outlier_labs.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:30:44.037641Z",
     "iopub.status.busy": "2022-01-29T07:30:44.037079Z",
     "iopub.status.idle": "2022-01-29T07:30:45.534509Z",
     "shell.execute_reply": "2022-01-29T07:30:45.534847Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/hostedtoolcache/Python/3.10.2/x64/lib/python3.10/site-packages/jax/experimental/optimizers.py:28: FutureWarning: jax.experimental.optimizers is deprecated, import jax.example_libraries.optimizers instead\n",
      "  warnings.warn('jax.experimental.optimizers is deprecated, '\n",
      "/opt/hostedtoolcache/Python/3.10.2/x64/lib/python3.10/site-packages/jax/experimental/stax.py:28: FutureWarning: jax.experimental.stax is deprecated, import jax.example_libraries.stax instead\n",
      "  warnings.warn('jax.experimental.stax is deprecated, '\n"
     ]
    }
   ],
   "source": [
    "import datetime as dt\n",
    "\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import numpy as np\n",
    "import numpyro\n",
    "import numpyro.distributions as dist\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from jax import random\n",
    "from numpyro.handlers import reparam\n",
    "from numpyro.infer import MCMC, NUTS, Predictive\n",
    "from numpyro.infer.reparam import LocScaleReparam\n",
    "from scipy.special import expit, logit\n",
    "from sklearn.preprocessing import LabelEncoder\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:30:45.543227Z",
     "iopub.status.busy": "2022-01-29T07:30:45.542674Z",
     "iopub.status.idle": "2022-01-29T07:30:46.407649Z",
     "shell.execute_reply": "2022-01-29T07:30:46.407246Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(\n",
    "    'data/meta_lineages.csv',\n",
    "    index_col=0,\n",
    "    parse_dates=[1,3],\n",
    "    infer_datetime_format=True,\n",
    "    cache_dates=True,\n",
    "    dtype = {'SEQ_REASON': 'category',\n",
    "             'SENDING_LAB_PC': 'category',\n",
    "             'SEQUENCING_LAB_PC': 'category',\n",
    "             'lineage': 'category',\n",
    "             'scorpio_call': 'category'\n",
    "             }\n",
    ")\n",
    "df.rename(columns={\n",
    "    'DATE_DRAW': 'date',\n",
    "    'PROCESSING_DATE': 'processing_date',\n",
    "    'SEQ_REASON': 'reason',\n",
    "    'SENDING_LAB_PC': 'sending_pc',\n",
    "    'SEQUENCING_LAB_PC': 'sequencing_pc',\n",
    "    'lineage': 'lineage',\n",
    "    'scorpio_call': 'scorpio'\n",
    "    },\n",
    "    inplace=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:30:46.414462Z",
     "iopub.status.busy": "2022-01-29T07:30:46.414037Z",
     "iopub.status.idle": "2022-01-29T07:30:47.211598Z",
     "shell.execute_reply": "2022-01-29T07:30:47.211201Z"
    }
   },
   "outputs": [],
   "source": [
    "df = df[df.date > '2021-11-01']\n",
    "df = df[df.reason.isin(['N'])]\n",
    "df['omi'] = df.lineage.apply(lambda x: int((x == 'BA.1')))\n",
    "all = df.groupby(['sending_pc','date'])['omi'].count()\n",
    "omi = df.groupby(['sending_pc','date'])['omi'].apply(lambda x: (x == 1).sum()).fillna(0).astype(int)\n",
    "df_reshaped = pd.concat({'all': all, 'omi': omi}, axis=1).reset_index()\n",
    "today = pd.Timestamp(str(dt.date.today()))\n",
    "df_reshaped['days'] = (df_reshaped.date-today).dt.days\n",
    "df_reshaped['sending_area'] = df_reshaped.sending_pc.apply(lambda x: int(x[0]))\n",
    "lab_counts = df_reshaped[df_reshaped.date > '2021-12-01'].groupby('sending_pc')['all'].sum()\n",
    "# df_filtered = df_reshaped[df_reshaped.sending_pc.isin(lab_counts[lab_counts>10].index) & (~df_reshaped.sending_pc.isin(['22767','70193','24106']))].copy()\n",
    "df_filtered = df_reshaped[df_reshaped.sending_pc.isin(lab_counts[lab_counts>10].index) & (~df_reshaped.sending_pc.isin(['']))].copy()\n",
    "le = LabelEncoder()\n",
    "df_filtered['sending_pc_ID'] = le.fit_transform(df_filtered['sending_pc'].values)\n",
    "omi_counts = df_filtered[\"omi\"].values\n",
    "total_counts = df_filtered[\"all\"].values\n",
    "sample_day = df_filtered[\"days\"].values\n",
    "sending_pc_ID = df_filtered['sending_pc_ID'].values\n",
    "sending_area = df_filtered['sending_area'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:30:47.218499Z",
     "iopub.status.busy": "2022-01-29T07:30:47.217394Z",
     "iopub.status.idle": "2022-01-29T07:30:47.218985Z",
     "shell.execute_reply": "2022-01-29T07:30:47.219313Z"
    }
   },
   "outputs": [],
   "source": [
    "# reparam_config = {\"a\": LocScaleReparam(0) for k in [\"a\"]}\n",
    "\n",
    "# Reparametrization doesn't seem to work with discrete latent variable\n",
    "# @numpyro.handlers.reparam(config=reparam_config)\n",
    "def model(sending_pc, sample_day, total_counts,omi_counts=None):\n",
