6VSvqqg5DNaAEa3DFsixFW5TVe4Yeuz2OVRcaUo3WkaTmYQcuVSzjrdpPRdW/H2gSZMjm7xTF5oVz63cTJWB+rsJF4YQX062L8imZKXVsPREREREREbU2lXQJEBERERERERERERERERERtX4NHp9ORERERERERERERETHnkQx6QCQ/11+3LbC3YUx9yMlESh+xU6wdPlc9j4rEcZKIPIf9MNQDYRLwtCCGgzNgGEYdox1TXnggVdLgqNUguSuPKZGCtfuvEQ1FS4KM5GSqImwU5yI4pTmlSJYEAQAex0fKzq6NK80rgiNlETsiEIrdloLa+b+kGau5WPALEqjaksZMphpSdEkf+W/fLiCMnxqEpwBGVJJFb+kKGX7EmShiPbVx+y74IL/gB+SLMHhcSB0tHxpAKfHaRep1i9m7mQ33KluAED7bu3t/b50H5I7JVf7fERERK1B9MVN6yJlwY8Fdp2o+BV7aR2rRrRYtaIWMi9WAmYdCQBaSCtbn6+Ga++JGhwqKnylNi9wKADFr8DhdsDTzmN/vhS/ErcEjrVGabToz3dDR6pznUciIiIiIqKWgfHpRERERERERERERERERETUZnGmOBERERERERERERERNTgrZciKSrdShqL3WUKFIWgRzd7vcDvsfbqiQ1d1GKoBQzOgBBUIXUANqGYakZVSWUsuuCDBAWiAUMu3C6YOUX1U+/kx0yyTkIS87Xl2upGnnSfmqOgUyoZONCI6FrFTnIgAlEcGBvIDCBYE4wpVKw4zVBiy/5PWFR1q0IzH1BQzIlPo5v/4hmpAV3SzKNWQsBAwi04FEBKEAVjFQGVEZXGZLFKpATnhhK7pkKTYz6MeMX+zsuI4E4mO4/Sl+xqngURERM3EumhpLbOTKDrdn+eHHtHti5aAGZGuRTToim7XilpYgxACQhNIQhLCCEHoEoSW+LkBQBgCEBJX32nrRCXfV3KcCy4oAQWGZsB3HOsvIiIiIiIiSozx6URERERERERERERERERE1GZxpjgREREREREREREREbUoFSPTDc2AoZs3Pazb2ypLqawJqZrkSmr5JH/8D98VlOFTk+AMyAn32yqZNiramZ8LYQCGlVgFAKLsfsXTWIlXNfgcSlG9cg44cPjbw/Dn+QEASe2T4Ev3ISktqcpzMEqdqG7YKU5ElYqURFCaVwo1qEINmTHpwSNBOz7d0AxoimYXoQBg6OZXYQizIK0i3rId2kHTAnD4JcAlqi0apCriNKlxGZGa/YIgqQ7IhgNQHTV+TFMzrM9RxeapEmTISEISEAEEBDS1fGmAkv0lkB0yAklmdKzL54LD7YDD44DT44QzyQkloMQUpcGCIAL5ASR3SmaxSkRERERERERERETUTNgpTkRERERERNWy1hIv3F0IAMjbngc1pCJcHIYe0aEEFCh+BYZuQAtp5iBJmDN8DMMwB0tagyA52PHYJVCzmVwGqlnwzRzh6IQTil+BFtJgaAaUgAKHy4FwcRhOjxPeDl4A5oBGS6gwZG8nIiIiIiKiYwM7xYmIiIiIiIiIiIiIqNFYyZOKX4ESUACYA9UqHqMEzMFuFisyXVd0CF1AGOZNV3VzEKZav3ZFx6eLOkawE9lqOviz7LgO6IDA4QAUvwLZKUPxKwgXhwEA7mQ3wkVh+2FdhnRBcqfkhm8z0TGEneJEbZD/gD/m/qGvD9nfWzN8KrJm/FiR6SX7S6BFNCj+/8/encdHVd77A/+cc2bJzGSyEhJAQBQQF8AFpaAI1op7tdSlahXX6678bN1bAYtS8dZr3Ze24G3daq3V9lYrtQputKAoVha1ssgSSEKSmcx2tuf3x8k5mTWZCQnZPm9e8yJztjlzZubMd57nPN+vCi2qOTV6tJgGI2EAgBOEmnrSyJ98R34QdRMj3jqkKMvIIuFJypmelj5dJGS4TI+VPt3ZWNuyekyHpEhOiQBTN+HyuaCoCoyEAT2ROuTNW+IFAPgr/XvydIiIiIiIiIiIiIiIaA+xU5yIiIiIiIgc4e1htNS2pEyrW1+Hxo2NzgWUWlRDw5cNMDTDSVutqzqMuAFTN2HohnXRJGClSm/nokk33ABiOS+udCYJKXMmDXguuKDHrYsXhSmgqzpkRUYilIDsartKUotpcPvc1uib1hE3kboIR9sQERERERENEO1W6CIiIiIiIiIiIiIiIiIiIurLOFKcaICz06aHt1kp19WIimhDFIlQAoZqQItq0OM6TMOq32NqVhp1ABBCQAhhpZg2cz1CbjKvy6HeQCAjlXqK1hTqWkyDJEkwNevNbqhWynRZkeEqcsHtd6es5tnmcepltSc4NNjJHSciIiIiIiIi6nu0qFUIXE/oTpnG5HZIXbVK1AlDOHXE7driQgirLUdHp9oj08mQIbWmJmJFSOoJpmZCV3TIhgw5KkPxKM5nJLlt0S6LykxHRJ3HTnEiIiIiIqIBKrw9nDGtpbYFkbpIyrRYYwyJUAJqWIUW1Zz7ekKHoRoQRmtDpW7CNM3UiyY7aF3khZKUU3vvndZ5LrgAAxCw3oOSKkEo1kxZl52GRD2hQ4/rKZuwGxYBNi4SERERERH1d+wUJyIiIiIiIiIioj7n8ccfx+OPP45NmzYBAA4++GDcddddOPnkkwFYGe7mz5+Pp556Co2NjZg8eTIeffRRHHzwwT2410S0p36l/goxxCBDRgDWhW0uuOCDDwoUuOF2pnnhde4DgALF+VuChHrUwxRdMOSciIh6PXaKE/VR2Ub12NJH9zR81eD8HW+Kp26nNW1605YmAIAe15EIJRBvisPUTegJK3W6na7IGf0jYI3+sW+d4IUXMiLWyA4dzFFEXSvb+zJ5WvKgtNb3niQka7RRFkLwDUrUldiASURERER7ap999sHPf/5zjB49GgDwzDPP4IwzzsDq1atx8MEHY9GiRXjggQewZMkSjB07FgsWLMAJJ5yADRs2IBhkKSuivU0Nq1AjKmKNMQBAbHfMKdVo6iZ0VYepmjBUK6W6MEVb+cbWNsjfGb9Dy+AYAhVl1kZNDwArm3pE2A2VbdlhfLoGKalunpTWvKPqGuISENdTM8rQAJGruS95upl0324Tz7V8rrbHdiRnO9IV3fmMpJdqJKI9x05xIiIiItrr2IBJtHfluqCypbYFAFIuqIw2RJ2GSlvzlma01LY4qdOj9VEndbqpmW11Hk2z4Asnk0frZGuUknLPor7MfkFzvMBGXIbcTkOiSMhwmW744HLeb4ZuWHVJJQAy4PK4YBrWG9HldcHly2wCsd/rdir1SF0EgaoAimuKO//ciGivOf3001Pu33PPPXj88cexYsUKHHTQQXjwwQdx5513YtasWQCsmLO6uhrPPfccrrzyyp7YZSLaQ01oQqCiDEeeNA1lpSUQ8daAQQDQpYzllRap3bh0e10d1q9bB10Y3bPDRETUa7BTnIiIiIj2OjZgEhEREVFXMgwDL730EiKRCKZMmYKNGzeitrYWM2fOdJbxer2YPn06Pvjgg3ZjykQigUQi4dwPhULduu9EVLiy0hIMqR4EI9rWKS601plJneCSSyA5+V96IsDmltzZOImIqH8pqFOcaS6J+oZIXcQZ6QC0pUxPhBJQw2rGsgAQb7aWMRIG1IgKPW6lTTdUw0qdbrbdnJQxe5A6HQDccMNluiFUCWY8z3wyRHtC5Pi79b4EpNSZSqEDQhLQW1NwyboMYQhIigTTsNJ8GVrr6KRW/kq/83fy6KP2BIdyBCwNPF3VgMnGSyIiIqKB57PPPsOUKVMQj8dRXFyMV155BQcddBA++OADAEB1dXXK8tXV1di8eXO721y4cCHmz5/fbftM1B/lykDUuLERAND4dSO0mAY9riNaH4WhGVb5xtayjUbCgKEZVtujgdR01UltOH74YUIChAQYkrWsvVxrm6VIT31N1EtJkGDo1ptYkiVIigQ5JiMRSiBaFE1ZNjYilm0TbEskKkBBneJMc0lEREREXaWrGzDZeEm0d+gJ3boQrDV1uqEaVq1H++LJ/laOkXnbe0aex11OLtYo0Pb+kwBd6BCmgCRL0GM65KgMUzMRrY9Ci2nwBD0F7RJTqhP1TgcccAA++eQTNDU14eWXX8bs2bOxbNkyZ74kpaZTFkJkTEt3++2346abbnLuh0IhDB8+vGt3nIiIiIj2qoKGZp5++uk45ZRTMHbsWIwdOxb33HMPiouLsWLFCgghUtJcHnLIIXjmmWcQjUbx3HPP5dxmIpFAKBRKuRERERFR/2c3YK5YsQJXX301Zs+ejbVr1zrzC23AvP3229Hc3Ozcvvnmm27bdyIiIiLqHTweD0aPHo1JkyZh4cKFmDhxIn75y1+ipqYGAFBbW5uy/K5duzIuvkzn9XpRUlKSciMiIiKivq3TNcW7Ks0lR/QQdY6dkiibaEMUsUYrnUq8KY7wNqs2jhpRoUU1aDHNWdZOmx7ZaaU2MnXTGv3Tmjbd1K200EIICJE0+qcLRsxIaP/KbKKekPN92ZqOS7Tm4DIMwxl5ZGqmM/rILlGgRlREdkUQ2hZC49eNcPuttOyVYysBAEVlRfCV+9r9LKdjOiTqb+wGTACYNGkSVq5ciV/+8pe49dZbAVgNmEOGDHGW76gB0+v1wuv1du9OExEREVGvJoRAIpHAqFGjUFNTg6VLl+Kwww4DAKiqimXLluG+++7r4b0k6vvC21NrcdvlHJPbJBOhhNPu0bS5CYZqQItqUCMqTMOEHtWdco2mYbalTW8n5bkPPsQFAE2CUJPqiBN1ISnU1vgtqQLuiIKAVgRXi5wyz2H3tCU3KyYPSS3N3t4oQQJ0wBCGs64w2ravx9vScHk+96Dq4Kp295tth0TtK7hTvKvTXDIdEREREREBbMAk6m656jwCcBovgbYGTADOxV6RugjCtWEYCav2oxpRocd0pwak03jJmo3UW7SmUjdgNTDKugxZlxFHHKZuIt4cR0ttC9Sw2m4a9UBVYO/tMxEV7I477sDJJ5+M4cOHIxwO44UXXsA777yDN954A5IkYc6cObj33nsxZswYjBkzBvfeey/8fj/OP//8nt51IiIiItrLCu4U7+o6PRzRQ0RERDTwsAGTiIiIiPbUzp07ceGFF2LHjh0oLS3FhAkT8MYbb+CEE04AANxyyy2IxWK45ppr0NjYiMmTJ+PNN99EMMiRdEREREQDTcGd4l2d5pKIOid5hE+6xo2NSIQSUMMq1IjqjADS4zoSoQQM1YChWbmg9ZiVgiURtkYDCUPAUA1r1I8QVtqibhr1o0CBJOSOFyTqIlI4Kb1R2vVaSosEn14ED3KPFALgpFGHAZim9cEw5NYRSHEZusv6TGkxDapPdUbbKV7Fmh618noFqgLwBD0pI/MAoHJ0pfN3viOTmBqJ+iI2YBIRERHRnvr1r3/d7nxJkjBv3jzMmzdv7+wQ0QAR3h7OKAdnp06PN1mlGhu+aIAW1RBrjEFP6AhtC8E0TJiqCT2uW6Ua9daMQx2kTE/mhhtxtJ8zXSRvq6PtmlYDkbDbQGlgyaNEqBmTIakKZFMBVBfMWDvt2TlmiaSGSFkGRFiBIlyoQNBqa2xtb9RVHXpMhxbREG+Kw+Vr68IL7wij/ot6+Mp9TpuhJ+iBt8TrlGn0V/oBWG2KQw5v66cjIkuna4rbmOaSiIiIiArFBkyinpWeNj09ZboaUaFFNWgxzbmwMt4Uhx7XrWkxHUbcsBoO82hIIsopV+OzBJhGjnmt68lCaf+CRhOA2rotl/VApmrC9JhQw9bFw3Zd065UXFPcpdsjIiIiIiKiPVdQpzjTXBIRERERERERERERERERUV9SUKc401wS9W52miI7PVHyyB4AMFQDiVACekKHoVrDLkzNGjGhJ6yUz8JMSpnOUT80AEnpedXbY6T+b0omTNkEJCvdkamZzufQVeSC2+9GzBvLuTkiIiIiIiIiop4U3h7ucJmW2paM0o6xxhiatzRDDVsZWKINUaddUo2o0GM6TN10bjDR1q5SgILabYh6uYz3c2spAdO0Pid2Gz5glUHVE1bmLiLqnII6xZnmkoiIiIiIqHfL1pC587OdKSnT7VqP9sWTLbUtzvzkxktTsxpj1KgKI25AmAKGZlj1HzvRiJmNF164DQ+gSjDi7dTno4Elzwt0vfDmty3NalzUoUNSJMghGZFdESheBS5vW9OI3ZC/J5g+nYiIiIiIqPfZ45riRNTzxpw0pt35RSgCAPjhRzGKoUCBK+3jL0NO+duuzWevczSO7uK9JiIiIiIiIiIiov5u4dqFiMO6KDOAAACr/dEeJZveTglY7ZkaNGe+BAkyZOzETrjN0r2050RE1J+wU5yojxtz0hiUDa5EoKKsw2UVIcOn+zpczgSQaA1KNcSwc3cD/I1+HIbD9nBvs2CKduopOd57yReIdGqb9qg5HdBMDbJLhqmZ0FUdelyHoVkLJKc78gQ9BT8URyARERERERERUW83b+U8xAdrCFRUAABk0dbuIgBIkKFnWS8KA2hto9Fgtk414FKDiMFENJaAaQqYptS2MaI+JtsFITABqIAurJIDkixBkiWoiorYbqsso12+QI20ZTnylXfc7k800LFTnKgfCFSUYdLJ01BeEmx/QU2CEs6z7o6wlmtuiWDtuyvR0tiyh3tJRERERL1BvCnupE1PrvkYb7ZG7xgJA2pEhRpWYRpWHTsjYUBX9bYLwLoodTrQWkdPsDYk7QUGYKomVKFCGAKmbkJ2yXD52ppGSoaVOJ+Pjvgr/d21p0RERP1GFFEEK6ra2i51KaUDW5hS1g5tSUjIKB8ugM2127Fm9WfQzGxd6URERLmxU5yonygvCWJITVX2ma2BpdAAeLNEmdmupLQvwDTZQEkDh6brqEc9/ol/AgBE0ofDbP1Q6EnXL5swIUFy0nnFEUcMMWc9VVOtkeExwNvsxeXDL99bT4WIiIiIiIiIqNcoLwliSHWV1T6Z1BZpGsjeNplj5HdDqKnrd46IiAYEdooT9QHh7eGMadGG6J5vuL20QiI59ZCUPZULUT/SEk8gCg0YISEuN2TMb+/jYkpWh3nMFXf+trhbb0DT7mb86ptfZXSMR+oiKamO0uWT+ig4tIMsEUREREREREREndBS24JIXSSlLTLWGEO8KZ6yXHhbGJG6iFMqLrQ1BEMznBriEK0jwk2kSr/fShhJA8WVPX4aRH2LAKADpjCtD4IEK4V6WIXiVhDzWmnU7c8bYH0ubYGqwF7eYaK+gb1cREREAAxdheT3Yr8JE1BdWpZ7wWzJE1rLYRnFAnBldp83hyP45K33EK+PZcwjIiLqLi21VvmbSF0EDV81OA2XdoMl0NZwEq2PQotqMHUTalSFqVpp04UpYJomoKNLU6YT9RgDEIaAaqjQ4zpklwzFq0CPWdmAovVRlDSUwF/phyfgQVFZUQ/vMBEREREREXUFdooTEREl8ft8qCgtt+5k6wDPMk1u/TYVJRIkd7ftGhERERERERERERERdQI7xYl6WLbU6OmSR/nYaj+tBQB44GlbMFd+Z3u6mWOZ9GlZlpHtobBE/VVKyQBk/t3eqkbS/60fFSlLai8JkpPWSHbJMBIcckdERH3PcixHDDGYrbkupdZ/NvtvpTXPpRtuyJCd/9M1oAGG0PfCnhMRERERERHRQMVOcSIiIiIiogHGvkhLT1id0YZmwNRN6AndSZ1u6IZ1gZgBJ3X6u3gXm8q3wFtRnO+1Y60l8CS4DDeypVzRdBUxWSCu8WIx2os0q0ajaZgQZtu72dStiz3izXEUlRbBE7QuQvaWePPedEttC4prirt2f4mIiPaybKV4EqEEAEANq1AjKgBAi1pxZawxhkQoAUO1YrrY7hh0Vc890Ca5lnjWwFJyJktJ39UpyyYPAMo3OCXqJVymGz74ci9gf0Zaa4obqgEtpkEOyVA8ChSvdRGyFtWghlXEm+LwlbezPSJipzgRdUzXDDSgAf/EP3Mu05mR5BwVRERERNS3RBCBp6IYB087EiX+QJ5rSZAEINRsdUmAHfX1WLduLTSTcSERERERERERdQ92ihP1IdGGKGKNMQBtV2t2SVrzLFdSitZpLbE4olDhGuFGXNq954+VRDM4Koj6h+SLkiVku2PxwotEs3VVtR7ToUatqzhld9vn2BOwRiMpXgXBr4MIVAXgCXpyjk4KVOXbIUFERNR1SvzFqKosy29hAQgTMOPZ49bmcEvX7RgRERERERERURbsFCeidmmaCtnvw34HT8TgsrIu3TZHBREREREREREREfVu8aY4wtvCKSnTnXI8catdLxFKQI2oMDUr57OuWmV5CiE1Z0+TLkltd9wRBQGtCK4WGQgJSHGRsTxRb2a2pv2XhQwFSgcLJ69nImEmYGomTN2E7JLh8rmcsgZ7Kt/yP8GhwS55PKKewE5xIsqLz+dDRWl5l26To4KIiIiIep6RMGBqVj1xPaa31RM30FZTvJWUnAYlz4ZHwQZK6q1ar801TAOmYbU4GgmrVqM36LVqobY29LuKXBh88GCoYdVZvb1sPpG6CIC2DF9A9oZGNioSERERERHtHewUJ+rlWmpbnAaVWGMM8aY4ACuVerw5jgpUQBYyhC5DdHBRmKkDUvKgbJH2f/IsNl4SZZfts5H8WbIvUE6+GFpIACQUwQtYF1LDMK0OByNuQJKtDgZJkaAHrQ+p7JJhJAzEGmNwFbng9rkR3hYG0NYAWz7KulAlvD2cdVfZyEpERERERERERERExE5xIiIiIiIiIuqDdENDHeqwAitSpovWqxQFBBJIwGhNdyAgoENHHHFnGQDQdA0xPQYAkOMyrvBesZeeARERUe9hX3BvD9CJNkQBWIN0wtvCiNRFUlKm2ymbDdX6ntWimpU+vTX7itaiwTRMKFCsBERxGUZUhmgdLGCnhTaTsxLFs6dPR1K2IklTIJsKoLlgxuQuee5EXSZHxQCpKXWUjRKW4Nd88MNf2LY1QIMG2S1bg2tas30B1mc1UhdBoCqQ1+b8le0/dr7p1In6EnaKExERERER9TMttS2oW18HAGjc2IiGLxoQ2haCntChhlWr5mNUhala9egMzYDQRVvK9By88EJCLK/U6cw8RN0pElMRFTowwoPtcmPO5YRkZrxdY67U1koBBTKsxsNIYyOern8a1wWv6+pdJiIiIiIioh7ETnGivSRXeuPkGnPJ7JTp0YaokzY9vC0MNaJCi2oIbQ0hEUqgBCWIwgSEBGFKWbdlEwZyXq1GRF3D1LJM1ACXUFCCkrZphnXTVA2wL2xWAD2mQ5IlSLIENaLCVe+C7JIhu2V4AlbadF+5D26/29lUR7UqiYiIiPobXVch+b3Yf/wEDC4ry71glp9IRnFaN3lrLNbc0oJP3nkP0frcnexERERERETUN7FTnIiIiIj2uoULF+KPf/wj1q9fD5/Ph6lTp+K+++7DAQcc4CwjhMD8+fPx1FNPobGxEZMnT8ajjz6Kgw8+uAf3nIiIehOfz4eK0vLcC6RnVZUAUZLaUy5JgKR0/b4RUfdjTEnUvlyDdLKxL7i3U6c3brQuEkuEEojURRCuDcNIGFC8CoyEgWi9lV7d1FvTpcc0aBENojVdkFAFYAIlKEGziAOmBGEkpUsXSf+LtGntKWRZov7GBJAAErpVvgASABmI7IpA8SiQPTKKSorg9rvhH+SHr9wHAHD73fAEPPAEPc6mvCVeAMCwScP28pMg6jnsFCciIiKivW7ZsmW49tprceSRR0LXddx5552YOXMm1q5di0DASmG7aNEiPPDAA1iyZAnGjh2LBQsW4IQTTsCGDRsQDAZ7+BkQ9Q7h7eGUjCF2I2asMYbmLc0ArAbO0LYQovVRGJoBPaZDjaow4oaVOl03nAwmHTUueuGFy/AAqgSjoxqObKik3ii54d0mISWjVhWqENkVgeySEW+KQ1ZkuIpciDfHoYZVKB6rB91b4oWryJVSj9ET8KCorKigXQoO5XcaUWcxpiQiIiKifBXUKc6rL4m6T936OsQaY879eFPcqvUYVhGpi0CLWSnT7YbM2O4YDNWAG24AiT1rdGSDJdFeIWcMVYL1+bOvkjYAwzSshtnWAUyGakBSJMiKDFMzYagG9IQOlzf7V3ikLoJAVcC5z0ZW6q3eeOONlPuLFy/G4MGD8dFHH+HYY4+FEAIPPvgg7rzzTsyaNQsA8Mwzz6C6uhrPPfccrrzyyp7YbSIiIiLqRborpkwkEkgkEs79UCjUfU+CiIgGJN3Q0IAGrMTKlOkCAmbrPxWq87cGq2ajCRNNRpOzvAkTETUCb8SLq6uv3ptPgajPKahTnFdfEhEREVF3aG62RrRWVFQAADZu3Ija2lrMnDnTWcbr9WL69On44IMPsjZgsvGSiIiIaGDripgSsAYGzZ8/v/t3mGgvS88wlKzhqwYAbQN17GW1qIZwbRix3THoMR2yS4Ye16G2qAAAYQpIsgRDtbIQQSAjCwsRpYrEVESgASMkRKX61JlSawkCAKZkJM1oG9lmuNwpq3glD+K7m/HLnb/E1aGrIbtkhGvD8PitdOmyS4bslqG4FSgeBYpXcQbchLdZZRY8QQ+8JV4n65Gdet1f6ecAHOo3CuoU746rL9l4SURERDSwCSFw00034ZhjjsEhhxwCAKitrQUAVFdXpyxbXV2NzZs3Z90OGy+pv8in9qPdSJmebah5SzPUsAo1omL317thJAyoERXxpjj0mA5hitSU6SYKarB0wQVJtKYzYbYh6scM1bA+J610VQcAyO62zD+JUAJ6Qk9ZT4tq8GzxIN4UB4CUz2e0IZqybHLadTYuEu25roopAeD222/HTTfd5NwPhUIYPnx4N+w1ERENRLquQvJ7sd/4CRhcVpZ9IQmAknw/qVM8mPpjrDnSgtV/fx+767d2+b4S9Sd7VFO8K66+ZOMl9XXpdRxzSb/60hZtiKJxYyPC28JOmnQ9rjuNK0bCsBpkNAPxpjhMw4SpmtDiWlvKZSLq/USO9OnpTDjp003dhCRLrZNN6PG2RlcjYSBaFEVxqDilsXVPsDGWesp1112HNWvW4L333suYJ0lSyn0hRMY0GxsviYiIiAauroopAas90+v1dvk+EhERJfP5fKgoLc8+Uwbk5AHhSV9bokTKWJaIOtbpTvGuuvqSjZdEREREA9f111+P1157DcuXL8c+++zjTK+pqQFgxZdDhgxxpu/atSsj1rSx8ZKIiIhoYOrKmJJooGv4ogHRhijizVbWEyNhDdSJNVrp0yVZgqmbbanS7XTpBrJmEipFKTRdgRKSAEVA0rMvR0R7RgLggw9mzIQpmdBjOhLNCUiSBEm2bopXgaRIcHlccBW5ILtluIqsbkJ/pR9qWEUilIC3JHvbSnIadaK+qNOd4l119SUbL4mIaCDQDR11qMNyLAcAqFAhIKBBc5aJIw7dTBoNrhswIlZKCAMGilCESOs/oHX0+P9Zyy99ZOneeipEXUIIgeuvvx6vvPIK3nnnHYwaNSpl/qhRo1BTU4OlS5fisMMOAwCoqoply5bhvvvu64ldJuoRuTIS2VmIYo0xJ01zIpRA49eNTuah2O4YTM3KNKJFNOgJHUIIqxFS3VvPgKiPam3kF2ZrTUfDKj0AAIpbaWdFItqbGFMSERERUb461SnOqy+J9kxyLblYYwyJUAJqRLWuuEzoTsp0ADA0A3pMh6mbKXUgoSNL+vQcqb9E6+WX9tWbRLRXtcTiCAsVYj8JMbkOAKArmb0R2T+eivO/0L0oggtelKQsEWsK4bzrzsPdp94Nt8/tXLUZHBZEUVkRfOW+lOX9lX5Uj+f3MvWsa6+9Fs899xxeffVVBINBJ+NQaWkpfD4fJEnCnDlzcO+992LMmDEYM2YM7r33Xvj9fpx//vk9vPdERERE1BswpiQiIiKifBXUKc6rL4mIiAqnaSqUgA8HHHEEhlRUAAAkb5Yu8NZa4rkoYQlwC0BqW7epOYI176xAuKG+i/eaqHs9/vjjAIAZM2akTF+8eDEuvvhiAMAtt9yCWCyGa665Bo2NjZg8eTLefPNNBIPBvby3REQ0UOi6jno04WX9ZQBATI0BALSwBrPehICA0Xp1sg4rY48J01k/gUTK9hQo+Nsjf9sbu040IDGmJOpYcuYhO9sQADR81eBkHAKA8LYwAGD317uhhlVoUc0apJOwsg5pUQ2wk9sVMOjGCy8kRKx1zMLWJaLspFDqB0kJS/DpRfCitT65AKADQhcQEE6box7XARlQXApklwxJlqDHrA+2f5AfitcanFNUWgR/pR8A4Al44Al64C3xoqisKOU8kiudenFNcdbpwaH87qWeVVCnOK++JCIi6rziYj8GVVQCABRf5q9AScr921CSALgFJDcgKfwFSX2fEB2/jyVJwrx58zBv3rzu3yGiPijaEEXzlmaoYSv7iBpR0fBlAwzNgKmZiIfiMOIGTN20shBpHWyQaIALR6OImjr8+5cgrFiNg5psf1+1NZ/Irf97smyjKO1+dHcTvnvdd/H7Bb/P+bi5Gg2JqGOMKYmIiIgoXwV1ivPqS6L2JV8llc5OmZ5c9zG8LQw1oiLaEEVkVwTR+ijUqAphCOvWmird0AzrSko9c7s++NBsF4Vs/TFoxNKHmlr3hQ5ICRRE0hTIJmvmEfUqOdp9QltDUDwKYo3WiKZIXQSBqgA8wdQmW2+JF9GGKKrGVaVM59WaRERENJBpmgY54MeBRx2OoYOsCxkln9nBWmmSfoo1NYWw8m/vomUXM/oQEVHfM+/LeTBgQIYMCRJKUAI/rJGjEiTIkFGEIkitX34SJLjggtx6+ZgXXgDATuyEYcrZH4SIiGgvKjh9ekd49SURERERERER9VXFAT+qBw0CACj+1k7xdkrcpMh3OSIioj0U3h7ucJmW2paUQTzJg3bsjEP2fOcC+50RLPpyETBYQUlrtjsAMABEhJGyfV1PH0ijOn9JsLaraSYSEhDXsoz2IaL2CRQUXwaQPZ05BNpKGMiAYRgwdAOSJEFS2h7A5bO6DI2EYaVaB+AqcsFf6YcaVpEIWSPufOW+3PuQI6U6UW9QUKc4ERERERER9X6xxhj0mG5lHDIAGB2uQjRgpNdglGSrVI07oiCgFcHVIrctoxVQtqYsd4tleFvYaUQErMw9tuRar8zcQ0REvUEEERRXDMKkE49FeVnrd5MAhJH6XaeEU+9LIul+61foNztrse6zddAEA1IiIupZ7BQnyqKjKy2Tr7KMNkSdKynttOgAkAgloIZVqBEVoW0h6AnryiojYQWAhmpAi2owdRN6Qoce06HHdZhG60gEu+3FBBsxiXo7ewBRU/ZGU3eLAr9WBCUkQypqXSaWuayQcze6CgmQ5NwNrV540bylGZIiOVdrRuujCNeG4fK2fd27ilwoG1GGorIi5zzGKziJiIiIiIiIKF15WRBDqq3sKTCt0owpPEntGAIQZnK7hfX37lBzt+4jERFRvtgpTkRERERE1I/9zfgbWtACV+vPP7u+o5SUh8+uFalAgRtuKFCcepDJGtEII6M1lIiIiIiIiIiod2OnOBERERERUQ8Kbw+npE+uW1/nZCJq3tI2skYNt9VoVCMqtKiGhi8brBTpAPSYjnhTHMIU0OIaoANLjaWoK98Nb1mxU+FRhdbu/jid4VkSmOi6jpgsENeYyoj6JwkSICSI1o+JUFJmZv1cOBJAyrUkmnXhiRde1H9RD1dRahOMv9KP4ppixBpjTqafqnFVKK4p7tS+M/U6ERHZ7NgyUhdx6ogDSMl2aWe41GLWl55d5sOuI0xEPUwAZvJPt/Zqi+sSZKGgFHnEgyac7LRCElBbrF+KpmZCdsuQFMk5PwCAJ+CBHtfhKnLB7XNDDavwBD0oHVGa19PobGxL1B3YKU6Uh+RGSiA1oIw1xpzGyuQvCy2qQYtp0OM6ovVRp7HS1EyYunXTYhqEIWCoBgzdADQ4aZjzVYQiKAhD0tu+JDl4h6gfEtZNqACSG2c1CTIUBBCwOkskq1NEkiXILhmyR4asWK2zsiJDdskIbQ2h/ot6DBo7CJ6gx6lpGamLoHp8dcZDs4GViKjviiACb1kxDjxmEkoCeZbLaCeW3FFXj3Xr1kIzGXASERERERERUd/BTnEiIiIiIqJ+riQQwKCK8ryWNdXc85pDLblnEhERERERERH1UuwUJyIiIiIi6mGRuggAINoQRePGRid9pZ2xSItqiDXGoCesEdpqWIWhGYg2RCEMAWEImLppzTfhjPZ2ww2tNRVR3tmECsxcRNQviPYzUtrLdIYHHtStq3Oy9sguGW6/G/HmOLSole4r3hRHUVlR5x6AiIgGjPD2sPN3embLZHaWy1hjDPGmuDM9EUpADauI1EWc2NIu0ZMIJWDqJhKhBCRIUIQMaBJEom276cmCpLSqPCIljrS+OCVDssqTGIBgBR6i7mEAspDhgSf/deyslAnrs6qZGhAHZFmG7tJhGtYHWo/pUCMqFLcCxaMg1hiDq8iFltoWeAIeeILWY9qZKO0yDemYRp16A3aKE7VqL6jMVn/HDigToYSzfGhbyGmojO2OwdRM6HHdSZMuKZKTPl2YVsOlU8Ojkw0sbrjhMjwQqgQz3mEzDhH1Zu2cByQkNdRmdFZIKEKR0wFiCMNaWAbkuOykUleKFLjggqEZ1g/fiOoErkRERERERERERERE/RU7xYmIiIiIiHqRWT+ZhRisq+ul1kuiZMgoRtuV9S64oEBJWcYNN3zwOdMkSGhCE4rMsr2490REREREREREvQ87xYmIiIiIiHpIeHsYLbUtTlaiaRdMgzzYjYqKoSnLySIlZwiAzMQhBgDZSWlp5cJTNB9iMhCP60CwG54AUT8gCbSbOz3fVK/CQMoHU7SmsSxGEGpYheJVICkSXB4XZLcMI2FAi2lO2lqmTycioo601LaklN1JTlOcnNVy1+e7ENkVgaEaMLS2LzI7q6Wu6jDiRlsmS8D6XwDQgTKUQUCGMKSMlOntS0qBJ5jRkqhLdZBp1koaKXd+uyoAGTAVE6ZpQopYn2FDtTJOegKelPOJXQYom+Ssu4UIDuWPVupe7BQnypOdMt2uvaNGrIYLu74jAETro84XgxpWYRqmFXwmrCATAEzDSp0OASD390beilAEn1YEpUWCpHQyBzsR9Q7t/GAUEpwgVUputRXWvZSaQUk/WE3JBGTAkA1ocQ2yLCMRSiDeFIcaVuH52gOX1wVXkQvhbWFsW7UNgNUo6yu3RhtWjasCkLv2DwNWIqKuE0MMgyuqMOnkaSgvaTu/ClPK/T0h2v5XwqnLbK3diQ2ffgmNBRyJiIiIiIiIaABjpzgREREREVEvU14SxJDqKue+SB+hk+1aSBOAJ3VGY3Ooy/eNiIiIiIiIiKivYac4ERERERFRNwlvD2ed3lLbAgCI1EUQbYii9tNaAGmZP9LlSgpkJs1n4iCigplpnx0JEszWz5VkShDptQqykOTWbGBZEjooUKBHdRiaAUmSYBaZMA0TekyH4lWcLGR22tts7HNGV2GmHyKivStXTFgoO3YEgMaNjQhvC8MTtOJHuxxH05YmhLaGENsdg2lY3zkAYKqmky7d0A2r9o6JzJo8AAIIIIK0TEMmMmPN9HWZMp2oR0nt1QTKR9I5QTNa09zKgCRL0CIaJFmCpEhw+9xwFbng9ruheBR4S7zWfZ8bgaoAgD0rDcRYlboLO8VpwEkOQpMbFux6PED2mjzhbWGoEdVJl64nrOE6RsJwGi/ioThM1YSkSE7KdNMwIXTR1kiZR4MKEVGGXJ0c2VKqp883Wm8SYMptP4hjSgxaVIPb73YWtxtlPQEPgsOsANRf6d/z/QcDWiIiIiIiIiIiIiLqGXJP7wAREREREREREREREREREVF34Uhxor3kReNFGDCgQAEAuOBCMYohJ12bkpwu014uFwUKXHChAQ0wMopMEhERERERERERUU+yM1Z2VAajbn1dxrTkLJZAWybLSF0EscYYEqGEk+3N1EyYupUVTk/oUMMqdFVvS4VcYPZKL7yIIJr/CkTU9Xq6NFZSl4OQhJVOXbJSqesxHYpHgcvngqzIiDfFEagOQI+3rZQIJQC0lQhKP6cls1OuE3U3dooTJbFr8sQaYyn13OwgU4tq0GIa9ISO2G7rJK7HdKhRFaZqQotpVqp0CW11eQD8BX9BuDIKf1mJU43HAGCYiZTHl5F8v+P6H7KQoOkaYrJAXDM6XJ6I+geRHBS3nnKKkEednqRU6ho0CFNAdslw+axwwNAMJ3h1FbWFCA1lDQCsc2TVuKqueRJERH1AV9R+bKltSSnTA7TFnIBVCzIRSqDx60ZoMa3tfC6k1IbL9hoyBWC2lnuT0q6VlIzWAhsGIBguEhXMiEv5dSJIEoRHSv0Zl5DhNj3wwdf6GRQQEFATKtQWFZCtRsLY7hg8AQ/K6soAAOWjygF0voRNcU1xp9YjIiIiIiLqz9gpTrQXhBCCr6wEE2ZMRmmwrYFCxNMqGBQ64FsAO+rrsW7dWmgmR4sTERERERERERERERERpWOnOFGSb1/wbRhofwhNAJmpPLzwAgAkSHDBhTjicMEFN9yQIaMJTQiiCqXBYgyurHDWM2Opo8GFlvR3HulRhAk0h9tPv0RERNQbLV++HPfffz8++ugj7NixA6+88grOPPNMZ74QAvPnz8dTTz2FxsZGTJ48GY8++igOPvjgnttpIiIiIup1GFdSXxWpizgZhBo3NjrT7ZTD6SnXow1RxJutDCNq2Mo6YqdMN3UTQggIIawMcXs4diaIIMKGAcQlGJHWQT1Z2iqleMcNmJKmQDbbLxNJRF1ASJDyyD7buW0D0OyHETAUA4ZuwFANyC4ZWkyDqZuQXTKi9VGEa8Nwea3uRzsbpdvnRt3nbaUiqg62slH6yn1Mn057TcGd4gw0qS9KTn2ZnMIyOXXllAumwFcVRLCiImN9mwIZPt3X4eP5YS1jfwmVqIORMIFYiw7D3xYsmvFu+pIiol7PTHTN518kJLh1r5WWsxAqrPpiANSQVYMs2hBFtCEKl8cF2SUjsss6V9rnzEBVAI0bG1FUVgRfuQ/+Sj+DVuq0SCSCiRMn4pJLLsH3v//9jPmLFi3CAw88gCVLlmDs2LFYsGABTjjhBGzYsAHBYLAH9pgGquTGyPQ06Nkkl+MBrNTIdsOmTQ2rTmkee7lofRRaVEMAAQghWenTO6una88R9SYF1E+FaX3uRFIprG5h13dVAD2uI9oQhRpWMxbLVXfRV5477mNsRgMR40oiIiIiykfBneIMNKk/81eU4IiZx6C0NMd7VZOghCXkU+8bgNMgua1uJ9b9ex00U2t/eSIiogHi5JNPxsknn5x1nhACDz74IO68807MmjULAPDMM8+guroazz33HK688sq9uatERERE1It1R1yZSCSQSLRd1BYKhbp+x2nAO/KkI52MlQoyR1IXozjlvgw5ZRSo/bfc+q8YxTjTe2b37TAREVEfV3CneFcHmgwyqbcpLQ1iSNWgrPNMDZA8Iu/RN6J1dEFTC9/XRNR9NENDAxrwL/wLGjSItJNUHHEASCkPISCcZXXDGjEeM2LYvnM7THto1EbrP9dKF54+6+nufyJErTZu3Ija2lrMnDnTmeb1ejF9+nR88MEHbLwkIiIiorx0Nq5cuHAh5s+fv7d2k/qo5MyUudhZh9IzDh1z0jGQBisoqagEAMhCzljXn0e2Sglt64V2t2BZ4zJMx/QO1+tIAAH49DiUFgmSwjRERJREwCrRoAOGZsCQDUAC1BYVsiJDdslwB9xt6dN91v+KW0G4tu28qUasTEmegMfJkGRnRPJX+gEA1eOrERzKwbbUdbq0pnhnAk0GmdSVwtvDGfV2gNTAM9oQTUlnafPAY/0hJKczO50Q6Fw6SnudPU2FSUSUJhJTEYUGaYSEmNQAXclMvdlxcgvrR7TuUlAm1WTMje5uwk1/uAn3nXof1IgKT8CD4LAgYo0xRBuiiNRF2k3VWVxTnHMeUTa1tbUAgOrq6pTp1dXV2Lx5c871GFdSV0suuwOklt5Jlpzi2I4vk2tBatHMbEHh2jDUsJVC3dRNqFEVptqd+ZqJqFul/1Zsjb9koSCAHHGSAZgxE/FEHJCs360NXzRg6z+3ArDqL8puGZ6A9Vs1MDgAt88Nt98NAM50T9D6v3REacZDMA6jga6zceXtt9+Om266ybkfCoUwfPjw7tlJGpA0aPBXlOPIE49FWWkQwpAyfrtb2So72pC1TCjagn+/uzJn6Q0iIiLq4k7xzgSaDDKJiIg6T9dVSH4v9hs/AYPLyqxsFnlylmz9nW0EBaSi1A6ZxqYwVv1tOSK7Grpmh4kKIEmpjUBCiIxpyRhXEhEREVE2hcaVXq8XXq+3u3eLCGWlQQwZPAjCyDIzj9/3gpUaiaib/Av/wm7shoBAAgnosDJNCgi0oAUmTAhTAGZrOQcNTvbJSHMkJZNlAAHcOfHOHnkeRMm6tFPcVkigySCTiIhoz/l8PlSUlkP2ZvnRLLVOS/8qTrsvSiW4/N2ye0QFqamxMhbU1tZiyJAhzvRdu3ZlXHyZjHElERERESXrbFxJ1JFc2SqBzIyVADJGcGerIV4oMy7DtDvFVQkuw92WCXMPSZA6ly2TiPqFNViDzyrXwlNhpS7X5dTMlAIeSMhsarTPbCVIbWCM7Q7jsU8fww8H/RCSYq0V2RmB2++GJ+hxzpvJGZE8QQ8avmpA5ehKZzu5MlUW1xQzzTrlpUs7xRloUk/a8fEO1K2vQ6wxhuYtzSnz1LB10lYjVopKLWZFjHpcz9yQsE7m6XGfEZMhNECKFRAR2v1QqgLZVABNgZlg+nQi6iXs01kepyUPPGjc2IjIrggUr4KmLU1w+9wIVAUQHBZEUVkRgMzaP4Vg8Eq2UaNGoaamBkuXLsVhhx0GAFBVFcuWLcN9993Xw3tHZEkuxxPeFs4ZZ4Z3hGFqJky9LROHqZtIhBIwdROGbgAmrJsB+OGH0N1WuszkC53sZbIRgJQlrCWivSw9hboAJCF13EHR+tkWhoAW16ySCzKguBRIsgTFazUvqhEViluB4rHu29OLSq04rKW2BfGmuBOXAW2xWTJ/pT+lIyc5xTrjMepvGFcSEREVrglN8FQEMX7Gt1AaKIbkFXb1RYuUf+mvpnAYH7/5HkJ1oa7fUaICdWmnOANNIiIiIspHS0sLvvrqK+f+xo0b8cknn6CiogIjRozAnDlzcO+992LMmDEYM2YM7r33Xvj9fpx//vk9uNdERERE1NswriQiIuoepYFiDKqshOITkKWkqz/3PNkFUY8ouFOcgSYRERER7alVq1bhuOOOc+7btcBnz56NJUuW4JZbbkEsFsM111yDxsZGTJ48GW+++SaCQY5gIyKivkMzNOzCLnyAD6DCymBmwoQOHRo05z4AxBG37msmVKhQE61pKsNWGtv6+npUoAI/OfIne/+JEPVijCuJLIahYzd2YxmWwQ13u8tKrSnj5JShn3CmNaABhmAqIqK+RDc0NKABK7GyoPUEBEyYTqwKALuwC6bJGgrU/xTcKc5Ak3qb8PYwAKtej506vfHrRmgxDXpcRyKUgBqxTuh6TIee0GEaVqODMASEYZ3ch2M4TNULpU6BoWdWxJAAQOcXARH1QaL1fJbrFGaf7gwJQk3Lpa5LkIWMIRiC3et3W1eCSoAkS5AVGbJLhiRLkBQJbp8briIXZLcMxd2a1tOjIDA4AH+lH6NPHO1stmpcVd67zzSe/dOMGTMgRO7vVUmSMG/ePMybN2/v7RRRkvD2sFOaxxZviiMRSgCwyvPYKdPDtWEYCQOGakCLajB1K126aZjQIhqEKWDqJoQQ1vteANCRNR16OcrRhBigSjDjbedkkb4sw1KiXq8lmkALVEj7SYhIOzMXyChh09ZEI8ONIqTWTBykeBFrCOOJlU/g/KHnO7FYbHcMiltBvDkOT8DjnKds2VKoE/UnjCupu9htjulaalsQqYsg2hDNqBUOWDGjs41tbe2WdlulntDhhx+d7nK2y26YcGLCllgCUaHDP8KLBjmSc9W8CAmaoSImC8Q1Y8+2RUR7RSSmIgINGCEhKtUXvoG0uNTQ3TANAa3JgOQSkBIidRkljx+kpVLKOhIkGAkDkmxNVBUVelyHFtVgJKxzjV0eyOV1wVfugxpWU8oDRRuiAPIv28g2RUpXcKc4A00iIiIiIiIiovZpmgo5UISxhx+BmoqKwjeQ1jjZbDTh4zffQ1N9U5fsHxER9R+GrkLye7H/hAkYXFq2x9vbUV+PdevWQjM5WpyoL9BbzwH7jZ+AwWVle7y9HfV1WLduHTTBC2Oof+nSmuJERERERERERNTG7/djUFll5oyMkeJp89LmS4ks6SWIiIiS+Hw+VJSV73FWoeZwS9fsEBHtVT6fDxWl5Xu8neYWngOof2KnOPUqudISAVZqIsBKNwQADV81AGhLSRTeFkakLoJwbRiRnRHocStNummY0KPWVY2GZkDooi1VpYATJPrhRwuMtunMSUlEA5CZXiZCl6BARjGKrXOnnaYNAkbrPwCABCRcCUAGZFl2UiEpHgWhbSF4Ah5EG6Jw+6y6ZluqtiA4LOikPwJSU3vaaZCiDVHn70BVagrRZMU1xXk9P6ZNIho42kt3mcyOLW12Oja7LI8atsrw2KnS7RSZ4R1hmJpppXuLaVZZHjtNuinaUqWrKCisLEIRgMw0nAxNiQaYbJ95YfWU++BDbHcMsmLFXIpXgeJRkAgl4PK2NfPYsVVyGl/AOr/Z5zrAOg+2F2cBjKGIqP/Kpy3SZseN0YYoGjc2WiUbW0vqAHBiRT3RNrpaDaswNANqWHXaKYUhUI5yhAwVIqpAb5EhDEBKq3wmRwsJAJOupGLcSER7yj6PGABMwIimX83Z3tWd9ias9OkiqsBj+FCJCujhtvOjFtYABZAUyTnfyi4ZkiJB8SjwBDxw+93wBD0oKi2C2+dGoCoAT9ADb4k35bGKyorgK/fl1YbIuHZgk3t6B4iIiIiIiIiIiIiIiIiIiLoLO8WJiIiIiIiIiIiIiIiIiKjfYvp0IiIiIiIaEFpqW7KmS7dTogNA3ed1AOCU5bFTXpqaCVM3oUZVCENAi2gwTdNKJ6ejy0hJaeiMeFJKuk6WEpY0ZQ/3iIjyJYVT89W6ozL8WhFcETljXv4bBURJanpKL7wQceGUsdHDutW6owCJcALCEJA9MlweF2o/rYXslqG4rRTrildBsCYIt9/tbM8T8MAT9KB0RKmTct1OPWlrqW1BcU0x000SUZ+Xni49PUW6LVIXSSk1YadLB6yU6JG6CLSYhtDWEAyt9Xwc01NSpwOAoVpxpKEaVuwoABiADBnWSR6AKQGmyMh6Low8nlByicjk/4mIepgUEoAEKC0S/HoRAkhLad5aplFoAnq89dwptd5kIKpEobisGNaObV1FLshuGZ6Ax9mMt8QLV5EL/kq/Mz04zIpZy0dZ9dXTY9tkjG8HFnaKU49or8Zjcn2eZLHGGOJNcadejx182ifMRCgBQzUQrg1Da9Fg6EZb/ds8gkgPPMhav5GIqL/L48ez1FGtIAFAs/40YTpBrKEZMFQDWkSDGlEhKzJklwyXzwVPwAPF29ZZ4/JawS3QFqxqUQ1uv9v5P1vt8NIRpRgxZUSeT7YNg14iIiIiIiIiIiKigYGd4kRERERERERERERERETU5TRdRx3q8BbesgbTABAQUKEijrgzDaL1ZsIa9JgAjIgBAwaiiCKGGAQE/PBj/pHze+z5UN/FTnEiIiIiIuoT7GxDdprL5FTo6WnQ401x5+/kVJfJ69lZh/SEDiNhQPEqMBJWhotEKGFNVw0YCQPCFBCmgKm3pr3swpTpydxwQxKS0xBARAOc3TCYxMpylka3bolEom1aa2Ze+39JlqC4FTR+3QiX1+Wk+JUVGZ6gB74Kn5O5x+2z0qsHqgJQIyoqx1aiqKwIlaMrUx42UGWlwcyWzac9zNhDRF0tPU7MJjkleqwxhuYtzVDDKtSIFSMmZ620M1O6ilzQ47qToRKwMqLpMd0qrdOiQphtJ2pDNSBE231hiLa4Lim2s9KnExH1cwKIRFVEoSEwwoMmOZ4yW1d0iBzdlHbOSlfrzXR54IIVQ8Yam/HoykdxXvl5KanV7RJBnqAVL1fsV2HdT0q33vBVAypHVyJQFSgohs2V/bgrMDbee9gpTj0uOVitW1+Hxo2NANoaLwFkpEtPhBKIN8WtRkxVhzCE01hpJIxONVIGEECzqVp1LPKp2UNE1M9IIQEprfSsEpYQTJSgGIU1dDoNuKrVKGDAgNbcml9dAqBYN8WlQHZZjQGyW4akSJAV2WqQ9VlhiuK2dsoT9KQ0UtiNtXYnl6/c126NoPYw+CQiIiIiIiIiIupauq5C8nux3/gJGFxeljJP8gjke42QERSAS6ApFMLKv72Lxl2NXb+z1O+xU5yIiIiIiAaMGx+/EXFYV6crUFJG6YjW4Ziu1p9Jbrgz1ldgXahThCIAQBRRlKEsZRkXXM62vPBCcq5xR8Zy6epQB8MUWZYmIgJ0Xcd2bMdreA0AYMC6ojsB66LyGGJt5xwT0KEDyRd9x4GWcAtMmM75L4AAbj3o1r32HIiIiIho4PH5fKgoK0+ZphQJSPkmziiVILmRkUWJqBDsFCciIqJ26YaOBjRgBVakTDfT8vom37c7g0Trvyii0KFbDbYCiOkxQAeaE83wwpuyTvJ6QGtjLtoae+3p6ff1HGlCvnzjy048ayLqjM6mE8uW5jI9vSXQlhI9PR06ADRtaYIe1+Eqsn7ixJvjcHmtv/WEDpfXhUVvLUKsUoOvoizLXmR2XMtGZopiSVi/2BOQoOsGIjETUkCFLCf/ktdhyK1piREt6Ee7pulISAIxVUe5L//1iKgfaz2HhMIRRIWOwBgvGuRI8qykRVPPW5JzcU/bkgHJm7JMZHcTnlz7JH4Q+AFklwxJliAp1s3j98DUTdStq4O3xAtfuc9JmW7zBD3wlljbLB+V2tCZLDmjj33eT05Zycw9RNSVtny4BfGmOBKhhHPO0aJaRhZKUzet8jgAdLXtN6UwrPOmpEhOhkp7OWcZIdrSowMZKdLbE0AAMV1AaZEguQVgsJeHiKgQxSiG2tjaJiAn3WCVB5JkCXWf10H2yPD422LkLR9sgSfoQVFpEfyV/owU6qUjSgFYGSlt/kp/SvbKZOlZK9NjZWd/Cyw3RN2DneKUU3uNmskNl+m1HJMl13UErBNJrDGGbf/aBi2qIdYYQ7TeWseux2PXNTNUwwlA7fqNht56ibvRemO8SESUwkxkH43YWS1NGqJChzRCRkJKS0sk5X8SjrniVhk1ScCUTGgyYBga4i0y3CVuyJKS0h2V/Led0T21+TY/kd1NOPSkQ/HHW/5obaPE63Sm1UyscQLX5O+1rghS2ahL1DtFEYWvIogJxx+N0uLsP1STKdEs51S9bdr2nbuwft167DfhEFSXV6QsJrlbz5EFxqvbdu3C2s/XQjO1wlYkon5P1VXIAT8O+tbhGDZocMo851STHp9JmdOTy+U0Noew6o130bSrqat3l4iIiIiIqFdhpzgRERHllFL3p6ys09sxikVSLXEBqcjEpi3bsOajf+OQqYdjWHVVxxspsL/fbuTdtWtLZ3aZiPqx0uIABg8a1OFycktmj7awBxCZQHPIuojUH/BjUHnq6EjJ03ZxJ0T+J7DGUCjvZYloYCoOBFBdWWndSe8ET0s/6aSjTDoNSWwJIiIiIiKiAYg/hahPeT7xPFrQAgUKJEhwww2p9Z+dfrcYxU6NR5td+1GC5PydrgENMESeOY6IiAYYn8+HitLc6TABtNtpLUokQAJkjzU6SfGZqG9sAgAUBwMYMrjjzqn0Rl4i6v3sLAzJmYVsyRmG0rMLxZviaPiiAVrUGi2txTTEm+MwEgYUrwIjYcBQDWhRK/2lvYyRsLIKCVNYGYbsOrqt/w/CIDQiDphSao3dbBRkT39pT8vMWZxdAR3iRETZSGHrBOMJuVCs+eBqViB8+aWhEK2d5lLSqShlTU2GR7hRhUoYEcOpUW6LIw7I1nlcVmQoHgWeYg9Mw4SsWMGZJ+iB4lageBQnjbqe0FFU2va73O1zI1AVgCdopa70lnhRVFaUkpayalzbRZK5MvcwGw/R3pdveZxs5XByqVtfl3I/PfVsLrlS1wJWPGlnqASAus/rEKmLoGlzE9SIClMzEWuMQRgCwhTQ4lpbPChg/Z5Nvt/NPPBAFjJgAKYu8k67TkTUp6Wd64QJQOQZ1xqALFvbkEVbf5CzXTP5rnXHiFgn9jjibTNdABRAkiQrhvVa/UVun1V2yC7JJrtlKG5rXnKcm7wMAJSNKAPQVlKoqMyKgdPTrzN9eu/ATvEBYE9qO6anRo81xpx6PEBbGlo1rCJSF0GsMYZEKAFDtU42dkMmAMRDcQhDQI/pMDTDOkkVkAL9HbwDrdxAsCL7aEL7kRoRg8vMXlcWsE6YWdfXNcRkIK511EJKRERZtXc+N2F1ahtWECsUwCoBLgE6INSkZTvbf5S+Xuv+1KAGH//mY0iKBFmRYRpWYOzxeyC7ZCfI9QQ9cHldGDTW6qAPDmtrdLUD2mTpwa0tuXYQG26JiIiIiIiIiIiIeh47xanPiCIKT0UxDpl2JEoD7V9VI9qrqZuj02Z7fR3Wr1sHrZ0OdSIiIiLKrWRYSbdsV25NFZGc/ccLL9xwO8v4Wv8B1siblKvGW9fZjd2A6QMREXWf29+6HQAg0n58J5BIuZ8+Kr0927Zt2/MdIyLaQyuwAi1ogQ494xwnpf2zpylQUmJWe14d6mCK7NksiYiIqHuwU5y63B0r70ALrJRJrqS3mB9+eOFFEEHIrf8kSCnL2IGhnJYj1wUXGtAAxQygtLg4o2ZjOjOeu1M8V4b05pbOjagnIiIi6qs6yiiUngbTziKULXXllAumoGxwJQIVZV2yb7qhIdISR3GJH4qUX4OhbloNjoYA4lAz5huaBzHZREzVO87QpgOmljlZJPfhmK0xpyHBTO/biXYu7YWkKZBNBdDYSEpEXaA1U1quc54SluDTfChDWe5tmICICxgwYEQMqI1p51cFgAxIioRn489CqfTAX9Z1F0nFmkI4YNgBeH7B8ynpKP2VfidDz5DDh3TZ43U2214+mEWI+oOO4sP0sjiAVRoHAMLbws46Wqwt0HL73CnrReujVpbJpHXtrF+mYUIYmSc1YQhIigRTMyFMAV3VrYExdpZK+9ZJa7AGm8u/gbs0AFPa8/zqmgbEJQNxnYNziGjgsvpx8vztHGtNRNmsoDxegX2QRynGbHTrJiCgx3XoYes8nH4BZwb7J7oEKxumZKVgl1rrFMkuGZLcelGULMHlc0FWZMguGd4SL/yD/NATulP2DQACg61YNjkFezbJpYdylRwJVAUyUrR3FHt2Z9ybz+P3BHaK7wWFvLHaq7+TrRYjADR81YDmLc1Qw20/TNVI29/Rhqj14U5kD7Ls9exU58nrGqoBUzMhu2UYCQPCtII+YQqI1l/V9v8wgT9qf4QYLKGqYnjG4yjCZZ3e9CKnxIPLdCG5rVES2QvGqkLAY5QgJgRiIQOGpxtqM7LeIxHRXmPEZEiqC4rpAlQXjFjS+b8Tp2Mp1NYoYSf8kEMulCXKUQYvEvWZga1TT8iOvxXr/9pPawFY9YLseplFZUXwBDxQvApcXit8chW5nEC0cmyls93kIDWfunqF1hTqjQElkS1QUYYjT5qGstL2OkPya0TctGU71qz6N8YffTiGVWf7sZt2shCAiLeeS0wpa13Gb3bU4rM1n0HL1ttNRER7LIoo/GVlmHjcZJSWpMc4dtHe/DU1R7DmnRUINdR1vDARUTcKIQR3aQBjpx6OkkCWDokC+8m31+3C+nXroQuWcSQiItpb2ClOXaoJTfBXlOHIE7M0hmpWr4MSbvsRnJHmPMcobgDYUV+HdevWQcsYhkNEREREvUVZaQmGZO3ELkz97iYAQHGxH0Oqq7IvJFL/di6wMdJGdLfa3dy8x/tFREQdKy0pxuBBFZkz9nxwJRFRjyrx+VFR1n4Gy3wwYyURUefphoYGNGAlVmbOQ+bg0PSSFwIipZRPAgkni7GAgAkTWtJwTh161iwlQFtJIBMmYrCyngQRxA99PyzwWdHe0G2d4o899hjuv/9+7NixAwcffDAefPBBTJs2rbsert8ZesTQgpa36yfapKSrr+0U5UWw0owVoQg/OeYne76T7XAaQ5POE0KFNRrbnTSaLy3Nec7+bgE0hzsebUdERET9C2NKIiKi7qXrBupRj/fxPgCkNADa4ohDheo0EkqQkEACAgIxIwYYgKEZCCEED5jVhnqnvhZXhreHc2aeSs8mmVzaJjkNuZ163JYIdZAatlVyNsr0xwrXhjOWNTQr06Spm06mStOwRr4IQzgdCXo8dZ6TQEIAKX0YvfACGi+8bVkmu2K8TmsZHmGg3UFCRESUKhJTEYEGjJAQlfc8m5Cm6wjHIggW+yHLqZmMTck+QbeX5r1tHeGyvsB27W7An7b/CTMxM3UxkbS4gNVDm5SGXZIlJwW7TZIlyG4ZikeBJ+CB2+925hmaAcVt5XW3U6/bGS4Bq+RQoCqQkpY9PeO0J5CZsj04LOhkwrTlStsOwClpZCs0K+be1C2d4i+++CLmzJmDxx57DEcffTSefPJJnHzyyVi7di1GjBjRHQ+5x8Lbw9j52c6cQSSQGUgCVjBpv4nUiOqkKrfZNQLsdKt2YJgcMMpu2QkcTd3Ek988icqqavgrkkdaC8hoqyvo031Jc0zkk4LM7ihP7G7B8+89j2NxbIfrFGof7IPdWhRyvQxTiIwgVqQVMjMNpiwnIhoIpHBryY2kaZ6wCwGtCK6QAlG0Z60eWdc2AEXICHbUMGvXlmuNc7OlWo/WRtvi36S6QS6vK6VOEGDVEJJdMgLVgayp1gGkBJyeoAfeEi8AoHxU5oiD5PXSg8xk/TGtel+NKfNJm18o+weF/TqnP06uMjs2O8Zt3NiYMj0RSqDx60ZoMQ1un/XDKvkHVmhbKGN5wCqxk/yDS0/oKEUpFCEDmgSR/jESSf9nr5aTWkYBgBR1w2W6gagbelOOlexlQ8kPAGukeJbGRU9L23kHeZx3emF7LBENYJKmQDYVQFNgpmddK4DsbTu7tcTiiEKFtK+EuFwPABAd1MoVziga63vAk9S0pOgBJISEWDyR/SRa6Im1dfkAAvj8pc+heBSnfcVV5HLqL1YdXNVhjcV81a23Glez1UVuT3uPb9vTeK276z4C/TOmBPpmXElERESZdF2F5Pdiv/ETMLisbI+3t72+DuvXrcN+hx6C6rKkTEcygA7i4nRGUKA5HMEnb72HcD0zgvRG3dIp/sADD+Cyyy7D5ZdfDgB48MEH8be//Q2PP/44Fi5c2B0P2a/EEYe/ogRHzDwGpSWtHeOSaE0/bklOQS4p6VvIQQDNLS3497urEG7kB5KIiIh6N8aURERE3UvTVMh+H0YfOgE15VYjYNamv5Q+eGsJpy3C1bbGN9trse7TDdBMDnuk3oVxJRERUf/i8/lQUdoV5SysAQd+nx+VSeUxJFdSCNze9ahJ80QpB4H2dl3eKa6qKj766CPcdtttKdNnzpyJDz74IGP5RCKBRKJtKElza52/UCiUsWx3CofDCEfCiEWTUgzFUkeGx+NZRoonEtBUK7WYqqqIaTHoetJIcV2HYRhQdAUuxeXMUw0VhmFAGAKSLEEYAqZpWjeYgGFAU1Wo9rFJ7xRXO9cprqkqVDWBXWjEa3gNACBnGa4jpX3KXXBBav2XTocOAwZkyGhAAyTdh4am3VDVBDLOFum/rtX8TxLNLSGYhoFQqBm13XBu6c7t99Vtd/f2++q2u3v73Pe9v+3u3n5f3XZ3b7+79z0ci8EwDejQEUfmd3hBRObfEiS4hAuSkOAyXZCl1pHipgzZkCHrMlxK60hxzQW0ZSeC7m6LFbSE5mSZcUfbRujajKK23Hymz4QZzt7ILEJ7b0yrHaelZ4DpSoXGlEDviCvD4TAiLe2P2u4M+3W3X+f0x4lE2n9MO8aNxFOXSyQSiGpR6JoOzWXFtG617X0Y01NHySWM1pHihgFDt96bdoxrwoRpGKhrqIcabyc1Z47Pu4inxqTNTc0wDQNNTY3YKmVbKSk2jqTNN5G1V6c53Nyl553uOI919TZ7+/a6Y5u9fXvdsc3evr3u2OZA3Meu2p7kaTtBhsJhmIYBTVNbf8N3olM8qb6irmkwDQPNjU3YKsuZ5/wCQ4dQOArDNKwajUYMiqE47SsuzQWPao1Wj8QiMLxGStyUzPTl30nfErUaRtPbhDrS3uPb9jQmCYe7f4BDf4spgf4ZV6bHfrnaM9PbMpOfU3vstk4AiGrRlHnp8WFyG6dpmtDN1hTprRfHCFM4r7EuWueJpPTp9v+9PEWPBg2GqWN3U5NzvtwTvfU7oju215v3rbdvrzfvW2/fXm/et4G2vd68b0BbO0FzqAk7ktseOjNSPCwQaonCNAwYkFLbIwVSv++S/rb73iRh3ZJJQoJsylBMBaZhQjfa2hQNw4AiW0F5chuN85CagKRK0BJt3+vJ3/Gqqqa0UTpPPS7DiBkwvG2xbXtxbnqsnd6GtTfkHVeKLrZt2zYBQLz//vsp0++55x4xduzYjOXnzp2b/FbgjTfeeOONN954462P3L755puuDiU7HVMyruSNN95444033njrm7fujCkZV/LGG2+88cYbb7wNnFtHcWW3pE8HrDqbyYQQGdMA4Pbbb8dNN93k3DdNE7t370ZlZWXW5fMVCoUwfPhwfPPNNygpKel4BQLA49YZPGaF4zHrHB63wvGYdQ6PW+EG2jETQiAcDmPo0KHd/lj5xpRA98WVPWWgva+oDV/7gYmv+8DF137gGuiv/d6MKYG+F1cO9PdHe3hscuOxaR+PT248Nrnx2OTGY5Mbj01u3XFs8o0ru7xTfNCgQVAUBbW1tSnTd+3aherq6ozlvV4vvF5vyrSysrIu25+SkhK+4TqBx61wPGaF4zHrHB63wvGYdQ6PW+EG0jErLS3t1u0XGlMC3R9X9pSB9L6iVHztBya+7gMXX/uBayC/9t0dUwJ9P64cyO+PjvDY5MZj0z4en9x4bHLjscmNxyY3HpvcuvrY5BNXZhaT3kMejwdHHHEEli5dmjJ96dKlmDp1alc/HBERERH1Q4wpiYiIiKgrMK4kIiIiIqAbRooDwE033YQLL7wQkyZNwpQpU/DUU09hy5YtuOqqq7rj4YiIiIioH2JMSURERERdgXElEREREXVLp/i5556LhoYG3H333dixYwcOOeQQ/PWvf8XIkSO74+Gy8nq9mDt3bkaqI2ofj1vheMwKx2PWOTxuheMx6xwet8LxmHWP3hBT9iS+rwYuvvYDE1/3gYuv/cDF137v6YtxJd8fufHY5MZj0z4en9x4bHLjscmNxyY3HpvcevLYSEIIsdcflYiIiIiIiIiIiIiIiIiIaC/o8priREREREREREREREREREREvQU7xYmIiIiIiIiIiIiIiIiIqN9ipzgREREREREREREREREREfVb7BQnIiIiIiIiIiIiIiIiIqJ+q193iicSCRx66KGQJAmffPJJyrwtW7bg9NNPRyAQwKBBg3DDDTdAVdWe2dFe4rvf/S5GjBiBoqIiDBkyBBdeeCG2b9+esgyPW5tNmzbhsssuw6hRo+Dz+bD//vtj7ty5GceDxyzVPffcg6lTp8Lv96OsrCzrMjxmmR577DGMGjUKRUVFOOKII/Duu+/29C71KsuXL8fpp5+OoUOHQpIk/OlPf0qZL4TAvHnzMHToUPh8PsyYMQOff/55z+xsL7Fw4UIceeSRCAaDGDx4MM4880xs2LAhZRket1SPP/44JkyYgJKSEpSUlGDKlCl4/fXXnfk8XtTVGMsOLIwtifFe/8f4iwDrfSBJEubMmeNM4+tOuTAezMT2y+wYS7aP7ZHtYxxqYftidoxhc2NbYf56SwzcrzvFb7nlFgwdOjRjumEYOPXUUxGJRPDee+/hhRdewMsvv4wf/ehHPbCXvcdxxx2H3//+99iwYQNefvll/Oc//8FZZ53lzOdxS7V+/XqYpoknn3wSn3/+Of7nf/4HTzzxBO644w5nGR6zTKqq4uyzz8bVV1+ddT6PWaYXX3wRc+bMwZ133onVq1dj2rRpOPnkk7Fly5ae3rVeIxKJYOLEiXjkkUeyzl+0aBEeeOABPPLII1i5ciVqampwwgknIBwO7+U97T2WLVuGa6+9FitWrMDSpUuh6zpmzpyJSCTiLMPjlmqfffbBz3/+c6xatQqrVq3Ct7/9bZxxxhlOsMbjRV2NsezAwthyYGO8NzAw/qKVK1fiqaeewoQJE1Km83WnXBgPZmL7ZXaMJdvH9sjcGIe2Yftidoxhc2NbYX56VQws+qm//vWvYty4ceLzzz8XAMTq1atT5smyLLZt2+ZMe/7554XX6xXNzc09sLe906uvviokSRKqqgoheNzysWjRIjFq1CjnPo9ZbosXLxalpaUZ03nMMh111FHiqquuSpk2btw4cdttt/XQHvVuAMQrr7zi3DdNU9TU1Iif//znzrR4PC5KS0vFE0880QN72Dvt2rVLABDLli0TQvC45au8vFz86le/4vGiLsdYloRgbDmQMN4bmBh/DSzhcFiMGTNGLF26VEyfPl3ceOONQgi+7pQb48H8sP0yN8aSmdgemYlxaHZsX8yNMWz72FaYqrfFwP1ypPjOnTtxxRVX4Le//S38fn/G/A8//BCHHHJIypWWJ554IhKJBD766KO9uau91u7du/Hss89i6tSpcLvdAHjc8tHc3IyKigrnPo9Z4XjMUqmqio8++ggzZ85MmT5z5kx88MEHPbRXfcvGjRtRW1ubcgy9Xi+mT5/OY5ikubkZAJxzGI9b+wzDwAsvvIBIJIIpU6bweFGXYixLNsaWAwPjvYGL8dfAcu211+LUU0/Fd77znZTpfN0pG8aD+WH7ZfsYS+ZvoB4bxqH54/d1G8aw2bGtMLveFgP3u05xIQQuvvhiXHXVVZg0aVLWZWpra1FdXZ0yrby8HB6PB7W1tXtjN3utW2+9FYFAAJWVldiyZQteffVVZx6PW/v+85//4OGHH8ZVV13lTOMxKxyPWar6+noYhpFxTKqrqwfk8egM+zjxGOYmhMBNN92EY445BocccggAHrdcPvvsMxQXF8Pr9eKqq67CK6+8goMOOojHi7oMY1myMbYcOBjvDUyMvwaWF154AR9//DEWLlyYMY+vO6VjPNgxtl92jLFkYQbqsWEcmj9+X1sYw2ZiW2FuvTEG7jOd4vPmzYMkSe3eVq1ahYcffhihUAi33357u9uTJCljmhAi6/S+LN/jZrv55puxevVqvPnmm1AUBRdddBGEEM78gXDcCj1mALB9+3acdNJJOPvss3H55ZenzOMxy37M2jMQjlmh0p/7QD8encFjmNt1112HNWvW4Pnnn8+Yx+OW6oADDsAnn3yCFStW4Oqrr8bs2bOxdu1aZz6PF+XCWHbgYmxJ+eJ3yMDC+Gvg+Oabb3DjjTfid7/7HYqKinIux9e9/2M8mBvbL3NjLJkb2yO7Dr+D8jfQjxVj2ExsK8yut8bArm7bche77rrr8IMf/KDdZfbdd18sWLAAK1asgNfrTZk3adIkXHDBBXjmmWdQU1ODf/7znynzGxsboWlaxlUJfV2+x802aNAgDBo0CGPHjsWBBx6I4cOHY8WKFZgyZcqAOW6FHrPt27fjuOOOw5QpU/DUU0+lLMdj1ib5mLVnoByzfA0aNAiKomRcHbVr164BeTw6o6amBoB19dmQIUOc6TyGluuvvx6vvfYali9fjn322ceZzuOWncfjwejRowFYscXKlSvxy1/+ErfeeisAHi/KjbHswMXYkjrCeG/gYfw1sHz00UfYtWsXjjjiCGeaYRhYvnw5HnnkEWzYsAEAX/eBgPFgbmy/zI2xZG5sj9xzjEPzxziNMWwubCvMrtfGwN1WrbyHbN68WXz22WfO7W9/+5sAIP7whz+Ib775RgghxF//+lchy7LYvn27s94LL7wgvF6vaG5u7qld73W2bNkiAIi3335bCMHjls3WrVvFmDFjxA9+8AOh63rGfB6z3BYvXixKS0szpvOYZTrqqKPE1VdfnTLtwAMPFLfddlsP7VHvBkC88sorzn3TNEVNTY247777nGmJREKUlpaKJ554ogf2sHcwTVNce+21YujQoeKLL77IOp/HrWPf/va3xezZs3m8qMswlh3YGFsOXIz3BgbGXwNTKBRK+W7/7LPPxKRJk8QPf/hD8dlnn/F1pwyMBwvD9ss2jCU7xvbITIxDs2P7YhvGsIVhW6Glt8bA/a5TPN3GjRsFALF69Wpnmq7r4pBDDhHHH3+8+Pjjj8Xf//53sc8++4jrrruu53a0h/3zn/8UDz/8sFi9erXYtGmT+Mc//iGOOeYYsf/++4t4PC6E4HFLt23bNjF69Gjx7W9/W2zdulXs2LHDudl4zDJt3rxZrF69WsyfP18UFxeL1atXi9WrV4twOCyE4DHL5oUXXhBut1v8+te/FmvXrhVz5swRgUBAbNq0qad3rdcIh8POewmAeOCBB8Tq1avF5s2bhRBC/PznPxelpaXij3/8o/jss8/EeeedJ4YMGSJCoVAP73nPufrqq0Vpaal45513Us5f0WjUWYbHLdXtt98uli9fLjZu3CjWrFkj7rjjDiHLsnjzzTeFEDxe1D0Yyw4cjC0HNsZ7AwPjL7JNnz5d3Hjjjc59vu7UHsaDbdh+mRtjyfaxPTI3xqFt2L6YHWPY3NhWWJjeEAMPyE5xIawvwlNPPVX4fD5RUVEhrrvuOid4GojWrFkjjjvuOFFRUSG8Xq/Yd999xVVXXSW2bt2ashyPW5vFixcLAFlvyXjMUs2ePTvrMbOv6BWCxyybRx99VIwcOVJ4PB5x+OGHi2XLlvX0LvUqb7/9dtb31ezZs4UQ1hWLc+fOFTU1NcLr9Ypjjz1WfPbZZz270z0s1/lr8eLFzjI8bqkuvfRS53NYVVUljj/+eCfIFYLHi7oHY9mBg7ElMd7r/xh/kS29QZCvO7WH8WAbtl/mxliyfWyPbB/jUAvbF7NjDJsb2woL0xtiYEkIIfYg+zoREREREREREREREREREVGvJff0DhAREREREREREREREREREXUXdooTEREREREREREREREREVG/xU5xIiIiIiIiIiIiIiIiIiLqt9gpTkRERERERERERERERERE/RY7xYmIiIiIiIiIiIiIiIiIqN9ipzgREREREREREREREREREfVb7BQnIiIiIiIiIiIiIiIiIqJ+i53iRERERERERERERERERETUb7FTnIiIiIiIiIiIiIiIiIiI+i12ihMRERERERERERERERERUb/FTnEiIiIiIiIiIiIiIiIiIuq32ClORERERERERERERERERET9FjvFiYiIiIiIiIiIiIiIiIio32KnOBERERERERERERERERER9VvsFCciIiIiIiIiIiIiIiIion6LneJERERERERERERERERERNRvsVOciIiIiIiIiIiIiIiIiIj6LXaKE3XCkiVLIEmSc3O5XNhnn31wySWXYNu2bV3+eNFoFPPmzcM777zT5dsGgHfeeQeSJHXb9rM9ln1TFAXV1dU4++yzsW7dum5/fACYMWMGZsyY4dzftGkTJEnCkiVLCtrO2rVrMW/ePGzatClj3sUXX4x99913j/ZzT7z77rs455xzMGzYMHg8HpSWlmLq1Kl4/PHHEYlEnOUkScJ11123V/fNPt7//d//vVcftzvY54JVq1Z1+Tazva+IiIgYh+75YzEO7V6MQ4mIiPYOxoV7/liMC7sX48K+rTvaPYl6GjvFifbA4sWL8eGHH2Lp0qW44oor8Pzzz2PatGkpX+pdIRqNYv78+d0WFB5++OH48MMPcfjhh3fL9rO599578eGHH+Ltt9/GrbfeiqVLl+Loo4/ulqC9I0OGDMGHH36IU089taD11q5di/nz52cNOn/605/ilVde6aI9LMzcuXNx7LHHYtu2bfjZz36GpUuX4oUXXsDxxx+PefPm4Sc/+UmP7BcRERF1Hcahncc4tPswDiUiItr7GBd2HuPC7sO4kIh6I1dP7wBRX3bIIYdg0qRJAIDjjjsOhmHgZz/7Gf70pz/hggsu6OG965imaZAkCSUlJfjWt77VZduNRqPw+/3tLjNmzBjnMY899liUlZXhsssuw5IlS3DnnXd2erud4fV6u/T5A8D+++/fpdvL10svvYS7774bl112GZ5++mlIkuTMO/nkk3HLLbfgww8/7JF960/szw4REVFPYRyaHeNQxqFEREQDDePC7BgXMi4kIkrHkeJEXcgOXDZv3gwAiMfjuP322zFq1Ch4PB4MGzYM1157LZqamlLW+8c//oEZM2agsrISPp8PI0aMwPe//31Eo1Fs2rQJVVVVAID58+c7aX0uvvhiZ/0vv/wS559/PgYPHgyv14sDDzwQjz76aMpj2GmBfvvb3+JHP/oRhg0bBq/Xi6+++ipneqLXXnsNU6ZMgd/vRzAYxAknnJARsMybNw+SJOHjjz/GWWedhfLy8k4FXOnHrr3tCiHw2GOP4dBDD4XP50N5eTnOOussfP311ynbFEJg0aJFGDlyJIqKinD44Yfj9ddfz3jsXOmJ1q9fj/POOw/V1dXwer0YMWIELrroIiQSCSxZsgRnn302AOsHh/262NtIT0902GGHYdq0aRmPbRgGhg0bhlmzZjnTVFXFggULMG7cOHi9XlRVVeGSSy5BXV1dh8fx7rvvRnl5OR566KGsnbbBYBAzZ87MmP7b3/4WBx54IPx+PyZOnIi//OUvGcvk8z4DgKamJvzoRz/CfvvtB6/Xi8GDB+OUU07B+vXrc+63pmmYPXs2iouLnceORqP48Y9/jFGjRqGoqAgVFRWYNGkSnn/++Zzb+fTTTyFJEn79619nzHv99dchSRJee+21gp5Te58dW2NjIy655BJUVFQgEAjg9NNPz3g/Ll26FGeccQb22WcfFBUVYfTo0bjyyitRX1+f8/kQERHli3Eo41DGoT0bhxay3qpVq/Dd734XFRUVKCoqwmGHHYbf//73ndoWERFROsaFjAsZF/Z8XGinHl+6dGmHbYYzZszAIYccgnfffRff+ta34PP5MGzYMPz0pz+FYRgpyz7++OOYOHEiiouLEQwGMW7cONxxxx0ArPeQy+XCwoULM/Zn+fLlkCQJL730kjOtvfdWsnA4jKuvvhqDBg1CZWUlZs2ahe3bt7f7/Il6K44UJ+pCdidZVVUVhBA488wz8dZbb+H222/HtGnTsGbNGsydOxcffvghPvzwQ3i9XmzatAmnnnoqpk2bht/85jcoKyvDtm3b8MYbb0BVVQwZMgRvvPEGTjrpJFx22WW4/PLLnccArBQ5U6dOxYgRI/CLX/wCNTU1+Nvf/oYbbrgB9fX1mDt3bso+3n777ZgyZQqeeOIJyLKMwYMHo7a2NuO5PPfcc7jgggswc+ZMPP/880gkEli0aBFmzJiBt956C8ccc0zK8rNmzcIPfvADXHXVVZ1Kz5R87Dra7pVXXoklS5bghhtuwH333Yfdu3fj7rvvxtSpU/Hpp5+iuroagBWkz58/H5dddhnOOussfPPNN7jiiitgGAYOOOCAdvfn008/xTHHHINBgwbh7rvvxpgxY7Bjxw689tprUFUVp556Ku69917ccccdePTRR53UTrkC7ksuuQQ33ngjvvzyS4wZM8aZ/uabb2L79u245JJLAACmaeKMM87Au+++i1tuuQVTp07F5s2bMXfuXMyYMQOrVq2Cz+fL+hg7duzAv//9b5x77rkFXbH6f//3f1i5ciXuvvtuFBcXY9GiRfje976HDRs2YL/99gOQ//ssHA7jmGOOwaZNm3Drrbdi8uTJaGlpwfLly7Fjxw6MGzcu4/Gbmpowa9YsrFu3DsuWLcMRRxwBALjpppvw29/+FgsWLMBhhx2GSCSCf//732hoaMj5XCZOnIjDDjsMixcvxmWXXZYyb8mSJU4AXMhzsmX77Nguu+wynHDCCXjuuefwzTff4Cc/+QlmzJiBNWvWoKysDADwn//8B1OmTMHll1+O0tJSbNq0CQ888ACOOeYYfPbZZ3C73Xm/ZkREROkYhzIOZRzas3Fovuu9/fbbOOmkkzB58mQ88cQTKC0txQsvvIBzzz0X0WjU6Vzo7D4QERExLmRcyLiw5+NCWz5thgBQW1uLH/zgB7jttttw99134//+7/+wYMECNDY24pFHHgEAvPDCC7jmmmtw/fXX47//+78hyzK++uorrF27FgCw77774rvf/S6eeOIJ3HLLLVAUxdn+I488gqFDh+J73/segI7fW16v11n38ssvx6mnnuo8h5tvvhk//OEP8Y9//CPfl5eo9xBEVLDFixcLAGLFihVC0zQRDofFX/7yF1FVVSWCwaCora0Vb7zxhgAgFi1alLLuiy++KACIp556SgghxB/+8AcBQHzyySc5H6+urk4AEHPnzs2Yd+KJJ4p99tlHNDc3p0y/7rrrRFFRkdi9e7cQQoi3335bABDHHntsxjbseW+//bYQQgjDMMTQoUPF+PHjhWEYznLhcFgMHjxYTJ061Zk2d+5cAUDcdddd7R+0tMd68cUXhaZpIhqNiuXLl4vRo0cLRVHEp59+2u52P/zwQwFA/OIXv0iZ/s033wifzyduueUWIYQQjY2NoqioSHzve99LWe79998XAMT06dOdaRs3bhQAxOLFi51p3/72t0VZWZnYtWtXzufy0ksvpRy3ZLNnzxYjR4507tfX1wuPxyPuuOOOlOXOOeccUV1dLTRNE0II8fzzzwsA4uWXX05ZbuXKlQKAeOyxx3Luz4oVKwQAcdttt+VcJh0AUV1dLUKhkDOttrZWyLIsFi5c6EzL93129913CwBi6dKlOR/TPt7333+/2LhxozjooIPEQQcdJDZt2pSy3CGHHCLOPPPMvJ+L7aGHHhIAxIYNG5xpu3fvFl6vV/zoRz8q+Dm199mxzwW53mcLFizIuo+maQpN08TmzZsFAPHqq69mbHPjxo0FP3ciIur/GIcyDhWCcagQvTMOzWe9cePGicMOO8w57rbTTjtNDBkyxHnfd3YfiIho4GBcyLhQCMaFQvTOuLCQNsPp06dntA8KIcQVV1whZFkWmzdvdp5nWVlZu49rv7dfeeUVZ9q2bduEy+US8+fPd6bl896yn8M111yTMn3RokUCgNixY0e7+0LUGzF9OtEe+Na3vgW3241gMIjTTjsNNTU1eP3111FdXe1cKZWcRggAzj77bAQCAbz11lsAgEMPPRQejwf/9V//hWeeeSYjfUp74vE43nrrLXzve9+D3++HruvO7ZRTTkE8HseKFStS1vn+97/f4XY3bNiA7du348ILL4Qst50miouL8f3vfx8rVqxANBoteLvJzj33XLjdbvj9fhx77LEwDAN/+MMfMGHChHa3+5e//AWSJOGHP/xhyvOtqanBxIkTnRRLH374IeLxeEbtpKlTp2LkyJHt7ls0GsWyZctwzjnnZFwZ2lmVlZU4/fTT8cwzz8A0TQBWyu1XX30VF110EVwul/P8ysrKcPrpp6c8v0MPPRQ1NTUZKaS6wnHHHYdgMOjcr66uxuDBg1PSbOX7Pnv99dcxduxYfOc73+nwcT/++GN861vfQnV1Nd5///2M1+Woo47C66+/jttuuw3vvPMOYrFYXs/nggsugNfrTUk3ZV9NbF/x2tWfnVzvs7ffftuZtmvXLlx11VUYPnw4XC4X3G6385zXrVuX13MjIiKyMQ4tbLvJGIcyDu2uOLSj9b766iusX7/eeW+kP58dO3Zgw4YNe7QPREQ08DAuLGy7yRgXMi7srrjQlk+bIWCllP/ud7+bMu3888+HaZpYvny5sy9NTU0477zz8Oqrr2YtyThjxgxMnDgxJaX8E088AUmS8F//9V8ACn9vpe+X/fmwXxuivoSd4kR74H//93+xcuVKrF69Gtu3b8eaNWtw9NFHAwAaGhrgcrkyvlgkSUJNTY2TYmX//ffH3//+dwwePBjXXnst9t9/f+y///745S9/2eHjNzQ0QNd1PPzww3C73Sk3O0V0+pfjkCFD8tpurmWHDh0K0zTR2NhY8HaT3XfffVi5ciU+/vhjbNmyBV9//TXOPPPMjOXSt7tz504IIVBdXZ3xnFesWOE8X/s51NTUZGwz27RkjY2NMAwD++yzT0HPqSOXXnoptm3bhqVLlwJo66hN/mGyc+dONDU1wePxZDy/2tradutPjxgxAgCwcePGgvarsrIyY5rX63WCvELeZ3V1dXkft6VLl2Lnzp24/PLLU9IF2R566CHceuut+NOf/oTjjjsOFRUVOPPMM/Hll1+2u92Kigp897vfxf/+7/86dXeWLFmCo446CgcffHDBz8nW3ns81/vMfh+apomZM2fij3/8I2655Ra89dZb+Ne//uUE62zkJCKiQjEOLWy7yRiHMg7trji0o/V27twJAPjxj3+c8XyuueaalOfT2X0gIqKBh3FhYdtNxriQcWF3xYW2jtoMbXa6/Wzr2steeOGF+M1vfoPNmzfj+9//PgYPHozJkyc7r6XthhtuwFtvvYUNGzZA0zQ8/fTTOOuss5ztFfreSn9t7NTqbM+kvog1xYn2wIEHHohJkyZlnVdZWQld11FXV5cSeAohUFtbiyOPPNKZNm3aNEybNg2GYWDVqlV4+OGHMWfOHFRXV+MHP/hBzscvLy+Hoii48MILce2112ZdZtSoUSn3JUnq8HnZX3Q7duzImLd9+3bIsozy8vKCt5tsv/32y3ns2tvuoEGDIEkS3n333ZTaJjZ7mv0cstUjqq2txb777pvzMSsqKqAoCrZu3drh/hXixBNPxNChQ7F48WKceOKJWLx4MSZPnoyDDjrIWWbQoEGorKzEG2+8kXUbyVdMphsyZAjGjx+PN998E9FotKC6Pe0p5H1WVVWV93G7+eab8Z///AcXXXQRdF3HRRddlDI/EAg4dZd27tzpXJV5+umnY/369e1u+5JLLsFLL72EpUuXYsSIEVi5ciUef/zxTj0nW3vv8Vzvs9GjRwMA/v3vf+PTTz/FkiVLMHv2bGcZu1YVERFRoRiHFrbdZIxDGYd2Vxza0XqDBg0CYNVRnTVrVtZt2LVF9yQWJiKigYVxYWHbTca4kHFhd7ZPAh23GdrsiyezrZvcKX3JJZfgkksuQSQSwfLlyzF37lycdtpp+OKLL5xR7ueffz5uvfVWPProo/jWt76F2tralGPWXe8tor6AI8WJusnxxx8PAPjd736XMv3ll19GJBJx5idTFAWTJ0920pt8/PHHAHJffeX3+3Hcccdh9erVmDBhAiZNmpRxy3aVXUcOOOAADBs2DM899xyEEM70SCSCl19+GVOmTOmygKZQp512GoQQ2LZtW9bnO378eABW6qiioiI8++yzKet/8MEHHaZ28fl8mD59Ol566aV2r3ws9Ko4O3D705/+hHfffRerVq3CpZdemvH8GhoaYBhG1udnN5Ll8tOf/hSNjY244YYbUl47W0tLC95888289tdWyPvs5JNPxhdffOGk52qPLMt48sknceONN+Liiy9O6bROV11djYsvvhjnnXceNmzYkJEeK93MmTMxbNgwLF68GIsXL0ZRURHOO++8Tj2nfOR6n82YMQNA24+n9B9KTz75ZN6PQURElC/God2DcSjj0Hzi0PbWO+CAAzBmzBh8+umnWZ/LpEmTsjYyd3YfiIiIGBd2D8aFjAvzjck6ajO0hcNhvPbaaynTnnvuOciyjGOPPTZju4FAACeffDLuvPNOqKqKzz//3JlXVFTklEJ44IEHcOihhzrZI4D831tE/RFHihN1kxNOOAEnnngibr31VoRCIRx99NFYs2YN5s6di8MOOwwXXnghAKumxz/+8Q+ceuqpGDFiBOLxOH7zm98AgFP3JBgMYuTIkXj11Vdx/PHHo6KiAoMGDcK+++6LX/7ylzjmmGMwbdo0XH311dh3330RDofx1Vdf4c9//nNeX/7pZFnGokWLcMEFF+C0007DlVdeiUQigfvvvx9NTU34+c9/3nUHqkBHH300/uu//guXXHIJVq1ahWOPPRaBQAA7duzAe++9h/Hjx+Pqq69GeXk5fvzjH2PBggW4/PLLcfbZZ+Obb77BvHnzOkxPBAAPPPAAjjnmGEyePBm33XYbRo8ejZ07d+K1117Dk08+iWAwiEMOOQQA8NRTTyEYDKKoqAijRo1qN9C/9NJLcd999+H888+Hz+fDueeemzL/Bz/4AZ599lmccsopuPHGG3HUUUfB7XZj69atePvtt3HGGWfge9/7Xs7tn3322fjpT3+Kn/3sZ1i/fj0uu+wy7L///ohGo/jnP/+JJ598Eueeey5mzpyZ5xG35Ps+mzNnDl588UWcccYZuO2223DUUUchFoth2bJlOO2003DcccdlbPsXv/gFgsEgrrnmGrS0tODmm28GAEyePBmnnXYaJkyYgPLycqxbtw6//e1v8/rRoygKLrroIjzwwAMoKSnBrFmzUFpa2qnnlI9Vq1alvM/uvPNODBs2zEmDOW7cOOy///647bbbIIRARUUF/vznP2ekNyIiIuoKjEO7B+NQxqEdxaH5rPfkk0/i5JNPxoknnoiLL74Yw4YNw+7du7Fu3Tp8/PHHeOmll/ZoH4iIiJIxLuwejAsZF+Ybk3XUZmirrKzE1VdfjS1btmDs2LH461//iqeffhpXX321k5L+iiuugM/nw9FHH40hQ4agtrYWCxcuRGlpaUrWBwC45pprsGjRInz00Uf41a9+lbFf+by3iPolQUQFW7x4sQAgVq5c2e5ysVhM3HrrrWLkyJHC7XaLIUOGiKuvvlo0NjY6y3z44Yfie9/7nhg5cqTwer2isrJSTJ8+Xbz22msp2/r73/8uDjvsMOH1egUAMXv2bGfexo0bxaWXXiqGDRsm3G63qKqqElOnThULFixwlnn77bcFAPHSSy9l7Kc97+23306Z/qc//UlMnjxZFBUViUAgII4//njx/vvvpywzd+5cAUDU1dV1cNQ63o9Ctvub3/xGTJ48WQQCAeHz+cT+++8vLrroIrFq1SpnGdM0xcKFC8Xw4cOFx+MREyZMEH/+85/F9OnTxfTp053lNm7cKACIxYsXpzzG2rVrxdlnny0qKyuFx+MRI0aMEBdffLGIx+POMg8++KAYNWqUUBQlZRuzZ88WI0eOzLrvU6dOFQDEBRdckHW+pmniv//7v8XEiRNFUVGRKC4uFuPGjRNXXnml+PLLL9s9brZly5aJs846SwwZMkS43W5RUlIipkyZIu6//34RCoWc5QCIa6+9NmP9kSNHprzHhMjvfSaEEI2NjeLGG28UI0aMEG63WwwePFiceuqpYv369c52AIj7778/Zb37779fABB33XWXEEKI2267TUyaNEmUl5cLr9cr9ttvP/H//t//E/X19Xkdgy+++EIAEADE0qVLsy6zp58d+1zw5ptvigsvvFCUlZUJn88nTjnllIzXau3ateKEE04QwWBQlJeXi7PPPlts2bJFABBz587N2ObGjRvzep5ERDSwMA5twziUcWhvi0PzXe/TTz8V55xzjhg8eLBwu92ipqZGfPvb3xZPPPFEwdsiIqKBi3FhG8aFjAt7W1xYSJvh9OnTxcEHHyzeeecdMWnSJOH1esWQIUPEHXfcITRNc5Z75plnxHHHHSeqq6uFx+MRQ4cOFeecc45Ys2ZN1n2YMWOGqKioENFoNOv8jt5buc4xuT6rRH2BJESW/BVEREREREREREREREREVJAlS5bgkksuwcqVKzusWz9jxgzU19fj3//+d5c9/q5duzBy5Ehcf/31WLRoUZdtl6ivY/p0IiIiIiIiIiIiIiIioj5s69at+Prrr3H//fdDlmXceOONPb1LRL2K3NM7QERERERERERERERERESd96tf/QozZszA559/jmeffRbDhg3r6V0i6lWYPp2IiIiIiIiIiIiIiIiIiPotjhQnIiIiIiIiIiIiIiIiIqJ+i53iRERERERERERERERERETUb7FTnIiIiIiIiIiIiIiIiIiI+i1XT+9AOtM0sX37dgSDQUiS1NO7Q0RERERphBAIh8MYOnQoZLn3XmPJuJKIiIio9+orMSXAuJKIiIioN8s3rux1neLbt2/H8OHDe3o3iIiIiKgD33zzDfbZZ5+e3o2cGFcSERER9X69PaYEGFcSERER9QUdxZW9rlM8GAwCsHa8pKSkh/eGiIiIiNKFQiEMHz7cidt6K8aVRERERL1XX4kpAcaVRERERL1ZvnFlr+sUt1MQlZSUMMgkIiIi6sV6e+pIxpVEREREvV9vjykBxpVEREREfUFHcWXvLthDRERERERERERERERERES0B9gpTkRERERERERERERERERE/RY7xYmIiIiIiIiIiIiIiIiIqN/qdTXFiYiIBiLDMKBpWk/vBhEAQFEUuFyuPlHfkYiIiNoIIaDrOgzD6OldIQIAuN1uKIrS07tBREREBWJcSb1JV7VVslOciIioh7W0tGDr1q0QQvT0rhA5/H4/hgwZAo/H09O7QkRERHlQVRU7duxANBrt6V0hckiShH322QfFxcU9vStERESUJ8aV1Bt1RVslO8WJiIh6kGEY2Lp1K/x+P6qqqjgyl3qcEAKqqqKurg4bN27EmDFjIMusuENERNSbmaaJjRs3QlEUDB06FB6Ph3El9TghBOrq6rB161aMGTOGI8aJiIj6AMaV1Nt0ZVslO8WJiIh6kKZpEEKgqqoKPp+vp3eHCADg8/ngdruxefNmqKqKoqKint4lIiIiaoeqqjBNE8OHD4ff7+/p3SFyVFVVYdOmTdA0jZ3iREREfQDjSuqNuqqtksN+iIiIegFecUm9DUeHExER9T38/qbehr9ziIiI+ibGldTbdMV7ku9qIiIiIiIiIiIiIiIiIiLqt5g+nYioDwlvD3fbtoNDg922bSpcLBaDqqp77fE8Hg/TtxMREfUD3Rkv2hg39i2MK4mIiPq+rozxOorluiueZAzZtzGmpP6AneJERES9TCwWw59ffxNN0cRee8wyvxennzyzW4LNfffdF3PmzMGcOXO6fNs9ob89HyIiIuq/GFf2bv3t+RAREVH/xJiyd+tvz6c7sVOciIiol1FVFU3RBEqGjYXP8cTWYQABAABJREFUH+j2x4tFI2ja9gVUVS0o0Pzmm28wb948vP7666ivr8eQIUNw5pln4q677kJlZWU37nHvFolEcPfdd+Oll17C9u3bEQwGcfDBB+PHP/4xTjvttJ7ePSIiIhpAGFf2bYwriYiIqDdgTNm3MaZsw05xIiKiXsrnDyAQLNkrjxUqcPmvv/4aU6ZMwdixY/H8889j1KhR+Pzzz3HzzTfj9ddfx4oVK1BRUdEt+9oRwzAgSRJkWe6Rx7/qqqvwr3/9C4888ggOOuggNDQ04IMPPkBDQ0O3PaaqqvB4PN22fSIiIurbGFd2DuNKIiIiojaMKTuHMWXv0TOvABEREfVp1157LTweD958801Mnz4dI0aMwMknn4y///3v2LZtG+68886U5cPhMM4//3wUFxdj6NChePjhh1Pmz5s3DyNGjIDX68XQoUNxww03OPNUVcUtt9yCYcOGIRAIYPLkyXjnnXec+UuWLEFZWRn+8pe/4KCDDoLX68XTTz+NoqIiNDU1pTzODTfcgOnTpzv3P/jgAxx77LHw+XwYPnw4brjhBkQiEWf+rl27cPrpp8Pn82HUqFF49tlnOzw2f/7zn3HHHXfglFNOwb777osjjjgC119/PWbPnu0sk0gkcMstt2D48OHwer0YM2YMfv3rXzvzly1bhqOOOgperxdDhgzBbbfdBl3XnfkzZszAddddh5tuugmDBg3CCSecAABYu3YtTjnlFBQXF6O6uhoXXngh6uvrnfX+8Ic/YPz48fD5fKisrMR3vvOdlOdLREREtLcxrsyNcSURERFRfhhT5saYsg07xYmIiKggu3fvxt/+9jdcc801GSmMampqcMEFF+DFF1+EEMKZfv/992PChAn4+OOPcfvtt+P//b//h6VLlwKwgp//+Z//wZNPPokvv/wSf/rTnzB+/Hhn3UsuuQTvv/8+XnjhBaxZswZnn302TjrpJHz55ZfOMtFoFAsXLsSvfvUrfP755/jhD3+IsrIyvPzyy84yhmHg97//PS644AIAwGeffYYTTzwRs2bNwpo1a/Diiy/ivffew3XXXeesc/HFF2PTpk34xz/+gT/84Q947LHHsGvXrnaPT01NDf76178iHA7nXOaiiy7CCy+8gIceegjr1q3DE088geLiYgDAtm3bcMopp+DII4/Ep59+iscffxy//vWvsWDBgpRtPPPMM3C5XHj//ffx5JNPYseOHZg+fToOPfRQrFq1Cm+88QZ27tyJc845BwCwY8cOnHfeebj00kuxbt06vPPOO5g1a1bK60RERES0NzGuZFxJREREtKcYUzKmzBfTpxMREVFBvvzySwghcOCBB2adf+CBB6KxsRF1dXUYPHgwAODoo4/GbbfdBgAYO3Ys3n//ffzP//wPTjjhBGzZsgU1NTX4zne+A7fbjREjRuCoo44CAPznP//B888/j61bt2Lo0KEAgB//+Md44403sHjxYtx7770AAE3T8Nhjj2HixInOfpx77rl47rnncNlllwEA3nrrLTQ2NuLss88GYAW/559/PubMmQMAGDNmDB566CFMnz4djz/+OLZs2eKkV5o8eTIA4Ne//nXO52176qmncMEFF6CyshITJ07EMcccg7POOgtHH300AOCLL77A73//eyxduhTf+c53AAD77befs/5jjz2G4cOH45FHHoEkSRg3bhy2b9+OW2+9FXfddZeTamn06NFYtGiRs95dd92Fww8/3DkmAPCb3/wGw4cPxxdffIGWlhbouo5Zs2Zh5MiRAJAS0O9tuq5j3rx5ePbZZ1FbW4shQ4bg4osvxk9+8hPnOQohMH/+fDz11FNobGzE5MmT8eijj+Lggw/usf0mIiKirsO4knHlnmJMSURERIwpGVPmiyPFiYiIqEvZV/NJkuRMmzJlSsoyU6ZMwbp16wAAZ599NmKxGPbbbz9cccUVeOWVV5z0Ox9//DGEEBg7diyKi4ud27Jly/Cf//zH2Z7H48GECRNSHuOCCy7AO++8g+3btwMAnn32WZxyyikoLy8HAHz00UdYsmRJynZPPPFEmKaJjRs3Yt26dXC5XJg0aZKzzXHjxqGsrKzd53/sscfi66+/xltvvYXvf//7+PzzzzFt2jT87Gc/AwB88sknUBQlJTVSsnXr1mHKlCkpx+/oo49GS0sLtm7d6kxL3i/7+bz99tspz2fcuHEArIB94sSJOP744zF+/HicffbZePrpp9HY2Njuc+lO9913H5544gk88sgjWLduHRYtWoT7778/JV3VokWL8MADD+CRRx7BypUrUVNTgxNOOKHdK1uJiIio/2BcybiyI4wpiYiIqCOMKRlT2tgpTkRERAUZPXo0JEnC2rVrs85fv349ysvLMWjQoHa3YwdSw4cPx4YNG/Doo4/C5/PhmmuuwbHHHgtN02CaJhRFwUcffYRPPvnEua1btw6//OUvnW35fL6UwAwAjjrqKOy///544YUXEIvF8Morr+CHP/yhM980TVx55ZUp2/3000/x5ZdfYv/9988aMOfL7XZj2rRpuO222/Dmm2/i7rvvxs9+9jOoqpqRximdECLjMbPtSyAQSFnGNE2cfvrpKc/nk08+wZdffoljjz0WiqJg6dKleP3113HQQQfh4YcfxgEHHICNGzcW/Py6wocffogzzjgDp556Kvbdd1+cddZZmDlzJlatWgXAes4PPvgg7rzzTsyaNQuHHHIInnnmGUSjUTz33HM9ss9ERETUtRhXdoxxZfsYUxIRERFjyo4xprSwU5yIiIgKUllZiRNOOAGPPfYYYrFYyrza2lo8++yzOPfcc1OCohUrVqQst2LFCufKQMAKFL/73e/ioYcewjvvvIMPP/wQn332GQ477DAYhoFdu3Zh9OjRKbeampoO9/X888/Hs88+iz//+c+QZRmnnnqqM+/www/H559/nrHd0aNHw+Px4MADD4Su606DGgBs2LABTU1NhR4yHHTQQdB1HfF4HOPHj4dpmli2bFnOZT/44IOU+jkffPABgsEghg0blvMx7Oez7777ZjwfOyiVJAlHH3005s+fj9WrV8Pj8eCVV14p+Pl0hWOOOQZvvfUWvvjiCwDAp59+ivfeew+nnHIKAGDjxo2ora3FzJkznXW8Xi+mT5+ODz74IOs2E4kEQqFQyo2IiIh6L8aVTYUeMsaVabojpgQYVxIREfUljCmbCj1kAzamZE1xIiKiXioWjfTax3nkkUcwdepUnHjiiViwYAFGjRqFzz//HDfffDOGDRuGe+65J2X5999/H4sWLcKZZ56JpUuX4qWXXsL//d//AQCWLFkCwzAwefJk+P1+/Pa3v4XP58PIkSNRWVmJCy64ABdddBF+8Ytf4LDDDkN9fT3+8Y9/YPz48U5jVy4XXHAB5s+fj3vuuQdnnXUWioqKnHm33norvvWtb+Haa6/FFVdcgUAggHXr1mHp0qXOlYknnXQSrrjiCjz11FNwuVyYM2dOh1dPzpgxA+eddx4mTZqEyspKrF27FnfccQeOO+44lJSUoKSkBLNnz8all16Khx56CBMnTsTmzZuxa9cunHPOObjmmmvw4IMP4vrrr8d1112HDRs2YO7cubjpppucGj3ZXHvttXj66adx3nnn4eabb8agQYPw1Vdf4YUXXsDTTz+NVatW4a233sLMmTMxePBg/POf/0RdXV2HdYe6y6233orm5maMGzcOiqLAMAzcc889OO+88wBYP1oAoLq6OmW96upqbN68Oes2Fy5ciPnz53fvjhMREfVBjCsZV/bXuLI7YkqAcSUREVE2jCkZU/b1mJKd4kRERL2Mx+NBmd+Lpm1fYG+NRyjze+HxePJefsyYMVi1ahXmzZuHc889Fw0NDaipqcGZZ56JuXPnoqKiImX5H/3oR/joo48wf/58BINB/OIXv8CJJ55oPXZZGX7+85/jpptugmEYGD9+PP785z+jsrISALB48WIsWLAAP/rRj7Bt2zZUVlZiypQpHQaZ9n4eeeSRWLlyJR588MGUeRMmTMCyZctw5513Ytq0aRBCYP/998e5557rLLN48WJcfvnlmD59Oqqrq7FgwQL89Kc/bfcxTzzxRDzzzDO44447EI1GMXToUJx22mm46667nGUef/xx3HHHHbjmmmvQ0NCAESNG4I477gAADBs2DH/9619x8803Y+LEiaioqMBll12Gn/zkJ+0+7tChQ/H+++/j1ltvxYknnohEIoGRI0fipJNOgizLKCkpwfLly/Hggw8iFAph5MiR+MUvfoGTTz65w+PYHV588UX87ne/w3PPPYeDDz4Yn3zyCebMmYOhQ4di9v9n797j5Kzru/+/ruua82Y3m4RkN8GgQYNIPAWxKR6KVsFajze97V2hFapVWmyV5tdikbYmFhNDvWm0Wlq8W+BWqW1VvLW3B7DVVG9qRTxR5FAlggaWbDa7O7Mz1/m6fn9ce10zszt7Svac95PHMDPXaa7ZQ/Yz1/f7fX8vuyzbrlM801QxUddccw27d+/OnlerVbZu3bowb0BERGQFUF2punK115ULUVOC6koREZFWqilVU66WmtKIW8e7LwPVapW1a9cyOjpKT0/PUp+OiMiyUnustmDH7t7SvWDHlqk5jsPhw4fZtm1bW89A27bxPG/RzqNQKMzYq1BOLVP9bML81Gtbt27lj/7oj3j729+eLbvuuuv4+Mc/zgMPPMDDDz/MU5/6VL7zne+wc+fObJvXve519Pb2cuutt874GqorReRUtJD1Ykp14/Iz3d9t1ZWylFZDTTlf5yoicjLms8abqZZbqHpSNeTKoGuVslzNR12pkeIiIiLLULlcVuEnq1qj0ZgUsWRZFlEUAbBt2zb6+/u58847swuYnudx6NAhDhw4sOjnKyIyk4W8eDiXY48NjM35Ndb0r5nzPrJyqK6U1Uw1pYiIyOJQTSmrgRrFRURERGTRveY1r+F973sfZ5xxBjt27OC73/0uN9xwA29+85uBJOLyqquuYt++fWzfvp3t27ezb98+KpUKl1xyyRKfvYiIiIgsB6opRURERGS25tQoHgQBe/bs4ROf+AQDAwNs3ryZyy+/nD/+4z/OemXGcczevXu56aabGB4eZteuXXzkIx9hx44dC/IGRERERGTl+cu//Ev+5E/+hCuvvJKjR4+yZcsWrrjiirb5jK6++mps2+bKK6/M6so77riD7m5FromIiIiIakoRERERmb05NYofOHCAv/7rv+bWW29lx44dfPvb3+Y3f/M3Wbt2Le985zsBuP7667nhhhu45ZZbOOuss7juuuu48MILefDBB1VsioiIiAgA3d3dHDx4kIMHD065jWEY7Nmzhz179izaeYmIiIjIyqGaUkRERERma06N4v/+7//O6173Ol71qlcB8JSnPIW///u/59vf/jaQjBI/ePAg1157LRdffDEAt956K319fdx2221cccUVk47pui6u62bPq9XqCb8ZERERERERERERERERERGRVnNqFH/Ri17EX//1X/PQQw9x1lln8f3vf59vfOMbWW/Mw4cPMzAwwEUXXZTtUywWueCCC7jrrrs6Norv37+fvXv3nty7EBFZRmqP1Rbs2GMDY6zpXzNp2ULo3qJ0DxERERERERERERERWfnm1Cj+rne9i9HRUc4++2wsyyIMQ973vvfxxje+EYCBgQEA+vr62vbr6+vjkUce6XjMa665ht27d2fPq9UqW7dundObEBERERERERERERERWU3SwTfzPShGg2FE5FQ0p0bxf/iHf+DjH/84t912Gzt27OB73/seV111FVu2bOGyyy7LtjMMo22/OI4nLUsVi0WKxeIJnLqIiIiIiIiIiIiIiIiIiMj05tQo/od/+If80R/9Eb/2a78GwLOe9SweeeQR9u/fz2WXXUZ/fz+QjBjfvHlztt/Ro0cnjR4XETkVTNeLsz5Yn/PxGkONKY/TtbFrzscTERERERERERERERFZ7ebUKN5oNDBNs22ZZVlEUQTAtm3b6O/v584772Tnzp0AeJ7HoUOHOHDgwDydsoiIyOq3kHPTd7KcY7P27NnDZz/7Wb73ve8BcPnllzMyMsJnP/vZRT2Pn/zkJ2zbto3vfve7PPe5z13U1xYREYHZxWaeSMfL1Jr+NSe8ryxfqiubVFeKiMhCmO+/ta01X1rbpQNl7GF7TscqrysDUNlQmdX2y/nvuCwt1ZRNqilXLnPmTZpe85rX8L73vY//+3//Lz/5yU+4/fbbueGGG/hv/+2/AUls+lVXXcW+ffu4/fbb+c///E8uv/xyKpUKl1xyyYK8AREREVl8l19+OYZhYBgG+XyeM888kz/4gz+gXj/xC/Gz9cEPfpBbbrllVtv+5Cc/wTCMrEhdaA8//DBvfOMb2bJlC6VSiSc96Um87nWv46GHHlqU1xcRERFZaVRXdqa6UkRERGT2VFN2ppqy3ZxGiv/lX/4lf/Inf8KVV17J0aNH2bJlC1dccQV/+qd/mm1z9dVXY9s2V155JcPDw+zatYs77riD7u7l26tDRERE5u6XfumXuPnmm/F9n69//ev81m/9FvV6nRtvvHHStr7vk8/n5+V1165dOy/HmW+e53HhhRdy9tln85nPfIbNmzfzs5/9jC984QuMjo4u2OvO59dWREREZCmormynulJERERk7lRTtlNNOdmcRop3d3dz8OBBHnnkEWzb5sc//jHXXXcdhUIh28YwDPbs2cPjjz+O4zgcOnSIZz7zmfN+4iIiIrK0isUi/f39bN26lUsuuYRLL700iwnas2cPz33uc/m7v/s7zjzzTIrFInEcMzo6ytve9jY2bdpET08Pv/iLv8j3v//9tuO+//3vp6+vj+7ubt7ylrfgOE7b+ssvv5zXv/712fMoijhw4ABPe9rTKBaLnHHGGbzvfe8DkqldAHbu3IlhGLzkJS/J9rv55pt5xjOeQalU4uyzz+av/uqv2l7nW9/6Fjt37qRUKnHeeefx3e9+d9qvxw9/+EMefvhh/uqv/oqf//mf58lPfjIvfOELed/73sfzn//8bLuf/exn/Nqv/Rrr16+nq6uL8847j//4j//I1t9444089alPpVAo8PSnP52Pfexjba9jGAZ//dd/zete9zq6urq47rrrAPj85z/P8573PEqlEmeeeSZ79+4lCIJsvz179nDGGWdQLBbZsmUL73jHO6Z9PyIiIiKLRXVlO9WVIiIyH5wRB3vYxh62aQw1GPrREEM/GmLwgUGeuPeJjrcffflHHP7a4WlvE/cZGxib1W2x47fl1KOasp1qysnmNFJcREREZCrlchnf97PnP/rRj/jHf/xHPv3pT2NZFgCvetWrWL9+PV/4whdYu3Ytf/M3f8PLXvYyHnroIdavX88//uM/8p73vIePfOQjvPjFL+ZjH/sYH/rQhzjzzDOnfN1rrrmGj370o/zFX/wFL3rRi3j88cd54IEHgKRY/Lmf+zm+8pWvsGPHjqwj30c/+lHe85738OEPf5idO3fy3e9+l7e+9a10dXVx2WWXUa/XefWrX80v/uIv8vGPf5zDhw/zzne+c9r3v3HjRkzT5FOf+hRXXXVV9p5bjY2NccEFF3D66afzuc99jv7+fr7zne8QRREAt99+O+985zs5ePAgL3/5y/nnf/5nfvM3f5MnPelJvPSlL82O8573vIf9+/fzF3/xF1iWxZe//GV+/dd/nQ996EO8+MUv5sc//jFve9vbsm0/9alP8Rd/8Rd88pOfZMeOHQwMDEwq8EVERESWC9WVqitFRERETpZqStWUE6lRXERERE7at771LW677TZe9rKXZcs8z+NjH/sYGzduBOBf//Vfuffeezl69CjFYhGAD3zgA3z2s5/lU5/6FG9729s4ePAgb37zm/mt3/otAK677jq+8pWvTOqBmarVanzwgx/kwx/+MJdddhkAT33qU3nRi14EkL32hg0b6O/vz/b7sz/7M/7n//yfXHzxxUDSS/OHP/whf/M3f8Nll13GJz7xCcIw5O/+7u+oVCrs2LGDn/3sZ/zO7/zOlF+D008/nQ996ENcffXV7N27l/POO4+XvvSlXHrppVmhfNtttzE4OMjdd9/N+vXrAXja056WHeMDH/gAl19+OVdeeSUAu3fv5pvf/CYf+MAH2grNSy65hDe/+c3Z89/4jd/gj/7oj7KvwZlnnsmf/dmfcfXVV/Oe97yHRx99lP7+fl7+8peTz+c544wz+Lmf+7kp34uIiIjIUlFdqbpSRERE5GSpplRN2YkaxUVEROSE/PM//zNr1qwhCAJ83+d1r3sdf/mXf5mtf/KTn5wVegD33HMPY2NjbNiwoe046ZQsAPfffz+//du/3bb+/PPP56tf/WrHc7j//vtxXbetwJ3J4OAgP/3pT3nLW97CW9/61mx5EATZHED3338/z3nOc6hUKm3nMZO3v/3tvOlNb+KrX/0q//Ef/8E//dM/sW/fPj73uc9x4YUX8r3vfY+dO3dmRWan95P2mky98IUv5IMf/GDbsvPOO6/t+T333MPdd9+dRTEBhGGI4zg0Gg3e8IY3cPDgQc4880x+6Zd+iV/+5V/mNa95DbmcSkERkeVqbGCM+mA9uwdoDDXatrGH7bbnzoiDW3WnPObaM9a2bZsq9ZYAKK8rZ8sqGyp0bew6oXPv3tJ9QvvJqUt15WSqK0VEZCG11pWdaspWE+vLYk+x7XlrLVnZUGE2VC/KQlBNOZlqynaqWEVEROSEvPSlL+XGG28kn8+zZcsW8vl82/qurvYL6VEUsXnzZr72ta9NOlZvb+8JnUO5XJ55ownS+J+PfvSj7Nq1q21dGiMUx/EJnQ9Ad3c3r33ta3nta1/Lddddxyte8Qquu+46Lrzwwlmdr2EYbc/jOJ60rNPXdu/evVlv0lalUomtW7fy4IMPcuedd/KVr3yFK6+8kj//8z/n0KFDk75vIiIiIotNdWVnqitFREREZk81ZWeqKZvUKC4icoJqj9UmLWsdyQOTR/O0mtgLs3VkzlTbOiPOpB6X073GbJzoCCCRrq6utjidmZx77rkMDAyQy+V4ylOe0nGbZzzjGXzzm9/kTW96U7bsm9/85pTH3L59O+VymX/5l3/JYoxapfPyhGGYLevr6+P000/n4Ycf5tJLL+143HPOOYePfexj2LadFYfTncdUDMPg7LPP5q677gLg2c9+Nv/rf/0vjh8/3rEH5jOe8Qy+8Y1vtL3/u+66i2c84xnTvs65557Lgw8+OO33o1wuZwXw29/+ds4++2zuvfdezj333Dm/LxEREZH5pLpyZqorRURERKanmnJmp3pNqUZxERERWRQvf/nLOf/883n961/PgQMHePrTn85jjz3GF77wBV7/+tdz3nnn8c53vpPLLruM8847jxe96EV84hOf4L777svmuZmoVCrxrne9i6uvvppCocALX/hCBgcHue+++3jLW97Cpk2bKJfLfOlLX+JJT3oSpVKJtWvXsmfPHt7xjnfQ09PDK1/5SlzX5dvf/jbDw8Ps3r2bSy65hGuvvZa3vOUt/PEf/zE/+clP+MAHPjDt+/ve977He97zHn7jN36Dc845h0KhwKFDh/i7v/s73vWudwHwxje+kX379vH617+e/fv3s3nzZr773e+yZcsWzj//fP7wD/+QX/3VX+Xcc8/lZS97GZ///Of5zGc+w1e+8pVpX/tP//RPefWrX83WrVt5wxvegGma/OAHP+Dee+/luuuu45ZbbiEMQ3bt2kWlUuFjH/sY5XKZJz/5ySf2zRQRkWUnjU73at6026Smi1mf2FmztdPnfFJsppwo1ZWqK0VETjWtA2am01rjeTUvqw8L3QW8modX9yh0JY1yhe5Ctl0rr97+3G/45Cv5bL/UxBj12RgbGJvzPrOl2lLmSjXlqVdTqlFcRERkGVqNhbxhGHzhC1/g2muv5c1vfjODg4P09/fzC7/wC/T19QHwP/7H/+DHP/4x73rXu3Ach1/5lV/hd37nd/jyl7885XH/5E/+hFwux5/+6Z/y2GOPsXnz5myun1wux4c+9CHe+9738qd/+qe8+MUv5mtf+xq/9Vu/RaVS4c///M+5+uqr6erq4lnPehZXXXUVAGvWrOHzn/88v/3bv83OnTs555xzOHDgAL/yK78y5Xk86UlP4ilPeQp79+7lJz/5CYZhZM9///d/H0h6g95xxx38f//f/8cv//IvEwQB55xzDh/5yEcAeP3rX88HP/hB/vzP/5x3vOMdbNu2jZtvvpmXvOQl035tX/GKV/DP//zPvPe97+X6668nn89z9tlnZz1Se3t7ef/738/u3bsJw5BnPetZfP7zn580Z5KIiIisPqorVVeqrhQREZGTpZpSNeVqqCmN+GSC6BdAtVpl7dq1jI6O0tPTs9SnIyIypTQ+vbWH4+ADg22x6NONxpnYCzPtnZlKe1uWekttI3827tiYbVNeV54Uwz5b6QigNI59Yoz6mv41wOoseJYTx3E4fPgw27Zto1QqLfXpiGSm+9lcKfXaSjlPEVkdOk2tczLSaXm6NnZlI7UnTpszse6caaR49+nNuq61Nm2tOyGpEysbKll9OHGk+EzT76R15ExUZ84f1ZSyXK2GmhJW1rmKyOJbiDowldZhQz8aAuY+UjwdIT6fI8XT/aaqIafSWkPOtl6cC9WW80N1pSxX81FXaqS4iIiIiIiIyDzqFAs5+MBg23N72J72oubEqEsgu4iZXqhML1BC0mCeL+fxbX/KY7Ze4PQbze3SY6QXJ50RB3vYzhrhp7u4KSIiIiLtTjYivD5Yn9QZMq0bp5sCJ230hqTW820/qw/z5aTe822fxlCDwAnIlZLmocAJ2o4TuAGhG2IVLYDscWlt0giVHmtiDdmJ6kgRWU7MpT4BERERERERERERERERERGRhaKR4iIiK9hMI4xOxExxmCIiIiIiIiIiIiIiIiuJRoqLiIiIyKJ7ylOegmEYk25vf/vbAYjjmD179rBlyxbK5TIveclLuO+++5b4rEVERERkOVFNKSIiIiKzpZHiIiIiy0Acx0t9CiJtFvpn8u677yYMw+z5f/7nf3LhhRfyhje8AYDrr7+eG264gVtuuYWzzjqL6667jgsvvJAHH3yQ7u7uBT03EZHF4Iw4s54TsnVuSCCbBzJwA3LF5GO9W3WzeR9no3XuSN/2Nd/jKqGaUpYb1ZQiIjOrD9bbnjeGGtjDdtuytG70at60x/HtpF5srfUCJ8ieB25yH7ph2+NWoRcS+iEFCtljy7Pajgdkr9VqYqLlxPcxlenmJZelobpSlpv5+JlUo7iIyEkYGxhrK1wnxpnXjtSyx17dyy5kwuTCMV/Od3yNfCVZ7jf8jsVmepF0OoWuAoXuwozb6WLo4rOs5EOF53mUy+UlPhuRpkajAUA+3/nfppO1cePGtufvf//7eepTn8oFF1xAHMccPHiQa6+9losvvhiAW2+9lb6+Pm677TauuOKKBTknERGRlSr9e91oNFRTyrLiecnn1fRzz3xTTSkiIjK/VFfKcjUf1yrVKC4iIrKEcrkclUqFwcFB8vk8pqmZTWRpxXFMo9Hg6NGj9Pb2LtgFzFae5/Hxj3+c3bt3YxgGDz/8MAMDA1x00UXZNsVikQsuuIC77rpryguYruvius1Rl9VqdcHPXUREZDmwLIve3l6OHj0KQKVSwTCMJT4rOdVFUcTg4CCVSoVcbuEvQc5XTQmqK0VE5NSlulKWm/m8VqlGcRERkSVkGAabN2/m8OHDPPLII0t9OiKZ3t5e+vv7F+W1PvvZzzIyMsLll18OwMDAAAB9fX1t2/X19U37e7J//3727t27YOcpIrJcpNHprVGXoRdOs0dzv+zxeFxmGr8uK1/6dzu9gCmyHJimyRlnnLEoF9Pnq6YE1ZUisvQmJlGmSZWdUiSzfUadrD4MvRCrYOFW3exx6/LW2nFiHRn6IZEfZdHpkR9h5aduhEqTMaeLdockFn6uFKu+NFRXynI0H9cq9elXRGSetc4N2RptPjH+3BlNituJ8/ZMVOwpZhc9Qy9su5gJky9o5ko5AicgV2r+E+83/Ekx617Nm1WkevcWzbO20AqFAtu3b8+iBUWWWj6fX5QR4qm//du/5ZWvfCVbtmxpWz7x4mkcx9NeUL3mmmvYvXt39rxarbJ169b5PVkREZFlKu1suWnTJnx/6gvmIoupUCgsWhrWfNWUoLpSRERObaorZbmZr2uVahQXERFZBkzTpFQqLfVpiCy6Rx55hK985St85jOfyZalvT4HBgbYvHlztvzo0aOTRvq0KhaLFIvFhTtZERGRFcCyrEXt3CayHMxnTQmqK0VEREB1paw+ahQXERERkSVz8803s2nTJl71qldly7Zt20Z/fz933nknO3fuBJI5Ig8dOsSBAweW6lRFRGZlbGAsi7eEZkzk8OFhoJkqNDYwNilJqFXgBLhVF6totSULWUULr+ZlUZZmPhmBGdgBZi55nC6L/KjtmJ0i1kM3zJKHUl7Ny87TGXGwh+1ZvvvpKf5SRBaKakoRWUpjA2Ntz1trwdR00eGdaq20FvNqHvXBerbNxCl0rGKzwTKtESGpAzs9TrU+D/1w2nj0dJuZ0i4nplRO1Ol9VjZUpt1HRGQ+qVFcRGSOao/VgOYFz9ai1hlxsvlzvLqXrasfreOMOERB88JkevExCiNMa+o4udyxHFEQEYXJXD72cZtcKYeZN9sK1rQwTYvj1oubgRNMO+dQqryuPOM2IiLzJYoibr75Zi677DJyuWZZahgGV111Ffv27WP79u1s376dffv2UalUuOSSS5bwjEVERERkuVFNKSIiIiKzoUZxEREREVkSX/nKV3j00Ud585vfPGnd1VdfjW3bXHnllQwPD7Nr1y7uuOMOuru7l+BMRURERGS5Uk0pIiIiIrOhRnERERERWRIXXXQRcRx3XGcYBnv27GHPnj2Le1IiInOQJghBMzazNUnIHrZxRpxk2yPJtmmsZGOoQeAEk6LLU6Eb4tU9LM/KotIhiUaP/IgoiAjcIEscCrzm4/Q+CpspRVMlE4V+SIFC9txvNNOFnBEHt+pm8Z2z1SkedKpozO4tapgSkZOjmlJEVoLppqNJ68VWrUmUvu1nNWPohtmUOFbBypYBbTVjFERZYmUURJhBsxZMa8m2bVum3Un3mxi5PpPGUGNSHZgv5ye9J4BCd1J/FnuKAJR6S9m6NMkyrR81BY+IzBc1iouInKD0gmda1DojDkMPDVE9UgWSGPP6E8kcQl7dI7AD4qj5QT0tMOMoxjANAAzTyB6nQi8kDjt/wM+2mTgvUIf5IjtdcPUbfnZhtrUwbdV6sbcTXcgUEREREREREREREZHlbOpJbEVERERERERERERERERERFY4jRQXEVlkB0cPMsYYBuOjw8fv8yRxQrnxf5rT+4iIXnqz7YLhgJj2keNlylz5nCsX5fxFREREpKk1Nh2YlCSURo97dQ+/4ePbSTy5M+q0xV9O1BZ/6UcEznjqj5PEokdhRBzGRNb4Nl5ERPLYsIxsv5RhGgReMznItEyiMErux7dL49xzxRy5Ui4751S+0oy/7CSNv5wLpQ6JiIjIcjFTWuJU0jow1RohPtUUMq1ap6pJkxxHHh0BkvrMrbpZxHrgBNkUOaZlYubMZFodLyAO4yxtMk2rNEwjS6lMl6XT8RimgWEZxGGc1Y9WwcqOHwVRVne21ozp/mY+GXNZ6GpOxTORVbSyx2kdnC/ns+TKiVpj1EVE5psaxUVE5lFjqNF24TMt8AI7IPRCPl7/OIUNZZ7U2zfjsUysjss7/cM9drzGJ77/CV7b99q2C5zQLJDNXHs4iFfzsApWVpyW1pbaCtL0Ym7Xxq4Zz/Vk6EKoiIiIiIiIiIiIiIgsJDWKi4gsojp1Kr29POelu1jbs6bzRukg8MDovH6C0bEx7v23u2kMN2beWEREREQW3Pm/e/6kZB+AIkXMCbOY5ab4WN66nYHBJjbxtq1vm98TFREREZEV7W8O/w0ODkWSxJ70HpI605ow6MbAyOrUgGYapUcyUMbC4tf7fn0xTl1EZNGpUVxEZAms7VnDptPWty+ccN009hERERGRFeY5lz6H3k0b6FrfO6/HPXp8iI/+9KNcftrlAEl0epDEXkISbwlJRKYRtS/LllvNTpcR4/HrRERBROiFbdGdkKQgZbHtNCMvp5LGfWbJSbVmClGhu8DaM9ZOOv5cremf3LFUyUMiIiKyVMYGxibVNK1T6aSPRx8dBdrro1Qav56v5LOpa5zRJC49dEO8ukfgBJg5k8ALiLwIwzL45LFPcuy0ESoberCzxu1mvWYQTLre2KZlPE46DY87NMrtT9zOq8qvwjd94igmjmMMw8Cv+ximgVkws8j1XCHXNmUPJPHqVr5zAqaIyFJSo7iIyDwKnCCbFzLyW+Z6HJ+Dx2B2o79PRI4c/pjfNlcQgJkzMazmRVDTMrNo9dAPsTwLq2AROAF+w590MXTivEitFjpaXURERGQl6lrfy3mvfDHreuansXa4WuPbX/w6w0eH5+V4IiIiIrLyjTJKZUMPz7voRazt6UkWtiRPGtEUO3Ziwki9xnfv/Ab1Y1NfCxQRWcnUKC4iIiIiIiIyz9b1dLO5f2P7wulG6oiIiIiInIC1PT1sPm0DAFEz5Ic4BKYdoNMsTs3cwg3kERFZLtQoLiIiIiIiIqe02mO1E9rviXufyOIy02jMhVSkiDfmEcdx8xqmAYaRJAUR037ds7UR3khSglrFcYyVs4i8CK/hYVomURi13bfKFZNLCLly81JCazSmVbCwila2XeAGlNaWAMiX8xR7kjkuS72lE/8iiIiIiCwzrXWgM+LgVl28mkd9sE6+kgea08YETkDgBoRusy7z6uPzeeetrF5zRhyiMBnqHYdxtn0URERRsrxEiZAQAqOtMXyiyDE6d840moVjbEHsGuSiAmVKRFGEERtJ3RlBbMQYgZFNyROHyQGjMGqbsmeuOsXJzwdNryMinahRXESEuV0IHRsYA5Ji1h62cUaSOX7cqpsUtX6YXRyMwzi5jc+/kyffPNDEYnQeRg7FUdx2P/Fx2zySEwrWwA3wbX9SMTqbuR47ze0oIiIiIiIiIiIiIiKyHJgzbyIiIiIiIiIiIiIiIiIiIrIyaaS4iIiIiIiIrGozpQKNDYxRH6zP+bhDPxrCGXEo9Zay9KCFZNASk94Snx4bSaxlW/JQzKT49NiaEE0Uk0Rupk+t8ZSjCfdmIelPnyYNBXYznzPym+lDoR9ieVYW7xl6yX0ap+5W3Unvaaqve9fGrs5fBBEREZFFlCZGTqU+WG+rA9PodK/u4dt+tnxibHpaJ0F7PZU+jsKoLYEyrcOiKMpqPAsLaJ8eZ97EEDNed46fXmiEGOOR63EUY5hJjHprzDskSZXpNDzZfc6k+rNqNt1OOsWO30i+RmmEvFfzOtaMU1HNKCJzoUZxETml1B6rtRWz6UW42USEp9J5gkYfHWVsYAy/4ZOv5PEbPqEbNovXIGpGp49fvDQXMKDDwmrO9xPFWcGaxqcbptF+s4ysSDUtk9APs8I8cAJypeafiHT+x1YnOhekotZFRERERERERERERGQxKT5dRERERERERERERERERERWLY0UFxEREREREZlgNklCzoiTxTum9wUK42uN9vjy2Zhye6N5bL/DdsZ0+7YcO03mNFqWxRDGYRaBCUnCUJo2FEcxVmQlj8MYq2DN9t20JRFBEodZ6C5Ms4eIiIjIyufVPfyGT+A0p5xxqy6hFxL6SW3UGpmeRoeblplFkYdOmKVPxlGcxKZDc4qcudaZnbQcIx5/bABFihDQrBnTcm582p4gDpJ9DTADEzNIxl6m9aRhGkRmcr6GZWT3uXKzOar1awOQr+Tn4Q2JiExPjeIicsppnbcwvdhpD9uT5oFML2x6tfE5bcYL1HSuG3vYzuYCsorJ3ImNYw28hpfEkXshoZcUsFEYQZgUlQEm8QJM92Nigjs+p2RLURuZUVLEGiT5IAYYRhKbnhaqZr4ZHGKNtl/o9Gpex/h0ERERERERERERERGRlUDx6SIiIiIiIiIiIiIiIiIismpppLiIiIiIiIisemMDY1Ouqw/WJ8Wl28P2nF/Dq3lJ3GRqvuLT4xm2OZnXCYGIJJIzjcg0J2zjje8WxcRhjGEZWRSmGSZ97U1rcp/7yI8IvZb49PHkpVZDPxqalNhU6i1NGV/fmvqUav3erulf07aue0t3x+OIiIiIzFWnOqQx1KB2pJat820fZ9QhdEO8uoeVTxIZ3apLFEREYXKLw2axlUapm3kzWx4FUXM6m7glFTKNTg/BYpbT2syxVjQxm9PutEoTz43mfWREREEEZpJMaUQGZq7zWMzWyPjAbY9PT5M5U5pyR0QWghrFReSU1BqbDu3zQXaKS/ft5jxAadFmH7eJ/KTwM3MmURDh1txkmZksD4Pxi4ARnYvJExA57YVl7JrkolzzAuzEQrf1dcdj1GMjJgxDMME0zazINnMm9vHka5IW7SOlkY4XMCdecJxO18auWW8rIiIiIiIiIiIiIiIynxSfLiIiIiIiIiIiIiIiIiIiq5YaxUVERERkSRw5coRf//VfZ8OGDVQqFZ773Odyzz33ZOvjOGbPnj1s2bKFcrnMS17yEu67774lPGMRWa0aQw3sYbvt5ow4HW+jj45mt9qRGsMPDzP00BBH7zvKsYeOkSc//YvF09xmMOuIzLkaj+Cc6pbGfAZeQOiFhG5I6CS3wA4I7ADf9vEaHoETZMsCJ8Bv+Nk+fsPHq3t4teSWJjWJiJwM1ZQistyEbkjohUR+lCRQNnwCN6mXAjtI6ii3WUcF7vhtvH4KnKTmioIkiTIO4iS63Ce5D4AYcmkQcAxxNPnWzDmfZ1PUsnEcJ7eo/SYislwoPl1ETjnpRU8gm7+wdqTWFpcOzWj1wA2yYhYg9JN7r+ZlFwhzhRxRGCXb+SGmZRKFUXIhEZII8xjy5AmI5q8kHT8uGM1CeDppoWo0n0dxRBzHGKaB1/CSeYAgm/+nfnTyfEmtnBEHe9imvK7ctryyoTKXdyIip5jh4WFe+MIX8tKXvpQvfvGLbNq0iR//+Mf09vZm21x//fXccMMN3HLLLZx11llcd911XHjhhTz44IN0d2uOWBEREZFTnWpKEREREZktNYqLiIiIyKI7cOAAW7du5eabb86WPeUpT8kex3HMwYMHufbaa7n44osBuPXWW+nr6+O2227jiiuuWOxTFhEREZFlRjWliIiIiMyWGsVFRKbwZ//yZzRoUKQIQInSpG2M8SHXPsno8iJFLCxiYgwMChSybU1MhhiiGPfM+7mGQcgxjvFv/Fu2LCYmIhn1HRERE2NiEhMnI8TDiJAQh2S0fMNpwGjzmCYmb9v2tnk/VxERgM997nO84hWv4A1veAOHDh3i9NNP58orr+Stb30rAIcPH2ZgYICLLroo26dYLHLBBRdw1113dbyA6bourtuM4q1Wqwv/RkRERERkySxETQmqK0VkYX1m9DN4eJOWxy3z6UyXCJlO1zPIIFFYmHI7ERFpp0ZxEVk1ao/VZtxmbGAsmyMSyOYx9OpeMseP7RM4AQf+5QCsM1m3bnO2rxmbUx63dXbHaPw+hvHm5uaast+LG5vY1YhoTYfjteSqx8H4g3DyZtkRY6jbLo3YxzijyDFzbOqN6TRVZYydS14gNopta8aOV7np8E1cddpV0x5TROREPPzww9x4443s3r2bd7/73XzrW9/iHe94B8VikTe96U0MDAwA0NfX17ZfX18fjzzySMdj7t+/n7179y74uYvI6lEfTKaJGT48PGl+a682+UJlWjOmfNvHGU0qvnS6HZOpa8aTtZDHbpvXPOqwDsCAMA7BAMNIClfTSs7JzJkYoUFAkF3EjcJkHsx0+iHf9pnIGXFOaG5xTdUjIrAwNSWorhSRkxN6yfSKgRNkywI7IAoiPlf7HA9vepTudeunPYbB5LqpuS6pPz3PwjFDbG/utdS8SOvHiOSappE07IdmSFvZOl47xmGMYRkYlkHueI5cKYeZN7HyFoGbfK1yxVw2RWN6/Tal+k9ETpYaxUVEOrCxqaxbz44X/Rw9XeMFVzSLmcAntzq3OXL0KA/88AH8OJh+wzkIAg+zUuKpz3o2m1rmTeuow1sI18ST1o2OjfGDr92FMzT9fOIiIicqiiLOO+889u3bB8DOnTu57777uPHGG3nTm96UbZc2uqTiOJ60LHXNNdewe/fu7Hm1WmXr1q0LcPYiIiIishwsRE0JqitFZOFUqVJZ38O5L38Bvd3TpEnG4/9GdfinKh4fQPPowGP84Lv3zut1RhGR1UyN4iIi0+hZU2Hj+qTnZjxxxAxMbgSfoVF8pDbzaPYTVa6UWb92XfvCiYVzh+dxz9RFtojIQtm8eTPnnHNO27JnPOMZfPrTnwagv78fgIGBATZvbqZ2HD16dNJIn1SxWKRYLHZcJyKy0gWhzxEG+Uf+cdK6mJguughILogWxv+LJxSn6fOYGBubMuVsXTrtjoODi0uOHBYWRYo4UTJKJyDIUoyiScPJYQ1r+O99//3k36yIyCwtRE0JqitFZOH1dvfQf9qGqTeYplE8CpOa7nh1ZP5PTERkFZtzo/iRI0d417vexRe/+EVs2+ass87ib//2b3ne854HJD0t9+7dy0033cTw8DC7du3iIx/5CDt27Jj3kxeR1W02ceitxgamjg5PozEbQw0G7xvMlnt1L1vujDqEbohX92YVTdmpkdyYoVG8/QAdls13w3RL1OWMWt9PnOxUoULjWIPQm5zh7ow6NIYaVDZUKHQVKHQ35zAq9hSxh23K68qKNhKRjl74whfy4IMPti176KGHePKTnwzAtm3b6O/v584772Tnzp0AeJ7HoUOHOHDgwKKfr4isXLXHaowNjGX1YKvGUANIptSZWEu2xqS3LW+JAA+cgNBN6qQ0JnMhVMfGsMOY8lnrGTU7x2MGfnNCH5uIXDT1uQRByJgzRncFLNNqW2fnAsDEIwIixojwp3jNiY4P/Yzbn7id1659LYZpEEcxoRcSuEEWsw5gFZLXLPYUqQ/Ws69pvpzMj5mv5FnTv2bS8Ys9UzdQdW3smtU5isjqoppSRJZKWkcOHx5m5NGRtil13KpLFERtdWPohURhpxE3q8R0U/GQdMr0Qi+LWbdyVjL9jpnEqVsFi1wxR66cy6LU50P3lu55O5aIrHxzahQfHh7mhS98IS996Uv54he/yKZNm/jxj39Mb0tc7/XXX88NN9zALbfcwllnncV1113HhRdeyIMPPkh3t/4BEhERERH4/d//fV7wghewb98+fvVXf5Vvfetb3HTTTdx0001AEnF51VVXsW/fPrZv38727dvZt28flUqFSy65ZInPXkRkcXl+QK6rwrNfeC6nb9rYcRur1uwFGYcGuFN38jzyxBM88MMHeepzn0nfhPkswzVxe0/PwMCozHwBd6RW5Tt3/D/Gjk3dUVVEZL6pphQRERGR2ZpTo/iBAwfYunUrN998c7bsKU95SvY4jmMOHjzItddey8UXXwzArbfeSl9fH7fddhtXXHHFpGO6rovrNnudV6vVub4HEREREVlhnv/853P77bdzzTXX8N73vpdt27Zx8OBBLr300mybq6++Gtu2ufLKK7MEojvuuEMdLUXklLVmTRebN53WeWU+zlI24wgiZ+pG8eHxz92VSpkNG5Lpd9Im9WxqnXGRD/k1q3hUk4isaKopRUSWty/wBcZIOk02/GR0fUQEbjJ6fOKUPCHhpCmAHJzssYHBoU8cWuCzFpHVak6N4p/73Od4xStewRve8AYOHTrE6aefzpVXXslb3/pWAA4fPszAwAAXXXRRtk+xWOSCCy7grrvu6tgovn//fvbu3XuSb0NEZPbSyHRoxmKm0ZehFxL50dTx6XOJI18FTEycEYcoaBaoZi752oR+mMWF+g2/7evq1ZLH5XVlRESm8upXv5pXv/rVU643DIM9e/awZ8+exTspEVlxZppyJ41OTyMuIYm5hCQ2HWD44WHsYTtbnyvlCJzOsY2tcY5ezcNv+Jh5k8iP2mqmU5NBnjz+mE9WThtgWkk0ZuAlX7tcIbkU4Yw4yVQ947Hzha5kOh6raNEYapAv58lX8tnRvZqXfc+m0il2XURWN9WUIjJbs6kbJ2qdkrG1XnRGkobaoYeGcEad7FpY6CdTx0RhRORHxFFyMTEMQgihQAEzDokjg2i60nF8v0W/BhmDhTXzdrPwJb7ET057lNKGteNL2qfCMWDSK3V65WJLNnvjeI0LLr1ADeMickLm1Cj+8MMPc+ONN7J7927e/e53861vfYt3vOMdFItF3vSmNzEwMABAX19f2359fX088sgjHY95zTXXsHv37ux5tVpl69atc30fIiIiIiIiIiIiIiIisgzUqVPasJZzL3wBvd09J34gAzBiRqo1vnPHNxgdtGfcRUSkkzk1ikdRxHnnnce+ffsA2LlzJ/fddx833ngjb3rTm7LtDKO9+1Icx5OWpYrFIsViseM6ERERERERERERERERWXhBGHCMYxwiGYmdxpuHhLgkiT0BnROVUmn8+TGOYUZr6O3uof+0DSc+6t2AqUI9RUTmYk6N4ps3b+acc85pW/aMZzyDT3/60wD09/cDMDAwwObNm7Ntjh49Omn0uIjIbHSKLZpKGmfUSRqXaQ/b+A2ffCWP3/Dx7fH4dDcg9EJCP1TsZQsDI4t5mijyI0IvzKJF068lNGPpIfmat8aVTvw+tX6P07jL7i2a201ERETaTRV3OVO9mEanp3GXzoiTRXCnMZe+7bfFogOTnqfSKXcgqXnS2jFwkpjMEqXkMmAz5fGUYmJCSHIbF1kRGBBHMYZpEObGv362T+AE2fQ8qQKFtvj61gh1ERERkaWUxqan9aTf8JP60A+z6XRCLyQOY6IgIgrHrzNOqI+AKWvFOALiWbQgp5cwIyO5nYwQxuouY7GPcaaJYxxPlhtxdqqB5U29fweGV8Y2Ihq2N31U/IwHAiKIx99jjlw2HdJ80bVIkVPDnBrFX/jCF/Lggw+2LXvooYd48pOfDMC2bdvo7+/nzjvvZOfOnQB4nsehQ4c4cODAPJ2yiIiIiIiIiIiIiIiIzBff9zC7Spx17vPoX79+8gbFufX4fHTgMX7w3XvxY3/mjUVEFsGcGsV///d/nxe84AXs27ePX/3VX+Vb3/oWN910EzfddBOQxKZfddVV7Nu3j+3bt7N9+3b27dtHpVLhkksuWZA3ICICsOV5W2a97VrWZo/LlLPHRkuGT0xMLlIPQRERERERERERkVPZub907rTrDYzsGmOOXPbYbMn8LlECYJBBjKiyQGc6PyqVCqf1bkietAT6WOXx4d6zHJR+vDoyr+clInKy5tQo/vznP5/bb7+da665hve+971s27aNgwcPcumll2bbXH311di2zZVXXsnw8DC7du3ijjvuoLtbjUsiMtlUMZiQRGFOF4me2v5L2+ndtIGu9b2zes2KX55xm9g1cIwIx/ObUUaz6Aw5cZNJNeIcjjWvYk5o3p4cOXynvTenmU+qYcMyCJyA0A8pdBUAsIoWQFvcpVt1s2ipddvWncDJi4iIiExtpnpx6EdDkyLT033S+O7GsQZu1c2i0M2c2R53OUG6PHTCLBI8CiLiKKaHHmqxTxwazGVQjJE7ycjLZcLsNOFjCBjjMepRM0YdILACzNDEtEwif/zr6oVTxtennBGHUm9pvk9fREREpM25v3Qu+U1lutb1zHofN7sI17wAaJNM5RP5RTwjxnbd+TzNFSO0T2BycGP85pjkogJ58vz0338KwNBDQwAUugp0n96d1YeNoQaVDVN3PkincBSRU8ucGsUBXv3qV/PqV796yvWGYbBnzx727NlzMuclIjInXet7Oe+VL2Zdz8wdcKxa6wXHzhcff/bIMR649wH8cOJkPyIiIiIiIiIiInKq6FrXw7mveDG9a6e57tg6AGaa+cAf+dkRfvCd/1SkuIjIEphzo7iIyHK1rqebzf0bZ96w1FKlTjFi+/jRmUeoi4iIiIiIiIiIyOrXu7abzRtPm93GncKGxq9BDh0fnrdzEhGRuVGjuIicehY7uny56BShHjPt18PCgiiJsEwjLlNGaBAQYLbEHlmehVVIItR928ere2372MNJVNR08UUiIiIiiy30Q6IgIvAC4jDGsIwsGj2VPo6jmCgav9IZ0qyxouSxhQXMw8ifeO5Fa1atRRB702wXGcm2kZFtl83y43FC0+6kkvffQUz2ZYnMCAwIgzCLrDdMAzOX1JVmwaRQLZAr57DyzfrSKlrkislljPpgnXwlT6GrQKG7QLGnmMVldm3sAhSLKSIiInPXOjVPY6jReWqYU1QWfT7LWtFwLazIAjd3YrHprVquYRYpUv1ZFQBnNJmyMVfM4dW9rDZMp3KcDdWMIqcO/YsuIiIiIiIiIiIiIiIiIiKrlhrFRURERERERERERERERERk1VJ8uogsK2MDY9nj+mCdxlBjfg48U/rkXNMpO2wfB5OXT9zMiMmiKsNpIi1nfW4xEBszb3cyfIjiKItGCoMwiwm1PIs4jAncAADTMjFzJrly88+L32jGh04XXZTGXIqIiIjMN7fq4tWS4sure/h2Up8ETkDgBgR2QOAFRF5EFEQYpkHohcTx5Ph0YprzRI5HpmOQ1WLGXLLHR1sKuImfzlteOz9m0eWXyY2ZMDJN0RdPeDzFqWSLY2NyDdnp8J3mxZzutacSTbgnia7HHD8pEwzDwAqaNaZpmRS6C0BSe4ZumO3r2z5+I5myx6t5uFWXDU/bMIsTERERkdWq9lhtynWt1x1TE+PS7WE7u37lVt3Jtd3oLIqeibXTaprK8YTeizG7enKa3Vuf5MjhN3zMvNleG7Zcgyz2FE/iBUVktdJIcRERERERERERERERERERWbU0UlxERDoKgpBjHOOf+WfiICYk6Xnpk/S6dHGJ3Riv7mXPUw4OAQEN2kf658jxjQ9/Y5HegYiIiIiIiIiIiIiIiBrFRWSZs4ftjsuni+GWk1drONRjjzVnljluTfxaJ5lFkZEHwCKJs8ybhWyLPN0ArJuwZ/34CK/63Vdx29W3ZTFG9rBNeV15/t9Ei+4t3Qt6fBEREVm+nBEHr+ZlHfkaQw2c0aS+Cd2Q0AsJ3CQ6PfRCojDCMAyiMGqPh0yj0tPHrVq2m1N8+lzFTBNZ2TKlThSvnJjO9GuZnr4RZxH2QNYxE8DMJVP1TGc20y+pNhQREZFWaf2QRqe71WTgh1fzKFMGjGYdNlWNdTLx4NOInKlrS8PLYUUWeNa0261GUZB8wUMvqRWtorWUpyMiK4QaxUVEZJLA97C6yjz9eTvZvOG0ZOHE2tpq/xRglFuqf2PyJ4Thao1vf/HrDB99fJ7PVkREREREREREREREZGpqFBcRkSl1reli04YNHdeNDxTPWJWWRnF1zhQRERERERERERERkWVCjeIismKkkelu1cWrednyJMZo3FxjIqeINmobFB1PuE+3mZhKuVIiKpeYgcHww8PkK0mreqGrQKG7QP9z+idtu6Z/zWKfnoiIiKwSaQymW3Xx6h5+wwcgcAJCN4lZ9OoekT8emx5ERGFEHMbExBBwQvVdhQpOEGPVDMjP7QCR3VKFxs3Hhm9hRha4FpE9fXw4QBycZHzmhNOOglnsEhqYGBQpntxri4iIiCwD6fQ7JjPXXrK4DAzcmotVSEblmHmT0A3xbT/bJo3AFxFppX/RRURERERERERERERERERk1VKjuIiIiIiIiIiIiIiIiIiIrFqKTxeRVSueKuYxHF/vMWUkphEYGBgQGYSd0naMqfdNDj7VCqN53ym6/SSTLleCEiVGHhnBKiYRR6W1JfLlJEq92FOk1FuiMdSgsqHScX9FqousDnv27GHv3r1ty/r6+hgYGAAgjmP27t3LTTfdxPDwMLt27eIjH/kIO3bsWIrTFZFFVnusNmnZ2MBY2/P6YB2AoR8NdTxGOvXO2MAYjaEGgZMUh4EbEHpJQRj5EVEwHpkexcTxyc+Ho4jNE5DWxTHjZXIEHsRR+/fDKliYQfL19erJdEqB217028N29rhrY9eCnbKILA+qKUXkZNQH6zSGGln9MProKF7Noz5Yx7d9AicgTz65lDjF9IpTiZzONaHh5bCiHLg5wqmmxYln/zpL4kTObbzOm7dTCGOiMKnlRURmS5/WRURERGRJ7Nixg8cffzy73Xvvvdm666+/nhtuuIEPf/jD3H333fT393PhhRdSq01uKBMRERGRU5dqShERERGZDY0UFxEREZElkcvl6O/vn7Q8jmMOHjzItddey8UXXwzArbfeSl9fH7fddhtXXHFFx+O5rovrNuM9qtXqwpy4iIiIiCwb811TgupKERERkdVIjeIisqK4VTeLMUqVKc/9QCcbQbScI4ym0+m8F/m9GBhZZCmQRFGNx6eLyKnlv/7rv9iyZQvFYpFdu3axb98+zjzzTA4fPszAwAAXXXRRtm2xWOSCCy7grrvumvIC5v79+yfFZ4rI6pRGXUIzJn0it5o0ZvgNH2fUIXST+iP0wmxd4AZEYUTohYRBmMR4RyxJZGUcxMThFJmSoUGaNxlPlRDZKdJzNu8h3WY5TOMTtT6MiOMY0zKJw+Qko7C5QeRHWU2ZRuPD1D8PIrJ6zXdNCaorRVaz1jrSHrZxRhxqR2rZOt9u1o6t169k+bCwCJwAM2ipE4OkNrQKFsWeIn7DB5KpGlPrtq2b0+t0b+mev5MWkWVB8ekiIiIisuh27drF//7f/5svf/nLfPSjH2VgYIAXvOAFDA0NZXNA9vX1te3TOj9kJ9dccw2jo6PZ7ac//emCvgcRERERWVoLUVOC6koRERGR1UgjxUVERERk0b3yla/MHj/rWc/i/PPP56lPfSq33norP//zPw+AYbQPW4zjeNKyVsVikWKxOOV6EREREVldFqKmBNWVIiIiIquRRoqLyIqRRqd7dQ/f9rObnByjGk+65RsmFb9Erm52XN/pxmjLbWT6rM7QTyKoQi8kcAN9H0WErq4unvWsZ/Ff//Vf2ZyQE0fwHD16dNJIHxERERGRlGpKEREREZmKRoqLiIiIyJJzXZf777+fF7/4xWzbto3+/n7uvPNOdu7cCYDneRw6dIgDBw4s8ZmKyFJL54G0h22gOXc4gFfzmo/ryWN72Maredm8glEQ4TWSdZEXEUdxMp94QHM+8ZNQooRFA8M3iLyZt0805ws3VmjXdSO7n4fJycPkFpsxoRkShRGGYWBFFpHZMq94EGHmzGz+yFTXxi4K3QUG1w1SH6y3LZ8rzSUpsrKophSRkxU4QTafeOjPbU7xOOr8uPPGxknXnYtipvcxnXi8Lkzf58m835YS08IijmPiKG6bU1xEZCZqFBcRERGRRfcHf/AHvOY1r+GMM87g6NGjXHfddVSrVS677DIMw+Cqq65i3759bN++ne3bt7Nv3z4qlQqXXHLJUp+6iIiIiCwTqilFREREZLbUKC4iK1LgBMm9GyzxmcyzE+kxuRJ6lbawsAjsgMhv78E5NjCGV/Oy0V6VDZWlOD0RWSQ/+9nPeOMb38ixY8fYuHEjP//zP883v/lNnvzkJwNw9dVXY9s2V155JcPDw+zatYs77riD7m6N2BMRERGRhGpKEREREZktNYqLiIiIyKL75Cc/Oe16wzDYs2cPe/bsWZwTEpFTQuAERGFE5CWd86IgiU9P47qXWhx07u9oROOh5KE5h0j2VWA8zj42YmIjBg8Ms5mdGYURpmUSBRG5si5viJyKVFOKnLpqj9U6Lh8bGGt73jqVSmOowfDh4WxAhlfz8OoejaEGkNSKbtXFGXGIgojADbCw5rVMzNctKn6JXN3EqJ7YSJe4ex6mq1nh4iAmjELiKMYwDXzbJ9fItUXe5wfybdMrlXpLc3oNTaMjsvqs0NnKREREREREREREREREREREZqau1CKyrDkjTtZ7c2xgDL/h49s+tceT3qCRH1GkOL610T60ZqrOllMtjzpsExnzG08eT7g/BeXI4TU8TCvplxUFEaEfUi1WKa8r49WTHpwbnrZhKU9TRERETiGfCj5FjRo5cpiYGBgUKDA+PhsYnwKGZOqeChVMTPLk245ToMAxjhGGp+boncAPGWCAr/LVbFlISDReaLu4FCgAEI//BxARZY9b9ytT5iIuWqSzFxERERERkdVMjeIiIiIiIiKyoqWxiF7dw2/4APh2cu9WXfyGj1N1iLwkLj30QuI4Jo5iPu99nqOnHaO0YS1+yzHdtmeJtNnWD5LXM3Ha1hsY+F6EY8TY/uT9Jx9wlo3n892xMn3dTh1K046ic8yVqzbqjOHB04o8Yj3RcZuQkHxUmPUxnzg+xFeHvspL/Zcmp2ZFYCTnGoURVmBhmAahFxK4SYeFkUdG8G2ffDlPsaeIPWwDUF5Xnva11vSvmfV5iYiIyPKXxqan0egA9rCNW3XbasfGUANnNKnpQjfEq3sETkDgBURehIXFrIuw1truFB4Qs9AsLMb7qiadL82kNgSwChaBHSTfRzegu7+bfCXpyOqMOFMdMtO1sWvBzltElp4axUVEREREROSUdZzjlDas5dwLX0Bvd0/Lmg4N1kZyddOqJeviCSPCjRh+NvgE9//n/fjRLBrFVxHf97G6Kjxj17mcvn5jc0Vr8FIuBmd2re2jtTF+8NW7qA/VZ95YREREREREZAZqFBeRZaW1F6c9bFM7UsvitBtDDQInaOvRGYURefKES3bGK8yse6ka2X0UTVwyxbGi5kXhOAaCCReSQxMzNuhmLaETEkRJl87ADsi5yZ+jxrEGVsGieqSKV/ModBco9hTbDrNu27opz7qyoQIkvTo12kdERETmorenh/4NrdO3dGgUN8cLoEJyHwftq+MIhmvVhTnBFWJNpcKmDeubC1rawM0chPYch6CLiIiIiIiIzAM1iouIiIiIiMi8qD1Wm3GbsYGxGbepD9bboi5bDR8e7thxMlfKJVGX4zHaoZt0m3RGHLy6R+iEREESnx5FUdLBL+r4EnMWpqOfIzB8CzOywM8RzXJU9LLU0gFyNg3ZhmdhRRZ4uebXA9r6FsQnewWipSdsbMQEcYBhGJiBSeQn39uxgTG8ukehq0C+kqfQVaDQPfvI9ql0b+k+6WOIiIjI/OpUV06MTU+nUoHxurDmZVPu+LaPM+pkg29CP8Srefi2T+RHREEanx5Meh1ZRmKSqZHCmChMvm+RHxG6YTalEiTTKk0nHWwjIqvXCv6ELiIiIiIiIiIiIiIiIiIiMj2NFBeRkzKb0UDTSXt0plHXrb04B+8bZOTREZxRBwCv5hH6IYEd4I0lPTgDJ2Ata3H8GKtqQL5lSMs8jfyRRDzhfmKvqtkms1tY2SgtAMM0kl6cfvINswrWyZ6qiIiIiIiIiIiIiIhIRo3iIiIiIiIisuykUZfOiNO2fOihIapHqllMetpx0spbhH6YdbSLguTea3gEjYDAC5JOkwbJfczse/XJiWv5Gsdz+XqPb1ui1Hl9kGwTGzFhHGYdLgMvwByPe68eqZIr5ciX80DzZ6k1RjXVGtc/U3SmotRFRERWlrQGcKtuW3R64ASEbkjoJ3O0RH5E4CXLoiAiiiJMhe0uf+PTIqX1fzAedx96IYHTjL5PY/JbFXuKi3KKIrI86F90ERERERERERERERERERFZtTRSXESWLa/uZT02gWzkT+AGhN54D85AGekLKmTKGPo4mPi8ZeiPAUxY31xlZN9TgCiKkjj1MMawDLyahzPiELgBuWKubXQPQO1IM7K/0F0Akl6dpd7SjKN6RERERERERERERETk1KNGcREREREREVkUYwNj1AfrM27XGGq0x1y2RB02hho0jjVwqy5A1mEyDmPiKM46TaZx2lEYgc+UUekb2EAtCLCqBuRmyPc2W7PAZ3wbMg+mjSxN+1lGEFkRGBA6IR4eURDRyDeyTpRezVM8poiIyApQe6w280ZMXVemU6K0TsWT1o2tNWXgBFkdGfnJgI0oiIi8KItOJ+pQi6gGxKjN7ouQb5hU/BK5ujlpn7jbmNuLtuxuYU1e70MQBWCBYRuExZAojPAbPmY++R46o8nni3QQDkC+nKdrYxfdp3djD9s0hhrZoJvZ/ixqah2RlUPx6SIiIiIiIiIiIiIiIiIismpppLiILJixgbFp19cH61nvzfTxo994FEii048/fBz7uE1gJzncgRsQhRFBIyD0x4eFTBHRTcyUsd9t27QN9mnpoRgbzW1kXhkY7d+3AEI3TCLVTTBMA9My8eoepmVi5kyKPUWsgoVVtPBtP+uxmY78ERERERERERERERERmYoaxUVERERERGRZsYfttphLr94edRn6YRaT3hp5GUdxEnUJzU6SIdN2dCxQIBdB7JlEzgxhamZrJ0qIwqk3lUUUkXyPjaQjbRzFRF7yc+A3fLyaR+AEWcRqvpJnTf+atkM4Iw6l3hLldeVFPnkRERGZqzQ6vTHUaItJByZFpXt1LxuUk0amezUvqSf9KFnmBclUPGGc1Jbj0elESVS3hQWBQeSBMc0AnbhlgE48RZ1oRAZzDA6XFmZsUmCKQTJhcovNGD/2iaOYwA4wrOQr7tU8zFwyACeNVLfyFvawjVf3KHQV2LhjY3a4iQO+JtaPIrLyKD5dRERERERERERERERERERWLY0UF5FlI+2V5zd8fNvHPm4nozq8pAtm6IRJDz8vaMZvK958YSzF1zUADIitmDAOCewAs2BihiZmwyT0QyzPyjbPl/NZr1+AUm9pCU5aRERERERERERERESWOzWKi4iIiIiIyLyZGDPYKo25nMnoo6PZcfyGn8ViAjSONXBGHAJ7vOOkFxIGYTNCO42tjJiVHDkM/NltLLNmVCf3sjTmcAXCGjMoB6Wp4zEnipNbHMaEJJ1pfbv5fU2jVIFseaGr87ErGyqzP1ERERFZEml0+nSx6ZDUkoGT1I2BGxC6IaGfDMaIggjf9gndZGqeLDY9JKsly5QZxcWIjCQSfaoaM1Yo+mLJzdSsFQE+BHGAGZgYpoExPg2SYRnkCjkK+VnWmCKyqig+XUREREREREREREREREREVi2NFBeRkzLVSKDWUUCtI3uAth6cae/N7tO7qR2pUT1STZbXPRpDDUIn6akJJCOAYpKY7ZZemXnyOHjEjklkj/f1iUl6b7ZKO2yOD1qJggnrFcW+sCIwMKcf7ZN+f+Nk1FccxcT5mMBKenZGfvKNzxWTP19e3ZtyhI+IiIiIiIiIiIiIiAioUVxEREREltj+/ft597vfzTvf+U4OHjwIQBzH7N27l5tuuonh4WF27drFRz7yEXbs2LG0Jysi82Zix8lWXs3DbyQR177tE7jN3ox+wyf0mh0no7Al5hJmHZueMqcKUOvUYXKOxz5ljUeZZ04iTdSY684+xFFMGCYdLCM/iUUNnABnxMHMm1h5C2fUyTpa5ko58uU8+UqeQlch68Rb6i0B0LWx68TfgIgsKtWVIqcWZ8TJBt2kcenpIJ3ACbK49HRd5EdEQYTX8Ii8iDiKCdyAOIiTOq9DrTfnWmQFMGqdRwblGyYVv0Subk65zZKIm/dGbMxuep0I8CAyoqQWNZKfCcMyCPIBgZd8vjAtk9BPPkjkSjkK3c1jDz4w2HbI+mB90sucSJ3YvaV7zvuIyPxQfLqIiIiILJm7776bm266iWc/+9lty6+//npuuOEGPvzhD3P33XfT39/PhRdeSK1WW6IzFREREZHlTHWliIiIiExHI8VFZFGkoy2gGZteH6zj28kIoDQuvXGsgd9IRnIEjYDQT0Z4AMnonxiN0FnhZtXDNk5G+GTfexFZlcbGxrj00kv56Ec/ynXXXZctj+OYgwcPcu2113LxxRcDcOutt9LX18dtt93GFVdc0fF4ruvium72vFqtLuwbEJElsf+/9tOggTk+LYuJSZHipBHfJiYGzZEk3XRjYBASkidPgQIGBkMMEUeajkVEZCVTXSkicmrwQ58neIL/x/8jJiYav1CcPo7Hh5W7jP8b3ppgFELgB9iOnXWMypHj93t/f5HfhYgsFTWKi4iIiMiSePvb386rXvUqXv7yl7ddvDx8+DADAwNcdNFF2bJiscgFF1zAXXfdNeXFy/3797N3794FP28RmV+tnSdTXt3LOk8GThJ7CfDHd/8xwaaYnvWb2raPYmPKfpMeSTRiFDRfxyQgFyXLPd/CMUIcLyDmpJK+V5e59k2MjeZ+89iv0cKa+05hcouIiKIIK7CIw5jAC8gVcpi5JCbTyifHbo3JhKQTbyqNYJ2K4i9FlgfVlSKnrjQ6PZ16J3CSGi+NTg+9MItNj4KIKIyIvIjQSwbixGHcHIizQqTR5ss27nwWTuR8nUGfOLCInmJyxDw2beEeTjuqKge5IgDV41X2/3A/13BNVht6tSRuv7VGLPYUJ03/VF5X7nj0Nf1rZvFuRGQpnFSjuObpEREREZET8clPfpLvfOc73H333ZPWDQwMANDX19e2vK+vj0ceeWTKY15zzTXs3r07e16tVtm6des8nbGILAcNGqxbv5nzfunFrFvb0zK/4DRXxMa3sWot2/gGsZc8f2xwkAfuvx8/DjrsLCIiy53qShGRU0MQeBiVIk87dwf969ZPv7E1RaO7kXx0CHsiRqs17vny1xkdPDr/Jysiy9IJN4rPNE/PLbfcwllnncV1113HhRdeyIMPPkh3t3pQi5wK6oN1GkONrPecM+K0jbbIenDaPs5oc8SOM+o0o9O9gCiIkvjsiKTnX0THXpvddONGNYgN4nR9ZEyO3p54rXRldaBcdiZeN257bkDsT9jBN7CwsgjT6Q+edLJKe+xGYdKT1wxMzLxJ4CYvlvYChuTnbKaRPCmN6BFZWj/96U955zvfyR133EGpVJpyO8No/4c7juNJy1oVi0WKxeK8naeILF/r1vawue+0rJ6Lw5kbxSk0i7/Yg9BJ9hkd05yyIiIrlepKEZFTT6VcZkPvOjCmvrhrTNXyZYBhAuuUDyVyKjqhRvH5nqdHRERERE4d99xzD0ePHuV5z3tetiwMQ/7t3/6ND3/4wzz44INAMrJn8+bN2TZHjx6dNMpHRFYme9jOYtPTzpNezaM+WAegNlDDPp50sIz8KIvB7KKr/UCL3clx4ut1SmWMJ9xL9rWY5rrlwhjvPxkGIaEfQgNyhRyGaWDmTQwruRiaO57D7rax8hZWwco6XnZtTH7e7GG7rfNlfbCerQN1uBRZSqorRaSVb/vZQIrQDfHqHpEfJffjselREBF4QTMyPZz+mEWK7elEqvFWh4jxtCmDEiWcEQfTMoFmBH+ulCNfzgNJXdg66AuSATppnVjZUGlbpwh1keXJPJGdWufpaTXTPD2duK5LtVptu4mIiIjI6vWyl72Me++9l+9973vZ7bzzzuPSSy/le9/7HmeeeSb9/f3ceeed2T6e53Ho0CFe8IIXLOGZi4iIiMhyorpSRERERGZrziPF53uenv3797N37965noaIrDBezcse1wfrWXR663Kv5mXR6aETEoVR0lszjU+fciqYWcbdqCfnwkrn8jSAOJ7y623Opj9WDLEbExohoRcSOEEyoidnEngBgR2QK+dwqy5W0aK0toRX97Iem8WeIqXeEuV1ZYBs1FnfszQSQGQ56O7u5pnPfGbbsq6uLjZs2JAtv+qqq9i3bx/bt29n+/bt7Nu3j0qlwiWXXLIUpywiIiIiy5DqShERERGZrTk1ii/EPD3XXHMNu3fvzp5Xq1W2bt06l9MSERERkVXm6quvxrZtrrzySoaHh9m1axd33HEH3d2KqBURERGR2VNdKXLq+cA3PoBLM+rawsru8+Sz55AM3ihRSmLSmTz45ihHCaNOc+aIiMhKM6dG8YWYp6dYLFIsFk/k3EVERERklfja177W9twwDPbs2cOePXuW5HxEZPZqj9Wyx2MDY1lCSydDPxrCGXFwq26WGOTVk3u/4VMbSI5lH7ez9VEYJQlCncxm/u5o/MJm2yGm2EHJQqtTSDZfaBAGYIBhGdm8kWEuWWnmTMycSa2Y/Bz6tj+rw2tOcZHlRXWlyOo1NjAGJImA9rCNW3UZeXQkSZ50A7yax4e//2FGT6tR3ND8+xy03LsELUsSBg5G3HlQn+f7OEZMw5tdXSArj4FBYAeYBRO/4WdJlIEbZPOLQ/NzS6GrMOWxJs4tLiLLy5waxdN5elr95m/+JmeffTbvete72ubp2blzJ9Ccp+fAgQPzd9Yisqw1hhrYwzbOiANA7UiNkUdHsvXOqEPohnh1j8BOCovQDwnsAN/2Cd2Q0A/bLl5Nd4EyieOeZYS6LLyYab8ds4pPT48TAxFEfgRGcsEycAOCRpBctCyYmJZJrpijclqFxlCDfDlPvpKn0FWg0F1g7RlrVZCKiIiIiIiIiJwCbGyKG7rZeeELWLumZ/IGna4xxgbGFNceHx14nO9/7wf4kRrFRURWujk1imueHhERERERERERERERWc7Wrumhb+OGySs6NX5HEKfpQhPWD42OzPepiYjIEplTo/hsaJ4eERERERERmY5X8/DqHn7Dx7f9LEkoTRry6l4zPj2IiMbncVzDGnJ+GatmQDFuRqJPN82jpoCUVgFgQBzFhGESSxUGyb1hGhiWQRQkPzT2cRtn1GHk0ZEsjQhgTf8a+p/Tnx2ydQqBVopVFxER6Wzi9Dup+mCdxlBjyv3sYRsAZ8ShdqRGfbBO/Wid0EtSJyNfhd8pwbeIXIMTSg4d3y02DAgMLCwqVPAaHpZnEYcxgRMQhRG5Yg4zlyReNo41KHQXyBVz5EpJs1q+nKdrY9ecXn5N/5q5n7OIzJuTbhTXPD0ip5aJRevgA4PZ87QwHX10FK/mZfNJ2sM2jWPNgtZv+MlcP14Sgw3J/H2hFyYXpNLY9FnO6ZhL/ymLIE6neYk1IeSSio3kNml5Mk/PiR0T8CEOYoIowAxMzMDEMA2iMMIcSYrUYk8R3/bxG3421095XfkE34iIiIiIiIiIiIiIiKx08z5SXERERERERERkObqTO6nGVQjJRooDNNykE29MjHvMzR6n9yHNbYcYmnTc6pHqQp62iIiIiIiInCQ1iovIovuf//U/adDAwKBCJVteHP8PktHEJUrNUeCAhZVtlz4GOMYxokgjw0VERESWm4nxl86Ig1t1s+h0e9gmcAPs4zaRH+HVPaIwInRCAi9IkmJCsgj0dayjQUTsGEQ2WbJQPF0tONWqLHrdyO7jqMPmp1iZadRO7A3nGyYVv0Subk55jCjouLizEKzYaqv7T9a/8C88vu4JiuvSWPPmZ428YWaPC0wfe17K97Y9rx8foef0Hh6757Ep91GUuoiIyIlrjU0HmvWknaQEBnZA4CaR1wbGqVa+yUkyMCCAMG52gozDOIlQLyQR6qEfErrN9WmEuoisLPrNFRFg6nnwJpo4z09alEISm55uk17khKRQdavJaIsPHP4A9iafyvp1AJhRIds/jA0aWdkaj8/l52XrrTi9INZcBuAHMQ0jxnGDZny6LDmj2v4RxBozKAclChSm2GOWYpKofDP5GTFMA8MzCJwgi0sP3IDACfBtn0JXIftZbP35nY4uWoqIiIisPmOMUVzXzY4XPZ+erq62aSiN0uznIA27m9sOV2t8+4tfZ+To5NHjIiIiIiIisnyoUVxEFtUYY3Sv38TzX/Fietf2ENvNERlMuA5ljRntI3NCOnrs2CAP3H8/fjTFBiIiIiIiIuN6urrYuGF92zKz3PJhxGB662baQERERERERJYbNYqLyJLoXdvD5k0bCBvNRvF4Ypt2Pm67HhX5LU9aGstHx2Y3+ldEREREFtfEqMvakRpe3aMx1CBwAhrHGoR+iFdLYtP9uk/ohURhBD6TosuTKO3Zj+idk3jy68nqYmCwkN/k+mB90rI1/WsW7PVERERWk/pgncZQoy2VMpWmU3q1JCEwrSedUSeLTg+9kDiMMTEXqlqUVcrAyAZjhUaI4RrEUZxN0VTIFQjsJJ7U8ixCN8xSKlNpSqoz4mAP25OmkZqOEitFFo8axUVkwQRugFdL5ov0GknRmiffbOieeOFxwvUpo8MyEQCCZG6f2IzBgDAIiYKIwAsI7AAzZ2LmTQpd7VHt5XVlYPIFy66NXYAuWoqIiIiIiIiIiIiIrEbmzJuIiIiIiIiIiIiIiIiIiIisTBopLiIiiyYMQgYZ5N/590nrApLIoZiYPPnmPi2TyUdEeHgEBMRxDCGUKfMS6yULfu4iIiIye2lcYBqbnsYJevUkRShwxmMu/ZDIj4jC5BZHcfY3vlNiUJI65AMGcWvqUKw5nlelef6+Finixh7EEE/IVY1DMKzZnlfnxdPFZCoWU0RE5MQ4I05bbDqA3/BxRh3s4zZewyPyIqIgqSVz5AgmHmQ2SZRKqzxl5dJmsvHPIEGc/ASln08ATGvq8aXpz+VsdJpupxPVjiILQ43iInJSnBEHt+ri1Tzqg3V8OylKvZqHfdwm8AIiL8rmWClTbsamx8a08ekqRleWyJ3+ouXYqI8TxVhnGDxujEze35w4qXwi7vCD0Lrs2MgIXxv+Gi/hJcm6MMawDEzLJLCTOaVS3YeTgtIetrMo9cqGyrTnLSIiIiIiIiIiIiIiK5saxUVEZFEEgYdRKXLms57Npt7eyRtM1eGyU1v7+Ciear3OD79+N/Xh2fWyFBEREZGVIwh9hhjibu4G2jtGekw9Imdip8o0aeg4xzGi8sKcrIiIiIiIiCxrahQXEZFFVS6XWb923aTlU8ZVtjSKG0by3Jg6sUhERESWwNjAGJDEATaGGtjDNs6IQ+1IDWhGClaPVAncAPu4TeRHeHWPKIwInZAoiAj9MIkt7Bwgg8Vs861lpavbHnV8OMOgYRxLFhrNxu7QmOKHZBqxX8AxYxx/UqjqvBg+PNxxedfGrgV5PRERkdVgYv2YTruTStMp7WE7mX7HDXFGHJyqQ+iE+LYPEcktTuvFqesEY7RDNGW6fwf5ukWXXyI3ZmJUFWspIrKSqVFcRE5YY6hB7UgNr+7RGGpQP1on9MIkTr3hETSSeSLjKAY/2adECWdpT1tWIRMTXAjCgMALME0TwzQIy8mHoPrRZCT50ENDFLoKkz5g6UKliIiIyPIyY8rQXPpHGIARc+SJozxw34P44cI0iouIiIiIiMjypUZxEREREREREVmWpkwZmsPVDMMETBgerc3fiYmIiIiIiMiKokZxERERERERWVJxFCfpQjEwTSplnjwGRnO7yJh6YxERERFZVmqPJR3UWqfeOfLtI7hVl7GBMfyGjz1sAxC4SbJL6IZ4dY/ADrLlft3Hd3wImJSU3k03XmiDYxLWJ8+/Z9gdis0JNahZVEz6KSsCkpmfiIkJ/CQJ1TAMcqUcZsPEtJJbobsAQK6YI1dKmtry5Tz5Sp41/WuyQxZ7itnjxlAje6zkSpHFp0ZxEcmkBWmr+mA9e5zO75MafXSUYw8dS+LS6x5eLZkTMrADQi8k9MbnhGyZk6dMGR8PAoPYg9hvrosmzN1jKNXwlBLPYlrIePy6t5nGZQZJdHqRYvacACIjAhOiMCIOY6IgotBdwG/4+A0fr+61FaStP+ez1b2le877iIiIiIiIiIiIiIjI4pvcVUpERERERERERERERERERGSVUKO4iIiIiCy6G2+8kWc/+9n09PTQ09PD+eefzxe/+MVsfRzH7Nmzhy1btlAul3nJS17Cfffdt4RnLCKd1B6rMTYwRn2wTn2wniULOSNOM02o7tEYatAYaiTLakn8ZeAk6UKRFxEFEVEUJQlD0dSvlydPLsyDZxA5JpFrnPBNZD7lyVM7UsOtutnNHrZpDDWoD9apPVZru4nI/FBNKbK6+LaPW3VpHGtgH7exjyd1pVfz8BrJLU2oJGRSdDokiYIiU4rJPnMYERixQZny1NuHEHsxkR/h2z7+mI9f9/HGktRU+7hN41iD+tE6zqiTbNPwk5/Z8Vun+jCtEUVkcSk+XUQAsouZE6XznLRe3EwNPzxM41gDv+ETOAG+7ROHcRKd7odJlPWEKXhUmMqiiEmK1ijGizxCL8S3fY5yFAArb1E9UgUgV8pxZMMRCl0Fuk9PItFLvSXK68pUNlToe1bfUr0LkVXtSU96Eu9///t52tOeBsCtt97K6173Or773e+yY8cOrr/+em644QZuueUWzjrrLK677jouvPBCHnzwQbq7NX2BiIiIiKimFBEREZHZU6O4iIiIiCy617zmNW3P3/e+93HjjTfyzW9+k3POOYeDBw9y7bXXcvHFFwPJBc6+vj5uu+02rrjiio7HdF0X12123qpWqwv3BkRk1n7lf/9K9rhAoe0+7TDZRRc5chgkI7i76SZPPnucatAgnGYkuYiInFoWoqYE1ZUiIiIiq5EaxUVERERkSYVhyD/90z9Rr9c5//zzOXz4MAMDA1x00UXZNsVikQsuuIC77rpryguY+/fvZ+/evYt12iKntDT+OU0bak0XGn10FK/mUR+s82uf+jV6N22ga33vtMczMIhphgxVYw/wkmMGzegh0zVpmDFOEExKJBIRkVPbfNWUoLpSZKGl9ePA9wcYfngY3/ZxRp0sajoKkqhqgDiMk6l2gog4jomjOEmnnKKjpIV10ufXOtWO4VuYkQW+pSl4Vqkixek3GI9bj8OY0BpPSAVCL8Qb8zAsA8MyMC2TQlcBM29SXl8mV0ya33pO72m+Vk/7a3Vt7JrX9yIi01OjuIjMqDU6fWxgrG25W3UJ3GQun9ANiaOYMBif16fDhcoyZdzAwKoakIsxnOY6Q6N+ZL7FgA9hFBKFEYaVfHgxLRO/kXy4MvMm9aN1rKJFfbBOvpKn0FWg0F1g7RlrgakL1O4titsTORn33nsv559/Po7jsGbNGm6//XbOOecc7rrrLgD6+tqnL+jr6+ORRx6Z8njXXHMNu3fvzp5Xq1W2bt26MCcvIrPWtb6X5//Si+ld2zP1RvGEC4wtdaE10lx35KdDPHD//fhRhwkkRUTklDTfNSWorhQRERFZjdQoLiLTesGlL6BBI3ve2tsyT54eejAwKFKkRImYGAMDE5My5SwSMzf+z80TPEE+UkOiiIjA05/+dL73ve8xMjLCpz/9aS677DIOHTqUrTeM9kayOI4nLWtVLBYpFmfo4S0iS6J3bQ+b+06beoPQaOtQGbcMG4/NZgv5yGB9YU5QRERWrPmuKUF1pYiIiMhqpEZxEcmksZep8y89n8KmMlvW90+5T8UvZ4/Ty5Xx+OM6IcmQcYDxUbl+CduIsH1v8sFONAIznnAvp5x0/tGOYiCAmJjIS0aLRySxW6nQS35O02gugEJ3YaFOV0TGFQoFnva0pwFw3nnncffdd/PBD36Qd73rXQAMDAywefPmbPujR49OGukjIksrjb60h20AnJEk9tKre21/V+dsyrrOmGG9nDLm8jMwXvYZccvPTwTj/XeTTRwTI30+QzJqXGxuEDsWuahAF10ce+gYuVKOfDkPgFfzKHQX2mIyuzZ2saZ/zRxOXkRmoppSZGUaPjzM2MAY9rBN4AZ4NQ+/4bclUgKEfpJMmaVSzpA0OR/x6XIKaKklS5Rmv0/QfBpGIWEQYhgGhmFg5kxCL8xqwUJXcm2xUWpecy8cKeBW3ex5fbzTr+pDkcWhRnERmZKNzbr1mznvlS9mXU/n0d1WLb0gZEy+MBVMvpr0s4EB7r/3QfzoJC6SiojIqhTHMa7rsm3bNvr7+7nzzjvZuXMnAJ7ncejQIQ4cOLDEZykiIiIiy5lqShERERHpRI3iIjKjdT3dbO7b2HllMc21ZFKjeBxM2prjo6Pzem4iIrIyvfvd7+aVr3wlW7dupVar8clPfpKvfe1rfOlLX8IwDK666ir27dvH9u3b2b59O/v27aNSqXDJJZcs9amLiIiIyDKhmlJERE6GHwQc5Shf5atty6OWSIJ4/KK3h0dE1HweeNnIcQ8PF5eeWg9v2vqmxTl5EZkzNYqLSCaNvUytYQ1WbEJgEE81sDtt+J4hukhkyQXgNbws0ihoJD+8Zs7ELJiYlokz4lDqLWEVLRpDDcYGxnBGHNZtWzfpcPUOc5p2b+mcqCAikz3xxBP8xm/8Bo8//jhr167l2c9+Nl/60pe48MILAbj66quxbZsrr7yS4eFhdu3axR133EF3t37PRJZa7bEaYwNj1AfrDP1oCGfEySIAvZpHfbCOb/s4ow558s0dp4u7Vhy6LKB4UtSqQRxNXAZZ2qrRuuWEB8aE/aJkURddjD46Sr6SxyokB7KH7SxOPf0dWXvGWsrrymw8u3On483nbu64XEQ6U00psvIFbkDohoR+SOAEBHZAFEQE3vhFx5Dkb+8srz2a6fwoHQbwZMtFgJptU8fDeJqBYx6dcfvQaP8hjCf9UOY5cvwJPvbTj/HGvjfi1ZLpQ9NpG62CRb6cx6t7FLoKOCPOpOlMQVHqIgtJjeIiIiIisuj+9m//dtr1hmGwZ88e9uzZszgnJCIiIiIrjmpKERE5UZ7nYnZVeMbPPY8t60+beYcJrWmx0dLDwoDRapV77vgGo4NKShVZrtQoLiIiIiIiIiIiIiIiIqecrkqFjes3tC80Jm9n5icsbBk5bhiAoRgCkeVOjeIip4DaY7UZt6kP1nFGnLZlbXGXIsvBeG0ZRa3Pjdn/rPoQWzGxERPHMYaRFLNxFBOZzULWzJuEbhLbBeBWXYo9RQBKvaVsu7GBsY4voxh1EREREREREREREZHlQ43iIiIiIiIiMif1wTqNoUY2n/jYwBh+w8/mEreP2wR2QIVKssOkOZ3bxVPN+SgyhTic+z5GbCSDfiKDOGhZPs2VkfTHsm3gT4ef5SJFGscamAWTXCE5oDPiZHOM+7YPJJ0qp5snstM6dbgUEZHVyK26+A0fr+bhN3wCJ8C3fUIvJAojCJixhpxKh0G+zT/qqjkFMGox+bpFl18iN2ZiVCf8YHT6IWqtGdd2/Ckb39Ug8iICkoLTbyR1YOiH2MM2vu3jN3wK3QXsYTvbr2tj14m+HRGZJXOpT0BERERERERERERERERERGShaKS4iGTcqotX8/DqHpD0ahNZCczZ9vGKyHoYx0YSox75UdJFzIAoiAi9EMMyCOwg+13wGz75Sp5CV6EtSr0+WJ/X96FRQCIiIiIiIiKy3KXT0c1VN8l1jzJlAHLksLAoUeKKrVfM2/mJiIh0okZxERERERGRU1ztsRqQRDtPNLETWGOowfDhYdyqy9H7jhI4AW7VJfRCQj9MOpY1POIwxsDAinPgG8Te1K8fTReLGUyzTmQepFHq8TQ/h2ZLH8zYb1kRGJixxVrW4tU8MMEwk4YCK29h5kwMy8AZcTDzJs6oQ2OogVfzKHQXssP0P6d/Ht+RiIjIwjEMg95NG+ha3zvnfSt+0hg+cXCDMzzGP/z0H3ht12sJvRBCTig2HZKGduLxRvsTPIacGgzfwows8C0id+aOHobVfBznAdPEKrf8kI0nsJco4Y15SR1oGsRhPL6/QeRHbdPrpFPrFHuKlHpLlNeVp3x9DaYROXlqFBcRkRUtDAIGGeQu7gLI5utJ2TTn5omI8Bm/ipnOXRqBj09MjO3axLWkUK1Q4W3nvG0x3oKIiIiIiIiIyIrRtb6X8175Ytb1zK2RzqqNNzz6zQbI0bE69/7bt2gcb8znKYqIiEyiRnGRFSgdyTNbT9z7RNvzxlB7kWkP2zgjDsMPD+PbPs6oA4z3rBRZxuqOSz32ic/I87g1DECcdsscF5jtjeQT1ycMwMDPNXsqP3H8GDf+8EZ+N/+7APi2P2mvib9LXRu7TuBdiIiIiIiIiIisLOt6utncv3H2O8RAMbkmEysJSEREloBavEREZMUKAg+zUuKpz342fb29ycIJaUdGcUJW1jRpSGF38uFspFblO3d8g+pgdf5OVkREZIXoFJduDyfJK86Ig1t1GX54GHvYpvZ4jciP8OoeURgRhzGRHxF6IXEcs5GNmEE5GRWU79QxLWFME2059V4iy0waw24mP7VBFGAGSWymYznkCsklmNANAciX81mnyvR3rNMUBtNRjKaIiCyWuQ7SmSsTk9APk7+nKgBlBTDofJkxRw58iIIIDJKfa8C0moNxQj+ki/bBNc5IMlBt4uexuVBtKDI9NYqLiMiKV+kqs753HdA+3yOAWZpwlX3C+jZrZ54/SEREREREREREREREVhY1iotIxrd9AifIRi4sBKPlURxDrJ6fsozlyVMbqOFWXcycSb23jlW0yBVzlNeVqR2p0X160gOz1FuiPlhXhLqIiIiIiIiIiIiIyDKjRnERERERERFhbGCM+mCdxlADSOKcnRGH2pEaXt0DwG/4WWx6YAe4NZfIjwjcgDiOk6jLCAiBOOlgFgHEBnFsYBjqESmrk9kaR5QGFXkQWUlsZhzFhIWQKIwI7CRn3Spa+LYPkHW0bI3LVGdLERFZldJ6MZOEUOfHI6cVnS6rWRzGSaw6EDgBfsPHq3lt26Sfx+ZiTf+aeTk/kdVuuhBZERERERERERERERERERGRFU0jxUVWoLGBsTlt3zraZ/TR0az3WToKwbd9nNFkFFAURAReQBzGdNFFgAGxMaEHZ4uplousRKNJd2SrZlAOypTpwjnu4I66mJZJ41gDwzKwChal3hKFrgJdj3aRL+fJV/I4Iw6l3hLldWUAKhsq2aG7Nnap16aIiIiIiIiIiIiIyBJQo7iIiIiIiMgqV3usBkzduTKNTU8j0wHcqotX86gP1rGHbQACN8A+buPVPAIvIHRDoiAiDuOks+SEOMwCBZyFfGMicxFPuD+BfWMgjsEwZrlfmNxFcUQURkmMupcsLPYUs81qR5Lf0aHeoRM4uc66t3TP27FERERmdJKx50WKik6XVcFgvFCMx2/JbDlEUcs0OgULt+qSK+WyqapS9rDdNtBGROaP4tNFRERERERERERERERERGTV0khxkVUmHeXTauD7AwDZSB/fTrqn1Y/WCb0Qv+ETOAFu1SWOYqIgIooicuQI0oNEzaEQod18bDTm1oXT8HKYkQV+jsiZ7fAKkQnSEWjpz2XYXBZNjPT3J/ycGfGkkT2GOWFBaGBgkiMHIcTEhHGYbRuHMUFxvGfnqEXgBPi2T+FIoe0w6tUpIiIiIiIiIiIiIrL01CguIiIiIiKySqQx6ROlsen1wXrH9Y2hBgPfH2BsYIzGUANn1CF0Q0IvJPRDnBEniX4OY0I3JHCDpENa0PFwmTJlHOyTeUsiy0LU0hc4jpNb8iSJyCxRmv4A4504IyvCMA0CN8BsNMP76oN18pV8Nn0BMKmz80RdG7vm+C5ERETm2WzGysQTHk+YbidZP4u/pbNUoEA5KGGNGRiW8thlGUh/DAMIrRDDTQbcpHVf4ASU15XJV/IAOCPOlHWg6j+Rk6P4dBERERERERERERERERERWbU0UlxkBes00qcx1MAebh+N49U8vLqH3/Cxh20CNyB0x0f8BBGBGxCFEVEQJfHpYQQRmJikXTdbR0ZEraMiJkZVz5LB7DqTiiwlAyP5FRj/OQ/dMOlOZkEcxZj5pG+ZlbcodBfw6h5u1QXI7lONoUb2O3sivTq7t3Sf8PsQERERERERERERETmVqVFcRERERBbd/v37+cxnPsMDDzxAuVzmBS94AQcOHODpT396tk0cx+zdu5ebbrqJ4eFhdu3axUc+8hF27NixhGcusvy0RqanMekT1QfrWefJ1njmlFt1OXrfUZxRB6/mEfohgR1knSeDRkAcxc0OlD6z6uFoKpxMVpLZdvgNSXr5AsRgxgZ58jPvF0NkR0R2hN/wcYYdzFzyO1IfrJMr5hj4/gBWwQKg2FPMojQLXQUAuk9POkqWemcfMavOlbKaqaYUEZHlZtrPQD4EcYDhG9jDNlEQJXHpxxpYBYuuTV1tg26KPcVsV3vY7hirXtlQ6fhSqgFFJtMVChERERFZdIcOHeLtb3873/zmN7nzzjsJgoCLLrqIer2ZgnL99ddzww038OEPf5i7776b/v5+LrzwQmq1znMmi4iIiMipRTWliIiIiMzWnEaKq/elyMqSjgJKo9N928+i0726R+AEBF5A5CWx6WEQJqMjQiCCIkVsHIiNaV9HZDmL3Ik/v0ZzZM84c0IXsdgzyEU5ihSZJAJiCNwAMzBxRhxMyyT0Q6rFKn7DJ1/J4zd8vJoHNEf0zGRN/5rZvSmRVeBLX/pS2/Obb76ZTZs2cc899/ALv/ALxHHMwYMHufbaa7n44osBuPXWW+nr6+O2227jiiuumHRM13Vx3ebUBdVqdWHfhIiIiIgsqYWoKUF1pYiIiMhqNKeR4up9KSIiIiILYXR0FID169cDcPjwYQYGBrjooouybYrFIhdccAF33XVXx2Ps37+ftWvXZretW7cu/ImLrHBu1cWtuni1pMNk6IaEfkjkRwRuQGAHhE6yLAzCJDo9YFbR6QAWFrkoR+waRI5BaJudb44x5S1yzOw229cVWUhGLcaoJjdrzKAclDp3ppyOD5E7/nvmBng1D2fEwT5u0zjWwBlxcKtuFpNZH6xTH6xTO1KjdqTG6KOjDP1oiMEHBrN1E29TTacgsprNR00JqitFTko8w20KFtYinJzIiYvDllsAkQ+RN34fAIGBhUmZ8tQHiQAPYi/GG/Owj9vYw3ZWu1V/VqUx1MCreXg1L/u85lbdpFYcthfr7YqsSnNqFP/Sl77E5Zdfzo4dO3jOc57DzTffzKOPPso999wDMKn35TOf+UxuvfVWGo0Gt912W8djuq5LtVptu4mIiIjIqSOOY3bv3s2LXvQinvnMZwIwMDAAQF9fX9u2fX192bqJrrnmGkZHR7PbT3/604U9cRERERFZNuarpgTVlSIiIiKr0Zzi0yeaa+/LTpFE+/fvZ+/evSdzGiLSwh62s9h0t5pEffkNH3vYznqUeXWP0AuzkUBxFCc9Nf32Y1Wo4AYGVs3AyDW7chrO+IPwBE4wSnKr4/GIdpHlzJiYs56KIQ5jwjjEr/sYZrJdI98gcANyxRyBG+DbzV+q9Pev1Fua8vXS0TyKUZdTze/+7u/ygx/8gG984xuT1hlG++9hHMeTlqWKxSLF4hxH6omIiIjIqjBfNSWorhQRERFZjU64UXyuvS8feeSRjse55ppr2L17d/a8Wq0qkkhERETkFPF7v/d7fO5zn+Pf/u3feNKTnpQt7+/vB5L6cvPmzdnyo0ePTqo1RWR6gw8MZh0n06h0r+4BSedJ3/YJnIDa47UkRt0Lks5faQfKOG5Gps8QezlRmTJm5I53KFuIdyeygo3HZwIEUQAWREGEYRqYeZPACXBGHPKVPFbBwipabZ0uxwbGKHQVKHQXWHvG2pM+ne4t3Sd9DJGloppSZGHUHmtOiXoy03JkdWCU3OKWgTJxZGCi+HRZWYxa8qHI8GIwAAOsmkE5KM9uWp0oiVD3Ix/DNTAtE8M0iMIIv+FTP5pMWWwVLXLFpBmvvK5MvpKn0FWg+/TuaQfegGo7kU7mFJ/eKu19+fd///eT1s11RE9PT0/bTURERERWtziO+d3f/V0+85nP8K//+q9s27atbf22bdvo7+/nzjvvzJZ5nsehQ4d4wQtesNinKyIiIiLLkGpKEREREZmtExoprt6XIguntQdmJ2MDY22jfaAZk+7VPEYeHSFwgrZ9GscauFWXwA2y0T9EJPHn00SYlyhhYCfbtI4ImsPoIJFVywcM8PExzWYfM7/hY+ZNIj/CqyVDfwInIFfKUdlQyUbzpIo9zd6jG8/euGinL7LU3v72t3Pbbbfxf/7P/6G7uztLHFq7di3lchnDMLjqqqvYt28f27dvZ/v27ezbt49KpcIll1yyxGcvsjxMF/vaiYlJnjzmFH2jixRZz3re1ve2+Tg9ERGRBaeaUmR1CIKQYxzj3/n3GbedOKJ84tR3QwwRxu3XRkVERGCOjeJxHPN7v/d73H777Xzta1+btvflzp07gWbvywMHDszfWYuIiIjIinbjjTcC8JKXvKRt+c0338zll18OwNVXX41t21x55ZUMDw+za9cu7rjjDrq7FQEmp5ZOnSZ7Tu+hd9MGutb3zutrHT8+wv964n9xefflBG7Q7ER5gp0iJ16kFFmVYmPKziazFgARBHEABuSi5HJNFCa9mEM/xPKSRoA0QtNvNKPU0w7TwIxRmiKriWpKkfk3VWR6fbDO0I+G5v31xuwGjdjHOiOPZw7PuP2k6jJuX+KHHrYZ4/iau0cWXuiM14Am4JnkwjwFCtPukxmfSic2YkIrBAPiKCawA6IgqQHNnEm+kgcgcANyxRy5Ug6v7lHoSl5n4472QTZdG7vm462JrEpzahRX70sRETlVhOO9lO8kidnz8bGxiYiIx/+L4ojQDZNldgzDZOsMDOok8/84OIwxRpky//A7/7CUb0tk2YjjmVvYDMNgz5497NmzZ+FPSGQF6lrfy3mvfDHreubnov7IaI27v/R1Ro+OzsvxREREFppqSpGVLwgCrEqZpz7zufT19s68wwy/9o8fO8b99/8QP9JocRERaTenRnH1vhRZHtLo9NqRGl7dy0YI+LZP9WdVwpaekJEf4VQdQickCpIGPGZZE+bIJaN7YohbO1dOE7kushJFE36mx2yXRhxQPqPEqJVEoMdEBKYBE2K6rElLIBr/JellTbaskbepHx/hf9z4P7j96tvn+R2IiMipal1PN5v7W0YGnNQ0NxrVLXIi/NBniCH+g/8gJsbH77hdSIiLS9zyi+qQjPC2sYmjGN/z6aGHNxTesCjnLiIislxUymXW966becMZrkuO1sam30BERE5Zc45Pn4l6X4qIyEoXBh5GpchTn/0s+tIPZLkYirPrEWJkreTNv5vH4irf/uLXGT16fH5PVkREVp2JcelP3PtE9rgx1Fjw1y9SJGiMR6eLyLTqtkcDH84wcMwkUjawOjeKxx16rdg5Z3wdJB1TCgwMDfLJY5/kv9v/HSxwR13MnIlhGuTKOXLFHMWeYluEZifpvxdr+td0XC8iIjIbgw8MAskgndFH55golE7DE0143vonsdPjk+roKbLCxGSD2EI/TFIpx+PTDdPAzJsYlkHueA4zZ2LmTOq9dbo2dZEv5yk8WsAZcTSFjsgszKlRXERE5FRS6Sqzfl3SKG7mwSzNsVG8ZcBd6OoTnYiIiMhqE6SdKZ/1bDaNR74ahc51X9whjCHsbr/6P1qv8t0776J6rLoAZysiIiIiInLqUqO4yDKRjgiaaSSQPWwzeN8gXt2jMdTAGXWSSHQg9ELqg3VCrzmsJ3RDAnd8pE/aG3OWTEz1zBQ5ERN/b4zsf3TTzWP3PJat6jm9h0JXAWj2vq4PJnORd23sAjS6R0RERGS5K1fKrF873pmy1PlDlGFOXh6vHW8pTxvMzYU4OxEREREREdHHLRERERERERERERERERERWbU0UlxEREREREQAqPhlTHKaT1xkrqaaG7V1cThhVHjrMuJkeWhgYFCmkswtGUAYhIRmCEaSDhYUAgI3IPRDrLyFVUjm7smX822vl84rOTYwpuQhERGZUZpiefhrhxk+PAyAW3UZGxgDkkTL6s+qdNHV3KnT37xZ/E2c83KRU0kAwdj4JOMGkEvmFvctP1lkGtjDNmMDY5g5k6M/PIqVt6icViFXypEv58lX8hz59hGgWROW15XZePbGSS+3pn8N3Vu6F+WtiSw1NYqLLCNjA2Ntken2sA2AM+Jky9yqS32wjj1s0zjWwG/4REEyz3EURPh1n9ALieOkiozDGPxFfBMiK8GMH7LGL05GRjLtABCHya39OB0mhgSwxpe3RmSOPyxRYvTR0WR13sStulhFi1yx+Se50F1g7Rlrs38P6oP17EMoTB+nriJWRERERERERERERKSdGsVFRERERERERERERERElpE7ozs55h2btDyuxYTj8V4eHhERPj4RER5etnwiB4fH7nlsYU9aZBlTo7iIiIiIiMgSSqMqU63pIABDPxrKHrcmCM2LiGaCSpTENleozO9riMjstIQMmZjNJ+H4zYAwDJM4dS8kCiNMy8S0TLy6h5VPYtTTxDGv7lHoKmAP25TXlQGobJj8+921sUvx6iIip5C09nzi3icm1Zm1IzVGHh3BGXUI3RCv7hHYAVEQEXgB/pjPaZxGHJvgG8ST29zajafvReP3RkDb37s4NprPFZ0u0hTDPdzDjzf8hNJpSSpk1PZLMp6rDhjksABrfE1lfLvQmDwnVv34CFuft5XvfOI7k9YpfVJOBWoUF1nmRh8dxauN9+6qe/gNn9pADa/m4VZdAjcgCiPiMCYOYwI3IA7iZiGp+SBF5q71A1nWUEASpz7X/SfIk2dsYAzDNDBMg8KaAmbOxMyZBG5ArpjLLlrOhi5gioiIiIiIiIiIrC7DDFM6rZvnvvyFrO3qxrCm6Dky1eXKXPv2I6NV7v7y1xk5OjTFDiKrnxrFRURERERERERERERERJaZtV3d9G1cj5kGCU1sBJ+iUdwoLORZiaxMahQXERERERFZIrXHapPi0uuD9bbnrZHpbtWd3xPoMNigLbZZROYscmeZLgTEhXTb8XvXIB8WWdtpGoOYLEo99EJCP0zShwwDt+pi5k0MK3mcK+cI3IDS2hIAhe7kqmj/c/o7RqiLiMipobX2bAw1JtWZXt3DGXXwah6hHxLYAYEbEHrJ49ANKVPGJobYJA47/M2LJz+Mg/EHSrQUWRaGDw8DUOotUR+sK4lSThlqFBdZZI9/53Fg8sXOxlADe9jmyLeO4Dd8IJkLzq262QWPyI+Iggiv4RF5EaEXEkcxcZzciAGfeZuDJ0eOXFgg9ow5XdgRWY3isOVD3Iwbd/glDA2sOEeeEoEXYJrjkelegBmamIGZfOh0k0+IXbWuE5o3VvP/iIiIiIiIiIiIiIi0U6O4iIiIiIiIABBEAceo8mW+DECRYtt6oyWbb+Lj1hHmFhYAxzhG2KmzmIhMyQ98jnKUL/ElHBw8vGydi0tERBzHRF7U3MluPoyJ8cf/a9DAx6dChX+6+p8W8V2IiIiInHqCMOAoR7mLu2bctrXGSx/H46PdYmKOcYwoVIqXyHxSo7iIiIiIiMgiqz1WA+CJe5/IEoNSaVKIW3Xxah4jj4401406hG5IkSJmbBBHBrE/zQvN0B4dt0RYVmsNnDCitK2LGkk8Sno/G0bc+ji5eOOHIbYZ4/jKyhSZjTHbZQyPypl5jlpjBKZPTLPxOzKArAOKNeVxLApYQIleAOrHR/j163+dz3/484pPFxE5RaXR6Wl6pT1sUzuS1KRe3cNv+NjDNvZxuy02PfKj7J4g7fw4+xpR5JQQwZjt0YgDOKPAgDkyp90Da+KHuhjDKxOHMf7xAHIxsTneKXn8Ll7b7KRsWh0++E3xWTBPnqGHhih0JdPrNIYak6b0UhKlrFZqFBdZIOmFzvQPyuADg0Bzvo70ImfKq3s0hhpUf1YlHL9o6Iw4BHZSZMZRTBRERGFEHMTJHDwadCOy4uTIgQuRERFZEYEXYBjJXJDemEdhTSH53XeDrBEkX86Tr+QpdBUodBco9hQp9SbzQzaGGpNeY03/GhWvIiIyZ57vYlXKPON5z6SvvOnkDjZepz5+7Bj33/9D/EgXTkVmw/c9zK4ST3/+TrasPw2KMUbrRU5zjh8CjZjhao1vf/HrjBwdmN+TFREREZFMGHgYlSJPfdaz2dTbO6d9jcLkGu/I0Sf44X3344fT9YIWkblQo7iIiIiIiIhkKl0V1vesm9M+BhP6a44PbB2tjXXYWkRmsqbSxcb1G7DKEUauZaqC2TaKp7socVNERERkUZUrZdavndvnKbMUtT03DBiuVefztEQENYqLiIiIiIgsW17dI3Cao6y9mkfoh5QoAUbSEh0Do+MNZRPay2aczrtlfb4+dRSziCyQOQ78nu532jCmXpcavG8wm6IhVeotUV5XprKhQtfGrmz5mv412WOlEImIrCxpgmUqnbJn+PAwbtUFknTL6pEqjWMNQj8ksAO8hoc/5idJlVGcdHRMb+MqVBij2rYstFv+CMUdHo7PpGO4k8/V8C3MSHWoyKzFE+6NpEbMfgtnqAkLFGgMNfAb7SPQ06kVIPn3YfO5m+fjbEWWFTWKiyygifP0AFnh6dW8bL6edL1bdXGrbhaT7o66hF7YvNipqRhFVjwrnfsxJpmCK4DYionNOGv0CLzkPp1iwSpYWEWLXDFHeV05i1IHKHQn92mken2w3nYBU0RERETk/2fvvuOjKtO3gV9n+qSTAAlBSqSIICqIItJVQEVXFsXGKgi6KLrK4koRlSKCgLqoIIqrwKuirrr6U9eGrmIBVrCygNhoAoEQUibTTnvePybnZCYzk0Z6rq+fkcypz5k5mdzzlPshIiIiIiJq6ZhIi4iIiIiIiIiIiIiIiIiImi2OFCciIiKievfZZ59h2bJl+Prrr3H48GG88cYbGDNmjLleCIH58+dj9erVKCgoQP/+/bFy5Ur06tWr4QpNVMcChQEEi4MoyQ3Nw+3L96H49+KINHaqX4XQBaywQoIESZcgNJRlFKpmKuaI1Hp66ZNyKTKrorqnJaJKaBKECugKIIX9PkpVHdpgKfcvAAkScrfnonB/IQDA7rYjsU2imc2sPGYfoqaCcSW1VOVTpBsxpDfPC1++D0AoM2WgMADPQQ9krwxfvg/eo97QFD2l6dK1gAahi1DWOh2AUv5MkVKQAq+qwlosQVhL/0gFYv+BqsLMHkRUz2ywIf+nfFjsFrjT3fDmeeE56InIRtm+X/uIzxhOpUPNBUeKE9WTQGEARfuLUJJbYqZV9+X74C/wm6nTZa8MNahClVVosgZN1UIVnCoaJHV6aK5KIqoVugQJoXl7omgAFED365BLZAQKAyjJLUHR/iIUHyxG4f5CFPxWgPyf8pH7fS7yduXh2E/H4M3zoiS3BLJHRrA4GDU/JFFj5vV6ccYZZ2DFihUx1y9duhSPPvooVqxYga1btyIrKwsjRoyAx+OJuT0RERERtUyMK4mIiIioKjhSnIiIiIjq3cUXX4yLL7445johBJYvX445c+Zg7NixAIB169YhMzMT69evx5QpU2LuFwwGEQyWjXYrLi6u/YITERERUaPCuJKIiIiIqoKN4kTNxHZshwfRvZwt5RJCWGGt9FhWWGGHHYdwCJpQa62MRC2dqqo4hmP4F/6FIEIVLAICfvgRQGiUt1AEBAS0oAYRJxmtDz7opXltE5GIF299sX4ugKie7NmzB7m5uRg5cqS5zOl0YujQodi0aVPcysvFixdj/vz59VVMolrhy/ch9/tcyB4ZsleG4lPgL/ADAILFQfiP+yF7ZOhq6HNf13RAAK3QCjqsgCKF0iurgFAtJ5Q+XZKtsOg2QOHXRKIGE+N3WGgiar2IkY82YpGRct0CCE2CRUhIRzryduTB5g79jlusFthcNjN1ps1pg81lQ0JGAoBQ+nRnihOuNBfcrdxxi9ymR5uoVOtMsUmNBeNKas6MdOmGvB/zAAAFe0KZ5oBQrBkoCkD2yNAUDbJHhuJXoAW1snTpGqo1dY7EpOhEjYsAJBH5POLfclxwIVAcgMVqga7o0IIaFL9ixoBA6LPD+IzhlDrUnLC2g6ge+PJ9ofTonlBFJxCa00cNqtCCGjRZg+JTQhWhXgW6qkNTNECu2vF3Yid2tvoJ9tT4FRWmWLUncSiaDL9FIKA0QO52ombG4/PCK1QkdnWh2BqEFvGN0wmH5KzysZLColrv8UKMXzUeK0evhN1tR7A4iPxf8s2Ky4SMBCS2SazScdv1bVflMhDVpdzcXABAZmZmxPLMzEzs27cv7n6zZ8/G9OnTzefFxcXo0KFD3RSSiIiIiBo9xpVEREREZGCjOFEz4IEH9lQ3ug/oi5SEhMp3qKLDx45h166dUHSOFic6UbKiwJqYgJ7n9kX79DaAvVx3TUvs/WKSBACBgmIPtr33OXKP7q3FkhI1HpIU2ZFLCBG1LJzT6YTTWfUOJkRERETUMjCuJCIiIiI2ihM1IykJCUhPbVVrxyvylFS+ERFVS1JiAtq2zoDFEbZQAiSpGvluw2ZBUDUFGjRM/PdEAICG2snsIER18+8S1Z6srCwAoZE97dqVZTA4evRo1CgfosbIcyh6ShvDke1HAIQyCQHA/i/2o3B/IQJFATODULA4GMooJGuQS2QIWUSltExGMooQjFgmVFQ/fXrYLpJemgxTY0pMokZBIDrTlxGjxfpdl2L8LMoWWGCBXCxDLpFD6yXAarNCskgoOVwCySpBskqwOUJVRe50N6wOK5wpTrhbuSOyDzmSQ8GsM8Vpptr05nnN9eEpfWuacpMp2Kk2MK6kxqJ8fFg+9TkQ+TlaGV++DwV7CuBKc5nLivYXQfbIKNxfCDWgIlgcRKAwADWgQpVV6LIOTdZC2Sk1oKbVB1ZYw9IzM24kaork4lCKWsWrIFAcgO+Yz5xix53uRsFvBcg9OdecSiejawYAmPFgrPiOsRs1BWwUpxalogrK6igfuCZlJUUt8+Z5zQA1WBxEwW8FUPwKvEdDAa4RlOpaKCDVFT2UNl3WyubzqSILLAxCiZqa8IpMCRDV+B2WVAFYgGKPDwFNILNbZ9is1sp3rCLv8UJIksSGcWowOTk5yMrKwoYNG9CnTx8AgCzL2LhxI5YsWdLApSMiIiKipoJxJREREREZ2ChORETURMlyKCX76QP6on1Wm7IVNe4jU5aSvfBofm0UkSiukpIS/PLLL+bzPXv24LvvvkN6ejo6duyIadOmYdGiRejWrRu6deuGRYsWISEhAdddd10DlpqIiIiIGhvGlUSVe/nIyyhBCdxwQyr9DwACCAAIjf62wQYrrHChbPS5HXbzZyuscMCBPORB09mJnoiImh42ihMRETVxScmJaNe2ddmC6sxPHo4JJ6gebdu2DcOHDzefT58+HQAwYcIErF27FjNmzIDf78fUqVNRUFCA/v3748MPP0RyMtNxUf2Ll20oPFNQeLrL/F8iOxYFCgPmz7nf5QIAFL+CQFEARfuKoMoqtIAGoQsIXUBTSzMHVZA9KAlJkFUJ1hIJkr2CdMpVwI9/oqZD6PF/YyMTD4U+ECRr2dQICUiITJcrAZquhabyUSRYrBZIFglCExCagMVmgcVmgeyVESwOwl/gBwDYXDbY3aFGEntC6F9Xmivisy48na+7ldv8uU2PsI6cYWqaYp0IYFxJTU9JbknMVOlGDBn+eWoIFkdOmyN7ZPMYxuez57AHuqIjUBza30iX/rb3beS2PgpXeio0xR5xHFE6t5sK48+DBh985npreAVDaaypKCqCkoBfVqt6yUTUEOJ8P3TCCd0fmp9Ll3UoPgXBoiCsdissNgsChQF4DnpQuK8QVqcVNqcNrbu3RnL7sr+b4bGeIaNrRsR0O7EYMR9TrVNDYaM4UalY6c/jyf8lH4HCgBmQOlOcCBYHIXtkyF4Zik+Bv8AP3zEfFJ8CAAgUByA0AdUfChg1RQtFnEDUHJFE1DjpwZo3GziOO5AcTITtmAO6BZASwyLT6swnDoQavS2A3WMFIAF6uXlkK2kUl+JlWrcA4U0jsRqBGLRSbRk2bFiFKfolScK8efMwb968+isUERERETU5jCuJKlaIQrjSU3HmBQORjpSIdZIzrFLS+DUK75SpRdeDHDx6FDt37ISiK7VfWCIiojrERnEiIiIiIiIiIiIiomYsNTkJbWytIpZZ3GUdSoy+JUINWxY+GLw0JUlBcXGdlZGIiKgusVGciIiIiIionPBsGeUzCgGhrEK+/LLUkkbaykBhAPk/5ZvrAkUByB4ZQChTkOyRoWuhVJaqX4UW1EKjcaqZNMQBB4D4mY2IqGmQPJG//HafBQmKCzavBZJHQJKr8eEQK326BbB6JCTLKUiBI3J7AUAxfhTQJA2wAGppOlyhG8eQYHFYYHOEqpCMtOoWuwWORAd8+T7Y3XYo/rIRg0Z6daAsxbojsdz5ASRkJFT58pixiIiagqpOuxMeRxqMtOn5P4XSqId/vqoBFcHiIDS5NMm5opnbq34VQhdQg2ooa4KCiKyUTjghowqpzjlNONGJEeX+rda+kVkZhAg/jgQICaLc1FrhnVa0WJNiyYjMTum3wCHsaI924TsCGiAUATUQOqBcJAM2wHvUa8Z8Bb8VwJniBAA4kh1wpYbSpxuxnOJTkLcjLyLFOhA59YMzxWmmXQ+fXidceGxopGKPN80OY0OqCTaKU4tgBKQVpUgvX6kZnh4dQFRqdDVYmgY9qMHqtEILapC9MnRFh67qkH0yVJ8KXdWh63pZqvQ480ISUcsS0du6ulnZpdBD0i2QStOn18qX17DjOODAzjd2Rqx2t3IjISOh0vmBwiVlJTFIJSIiIiIiIiIiIqIGxUZxIiIiIiKiejB351xYYAEAWGGFAw4kIhEp5ed2DOstJUEy9wEAF1yQIOEIjkDT7CAiaggrf14JH3wIIABhjEoP++wSEBHPAUCDBnVV5EjFEkR2XD/09aE6KjERERERKYqGwziMj/ARHHBAQVmmnwAC0KABOiDLMoJyEKox0u8YorcDoEPH0zc8XZ+XQHRC2ChOVIlRS0dFLUtG/FGPbrhhhRUJSIANNrPC06jMdMIJP/xww20uMyo7BURpKszQduUrEeLJRz40UYU0SEREREQtQLy0leWVT2MZzpfvi0iJHiwORmxffLDYzBwEwEyRHiwOQvbJ0AKhSgKhC+iqjhf8L0C0tSChlTGPY2mkpzrhDauIqEwRQmkyFdmCgKTCr1R9XyJqevRgdVMKGcIaqIOh752JqCTbj4CZQhMAlGDY54tU9nhLewslrQNwt0qFTUqJPk41pFpk82fv8UJkn5WNn9//ucr7MyMRETWkWDHnke1HAERmpCzYUxCKEUvjRSMTJYCIqSe8R73QZM3MXKmrOiw2C3RVj9hWaKH4Ug2qZZ/dEamWI6UhDbrig7VYgkiNXKeVhP29CE/VbCyLUd0oKVZYdCugWE/g7xQRhYv1u1TZ75oIRC6zuCpOI+nx+1ECGejqxEHrMbhVV/hMCxARzyywwF1+8h0AgC0spszzHMbt/+923Jl5JxwJDjhTnLA6rLA6rWaKdSA0tY49wQ5HogOOZIc5/YPBleYyU6rHml6itjB2JDaKU4tRkltSYWVn0f4ic3nBbwVQ/Aqu//f1SGubgcT0tIj9EpTYc14AgMUMHEP/agD80GFM5uNRFJT4vUhJFLBYY/yxK93PpjmqnA5Z0WT4LQIBhbnZiahy5ecgilwnwSIsSEYy8nbkRawrPy8QEPocrc5ckBVhYEpEzdlxHEdiehr6jhyMtJRkQISiPqtHAtRqVCaWxocHjx7Bzh27oGhsFCei+lWMYrhbJeP0CwYiNbXq0+rEIrlCgWlBsQfb3vschUfza6OIRERERFSOrARhTUxAz/59kZ3eJvRd1BK2gaVcY4QUp3HCFlpe6PFiy+efwnM0L/Z2RI0QG8WJKpGYnoZ+Fw9Gq5SyxhqrJ37FpdBL1xl/M0TktgcPHcGu//2Irn16I7NVRtT+xt8aIVe9cvTwsWPYtWsnFJ2jxYmIiIgas7SUZLRr2zrUX1IAsIuYI3DiEaWd9ws8xXVRPCKiKktNTkRm29YndAxrgl75RkRERERUaxITEtA2Ix2SXUCyhLVBWMs1glsQk8RWRWrCePsSVUGrlGS0y2pTtsAl4o7iNkdghq8P+7mgIFSBmZDgQptyI9CBsopOPRDnr04MRZ6SyjciIiIiaqY8hzwRWYHyfwmNNDTSnhuMlJUGb57XTEOpBiJbpoPFQWiyBq00E4+u6BHbKH4FulLWmKPJGoQQEEIAQUTJRCY8QgEUCXoQZSku5ehtKyTKdcCEFNUJk4gomgQrrDXfPSwtbyu0wnEEAEWCCCJuhWmlJbIj6nu1Cy4c3HYQrjRXRGY3AGZKzXBterSJeJ6UlRT3fMxKRNQyVXVanaqI9TkSPr0OUJb210iZDoQyUvoL/ObUO7JHhqZo0BUduqqb6dGDxUFz6h0AEEJAkqRQfAlAKKUfmhLK0qZXgRtuWEQQUCXoTDJE1GxInshASsT8uCv7rugocCA5mAjbcQd0W+m8OGFxnEWSIlOwR/RdLFtuduqWLbAKG7KRjcCRAAL2ACw2S9nDETq4xWoJPWwW2Nw2WO1WOJIdsDltZnyX2CYRjmQHUjuG5niIFfcR1QY2ilOzcfibw3HXefO8yP8lP2KuCmNeSF++D2pANQNVTdag+BSoARUulM17Ea+RO4qxrvSPhhCImBncnCdcSOX+sKBsORFRTZT7/KkyY47IiEUScrfnwuYsCxW8eV4Ei4Nwpjgjtq2ssrKiykkiIiIiIiIiIiIiorpWw/68REREREREREREREREREREjR9HihMRERERERERERERNRLv+N9BMYrjrrfCilSkRiwzMl5KYangLLAgH/nQmZmSiOqAqqo4igKsx3pAARQleo4GrXSuBx06fPBFLQcAL7zmz1+s+KIOS0wtHRvFqd6Fz+VzZPuRqPXG3DtAaP4dAHHngpS9ZT8rPsWcExIomxdSDarQgpq5rdUemkdNUzTIHtmcD1KTSz+cdT2UelgDOqETdMUOq0cCnBXkTK8onToRUWWq++VUEubnTqLigs1jhThW8w8iAUAqLYL1uAVJaiJaIwkHNx8ELIBklSD00FwQNocNjmSHOReQrurmXEEAYLFb4Eh0wOoMfda6Ul1IyEgAADgSHeb8QIHCAFxprqiyuFu5ze3DJbZJrPAayqdo55yRRM2TMXc4AHP+cADmvLNF+4sAhOZ2VHxKxNyNQFkcaXWEPqNkr2zOC64GVOiaHnrIodhQ6KHPVl3XQx+WKqo/RUUpO+wAwioISj+29UDNkndJihUW3QooVuhBVnISUf1JRCIKRDD0OaYDogqfi1L5j6k4H1tJSMI3z34Di80Ce4IdmqKZ3+GNz24AcKY4kX1WtjmNjzGFT/jfhrrEWJOoaSo//7fBm+eNqI8MFz5dWHlF+4vMYzoSHeaxAMCT64EW1GB1WuE94jXrKQFA8SsQmiiri9R0SJJkxqWfqp/icMYRuNNSIs4X3titAijSgxHrS4SKWBRVwCfpCCix1xMRxRRe1RgjdvN4/fAJFQndWqHsa609xoFCzZAWAEmIPVd4khT6/PMeL8Q1t1+DOYPmmFM6GnGePSF0bKN+0Zje0ahfLD+lY6z6ReMzO95Uj4zxmj82ihMRERERERERERERNQIeeOBKS8bpw/ojNSms4aZcA5Xwl+tcqSGmQ8fy8OOuXVD0OBsQEdWAqsmwJrrR69w+aN+mbQVbVmEgj12goNiDbe99Ds/RwtoqIlEUNopTg8lon3HCx3DDHdFLMhGJWDJ6yQkfl4iIiIhatie8T8APPwQELLDAAQesKBulmIiyDBZS6X8GI3WlwQILjuAIbDp7nRNRw1BVFXnIw2ZsNlNVitIKSlGuolKGHLW/8Rlngw1HcAS6XrMsFxWWUVNwHMexaM+iiHSa5csHhNJv6h/rMctqcMKJb97/ptbLSURUX1KTktC2dbr5XGhhQzUtAlpJ5NDNOAPFUVTiib2CiKgWJCUmIqvNCbT1SIDkqL3yEFWEjeJ0wsLToVdFSW4JOp3VCYltU5CYnlbNs0mwlKYZLvt/WQAYyPfgmX8/g/Ot55fmA0YoxWUNswq3QRsU6H6IEhs0RwVf+kvTxVlcAkIrrVgw0iGLcqc3UssJqWwbImpxTijVbWn+SUm2lKbOPbE/5xIQ9TnpgCPUy1wDhFK2Ug2qUD1q2Y7GZ60FgDX0s9VmNdNbWhwW2By2iBTrRlojq9MKm9MGmytUfrvbDnuC3Uw7Vz4VUqzU6pWlVSei+leV2DA8dWXej3kA4qemNFKg+Qv8CBQG4DkYOn7h/sKo6XIMmqxB8SlQAypUuax2UJdDgZjQBYQuoCkahBBmCuDQSuA17TUobQVS0sN7u5d9bjs1JyyIHxsGyn2mCknAqaTBLwC/R4fmLttX4jw8RFTHvF4ZAaHB0tGKw5bCmI3MlSn7BAxCqE7oOqAU6BD2+McSKWV7RW0lAdawhcVeL/yaQJvuHWGzWMtvXSO+44UYctEQrL51NQDg4LaDEdP3VJRis7IYk6k1iRpeVesjw6feCU+RHh57BgoD5tSNskeG7JXNbcPTngOhuFP2yNAUDYHCABSvYsaWAKCppTGphtCHX3icWYHwz+YEJKAECoQe+X1chH+Y6saX8apg/SMRxaFH/qh7wz4vwj86oubCAaSgDVbdBgRsUDyR34+t7mrOO6YAImCFXdiRhc44tO2QOXWj1WUN/WwNncPmsoXqD5ND9YdGmnVjXXhMVz5NevmU6+VldM1AZu/MmOsY/zUPbBSnBpOYnoZ+Fw1Gq9SUyjc2CAkiPNOPgDkXb1FJMb758EuUHIs9PxARERERUVUcx3EkpKfg7FFDkJZqfPENa9zxWUITOVbDgdxc/G/7dig653IkovqlqjKkBCe69D4dbdPSTvh4ZWl4a+/zTA4qsCUm4PSBfdE+s3UNjhBZUVtQ6MG2Dz5DydFjtVNAIiIiIiJq8