    "    mu_a = numpyro.sample(\"mu_a\", dist.Normal(0, 5.0))\n",
    "    sigma_a = numpyro.sample(\"sigma_a\", dist.HalfNormal(3.0))\n",
    "    b = numpyro.sample(\"b\", dist.Normal(0.2, 0.2))\n",
    "    outlier_p = numpyro.sample(\"outlier_p\", dist.Beta(1, 20))\n",
    "    outlier_sigma = numpyro.sample(\"outlier_sigma\", dist.TruncatedNormal(0.1,1,1))\n",
    "\n",
    "    n_labs = len(np.unique(sending_pc))\n",
    "\n",
    "    with numpyro.plate(\"plate_j\", n_labs):\n",
    "        outlier = numpyro.sample(\"outlier\", dist.Bernoulli(outlier_p))\n",
    "\n",
    "        a = numpyro.sample(\"a\", dist.Normal(mu_a, sigma_a * (1.+outlier_sigma * outlier)))\n",
    "\n",
    "    logit_est = a[sending_pc] + b * sample_day\n",
    "\n",
    "    with numpyro.plate(\"data\", len(sending_pc)):\n",
    "        numpyro.sample(\"obs\", dist.BinomialLogits(logits=logit_est, total_count=total_counts), obs=omi_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:30:47.222971Z",
     "iopub.status.busy": "2022-01-29T07:30:47.222521Z",
     "iopub.status.idle": "2022-01-29T07:31:32.398303Z",
     "shell.execute_reply": "2022-01-29T07:31:32.399027Z"
    }
   },
   "outputs": [],
   "source": [
    "nuts_kernel = NUTS(model)\n",
    "\n",
    "mcmc = MCMC(nuts_kernel, num_samples=5000, num_warmup=2000)\n",
    "rng_key = random.PRNGKey(0)\n",
    "mcmc.run(rng_key, sending_pc_ID, sample_day, total_counts, omi_counts=omi_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:31:32.401997Z",
     "iopub.status.busy": "2022-01-29T07:31:32.401572Z",
     "iopub.status.idle": "2022-01-29T07:31:32.556828Z",
     "shell.execute_reply": "2022-01-29T07:31:32.557455Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                     mean       std    median      5.0%     95.0%     n_eff     r_hat\n",
      "           a[0]     -0.13      0.20     -0.13     -0.44      0.21  10912.86      1.00\n",
      "           a[1]      0.36      0.23      0.37     -0.01      0.71  11104.55      1.00\n",
      "           a[2]     -0.46      1.13     -0.23     -2.08      1.10   2759.02      1.00\n",
      "           a[3]      0.77      0.21      0.78      0.45      1.12  10670.03      1.00\n",
      "           a[4]     -1.01      1.30     -0.70     -2.87      0.83   2159.01      1.00\n",
      "           a[5]     -0.25      0.22     -0.25     -0.60      0.14  13162.92      1.00\n",
      "           a[6]      0.64      0.34      0.65      0.08      1.19  11431.98      1.00\n",
      "           a[7]      1.71      0.23      1.71      1.32      2.08  11099.46      1.00\n",
      "           a[8]      2.75      0.31      2.76      2.25      3.24  10656.64      1.00\n",
      "           a[9]      2.36      0.05      2.36      2.28      2.45   2683.42      1.00\n",
      "          a[10]      0.53      0.22      0.53      0.19      0.90  10762.13      1.00\n",
      "          a[11]      0.86      0.19      0.87      0.54      1.17   9207.65      1.00\n",
      "          a[12]      0.76      0.27      0.77      0.31      1.19  10646.68      1.00\n",
      "          a[13]     -0.56      0.74     -0.47     -1.72      0.54   5421.67      1.00\n",
      "          a[14]     -0.13      0.43     -0.11     -0.82      0.57   7047.54      1.00\n",
      "          a[15]      1.84      0.45      1.85      1.09      2.60  12981.44      1.00\n",
      "          a[16]     -0.21      1.17      0.00     -1.72      1.44   2147.20      1.00\n",
      "          a[17]      2.92      0.55      2.94      2.00      3.80  10628.10      1.00\n",
      "          a[18]      1.48      0.18      1.48      1.18      1.77  10168.92      1.00\n",
      "          a[19]      1.88      0.11      1.88      1.70      2.08   6862.04      1.00\n",
      "          a[20]      3.02      0.13      3.02      2.83      3.24   7189.89      1.00\n",
      "          a[21]      1.89      0.11      1.89      1.71      2.07   7653.07      1.00\n",
      "          a[22]      2.21      0.53      2.21      1.38      3.12  11866.63      1.00\n",
      "          a[23]      1.22      0.14      1.22      0.99      1.44  11046.03      1.00\n",
      "          a[24]      1.19      0.24      1.19      0.81      1.58   9559.18      1.00\n",
      "          a[25]      1.18      0.22      1.18      0.80      1.52  12193.34      1.00\n",
      "          a[26]      1.83      0.31      1.84      1.34      2.34   9539.16      1.00\n",
      "          a[27]      0.77      0.34      0.78      0.21      1.32   9745.16      1.00\n",
      "          a[28]      2.43      0.07      2.43      2.32      2.54   5239.41      1.00\n",
      "          a[29]      3.91      0.56      3.86      3.00      4.79   7152.46      1.00\n",
      "          a[30]      2.05      0.07      2.05      1.93      2.16   4804.05      1.00\n",
      "          a[31]      2.15      0.07      2.15      2.04      2.27   4357.93      1.00\n",
      "          a[32]      2.32      0.08      2.32      2.20      2.45   6680.92      1.00\n",
      "          a[33]      2.69      0.67      2.72      1.63      3.82  11701.98      1.00\n",
      "          a[34]      2.93      0.23      2.93      2.56      3.30   9962.63      1.00\n",
      "          a[35]      4.25      0.15      4.25      4.01      4.51   7698.11      1.00\n",
      "          a[36]      2.79      0.16      2.78      2.54      3.06   8169.55      1.00\n",
      "          a[37]      4.98      0.24      4.98      4.58      5.39  11442.44      1.00\n",
      "          a[38]      3.22      0.29      3.22      2.76      3.72  11790.27      1.00\n",
      "          a[39]      1.32      0.36      1.33      0.75      1.90  10224.62      1.00\n",
      "          a[40]      2.24      0.43      2.25      1.55      2.94   9987.87      1.00\n",
      "          a[41]      2.08      0.10      2.08      1.91      2.24   6172.80      1.00\n",
      "          a[42]      1.28      0.17      1.29      1.01      1.56   9611.43      1.00\n",
      "          a[43]      1.19      0.20      1.19      0.86      1.50   9888.39      1.00\n",
      "          a[44]      1.02      0.45      1.03      0.30      1.75  12438.16      1.00\n",
      "          a[45]      2.05      0.64      2.07      0.95      3.03  12743.30      1.00\n",
      "          a[46]      2.37      0.21      2.37      2.02      2.72  10462.29      1.00\n",
      "          a[47]      0.51      0.14      0.51      0.27      0.74  10349.65      1.00\n",
      "          a[48]      2.62      0.14      2.62      2.40      2.87  10140.15      1.00\n",
      "          a[49]      0.92      0.27      0.93      0.44      1.35   9790.39      1.00\n",
      "          a[50]      1.43      0.14      1.43      1.21      1.65   9517.09      1.00\n",
      "          a[51]      2.80      0.47      2.79      2.04      3.59  10030.89      1.00\n",
      "          a[52]      1.35      0.30      1.36      0.85      1.85  12188.35      1.00\n",
      "          a[53]      2.72      0.31      2.72      2.24      3.23  10051.63      1.00\n",
      "          a[54]      1.17      0.14      1.18      0.95      1.42   8153.28      1.00\n",
      "          a[55]      1.35      0.10      1.35      1.18      1.52   9677.82      1.00\n",
      "          a[56]      2.70      0.10      2.70      2.54      2.88   4518.38      1.00\n",
      "          a[57]      1.85      0.11      1.85      1.67      2.02   8787.21      1.00\n",
      "          a[58]      2.39      0.06      2.39      2.30      2.48   3870.59      1.00\n",
      "          a[59]      2.66      0.25      2.66      2.25      3.07  10223.34      1.00\n",
      "          a[60]      1.53      0.08      1.53      1.39      1.66   7164.69      1.00\n",
      "          a[61]      1.99      0.13      1.99      1.76      2.20   8486.36      1.00\n",
      "          a[62]      0.99      0.28      1.00      0.52      1.45  12949.74      1.00\n",
      "          a[63]      1.72      0.26      1.73      1.31      2.15  10809.26      1.00\n",
      "          a[64]      2.36      0.19      2.36      2.06      2.67  10172.96      1.00\n",
      "          a[65]      2.20      0.55      2.22      1.33      3.14  11116.91      1.00\n",
      "          a[66]      1.91      0.16      1.91      1.65      2.18  11426.63      1.00\n",
      "          a[67]      1.28      0.04      1.28      1.21      1.35   5424.58      1.00\n",
      "          a[68]      2.01      0.14      2.01      1.78      2.24   7042.81      1.00\n",
      "          a[69]      1.23      0.56      1.26      0.35      2.12   9272.87      1.00\n",
      "          a[70]      1.44      0.32      1.44      0.93      1.99  12528.19      1.00\n",
      "          a[71]      3.26      0.41      3.28      2.60      3.93   8832.71      1.00\n",
      "          a[72]      0.89      0.28      0.90      0.49      1.41  10679.19      1.00\n",
      "          a[73]     -0.90      1.24     -0.61     -2.59      0.83   2348.77      1.00\n",
      "          a[74]      1.19      0.24      1.20      0.80      1.58   9849.28      1.00\n",
      "          a[75]      2.01      0.13      2.01      1.79      2.22   7577.44      1.00\n",
      "          a[76]      1.90      0.28      1.90      1.46      2.39  10352.23      1.00\n",
      "          a[77]     -0.14      0.74     -0.05     -1.31      1.03   6282.35      1.00\n",
      "          a[78]      1.92      0.30      1.92      1.41      2.40  11392.89      1.00\n",
      "          a[79]      1.95      0.61      1.97      0.96      2.95  11411.92      1.00\n",