tgoTg2qVWoK2lXnC68WmQpIGD0uiYio1miKjmM4hjfwBnToUMNafvSwLqRq6QdyUAShaZqZKQNBIOANAAilEA4iCBtsmNNtTv1dBBFRLUhLTUa7Nq3NeNMIOzWvBbpS9eNIAAqKi2u7eERE1eJ2u5Ge2qpmAwbDvnfXZRrepKQEtMtsU2fHJyIiIiKilouN4i1IZWmFwtNYAqG0QhUx0onl/ZgXM91loDDUIBIsDkL2lM3zVdlxT1QCEgCt8u2qIhWpKNYVQAP0+FOVlVEBpiQioqasxO+DFzJcOS4cd/gq2TqUtkiCGzZEfvo5EBpZadMdSAAQOF6CN35+A8MxPHJ3CyDZpFD6YgAWiwWSRYLVYYVklWB322GxWeBMccKR7IhIiZTSPiUi1Xq41I6pAEJpMdv0iK5YDU+fVNP0R9WdPqQ6mJKJmprw34eS3BJ487w4uO0gAJipKMPJHhnHfjpmpp8EAE0JBXC6Ep1mTQ2o0DUdileBruoQuoCu62Uxn44qpaWsqvZojzzdC+G3QvVaIMofu7LzlU+fDgB62dQ67NRJRPWq/GfOiX4GhU8DVtFnYUXfy6VQh3dhdDAy58mVIst3gl+vLbDg5/d/BgDY3DZY7WWp2a0OKzRZi3hudYbWh8ec4WnW7Ql2AEBG94y4qdjjpWEvn74zHsaB1FJUN/15efHqF8N/74yU6QV7ChAsDqLgtwIAod9lX74vYioeIyb15nmhazp0uTTmVEMfdJJFMn/WdT1UB1hL9Y/lSVX58BNS1T/PRbl/iYiqQsT52VwmIUFxwVZihVQYtoEESMHI53FPkRq90gYbREBAK/1PKYrTI91q7hA6TWmKdyPekywSLPZQ3aWu6LDYLXAmh9KnW2wWc104d7obrlQX7O5QzGfEfklZSXCmOM3pHWMx6h+rGvOFq0r8V1f1kC0t9mSjOBEREZlUTYU1wY0efXuhdU5GaKEUHfnGjGf16KUiYEFRSQl++GQTPPl114hMRERERERERERERBRPnTWKP/nkk1i2bBkOHz6MXr16Yfny5Rg8eHBdnY5KGb1hGjM77FCgQBN11J2SiIhOWEJCAtq1Lm0Uj+44GVv4SKHSdnTNb2ECDTohjCmbp8mrJkOHDlsVvo5YYY0aLSMgIEGK2D8NaRiDMbVdVCIiImomGFdSuEn/ngQFZaMPU5ACIDQFmAuumKO1LaVfjm2wwQ47JEiwlg5V9MGHBCRAlH4ZLr+/Aw444TSPU9Fo8CM4Al23n8DVERERADx+7HEUo2wqM+1YqE3KqFMAIj+vFSgR00iW54ADW1/cWkelpfpQJ43ir7zyCqZNm4Ynn3wSAwcOxNNPP42LL74YO3fuRMeOHevilCessaRAjVUOIwVlOF9+dErbYeOHoX1GRySkpUQst1S5NSOapmoo8fuQnJgIi6U01UQt5KaUVQWqYoV8TIaIMQIxfoEkCF1AC5ReU9iu1iIL0gJpSEXqCZevpvRA5S0/kmKFRbcCihV6kC1FRFQDZuqzslS8mr/mn/XhJNlS+hllg364gs+oGKui0gsDgCRg9Uhwqy6koNzfw9L0w0IVYYtCB9G8oSA1iNK0yxYAtlDqIyEEJEmC1W6FxWaBZJUgWSXYHKGwRtd0WKyWUCqkcumQHIkOWJ3WiJSYNpctIi1S+ZTszpRQxUWrnFbmPgkZCVF/i2NNJRLOmFakMq1yWplpN8NT/xnipWFqjumOGFNGi/U+xztnrFSTeT/mRTyPdd8W7S9CSW4JfPk+2N12eHI90IJlnRmNVLOaokWkOtdVHRabxUwrKftkCE1AaKHfcaGH/l1TtAZyWw2J6WkVXaopLdiq8o0A+ApL8G3Bt+iDPlXaviLpSEdQlmA9LpnlL6+6UZzdZwmllvNaIHmYu5KIKJoEaKG06uGLqiROivgEJKB4T3HoOJbS44Vlajf+tdqs5vQ9uqLD6ipLs25z2GCxheJJ49+8XXlmjAiE4kkAsLvtSGyTGBVHGqk2w1Orx1OSWxIz3otVNxQuVtxYVbUxtVBjx7gyWl2/155Dngqnagz/PuUv8EdMwxgufEpG43er4LcCKH4lIv258R0vPK2tJ9cD2SNDUzSofhVBTxBCE/hHwT+Q1iYD7vTw16DsQ8FS+rMGLaKxRDP/lRA0n6lQVQXFPi9SkwCrpezzI5yEINxq/IaWcKpiQVASCAQVCMG6QyJqYqpRTymsYZ9xAQl21Vn19h0t8l+jU5Lxt+FLfIlAWxVt0k7877xiCf0t8h0vxNXjr8ak7EnQNd2sizSmftQUDVa71ZweDgilczem6UnOKvu7E6sO0pgOEij7e5aQkVBpnFeTlO2GxtI2Wl/qpFH80UcfxeTJk3HTTTcBAJYvX44PPvgAq1atwuLFi+vilIRQL5aEtBScMbw/UlPCfgkUKWbq27jCNv099wh2bf8R3fuehqyM0hGD9hOtxJNw4GAudn2/G4rG0eJEREQUG2PK5qkQhUhMT8PZFw1GWmpKpXMbWnIr/8pSXOLFrs1fo7CgsHYKSURERM0K40oKF0QQ7vRk9B05CGnJRoV9WadzYUwNZhMxpwkL2xoAsPfQQfzwzXb0PLcv2rduG/e8Vk/VGrgPHMnFru27oOhVa0QnIqJox3EcCekpOHP4IKQmJZ5QJkvJpaOwqBhbP/gcJUejByBQ01HrjeKyLOPrr7/GrFmzIpaPHDkSmzZtito+GAwiGCzrAVhUVAQAKC4ujtq2Lnk8ddcbQhRXvRE5Vjm8JV54vZG9gf2+6FE9AgKarkGRZchhrylUCZXWNsahKgp0TYOiyJDl0mPqJ94obhy3qKAIB0U1bkNR2nNcjv4EK/H5EVADOIIj2IToe60mjuM4ZE3F8cLCsus/QUUlxdA1DcXFRcitpc6edXHMujpuSz5mXR2Xx+T7VKvH9ISOWVRciEPVnZIj1p8HCfD4fNB0DSpUBFC10dIxjy0ASZSOFIcEq7DCIiyQdAmSJMGml44U13VYJAssugUWzQLJEtazX9NgVa2wWcNGiis2KLZQ2jy7bIdqD1U8KMHQMqOHqd1Xlr5Oc2lRf4sD/oqvLRCo2rXbfXZorlCnMd0dPfxe98TO2FKdeONEGXGaEHV3zurGlEDjiCvrMqYEYr/P8c7pLYkeTVbii/zyFuu+9Qa98Mk++BU/FJsCv+qHFtaR0fhZ07SIUdS6rsOiWaDrpSPFdRlCF+Z9YvyrQ4eu6VCCpTFrZY3icuWdKBVFRlCWkQsPNmCDmc4SqFnWpOM4DlkVyC8qaLQxYJP5u9ICr5tlbDllrItjNqcyar5KPuBtAnCF/mYUFhZCaBoKCwqxzxZ7lGXFIgtS7PFA10JpiQIImLFkPFZhhVVYIekSdKHDqoeNFNdtsOilI8W10L9CE2ZmFCAUTwKAYlMgyVJUHKn5NWhOzYzxKqK79ZjxXqy6ofL71VT4+ZpbTAkwroynrt9rj8cTFY+G38Ph36cC/oD5fSn8dQcARS5LcW78bvkUH1RFhVo68lpVVfM7nlDKrsuv+iFrMjRNg6ZrCOpBCCGgQ4ekla9DjdEorlWtUVyVFQhNgyorkXWy5Vhj1GfGYtabFhXhUJyR5wAgymegjPMx0Nj/VvF4jeNYPB6P1xDHC48XPV4fgmoAh3EYn+Ez+FCWUSQ8pbnxHV8rHSKuIXZ8dQRHoKvO0s9624k1ikuhOgxd0yFBR0APQNd1sy7Soluga3qo3tFijahDsVqssGpWWFUrrErZZ3qsOkibv6y+UnOWXp9LqzTOi1dX2NAaZVwpatnBgwcFAPHll19GLH/wwQdF9+7do7afO3eu8dWEDz744IMPPvjgg48m9Dhw4EBth5I1jikZV/LBBx988MEHH3w0zUddxpSMK/nggw8++OCDDz5azqOyuLJO0qcDgFRudJkonf+zvNmzZ2P69Onmc13Xcfz4cWRkZMTcvrkrLi5Ghw4dcODAAaSkpFS+AzVLvA8I4H1AIbwPCGh894EQAh6PB9nZ2XV+rqrGlEDzjCsb23tPjQfvDYqF9wXFwvuCYmkM90V9xpQA48rqagz3CNUfvt8tC9/vloXvd8vRkt/rqsaVtd4o3rp1a1itVuTm5kYsP3r0KDIzM6O2dzqdcDqdEcvS0tJqu1hNTkpKSou7aSka7wMCeB9QCO8DAhrXfZCamlqnx69uTAk077iyMb331Ljw3qBYeF9QLLwvKJaGvi/qOqYEGFeeqIa+R6h+8f1uWfh+tyx8v1uOlvpeVyWurP4Ee5VwOBw466yzsGHDhojlGzZswHnnnVfbpyMiIiKiZogxJRERERHVBsaVRERERATUwUhxAJg+fTquv/569OvXDwMGDMDq1auxf/9+3HLLLXVxOiIiIiJqhhhTEhEREVFtYFxJRERERHXSKH711VcjPz8fCxYswOHDh3Haaafh3XffRadOneridM2K0+nE3Llzo1I0UcvC+4AA3gcUwvuAgJZ7HzCmbLnvPVWO9wbFwvuCYuF9QbG0tPuCcWX1tbR7pKXj+92y8P1uWfh+txx8rysnCSFEQxeCiIiIiIiIiIiIiIiIiIioLtT6nOJERERERERERERERERERESNBRvFiYiIiIiIiIiIiIiIiIio2WKjOBERERERERERERERERERNVtsFCciIiIiIiIiIiIiIiIiomaLjeJERERERERERERERERERNRssVG8kQkGgzjzzDMhSRK+++67iHX79+/HZZddhsTERLRu3Rp33HEHZFlumIJSrdu7dy8mT56MnJwcuN1udOnSBXPnzo16j3kftAxPPvkkcnJy4HK5cNZZZ+Hzzz9v6CJRHVq8eDHOPvtsJCcno23bthgzZgx2794dsY0QAvPmzUN2djbcbjeGDRuGHTt2NFCJqT4sXrwYkiRh2rRp5jLeBy0T40MKx5iR4mH82LIxnqSqYHxJ1cU4tPljbNnyMGZsnhgLtlyM76qHjeKNzIwZM5CdnR21XNM0jB49Gl6vF1988QVefvllvP7667jrrrsaoJRUF3788Ufouo6nn34aO3bswN///nc89dRTuOeee8xteB+0DK+88gqmTZuGOXPm4Ntvv8XgwYNx8cUXY//+/Q1dNKojGzduxG233YYtW7Zgw4YNUFUVI0eOhNfrNbdZunQpHn30UaxYsQJbt25FVlYWRowYAY/H04Alp7qydetWrF69GqeffnrEct4HLRPjQwrHmJFiYfxIjCepMowvqSYYhzZ/jC1bFsaMzRdjwZaJ8V0NCGo03n33XdGjRw+xY8cOAUB8++23EessFos4ePCgueyll14STqdTFBUVNUBpqT4sXbpU5OTkmM95H7QM55xzjrjlllsilvXo0UPMmjWrgUpE9e3o0aMCgNi4caMQQghd10VWVpZ46KGHzG0CgYBITU0VTz31VEMVk+qIx+MR3bp1Exs2bBBDhw4Vd955pxCC90FLxfiQqoIxIzF+pPIYT1I4xpdUE4xDWy7Gls0XY8aWg7Fg88f4rmY4UryROHLkCG6++WY8//zzSEhIiFq/efNmnHbaaRG9M0eNGoVgMIivv/66PotK9aioqAjp6enmc94HzZ8sy/j6668xcuTIiOUjR47Epk2bGqhUVN+KiooAwPz937NnD3JzcyPuC6fTiaFDh/K+aIZuu+02jB49GhdeeGHEct4HLQ/jQ6oqxowtG+NHioXxJIVjfEnVxTi0ZWNs2TwxZmxZGAs2f4zvasbW0AWgUH7/iRMn4pZbbkG/fv2wd+/eqG1yc3ORmZkZsaxVq1ZwOBzIzc2tp5JSffr111/xxBNP4JFHHjGX8T5o/o4dOwZN06Le58zMTL7HLYQQAtOnT8egQYNw2mmnAYD53se6L/bt21fvZaS68/LLL+Obb77B1q1bo9bxPmhZGB9SVTFmJMaPVB7jSQrH+JKqi3Foy8bYsvlizNhyMBZs/hjf1RxHitehefPmQZKkCh/btm3DE088geLiYsyePbvC40mSFLVMCBFzOTUeVb0Pwh06dAgXXXQRxo0bh5tuuiliHe+DlqH8+8n3uOW4/fbb8cMPP+Cll16KWsf7onk7cOAA7rzzTrzwwgtwuVxxt+N90LQxPqR4GDPSieLfBzIwniQD40sKxzi0ZWFsSfHwM7/5YyzYvDG+OzEcKV6Hbr/9dlxzzTUVbtO5c2csXLgQW7ZsgdPpjFjXr18/jB8/HuvWrUNWVhb++9//RqwvKCiAoihRPT6ocanqfWA4dOgQhg8fjgEDBmD16tUR2/E+aP5at24Nq9Ua1UPz6NGjfI9bgL/85S9466238Nlnn+Gkk04yl2dlZQEI9fRr166duZz3RfPy9ddf4+jRozjrrLPMZZqm4bPPPsOKFSuwe/duALwPmjrGhxQPY0aqKcaPFI7xJIVjfEnhGIe2LIwtqTzGjC0DY8Hmj/HdCarXGcwppn379ont27ebjw8++EAAEK+99po4cOCAEEKId999V1gsFnHo0CFzv5dfflk4nU5RVFTUUEWnWvb777+Lbt26iWuuuUaoqhq1nvdBy3DOOeeIW2+9NWLZqaeeKmbNmtVAJaK6puu6uO2220R2drb46aefYq7PysoSS5YsMZcFg0GRmpoqnnrqqfosKtWh4uLiiHhg+/btol+/fuJPf/qT2L59O++DFobxIVWEMSOVx/iRGE9SLIwvqSYYh7Y8jC1bDsaMzRdjwZaD8d2JYaN4I7Rnzx4BQHz77bfmMlVVxWmnnSYuuOAC8c0334iPPvpInHTSSeL2229vuIJSrTp48KDo2rWrOP/888Xvv/8uDh8+bD4MvA9ahpdfflnY7Xbx7LPPip07d4pp06aJxMREsXfv3oYuGtWRW2+9VaSmpopPP/004nff5/OZ2zz00EMiNTVV/Otf/xLbt28X1157rWjXrp0oLi5uwJJTXRs6dKi48847zee8D1ouxodkYMxIsTB+JMaTVFWML6m6GIc2b4wtWxbGjM0XY8GWjfFd1bFRvBGKFWwKEeqpOXr0aOF2u0V6erq4/fbbRSAQaJhCUq1bs2aNABDzEY73QcuwcuVK0alTJ+FwOETfvn3Fxo0bG7pIVIfi/e6vWbPG3EbXdTF37lyRlZUlnE6nGDJkiNi+fXvDFZrqRfmglvdBy8X4kAyMGSkexo8tG+NJqirGl1RdjEObN8aWLQ9jxuaJsWDLxviu6iQhhKiTvOxEREREREREREREREREREQNzNLQBSAiIiIiIiIiIiIiIiIiIqorbBQnIiIiIiIiIiIiIiIiIqJmi43iRERERERERERERERERETUbLFRnIiIiIiIiIiIiIiIiIiImi02ihMRERERERERERERERERUbPFRnEiIiIiIiIiIiIiIiIiImq22ChORERERERERERERERERETNFhvFiYiIiIiIiIiIiIiIiIio2WKjOBERERERERERERERERERNVtsFCciIiIiIiIiIiIiIiIiomaLjeJERERERERERERERERERNRssVGciIiIiIiIiIiIiIiIiIiaLTaKExERERERERERERERERFRs8VGcSIiIiIiIiIiIiIiIiIiarbYKE5ERERERERERERERERERM0WG8WJiIiIiIiIiIiIiIiIiKjZYqM4ERERERERERERERERERE1W2wUJ6pla9euhSRJ5sNms+Gkk07CjTfeiIMHD9b6+Xw+H+bNm4dPP/201o8NAJ9++ikkSaqz48c6l/GwWq3IzMzEuHHjsGvXrjo/PwAMGzYMw4YNM5/v3bsXkiRh7dq11TrOzp07MW/ePOzduzdq3cSJE9G5c+cTKueJ+Pzzz3HVVVehffv2cDgcSE1NxXnnnYdVq1bB6/Wa20mShNtvv71ey2a83g8//HC9nrc+GZ8Rse4NIiIiA2PKEz8XY8q6xZjyxMS6JzZt2oR58+ahsLAwavvOnTvj0ksvrb8CEhFRs8G48sTPxbiybjGurH+x3vPOnTtj4sSJDVIeovrCRnGiOrJmzRps3rwZGzZswM0334yXXnoJgwcPjvhDXht8Ph/mz59fZ4Fg3759sXnzZvTt27dOjh/LokWLsHnzZnzyySeYOXMmNmzYgIEDB9ZJoF6Zdu3aYfPmzRg9enS19tu5cyfmz58fM9C877778MYbb9RSCatn7ty5GDJkCA4ePIgHHngAGzZswMsvv4wLLrgA8+bNw7333tsg5SIiIqLYGFPWHGPKusOY8sTFuic2bdqE+fPnx2wUJyIiOlGMK2uOcWXdYVxJRPXJ1tAFIGquTjvtNPTr1w8AMHz4cGiahgceeABvvvkmxo8f38Clq5yiKJAkCSkpKTj33HNr7bg+nw8JCQkVbtOtWzfznEOGDEFaWhomT56MtWvXYs6cOTU+bk04nc5avX4A6NKlS60er6peffVVLFiwAJMnT8YzzzwDSZLMdRdffDFmzJiBzZs3N0jZGpLf74fL5Yp4PYiIiBoLxpSxMaZkTNlUaZoGVVXr5J4gIiKqCOPK2BhXMq4kopaDI8WJ6okRrOzbtw8AEAgEMHv2bOTk5MDhcKB9+/a47bbbokYF/Oc//8GwYcOQkZEBt9uNjh074oorroDP58PevXvRpk0bAMD8+fPNVD7haU5+/vlnXHfddWjbti2cTidOPfVUrFy5MuIcRiqg559/HnfddRfat28Pp9OJX375JW5KorfeegsDBgxAQkICkpOTMWLEiKggZd68eZAkCd988w2uvPJKtGrVqkZBVvnXrqLjCiHw5JNP4swzz4Tb7UarVq1w5ZVX4rfffos4phACS5cuRadOneByudC3b1+89957UeeOl5Loxx9/xLXXXovMzEw4nU507NgRN9xwA4LBINauXYtx48YBCH3JMN4X4xjl09P06dMHgwcPjjq3pmlo3749xo4day6TZRkLFy5Ejx494HQ60aZNG9x4443Iy8ur9HVcsGABWrVqhccffzxmA3BycjJGjhwZtfz555/HqaeeioSEBJxxxhl45513orapyn0GAIWFhbjrrrtw8sknw+l0om3btrjkkkvw448/xi23oiiYMGECkpKSzHP7fD787W9/Q05ODlwuF9LT09GvXz+89NJLFb4GRsqwDz/8EJMmTUKbNm2QkJCAYDAIAHjllVcwYMAAJCYmIikpCaNGjcK3334bcYxt27bhmmuuQefOneF2u9G5c2dce+215v0ZbsuWLRg4cCBcLheys7Mxe/ZsKIpSYRmJiIgqwpiSMSVjyoaPKfPy8jB16lT07NkTSUlJaNu2Lc4//3x8/vnnEdsZ7/vSpUuxcOFC5OTkwOl04pNPPom6J+bNm4e7774bAJCTk2O+3+V/Z95//3307dsXbrcbPXr0wHPPPVdhWYmIiOJhXMm4knFlw8eVVdlv4sSJSEpKwo4dO3DBBRcgMTERbdq0we233w6fzxdxvKreb0QtFUeKE9WTX375BQDQpk0bCCEwZswYfPzxx5g9ezYGDx6MH374AXPnzsXmzZuxefNmOJ1O7N27F6NHj8bgwYPx3HPPIS0tDQcPHsT7778PWZbRrl07vP/++7joooswefJk3HTTTeY5gFBanPPOOw8dO3bEI488gqysLHzwwQe44447cOzYMcydOzeijLNnz8aAAQPw1FNPwWKxoG3btsjNzY26lvXr12P8+PEYOXIkXnrpJQSDQSxduhTDhg3Dxx9/jEGDBkVsP3bsWFxzzTW45ZZbapSSKfy1q+y4U6ZMwdq1a3HHHXdgyZIlOH78OBYsWIDzzjsP33//PTIzMwGEAvP58+dj8uTJuPLKK3HgwAHcfPPN0DQNp5xySoXl+f777zFo0CC0bt0aCxYsQLdu3XD48GG89dZbkGUZo0ePxqJFi3DPPfdg5cqVZjqneEH2jTfeiDvvvBM///wzunXrZi7/8MMPcejQIdx4440AAF3Xcfnll+Pzzz/HjBkzcN5552Hfvn2YO3cuhg0bhm3btsHtdsc8x+HDh/G///0PV199dbV6qf773//G1q1bsWDBAiQlJWHp0qX44x//iN27d+Pkk08GUPX7zOPxYNCgQdi7dy9mzpyJ/v37o6SkBJ999hkOHz6MHj16RJ2/sLAQY8eOxa5du7Bx40acddZZAIDp06fj+eefx8KFC9GnTx94vV7873//Q35+fpWua9KkSRg9ejSef/55eL1e2O12LFq0CPfeey9uvPFG3HvvvZBlGcuWLcPgwYPx1VdfoWfPngBCXz5OOeUUXHPNNUhPT8fhw4exatUqnH322di5cydat25tvi4XXHABOnfujLVr1yIhIQFPPvkk1q9fX+XXn4iIqDzGlIwpGVM2fEx5/PhxAKF0n1lZWSgpKcEbb7xh3rvh834CwOOPP47u3bvj4YcfRkpKSsT7Y7jppptw/PhxPPHEE/jXv/6Fdu3aAYAZgwKhe+auu+7CrFmzkJmZiX/84x+YPHkyunbtiiFDhlTx3SAiIgphXMm4knFlw8eVVd1PURRccsklmDJlCmbNmoVNmzZh4cKF2LdvH95++21zu6reb0QtliCiWrVmzRoBQGzZskUoiiI8Ho945513RJs2bURycrLIzc0V77//vgAgli5dGrHvK6+8IgCI1atXCyGEeO211wQA8d1338U9X15engAg5s6dG7Vu1KhR4qSTThJFRUURy2+//XbhcrnE8ePHhRBCfPLJJwKAGDJkSNQxjHWffPKJEEIITdNEdna26N27t9A0zdzO4/GItm3bivPOO89cNnfuXAFA3H///RW/aOXO9corrwhFUYTP5xOfffaZ6Nq1q7BareL777+v8LibN28WAMQjjzwSsfzAgQPC7XaLGTNmCCGEKCgoEC6XS/zxj3+M2O7LL78UAMTQoUPNZXv27BEAxJo1a8xl559/vkhLSxNHjx6Ney2vvvpqxOsWbsKECaJTp07m82PHjgmHwyHuueeeiO2uuuoqkZmZKRRFEUII8dJLLwkA4vXXX4/YbuvWrQKAePLJJ+OWZ8uWLQKAmDVrVtxtygMgMjMzRXFxsbksNzdXWCwWsXjxYnNZVe+zBQsWCABiw4YNcc9pvN7Lli0Te/bsET179hQ9e/YUe/fujdjutNNOE2PGjKnytRiM388bbrghYvn+/fuFzWYTf/nLXyKWezwekZWVJa666qq4x1RVVZSUlIjExETx2GOPmcuvvvpq4Xa7RW5ubsS2PXr0EADEnj17ql1+IiJqORhTMqYUgjGlEI0zpixPVVWhKIq44IILIu4HoxxdunQRsizHLGP4PbFs2bK4cWKnTp2Ey+US+/btM5f5/X6Rnp4upkyZcsLXQEREzRfjSsaVQjCuFKJxxpVV2W/ChAkCQES9oxBCPPjggwKA+OKLL4QQVb/fjGOGv+dChOLNCRMmVPsaiJoSpk8nqiPnnnsu7HY7kpOTcemllyIrKwvvvfceMjMz8Z///AcAIlIHAcC4ceOQmJiIjz/+GABw5plnwuFw4M9//jPWrVtXrTQngUAAH3/8Mf74xz8iISEBqqqaj0suuQSBQABbtmyJ2OeKK66o9Li7d+/GoUOHcP3118NiKfsISUpKwhVXXIEtW7ZEpW2pynHDXX311bDb7UhISMCQIUOgaRpee+01nH766RUe95133oEkSfjTn/4Ucb1ZWVk444wzzLRKmzdvRiAQiJov6bzzzkOnTp0qLJvP58PGjRtx1VVXRfUGramMjAxcdtllWLduHXRdBwAUFBTg//7v/3DDDTfAZrOZ15eWlobLLrss4vrOPPNMZGVlRaWNqg3Dhw9HcnKy+TwzMxNt27aNSK1V1fvsvffeQ/fu3XHhhRdWet5vvvkG5557LjIzM/Hll19GvS/nnHMO3nvvPcyaNQuffvop/H5/ta6r/L3zwQcfQFVV3HDDDRHX4HK5MHTo0IjXtqSkBDNnzkTXrl1hs9lgs9mQlJQEr9eLXbt2mdt98sknuOCCCyJ6YFqtVlx99dXVKisREbVsjCmrd9xwjCkZU9ZlTPnUU0+hb9++cLlcsNlssNvt+PjjjyPiQcMf/vAH2O32Kh87njPPPBMdO3Y0n7tcLnTv3j3mND5ERETlMa6s3nHDMa5kXFlXcWV19it/f1x33XUAQnWQQNXvN6KWjI3iRHXk//2//4etW7fi22+/xaFDh/DDDz9g4MCBAID8/HzYbLaoQEWSJGRlZZnpUbp06YKPPvoIbdu2xW233YYuXbqgS5cueOyxxyo9f35+PlRVxRNPPAG73R7xuOSSSwAAx44di9jHSNFX2XHjbZudnQ1d11FQUFDt44ZbsmQJtm7dim+++Qb79+/Hb7/9hjFjxkRtV/64R44cgRACmZmZUde8ZcsW83qNa8jKyoo6Zqxl4QoKCqBpGk466aRqXVNlJk2ahIMHD2LDhg0AYKZ6Cv8ycuTIERQWFsLhcERdX25ubtT7Gc6oPNuzZ0+1ypWRkRG1zOl0mgFade6zvLy8Kr9uGzZswJEjR3DTTTchLS0tav3jjz+OmTNn4s0338Tw4cORnp6OMWPG4Oeff67S8WPdOwBw9tlnR13HK6+8EvHaXnfddVixYgVuuukmfPDBB/jqq6+wdetWtGnTJiJwzc/Pr9E9RkREFI4xZfWOG44xJWPKuoopH330Udx6663o378/Xn/9dWzZsgVbt27FRRddFLMis7r3bjyVvY5EREQVYVxZveOGY1zJuLKu4sqq7mez2aKu3bg3jPunqvcbUUvGOcWJ6sipp56Kfv36xVyXkZEBVVWRl5cXEWwKIZCbm4uzzz7bXDZ48GAMHjwYmqZh27ZteOKJJzBt2jRkZmbimmuuiXv+Vq1awWq14vrrr8dtt90Wc5ucnJyI55IkVXpdxh/fw4cPR607dOgQLBYLWrVqVe3jhjv55JPjvnYVHbd169aQJAmff/45nE5n1PbGMuMaYs1BlJubi86dO8c9Z3p6OqxWK37//fdKy1cdo0aNQnZ2NtasWYNRo0ZhzZo16N+/f8Qcgq1bt0ZGRgbef//9mMcI7yVZXrt27dC7d298+OGH8Pl81ZqrpyLVuc/atGlT5dft7rvvxq+//mqO3L7hhhsi1icmJppzLR05csTsUXnZZZfhxx9/rPT4se4dAHjttdcq7IFbVFSEd955B3PnzsWsWbPM5cFg0Jxb0pCRkRH3HiMiIqoqxpTVO244xpSMKesqpnzhhRcwbNgwrFq1KmK5x+OJuX11710iIqK6wLiyescNx7iScWVdxZVV3U9VVeTn50c0jBv3i7GsqvcbUUvGkeJEDeCCCy4AEKpMCff666/D6/Wa68NZrVb0798fK1euBBBK2QKU/TErPzogISEBw4cPx7fffovTTz8d/fr1i3rE6llXmVNOOQXt27fH+vXrIYQwl3u9Xrz++usYMGBArQUx1XXppZdCCIGDBw/GvN7evXsDCKWLcrlcePHFFyP237RpU6WpB91uN4YOHYpXX321wt518d6XeIxg7c0338Tnn3+Obdu2YdKkSVHXl5+fD03TYl7fKaecUuE57rvvPhQUFOCOO+6IeO8MJSUl+PDDD6tUXkN17rOLL74YP/30k5mSqyIWiwVPP/007rzzTkycODGqwjFcZmYmJk6ciGuvvRa7d++OSolVFaNGjYLNZsOvv/4a8xqMLz6SJEEIERVE/uMf/4CmaRHLhg8fjo8//tgchQ4AmqbhlVdeqXb5iIiIYmFMWTcYUzKmrCymlCQpKh784YcfsHnz5ipecWzVfb+JiIhqC+PKusG4knFldeoqK9uv/P2xfv16AMCwYcMAVP1+I2rJOFKcqAGMGDECo0aNwsyZM1FcXIyBAwfihx9+wNy5c9GnTx9cf/31AELz1P3nP//B6NGj0bFjRwQCATz33HMAYM51kpycjE6dOuH//u//cMEFFyA9PR2tW7dG586d8dhjj2HQoEEYPHgwbr31VnTu3Bkejwe//PIL3n777Sr9wS/PYrFg6dKlGD9+PC699FJMmTIFwWAQy5YtQ2FhIR566KHae6GqaeDAgfjzn/+MG2+8Edu2bcOQIUOQmJiIw4cP44svvkDv3r1x6623olWrVvjb3/6GhQsX4qabbsK4ceNw4MABzJs3r0qprR999FEMGjQI/fv3x6xZs9C1a1ccOXIEb731Fp5++mkkJyfjtNNOAwCsXr0aycnJcLlcyMnJqTC4nzRpEpYsWYLrrrsObrc7au7pa665Bi+++CIuueQS3HnnnTjnnHNgt9vx+++/45NPPsHll1+OP/7xj3GPP27cONx333144IEH8OOPP2Ly5Mno0qULfD4f/vvf/+Lpp5/G1VdfjZEjR1bxFQ+p6n02bdo0vPLKK7j88ssxa9YsnHPOOfD7/di4cSMuvfRSDB8+POrYjzzyCJKTkzF16lSUlJTg7rvvBgD0798fl156KU4//XS0atUKu3btwvPPP1/jLzqdO3fGggULMGfOHPz222+46KKL0KpVKxw5cgRfffWV2WszJSUFQ4YMwbJly8zfs40bN+LZZ5+NSp1077334q233sL555+P+++/HwkJCVi5ciW8Xm+1y0dERBQLY8q6wZiSMWVlMeWll16KBx54AHPnzsXQoUOxe/duLFiwADk5OVBVtVrXHc6oqHzssccwYcIE2O12nHLKKRWOsiIiIqoNjCvrBuNKxpWVxZVV3c/hcOCRRx5BSUkJzj77bGzatAkLFy7ExRdfjEGDBgGo+v1G1KIJIqpVa9asEQDE1q1bK9zO7/eLmTNnik6dOgm73S7atWsnbr31VlFQUGBus3nzZvHHP/5RdOrUSTidTpGRkSGGDh0q3nrrrYhjffTRR6JPnz7C6XQKAGLChAnmuj179ohJkyaJ9u3bC7vdLtq0aSPOO+88sXDhQnObTz75RAAQr776alQ5jXWffPJJxPI333xT9O/fX7hcLpGYmCguuOAC8eWXX0ZsM3fuXAFA5OXlVfKqVV6O6hz3ueeeE/379xeJiYnC7XaLLl26iBtuuEFs27bN3EbXdbF48WLRoUMH4XA4xOmnny7efvttMXToUDF06FBzuz179ggAYs2aNRHn2Llzpxg3bpzIyMgQDodDdOzYUUycOFEEAgFzm+XLl4ucnBxhtVojjjFhwgTRqVOnmGU/77zzBAAxfvz4mOsVRREPP/ywOOOMM4TL5RJJSUmiR48eYsqUKeLnn3+u8HUzbNy4UVx55ZWiXbt2wm63i5SUFDFgwACxbNkyUVxcbG4HQNx2221R+3fq1CniHhOiaveZEEIUFBSIO++8U3Ts2FHY7XbRtm1bMXr0aPHjjz+axwEgli1bFrHfsmXLBABx//33CyGEmDVrlujXr59o1aqVcDqd4uSTTxZ//etfxbFjxyq89sp+P998800xfPhwkZKSIpxOp+jUqZO48sorxUcffWRu8/vvv4srrrhCtGrVSiQnJ4uLLrpI/O9//4v5unz55Zfi3HPPFU6nU2RlZYm7775brF69WgAQe/bsqbCsRETUsjGmLMOYkjFlY4spg8Gg+Nvf/ibat28vXC6X6Nu3r3jzzTej3pN45QhfV/6emD17tsjOzhYWiyXid6ZTp05i9OjRUccpf68RERGVx7iyDONKxpWNLa6syn4TJkwQiYmJ4ocffhDDhg0TbrdbpKeni1tvvVWUlJREHbMq91us9zzW60jU3EhCxMhLQUREREREREREREREREQNZuLEiXjttddQUlLS0EUhavI4pzgRERERERERERERERERETVbbBQnIiIiIiIiIiIiIiIiIqJmi+nTiYiIiIiIiIiIiIiIiIio2eJIcSIiIiIiIiIiIiIiIiIiarbYKE5ERERERERERERERERERM2WraELUJ6u6zh06BCSk5MhSVJDF4eIiIiIyhFCwOPxIDs7GxZL4+1jybiSiIiIqPFqKjElwLiSiIiIqDGralzZ6BrFDx06hA4dOjR0MYiIiIioEgcOHMBJJ53U0MWIi3ElERERUePX2GNKgHElERERUVNQWVzZ6BrFk5OTAYQKnpKS0sClISIiIqLyiouL0aFDBzNua6wYVxIRERE1Xk0lpgQYVxIRERE1ZlWNKxtdo7iRgiglJYVBJhEREVEj1thTRzKuJCIiImr8GntMCTCuJCIiImoKKosrG/eEPURERERERERERERERERERCeAjeJERERERERERERERERERNRssVGciIiIiIiIiIiIiIiIiIiarUY3pzgREVFLpOs6ZFlu6GIQAQDsdjusVmtDF4OIiIhqQNM0KIrS0MUgAgA4HA5YLByTQ0RE1BQxrqTGorbqKtkoTkRE1MBkWcaePXug63pDF4XIlJaWhqysLEiS1NBFISIioioQQiA3NxeFhYUNXRQik8ViQU5ODhwOR0MXhYiIiKqIcSU1RrVRV8lGcSIiogYkhMDhw4dhtVrRoUMHjqKgBieEgM/nw9GjRwEA7dq1a+ASERERUVUYFZdt27ZFQkICO7ZRg9N1HYcOHcLhw4fRsWNH3pNERERNBONKakxqs66SjeJEREQNSFVV+Hw+ZGdnIyEhoaGLQwQAcLvdAICjR4+ibdu2TKVORETUyGmaZlZcZmRkNHRxiExt2rTBoUOHoKoq7HZ7QxeHiIiIKsG4khqj2qqr5HA0IiKiBqRpGgAwnSA1OkYnDc4dRURE1PgZf6/ZyZIaG+N7jvG9h4iIiBo3xpXUWNVGXSUbxYmIiBoBpiGixob3JBERUdPDv9/U2PCeJCIiapr4N5wam9q4J9koTkREREREREREREREREREzRbnFCciaiQ8hzz1cp7k7OR6OQ+dGL/fD1mW6+18DofDnJultnXu3BnTpk3DtGnT6uT49a25XQ8REVWuPuI0xmhUVxhXNl7N7XqIiIhOVF3F3Yy1TxxjysaruV1PXWKjOBERUSPj9/vx9nsfotAXrLdzpiU4cdnFI6sVbB44cADz5s3De++9h2PHjqFdu3YYM2YM7r//fmRkZNRhaRs3r9eLBQsW4NVXX8WhQ4eQnJyMXr164W9/+xsuvfTShi4eERERtSCMK5s2xpVERETUGDCmbNoYU5ZhozgREVEjI8syCn1BpLTvDndCYp2fz+/zovDgT5BlucqB5m+//YYBAwage/fueOmll5CTk4MdO3bg7rvvxnvvvYctW7YgPT29jksem6ZpkCQJFkvDzBJzyy234KuvvsKKFSvQs2dP5OfnY9OmTcjPz6+zc8qyDIfDUWfHJyIioqaJceWJYVxJRERExJjyRDGmbDw4pzgREVEj5U5IRGJySp0/ahLM3nbbbXA4HPjwww8xdOhQdOzYERdffDE++ugjHDx4EHPmzInY3uPx4LrrrkNSUhKys7PxxBNPRKyfN28eOnbsCKfTiezsbNxxxx3mOlmWMWPGDLRv3x6JiYno378/Pv30U3P92rVrkZaWhnfeeQc9e/aE0+nEM888A5fLhcLCwojz3HHHHRg6dKj5fNOmTRgyZAjcbjc6dOiAO+64A16v11x/9OhRXHbZZXC73cjJycGLL75Y6Wvz9ttv45577sEll1yCzp0746yzzsJf/vIXTJgwwdwmGAxixowZ6NChA5xOJ7p164Znn33WXL9x40acc845cDqdaNeuHWbNmgVVVc31w4YNw+23347p06ejdevWGDFiBABg586duOSSS5CUlITMzExcf/31OHbsmLnfa6+9ht69e8PtdiMjIwMXXnhhxPXWJ1VVce+99yInJwdutxsnn3wyFixYAF3XzW2EEJg3bx6ys7PhdrsxbNgw7Nixo0HKS0SNl+eQp84fRE0d48oQxpXNM64kIiKi+sGYMoQxZdONKdkoTkRERNVy/PhxfPDBB5g6dWpUb82srCyMHz8er7zyCoQQ5vJly5bh9NNPxzfffIPZs2fjr3/9KzZs2AAgFPz8/e9/x9NPP42ff/4Zb775Jnr37m3ue+ONN+LLL7/Eyy+/jB9++AHjxo3DRRddhJ9//tncxufzYfHixfjHP/6BHTt24E9/+hPS0tLw+uuvm9tomoZ//vOfGD9+PABg+/btGDVqFMaOHYsffvgBr7zyCr744gvcfvvt5j4TJ07E3r178Z///AevvfYannzySRw9erTC1ycrKwvvvvsuPJ74jSg33HADXn75ZTz++OPYtWsXnnrqKSQlJQEADh48iEsuuQRnn302vv/+e6xatQrPPvssFi5cGHGMdevWwWaz4csvv8TTTz+Nw4cPY+jQoTjzzDOxbds2vP/++zhy5AiuuuoqAMDhw4dx7bXXYtKkSdi1axc+/fRTjB07NuJ9qk9LlizBU089hRUrVmDXrl1YunQpli1bFvElZOnSpXj00UexYsUKbN26FVlZWRgxYkSFry0RERE1HYwrGVcSERERnSjGlIwpq4rp04mIiKhafv75ZwghcOqpp8Zcf+qpp6KgoAB5eXlo27YtAGDgwIGYNWsWAKB79+748ssv8fe//x0jRozA/v37kZWVhQsvvBB2ux0dO3bEOeecAwD49ddf8dJLL+H3339HdnY2AOBvf/sb3n//faxZswaLFi0CACiKgieffBJnnHGGWY6rr74a69evx+TJkwEAH3/8MQoKCjBu3DgAoeD3uuuuw7Rp0wAA3bp1w+OPP46hQ4di1apV2L9/v5leqX///gCAZ599Nu51G1avXo3x48cjIyMDZ5xxBgYNGoQrr7wSAwcOBAD89NNP+Oc//4kNGzbgwgsvBACcfPLJ5v5PPvkkOnTogBUrVkCSJPTo0QOHDh3CzJkzcf/995uplrp27YqlS5ea+91///3o27ev+ZoAwHPPPYcOHTrgp59+QklJCVRVxdixY9GpUycAiAjo69vmzZtx+eWXY/To0QCAzp0746WXXsK2bdsAhEaJL1++HHPmzMHYsWMBhILrzMxMrF+/HlOmTIk6ZjAYRDBYNr9VcXFxPVwJERER1RTjSsaVRERERCeKMSVjyqriSHEiIiKqVUZvPkmSzGUDBgyI2GbAgAHYtWsXAGDcuHHw+/04+eSTcfPNN+ONN94w0+988803EEKge/fuSEpKMh8bN27Er7/+ah7P4XDg9NNPjzjH+PHj8emnn+LQoUMAgBdffBGXXHIJWrVqBQD4+uuvsXbt2ojjjho1CrquY8+ePdi1axdsNhv69etnHrNHjx5IS0ur8PqHDBmC3377DR9//DGuuOIK7NixA4MHD8YDDzwAAPjuu+9gtVojUiOF27VrFwYMGBDx+g0cOBAlJSX4/fffzWXh5TKu55NPPom4nh49egAIBexnnHEGLrjgAvTu3Rvjxo3DM888g4KCggqvpS4NGjQIH3/8MX766ScAwPfff48vvvgCl1xyCQBgz549yM3NxciRI819nE4nhg4dik2bNsU85uLFi5Gammo+OnToUPcXQkRERHWGcSXjSiIialpOdNqiktySmA+iE8GYkjGlgY3iREREVC1du3aFJEnYuXNnzPU//vgjWrVqhdatW1d4HCOQ6tChA3bv3o2VK1fC7XZj6tSpGDJkCBRFga7rsFqt+Prrr/Hdd9+Zj127duGxxx4zj+V2uyMCMwA455xz0KVLF7z88svw+/1444038Kc//clcr+s6pkyZEnHc77//Hj///DO6dOkSM2CuKrvdjsGDB2PWrFn48MMPsWDBAjzwwAOQZTkqjVN5Qoioc8YqS2Ji5PxKuq7jsssui7ie7777Dj///DOGDBkCq9WKDRs24L333kPPnj3xxBNP4JRTTsGePXuqfX21YebMmbj22mvRo0cP2O129OnTB9OmTcO1114LAMjNzQUAZGZmRuyXmZlpritv9uzZKCoqMh8HDhyo24sgIiKiE8K4snKMK4mIiIgqxpiycowpQ5g+nYiIiKolIyMDI0aMwJNPPom//vWvEYFTbm4uXnzxRdxwww0RQdGWLVsijrFlyxazZyAQChT/8Ic/4A9/+ANuu+029OjRA9u3b0efPn2gaRqOHj2KwYMHV7us1113HV588UWcdNJJsFgsZqpuAOjbty927NiBrl27xtz31FNPhaqq2LZtm5kiaffu3SgsLKx2OXr27AlVVREIBNC7d2/ouo6NGzeaKYnKb/v6669HBJybNm1CcnIy2rdvH/ccffv2xeuvv47OnTvDZosd4kmShIEDB2LgwIG4//770alTJ7zxxhuYPn16ta/pRL3yyit44YUXsH79evTq1Qvfffcdpk2bhuzsbEyYMCGizOFiBeIGp9MJp9NZp+UmIiKi2sO4srDa5WBcSURERBSJMWVhtcvRUmNKNooTEZHJc8hT5+dIzk6u83NQ3VuxYgXOO+88jBo1CgsXLkROTg527NiBu+++G+3bt8eDDz4Ysf2XX36JpUuXYsyYMdiwYQNeffVV/Pvf/wYArF27FpqmoX///khISMDzzz8Pt9uNTp06ISMjA+PHj8cNN9yARx55BH369MGxY8fwn//8B7179zZTbcczfvx4zJ8/Hw8++CCuvPJKuFwuc93MmTNx7rnn4rbbbsPNN9+MxMRE7Nq1Cxs2bDB7Jl500UW4+eabsXr1athsNkybNq3S3pPDhg3Dtddei379+iEjIwM7d+7EPffcg+HDhyMlJQUpKSmYMGECJk2ahMcffxxnnHEG9u3bh6NHj+Kqq67C1KlTsXz5cvzlL3/B7bffjt27d2Pu3LmYPn26OUdPLLfddhueeeYZXHvttbj77rvRunVr/PLLL3j55ZfxzDPPYNu2bfj4448xcuRItG3bFv/973+Rl5dX6bxDdeXuu+/GrFmzcM011wAIzRm0b98+LF68GBMmTEBWVhaA0JeXdu3amfsdPXo0avQ4EVFTVdepIBl3UVPAuDI+xpVERNRQalpHWFl8m5SVVKPjElWGMWV8jCnLsFGciIiokfL7vI32PN26dcO2bdswb948XH311cjPz0dWVhbGjBmDuXPnIj09PWL7u+66C19//TXmz5+P5ORkPPLIIxg1ahQAIC0tDQ899BCmT58OTdPQu3dvvP3228jIyAAArFmzBgsXLsRdd92FgwcPIiMjAwMGDKg0yDTKefbZZ2Pr1q1Yvnx5xLrTTz8dGzduxJw5czB48GAIIdClSxdcffXV5jZr1qzBTTfdhKFDhyIzMxMLFy7EfffdV+E5R40ahXXr1uGee+6Bz+dDdnY2Lr30Utx///3mNqtWrcI999yDqVOnIj8/Hx07dsQ999wDAGjfvj3effdd3H333TjjjDOQnp6OyZMn4957763wvNnZ2fjyyy8xc+ZMjBo1CsFgEJ06dcJFF10Ei8WClJQUfPbZZ1i+fDmKi4vRqVMnPPLII7j44osrfR3rgs/niwqcrVYrdF0HAOTk5CArKwsbNmxAnz59AACyLGPjxo1YsmRJvZeXiIioKWNcybiyOceVREREVD8YUzKmbOoxpSSMxO+NRHFxMVJTU1FUVISUlJSGLg4RUb2pj1HaQMUjhjhSvP4FAgHs2bMHOTk5Zs9Av9+Pt9/7EIW+YL2VIy3BicsuHllpz0JqOWLdm4baiNcmTpyIjz76CE8//TR69eqFb7/9Fn/+858xadIks9F7yZIlWLx4MdasWYNu3bph0aJF+PTTT7F7924kJ1f+WcK4kqhlqK8Yqi6Ej6Spi1EzjLtajnh/txlXUkOr65iyvjSlshIR1YaGGikeb/8TjZUZF1cd6yqpsaqNuJIjxYmIGrm6TqtpYHDYeLjdblx28UjIslxv53Q4HAwyqV498cQTuO+++zB16lQcPXoU2dnZmDJlSkQv1RkzZsDv92Pq1KkoKChA//798eGHH1apQZyIqLGJFdN5805spAXTT1JlGFcSERER0YliTEnNBRvFiYiIGiG3283Aj5q15ORkLF++PCpVVDhJkjBv3jzMmzev3spFRETU3DCuJCIiIqITxZiSmoP4M6ATERERERERERERNVKqquLee+9FTk4O3G43Tj75ZCxYsAC6rpvbCCEwb948ZGdnw+12Y9iwYdixY0cDlpqIiIiIGgIbxYmIiIiIiIiIiKjJWbJkCZ566imsWLECu3btwtKlS7Fs2TI88cQT5jZLly7Fo48+ihUrVmDr1q3IysrCiBEj4PHUbL5cIiIiImqa2ChORERERERERERETc7mzZtx+eWXY/To0ejcuTOuvPJKjBw5Etu2bQMQGiW+fPlyzJkzB2PHjsVpp52GdevWwefzYf369Q1ceiIiIiKqT9VqFGdKIiIiIiIiIiIiImoMBg0ahI8//hg//fQTAOD777/HF198gUsuuQQAsGfPHuTm5mLkyJHmPk6nE0OHDsWmTZviHjcYDKK4uDjiQURERERNm606GxspidatW4devXph27ZtuPHGG5Gamoo777wTQFlKorVr16J79+5YuHAhRowYgd27dyM5OblOLoKIqK55DtV9WrWS3BIkZSWhJLckYrk3z1ur50nKSqrV4xERERERERE1hJkzZ6KoqAg9evSA1WqFpml48MEHce211wIAcnNzAQCZmZkR+2VmZmLfvn1xj7t48WLMnz+/7gpORFTPqlu3Wb5+sipY50hEjV21GsXDUxIBQOfOnfHSSy/FTUkEAOvWrUNmZibWr1+PKVOmRB0zGAwiGAyaz9nzkoiIiIiIiGqqJhV4FQnvoJjYJrFWjkNERLXjlVdewQsvvID169ejV69e+O677zBt2jRkZ2djwoQJ5naSJEXsJ4SIWhZu9uzZmD59uvm8uLgYHTp0qP0LICIiIqJ6U6306XWRkmjx4sVITU01HwwwiYiIiIiIiIiIqDJ33303Zs2ahWuuuQa9e/fG9ddfj7/+9a9YvHgxACArKwtA2Yhxw9GjR6NGj4dzOp1ISUmJeBARERFR01atRvGZM2fi2muvRY8ePWC329GnTx9MmzatSimJygefhtmzZ6OoqMh8HDhwoCbXQURERM3UvHnzcOaZZ5rPJ06ciDFjxtR7Ofbu3QtJkvDdd9/V+7mJiIiI6MQxrmx+fD4fLJbI6k2r1Qpd1wEAOTk5yMrKwoYNG8z1sixj48aNOO+88+q1rEREjUFJbon5OLL9SNxH3o951X6U5JbAm+dlhiRq9hhTNl3VSp9eFymJnE4nnE5nDYpORETUfNXHPPbhkrOTq7X9xIkTsW7dOgCAzWZDhw4dMHbsWMyfPx+JiTVPLVsVjz32GIQQVdp27969yMnJwbfffhsRrNaV3377DXPmzMHGjRtx/PhxtG7dGmeddRaWLVuG7t271/n5iYhaGs8hT1S69BOthKssRXpNj+/L90Ut8xf4q7xtdcsS6zqq+/eemgfGlfExrmz6LrvsMjz44IPo2LEjevXqhW+//RaPPvooJk2aBCBURzlt2jQsWrQI3bp1Q7du3bBo0SIkJCTguuuua+DSExERNR2MKeNjTNl0VKtRPDwlEQD07t0b+/btw+LFizFhwoSIlETt2rUz96ssJRERUXNTk7ksjUrN8pWbsSpFEzISalYwolp00UUXYc2aNVAUBZ9//jluuukmeL1erFq1KmpbRVFgt9tr5bypqam1cpzaJssyRowYgR49euBf//oX2rVrh99//x3vvvsuioqK6uy8tfnaEhERETUExpWRGFdW3RNPPIH77rsPU6dOxdGjR5GdnY0pU6bg/vvvN7eZMWMG/H4/pk6dioKCAvTv3x8ffvghkpPZUYiIiKg5YUwZiTFltGqlT2dKIiIiIjI4nU5kZWWhQ4cOuO666zB+/Hi8+eabAMrSCD333HM4+eST4XQ6IYRAUVER/vznP6Nt27ZISUnB+eefj++//z7iuA899BAyMzORnJyMyZMnIxAIRKwvn5JI13UsWbIEXbt2hdPpRMeOHfHggw8CCMUmANCnTx9IkoRhw4aZ+61ZswannnoqXC4XevTogSeffDLiPF999RX69OkDl8uFfv364dtvv63w9di5cyd+++03PPnkkzj33HPRqVMnDBw4EA8++CDOPvtsc7vff/8d11xzDdLT05GYmIh+/frhv//9r7l+1apV6NKlCxwOB0455RQ8//zzEeeRJAlPPfUULr/8ciQmJmLhwoUAgLfffhtnnXUWXC4XTj75ZMyfPx+qqpr7zZs3Dx07doTT6UR2djbuuOOOCq+HiIiIqL4wrozEuLLqkpOTsXz5cuzbtw9+vx+//vorFi5cCIfDYW4jSRLmzZuHw4cPIxAIYOPGjTjttNMarMxERHXFc8gT92GkTDfSm3vzvPDl++I+/AV+81EXwtO4G6nc93y6B/s374/52PPpngofFaWCr8ngJWqaGFNGYkwZrVojxZmSiIiIiOJxu91QFMV8/ssvv+Cf//wnXn/9dVitVgDA6NGjkZ6ejnfffRepqal4+umnccEFF+Cnn35Ceno6/vnPf2Lu3LlYuXIlBg8ejOeffx6PP/44Tj755LjnnT17Np555hn8/e9/x6BBg3D48GH8+OOPAELB4jnnnIOPPvoIvXr1MivHnnnmGcydOxcrVqxAnz598O233+Lmm29GYmIiJkyYAK/Xi0svvRTnn38+XnjhBezZswd33nlnhdffpk0bWCwWvPbaa5g2bZp5zeFKSkowdOhQtG/fHm+99RaysrLwzTffmB0M33jjDdx5551Yvnw5LrzwQrzzzju48cYbcdJJJ2H48OHmcebOnYvFixfj73//O6xWKz744AP86U9/wuOPP47Bgwfj119/xZ///Gdz29deew1///vf8fLLL6NXr17Izc2NCvCJiCiaUVkYLvx5dSoJA4WhihNXmitqWUXHdbdyV3rsqqZbrw6mWqeGxLiScSURERHRiWJMyZiyvGo1ijMlERFR41aVCtGKekdWpedkUlZStcpELcNXX32F9evX44ILLjCXybKM559/Hm3atAEA/Oc//8H27dtx9OhROJ1OAMDDDz+MN998E6+99hr+/Oc/Y/ny5Zg0aRJuuukmAMDChQvx0UcfRfXANHg8Hjz22GNYsWIFJkyYAADo0qULBg0aBADmuTMyMsxpXgDggQcewCOPPIKxY8cCCPXS3LlzJ55++mlMmDABL774IjRNw3PPPYeEhAT06tULv//+O2699da4r0H79u3x+OOPY8aMGZg/fz769euH4cOHY/z48WagvH79euTl5WHr1q1IT08HAHTt2tU8xsMPP4yJEydi6tSpAIDp06djy5YtePjhhyMCzeuuu87slAgA119/PWbNmmW+BieffDIeeOABzJgxA3PnzsX+/fuRlZWFCy+8EHa7HR07dsQ555wT91qIiIiIGgrjSsaVRERERCeKMSVjyliq1ShupCRavnx53G2MlETz5s07waIRERFRY/bOO+8gKSkJqqpCURRcfvnleOKJJ8z1nTp1MgM9APj6669RUlKCjIyMiOMYaQ4BYNeuXbjlllsi1g8YMACffPJJzDLs2rULwWAwIsCtTF5eHg4cOIDJkyfj5ptvNperqmrOAbRr1y6cccYZSEhIiChHZW677TbccMMN+OSTT/Df//4Xr776KhYtWoS33noLI0aMwHfffYc+ffqYQWas6zF6TRoGDhyIxx57LGJZv379Ip5//fXX2Lp1q5mKCQA0TUMgEIDP58O4ceOwfPlynHzyybjoootwySWX4LLLLoPNVq1QkIiIiKhOMK6MxriSiIjqkpEiPZ7wjEaxnsdSsKcAweIgnCnOiOxI4YwsSOUzI/kL/AgUBhAsDsY9flUyKFHLxpgyGmPKSIxYiYiIqEaGDx+OVatWwW63Izs7G3a7PWJ9YmJixHNd19GuXTt8+umnUcdKS0urURnc7up/ITLS/zzzzDPo379/xDojjZAQokblAUKdCP/whz/gD3/4AxYuXIhRo0Zh4cKFGDFiRJXKK0lSxHMhRNSyWK/t/Pnzzd6k4VwuFzp06IDdu3djw4YN+OijjzB16lQsW7YMGzdujHrfiIhaivIZdoyKufJpzI0KQKOCL7yiTvbIEcdwJDsQS/h24fuX5JbAkeiA7JXhOegp294bedzyHImOiPPFK0dqx9SIykNvnjfuMRPbJMZdF45p1akuMK6MjXElERERUdUxpoyNMWUZS50dmYiIiJq1xMREdO3aFZ06dapSsNK3b1/k5ubCZrOha9euEY/WrVsDAE499VRs2bIlYr/yz8N169YNbrcbH3/8ccz1xrw8mqaZyzIzM9G+fXv89ttvUeXIyckBAPTs2RPff/89/P6ynssVlSMeSZLQo0cPeL2hRojTTz8d3333HY4fPx5z+1NPPRVffPFFxLJNmzbh1FNPrfA8ffv2xe7du6Oup2vXrrBYQuGe2+3GH/7wBzz++OP49NNPsXnzZmzfvr3a10RERERU2xhXVo5xJREREVHFGFNWrqXHlBwpTkRERPXiwgsvxIABAzBmzBgsWbIEp5xyCg4dOoR3330XY8aMQb9+/XDnnXdiwoQJ6NevHwYNGoQXX3wRO3bsMOe5Kc/lcmHmzJmYMWMGHA4HBg4ciLy8POzYsQOTJ09G27Zt4Xa78f777+Okk06Cy+VCamoq5s2bhzvuuAMpKSm4+OKLEQwGsW3bNhQUFGD69Om47rrrMGfOHEyePBn33nsv9u7di4cffrjC6/vuu+8wd+5cXH/99ejZsyccDgc2btyI5557DjNnzgQAXHvttVi0aBHGjBmDxYsXo127dvj222+RnZ2NAQMG4O6778ZVV12Fvn374oILLsDbb7+Nf/3rX/joo48qPPf999+PSy+9FB06dMC4ceNgsVjwww8/YPv27Vi4cCHWrl0LTdPQv39/JCQk4Pnnn4fb7UanTp1q9mYSERERNSDGlYwriYgokueQByW5JXHXGxmDjKxI4RmRYgnPbhQvFXos5TMYxRMrPXuwOBhz/3jZmIhOFGPKlhdTslGciIioEWqOqUklScK7776LOXPmYNKkScjLy0NWVhaGDBmCzMxMAMDVV1+NX3/9FTNnzkQgEMAVV1yBW2+9FR988EHc4953332w2Wy4//77cejQIbRr186c68dms+Hxxx/HggULcP/992Pw4MH49NNPcdNNNyEhIQHLli3DjBkzkJiYiN69e2PatGkAgKSkJLz99tu45ZZb0KdPH/Ts2RNLlizBFVdcEbccJ510Ejp37oz58+dj7969kCTJfP7Xv/4VQKg36Icffoi77roLl1xyCVRVRc+ePbFy5UoAwJgxY/DYY49h2bJluOOOO5CTk4M1a9Zg2LBhFb62o0aNwjvvvIMFCxZg6dKlsNvt6NGjB2666SYAoZRPDz30EKZPnw5N09C7d2+8/fbbUXMmERE1Rp5DnrjrSnJLolKCl0+LHo+RLj08vXisyjkjrbnslSF75IjU5opPKfvZr8Durnw0Qvn9ffk+qAEVNlfZ13M1oJo/hy8vf17j2hW/ErG+KuWIp6pp1KnpYFzJuJJxJREREZ0oxpSMKZtDTCmJE0lEXweKi4uRmpqKoqIipKSkNHRxiIgAVFwZG0tFPTPj8eZ5kdgmMW7FrlFxC0RW3oYL3yaejK6x/7AY566sIjQpK6nSc1SkOQZQJyIQCGDPnj3IycmBy1X1nrdEda2ie7OpxGtNpZxEVLH6ahQ3RsuEj4Qp3yhuzP9tqEmjuD2hbBvFp0DxK9VuFC9/nniN4q1OboXUjqnm8ngxJAAkZCQAKGsUjxfzMZZrnBhTUmPVHGJKoGmVlYhaprocKZ7aMbXCbSPKcdADR7IDzhRnzPVGrB1+PFeaq9KR4qkdU6sUy8aS2CYR7fq2q1L5iXElNV61EVdypDgREREREREREREREVELYDSIhzd8lxfeOG10FA3vHGpwJEamNvfmeeHN80Z0BI21ffixwo8R6xxGGYCKO3kSEVWGjeJEREREVO86d+6Mffv2RS2fOnUqVq5cCSEE5s+fj9WrV6OgoAD9+/fHypUr0atXrwYoLRFRbOFZetSgCjWgQg2qFewB2JxhI8KDKrSgBk3WAACaokVsa7VbY86hGD6S3DhOrPWJHqZCJyIiIiIiIgLYKE5EVG/yfsyrcL2/wA9fvi8qfZHRa9PooWmk7jTIXhmKT0Fim8S4vSkNjkRH3HRHRqoiV5orotdlQkZChSnVa5IqviaYqpOoedm6dSs0razx53//+x9GjBiBcePGAQCWLl2KRx99FGvXrkX37t2xcOFCjBgxArt370ZyMj8PiIiIiIiIiIiIqOrYKE5ERERE9a5NmzYRzx966CF06dIFQ4cOhRACy5cvx5w5czB27FgAwLp165CZmYn169djypQpMY8ZDAYRDJalfysuLq67CyAiIiIiIiJq4coP0FH8StQ24csUnxJ3WUVipXpnKnUiqi42ihMRETUCQoiGLgJRhPq8J2VZxgsvvIDp06dDkiT89ttvyM3NxciRI81tnE4nhg4dik2bNsVtFF+8eDHmz59fX8UmoiYkPBNP+Sw8Rnpy2SPHzMhTfDDUwcZIUa4FtYj1jkQHZK8MXdFhsVugK7q5XlfLfjZYbJaI9eHb6FrZzxarBRabJSqlOhBKq251WM3nRvp183lQg9VpLb8btQCMKamx4T1JRETUNPFvODU2tXFPslGciKiBhM9BCcCsqC3aXxSRklzxKVD8ijk3pBpUY85F6S/wmz8byleG2py2qMpeg1FBHCwORqRYN9K6G7x53oh06t48b9UvOkxSVlKN9mturNbQeyTLMtxu9nClxsPnC/3e2+32Oj/Xm2++icLCQkycOBEAkJubCwDIzMyM2C4zMzPmPOSG2bNnY/r06ebz4uJidOjQofYLTERE1MgYf699Ph9jSmpUZDnUAcn43kNERESNG+NKaqxqo66SjeJEREQNyGazISEhAXl5ebDb7bBYLJXvRFSHhBDw+Xw4evQo0tLS6qUC89lnn8XFF1+M7OzsiOWSJEWVrfyycE6nE06ns07KSERE1JhZrVakpaXh6NGjAICEhIQK/2YS1Qdd15GXl4eEhATYbKyCJCJqSMaAFyODUrA4aGZOiiU8LbrnoAfePG9EynO7O3ajlDGoJ1ygKBC1PjwdujOl4u/xxnlljxwzjXq4hIyEiOfGdXsOeSrcryaSs5Nr/ZiNAeNKamxqs66SESkREVEDkiQJ7dq1w549eyocAUtU39LS0pCVlVXn59m3bx8++ugj/Otf/zKXGefNzc1Fu3btzOVHjx6NGj1ORFRe+Ww8AMyKP6AsbXr5+Q9lrxw1n6HiU8y06eVpsgZd0c1/jTToEenQY6RPD6erekTK9JjrlYqPAQCaokVspykarLIV3jwvHPvLMgQZ2YBcaa5KjxmOGX6aBuPvp1GBSdQYWCwWdOzYkZXpRERETQjjSmqMaqOuko3iRER1zEgv7i/wo2h/UdyKWMWnwJ5ghy/fF9GDUgtq0GTNnE/SmK/S+NmobC1/vNDJI59a7aFeVDZX9Md/eA9Pe0LoZ0eiIyqdOtU+h8OBbt26makFiRqa3W6vtxSXa9asQdu2bTF69GhzWU5ODrKysrBhwwb06dMHQCj15saNG7FkyZJ6KRcREVFTY3S2bNu2LRRFqXwHonrgcDiYDYuIiKiJYVxJjU1t1VWyUZyIiKgRsFgscLmqN2qLqKnTdR1r1qzBhAkTIlJqSpKEadOmYdGiRejWrRu6deuGRYsWISEhAdddd10DlpiIiKjxs1qtnL+ZiIiIKhU+wCYqY1JYqnTFp8Bf4I/IoBQrTToQSotudVqjBuRoQS3yuRx6bgwCqohxXsWnxB4UhLKMSEbWKHcrd8TzktySSs8TjpmSQhhXUnPDRnEiIiIiahAfffQR9u/fj0mTJkWtmzFjBvx+P6ZOnYqCggL0798fH374IZKTm+ecXURERERERERERFR32ChORBSH55DH/Lm6vQmNlOkA4Mv3AQj1WJQ9MmSvDEeiI96uUAOqmWIdKJsj0uiBqWs6LFaL+bMxD2Vlc1aGszqssDrLevnZnJX/OQgvU7y5OqsyP6XxeoS/RobENokV7puczcYwouZk5MiREELEXCdJEubNm4d58+bVb6GIiOIwRreEj2rRVd38N+ac4nHmC7fYTiyVsK5EzjUefn4AsKgW6IoOf4Ef9tyyKXKMeM6YX93gTHGao2mIiIiIiGJZ+MVC+BGqEzT+daCsjtMGGyRI0BEZA9tiNENJkOCGG3f0vKMOS0xEFImN4kRERERERERERERERE2Q55AHJbklMQegGIwBLoHCAILFQcgeGYpPMdOkl0+HrgbViEE09358L5BhRWpaWwBAai2U21/owbqd6zA+Z3yF21lsFniPeGGxR3YsDR90ZAz+caWGBuzY3XbYE0KdQ5OykqIG+BgdQhMyEqLOV9mgHSJqutgoTkRERERERERERERERDH54UdGWjZOP78/0pJPvNG40OPFD//5Ct78+A35RES1jY3iRERNhJkmPexfoQkILZR6WIVq/lwRS7EFFpslonelI9EBNVjWI7R871AAlaZ9JyIiImpsAoUBADBHwwChmAYAFJ8SsW34SBlzmV+JmTbdareiPuha5BQ6FW0XHgdKVgkWqwW+Y6Fpa2yu0Fd/xaeYI2YAwJHM2I6IiIiIqi4tORFtW2cAUumCyqsiiYgaDTaKExERERERERERERERtUBqQEWwOBjRCVRX9IgBNUlIAiABQgLi99WsOhFqVbfAAl2t+gHLb1u+s2rMgT4e2ewsW5lY6dSJqPmwVL4JERERERERERERERERERFR08SR4kRE1eTNq3yuG1++z/zZX+AHAHgOeuDN80LxKzHTc6oBFYpfQbA4GJHOU1d1qEEVql81n0sWCUIXELoIpdX0TA0AAJsxSURBVMsUAlbZGlomKs5bZPT0NFJsSlYJPqsPFqsFFmuor5TFFvrX4/bAkeiA1RnqdelKdcVNo24sN9JwOlOc5jpXmqvS14yIiIiopnz5PjPmKtpfZC4PT5luxF/G6BE1qEILamacowU1aLIGq8MascxIt64roVEpakCFxRYa0aLKaug4paNqhBaKzyRLaOSL0KPjMskiQbJKEdsbwvc1/7VKZtwW63jGcuNh7GuxWeC3hl4TqyN0Pc4UpxmLhqdRB8pi1sokZydXaTsiIiIiIiKixoSN4kRERERERERERERERC2I0WHU6ORpDNLRVR26qsOiliUalsxJxGtL6IgOOKDKqjlQR9eiU6lbtNJBPKolar3RcVVTtIjlalCFGlBhc9kge2UEi4MVlsbdyl3TCyGiJoTp04mIiIiIiIiIiIiIiIiIqNniSHEioloWnr4TAAKFAQSLg/DmeeEv8Js9FdWgGrGfFtSgBlXIXtlM6wmEekhqsgZdDfV8NNJihqfIrEx4SvXyx5F0CZImQVgFdKsOoQkzpaeu6ma6dbOMpb0sw9nddjMVZ1Ww9yURERHVNiPmKsktMZeFp0w30qUbqc4VnxIaAVM6bYw5IsZmMdOjGynSAUCXS0ehyBokiwRdDU1hI0kSdF2HJEmhmEsA5kCa6IEusNgsEenVw+M043jlmcetiEDZuaVQDCmVSOY5jes0YlHFr8ScEoeIiIiImq9gcRCyRzbrH80YWSmre9RVPfaIbUiAJkGED8quWtVkFKGFxopbYIFSopjxcSzGOqN+Mnx6IWM0e/iodqvdGrG/4lPMaZXiYV0lUcvAkeJERERERERERERERERERNRscaQ4ERERERERUT16zfsaClBgPnfBZc7TqEOPmLPRitBIl4rmcUxBCi6yX1RHpSUiIiIiIiJq+tgoTkRUy/wFfgQKA+Zzz0EPZK8Mf4E/lKLIG0rXoyuRaYiMlOmKX4HqL0ufLnQBXdcBDaF0mHrpv0aKTISWaZoWP2VRWBpPDVpU2nXJIkGySLDYLBC6gKSFNlYRKodFDaXc1GQtKu17+fIb1xfOmeKMUzAiIiKi6jNSpHvzvObUNUYqyPDpXGKlTvcfD01zo8qqOW2MxRqKc4znRkpGXdHL0kiWppAUmiiLyXRAWEKpzYURiIWnTw9PLVnq/5T/w6E2R+BOTzaXqbo97rXGjrwiFR4/jPfz38dFUmnDuCWUcl2TNSh+xbxGi90Cq1yWTjI8bguPXwFETAfky/cBABIyEuA55KlCiSqWnJ1c+UZEREREVGNG/GYwYj0jdbriUyJi5PJxb6z06XVF13RIesXp0yVLWcp0oZVNKalbS8tZGtaGT4cEhFKuB4uDEbEtUJYuPbFNYrXKmpSVVK3tiahxYaM4ERERERERUT0pRCHc6cnoO3IQ0pJTAAAiUPOZzYpKSvDDJ5tQnF9cW0UkIiIiIiIianbYKE5ERERERERUgde9r6MIRRHLjHTmVr1s5LVWbmi4BdGN3fnIR6KegbTkFGS1yQjt54/RKG4MlomXCYiIiIiIiIiIqoyN4kREdchIl26mJJI1MzW6kZLIoMqh5VpQg6ZqZenRBUKpNyurEK1Kbk2EjqVLYeeWSh8WQLKGal8t1lDFrNCFmUbU5rDBYrdAC0ZW9tqc8f+UGCk5g8XBKhaueph6k4iIiIypa0pyS6D4FDM1Yng6SE0pSwmp+EPp1bVgaEoZIx2jJmsQQkCSStMzlqZkfNP/Jg62zoU7I3bcERmCWWNuE86lpMEvCfjkQMUb1qQxPGxqHQDQVA0WxQJJkyCsAqpfNafw0YIafK5QWk3Fp8CR7KjSKUpyS5g2koiIiKgeeQ55zOmDYgmfUsgQKAyY9XEluSVmOvVAUSgG1YIaAoUBs37SqLcEytKT65ay+sMkJEHAEoo3jakdy6tG/CqVbuuGG0IWEFKcnY2piUrrLssOAFhkCyRLZEE0mwary2rWbVqsFuiKbl6b1RE7XnckOzj9I1ELwEZxIiIiIiIiojiO4zjcGZHpzk/EvoMH8cM3/4OixphwnIiIiIiIiIjqBBvFiYgagXUH1qEEJRAQcKKsV6I1bLRRvJ/tsAMA/Aj1BlWgRBy7BCVIQhJkhEZtCwhAAA6UjgYq7YgpNAGLYoEDDqhhY57iHTf8/A+MfqBa10tERETU1ISnOz8RxwoKaqE0RERERERERFQdbBQnIoojPC2RN89r/mykG4onVnqiQFEA/uN+qH4Vsk+GxWox0/a8fux1FLfywpVujDwqS/sTPn4o3lgif2ljtd9mNFqXpRtSVRUenwokabBaIj/yg1F5jqTS5ZGN31ppo7ul9N/ySvKLsfjfi3HbGbfB6rBCDYQa1G0um/mz4is7pj3BjqSsJAQKo1OGhqd5crdyIyEjIeY5iYiIqGUpny7SiM18+T4U7S+C7JHNmEv2hDoChqdM11UduhZ6GFPZmNPVAKEwSAcgAGER5s+hVbFyQzY+EfOXG9PvANBkzUwRL1tDcaiu6rDYyra3Oq2wJ4RiPeP1A5hGkoiIiKgpCa9rCxYHzbhO8SlmHZ0xLaImaxFxsiZr5jojpXp4anIJUo1m96mMBMmc+qdS5dKn61Y95r6SHJo6CADgCF2PppTVrMZLoU5EzR8bxYmIGpgXXrjSk9F7yNlITar5/IxacnRoaqTn7HluH7Rv2yZindDjVPCWDyZtZo1wJCGhqLgYX3/4BYLH6mbOcCIiIiIiIiIiIiIiohPFRnEiokYiNSkJbTJancABohu5jfScSYmJyGrbOmKdrkZtXroi8qnFEWe7uugeSkREREREREREREREVMvYKE5EdAKMdN/h6Yk8Bz2QvaH0ROFpPFW/CjWoQpd1CKuAFtQg9HpsWa7KqUT0ZuFZRSOWh23ogAPePC8sVgsChQFY7BY4Eh1ming1GGqBd6W6AESm5SzPleaqQkGJqDk4ePAgZs6ciffeew9+vx/du3fHs88+i7POOgsAIITA/PnzsXr1ahQUFKB///5YuXIlevXq1cAlJyIiIiIiImo8/AV+czpHoGxKRwARUwwZUxzqqg7ZJ0NoAkIT0FUdqlw6gsYYMGOkKxeACy74EJp+SAic+GAZAUTXNlaifHZLEXaI0n+10jmEjOmDYmH6dKKWi43iRERERFTvCgoKMHDgQAwfPhzvvfce2rZti19//RVpaWnmNkuXLsWjjz6KtWvXonv37li4cCFGjBiB3bt3Izk5ueEKT0QNypvnhS/fB3+BH4HCAEpyS6D4FLOyT/EpUfMj6ooOoQsIXZhzJUJDlSrz7LBDi7VhUc1qAu1eKxIVF2wllrJjxMvMUw0x5z7XAV3XIQkJki5BC2jQLaHXBQAs9lBNp1W2mpWmRkUpAMheGbJHNitYA4UB+Av8cLdyR5wmISMBiW0ST/wiACRn8/OdiIiIiIiIah8bxYmIiIio3i1ZsgQdOnTAmjVrzGWdO3c2fxZCYPny5ZgzZw7Gjh0LAFi3bh0yMzOxfv16TJkypb6LTERERERERERERE0UG8WJiGrIGJ0EICI9kTfPC8UfGmFjjFgKFgch+2Tocmi0kmSRoCkahGgeE3NLkKB4FUgWCaqswuawQVfKRiAZI7LUQLyJzImopXnrrbcwatQojBs3Dhs3bkT79u0xdepU3HzzzQCAPXv2IDc3FyNHjjT3cTqdGDp0KDZt2hSzUTwYDCIYLPs8Li4urvsLISIiIiIiIqon3jxv1DJfvg+BwkDEdIWKTzHr4YxsSkBZ3Zyu6dDlUN2dkVEJRlr08mnKdcAKK1Camrw22U6kiap8OQFAhFKoS5IESZJC16YJM1OSrurQFd2c+tKo01X8ChIyEmpeFjDjEVFTwEZxIiIiIqp3v/32G1atWoXp06fjnnvuwVdffYU77rgDTqcTN9xwA3JzcwEAmZmZEftlZmZi3759MY+5ePFizJ8/v87LTkSNiy/fBzWgmpV9akA106Yb8yOanRF1ANXso5eIREiqBqtHAhyNt0OjxZz0MYwAoAFCEhAQEEJAkiRY1NC2AWuog6fFWrZv+ByLVqcVNqcNNleo6sDutsOeYEdSVhJSO6YCQFQqdSIiIiIiIqLGKMa3ZiIiIiKiuqXrOvr27YtFixahT58+mDJlCm6++WasWrUqYjtJipwj12jQiWX27NkoKioyHwcOHKiz8hMREREREREREVHTwZHiRET1RGiiLB0RQg07aISDjco3NUlxyigBZvltsJlp4Y3rs9jK+l1psgZNKUuxZKQoqk1MUUTUtLRr1w49e/aMWHbqqafi9ddfBwBkZWUBAHJzc9GuXTtzm6NHj0aNHjc4nU44nc46KjERERERERFR/fIc8qAkt8RMm+7L95nrCvYUAAilAC/4rQCeXI+5LjxluuyVofpD6ZI0uax+zqyrM1Kml8+OHvY8Zlaixsi4JElAWCIrNcNTqYdnSgIAZ8AJxacgWByEv8BfpVMlZSXVSpGJqP6wUZyIiIiI6t3AgQOxe/fuiGU//fQTOnXqBADIyclBVlYWNmzYgD59+gAAZFnGxo0bsWTJknovLxHVPc8hT8zl4ZWAQKgi0F/gR6AwgGBxEGpAhRpUoSlaaI7A0tTpuhI2R6ImYs+PWAWh+RNrsGNdiDNvogQJbsRJY67C7PUoRKhy0Mi6YVSK6lbdnE8xvGOjxW6B1W6FI9kRcUjZIyNQGKjRJSS2SazRfkREREREREQngo3iRERERFTv/vrXv+K8887DokWLcNVVV+Grr77C6tWrsXr1agChtOnTpk3DokWL0K1bN3Tr1g2LFi1CQkICrrvuugYuPRERERERERERETUlbBQnohYl3gikWMqPSDIYKXSM0UlAaLRMVQkhQqN8BGqWPl0HopOcA9BLl1niHLT84nIjjTR/7DRIQolTDgEgYIFdd8AJJ3RZB6RQ6iVN1qAFQiOPrC4r1EAoRZOuhEZuqUEVNmfZnyCbK/Sz3W03Rw8Fi4MRI5D8Bf6I9yEhIyFOwUKYTp2ocTv77LPxxhtvYPbs2ViwYAFycnKwfPlyjB8/3txmxowZ8Pv9mDp1KgoKCtC/f398+OGHSE7m7zcRERERhRw8eBAzZ87Ee++9B7/fj+7du+PZZ5/FWWedBSD0HXz+/PlYvXq1GVOuXLkSvXr1auCSExHVLtkjmynRZY8MVS5NmR4I1dUJUZpBCQjV66lVP3YoexIASICIUS9ZbbVxjDiMtO8WQNd16KoOWBDKsBSUYLFaIFlC51f8CiRr6OdgcRCKX0FJbknc1OipHVOjlsXLhMS6SaLGh43iRERERNQgLr30Ulx66aVx10uShHnz5mHevHn1VygiqndGp8V4cyUaqdINweIgSnJL4Mv3QQ2oKNpfBF3VIftk6HKo0stIow4gVN+momadEQE44IBNFxBBC/RAqBOhxdVI0qlXlXHtuvFUhOZZ1MpeFF2NfU1Wu9X82ejoKHtls3NobeK8jERUXQUFBRg4cCCGDx+O9957D23btsWvv/6KtLQ0c5ulS5fi0Ucfxdq1a9G9e3csXLgQI0aMwO7du9nZkoiIiKgFqXajOHtfElFLZIwOB2BWygaLg+YIcdkb+lfxKfAX+BEsDkKTNSg+BbJXhupXoQZU6LoOKKGKSKNS0g47qlOlKOL1xiwMVWpKUlnlpsNrRaLigq3EAhRE1gRL5eo9pUDsmmKp9C+FSKmkB6cOs5OnLumQ1NATSZaglnY9tdgsoZHkwVCXzfDR4kRERERERETVsWTJEnTo0AFr1qwxl3Xu3Nn8WQiB5cuXY86cORg7diwAYN26dcjMzMT69esxZcqUmMcNBoMIBsu+qRcXF9fNBRARUa3Yiq0oRjEUKPDCCxkydF2HTw91ttXDUmaqYUPkLR5LqMPoEQEFCnToEBBwwYUXZrxQ79dBRHWrWq0R7H1JREREREREREREjcFbb72FUaNGYdy4cdi4cSPat2+PqVOn4uabbwYA7NmzB7m5uRg5cqS5j9PpxNChQ7Fp06a4jeKLFy/G/Pnz6+UaiIjKC5/+0cimZGRSKthTULbdwdB2sleGv8APxaeYWZMUvwJdCTUEa7IWyqIkUJZavJpZlGyNOOnw1/gaO1rthjM9EYCADgHADgBIgLNGx/QVFuPPS/+MR2941FzmSHREZLAioqanWp9kddH7kj0viYiIiIiIKFz5LD3hqbpljwzFp0ANqFCDqlnxJzQBoZc+hIis6Kth6nQAkGLMd2ikUa/R8WQbLLoNUGxlx3HU+HDVoyP0WggAllAFKQBIFslMpW7MqShZQ/Mt6qoOxaeYh7DYLfAe9aL4YOi7u81lQ0JGAhyJkRfhSA49d6ZEVkSGv7dA/DkYiYiq4rfffsOqVaswffp03HPPPfjqq69wxx13wOl04oYbbkBubi4AIDMzM2K/zMxM7Nu3L+5xZ8+ejenTp5vPi4uL0aFDh7q5CCIiOiGFKIQzPRG9h5yNlOQkSFZxQlOWFxaX4IdP/gtP/rHaKyQRNQrVahSvi96X7HlJRHUlvFclEDlPZXnh81Ya4vW8DK8U9Bf4oQZVMx24JmsIFgdDy2QNuqKH/tX10FyWRkVkGAccCKLsmNDDo7bwjU8gmqsPIuwBQDO7ngJCDy1UraH0RFa7FVanFUREREREREQ1pes6+vXrh0WLFgEA+vTpgx07dmDVqlW44YYbzO0kKfL7tBAialk4p9MJp7NmowuJiKhhpCYmoU16q9BUkDXvw0pEzVi1PhqM3pfdunXDBx98gFtuuQV33HEH/t//+38AUGHvS2NdebNnz0ZRUZH5OHDgQE2ug4iIiIiIiIiIiFqQdu3aoWfPnhHLTj31VOzfvx8AkJWVBQBR9ZJHjx6Nqr8kImpInkMe81GSW4KS3BIc2X4EeT/mIf+XfBTsKUDBngLk/5RvPgr3F6JwfyGKDxbDd8wH2Ssj6AkiWByE4lWgBssyK0FF2YCdGIN2GoYERy2kTLLDDitbwYmoCqo1Urwuel+y5yURERERERFVl5GtR1d16Fol6dNPQKz06XVKi79Kj3VNApCEBGdV50s05pLUAE2UnkwKS5te+t1dskiQLBI0WTPXAYDNEVmNoAZV2N32qp0bgCvNVeVtiYgqM3DgQOzevTti2U8//YROnToBAHJycpCVlYUNGzagT58+AABZlrFx40YsWbKk3stLRERERA2nWo3i8Xpfvv766wAie1+2a9fO3Ia9L4mooYSnTM//JR+BwkDUNsH/z96dR0l23/Xdf997a+mqXqZ7Fs1IskXGeIRBlmxjGyHFtswigR7jwHFCDrEPMT6Qx8Y2WFESObKSMEqEhMQ5Qjx4AZE8WAkRIgk48HCwLbFYsrEVSzIGoc0YDx55Rj3d01PdVV1Vd/39nj9u3VtLV6/TPd0983nNqdNdt27dvl1TXfWt3/L51QPCRkjYDPu290aq+wvp/ZIg6dsvbsd994mDmLjdiU7vNM7moy/N8HNce0Nr1gq68v7W9t7uLLO9M2Bp2OEHmE6yu42G3JiAZz1G6GnctKQjTzttrEmS5OtVJmGCW3AJWyHubDqC0/VcCiPp25FbdKnsrQBQKBfy7QDFSrFvzcnxS8f7GlX3vXJf36mNXzI+/BcSERERERGR88K//Jf/kmuvvZY777yTf/pP/ylf/vKXuf/++7n//vuBdKDPTTfdxJ133smRI0c4cuQId955J9VqlXe+853bfPYiIiIici6tq1Ncoy9FRERERERERERkJ3jjG9/Ipz71KW699Vb+43/8jxw+fJj77ruPd73rXfk+t9xyC+12m/e///3UajWuvvpqHn74YcbHNZBaRM6NxsnGqvssTi/m32cTfFpzLdq1Nv68T+NEI98G6eSR2E8n68RBTBIl/elJNv0KdCPTz1PuFkWne3h9k6aiVnfGUGm81Hdb70QeEdm51tUprtGXIiIiIiIisl4rNQRmyT5Zox/AwvGFvtuzBqioHRH7MUE9wJ/3MbEhakfYxHaTeozN48FxWC1kZ1VFikAnbWgjjYkrtNGZTuiQ7Q0fWin2fdn49A02BGZR7Q7YzsGt0208zaLU3UL3+MYzmOg8blUVkV3nR37kR/iRH/mRZW93HIejR49y9OjRc3dSIiIiIrLjrKtTXKMvRWS3eOkrLw1tXA0b4ZJ9w2ZI1IryRtZMUA/69gEwkSFshriei0nM0vh0P8YkJm1gzGLTV+Hhrf8X3A2y3z1rkAaMY9LYdt/BuGljquM56WNGGqWe8YoeXqn72Hhlj6gdUawUKVaLff8/0B93LyIiIiIiIiIiIiIikllXpzho9KWIiIiIiIiIiIiIiMi5FvsxcRDn6UkASZgQNkLiVoyJTTr5JGZTI9Ods41fOpcsZ/e7dyb6lCkz97U53GI6iac0WsonXxVG0q61PZftWdehxy/R5FGR7bTuTnERERERERGRjehdKzHTm+7jz6cx5b3pPlErol1rEwcxYSMkiRLidkzYCrGJJW7HWGMxsemul5gl1ljWlNyzkh3TALjK77Kh9KHex2mw4dAB61piE+NE3cfAGpun/AB5I2GhXKAwUqBYKS75MaXx0vrPTURERERERGQTqVNcRKTDX/BJgiS/nkWmA8Tt7kjLuB3jeE6+dmWvjYzELFBIG1sTBxsPNrqeZSOs3YSFNNdgxcbi3gZck65XaU1/i25vw2oWSW8iQxJ1H98Spb54+8Eo/GykZmaltUs1KlNERERERERERERE5MKhTnEREREREREREREREZEtNCw1KTP7/Gz+fTbxY+H4AmEjJGyGtOZaADReamCidHJJ3+SRxZA4jLvJSZsYnd4nARuvvttajuPtlESmZZRI49Idz6FQKmAig1fupjOFjTBPulrN2KGxrTpNEVkHdYqLiIiIiIjIeeXTfJoGDSwWg6FCBYAKFYqk8d4x3dY8g6HQ+Xhssd0kH+A0pzFG8d8iIiIiIiIiu5k6xUXkguDP+yxOLxK1IgCidpTfFvsxcRDTONFI16LMtoc9DaWhwZo09juJEhzHwVqLTWwaDZ6llK8zOn0jEn/toyidyMU1HkQFzMD9rBlynA2uubnmNSw7D2ls4m6quwNO28FxHBzXIS6lOzmeg+M5uF66TmXcjgmbIaXREl7ZI2pHfWtWho2Q8UsViy4iIrJbNGebAH3riQf1oO82SGfKBPWAJEyIWhEmNsRBnNdnSZykNUwCmLRD/O/3v8jIvm5dEJu0vojjiKwgsUuKtqjn+26dFEcevmvww/R2s95ab4trw0xhsz/eZ49pkg4UyEQ2/T+wSbrNK3mYyDAyOUIcxMR+TGFk6bloXXERERERERHZTuoUFxERERERkfNGnToj+8Z53fX/kMnxCQBsZ3Cgt+h0BwG6azveyVMzPP/c80Q22YKzFREREZEL3fEvHWfh+EJ+PYtZr5+o9w0OhXTAqE06E3fCbn1qYtM/xlPOmoOTDwQ1icHEhiToPuZhM8wH9Z6t8Us00UfkXFCnuIiIiIiIiJx3JscnOLh/HwBJO+0Ud4o27xR3Vgq66ZndvVBvbNEZ7myP8RhzzOHjk5A2/hkMYRBCAIvN7pqYAQEGg+38MwPT4xMSPDz++JY/Pqe/g4iIiIiIiEhGneIict4ajOKMWlEemx773Wj0OIhJgiT92hlhaSLTF6VuEoO1No+RtHS+723vc9hw/PhKlkxKWk8EZxaRbhzsVkV3Wmft8emZmG4qqUsaRe9YMGCNxXGd/GLc9MSzEZkmMhSrnbVAO/+PhZHCktGZ2ajaQWOHxtZ3riIiIrKl2rU2C8cXCBshYTOkNdeiOdONTw+bYbqMSivEhJ0ZGlHSXcYm7j9eumb45szYOCtZXTiwYo0zeDvg1HuurLNm8xYdKvFIvlb6ZniCJzg+dRKz3yN2Ld1p9S5upxlh1Cnn+4+u4ZjNM/P8X/f8X/zpHX9Ka6614XPTLBoRERERERHZCHWKi4iIiIiIiEhugQXKk6Mc+b7vZnJ/dfhOxd7RoCuPDK3VGzz56c8zPzO3eScpIiIisss1Z9OBoAvHF6h9o5Zvb9faALROt4haESY2xEE6EjRux1hjMcZA70SagYGiu0EhKW3KwE6HbIkkB9v56tizn7nk4GBig2O6o1zDZgiAF3r5QM+wkU7U8ed9RiZHqExVzvpni8jWUKe4iIiIiJxzR48e5fbbb+/bdvDgQaanp4E0QeL222/n/vvvp1arcfXVV/Oxj32MK664YjtOV0TkgrRnbIxDB6aG3uaUeq+cm/MRERERERER2Sh1iovIBSX24zwuPRM2Q0xkiJpRHpluEoM13TUnSUi/X2mQ4QYHIDq7pBWxL9azI4vrLFEaco9V9D62CWkqp0Mal+6k3zuOg+Okj48bu9jE5jHqSZTgFdPY9tJ4iWKlSNgI88Nno20BRg+sJdRTRM61K664gj/5kz/Jr3tedymGe+65h3vvvZdPfvKTXH755dxxxx1cf/31vPDCC4yPKzpX5Hziz/uEjZDmbJPGdCOfaQGks2LCGBMakjDp1mhZ/TDEWmur3iVqnIG7mKER5k66fb1L0gyWUNbpft2q5W12qCJFGif612jPZkINzqjRkjciIiIiIiKymdQpLiIiIiLbolAocOjQoSXbrbXcd9993HbbbbzjHe8A4IEHHuDgwYM8+OCDvPe97z3XpyoiIiIiIiKyIYvTi0D/BA6gL347akf59iwqPYkSYj/GJOkAUehM5LGdQaLncIClh7f6Tucha84+hl1Edg53u09ARERERC5Mf/u3f8sll1zC4cOH+Ymf+Am+8Y1vAHDs2DGmp6e54YYb8n3L5TLXXXcdX/ziF5c9XhAE1Ov1vouIiIiIiIiIiIiIZoqLyAUli05PwoQkSkdYxu00Uj0O4u7ovywac7XI9E1QpozLItZ2Rh/aHRqnvsLjsCkR8Kbnayc+3ToW66Y/2NrO154IdbeQju1KooRCufuWVqwW89G2vRSjLrJzXH311fzX//pfufzyyzl16hR33HEH1157Lc8880y+rvjBgwf77nPw4EG++c1vLnvMu+66a8k65SJybjRONpZsy2bEQHdWzNzX5/Jt/ryfbvvaHK25Fv6CT/tMm7gdE7ZCTJhGpSdhgrU2rZMM3WVtlpHWVgE2AdOp7ewqtcoOrb62TZEiDn76OJueR8c9u8LYw1syQyqLyl+r8Uu0hIaIiIjIWv0Ff0GbNgUKOJ1/G3GGMyTLLF8kIrJbqFNcRERERM65G2+8Mf/+yiuv5JprruHbv/3beeCBB/je7/1eAJyBRX6ttUu29br11lu5+eab8+v1ep2Xv/zlm3zmIiIiIiIiIuvXmmvRrrXx532CekDYCAE4/bXTtE53J3cE9QATG6J2RBIkWGO7senrGE/4OI/zwt6vMzq156zPPQ4TfMfSDuOzPtZu4eGlsfUOmNgQt+M8xt4reSRRQnOmiVf2KJQLFEYKFCtFRg+MUhovUZ4o58eaOjxFdV916M8ZOzR2Tn4fEVGnuIiIiIjsAKOjo1x55ZX87d/+LT/2Yz8GwPT0NBdffHG+z8zMzJLZ473K5TLlcnnZ20VEzldREjHHHE/wxJrvYzr/AGxn6r3B4OIyyyzGlLbkXEVERETk3JhnnsrUOFe8+Y1MVM+u4/XEzCme+5vniEy0+s4iIjuUOsVF5Lzy0ldeAmD2+Vlqx2r5qMuwGdKutWmeahL7cRq/naSNgCY0aSxnaLsR3ueQhwecg9jOLY6B3zSD59m5nsWm5hH3InJeCYKA5557jje/+c0cPnyYQ4cO8cgjj/C6170OgDAMefTRR7n77ru3+UxFZD2yqOxsWZOF4wv5jJiwmX6tn6inNVszJGyExGFM3IpJojQ2PY9Lt6ypVitRIl/cJdvfDnzdTpt8Ls12SIsI5zKHlnN67Xd0lj+BKC7gO4Z2tPmNnlE7yv/ve2Vx+svNoBERERGRjZmojnFg7+RZHWO+Xt+ckxER2UbqFBcRERGRc+5f/+t/zdvf/nYuu+wyZmZmuOOOO6jX67z73e/GcRxuuukm7rzzTo4cOcKRI0e48847qVarvPOd79zuUxcR2VHiOMSplnnFlVdx0eTkphzz5OkZnn/ueSJz4cRjioiIiGyGxskGAIvTi/m22ednAfom8DRnm0TtiNiP04GjPYMG43acRqbHhiRO0sGU2UBRWZlxIHGw7tkdw8FJB9smgAvGMTjWwUTdUbpxO8Yren13LVaKZ/GDRWSrqVNcRETOSjwQ1xkT5xGc2fWMwZCQEBHl+2RffXwS0nV5fOuDhVFGeYf7jnP1q4jIOfStb32Lf/bP/hmnT5/mwIEDfO/3fi+PP/443/Zt3wbALbfcQrvd5v3vfz+1Wo2rr76ahx9+mPHx8W0+cxGRnalSqbB3z9T67uQMfO1YaDY25ZxEREREREREdgp1iovIeac526RdaxPUAxanF4laEVE7IqgHxH5MHMbYxGKTztqJcSdKfRui0wEKFCgkJWzoYPyzGcZ47jXbIU0i7GUOLXd4XGfsLY3HHKZd6MZz2s7b08zcaT5z+jP8MD8MQJIkJFFCEiZEboRbSB8vt+hiIkPrdAuv5OGVPab/ahqA8kSZdq0NpNGtzdlm32jdsUPLr6k0fok630S2ykMPPbTi7Y7jcPToUY4ePXpuTkhENk32PtucbdKaa9GutfNo7Kw2gzRGGyCoB/jzPrEfE7UjTGTS6PSks7RNsnXnukKCuKzCrq3ES0UunvXYy17q36rjL/j5TYVygcpUBUifC9n3owdGN/N0RURERGSHieLuRBt7FtPgZ5kl2aZ2XRHZXdQpLiIiG5bFdX77CnGdTmltRW0y3t3POrCwWOcv/+QvaJ5ubsapioiIiIiIiIiI7AhZdHo+iafdTVpMwiSNTzemG5u+gYGihaz7x7LjotcX2z4tIsgn2mz8BNtJQuBY2uF6Rm2uzsVNB+l2Ts06aaQ9gOM6abx91P8fE7Wjvij8/Bw7E3Z6aRCoyLmnTnERETlrK8V1uiNDhmo6SzfZie5GZ3dNmBcREREREREREZE1iqLVJ9qs1Yn5aZ575jkiE6++s4hc0NQpLiLnXOPk1q1RmMV0ZhGda2GNxdodNlxSch5e90qntjUFAw4kcToa04s9fC+NXXULLm7BZeaZGYqVIqMHRgnqAeWJch7HKSIiIhuzXB3XuzRJczZNeemNTm+caOTbYj99Qw/qAUAenR6HMSYymNik0ekxG5owUqRIISlig56laVYZcLeWUnDImL7zx0q/v2VTf/mgHuQzakxkcIsuQT2gXWuvq1YbXAJHy96IiIiI7D4rTbRZq/lgYZPORkTOd+oUFxERERERERERERER2QJZdHbjRIOwGRK1IvwFnyRI0uvtiCRMBw1aYzGJSQcmGjYUmz7U2c4H2m3zicz6R3UaP72PDVyKpsQonXhzSz5RJ4mTdKJOmBD7MeFiiOM5OJ7DyMQIYSMk9mMKIwWKlWJ+7LARMn7p+NAY9cHBniKyddQpLiKyRk/yJAssUKLUt90dmHrkdKbSODjdtXtWMMccieJ9REREREREREREREREtoQ6xUVkR+uN4lyLLKYzqAcsTi+mUeqdkZf+vE/UjjCRSUddxgbHddIRfquMunyap/nbqb+jMDkKLB3RtxzPeqvuE8Uhbdfix1vYMb7bRnP26ItPz8SkMZ4eYCGxCa7vYhOL4zkUSgX8BT+PZw2bIWEjBBg6InM1iuMUERHpGlafZZHpkNZjALVjNRonGjRnm/n7b+t0i6gVYWJDHKTv03E7xsSGJErS2PSEdFbMBpUoUYlH8BYdnMLKRdCaVtDpzDKxZ3leu9pqj9NKtzvdb8qUCVshJu4+kG7cP8C0OJ3OqKlN1JYcamRypO+51kv1moiIiIiIiKxEneIiImtQp05hcpTvvOb1TIx2onPWksKzhoijl07P8txzzxElm5WHJCIiIiIiIiIiIluhcbLRd/3U06fy73sHiGbmvjYHQP1EnTiI88k72UDRuB3n8elA2p5o2fRJLonvrr7TMpzIwzUeRKtPANpuNtnYA2ez/wID4CxJC013Io+2N8YQmhDHSRuJEz/BLbq0z7RxCy5uIX283aJLabTE6PHRPFK9WC2ycHyB8kSZ1lyL6r5q3485eOVBQAM/RTabOsVFRNZhYnSUfVNTa97frmHy90JjfbPhRUREREREREREREREZO3UKS4iu8JgTGI26rI3Ctuf9/siOoN6QNgM80jOqB0RNSOMMemIv4R0tvcaJmg7a5oWLueU7b9YY/P4dBERERERERERERERkYw6xUVERERERGTdmrPNoQMVF44vAOna4625Fs2ZJmEzBCBshMRhjAlNvq50EiVY01lLXKvJnFurJks6feuuO6utqb6GsYk2sZik/0AmMiRhkq8zLyIiInKuDUaiZxanlyY8Dk7emfv6HP68D0BQD5bcr36iTmGkQFAP8v3CZohJDCY0JHHSXwevVnOtUYkSBVOE0Dmr6HRZRifm3jppwRzZCDd0MZHBcR0cL724XrrNK3vEfrfeDRvpZ6Tss9RghLqIbD69EoqIiIiIiIiIiIiIiIiIyHlLM8VFZFMsN5qyVzZCcnA05Upacy2q+6r5LKRMu9bGn/fz0ZfZ8aNWtCQ6PQ7idORlZPqj09cx6tLpDVBfdUaNnC1rwLHg4lCitPyOhvT/wyGfbQYQExM2QpIgHWYbtSOiVpTfPvh82izjl4xvyXFFRERERERERERERGTj1CkuIiIiIiIiK8oGQC5OL+YDHIfFRGb7QDoIzV/w8ef9PD49bseY2KSR6YlNB7d1Ygc3i9sbiKbBjDuKg0PcjtP/e8DxHIzXP1I1G7xYOrHCwEgRERGRHaI118on7oSNMK97eydkBPWAOIhpnW4RttLbEz9dQsjEBmI2LTL9XDDBGtbMWYUTeZtwJp1jhR6u8cAvkDTP/tyyKHtnLWsD9f6/OWCsgRAc18EreZ1d0qWjssk7kE7gyZ4r2WcqxaeLbD3Fp4uIiIiIiIiIiIiIiIiIyHlLM8VFZFsMi69u19pLtvnzPu1am4XjC/m2bNRl1IqI2t1I7OZMkyRMaJ9pE4cxJjT5iEtrLCbZfSMvZZVRmdnsrwRMmI66xAUv9GifaeMWXJIwwSt5eOXhI1CHPe8yw56nY4fG1nP6IiIiIiIiIiIiIiKyzdQpLiIiIiIiImuWDRrLYiIhHbS45PYFn7AREvsxSZhGBSZhgklMGp+dpQducsS5q0C0HatAIX8OADiOg1twsYnNt/kLPoVyIY+T7BXUg6GDFqEb8Z8Zv2R8k89eREREZHm9k3gAYj9OvwYxYTPECz3ioDuJJwkTrLVY01MXbzLVxedY+l+OcQw46Wcf3LTmzSbzFEbSLrns81P2fOldjgpg9MCoJuaIbAG9KoqIiIiIiIiIiIiIiIiIyHlLM8VF5JxqzjZpzbWWjUofNDj7qDc2PfZj4iDO9w2bISYyeXR6b2y6tTaNTVd0+q6z5lGtSefiQJIk+PM+jusQBzGFciGNUg+SPHK/NF5a9lAjkyNnf+IiIiKyJp/hMzRpLlkyZQ97AChTzrd5eEv28+hfIuU0p0nMFk23ERERERHZQp/jc9Sp4+LmdW9WD6+0xKCDQ4luW1dMTI0aidG8SBGRjDrFRUREREREznOD0dLrtTi9CMDs87PUjtXSY55o9A1YhDQmsnU6jbcO6gFxEBM1ozw+3cQmHaTY6bP+PJ/n7/cfp7xvadR1O1kAoBKvb7BaFEe0XIsfx6vvLOdeRBoT6oB1LMZ0BrJGBpMY3KKLV/TyaMlBtYn0+TdskO1aKVpdRERENqI52wToW86lXWsT1IOldXEQEzZCkighbIS4BZe4nS4rlE3iwdI3gedLfImv7/t7SntH6e8CX1vd01s3WyxRZAlci5+oLj6nbM/FTWveLE4/WzIIoDnTxCunA3x7lw4qT5Tz59p6qc4VWZk6xUVERERERGRbLLBAed84r7v+TUyO9jfgWD9tBvQWl58RM8zJ07M8/9xzRJotLiIiIiK7yDzzlPaOctX3XcuesbG0U3Ud+upmB07MzPD8s88TJaqLRURAneIisgNkselBPchj0jNhMyRshPnouKgd4S/4JEFCEiYkUbeoCxshJjEkfoKJTTc2PWbJyMv1KlDANR4YsKojz96won5wmwVwKKz3rcoCMcRhjOOkHwaSMMEreZjYEDbDvpGYhXL3+JWpCgDFahGAsUNjQP9MpGyfXtV9VSCdRTd2aEyjMkVERNZpcnScgwf29W2LO416jre+1sCFxcVNOy8RERERkXNtz9gYB/buW3enuFPo3sFxYL5+dmlRIiLnG3WKi4iIiMi2uuuuu/jIRz7Chz70Ie677z4ArLXcfvvt3H///dRqNa6++mo+9rGPccUVV2zvyYqch7Jo9JVkAxSzeEigLyLSX/D74iEhHcxoE0scxNik00AX9R/XRWsc7kimM8so6Q5OAMBdZdb+kJtdF6zvUjBF9lDJj5vzILFpjCikA10LIwX8Bb9v8CJA1Iry51+vkcn1ReyLiIjIhWmlJYWymngwtro3Kj1bRqi3Hskm87RrbeIgJgnSQsef94n9GJMY4naM4znpBJ84STu7E5ZM4llpzXDZhbL/Z8BYQ5iExH6MW3DzGPVitUi73M5j9zO9z7u1yCb2iMjK1CkuIiI7VhTFnOIUf8KfAOl6SHaZYbIxMQkJFktMjA3SfSM/ot1ZeykmpkULH58qVe5+093n7HcRkeGeeOIJ7r//fq666qq+7ffccw/33nsvn/zkJ7n88su54447uP7663nhhRcYH1cag4iIiIiIiIiIiKydOsVF5Jz6xp99g7AREja7MelRKx0JF7UjYj/u2793JpKJDLEfE4fpbCOb2HxGiTUWE6cj7Exi0lGWhnRE3jqjhmST2bWNcnUW+q+3ZwOIPZJ/UGLOS0frrv2/sjvrzKHACCVahTYuJUadCqNA88w8t37hVv7dkX+X79s63cIrefn1+ok6ALVv1PJI9dJoidJ4ifJEec1nM0jx6iKpxcVF3vWud/Gbv/mb3HHHHfl2ay333Xcft912G+94xzsAeOCBBzh48CAPPvgg733ve4ceLwgCgqA7Yr9er2/tLyAiIiIiIiIiIiK7gjrFRURkR4qiELda4chrr+LQ3r3ru/NgEmvRkox3utQdS61e58lPf54zMyc35VxFZGM+8IEP8La3vY0f/MEf7OsUP3bsGNPT09xwww35tnK5zHXXXccXv/jFZTvF77rrLm6//fYtP2+RC1EW3+fP+9149E50euzHhI2QoB5gYpNH/yVBGoltE9sfl92jRCkPibSDo980sPHCkAAmjZS01uIsOsRhOlDWLfYXdUE9IGpHFCtFitUiUSuiWC1SGi3hz/v5flOHp9a0LMBKNIhRREREIF0+KJNP3unUw9lyQtkSQ0mYkERJflvcjruR6QAxy9bFfRKwMeuvh3uObQHHDl3dRraDARwwjoEYTGjSSWCdSV5eySP2YypTFcJG2Pe8OxuqaUX6qVNcRDbFWhqdZp+fZXF6kdZcq29GeFZQZoWjiQwmTi9xGGNCkzaodmaDG2O6M8Cz4rB3DR41oJ5XqpUR9u+dWtd9nIFOcacI7Ol8DPC6T5wiRfy637dv9uFlUNYAKyKb46GHHuIrX/kKTzzxxJLbpqenATh48GDf9oMHD/LNb35z2WPeeuut3Hzzzfn1er3Oy1/+8k06YxEREREREREREdmtBufSiYiIiIhsqRdffJEPfehD/PZv/zYjIyPL7uc4/WParbVLtvUql8tMTEz0XURERETkwnHXXXfhOA433XRTvs1ay9GjR7nkkkuoVCq89a1v5Zlnntm+kxQRERGRbaGZ4iJy3vis/SxNmgA4OBQo4OFRoIDbGQOUbe9VpNj3dZg55khsvOztIiKydk899RQzMzO8/vWvz7clScJjjz3GRz/6UV544QUgnTF+8cUX5/vMzMwsmT0uIpujOdvMv8+i0nvVjtUAaJxo5Ps2phskQUISJgT1gLAVYkJDEqax6SbppPtEy/9cR4GOAvnzxEaWMA7BhbgV47jp8yP7WqgU8Od93KKLV/RIogSv6FEaL+XPy2J1+Zq+uq8KwNihsa39fURkWzzxxBPcf//9XHXVVX3b77nnHu69914++clPcvnll3PHHXdw/fXX88ILLzA+rlhZkfNV42RjybaVki6zWmKwFu5domW9suTLPO3SrHYPOW9Z0vh8k0aohyYkCROiQkQcxLieiz/vE9QD2rU2YTOkNFqiNF6iPFFe9rAjk+lEg9Zci+q+qupckVWcVaf4XXfdxUc+8hE+9KEPcd999wHp6Mvbb7+d+++/n1qtxtVXX83HPvYxrrjiis04XxHZYRonGyxOLzL7/OyS2wbXPpl9ZpbZ52bT9VKitAo0sSEO0s5mkxhskq472RuXDulrizU2X3NwMCL903yav9//IiP7uh9ol2tidWx/SEYhKQFQiZefrRglIW3X4i8TrS3LM8HGGrudyMM1HkQFEn/pMbyRs8/JL1LEn+t+uIkW01Z7kxgcx8ErebhFl2KliFtw00vRpTTaLUgLI4V8LanSeIk9l+2hMlVZ9mdmjbFa00cuZD/wAz/A008/3bftPe95D6961av48Ic/zCte8QoOHTrEI488wute9zoAwjDk0Ucf5e67796OUxYRERGRHWxxcZF3vetd/OZv/iZ33HFHvt1ay3333cdtt93GO97xDgAeeOABDh48yIMPPsh73/ve7TplERERETnHNtwprtGXIrKTNGgwsm+c111/LZPje9KNy42+HNhuw7TD1VtcvvP2pdOnee65Z4mMZouLiJyt8fFxXv3qV/dtGx0dZd++ffn2m266iTvvvJMjR45w5MgR7rzzTqrVKu985zu345RFREREZAf7wAc+wNve9jZ+8Ad/sK9T/NixY0xPT3PDDTfk28rlMtdddx1f/OIXl+0UD4KAIAjy6/V6fetOXkRERETOiQ11im/m6EsVmSIXln//xL+nTRsPb8ltWcR5hQoFCowwsiTqfDlnOINnxpkc38PB/XvTieRmeCf3YAq66cxCdrzlZx4vNJaPVxIRkc13yy230G63ef/735+nDz388MMaZCkyYFgsZK8sIrI3Hn1Qa67Vl/Djz/t5DF8mqKef2cJmSLvWJg5i2mfaxO0YExuidpRGqUcJNrHpIMQ1