      "          a[80]      2.09      0.36      2.09      1.50      2.66  11671.28      1.00\n",
      "          a[81]      2.05      0.10      2.05      1.88      2.21   6060.56      1.00\n",
      "          a[82]      1.69      0.11      1.69      1.50      1.87   9847.25      1.00\n",
      "          a[83]      1.82      0.06      1.82      1.72      1.91   5750.31      1.00\n",
      "          a[84]      1.78      0.36      1.78      1.17      2.37  12198.75      1.00\n",
      "          a[85]      2.89      0.17      2.89      2.60      3.15   8696.35      1.00\n",
      "          a[86]      5.12      0.40      5.11      4.44      5.74   8216.84      1.00\n",
      "          a[87]      0.60      0.66      0.64     -0.42      1.70   7352.71      1.00\n",
      "          a[88]      1.30      0.44      1.32      0.61      2.04  10979.58      1.00\n",
      "          a[89]      1.39      0.16      1.39      1.13      1.66  11612.17      1.00\n",
      "          a[90]      0.93      0.60      0.95     -0.02      1.91  11252.33      1.00\n",
      "          a[91]      0.17      0.27      0.18     -0.30      0.58  10055.94      1.00\n",
      "          a[92]      0.97      0.50      0.98      0.12      1.77  11513.56      1.00\n",
      "          a[93]      1.04      0.32      1.05      0.56      1.58  10711.28      1.00\n",
      "          a[94]      1.58      0.33      1.60      1.05      2.10   8578.87      1.00\n",
      "          a[95]      1.89      0.22      1.90      1.54      2.27   9825.51      1.00\n",
      "          a[96]      2.72      0.18      2.72      2.43      3.04   9500.63      1.00\n",
      "          a[97]      1.54      0.22      1.53      1.17      1.89  12379.69      1.00\n",
      "          a[98]      2.70      0.37      2.71      2.07      3.29   9522.78      1.00\n",
      "          a[99]      1.36      0.22      1.36      1.00      1.71   9211.32      1.00\n",
      "         a[100]      1.89      0.24      1.89      1.49      2.29  10438.69      1.00\n",
      "         a[101]      1.15      0.57      1.17      0.27      2.11   9613.23      1.00\n",
      "         a[102]      1.71      0.18      1.72      1.43      2.02  10782.95      1.00\n",
      "         a[103]      1.89      0.08      1.89      1.76      2.01   4871.12      1.00\n",
      "         a[104]      0.86      0.08      0.86      0.73      1.00   7578.74      1.00\n",
      "         a[105]      0.94      0.31      0.95      0.43      1.45  13257.82      1.00\n",
      "         a[106]      1.17      0.30      1.17      0.73      1.70  10787.69      1.00\n",
      "         a[107]     -0.10      0.71     -0.03     -1.18      1.02   3867.25      1.00\n",
      "         a[108]      1.04      0.25      1.04      0.64      1.44  11277.86      1.00\n",
      "         a[109]      1.01      0.62      1.03      0.03      2.04  12604.08      1.00\n",
      "         a[110]     -0.38      0.77     -0.29     -1.48      0.80   5022.80      1.00\n",
      "         a[111]     -0.62      0.47     -0.58     -1.37      0.14   9649.24      1.00\n",
      "         a[112]      0.35      0.19      0.36      0.04      0.66  11609.23      1.00\n",
      "         a[113]      1.21      0.34      1.22      0.66      1.77  10509.44      1.00\n",
      "              b      0.10      0.00      0.10      0.10      0.10   1786.29      1.00\n",
      "           mu_a      1.57      0.11      1.57      1.39      1.76   5245.75      1.00\n",
      "      outlier_p      0.08      0.06      0.07      0.00      0.16   3286.72      1.00\n",
      "  outlier_sigma      1.46      0.67      1.42      0.41      2.59   3743.80      1.00\n",
      "        sigma_a      1.00      0.13      1.00      0.79      1.21   3273.19      1.00\n",
      "\n",
      "Number of divergences: 0\n"
     ]
    }
   ],
   "source": [
    "mcmc.print_summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:31:32.560431Z",
     "iopub.status.busy": "2022-01-29T07:31:32.559538Z",
     "iopub.status.idle": "2022-01-29T07:31:43.095070Z",
     "shell.execute_reply": "2022-01-29T07:31:43.095413Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "posterior_samples = mcmc.get_samples()\n",
    "predictive = Predictive(model, posterior_samples, infer_discrete=True)\n",
    "discrete_samples = predictive(random.PRNGKey(1),sending_pc_ID, sample_day, total_counts, omi_counts=omi_counts)\n",
    "posterior_samples[\"outlier\"] = discrete_samples[\"outlier\"]\n",
    "inference_data = az.from_numpyro(\n",
    "    posterior=mcmc,\n",
    "    posterior_predictive=discrete_samples,\n",
    ")\n",
    "data = az.from_numpyro(mcmc)\n",
    "az.plot_trace(data,compact=True)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:31:43.101462Z",
     "iopub.status.busy": "2022-01-29T07:31:43.101014Z",