BOyUKFGJK3gNB6fYX4s5S1Pc18YOfJXdpVOrxzZOo58ccBwHx3HyWH7Xc3E9N/8+anUz+gvl7ueH3ufxSkk+IrK7PfTQQ3zlK1/hiSeeWHLb9PQ0wJIleA4ePMg3v/nNZY951113cfvtt2/uiYrIjpbFpg8mXwb1IE8IDJvp16z2iNoRsR+n+zTDvDY2iSFuxyRhki4pFNONUF9B1jYq57FsspYDiU2XnXJcB8dz0ucKkIQJhZECUSsibIb582+Y7HOaP+/TrrUZPTAKaLkgkeVsqFN8M0dfqsgUOb/1rrvzU5/4KcxFsGfv6uvBJjj41sFZS2sq4IQV2k5Cq2eQjchqHJy84RUgcTrPtwSsYzHG4AQOSZDgFlwcLy1Sw0a67g+AV/IoVtK1K7MPR6utNzW4hpWi1EXgc5/7XN91x3E4evQoR48e3ZbzEREREZGd78UXX+RDH/oQDz/8MCMjyy+J5jj9g+attUu29br11lu5+eab8+v1ep2Xv/zlZ3/CIiIiIrJt1t0pvtmjL1Vkilw42rSZ2nsxb/ihtzA1uUInoAVwIFr7WtTfPHmCv/7K00QmWn1nEREREREREdn1nnrqKWZmZnj961+fb0uShMcee4yPfvSjvPDCC0DaZnnxxRfn+8zMzCxpv+xVLpcpl8tbd+IiIiIics6tq1N8K0ZfqsgUufBMTY5z8cH9y+9gwFqwyyfDLDE3f+bsT0xEREREREREdo0f+IEf4Omnn+7b9p73vIdXvepVfPjDH+YVr3gFhw4d4pFHHuF1r3sdAGEY8uijj3L33XdvxymLyHnKRIY4iDGJwSY2jVE3Jl1SyKx6d6CTaLiZbOd4WlZo54kBB4wxRDbCcdKkyrgd45bS5YGK1SJeyaM8kfafFUa63XnFSpFitbjksMstm6WUSpHUujrFt2r0pYicHwbXohxcc2fYOuJLWNa0xs5qnLM/hOxmK/3nZ0kEQJmBQVlDggasa0lIcNzuBxOTmHz9qCRK8ud+1E63rbTWz8jkyIrrumZUrIqIyLmQrSe+cHwh3xY2wnxtukztGzUgrfdap1v5+nZxO8YaSxzE6Vri62j0kwvPmj4PZBLSks1Nl7WxjsWJHZzQwXoW43UanL30CRc2QkrjpS05bxHZucbHx3n1q1/dt210dJR9+/bl22+66SbuvPNOjhw5wpEjR7jzzjupVqu8853v3I5TFhEREZFtsq5OcY2+FBERERERERERkd3illtuod1u8/73v59arcbVV1/Nww8/zPi4BiKLiIiIXEjW1Smu0ZciIiIiIiIiIiKyU33uc5/ru+44DkePHuXo0aPbcj4icv6IWhFROyL2YwCCekASJgT1AH/eJwkTrLFYa9MUpSGJhCvZ9Ph02dks6TKiJk1FIu7elD3HRGRzratTfC00+lLkwtA42QBgcXqR5myTdq2NP+93bz/RIGyGecR01I5U2MmOU1jtbTBJL9bYfH2fbI2fJExwPIdCqUCr2MIrecRBWrBmz/tsbZ/SqKI8RURk52jNtfLvsxqud+mPsNm/DEjYDGlMp7VfFq0eBzFxO+42/BmbxqavMzq9QAHHOmDBJhv+leRcOZfrE2XPJUsao+5AQvokcVwHt+BijcVJHGLi7tI2QUI0FS1ZAqDX4vQiAGOHxrbwFxAREREREZGd5Kw7xTX6UkREREREREREREREREREdqpNnykuIiIiIiIi56/fOPYbBAS4uDg4lEgTURwcypQBGGEEF5cSJTy8/Pbe5CAHh1lmScy5nH4sIiIiIrJ+YTPMo9OzpMAkTEiihDiIMbHBJAZrbZp0s4EUJKVs7hye8VZPmNwMBggBB4ybPoecKH0exGH6vAL6EiqHKY0rpVJkLdQpLiLr0hubDtCcbdKaa+HP+3lkOqSxnFmRmAQJYTNcvZCw3a9nUwJm91XzqqxmzR82EtI1fhyL9SzGmDSu03WwiaXQKpBECV6YNvpr3R8REdnp2rU2AP68T1APlix7k0Wsx35MUA9onU6v/+ax36S2v87Ivok83TrqyUxvkR63EqeVmENrxaIsimICx9IO9d55vqvEI4wwsv47mv7vE5OAC27sYq3F9dIY9dALMbHBLbg0yulnltEDo5tz8iIiIiIiIrLrqVNcRERERERE1qRNm5F9E3z39dcyOT6x5HabpAPOvEb6dbXhZydmZnj2mWeJTLTZpyoiIiIiIrIhcRIxxxxP8MS67xvR/WyTkDDOOK/ltZt4diKyUeoUFxERERERkXWZHJ/g0P59S7abzqxep5ROD7cGsMt3jdfq9a04PRERERGRLZMECUmYELUiTGzyGHWb2DTlxtKfdrNG2fJEgCIwt1GzHdIkgsscWs7pdd8/9sK+69+sfQuv5nElVy5/pyxyPwGLJUxCcCFuxQSNAMdzKJTS7jy34BI2QkrjJQrl/i6+LPFLiUkiw6lTXEQ2bPb5Wdq1dh6dPn98Po+NDupBXhCayBD7MZNM4kWVdOZQaYXKrlM0Wr9/c+K7y96ldKbMeDBGYa5M7K2veHRUZe5Kib98A7s7cJOTgC12NnoO1ncpmhLV9QT198T7Y8AkJl8fKmyGuJ6LW3DTGPWi13fXqN0dIbpwfAHoFqmQLkPQKytcxy8ZX/v5iYiInIWoFeXvV73LgGTR6UEj2K5Tk21UaLo4jXXUykNKK8cDb3GT1sc03Z9hrAELpvPhIQnTwsyN00bCdjmN8i9Wi0D6XM4M1l6Dxg6Nbc75ioiIiMiuE8chTrXMK668iosmJ9d9f6en3bvebPLMF56gUWts4hmKyEapU1xERERERERERERERESko1KpsHfP1Lrv55b7B5XGccJpTvMX/AWQRqr7pLPBbM9krd7vW1E6mcYGFtsZpBqSzkAvU+Z9r3nfus9LRNQpLiIiIiIiIiIiIiIikvPn007LsBESNkOiVoS/4JMECWEzzJMxTWIwkUmj02MUey59Fts+LUKcf+Dgu2kUu3Xsqk+TdmFpUpftRCbN1l7i1/7q1/i/D//fuIU0WTWoB9RP1FmcXqQ0WqJ2rMbU4eU79JVOKRcqdYqLyLosTi8CaeRgb3R6c7aZF4aQFo4mNuklMcTteOjxrBkSpWjTi7V26fbl2J7IdBWfMsBG6QVIYzcjB9e6jLHO9XUs6QccwMYWHIiTGGssbsHFcR3clkupWuq7m1fy8MpppHr2N5R9uBqZHAGguq+6kV9NRERk3bIaDtLGk7ARErXTRj4gr+cgXSIkDuK+bSLLGlaHd5aecYASpSE7rFNnrUUAnPQzQ2LSDSYyOJ11dJIoIagHlCfK+V3DRjq7pnW4pdpLRERERLZcFIW41QqvfO1VHJraC6TlseOtfL9kfHhhPd+o88SfPMbizOKmn6vIhUCd4iIiIiIiIiIiIiIiIiJboFqpsG8ynbntuBbHGzJRrNeeYbdrJpjI2VKnuIiIiIiIiIiIiIiI7AqNk41V98mS+no1Z5tD9537+hwLxxeG3r811yL2Y+Igpn2mjYkMYTMkCZM0Nt1Y4jCGaNiR18dhlY5SkY4CBeIgxo3T+PSw2UlEGmkRtdIn48jkCM3ZJqMH1pmUKXIeU6e4iGyYP++nkZvNNHIzCRKSMCGJku6aOkm6po6JDUWKGFg94lyD3uQsDSbv925zTLbFoULlLH4IeRxoYhISNwEXXN/FhKZv10KlgBemuUitudaqh1axKiIiWymr4aC7RmLsdyPSs3ouv72RRqiLbIRJAAuudfFYJSdyvSxplLqFxEnyJW3iMIaBtvLeBsLasRrtWpvW3NnHqGs9RhERERERkd3B3e4TEBERERERERERERERERER2SqaKS4iIiIiIiIiIiIiIheU1lyLdq3NwvGFvrh0AH/BB9LkpKgVYWJD0AiwiU2TleIEYvIUwc2g+HRZKweHsBHm1+MwJmyksf5eyaNdawNpStjI5Aj7XrkPWFs6pZKQ5HymTnERGWq5tXmytXfmvj5H40SD0187TVAPaJ1uETSCfC2dJEqw1qZFoQVicHE3q0YUWdHQBP56utVxwKs7VOMRqpxdXGYu6Vw8MK4hCTuRs620ODWxoTReAiD2Y6JW1Fe4DmrONhk7NLY55yayQ33iE5/gE5/4BH//938PwBVXXMF/+A//gRtvvBEAay233347999/P7VajauvvpqPfexjXHHFFdt41iI7X9aY11uz9calA9S+USNqpzHSvesj+vNpw18SJtjE5rebyKQNfqiek7NgHdytCKvLItRJ6zBrLY7vYMJ0Kae4HeMW0p/rldP49tETowT1AH/ezxsM10L1mYiIiIiIyO6l+HQREREROede9rKX8Uu/9Es8+eSTPPnkk3z/938/P/qjP8ozzzwDwD333MO9997LRz/6UZ544gkOHTrE9ddfT6MxfNCWiIiIiIiIiIiIyHI0U1xEREREzrm3v/3tfdd/8Rd/kU984hM8/vjjfNd3fRf33Xcft912G+94xzsAeOCBBzh48CAPPvgg733ve4ceMwgCgqA7G7Zer2/dLyAiIiIiIiLbJktIWk6WnNQri0bPtGtpWtLi9CKtuRbFSjFPUsoS/qJWlKYndRJoTGLSVKWETYtNz5QoUYlH8BYdHG9oDqKcZ+xy/81Dtjs96folSsR+TJa4b40lKaTxSYWRAkmYMD8yD9CXGjb4NzCM4tPlfKZOcZELzHKx6INOPX2q73oWvdk40SBshrTmWjRnmrROt4iDmKgZEflR+oadRRhm33doXRzZaTb9OdmJUU9sWoRa04meLcRE7QjHczCRoXW6lUd1FkYKVPdVKY2W8sP48z6tuRYHXnUgj+lUQSrnsyRJ+J//83/SbDa55pprOHbsGNPT09xwww35PuVymeuuu44vfvGLy3aK33XXXdx+++3n6rRFdpzF6UWOf+k4QB6FPve1OaJWlMelAzRnmvlSH0mUYCKDX/eJFtN9TGLy9zAMeXS6yI7WaZi21hIT43oujpfWegXShsHseT+skbzXWhoLM6rRREREREREdgfFp4uIiIjItnj66acZGxujXC7zvve9j0996lN813d9F9PT0wAcPHiwb/+DBw/mtw1z6623srCwkF9efPHFLT1/ERERERERERER2R00U1xERGQLfDb+LLW4BkBMzEJjAYDoVNS3n+35l1lkMb9tOXbZfCWR3eM7vuM7+OpXv8r8/Dy/93u/x7vf/W4effTR/HbH6U9zsNYu2darXC5TLpe37HxFRERERERk52vONvPklyypD7ppSpmgHrA4vUj9RJ2gHpCESR6XHodpXJIJ0xQla2yaOmNIE2q2gFI2LyCdZr2N/o97eOnzsHMA46ZZ/tnzFsBf8Amb6TIAg8/95myT0QOjG/zpIruXOsVFLjBrXW/nxJMn8m1ZgRi1IhrTDZIgIWyG+PM+YSMkiRJsbFeN1tzLXmqmjW16JOU0qMIMKyKzvj6jQlB2p8/Gn+XY/hcZ2ZvFaRYpuRMAlJa/W26Ci1a8vXlmHsdx1DEuu16pVOKVr3wlAG94wxt44okn+NVf/VU+/OEPAzA9Pc3FF1+c7z8zM7Nk9riIiFyY/og/YoEFYmJ8Oo18FkxsCOLOuonN7iBD07Pop/9X/uDhAHjkjke29JxFRERERERk+6hTXEREZJMtssjI3nFe+wNvYs9YOurSqZhV7tXDWb6zu1Zv8OSnP8/8zNzZnqbIjmOtJQgCDh8+zKFDh3jkkUd43eteB0AYhjz66KPcfffd23yWIjtbNgOgcaIBpGsjx35MUA/69jFx+r5kYoNJDImfkMSd0Yq9s18G3r6KFLXEuGy7v+AvOLH/FN6+MuDhOtX8NhcoMLbi/SeGbGuemef6f3c9f3TLH23quYqIiIiIiMjOoE5xERGRLbJnbJSD+/eDA97oOjrF3a07J5Gd4iMf+Qg33ngjL3/5y2k0Gjz00EN87nOf4zOf+QyO43DTTTdx5513cuTIEY4cOcKdd95JtVrlne9853afuoiIbLN55hmZGuc1P3w1k+MT4K4zPWcgkKq2UOfJz3ye5kx9805SREREdhR/3ieoB4SNMI+UjloR7Vqb1ukW7TNtTGKImhEmNt0BownpQFELK6xytyk8PFzjbe0PkV2vYAuMMto3gNm6lsQmuL6LTSwmMbhnXOrlOoWRQv6cHzvUHTzammtR3VcdPLzIeU2d4iIXmCwefTmtuRbtWjufXQQQNsN8llH7TBsTmXRtnXacRqcnq0enQzqziCzacB39gyK7TZEirjVgHWznQ5ONO62va1kVoGdZAccb/MSVHmCccb7+2a8zemA0L2jHLxlHZLc4deoUP/mTP8lLL73Enj17uOqqq/jMZz7D9ddfD8Att9xCu93m/e9/P7VajauvvpqHH36Y8XE9z0VEJDU5PsGhi/bjrLdTXAMQRURERERELjjqFBcRERGRc+6//Jf/suLtjuNw9OhRjh49em5OSGQbNU42Vt9pGYvTi/n3zdlmHpOezQSI/Zg4iPNY9ew2k3Ti00ODiQ1xGEPU2WGFwYt72ctL1LCJQ9IZFDl0vFfWR2nXMhpMLhQeO3vmk4vL4vQitYka7Vo7316ZqizZd/TA6Lk8NRERERERETlL6hQXEZELUhInnOY0X+bL+Ta7Qg6WWaGHwGAICIiJSUiP65iljaciIiIiIiIiInLuZINDe6PTo1Y6GrRdaxPUA6JWRBzGaex0bNIBpFkzUMKWx6ZndvoAQtkc1jjYVVJUbTRkowPEDi4uFQbaHSPAhYgIN3QxkcH1XILRgDiIKVaKAH3LB/jzft9A0Ew2+LM3an0lSq6U3USd4iKyoqxQ9Bd8kiAhbKQzi5IwIQk70enJ6scR2UkWg4CmjeAyF989vab7rPb5p1ls5d+bqITvWtpR1J0hl8+YW8MP640Azb4dMtGuNddaunEFKlJFRERERERERERE5EKkTnEREbngJFGIWx3hFVddxcE9k5tzzIlO77UDx0+9xNNffZoojjfl2CIiIr0x6b2as00gHSjVrrXz/eon6sRBTPNUExObvvj0JEywJn3fMolJB2DFrGngljM8LF3knCpQOLtnomWZ3H8RERG5EPzL//UvadKkQoVC559DOgPXwWGKqb66t9DpRnFxAShRokg689bHp0Il33+js709PGaYIbFqSxIR2SrqFBeRJW744A3EpAVYVuxlBV2Zcr7fXvZSopRfr1IFyItC6G84nWMOY7r3F9lu1UqFvXumuhvOpnF0qnvnM/WFsziQiIiIiIiIiIisV++A0dqxGkE9oPaNGpBGpcdBzO1fuB3/opjxvRdRsN0ObEs3DNMPsy2Z/ixrx0Y4QBTHNNpN9oyO4blr7Ay3yzc+RUlI27X4kWI5dzMTdP+PncjDNR5EXt/21VjfwR1ZftTy0MHKBkjAWAMhRO0If97HLabt+4Vy2h0YtYdls8PI5Miaz09kt1KnuIgA3Rjmt77rrbgXFZnae2D1+1hDiyC/HsSdN1gzfERjHBXwXYMf9rzxrhANLZJbZZ2ddR/KDESaZ87RGlGbJVv3J1vrR0REREREREREltekSXXvPt74Q29msjoxdB93bpUObgNYOHl6luefe47DV13FRZuQRPjS6dM899yzRMu0rYqIyNlRp7iI9GnRYv/el/GGG9/M1MSw9Yd7eq8jp68T0Wukt9nQHXrsk6dmeP6554msRjuKiIiIrEUWh57Nehk09/U5APx5n6AeUD9RB6DxUoO4HRM0Akxk0tkAlu4UmA0OBJtkksUgxptzsUmn9hu65zID0Ab32uDMCbmwpWlVDhiwsWXdKaUOOMu0hrTmWpROlAjqAeWJ1VOuGicby942fsmwz1MiIiKyE0zuGefQ1L7+jZ3a1ZiV61LTadpcWEzrgEqlwt7Jqb5jbMRCY/iSSSK9oihmhhn+nD/HYomJadMmIsLEhpAQi8W0DZyGiIiAgIQE0zPzyGJZJH3O/ekdf7pdv47IOaVOcREZampinIsPLjNbvFPc2ZD+GbzFztqU/vBO8YX68g1GIiIiIiIiIiIiIitpnGxw6ulT+eDQXv68n+5zokFztknUjmjOpINLw2ZI3I6Hx06L7BKNdpsmIbzSwfdmgLRzG8DkIzL6R4y6lKhQGXq8MWc/zTPz/MC/+4G8Y7x3QPbYobFN/g1Etpc6xUVERHap7MNec7apCHUREREREREREZHzWBgFuKNVvut7Xs8le/cDnWXqHXDcTqf40HEfduj2WqvOk5/+PI2Z+S06Y5GdRZ3iIiIiIiIiO0gWmQ7dUfqtudbQfbMBUkE9IGyExEG6/qCJDCY22MRije1Gp2cXkV2sRIlKPJIu31TcWHx6fp/Jbuugh0f9W3ViP6YwUqBYKQIwemCU0ngp/3sbmRzJ79P795rRjBoRERER2Uqj1QoH9u0FwHEBB9yVevuGB7vCGX04lAuLOsVFRERERERERERERGTHaJzsX4YxG4jWnG0y9/U5Tnz5xJL7ZANJa8dqxO2YOIiJmhEAJjYkccIoo53VIJ18WUhj+6fQGsOKA0mt6Uy6ze6ngaeyyZyGxQmXPqmKix6j0QiFRQ9nobOva7EO2E7H99CJ4r2d4nucoZ3k01+dBtIB1+WJMlOHp/qi1EcPjGrwp+x66hQXOU/1Fo6L04v5G9iJJ5cWjJC+2a0oWzvcOt0iLwFjwSbpBifu7Bovc4ysUDTO0n16361VRIqsSeNEI//bbc218r/zg1ce3M7TEhERERERERERERHZUdQpLiIiIiIissvUjtWAdIAUQNgMac21aJ9pYyKDX/cxoSH2Y4wxELMpAw8dnP4ZMSLbwKWTEdkZsJvP1lq647oUKNA+0yaJEkqjJbxymrEetSOq+6pD79M7ewbSGTQiIiIiIiKy86hTXEREREREREREREREttRgJPpyelMvM3NfnwNg4fgCi9OLnPnGGZIgIQmTfJ88Te90CxOb7uBQSFMwLZQp0z7r30Tk/FJQV6FcIPRMFzlPDFtnJyseW3Mt2rW03MtmEw3K9h1jDM+6EDvYqGcHM/C1w0GThETOqZ4/uLAZUhovbd+5iIiIiIiIiIiIiIjsAuoUFxERERER2UGas818UKM/7wPdWS+ZxelFAOon6gDEQUzYSCPUbWKJmhEmMRChEYxy3rKBg/FdcNcfn+54nWOUHKzvUjTpQMM4jHHb6R1LdLb5MVErImyES47Tmmvl3y8XsS4iIiIiIiLbT53iIiIiIiIiIiIiIiIiIhegMmVmnp0BoDHdoFAuMPe1OcYOjeX77LlsD5WpCpAOBh09MArA+CXj5/6ERTZIneIi56lshhHA9F9N57Ma5o/PA+lshziISYJ03R1/3if2Yzy8bTlfkd3OqXen4RWbHqPRCIWm290ermOantuzr9P5fmrp/KdsxlI2izCTzR7M9BawIiIiIiIiIiIiIiIXGnWKi4iIiIiI7BCL04t90elZbHo2wDFspl+zwY9BPSAJE5IoIW7HJH6CNTaNTjcoOl0uGL1P9SVDCc3AdbfnDrb7/QQThPWQxE9wiy7xeAykf3dBPaBdawNQmaow9YopyhPlTf0dREREREREZOuoU1zkPNA42eibGTr7/Cy1Y7W8EbX2jRpROwKgOdMEyBtPTZS2EIXNkCRMqFLF4IB1+hqPjOk0LfW2NuUNSUNuG8YOfB12m8huteRvI/07skl6Q/Z1TUzPvll4QwxOoXezx/RfTVOsFimNlyiUCxRGClT3VZn+q+m8kXbq8BTN2WYeabRWij4SERERERERkXMpa9/sTcAEaNfazD4zm9/WrrVpnmoSNsN0MGhH4qeJmLEfQ8LSgXGkg+DcKMJrOGSNOc6SJpulaX0iu8WwFsjlB42mt1So5EmUJjLpANEgzv8Oi5UiYSOkNF4CoDxRZmRyZMnPufi7Lz77X0BkC7nbfQIiIiIiIiIiIiIiIiIiIiJbRTPFRUREROScu+uuu/j93/99nn/+eSqVCtdeey1333033/Ed35HvY63l9ttv5/7776dWq3H11VfzsY99jCuuuGIbz1xERDYiSiJmmOErfGXZfRKS7v5EQ/dxcDjNaYwZMvVLREREREREZBnqFBe5QMR+TBzEaaxQZDCxIQ7iPGIo8RNMrIYlkU03uMzAMEtzulbl4KR/z7EhiRK8oodX8tKIsA6tcyk72aOPPsoHPvAB3vjGNxLHMbfddhs33HADzz77LKOjadz/Pffcw7333ssnP/lJLr/8cu644w6uv/56XnjhBcbHFfEvu9tLX3kp/74528y/b8218mVwwkZIc7ZJ1I7y1/c46Kxx3AhJogR/3s/rOROm9Z21FiK0PI3sGM12SIsI5zKHlnNqTfcxbrLsbVEU47sOfhSDBWfwY0xWdq3z402BAsY3mMTghm6+/I3bcgkbIWEzBCCoBxSrxfUdXERERDbMn/fz9+GoHaVtmrEhCZO+5eqSsFM/LBOdDun7vUMEBuxyS0KuUkcrXF1EZHdSp7iIiIiInHOf+cxn+q7/1m/9FhdddBFPPfUUb3nLW7DWct9993Hbbbfxjne8A4AHHniAgwcP8uCDD/Le9753O05bREQ2II5DnGqZV1x5FRdNTq7tTiss9nZyZobnnnueyC7fcS4iIiIiIiLSS53iIiIiIrLtFhYWANi7dy8Ax44dY3p6mhtuuCHfp1wuc9111/HFL35xaKd4EAQEQZBfr9frW3zWIrvD/+Z/4+Pj4ODhAWniSJly/rVAgRIlAIosPwN2jjkSGy97u8hKKpUKe/dMrWlfx1v+tvlGY5POSER2Oy3JIyIiIiJrta5OcRWaImvXOLl1DTXjl3QjYxsnGyxOL/bFbtaO1XjxSy/mMZsLxxcImyFxOyb200jNJbGana8HOMCcaWN9l6TZnZ5hhsUGZds6EzScYMg+ItKxQvbWSrFcvXFfPfvtYQ/BQkBUiPBGPFzPxfXc9G89iIlaEaMHRhmZHNnQ2fa+zohsNWstN998M29605t49atfDcD09DQABw8e7Nv34MGDfPOb3xx6nLvuuovbb799a09WZAu05loAtGtt/HmfxokGYTMkakW0a23iICYJEpIwIWql6yzHfkwcxsStGNsp1ExisKFN3y867xl/yB/yzYtepLp3csnPLZq0VnRtC9d6VOL0PcNZYcmPKAlpuxY/0gxd2VorTQJ3jJPGlibpfktKKWfg6xDekBLJwUkPFoGxhqid/r25oUtSSIjDzjIG7Zgz3zhDa65F2Ajz+x+44sAqv5VqLJHNpiV5RM5PrbkW7Vo7vx7Ug746OAnSZSBtYru1cGzyZYVWWkIlHQgadOqIZRpkjALSZfexKy0d1HvbnM3rZLfuMBZVcSnln0uDhQDHdfDnfQrlAm7BpVgt0q61qUxVKFaLfTVwb7+EyE63rk5xFZoiIiIistk++MEP8td//dd84QtfWHKb4/Q3Rlhrl2zL3Hrrrdx888359Xq9zstf/vLNPVmRXaZGjereSd74Q29hcs94X++h9TsDIBMHEvAWV2/8e+n0aZ577lkio9niIiKy/bQkj4iIiIis1bo6xbei0FTMpYiIiMiF6+d+7uf4wz/8Qx577DFe9rKX5dsPHToEpDPGL7744nz7zMzMktnjmXK5TLlc3toTFtmlJveMc/H+/X3bklbaKW4NmAicQqfHfIUEk4XG4ladooiIyFnbjCV5QO2VIiIiIuejs1pTfDMKTcVciqxscTpteOyNIcm2ZdsHI4UaJxr4C34esxk2Q6JmRBzE2KgTqblSnIqIrFtvxOdgpCdA0lxP9Jaz5Fun5OC4YNseRVNmijJJMyFxO1G6bjqj1p/3ac21aJxoUKgUOP2103m00dihMQ695hDVfVUARg+Mns2vLHJWrLX83M/9HJ/61Kf43Oc+x+HDh/tuP3z4MIcOHeKRRx7hda97HQBhGPLoo49y9913b8cpi2xItqROb/0GMPv8LJBGpi8cX8j3GYxM9+f9NAqyEweZhEkeE5mECSbqKeqG1HgVKoQEnQjIZd6LVlrGQ2Q3yp7TK5RfthN2YCMgdnCtywiV7v0jsHF6oMRNa644iHEch8RPI1ubI02aM028croAetgM8ed9pg4vXTd97NDY5vxuIrKszVqSB9ReKXIunXr6VP59a65F7VgtX06od3tzJm0bzZaIDOpB2tZpO2/8BlCYkcjGxYADCQmO4xC3Y0xicD0XExu8UlrzRu0oX84AYG5yDoB9r9y3HWctsi7u6rsMt95CM7tt0K233srCwkJ+efHFFzd6SiIiIiKyS3zgAx/gt3/7t3nwwQcZHx9nenqa6elp2u10kJfjONx0003ceeedfOpTn+Jv/uZv+Kmf+imq1SrvfOc7t/nsRURERGSnyZbk+Z3f+Z0lt61nSR5Qe6WIiIjI+WjDM8U3a+1HxVyKiIiIXHg+8YlPAPDWt761b/tv/dZv8VM/9VMA3HLLLbTbbd7//vdTq9W4+uqrefjhhxkfHz/HZysiIiIiO9lmLskDaq8UEREROR9tqFN8swtNkQvBYGTmWvRGo/vzfr59ZHIk/96f9wnqwZL7hY2QJEoIGwPR6QkrKlIE2ktvUKymyI5SyN7CTefigHUscRJjYkPiJ7hFFxMZWqdblMZLtOZahI2Q0ngJgD2X7cmPV5lK40KzaHWRrZZH3K3AcRyOHj3K0aNHt/6ERLbQ4vRiHpeeqR2rARDUA2rfSL/PYtPDRkjUijCxIWyF2MSSBAnWWExisMZ2X/9XWRInre2ClXcSEQDcwTC97K0qobMsjsWS/h1CGh0Z+zGFkW7TStSKaJxIl03I/s5HJkeG1lrZUjYXf3e3/URE1kdL8ojsDsstKdScbTL39bm83TOrjbO6ONM+0yZshPlyQkmQLmtCTPf9eo1tlx7e2f46IueECZZONHUiD9d4EHk9t6+8ZKM7YrADu+T3tOkyW+OMd/sNYrBYwihMs6Zd8AoeYSukUCpQGCngFl1KoyW8skfYDCmNpm2NWX07dmiM8Us0oUF2nnXFp1tr+eAHP8jv//7v82d/9mcrFpqZrNC89tprN+eMRURERERERERE5IKnJXlEREREZK3WNVP8Ax/4AA8++CB/8Ad/kBeaAHv27KFSqfQVmkeOHOHIkSPceeedKjRFRERERERERERkU2lJHhERERFZq3V1iqvQFNk6zdlm3/Xe2PSgHhA2wvy23rj0sBESNtPbolYEQGO6QftMG5MY4nacRqfHq0enA4wwQiUO8RYdnEI3d8hZKZpzldhOETl7ds7ieODNO4xFVSaYGNihczFgIoMJDbiQBAle2cMreZRGSzRnmpQn0rXxemPL9l2+r29pBhERWVkWAdlr2HI52XI4WYxyfv8TDcJmSGuuRXMmrQOzmi5shMRhjAkNJk7j0pMgyV/n17OszRhj1GwbEgcT9t9mot4r6zuuyK6w3OcUh+5nowSw4OB0l6dZ7XgRRE6EG6bhe1mcunvGpVDuHiP7mx47NJbHwrZr3aWqWnMtqvuqQ19PhlEEpchSWpJHZGfL3uNOPX0KSN/7erVrbWafme1r22xMNwgbYV/7Z9AISIIEExuMMen7d8yGVKhQTtrYtosprStIV+TC0llCCCCJk7SvoRjjlT0czyFshLgFN297bM42WTi+QHminC8fVN1XZfTAqOLUZcdYV6e4Ck0REREREREREREREREREdlN1tUpLiIiIiIiIlvrN1/8Tdqks0ltZ/p2hUrfPiOdfx7ekvs7OPnXk5wkMUv3ERERERERERG5kKhTXGQHySLTgTw2fXF6kagVEbXTfMvYT+PQM0mQkIRpjkkSJZjI4Nd9wnq4oTihAoW0GVURmiI7WtbhsaxOxFFs0tcMr+gRt2PCZkjhdPr23zrdwiulHSVZfOfYoTHKE2Ve+spL+aHGDo3l3yvqSERkYxon0ujILBqyNdci9mOCekDrdAsTG+Iw5qFTD3H6ohqVqf5lMloDOdA+baANq7wfRJHFdwytIFhxP5ELjen8SVkDGHCtyx72rO3OFgjAuIbABHiFtJ5KwoS4HdOopH/vXjFdwqZ+ok5lKh3YMnpgND/M+KXjfXHqmd59oL8WExEROZ9F7Sht64zSqHRIlylJgoQ4jNP2yoSzWspx1fYUkfPRQDt/HgptHMClSnXl+ydgE0scpe2MjusQF9OvQB6jHrUjipUixWqR0miJ8UvH+6LUAcWpy7ZSp7iIiIiIiMgOcYYzVKYmeMMPv5nJ8Ynld8waAu3KjXp/f/IEf/2Vp4nMBhddFBERERERERE5D6hTXEREREREZIeZHJ/g4ov2L3u7jdOh/XaVZJ/T87XNPC2R81YUx5ziFI/wCAAGky9fMCjO/pkYG1iCThKDaRrsaUuLFhUq/JvX/Jtzdv4iIiI7jeMsHbxZprxk2wgj+eztccYpU6ZEqW+ZoDHG+KHyD23dyYqIyAVBneIim6A3ZjjTnG32XW/NtfLvh0XkLRxfIGyE+f2idoS/4BM2wnyfLB499rszfUxiMInB9VySMMEmlqgdYQOr+HOR84zpRIQ51h26huxQnRj1JExImgnhQggu4IE34+G4Dm7BZXF6kdJ4idJoifJEOY/5hTTaMzN1eIoDrzqwJMZTkUciIjD7/OySbbVjNYJ6wPzx+b5lcBonGnlkerQYYY3FGMMEEzSIIHKw4ZLDkbTTBkNjOo2Mq9R7rl+kYArQLhA3FBUpAvT/3VhYbPssEsIrysy4jWXvtvQQbvq9MwKkixk4QMWp4J+pc8df3cGHj3w4jVUPYgrlpU0wQT3Io9V7DUaoi4iI7GSNk/3vnxOXTjB50T5G906u6zjWOoQ4hMT0rgd5am6WL57+Itdy7SacrYgMcjt17ao6bZPWtcQmBgfchovjdT9remWPQrlAYSStfYN6gD/vL+kTUVuibAd1iouIiIiIiIjIBSuKQtzREb7ju1/Pob17h++00piSgTbEhfYiX/3Tv6B2+sSmnaOIiMhuM7p3kjfc+GamJno7voa8ofYNVnOwSWfd7872+cUFvvLwX1A/Xd/K0xURkQuAOsVFRERERERE5IJXHa2yf2pfemWwzX6FTnF3sGWlpsguERERgKmJcS4+eKC7YZW3SJs42KSTfqm3UxER2WTqFBc5B1pzrb54EH/eB9LokCwyvV1rEwdxHpeeRAlxO43YNIkBwCaWJEgwscHabB3J9KvjdIpGQxpjIiLnh+xD4EBDrLPidKUVGPLXiSRJwAHHc7Cm/9NmtpRDsVokqAf59natnd82GKEuIrJbDcY99lqcXsy/710eZ7C+Azjx5ROURksAhM20pqufqBMHMc1TTUxsMHFa1wX1IL2eGGzUafgzUKQIRMDw9cLzbWokFNlaq/2N9ZRixgzcFjt41mWSSZozTdyii1fycD0Xt5BeAEYmR/DKHrVv1ChWi/ndS6MlSuPpkjbZfpWpCtV9VSCNVl9LHaZIShERORsr1ciDemvmXl7DgXLPm+qw99eebY4F4rQ2zjZ7DYdKXBm6HrmIbANLt//BgSRIcFyH0Es/AxerRZIgXT6oOdskbIZ9S8Rmy8z2vsaobpVzZY0LBYiIiIiIiIiIiIiIiIiIiOw+mikuIiKyy8RxxBxzPM7jhHRHWkadmYUAtvPPYPq2JSTpfhaIISGhHbU57Z/GLlhGGOH2N95+Ln8dEREREREREZFlJXHMDDN8ns/n2ywWd2DOX4lS/n1vwl5v28hpTpMsiXkREZELgTrFRc4xf96ncSKNBgmbIVErojHdIGyk3/v1NFrdJhYTGZIwwVqbxqQbIGZo1JDdpAxNDw/HpkWjUSynyI6z6Ae0iOEyF989Q+yFq99pQP+ftodHldFiun5m88w8/+GJ/8DdE3dTGEnLhN6II3/ez2OOeinmSEREREREROTCszi92LfM0GZrNFu0bYw9XOQl90zPLZbBteYKSYnhui0hURzTci1+HG/6uYrsRMZfPjDaBg5FU+gbULJmnQj1OIjBAWssSZgQNkMK5QJuwSVshHglD6/sMX98nmIlXaaxPFGmNdfiwKsOrOtHqv1RzpY6xUVERHaRJA5xqmVecdVVHNwzCaXexbeG3WPI6JaBWthxLcmUoVZv8OSnP8/CzKlNPGMRkd2vOdtcsoa4P+8T1APCRpivHz773Gx+exKmLQTtM23iMCZuxVhj04u12Lgz4NHS91I9ySRRWMCdczEJSzjZzp3JLXZi6Iu/iKyRU7cUmx7VaITCootTX+PI4N4/PS/9Mvj36OKShAkmNtjE4nhOurZ4nBZjYTPECz3a5TZRO038KVaK+W3ZwMSgHuDP+/lrUGuuRXO2yeiB0XX/vmpIFBGR3SZKItxqhVd995Uc2rN/xX1tuHptfPL0LM8/9xzRsGJbRETOa+oUFxER2YWqlQp7J6dwR8wyneGpoTcNdooXwNmvThURERERERER2Zmq1Qr7pibz644DdmAs20ozYjMLi41NPjMREdkt1CkusgWy2USZdq2NP5/Gogf1IJ9NFLUi2rV2OoOoHRM0AuJ2Gt1jjcUYk8aQWLoziURENtvAa0uJErVv1ChUCpRGS7Rr7W6UejMkqAfsuWwPrbkW1X3VbThhEZGd5Wf/68/SosUoo/j4fbftYx8uLkWKFCjg4THCCIWej2JeZ5qpg8Mccxizgeg6EdlR4jihwQK/3v719O+9kyprsQQEffv2rnOafR8Tk7B0BtuffvRPt+6kRUREhlicXuy7PhiVPpioBN36ditZC9gNDPDP7qN2VpHN0Vl1MU5i4jDGdV3cgovjOrhFN01K8lyaI02K1SLtWpvKVIXGiQa1YzUALn3DpYweGGXs0Ng2/iJyIVCnuIiIiIiIyDJ6o9OzyHQgj03/+f/68yQHHKb2XoyHy8jA/R1TwpK2EwRYICaKY5whnV0AUeThO4nWOBTZ6Xoa0t2BTYttn0UbUnnlXjyvf8aaA4wseaVYm9aZOj/wwR/IO8Y3Ep8uIiIiIiJyoVKnuMgWec27XjN0+wgjlCnn1x2cvFGkSjWfNeT0hB5nt7u4lCgxzjhv4k1bdeoiIiIiskY+PtW9e3n9DW9iT3ViyRIVtHs2dL71Fh16Job2OTk7w/PPPU9ktcahyG4VhQHeaIXvuvY1XHpg5bVPc87K09Xm6w2+8vAXaM8urrifiIjIudI7cLRxotGXjLmHPRRNCet7mN56eJm3O3fE5DdbVlwlTkR2qhhIwLgGk5h0pnic/v0br/sBOBtoXqwW8+97U3czmjUuW0Gd4iKbaPb5WQBe+67XMnnRPkb3Tg7dz7XD17cpxpWh22PT/VMNiZmb/xYTtb/mKq46uxMWkfND50Ols9ZPjYMfQgeuV6hQP1nHK3i4BRdvJI05AiiUC1T3V5n8tkmK1SJjh8bYc9meZSOOxi8ZX9/vIiKyS+3ZM87ByX1LWvCSrBHQgttJkXRKluX6vLXGocj5Y2y0wqED+9a28+pLoIqIiIiIiMhZUKe4yBYZ3TvJG258M1MTAx1C1gEz0Fra6ZDyGsN7tGzQbSGpN5s89xdPMl+b38SzFRERObcee+wxfvmXf5mnnnqKl156iU996lP82I/9WH67tZbbb7+d+++/n1qtxtVXX83HPvYxrrjiiu07aTnvDa6XCDD39bk8Nn3mmRliP401D+oBSZj0rQ2+UfYs1jN06ivfudhyqUYjFJouTkMLJ4psBdMZ5JIPdsnWKjUOZthKCMM+9nUmz7jLLcHa+fMtU2b2mVnGL1154GF1XxXQDBsREREREZGMOsVFttDUxDgXHzzQv9GCTXpaQazTnaVZGt5QaXyFBomIyPml2Wzymte8hve85z3843/8j5fcfs8993DvvffyyU9+kssvv5w77riD66+/nhdeeIHxcSUQiIiIiIiInCvN2WYeb9yutVk4vkDYCAmbIVErol1rEwfpSLAkSChR6j9A1uS5zBJC+e2d/HRrh7WFOt2BZyKyM1kgSS8WS0JC0uqMHPXSi/stF7fgMjs+S6GcdlF+/bNfpzReyq8DFEbS74uVIsVqEYBX/tAr89uzQaAHrzwIKK1S1kad4iJDNE4uja3snTnUnG3m3899fY6F4wsA1L5RI2pHFCmu7QdlC+UMbk7swPWeKwbA2ZRZScO4yu0T2ZnyD4hO97qlf22uYZb5HNn71fWAloP1PYqmRJkCBOkH2cRJiJpR332aM01qx2p4JY/SaImRyRFOfPkEpdESpfH0g295ogzAyOQIAJWpCtV9VUYPjPadyuDsJRWwF44bb7yRG2+8ceht1lruu+8+brvtNt7xjncA8MADD3Dw4EEefPBB3vve9w69XxAEBEGQX6/X65t/4iIiIiIiIiIiIrLrqFNcRERERHaUY8eOMT09zQ033JBvK5fLXHfddXzxi19ctlP8rrvu4vbbbz9Xpym7zLBBj5lTT58C0sGOAP68n98297U5olZE1I6of6tO1IoAiP2YOIyXzoJZzTKDIpfb9awpMV3kvOLhcfprp2nONmmcaFAaL/UNRqxMVbb5DEVERERERHYmdYqLiIiIyI4yPT0NwMGDB/u2Hzx4kG9+85vL3u/WW2/l5ptvzq/X63Ve/vKXb81JioiIiIiIbIOVBntuxOL0Is3ZZp7sliVkzn19Dn/eJ6gHLE4v0pprpQNDg5iwEZJECXE7xsSGOIzz5EsTGV7Gy/AjB0KHxGfVgZpJ2EnB6yRk9nL9Ap4pgF/ABIpPF9l1sr//OL2Yzr94MYYCuAWX9pk2btHFK3m4XhqvXqik3Zde0cuTKY9/4Xh+2GxbtrTD4bceBpRCKStTp7jIKrKZQ9mLK0DtWC3/fvqr07Rr7XSf0y2SKMEZmle8ubbqZ3h4W3JcEdkmq80QHPJS0rcEhCUtWnskJsEkBtdzidsxft0nCRO8kpfPVKpMVShWi+y7fN9Znb4K2Qub4/Q/Qa21S7b1KpfLlMvlrT4tERERERERERER2WXUKS4iIiIiO8qhQ4eAdMb4xRdfnG+fmZlZMntcZJjGyQaL04v59dnnZ/sGNQI0TnRn2DRnm3k8ehIlmMjkt4XNEJMYTGhIwnRQkLU2HTSUQIkS4Zb/RiKyo9mBr6sNYDZDtg3exR22g8sYY9S+UaNRaTB+8TgTl04QNsJ8psxyxg6NrXxOIiIiIiJn6Ume5AxnALADM3USElq0sNh0rrg1mMhgIwvtdP827Xx/H58KFT7ymo+c099Bzm/qFBfZheI44TSn+RJfWnYfB2fJrG8ztPUl5eLi4THNNMYuv5+IiMhWO3z4MIcOHeKRRx7hda97HQBhGPLoo49y9913b/PZiYiIiIiI7By9g0HXqnfQaONEg7AZ5gOosuPVT9TzqPSgHhAHcTpANLHE7TRSLh8wmtA3SGyUUULbzq+v0CQpItvJgGu8TUmPfZZn+at9f0Nx79LBmA7ZS4QlcgeHlTv5V49qvrXiVGmdqfPrf/XrvOfwe3ALLqfLpymMFChWioTN9Di1ifS17MCrDgBKnZSVqVNcpOOlr7wEpDOFWnOtPBJ94fgCAGEjzNfUaUx3ZxY1TjQIW+kLcOInJGHCpVyKF1XwGi6UBrKLLf0zCYYVhYNxxz3XF/2Alg1xLisSeHMr/k6uWf+bWZREtB2LHyYqWEXOV72vQU7nagwYB8c6VHsK0KFisLElISFpJ+BB3IpxXAe36OJ4DoVSgcJIgdnnZgEoT5TzSPXsg3Z5oszU4am+Q2evs8OoqD2/LC4u8vWvfz2/fuzYMb761a+yd+9eLrvsMm666SbuvPNOjhw5wpEjR7jzzjupVqu8853v3MazFhERERERERGRQU2aFPeOcdVbr2HP2JCUojT4CGdkbZ0O8406T3z28yzMLGzuicoFTZ3iIrtMHIW41Qrf/tpXc3DP3pV33kCn9kunT/Pcc88SmXj1nUVERDboySef5Pu+7/vy6zfffDMA7373u/nkJz/JLbfcQrvd5v3vfz+1Wo2rr76ahx9+mPFxDY44HzVONlbfaY0WpxfzATbZQMeF4wt9M2iiVkS71iYO0nqnfaZN3I5pn2ljYoM1Np3xQjoICMOyddV+9vMSNZzEwcawZNn7pPuttUu3wapByyKyWwzGqFtn7Z/JBl8IFvpHSnt1h0pcYZRR6t+q43gO9RfrnKqeygcjukWXyt4KhXIhH4xYGi1RGi9RnigDMDI5QmWqAkB1X5XRA6NLTiUbwKgBiSIiIiKyXnvGxjiwb1//xs7EHKcAXmVwRmCP3prYXWE/kQ1Sp7jILlWtjLJvcmrFfWyy4s1DLTTWH7kkIiKyXm9961vzTsdhHMfh6NGjHD169NydlIiIiIiIyA7UO4j01NOn+m5rzbX6rrdrbfx5f8kxgnqQf784vUj9RD3fHjZDTJSO5AqbIUmYkAQJ1liSOEkHdRr6EzBXMMIInUWC17S/iJwf8j7t5f7ue18T1jg6fIQR6ifrOI5Du9bOEyrdggvAmW+coVAu0DjRoDRe4viXjueDQKE7EDQb+DmMBoNeONQpLueFtcwuymYH9Ubz9haN0381DXRj0rPZQ2EjjUaPWhGxn84mitoRNrFYY4naUXe2T+frpVzKHIvQdkn669J0tgDpqKj0uipDEdle1oBTs3gLDtW4wgQTa79zZ/ZkbOI8BgkHCqUCXtkj9mPcgksSpi+QUTvK75q9vvbK1jTL9L5OV/cNj3XPZjipuBURERERERERERGRYdQpLiIiIiIiO1Zv7PlKBiPT/XmfoB6wOL1Ia66Fv5DOlkmCBH/eJ/ZjTJLOhonbMSY26QDIhHXNaBlllGoc4DXcdKC7039Hx+9ed9y1HVNELkBZzHq2BoPpfy2xgUvBFBhnFCKwkSX2Y+JWZ2CiB67r0jjRwHEdCpUCrufiFjqXootX9Jh42QTFSrEvWh3I49UzvTHrvbJBir2x68sNTNSgRBEREZGdL04i5pjjCZ44q+PMMUdiNrCeq8g5pE5xEREREREREREREZFdrHaslkahN0LCZjf5Mktsi/2YOEhTMJunmvk+SZhgIoOJDdbYdOCooZuMuYGQywIF8mxkhWSK7FjNdkiTCC5zaDmnz+pYURKy6Ca0o3jZfWwCNlnji0Ls4FmHKlUIwGIJkgDcNKEyY2KTR6kXRgosTi9SGi3lt5fGS+y5bM/QAZ8AB151ANCAzguFOsXlvLM4vTh0plDjRBqxHjbDPI43mzEEaTEInQIxjEn8zro5UZKueZqtm+MAMSsWdC6rTwOy2XvDGt4DetcGd4yTlpTJxtYMFxHpY3u+WgAHD2/9xxl4PYqDmLgRE9BZs6wzgwkHHM/B9Vy8kodbcnG97mtmb9G657I9zH1tbslt2YwmSGc1ZTOZstf+g1ceXP/5i4iIiIiIiIiIXEDiOMSplnnFlVdx0eTkWR3rpdOnOf31rxCZ5TvFRbabOsVFRERERGTHuuT1l2zKcbJBi1Wq3HHkjk05poiIiIjI+eL/a/5/tGhRIZ1N6eJisbi4ONms7852F5cCBcqU820ZB6cTo6yOMZHdolKpsHfP1FkdY6GxtqXPRLaTOsVFRERERGTbNE428qSfLM0n85p3vYbJi/Yxundy035e68w8H//bj/PO4ju7aRnZOuIbUKRIwRSwgYMpOdDTYDhoPT9i+aOIyK4ReiTt1VPEev/gbWd3xx9+vyWJPllaTwzGS6NvcdIENAC34OK46Q9wXIfmbHPJWuMAXjE9rlfqfC17jOwZoVgpAt01xLPEnj2X7QHoS+vpXWc8oxhKEZHlNU428u8Hky97ZSmYWTR6c7ZJ1I7y1/r8eC81MFG6nq9fT9MxsyRMExuM6cSiA0T95/I4j7Mw1aAwOUpget+DHHAG1wjO3nwCoNndr0cUh7Rcix+rY1zkQpIn3K7wp2+8FT7tOks/NZfoJkZmr13ZUhAAi53O+PqLdZxCfzploVTALbgUKoWh9S7AyJ4RJi+b5MAVaYz6vlfuA4bXtr3GDo3l36vm3T3UKS47Vm9hOMywmHQgLxKzfVpzLWI/zrclYULUinCLLnG7++Lpz/tYY4mDOF3XImsc3fC6OR0r3V9r6ojIDmFjwIBnvf7XsE37AaRLTwA2siQkJM3OB+msFnagVUg//DuuQ7vWZu5rc/m6QFnDbW/Eulf2KJQLVKYqebE62IAAUN1X7bveW9hmRawKWJGdaXTvJG+48c1MTaz2N7p6N3JtvsGTn32MhZmFzTk5EREREZHzwCKLFCZH+c5rXs9EZeWOoLV46fQszz33HFGitR9FRGTnUKe4iIiIiIjsaFMT41x86MDKO9llvh8QJxHzzPOJ6BP5tgoVip1/WQQkpDGQJUo4OFSoLJmh2Y2GHJw9IyIiIiKy9f7Tn/4nWqQDw3tr1aym9fBwOv9KlPJo9N6Zly4uNWoYU2JidJS942cXoQywsKgYZRE5e3Gc8BIv8cf8cd9n9YgIBweDyV8D/dhPUzEwmGb6Gd12GgcsliJF/tVr/tW5/yVkR1GnuIiIiIiIbIlhyT+nnj4FdFMdasdqBPWAxelFolaahZbFQVap4loHa5yl8WuD/dAWbKcz3BlIF87U6038xDJ55GIKXvejUAREWCCkmB3XpnPPHdLoyUoc9K2lmN83ivBdBz9aQzTkWvrOTfozbLLG/UVkx3Aa6YtQseVSjUYoNF2c+hriwXrj0we+5gx41qVIcfnjJOSJtqbzAmIck72Ygbc0Vj2LT3c6MZau51IoFyhUCoSNMI+XzJLZCiMFipUiYSME0jj1LEp9MK0nS3brpWQeEdlNVkuxzCxOr94B3BuzO+x+vUsJ1Y7V+vbrjU1vTDcIGyFJlPD/Pvv/wpTH1NTFuHaZAriHxcHv1Jr+QH66SUq0HYsfKu5cRDYur4Eby9fAdsWX1m5h3Dod4QUVqpdN0PQSmixNhgSLcdLP9h5jgwsN9QlqDf6fv/p/eM/B9wBp3QtQKBdozjSZPz4PwIl9JwDypMrSeInyRJmRyREqU5X8eM3Z5qoR66D6d6dRp7icMy995aUl24Z9SJ77+hyQxpkDeex5r9o3anljaRzEJEFC2Ew/lJvI5OvmmNCQhJ21c5LOujm9kehb1NBYpEghKWJDB7PMWnAiIjvSdizr0Nv6G2bfWgI/IHCDbkNu9prt9tzHTW8rlAt4ZQ/Hc/jbz/wtbsGlWC0uWScoUygX8kbd0QOjjF86zqVvuDS/fbmiVlHrIrtbGEZ4o1Wuuua7ufTQRUP3sdn6vwP1orfoDH2NPDkzw3PPPU9kFQ0pIiIiIudOQEB5aowr3vQ9TIysIfI8axcdQnHnIrLTxGGEW63wyte+moOTe5fu4HRGsq+h+6XebPI3n3+Cdu3Mpp+n7C7qFBcREZFcnETMMccTPLHhY9jOv4Skb1tEhI9PiVLfbYP3y8+FuG/wUoECMTGhCbsbk3Qm1JnwDEEjoEgxn8kZDYx8HxTQHXTVGjratN/xp46vuo+I7A5jY6Mc2r9v6G1Jq/8TddbX7RRtPou751bmG2ubQSQiIiIishUmRqvs3zMQeT5kIpAxw7cDLDQUdy4iO1O1UmX/1JBlHTrzX/KkuKXBbn1MnNCmzcdPfRzoRqs3aVI/Vu9rk+y93awws/LkUydX/wVkR1GnuJyVwRihwbig2edn8+9rx2o0TqT7Z1EU/oLfN8sb0sg1ExpM3Fn3wdi+r5DOBmcHp/kMi9YUEdnpmu2QJhFc5tByTm/8QM7woedBErLoLzJRHcd1N5KiEZGWpINhSB5JoUjQiBkZH8PrHHuFcFEAqj3fT64SHdI+0+Cq11/FH330jwDyuKTDbz286llrVrlcaBonG3lN2JsKlKUBnfjyCVpzrTzCd+H4AiY2afpPmGAigzWWJEp4Ba+gbRxoeETlgdeNnj9br5KtF9bRGRPjLPS/HpXqRcaiKoUFD3Nq+GuV9TvbB262wzYCjulUfppUIyLngLuWqTC9epPSkp5Y9bXEpjk9l07rkeM4uF4avQ7guA7F0SKl0RLFalp9eSUPr+xRKBfymmn0wGgePZkZmRzJv69MVTjwqgND44UzqqlEZL3WGn++nGGx6IOvU4vTi0uSMLMY9GzpiYw/7+eJmGEjzNtDo1ZE1I7wF3zCRpgvKZS1jcZBTNxOa+UkTvJad5xxmjYG62CTgUp1O1LgRES2iB32mhazakd4ZrHl4xvD3ssu7Syl1j3gqBszXkhfr+0ao4UTx9A8M8+3vf7bePK/P7nkfeDglQfXdmJyzqlTXERERACI4xCnWuYVV17FRZOTm378E3MzPP/s87xiudijtRqyQNA32t/k6aee5Tu/97u5dP+BNR6op6JepiMfYL7R4CsPf4GF2Zn1naeIiIiIiIiIiIhsqzSKfYRvv+pKDk5O9UWuOyVLMt5pFxxsH1ymvbDWqvPkpz/P/MzcFp2xbBV1istZm7h0Iv9+pVHr44wzSrq+zRjpqMphM6qrPXP3WrTyfXt/RqHz1M3u73X+RUQYTH4eDk7+fWHg6T7JJFdx1dp+SRGRC0ilUmHvYPTa2XJgvpmO0q9WquwbFns0eJeBtwjbGazpDKleZtx0ZvvYaJWDnUjkVQeLur2d4sPPWURERERERERERHa/6miVvVNT9AZYuiMG9nQaAQe7t5ZrGzyjOI7dSp3iO9xq8eTAkmiGTBbVs5x2rc3C8YU8viyL78mEjTTCJ4s6z/gLPoVygaAe8J+e+E/svegiRqcmevZw8IZM43NwqMQjS7YPys4ijhIa7QhGEzyv99XHsBnZ6cfPnMCpOVzJlWd9rEFFimDVmyIikttArbgkGsk6WMcOrUeLTY/RaITCogvzy4Uc93N6R3uukETqNdIbxxnnz/79n+F4DpWpCm7R5cuf+DIAhXJaUhVGCkxeNsn4pd14z5HJEfa9cvjaxaMHRoduzyL5FBMqG7HWmMhhdSWkteVgHdmutfHn/b6o217+vJ9/H9SDvI48/bV0wEocxCRBQhImtM+0icMYE6YjXcJmmJZ3CUv+cMuUadvOMjt26e0iIueFtb62WWf98elnYyB6Pd1kSQbWi4gWIlqFVlpPOd37Oq6Txq0XXLyyh+M5FEoF3IKbXoouXtHDK3mUJ8pUpioUq2kUe68sdn3q8BQHXpUmAq0Us55RHSUimY20p9aO1fqizjOl8VJf9Hl2n9iPiYO0vTKre5Oo//XSRIawGeJ6LiYxeSS6SdLlg0hY15I8Zco0O3cYGi28nXba+YjIrtNdqszBrtAdZKNhdx64mnQ2mPRieufJJGCS7GemX901rlNepcqfH/3zvK7Nt++v9u0XBzEje0aYvGwS6Na3I5Mj+XJD1X3pfZZrK+yldsONU6e4nJU2bUan9vLdP/RmJvd0/gAtEA15tbAOXqOz7tgajv2t2VM89zfP8crXXsWhqbXH7K6l5qo3F3n2L55kvja/5uOKiIiIiIiIiIiIiIiIyO6jTnHZFJN7xrn4wP70igUzZHSOten6DEA6ImcVtUYdgGp1hH1Tk2s/mTVO0I6jhFlm+Tyf79s+bJZ7etjhB+7dP4ton2GGZKXhSyIiIiIiIiLrECURc8zxBE/k20zPh+veWeSDs7lt518vH58y5fy6h0dMPHTfoJPpln01GAoUMBh8fKI4YpxxfqT8I2f5W3a9/RNv37Rj9bI7bjqliFxIPnryo9RJ2zydnn8uLhUq+fVBHh6Vzr8iRRwcznAGa8pL9hUREZHh1Cm+AzVONjj19CkA5r4+B3QjKQdje5qzTaJ2ROwv7YCNg5j2mTaQxvOY2BC20vu5XvphOW7H+X1N0tNTbehOue79fsClXMo8PjQ94kr3A/jQ/mADTmvtHz6d0MM1HoQFjL+5EXHNhYjAWAqXlZh1hkeHno0oCWm7Fj9aR+aRiMh5ri/2aFi00arS9xAz5D3GbRXT9wy/QNJc6/IVPfu59K0nlLUpuyMm33eKKcJa+j4anA769svGRzmeQ2msRLFSTG8uuBQqBSp70yikQrlAYSQtv6r7quy7vBurnsVSV6YqeZRfb8zfxd998Rp/LzmfLBeFnj03BmMfW3Mt2rV2fr031jwzMjnCwvGFvJ7Moh9Lo6X8+6iV/pFG7fRr7McE9aAvBjJud2rIOP07MYnJoyCTMMEmltiPsdamcZBZDO86xg1OMkkUN/AaDo43UEf2Xu38ms6SUnPg9SD7kzZOehlGfSUisgM12yEtIpzLHFrO6bM+XpxENNpNJkbH8Jxu05Bxh3+GzTrJ24Xe95W0Horc9L3jzJkX+fzs53kzb87vY7EYDHGj8+Lvkb40O3TqLxfHdfI49Sxi/d4X72Xqon1U906e9e/aq3lmnqJT5Asf/QJAX1xlb1TlWuLZQZGVIltptTq4V1YTD1sCCGDh+ALQH4MeNkOiVpTXu5msnbR1utVtV+2pc01iMGHazuq4DiY2JHHSXQ4Ill325/N8nnBfwuT+Qyv+7l3dgyRAEhfwE/BJz9nEZXwHfD+Gtb1siYhcGFZqGxi4LWm72KLT3c0BOzhvcqD5wPoeRVPiAAeY/8Y8OOAW00ZCx3Won6j3371T4859Le3vG1xGKNO7nND4peNLlrDLatfllgBZjmrWLnWKywUpjkOcaplXXHkVF01ObvrxXzp9mueee5ZoWM+NiIiIiIiIyDps9mfY7DPr4cHjLTcevbM9GVvay+OMGObrdZ56+AsszC6c9bkBtGgxuncfb/yhNzM5uTmNeLV6gyc//XnmZ+Y25XgiIus1zzwj+8d57Q9ey56xiaU7DLzEOgOdMF7DwYbdjSdnZ3n+ueeIrSbliIiIrIU6xS8Av/jsL9IiHSnp4uYjvLOvWSRPhc4sNgp9MT0OTl9EePZ9hQqzzOKZ3TsUsVKpsHfP1KYfd6Gx+bPPRURERERE5MK2WZ9hs8+sg8dzhq8mhuOlbQR2Ykikb2XrIjYm90xw8aH9S29QqoeInEP3n7yfFq18yYnBdtPsuoeXL62YRZz3mmMOm4ywZ2yCg/v3Lv1Bg69tA73iTtGS+N1tC4vDZ9OLiIjIcFvWKf7xj3+cX/7lX+all17iiiuu4L777uPNb37zVv24s7ZcJM9aDIvtgaURBieePLEk7mAw0jKoByxOL1I/UScOYhonGoStEJt0ImMjgzU2vxhj0vyc3qKpJ/b8z/gzKlNjTO7tRq6aZTMr1xo3m4pwqEZ7iRKXqBZ31wtPb1xKH1pFRGSnMvSsyAlO54qNHUjSRo5xhsxSMv1fbWQJ/IDA68arO55D/cXOmnGuk148B6/kceLJE3lcklf28nj1LH69WC3m8Z3Hv3Q8j0nKZFGfY4fGztsopN1eUw7WictFOw7TrrXzqMde5YkyQT2gPFGmcaL788JmSGm0lC+v05xp4s/7ebx5r2xJHZtYkqA7sySPQs/uk9209BDnRIlS98pKtaTqTBGRLZW1SQybjGgTCyZdD7d3jfKhBu6frYnetwa6B/vYh9/dabj1NWHkd5hggi9//MvpjyqmowBK4yUK5bSJrDBSoLqvSmm0+x5UGi/1xS5nLnvTZVT3VYH+9/bqvmp+Pbt9Nb3x7YPGDo311RRrjXffiPO1poTdX1duhc34/x52noNL/WRL/AyrbXv1Lu/TmmstWS4yDmKSIMErd0fwFMoF4iDdr32mjYkMsR/nUecAiZ+k7ahZrWtMWj9mry+WJa9Pmcd4jHBvzPjUfpxl4zS6+svn/iK1FI4TGIfoTIRTXFrA2sFN1oLtvtjZ7oE7P6QzYClh2+p1EZFdwS7zdfB2J/1+1QDg2MG1LpdyWf7C39v2kjTXkODRWU4oX1qItA3RcdKlhRw33Zi1IwJ4JQ/Xc3ELLiY2VPZWKI13a9ZCuZC3HRarRaJWxOiB0b59euPal9O7xGOmt6ZdqW6Fbq26E+vKLekU/93f/V1uuukmPv7xj/MP/+E/5Dd+4ze48cYbefbZZ7nsssu24kfKMhZZpLx3nCvf/Ab2jHU+NA0pulKDCyOsfGybwLemp3nu6eeJjGJ6REREZHOpphQRERGRzaC6UjZqgQUqUxNc+ZbvYaKyyoCUTmdK90q/EzOneO5vniMyw2YTiYiIyFbbkk7xe++9l5/+6Z/mZ37mZwC47777+OxnP8snPvEJ7rrrrr59gyAgCIL8+sJCOmKwXu9fiH6rNRobH33ZXBy+qH2z2b+96TdJ2v2dx74/MFM8CGiFLdpxmziO8Y1PaEKs6cwUtwZrbX4xtjOycdhMcdLR1okxRGFIGHYeZ7NJneIG4ijCJAkL9Xle6o302YQ+8oXFOiZJqNcXmF73CPDtO/ZWH1/nfu6PvdXH363H3urj79Zjb/Xxd+uxt/r4m3LsIfdzSpZ6q4lJEmJifPylOw3TM/LUsQ6eTWcyONZJL8bBMx42sXiuh5d4eLFHwStQiApEhbSRpBgWcYL0xArtAkm5/w02GUkwFYNpGGz93E2Vzeo0u2Qqw+ZaT00JO6OuHKwpB+vErD5st9qrHstv+zSDpXVm7McEQUDsx7TC7qy0MAyJizGtqEUcxbSTNkESpDNhBoSmM1PcWJKeaX/Gmr6v2z0DOyIiMQlzC/PdWnaIvsSiFdQbjU7tusBL7vCZPr3rNK7FZr+26Xg775gX2vG24pg63s475rLHW2USZNIctqa4ZWGxQRCGnOQkn+bTQHcW+KCICIsl6omYM51/FkuQBNSoUY33MTszRxgs8/q/zsdhfqGBSdKf0U7S92HPTWu0JE4oeJ2Z4lEBQoiL3SlCURARhUs7sRZbiyQj6fto73t7MpLk17PbV2Mqy0/zNA3TV1OYxtZNCT0fa0o4P+rKrbAZ/9/DzjN7vvbWvsvVtr2yv7MwDGlHadtorziOSZIEL+6ZKe4V8v3aSRubWGITY4zJ6+DEJt12VFjanrrCw5C2rSZp26q3fD0KrNopnrejLtQ54Qxplh9cU3zIj+itVTfzvWEnvxfq3HbG8XRu23+snX683XxuSavzArzGn1Nvb6CtcNBgvx6ddkPSWehOJykka0cE8IyH67i4xs1TpJO4W2sWvAI2Sg9aDItEUYQTOkRBt44dTGEZJuvH7G2H7K1pV6pboVur7si60m6yIAis53n293//9/u2//zP/7x9y1vesmT/X/iFX8j+63XRRRdddNFFF1102UWXF198cbNLyQ3XlKorddFFF1100UUXXXbnZStrStWVuuiiiy666KKLLhfOZbW6ctNnip8+fZokSTh48GDf9oMHDzI9Pb1k/1tvvZWbb745v26M4cyZM+zbtw/H2aQh1auo1+u8/OUv58UXX2RiYuKc/MzdTo/ZxuhxWz89Zuunx2z99JhtjB639TtfHjNrLY1Gg0suuWTLfsZ6a0o4t3Xl+fJ/KVtDzw9Zjp4bshw9N2Ql5+vz41zUlLDz68rd6nx9XsrZ0fNChtHzQobR80KWs5Hnxlrryi2JTweWFIjW2qFFY7lcplzuX9h9cnJyq05rRRMTE/rjWyc9Zhujx2399Jitnx6z9dNjtjF63NbvfHjM9uzZc05+zlprStieuvJ8+L+UraPnhyxHzw1Zjp4bspLz8flxrmpK2Pl15W51Pj4v5ezpeSHD6Hkhw+h5IctZ73NjLXXlKqtFrd/+/fvxPG/JSMuZmZklIzJFRERERIZRTSkiIiIim0F1pYiIiIjAFnSKl0olXv/61/PII4/0bX/kkUe49tprN/vHiYiIiMh5SDWliIiIiGwG1ZUiIiIiAlsUn37zzTfzkz/5k7zhDW/gmmuu4f777+f48eO8733v24ofd9bK5TK/8Au/sCQWSZanx2xj9Litnx6z9dNjtn56zDZGj9v66TFbn51cU+r/Ulai54csR88NWY6eG7ISPT/O3k6uK3crPS9lGD0vZBg9L2QYPS9kOVv53HCstXbTjwp8/OMf55577uGll17i1a9+Nb/yK7/CW97ylq34USIiIiJynlJNKSIiIiKbQXWliIiIyIVtyzrFRUREREREREREREREREREttumrykuIiIiIiIiIiIiIiIiIiKyU6hTXEREREREREREREREREREzlvqFBcRERERERERERERERERkfOWOsVFREREREREREREREREROS8pU7xjiAIeO1rX4vjOHz1q1/tu+348eO8/e1vZ3R0lP379/PzP//zhGG4PSe6A/yjf/SPuOyyyxgZGeHiiy/mJ3/yJzl58mTfPnrMuv7+7/+en/7pn+bw4cNUKhW+/du/nV/4hV9Y8njoMVvqF3/xF7n22mupVqtMTk4O3UeP21If//jHOXz4MCMjI7z+9a/n85///Haf0o7x2GOP8fa3v51LLrkEx3H43//7f/fdbq3l6NGjXHLJJVQqFd761rfyzDPPbM/J7hB33XUXb3zjGxkfH+eiiy7ix37sx3jhhRf69tHj1u8Tn/gEV111FRMTE0xMTHDNNdfw6U9/Or9dj9f5Q/Wj9FLNJ6tRjSaqq2St7rrrLhzH4aabbsq36bkhO41qYemlWliWoxr4wqb6V9biXNa+6hTvuOWWW7jkkkuWbE+ShLe97W00m02+8IUv8NBDD/F7v/d7/Kt/9a+24Sx3hu/7vu/jf/yP/8ELL7zA7/3e7/F3f/d3/JN/8k/y2/WY9Xv++ecxxvAbv/EbPPPMM/zKr/wKv/7rv85HPvKRfB89ZsOFYciP//iP87M/+7NDb9fjttTv/u7vctNNN3Hbbbfxl3/5l7z5zW/mxhtv5Pjx49t9ajtCs9nkNa95DR/96EeH3n7PPfdw77338tGPfpQnnniCQ4cOcf3119NoNM7xme4cjz76KB/4wAd4/PHHeeSRR4jjmBtuuIFms5nvo8et38te9jJ+6Zd+iSeffJInn3yS7//+7+dHf/RH88JNj9f5Q/Wj9FLNJytRjSagukrW5oknnuD+++/nqquu6tuu54bsNKqFpZdqYRlGNbCo/pXVnPPa14r94z/+Y/uqV73KPvPMMxawf/mXf9l3m+u69sSJE/m23/md37HlctkuLCxsw9nuPH/wB39gHcexYRhaa/WYrcU999xjDx8+nF/XY7ay3/qt37J79uxZsl2P21Lf8z3fY9/3vvf1bXvVq15l/+2//bfbdEY7F2A/9alP5deNMfbQoUP2l37pl/Jtvu/bPXv22F//9V/fhjPcmWZmZixgH330UWutHre1mpqasv/5P/9nPV7nEdWPshaq+SSjGk2GUV0lgxqNhj1y5Ih95JFH7HXXXWc/9KEPWWv13JCdR7WwrIVqYVENLINU/0qv7ah9L/iZ4qdOneJf/It/wX/7b/+NarW65PYvfelLvPrVr+4b+fhDP/RDBEHAU089dS5PdUc6c+YM//2//3euvfZaisUioMdsLRYWFti7d29+XY/Zxuhx6xeGIU899RQ33HBD3/YbbriBL37xi9t0VrvHsWPHmJ6e7nv8yuUy1113nR6/HgsLCwD5a5get5UlScJDDz1Es9nkmmuu0eN1nlD9KGulmk9ANZosT3WVDPrABz7A2972Nn7wB3+wb7ueG7KTqBaWtVItfGFTDSzDqP6VXttR+17QneLWWn7qp36K973vfbzhDW8Yus/09DQHDx7s2zY1NUWpVGJ6evpcnOaO9OEPf5jR0VH27dvH8ePH+YM/+IP8Nj1mK/u7v/s7fu3Xfo33ve99+TY9Zhujx63f6dOnSZJkyWNy8ODBC/LxWK/sMdLjtzxrLTfffDNvetObePWrXw3ocVvO008/zdjYGOVymfe973186lOf4ru+67v0eJ0HVD/KWqnmk4xqNBlGdZUMeuihh/jKV77CXXfdteQ2PTdkp1AtLGulWlhUA8sg1b/Sa7tq3/OyU/zo0aM4jrPi5cknn+TXfu3XqNfr3HrrrSsez3GcJdustUO371Zrfcwy/+bf/Bv+8i//kocffhjP8/jn//yfY63Nb9djtvQxAzh58iQ//MM/zI//+I/zMz/zM323XQiPGWzscVvJhfK4rcfg736hPx7rpcdveR/84Af567/+a37nd35nyW163Pp9x3d8B1/96ld5/PHH+dmf/Vne/e538+yzz+a36/HaeVQ/ynJU88lm0Wu/9FJdJb1efPFFPvShD/Hbv/3bjIyMLLufnhuyVVQLy3JUC8vZ0nuXZFT/SmY7a9/CWd17h/rgBz/IT/zET6y4zz/4B/+AO+64g8cff5xyudx32xve8Abe9a538cADD3Do0CH+z//5P32312o1oihaMkphN1vrY5bZv38/+/fv5/LLL+c7v/M7efnLX87jjz/ONddco8esR+9jdvLkSb7v+76Pa665hvvvv79vvwvlMYP1P24ruZAet7XYv38/nuctGS01MzNzQT4e63Xo0CEgHYl28cUX59v1+KV+7ud+jj/8wz/kscce42Uve1m+XY/bcKVSiVe+8pVAWlc88cQT/Oqv/iof/vCHAT1eO5HqR1mOaj45W6rRZJDqKhn01FNPMTMzw+tf//p8W5IkPPbYY3z0ox/lhRdeAPTckK2jWliWo1pYNko1sPRS/Su9trX2PasVyXe5b37zm/bpp5/OL5/97GctYP/X//pf9sUXX7TWWvvHf/zH1nVde/Lkyfx+Dz30kC2Xy3ZhYWG7Tn1HOX78uAXsn//5n9v/v537eYlqjcMAPlcoCYUBIbAICqxF0EqiVRTp0n/AQBhopSTUstpEO9u0icBNzLZV7SPyx66NBxxw4UaFkfYKUSA+LcK5qaMVl9sMx88HzmLOOYuXh3cOD/MdTiKzdprNZq5cuZLx8fHs7Owcui6z49Xr9VSr1UPn5XbYjRs3MjU1te/c1atX8+jRow6tqHtVKpW8e/eu9Xl3dzeDg4N5/vx569y3b99SrVYzOzvbgRV2h93d3dy/fz/nz5/P6upq2+ty+7WRkZHUajV5lYD+yHF0Po6io5HoVRxta2trX79oNBq5fv16JiYm0mg07A26hi7McXRhDtKB0X9pp5Pd90QPxQ9aW1tLpVJJURStczs7O7l27VpGR0eztLSUDx8+5MKFC5menu7cQjvo06dPefnyZYqiyPr6ej5+/JibN29maGgoX79+TSKzgzY3N3P58uWMjIyk2Wzm8+fPrWOPzNrb2NhIURR59uxZ+vv7UxRFiqLI9vZ2Erm18+bNm5w6dSqvX7/OyspKHj58mL6+vqyvr3d6aV1he3u7tY8qlUpevHiRoiiysbGRJJmZmUm1Ws3bt2/TaDRy9+7dnDt3LltbWx1eeedMTU2lWq1mfn5+3/Pry5cvrXvktt/jx4+zuLiYtbW1LC8v58mTJ+np6cn79++TyKts9Ef26HwcR0cj0av4M7dv386DBw9an+0NupEuzB5dmHZ0YPRfftff6r6G4j9pV+SSH4O5sbGxnDlzJgMDA5menm4NgE+a5eXl3LlzJwMDA+nt7c2lS5cyOTmZZrO57z6Z/ater6dSqbQ9fiazw2q1Wtvc9t5KkMitnVevXuXixYs5ffp0hoeHs7Cw0OkldY25ubm2e6pWqyX58e/Ep0+fZnBwML29vbl161YajUZnF91hRz2/6vV66x657Xfv3r3Wd/Ds2bMZHR1tDcQTeZWN/sgenY9f0dHQq/gTB38YtDfoRrowe3RhjqIDn2z6L7/rb3Xff5Lkv72AHQAAAAAAAAC6U0+nFwAAAAAAAAAA/xdDcQAAAAAAAABKy1AcAAAAAAAAgNIyFAcAAAAAAACgtAzFAQAAAAAAACgtQ3EAAAAAAAAASstQHAAAAAAAAIDSMhQHAAAAAAAAoLQMxQEAAAAAAAAoLUNxAAAAAAAAAErLUBwAAAAAAACA0voOaD/c3DsEeIIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 2000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_ppc(idata_sem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "residuals_posterior_cov = get_posterior_resids(idata_sem, 1000)\n",
    "residuals_posterior_corr = get_posterior_resids(idata_sem, 1000, metric=\"corr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "mask = np.triu(np.ones_like(residuals_posterior_corr, dtype=bool))\n",
    "ax = sns.heatmap(residuals_posterior_corr, annot=True, cmap=\"bwr\", mask=mask)\n",
    "ax.set_title(\"Residuals between Model Implied and Sample Correlations \\n SEM model\", fontsize=25);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize=(15, 10))\n",
    "axs = axs.flatten()\n",
    "ax = axs[0]\n",
    "ax1 = axs[1]\n",
    "ax2 = axs[2]\n",
    "az.plot_forest(idata_sem, var_names=[\"ksi\"], combined=True, ax=ax, coords={\"latent\": [\"adjust\"]})\n",
    "az.plot_forest(\n",
    "    idata_sem,\n",
    "    var_names=[\"ksi\"],\n",
    "    combined=True,\n",
    "    ax=ax1,\n",
    "    colors=\"forestgreen\",\n",
    "    coords={\"latent\": [\"risk\"]},\n",
    ")\n",
    "az.plot_forest(\n",
    "    idata_sem,\n",
    "    var_names=[\"ksi\"],\n",
    "    combined=True,\n",
    "    ax=ax2,\n",
    "    colors=\"slateblue\",\n",
    "    coords={\"latent\": [\"achieve\"]},\n",
    ")\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xlabel(\"ADJUST\")\n",
    "ax1.set_yticklabels([])\n",
    "ax1.set_xlabel(\"RISK\")\n",
    "ax2.set_yticklabels([])\n",
    "ax2.set_xlabel(\"ACHIEVE\")\n",
    "ax.axvline(-2, color=\"red\")\n",
    "ax1.axvline(-2, color=\"red\")\n",
    "ax2.axvline(-2, color=\"red\")\n",
    "ax.set_title(\"Individual On Latent Factor ADJUST\")\n",
    "ax1.set_title(\"Individual On Latent Factor RISK\")\n",
    "ax2.set_title(\"Individual On Latent Factor ACHIEVE\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/stats.py:1653: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n",
      "See http://arxiv.org/abs/1507.04544 for details\n",
      "  warnings.warn(\n",
      "/Users/nathanielforde/mambaforge/envs/bayesian_causal_book/lib/python3.10/site-packages/arviz/stats/stats.py:1653: UserWarning: For one or more samples the posterior variance of the log predictive densities exceeds 0.4. This could be indication of WAIC starting to fail. \n",
      "See http://arxiv.org/abs/1507.04544 for details\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "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>rank</th>\n",
       "      <th>elpd_waic</th>\n",
       "      <th>p_waic</th>\n",
       "      <th>elpd_diff</th>\n",
       "      <th>weight</th>\n",
       "      <th>se</th>\n",
       "      <th>dse</th>\n",
       "      <th>warning</th>\n",
       "      <th>scale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SEM</th>\n",
       "      <td>0</td>\n",
       "      <td>-14525.202949</td>\n",
       "      <td>905.303983</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>49.632750</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>log</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CFA</th>\n",
       "      <td>1</td>\n",
       "      <td>-14748.968775</td>\n",
       "      <td>939.024032</td>\n",
       "      <td>223.765826</td>\n",
       "      <td>0.0</td>\n",
       "      <td>48.571539</td>\n",
       "      <td>12.080799</td>\n",
       "      <td>True</td>\n",
       "      <td>log</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     rank     elpd_waic      p_waic   elpd_diff  weight         se        dse  \\\n",
       "SEM     0 -14525.202949  905.303983    0.000000     1.0  49.632750   0.000000   \n",
       "CFA     1 -14748.968775  939.024032  223.765826     0.0  48.571539  12.080799   \n",
       "\n",
       "     warning scale  \n",
       "SEM     True   log  \n",
       "CFA     True   log  "
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compare_df = az.compare({'SEM': idata_sem, 'CFA': idata}, 'waic')\n",
    "compare_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_compare(compare_df);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Counterfactual Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\n",
       "            \\begin{array}{rcl}\n",
       "            \\text{lambdas1\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{lambdas2\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{lambdas3\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{chol\\_cov} &\\sim & \\operatorname{\\_lkjcholeskycov}(3,~2,~\\operatorname{Exponential}(f()))\\\\\\text{ksi} &\\sim & \\operatorname{MultivariateNormal}(f(\\text{chol\\_cov}),~f(\\text{chol\\_cov}))\\\\\\text{betas} &\\sim & \\operatorname{Normal}(0,~0.5)\\\\\\text{Psi} &\\sim & \\operatorname{InverseGamma}(2,~13)\\\\\\text{lambdas1} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas1\\_}))\\\\\\text{lambdas2} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas2\\_}))\\\\\\text{lambdas3} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas3\\_}))\\\\\\text{chol\\_cov\\_corr} &\\sim & \\operatorname{Deterministic}(f(\\text{chol\\_cov}))\\\\\\text{chol\\_cov\\_stds} &\\sim & \\operatorname{Deterministic}(f(\\text{chol\\_cov}))\\\\\\text{endogenous\\_structural\\_paths} &\\sim & \\operatorname{Deterministic}(f(\\text{ksi},~\\text{betas}))\\\\\\text{mu} &\\sim & \\operatorname{Deterministic}(f(\\text{ksi},~\\text{betas},~\\text{lambdas3\\_},~\\text{lambdas2\\_},~\\text{lambdas1\\_}))\\\\\\text{likelihood} &\\sim & \\operatorname{Normal}(\\text{mu},~\\text{Psi})\n",
       "            \\end{array}\n",
       "            $$"
      ],
      "text/plain": [
       "                  lambdas1_ ~ Normal(1, 0.5)\n",
       "                  lambdas2_ ~ Normal(1, 0.5)\n",
       "                  lambdas3_ ~ Normal(1, 0.5)\n",
       "                   chol_cov ~ _lkjcholeskycov(3, 2, Exponential(f()))\n",
       "                        ksi ~ MultivariateNormal(f(chol_cov), f(chol_cov))\n",
       "                      betas ~ Normal(0, 0.5)\n",
       "                        Psi ~ InverseGamma(2, 13)\n",
       "                   lambdas1 ~ Deterministic(f(lambdas1_))\n",
       "                   lambdas2 ~ Deterministic(f(lambdas2_))\n",
       "                   lambdas3 ~ Deterministic(f(lambdas3_))\n",
       "              chol_cov_corr ~ Deterministic(f(chol_cov))\n",
       "              chol_cov_stds ~ Deterministic(f(chol_cov))\n",
       "endogenous_structural_paths ~ Deterministic(f(ksi, betas))\n",
       "                         mu ~ Deterministic(f(ksi, betas, lambdas3_, lambdas2_, lambdas1_))\n",
       "                 likelihood ~ Normal(mu, Psi)"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_sem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\n",
       "            \\begin{array}{rcl}\n",
       "            \\text{lambdas1\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{lambdas2\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{lambdas3\\_} &\\sim & \\operatorname{Normal}(1,~0.5)\\\\\\text{chol\\_cov} &\\sim & \\operatorname{\\_lkjcholeskycov}(3,~2,~\\operatorname{Exponential}(f()))\\\\\\text{ksi} &\\sim & \\operatorname{MultivariateNormal}(f(\\text{chol\\_cov}),~f(\\text{chol\\_cov}))\\\\\\text{Psi} &\\sim & \\operatorname{InverseGamma}(2,~13)\\\\\\text{endogenous\\_structural\\_paths} &\\sim & \\operatorname{Deterministic}(f(\\text{ksi}))\\\\\\text{lambdas3} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas3\\_}))\\\\\\text{lambdas2} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas2\\_}))\\\\\\text{lambdas1} &\\sim & \\operatorname{Deterministic}(f(\\text{lambdas1\\_}))\\\\\\text{mu} &\\sim & \\operatorname{Deterministic}(f(\\text{ksi},~\\text{lambdas3\\_},~\\text{lambdas2\\_},~\\text{lambdas1\\_}))\\\\\\text{likelihood} &\\sim & \\operatorname{Normal}(f(\\text{ksi},~\\text{lambdas1\\_},~\\text{lambdas2\\_},~\\text{lambdas3\\_}),~\\text{Psi})\n",
       "            \\end{array}\n",
       "            $$"
      ],
      "text/plain": [
       "                  lambdas1_ ~ Normal(1, 0.5)\n",
       "                  lambdas2_ ~ Normal(1, 0.5)\n",
       "                  lambdas3_ ~ Normal(1, 0.5)\n",
       "                   chol_cov ~ _lkjcholeskycov(3, 2, Exponential(f()))\n",
       "                        ksi ~ MultivariateNormal(f(chol_cov), f(chol_cov))\n",
       "                        Psi ~ InverseGamma(2, 13)\n",
       "endogenous_structural_paths ~ Deterministic(f(ksi))\n",
       "                   lambdas3 ~ Deterministic(f(lambdas3_))\n",
       "                   lambdas2 ~ Deterministic(f(lambdas2_))\n",
       "                   lambdas1 ~ Deterministic(f(lambdas1_))\n",
       "                         mu ~ Deterministic(f(ksi, lambdas3_, lambdas2_, lambdas1_))\n",
       "                 likelihood ~ Normal(f(ksi, lambdas1_, lambdas2_, lambdas3_), Psi)"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_beta0 = do(model_sem, {\"betas\": [0, 0 , 0]}, prune_vars=True)\n",
    "model_beta1 = do(model_sem, {\"betas\": [.6, .3, .7]}, prune_vars=True)\n",
    "model_beta0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [likelihood]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ea3b6e880c0f49c0bb40b10d211d1379",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [likelihood]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f288930b1c6c4b80982fe7bc93b98392",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample new sales data assuming Google Ads off: P(Y | c, do(z=0))\n",
    "idata_z0 = pm.sample_posterior_predictive(\n",
    "    idata_sem,\n",
    "    model=model_beta0,\n",
    "    predictions=False,\n",
    "    var_names=[\"likelihood\", \"betas\",],\n",
    ")\n",
    "\n",
    "\n",
    "# Sample new sales data assuming Google Ads off: P(Y | c, do(z=1))\n",
    "idata_z1 = pm.sample_posterior_predictive(\n",
    "    idata_sem,\n",
    "    model=model_beta1,\n",
    "    predictions=False,\n",
    "    var_names=[\"likelihood\", \"betas\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
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       "      <td>-2.741793</td>\n",
       "      <td>-2.712314</td>\n",
       "      <td>0.295789</td>\n",
       "      <td>0.118695</td>\n",
       "      <td>-0.106244</td>\n",
       "      <td>-3.244289</td>\n",
       "      <td>-3.269911</td>\n",
       "      <td>-3.144995</td>\n",
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       "      <th>496</th>\n",
       "      <td>-1.806035</td>\n",
       "      <td>-1.866611</td>\n",
       "      <td>-1.708778</td>\n",
       "      <td>-0.034715</td>\n",
       "      <td>-0.125841</td>\n",
       "      <td>0.024298</td>\n",
       "      <td>-3.121126</td>\n",
       "      <td>-3.169021</td>\n",
       "      <td>-3.109019</td>\n",
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       "      <th>497</th>\n",
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       "      <td>-1.074607</td>\n",
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       "<p>500 rows × 9 columns</p>\n",
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       "            0         1         2         3         4         5          6  \\\n",
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       "3   -2.819183 -2.772283 -2.644945  0.060841  0.001182 -0.242429   0.159944   \n",
       "4    1.863068  1.877680  1.869703 -0.162434  0.054977 -0.172869   3.982492   \n",
       "..        ...       ...       ...       ...       ...       ...        ...   \n",
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       "\n",
       "             7          8  \n",
       "0     4.983223   4.915345  \n",
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       "2    -5.387973  -5.491420  \n",
       "3     0.115791   0.183742  \n",
       "4     4.081118   4.022108  \n",
       "..         ...        ...  \n",
       "495  -3.269911  -3.144995  \n",
       "496  -3.169021  -3.109019  \n",
       "497  -1.074607  -0.996607  \n",
       "498  -9.405972  -9.496412  \n",
       "499  14.682946  14.486019  \n",
       "\n",
       "[500 rows x 9 columns]"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame((idata_z0['posterior_predictive']['likelihood'] - idata_z1['posterior_predictive']['likelihood']).mean(dim=('chain', 'draw')).values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": [
    "residuals_posterior_corr0 = get_posterior_resids(idata_z0, 1000, metric=\"corr\")\n",
    "\n",
    "residuals_posterior_corr1 = get_posterior_resids(idata_z1, 1000, metric=\"corr\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>motiv</th>\n",
       "      <th>harm</th>\n",
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       "      <th>ses</th>\n",
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       "      <td>-0.209786</td>\n",
       "      <td>0.006914</td>\n",
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       "    <tr>\n",
       "      <th>ppsych</th>\n",
       "      <td>0.184254</td>\n",
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       "      <td>0.191927</td>\n",
       "      <td>0.000030</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.179593</td>\n",
       "      <td>0.192383</td>\n",
       "      <td>0.185316</td>\n",
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       "    <tr>\n",
       "      <th>read</th>\n",
       "      <td>-0.897010</td>\n",
       "      <td>-0.795131</td>\n",
       "      <td>-0.667100</td>\n",
       "      <td>-0.232936</td>\n",
       "      <td>-0.190744</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>-0.182936</td>\n",
       "      <td>-0.086550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>-0.244641</td>\n",
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       "    <tr>\n",
       "      <th>spell</th>\n",
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      ],
      "text/plain": [
       "           motiv      harm     stabi    verbal       ses    ppsych      read  \\\n",
       "motiv   0.000000 -0.082205 -0.130390 -0.242107 -0.193577  0.184254 -0.897010   \n",
       "harm   -0.082205  0.000000 -0.154298 -0.251194 -0.202228  0.193474 -0.795131   \n",
       "stabi  -0.130390 -0.154298  0.000000 -0.259143 -0.209786  0.191927 -0.667100   \n",
       "verbal -0.242107 -0.251194 -0.259143  0.000000  0.006914  0.000030 -0.232936   \n",
       "ses    -0.193577 -0.202228 -0.209786  0.006914  0.000000  0.006726 -0.190744   \n",
       "ppsych  0.184254  0.193474  0.191927  0.000030  0.006726  0.000000  0.179593   \n",
       "read   -0.897010 -0.795131 -0.667100 -0.232936 -0.190744  0.179593  0.000000   \n",
       "arith  -0.817537 -0.721661 -0.600199 -0.244641 -0.210943  0.192383 -0.182936   \n",
       "spell  -0.876321 -0.772816 -0.653357 -0.239960 -0.196132  0.185316 -0.086550   \n",
       "\n",
       "           arith     spell  \n",
       "motiv  -0.817537 -0.876321  \n",
       "harm   -0.721661 -0.772816  \n",
       "stabi  -0.600199 -0.653357  \n",
       "verbal -0.244641 -0.239960  \n",
       "ses    -0.210943 -0.196132  \n",
       "ppsych  0.192383  0.185316  \n",
       "read   -0.182936 -0.086550  \n",
       "arith   0.000000 -0.228749  \n",
       "spell  -0.228749  0.000000  "
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "residuals_posterior_corr0 - residuals_posterior_corr1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "mask = np.triu(np.ones_like(residuals_posterior_corr1, dtype=bool))\n",
    "ax = sns.heatmap(residuals_posterior_corr1, annot=True, cmap=\"bwr\", mask=mask)\n",
    "ax.set_title(\"Residuals between Model Implied and Sample Correlations\", fontsize=25);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "mask = np.triu(np.ones_like(residuals_posterior_corr0, dtype=bool))\n",
    "ax = sns.heatmap(residuals_posterior_corr0, annot=True, cmap=\"bwr\", mask=mask)\n",
    "ax.set_title(\"Residuals between Model Implied and Sample Correlations\", fontsize=25);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "bayesian_causal_book",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}