     "iopub.status.idle": "2022-01-29T07:31:43.287688Z",
     "shell.execute_reply": "2022-01-29T07:31:43.287268Z"
    }
   },
   "outputs": [],
   "source": [
    "summary = numpyro.diagnostics.summary(posterior_samples,group_by_chain=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:31:43.293048Z",
     "iopub.status.busy": "2022-01-29T07:31:43.292611Z",
     "iopub.status.idle": "2022-01-29T07:31:43.309396Z",
     "shell.execute_reply": "2022-01-29T07:31:43.309728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>median</th>\n",
       "      <th>5.0%</th>\n",
       "      <th>95.0%</th>\n",
       "      <th>n_eff</th>\n",
       "      <th>r_hat</th>\n",
       "      <th>outlier_p</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plz</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>40477</th>\n",
       "      <td>1.847673</td>\n",
       "      <td>0.105272</td>\n",
       "      <td>1.849219</td>\n",
       "      <td>1.674028</td>\n",
       "      <td>2.016362</td>\n",
       "      <td>8787.208423</td>\n",
       "      <td>0.999834</td>\n",
       "      <td>0.0300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26135</th>\n",
       "      <td>1.323266</td>\n",
       "      <td>0.357361</td>\n",
       "      <td>1.331740</td>\n",
       "      <td>0.745610</td>\n",
       "      <td>1.902691</td>\n",
       "      <td>10224.620016</td>\n",
       "      <td>0.999808</td>\n",
       "      <td>0.0328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04289</th>\n",
       "      <td>1.706269</td>\n",
       "      <td>0.230765</td>\n",
       "      <td>1.713002</td>\n",
       "      <td>1.315374</td>\n",
       "      <td>2.075067</td>\n",
       "      <td>11099.464747</td>\n",
       "      <td>0.999861</td>\n",
       "      <td>0.0330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39104</th>\n",
       "      <td>1.350461</td>\n",
       "      <td>0.103784</td>\n",
       "      <td>1.351663</td>\n",
       "      <td>1.183215</td>\n",
       "      <td>1.519720</td>\n",
       "      <td>9677.820785</td>\n",
       "      <td>0.999815</td>\n",
       "      <td>0.0330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44137</th>\n",
       "      <td>1.526664</td>\n",
       "      <td>0.082553</td>\n",
       "      <td>1.526597</td>\n",
       "      <td>1.391869</td>\n",
       "      <td>1.662645</td>\n",
       "      <td>7164.692082</td>\n",
       "      <td>0.999800</td>\n",
       "      <td>0.0332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56068</th>\n",
       "      <td>-0.897143</td>\n",
       "      <td>1.238922</td>\n",
       "      <td>-0.609833</td>\n",
       "      <td>-2.590355</td>\n",
       "      <td>0.830478</td>\n",
       "      <td>2348.767415</td>\n",
       "      <td>1.002587</td>\n",
       "      <td>0.3350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>01662</th>\n",
       "      <td>-1.013375</td>\n",
       "      <td>1.296828</td>\n",
       "      <td>-0.701643</td>\n",
       "      <td>-2.868086</td>\n",
       "      <td>0.825120</td>\n",
       "      <td>2159.014221</td>\n",
       "      <td>1.000786</td>\n",
       "      <td>0.3600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22767</th>\n",
       "      <td>4.250993</td>\n",
       "      <td>0.152111</td>\n",
       "      <td>4.250601</td>\n",
       "      <td>4.012643</td>\n",
       "      <td>4.512459</td>\n",
       "      <td>7698.110382</td>\n",
       "      <td>0.999865</td>\n",
       "      <td>0.4000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24106</th>\n",
       "      <td>4.981490</td>\n",
       "      <td>0.244442</td>\n",
       "      <td>4.979213</td>\n",
       "      <td>4.583423</td>\n",
       "      <td>5.392954</td>\n",
       "      <td>11442.435915</td>\n",
       "      <td>0.999841</td>\n",
       "      <td>0.6432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70193</th>\n",
       "      <td>5.118434</td>\n",
       "      <td>0.397914</td>\n",
       "      <td>5.107470</td>\n",
       "      <td>4.439354</td>\n",
       "      <td>5.739689</td>\n",
       "      <td>8216.836034</td>\n",
       "      <td>0.999804</td>\n",
       "      <td>0.6648</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           mean       std    median      5.0%     95.0%         n_eff  \\\n",
       "plz                                                                     \n",
       "40477  1.847673  0.105272  1.849219  1.674028  2.016362   8787.208423   \n",
       "26135  1.323266  0.357361  1.331740  0.745610  1.902691  10224.620016   \n",
       "04289  1.706269  0.230765  1.713002  1.315374  2.075067  11099.464747   \n",
       "39104  1.350461  0.103784  1.351663  1.183215  1.519720   9677.820785   \n",
       "44137  1.526664  0.082553  1.526597  1.391869  1.662645   7164.692082   \n",
       "...         ...       ...       ...       ...       ...           ...   \n",
       "56068 -0.897143  1.238922 -0.609833 -2.590355  0.830478   2348.767415   \n",
       "01662 -1.013375  1.296828 -0.701643 -2.868086  0.825120   2159.014221   \n",
       "22767  4.250993  0.152111  4.250601  4.012643  4.512459   7698.110382   \n",
       "24106  4.981490  0.244442  4.979213  4.583423  5.392954  11442.435915   \n",
       "70193  5.118434  0.397914  5.107470  4.439354  5.739689   8216.836034   \n",
       "\n",
       "          r_hat  outlier_p  \n",
       "plz                         \n",
       "40477  0.999834     0.0300  \n",
       "26135  0.999808     0.0328  \n",
       "04289  0.999861     0.0330  \n",
       "39104  0.999815     0.0330  \n",
       "44137  0.999800     0.0332  \n",
       "...         ...        ...  \n",
       "56068  1.002587     0.3350  \n",
       "01662  1.000786     0.3600  \n",
       "22767  0.999865     0.4000  \n",
       "24106  0.999841     0.6432  \n",
       "70193  0.999804     0.6648  \n",
       "\n",
       "[114 rows x 8 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pdf = pd.DataFrame(summary['a'])\n",
    "pdf['outlier_p'] = summary['outlier']['mean']\n",
    "pdf['plz'] = le.inverse_transform(pdf.index.values)\n",
    "pdf.set_index('plz',inplace=True)\n",
    "pdf.sort_values(by='outlier_p',inplace=True)\n",
    "pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-01-29T07:31:43.335498Z",
     "iopub.status.busy": "2022-01-29T07:31:43.317484Z",
     "iopub.status.idle": "2022-01-29T07:31:50.210310Z",
     "shell.execute_reply": "2022-01-29T07:31:50.210687Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwkAAAhZCAYAAABGEiaBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeVyN+f8//kedFrJVxBz7MlNzRElZxhYxxEi8vXtPY8kIw9gHQ2LKCAljzToM03y9GWspkvExMYwJ2ZexDQlJK0nrOdfvj35db1frKdU51eN+u71v7+l1Xa/rer1e53U9r/O8lkNHEAQBRERERERE/z9dTTeAiIiIiIi0C5MEIiIiIiKSYJJAREREREQSTBKIiIiIiEiCSQIREREREUkwSSAiIiIiIgkmCfRePDw88OWXX4p/b9iwAZ9++mm5bLsghw4dQtu2bctkf+oYPXo0FixYICn74Ycf0K1bN1hYWODQoUP5xqAsxyQvBwcHbNq0qVy2/a6IiAhYWFjgxYsXlWrbmpT72Tx9+hQWFha4dOmSppv03qrqZ1We8h7/eWNWZRzTGzduoEePHnj79m2576ugmKvtqtIxn1d5ns/yunLlCnr37o309PQK2R/lxyShCouPj4ePjw8cHBzQrl07dO3aFdOmTcOdO3dKvK2goCBYWFgUu567uzt+/fXX0jQ3nwULFmDdunVlsq2S2rRpExwcHPKVb9iwAfPnzxf/vnbtGrZt24bFixfj7NmzGDRoUJmOQa4FCxZg9OjR+coPHDhQbCJVFmxsbHD27Fk0bNiw3PdVVeR+NnK5HGfPnoW1tXWFt0Hd47Ygbdu2xaFDhyRl2jYP7t69i6lTp6JHjx5o164devbsiYkTJ+L27duabpqoPOKBpvn6+mL8+PEwMjIC8L9EJ/d/Xbp0wejRo6vkl2R15D3mX7x4AQsLC0RERKhVPyYmBosXL8ann36K9u3bo2vXrvj3v/+Nbdu2ITExsTybXiYcHBwkscPBwQEWFhY4ffq0ZL288Sl3HuWysbHBRx99hJ9++qn8G00FYpJQRcXExGD48OG4cuUKvL29ceLECWzbtg36+vr4z3/+gzNnzpTLfmvVqgVTU9P32kZWVhYAoE6dOqhXr15ZNKvMGBsbo3bt2uLfjx8/hq6uLvr16wczMzPUqFGjTMZAXaampuKJujwZGBjAzMwMurraGTJUKhWUSqVa62ZmZpZbO3LnLvC/z0Ymk8HMzAz6+vrltt+Kok3zIDExEWPGjIFMJsOmTZsQFhaGtWvXwtLSEq9evXqvbZflHKnIeFARrl+/jhs3bmDYsGH5lh0+fBhnz57Frl27UKNGDUyYMAFPnz4tcDvleRxq2vsc83fu3MHQoUNx5coVzJ49G4GBgdi/fz+mT5+Ou3fv4uDBg4XW1eYxNTQ0xMqVK9WO07lcXFzw3//+VxJbqeJoPtJTufj++++RnZ2NgIAA2Nvbo3HjxrCyssLq1avRtWtXzJ8/X7yFV9Dtw0uXLsHCwgJPnz5FREQE5s6dCwDilSIPD48C91vQts6dOwdXV1dYWVmhZ8+emD9/PpKSksTluY8V/fLLL3BwcED79u2Rnp6e73EjlUqFtWvX4pNPPoGNjQ1mzpyJ169f52uDuvv79ddf0adPH3Ts2BGTJk1CfHw8gJzHAdatW4dnz56J/d2wYQMA6a1vDw8PzJ07FyqVSlyvsDF4V3JyMr744guMHj0ab968watXrzBnzhz07t0bVlZWGDBgAH766Sfk/mPoGzZswIEDB3DhwgVxP7lXafI+bvTmzRt4eXmha9euaNeuHf71r3/h7Nmz4vLc2+DHjh3DxIkTYW1tjb59++a7YpxX3kcicv8+d+4cRo4cCWtrawwaNCjflaKC/PLLL+jVqxesra0xbtw4xMTE5Fvn5s2bcHd3h42NDbp27YqpU6fi2bNn4vLcMT527BgcHR3Rrl07PH78uMD9WVhYICAgALNnz4atra04l9WdJ7t27ULPnj1hbW2N6dOnIzk5Od86eefumTNnMGrUKHTu3Bl2dnYYNWoUrl+/LmnX/v37MXDgQLRv3x6dO3fGyJEjJY+cqDsGJ0+ehKOjIzp06IDRo0eL41DUcXvu3DmMHj0anTt3hq2tbb72OTg4QKlUYv78+ZK5/e48UKlU6N27N7Zs2SLpV2ZmJjp16oT9+/dLPnNHR0e0b98e/fv3x+bNm5GdnS3Z37p167BkyRJ07twZ3bp1w7JlyyTr5HX58mUkJSVh2bJlsLKyQpMmTWBra4vp06fjk08+kXz+QUFBkrpffvmlJIY5ODhgzZo1WLRoEbp06YKRI0di9uzZcHd3z7ff8ePHY86cOeLfxc2jkj6eIQgCFi5ciH79+sHKygp9+/bF6tWrJV8Ai/vsc928eRPjxo1Dx44dYWNjg3//+9+4du2a2m0vSHBwMDp16lTgBRxTU1OYmZlBoVBgyZIlePv2rRh/CjsODx8+jEGDBqFdu3bo1asX1qxZk+9zV6lUWLVqFbp06YKOHTviu+++Q0ZGhmSd8phjufEyODgY48aNg7W1NRwdHXHhwgXExsZiwoQJ6NChAwYNGiS5a5L3cSN7e3sAgJubGywsLAq8Sw3kfPZz585Fo0aNsH//fjg6OqJNmzZo1qwZevXqhR9++AHjx4+X9CnvvM0da3XmfHHjkZGRAW9vb9ja2qJTp07w9vYudSLi4uKCZ8+eFZnkFMTe3h7Jyck4f/58qfZL74dJQhX06tUrnD59GiNHjpRc9c41ceJExMfH49y5c2ptz8bGBl5eXgCAs2fP4uzZs2o/I3r+/HlMnjwZn332GY4cOYKNGzfi6dOnmDZtmvglGMi5OvXXX39h06ZNCAoKKvAKzC+//IJdu3Zh7ty5OHToECwtLeHv71+q/d24cQMRERHYunUrduzYgXv37sHPzw8AMGjQIEyYMAEffPCB2N+CviwsWLAAnp6ekMlk4nrFef78Ob744gs0bNgQO3bsQO3atZGZmQlzc3Ns3LgRR48exeTJk7Fhwwbxi7u7uzsGDx4sPuqR+1hTQTw9PXH27FmsXLkSQUFBYgL08OFDyXo//PADnJ2dceTIEXz22WdYuHAhHj16VGz78/Lz88PEiRMRFBQEa2trfPPNN0VexT158iR8fX0xduxYBAYGwtHREStWrJCs8+DBA4wePRodOnTAgQMH8PPPP0NXVxfu7u6SLwYvX77Ef//7X/j5+eHo0aNo1KhRofvduHEjbGxscPjwYcycObPE83L79u3Ytm0b/v7773xzv6C5m5aWhpEjR+LXX3/Fnj170KJFC4wfP178Anbz5k14e3tj4sSJOH78OH755RcMHTq0xGMQFxeHPXv2YNWqVdi7dy9SU1Ph6ekJoOjj9u3bt/jiiy+wd+9e7N27N1/7Dhw4AJlMJs6ngua2rq4uhgwZku/LyMmTJ5GRkQFHR0cAOV9of/rpJ8yePRvHjh3DggUL8Ouvv+Y7dv/f//t/aNiwIfbt24eFCxdi9+7dOHz4cKGfqZmZGQDg2LFjUKlUha6nrl9++QX169fH3r174evri2HDhuH8+fOIjY0V13n58iX+/PNP8bNSdx6VhCAIqF+/Pn744QccO3YMnp6eOHToUL5krKjPHgDu37+PUaNGoV69evj5559x+PBhfPnll+JYlbbtFy9eRPv27Yvth6GhIQBIvnTmPQ7Dw8Ph6ekJZ2dnBAcHw8PDA//973/zzY2wsDAkJyfjv//9L1atWoWTJ0/ihx9+EJeX1xzLtW7dOnzxxRcIDAxEmzZtMGvWLMybNw//+c9/cPjwYXz44YeYPXt2oVe7c/exYcMGnD17FgcOHChwvb///hv37t3DhAkToKenV+A6Ojo6kr/zztuSKG48fvjhB5w4cQJ+fn7Yu3cvjIyMsHv37hLtI1f9+vUxfvx4rF+/vkTvshgaGuLjjz9W+1EtKmMCVTnXrl0TzM3NhRMnThS4PCkpSTA3Nxd+/PFHQRAEYf369UK/fv0k61y8eFEwNzcXoqOjBUEQhMDAQMHc3DzftubNmyeMGTNG/DvvtkaNGiWsXLlSUufZs2eCubm5cPv2bXEbtra2wps3b4rcds+ePYXVq1dL1pk2bZqgUChKvL+uXbsKGRkZ4jpbt24VunfvLv69ceNGoU+fPvn6O2rUKMHT01P8++DBg5L9FzQGuX/fuXNH6NGjh7B48WJBqVTm2/a7fHx8hC+//FL829PTUxg1alS+9fr06SNs3LhREARBePz4sWBubi6Eh4dL1hk6dKjg4eEhCIIgREdHC+bm5sJPP/0kLs/OzhY6dOgg7Nmzp9D2/PXXX4K5ubkQExMj+TssLExcJy4uTjA3NxfOnDlT6HZcXV2FWbNmScqWL18u2fa8efOEmTNnStbJyMgQrKyshN9++00QhJwxtbCwEJ49e1bovnKZm5sL8+fPl5SpO086dOggvH79Wlznjz/+EMzNzYXHjx+L6xQ0d/NSKpWCnZ2dEBQUJAiCIJw4cULo2LGjkJKSUuD66o6BQqEQEhISxHWOHj0qWFhYCOnp6YIgFH7cFtc+QRAEhUIhHDx4ULJe3nnw4MEDwdzcXLh27Zq4zldffSV88803giAIwtu3bwUrKyvh9OnTku0cPnxYsLW1Ff/u06ePMHHiRMk648aNE7dTmLVr1wqWlpaCjY2NMGrUKGH9+vXCgwcPJOuYm5sLgYGBkrIxY8YI8+bNk+zfzc0t35j06NFDjJOCIAjbt28XevbsKR6/6syjvPEgb8zIO6YF2blzp/Dpp5+Kf6vz2c+ZM0dwcnIqNNao0/aC2NraCrt375aU5e1DSkqKsGDBAqFt27bC3bt3BUEo+Dj84osvhOnTp0vKdu3aJbRv316Mz6NGjRL69OkjZGdni+vs3btXaNeunZCamlqucyw3Xu7cuVMsyz2/7tixQyy7deuWYG5uLvY1t97FixcFQRCEmJgYwdzcXPjrr78K3Zcg5HyG5ubmwq1btyTlPXv2FDp06CB06NBBGDdunKRPeeetIKg/54saj9TUVKFdu3bCr7/+Klln2LBh+b4vFCf3PPX27VuhR48ewrp16wRBUD8+TZkyRZg2bVqJ9kllo+BUlaiM3LhxA1evXi3w6sPjx4+hUCgAAG3atEGtWrUK3c6bN28QGxsLGxsbSXnHjh1x8uTJEu+vdevWMDAwEJc1bNhQfNyoPCQmJmLUqFFwcXHBvHnzJMtUKhW2b9+Oo0eP4sWLF8jMzERWVhaaNGlSon08ePAAAGBnZycpt7Ozw9WrVyVlH3/8sfjfMpkM9evXL1X/c8cTABo0aACZTIaEhIRC13/48CEGDx4sKbO1tZW8mHbjxg1ERUXl+6wzMjIkj1M0aNAAjRs3VqudVlZWkr9LMi/r1KkjLuvYsSOAnLFu0aKFuE7euRsdHY3169fj6tWrSEhIgCAISEtLw/PnzwEA3bp1Q7NmzdC3b19069YNXbt2xaeffio+u67uGDRs2FDyvHvDhg0hCAISEhKKHJvi2qeuNm3awMrKCkeOHIGVlRUSEhJw9uxZ8RG4+/fvIz09HdOnT5dcAVUqlcjIyEBiYqLY/nfnUm5fCnuePdeMGTPw5ZdfIiIiAjdu3MCJEyewZcsWLF++HE5OTiXqS9458u6dktxHPIKCguDk5CS+k6HuPCqpffv2Yf/+/Xj27BnS0tKQnZ2d7+p+cZ/9rVu30LNnz0LfHylt29PT08W7BHk5OjpCR0cHaWlp+OCDD+Dn5wdzc3Nxed4xfvDgQb67op07d0ZGRgaio6PRpk0bAED79u0hk8nEdTp27IjMzEw8efIEmZmZ5TrHAGm8zL2D9e4Ltg0aNACAImNfSeT9rHfv3g2VSoXVq1fne3E575iWRFHjkTu2eWOQra0twsPDS7W/mjVrYsaMGVi6dClcXV3VrmdoaIg3b96Uap/0fpgkVEHNmzeHjo4O7t27V+CzsLlfJlu1agUg5/Zl3qBU1HOaJaFSqTBhwgQ4OzvnW5YbWIGc4FGR+8v7OFNBY1CW6tatCwsLC/zf//0fxowZgw8++EBc9tNPP2Hr1q2YP38+2rZti1q1amHXrl1qPd9fWmXV/4IeC3vfRz9UKhWcnZ3x1Vdf5VtmbGws/ndJ5kzeddWdJ6XZNgBMmjQJJiYm8PLyglwuh76+PkaMGCE+jlCrVi0cPHgQly9fxp9//om9e/di5cqV2LVrF9q1a6f2GBT2YmRxn0Fx7SuJoUOHwt/fH/PmzUNwcDBMTEzQo0cPAP/7srNu3Tq0bNkyX913n2sv7ZysV68e+vfvj/79+2PWrFkYN24c1qxZIyYJ6sa3gj7HoUOHYvv27eIvwt29exerV68Wl5flPMoVGhqKxYsXY/bs2ejUqRNq166N48ePY82aNZL1SvvZv7teadpuampa6COF27dvR8OGDVGvXr0C31koqzj/roqYY+8++pObiBRU9r7nkNxz8sOHD2FpaSmWN2vWDABQu3btfElCQWOq7pyv6PMgAPzrX/9CQEAA1q1bh86dO6tVJzk5WWt+Ua26YZJQBRkbG8Pe3h67d+/GmDFj8r2XsHXrVjRo0ADdu3cHkPOsYEJCApRKpXi1Ju9PCOYGk3fXUUe7du0kV11Lq3bt2mjUqJH4u8m5Ll++XC7709fXL/GvMBRFT08PGzZswDfffINRo0bh559/Fu8UXLp0CT179sS///1vcf2oqKgSt+ejjz4St5f7olzu36W9olnW2rRpg8uXL4sv2AFAZGSkZJ127drh7t27YrJbHtSdJw8fPsSbN2/EY+jKlSsAgA8//LDQOklJSXjw4AG2bduGnj17Asj5CcS8VxllMhk6deqETp06Yfr06Rg0aBBCQkLQrl27MhuDgo5bddun7jHw2WefwdfXF3/88Yd4pT13Xx9++CEMDQ0RHR0tmZPlRUdHB61atZLEhfr16+Ply5fi35mZmXjw4AGaNm1a7PY++ugjWFpaIigoCIIgwNLSUvLZl1W8eVfu8Tp27Fix7N0X1tVlaWmJ8+fPQ6VSFXg3obRtb9u2Le7fv1/gsqZNm0ougBTnww8/xMWLFzFq1Cix7MKFC6hRo4b4xRjIuevx7hy+cuUKDAwM0Lx5cwiCUKFzrDRyj8PiEriPP/4Y5ubm+PHHHzFw4MBS/yLa+8z5XM2bN4e+vj6uXLkinluA/OfcktLV1cXcuXPx1VdfwcTERK069+7dK/RlbypffHG5ivLy8oJMJoObmxvOnDmDmJgYXL9+HbNnz8Zff/0FX19f1KhRAwDQpUsXpKenY/369Xjy5AlCQ0Pz3YLODS6nTp1CYmIiUlNT1WrH9OnT8X//93/w9fXFnTt38OTJE5w5cwaenp4l/gdS3N3dERAQgMDAQDx+/Bg//fRTvl88KKv9NW3aFPHx8bhy5QoSExORlpZWorYWRF9fH2vXrkW7du0wevRoREdHA8i5enThwgX89ddfePToEdasWSP5BZLc9vzzzz+4f/8+EhMTC/yFiebNm8PR0RHff/89/vjjDzx8+BBLlizB/fv3MW7cuPduf1lwd3dHaGgofv75Zzx+/BgHDx7EkSNHJOvkvmg9Z84cXL9+HdHR0fjrr7+wZMkScczel7rzREdHB3PnzsW9e/dw8eJFLF68GA4ODkV+sapXrx5MTU2xf/9+PHr0CFeuXMGsWbPE4w3Iebl3165duHnzJp4/f46TJ0/ixYsX4uMVZTUGBR236rQvt25ERARiY2OL/G12Y2Nj9O7dG+vXr8ft27clL2DXqlULEydOxOrVq7F7925xDh89ehQrV65Uux8FOXXqFGbPno3/+7//wz///IPHjx9j3759OHjwIPr16yeu98knn2Dv3r24cuUK7t27Bw8PjxLdMRk6dChCQkJw9OjRfD/7WZbxLVerVq1w7949nDx5Ek+ePMHPP/+MEydOlHg748ePR1RUFObMmYMbN26IsT030S1t2+3t7cvs3z+YOHGi+PPcjx49wrFjx+Dv74+xY8dKHgdNTk7G999/j4cPHyI8PBzr1q3D559/DiMjo3KdY2XFxMQERkZGOHv2LOLi4gq9E6Ojo4Ply5fjxYsXcHFxwfHjx/Hw4UM8fvwYYWFhiIyMVOvnh993zgOAkZERXF1dsXbtWvEYW7FiRal+4CKvHj164JNPPsEvv/xS7LqPHz9GXFwcevXq9d77pZJjklBFNWnSBIcOHYK1tTW8vb3x6aefYsKECcjMzMSvv/4qOeBat24NHx8fhISEYPDgwTh48CBmzZol2Z6VlRXc3Nzg5eWFTz75BD4+Pmq1o2vXrvj5559x9+5djBgxAkOGDIGvry9q1apV6K83FMbNzQ2jR4+Gr68vhg4diqtXr2LKlCnlsr9+/frB0dEREydOxCeffILt27eXqK2F0dPTww8//ICOHTti1KhRePz4MSZPnoxOnTph8uTJcHV1xevXr/P9w2n//ve/0b59e7i6uuKTTz5BSEhIgdtfunQpevTogW+//RbOzs64fPkytmzZIn751LRPP/0U8+bNw/bt2zFkyBAEBwdLfk4SyLnbsHfvXrx9+xbjxo3DZ599Jv7k4bvvB7wPdeeJlZUVbG1t4e7ujvHjx8Pc3BzLli0rctu6urpYt24dnjx5giFDhsDDwwNjxowRn2UGchKJU6dOYfz48RgwYABWrlyJr7/+Gi4uLmU6BgUdt+q0DwDmzZuHW7duoW/fvpKfFC3I0KFDcefOHSgUinz/eNuUKVMwf/587Nu3D87OzhgxYgR27dpV4ndu8vroo49Qu3Zt/PDDDxg+fDiGDRuGgIAATJw4EUuWLJH0w9zcHOPGjcOECRNgZ2en1q/z5Bo8eDCSk5ORnJyMzz77TLKsLONbrs8//xzOzs7w9PTE0KFDcf36dUybNq3E27GwsMAvv/yCxMREjB49Gs7Ozti5c6d4Nb60bXdyckJCQsJ7X1EGchKOZcuW4fDhw3BycoKvry9GjBiBqVOnStYbMGAAatWqhREjRuCbb75B7969JXGjvOZYWdHV1YW3tzdCQ0Nhb29f4L8xkSv3zlWHDh2watUqODs7Y+jQodi8eTMcHR0lj7sV5n3nfK45c+agX79+mDt3LlxcXJCSkiK5C/w+5s6dq9bPqR45cgTdu3eX3FmiiqMjlPcDaERElZCHhwdevHiBXbt2abopRFpl48aNuHXrluTfaCEqa6mpqejfvz82btyIDh06aLo51RLvJBAREZHaxo8fD0tLyxL93j1RST19+hQzZ85kgqBBfHGZiIiI1GZoaJjvUU+isvbuv/ZOmsHHjYiIiIiISIKPGxERERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCERERERFJMEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCERERERFJMEkgIiIiIiIJJglERERERCTBJIEK9fTpU1hYWCA7OxsAMH78eBw+fFjDrdK8wMBA9O3bF506dcLMmTORmppaofs/dOgQvvjiiwrdZ3nLO9eo8ivJZ5p3TltYWCAqKgoA4OXlhY0bN5ZbO7XFu/G1Kh7jhXn3842IiECvXr0qdP9VcawZT6msMEmoQg4dOgQnJydYW1uje/fu8Pb2xuvXr9Wu7+DggD///LPQ5du3b8ewYcPKoqkVLjdoDh06VFKemJiIdu3awcHBQa3tREdHY9GiRVizZg3Onz+PWrVqISAgoBxaXHYcHBxgZWUFGxsbdOvWDR4eHpLE5o8//sDIkSNhY2ODrl27YtSoUfi///s/ADlzSqFQwMbGBh07dsSQIUPw+++/F7ovTZzk1eHh4YF27drBxsYGnTt3xtixY/Hw4UMAwIYNGzBnzpx8dY4cOQIbG5t8/7OwsIC/v39Fd6FcOTg4oF27dkhMTJSUDx06FBYWFnj69KmGWgYsXrwYU6ZMKXX94uJaab1vvM1L2+Lrhg0bYGFhgWvXrpWo3ujRo7F//36113/fz7eiMZ5WjXjq5+eH/v37w8bGBo6OjggMDJQsP3XqFAYPHgwbGxu4urriwYMHhW4rMzMT8+fPR8eOHdG9e3fs3LlTsmz69OlwcHCAhYUFIiIiityOp6cn+vTpAxsbGzg7O+P06dOSdc6fPw9HR0dYW1tj9OjRePbsmVp9evToEb7++mt07doVnTt3xrhx4/DPP/8UO05MEqqIn376CatWrcK3336LS5cu4ddff8Xz588xduxYZGZmarRt2nQ1Iy0tDffu3RP/DgkJQZMmTdSuf+PGDbRp0wZWVlaIiYnBq1evcPfu3fJoapnasmULrly5gsOHD+PmzZvYvHkzAOD48eOYMWMGhg4dijNnzuDPP//E9OnTJSeuDh064MqVK7h06RJGjBiBWbNmvdeXofJW2HwbN24crly5gtOnT8PU1BTz588vcjtDhgzBlStXJP/z9PREgwYN8J///Kc8mq5RTZo0wdGjR8W/7969i7S0NA226P2URdwRBAEqlSpfuTbF2/KIr4IgIDAwEMbGxvm+PBHjKVD542nNmjWxefNmREZGws/PD0uXLsXly5cBAI8fP8acOXOwaNEiXLx4EX369MHXX39d6Fhs2LABUVFR+P333xEQEIDt27fjzJkz4vKOHTtixYoVMDMzK7JN2dnZkMvl+OWXXxAZGYmZM2di5syZ4kWaxMRETJ06FTNmzMCFCxfQrl07fPPNN2r1KSUlBQ4ODjh+/DjOnTuH9u3bY/LkycWOE5OEKuDNmzfYsGEDFi5ciF69ekFfXx9NmzbF2rVr8ezZMxw5cgRATva/Zs0asd67Vym+/fZbPH/+HJMmTYKNjQ1+/PHHfPvJe4XowIEDGDhwIDp16oRx48ZJMloLCwvs3r0b/fv3R//+/cV9/fTTT/jkk0/Qo0cPHDx4UFw/MzMTfn5+6N27N7p16wYvLy+kp6cDyDkwJk6cCDs7O3Tu3BkjRowQT9zbtm1Dz549YWNjgwEDBuD8+fNFjpWzs7PkkanAwMB8dxe2bduGfv36wcbGBoMGDcJvv/0mLktPT4eBgQGys7Ph5uYGR0dHrF27ttD9WVhYYM+ePejfvz/s7Ozw/fffQxAEAMCTJ0/g5uaGLl26oEuXLpg9e7bkZBETE4OpU6eia9eu6NKlCxYvXizZtp+fHzp16gQHB4d8VxsK06hRI/Ts2RP379+HIAhYvnw5Jk+eDBcXF9SpUwe6urro3LkzlixZkq+urq4unJ2d8fbtWzx+/Fit/b0rPDwcQ4cORceOHWFvb48NGzbkW+fgwYPo0aMHevTogR07dojlmZmZWLp0qbhs6dKl4pex3Lm1bds2dO/evdiTVc2aNeHk5IT79++XqP23b9/GsmXLsHr1ajRs2LBEdSsDZ2dnyRfCgo6NlJQUzJ07F127dkWfPn2wadMm8VhUKpXw8/NDly5d0Ldv33xzMiUlBZ6enujRowd69uyJNWvWQKlUFtuuvHHr999/h7OzM+zs7ODq6oq///5bXObg4IBt27bByckJHTp0wKxZswqMa1evXoWrqyvs7OwwZMgQydW90aNHY82aNXB1dYW1tTWio6Ml7VE33m7YsAHTp0/HnDlzYGNjAycnJzx69Ahbt27FJ598Ant7e5w9e1ay38KuwPv5+eGLL75ASkoKDh06BFdXVyxbtgxdunTBhg0bivxcch+nKUm8uHTpEuLi4rBgwQIcO3ZMkvgUtb01a9bg0qVLWLx4MWxsbMSY9fDhQ4wdOxadO3fGgAEDcOzYsUI/36Iwnv5PdYinRZ2L3z0O7Ozs0LdvX1y+fBmHDh2Cvb09PvnkkyIfj54+fTratGkDXV1dWFtbw9bWFlevXgUAnD17FnZ2drCzs4Oenh4mTJiA2NhYXLx4scBtHT58GJMnT0a9evXQpk0buLi4iPs2MDDAl19+CTs7O+jqFv2V28jICNOmTUPTpk2hq6uLPn36oGnTprh16xYA4LfffsNHH32EgQMHwtDQENOmTcPff/8t3sUpqk9WVlZwcXGBsbEx9PX18eWXX+LRo0dISkoqsk1MEqqAy5cvIyMjA/3795eU16pVC/b29mrdal+5ciUaN24sXiGZMGFCkeufPHkSW7duhb+/P86fPw9bW1vMnj073zr79u0TTwjx8fFISUnBmTNnsHTpUixevBivXr0CAKxatQqPHj1CYGAgTpw4gZcvX4rPqe7cuRONGjXC+fPnce7cOcyaNQs6Ojr4559/sHv3bhw4cABXrlzBjh07ir0rMGTIEBw7dgxKpRIPHjzA27dvYW1tLVmnWbNm2L17NyIjIzF16lR8++23ePnypWSdhIQEPH/+HJ07dy52bMPDw3HgwAEcOXIEoaGh+OOPPwDkXK2bOHEi/vjjD4SGhuLFixdioFcqlZg4cSIaN26MU6dO4cyZMxg0aJC4zevXr6NVq1b466+/MH78eCxYsEA8WRYlJiYGZ86cgUKhwD///IOYmBgMGDCg2Hq5bTp06BD09fVLdPclV82aNeHn54dLly5h69at2LNnD06ePClZJyIiAidOnMCOHTvw448/inN38+bNuHbtGoKCgnDkyBHcuHEDmzZtEuvFx8fj1atX+P333+Hj41NkO1JTUxEcHAyFQqF221+/fo3p06fj66+/RpcuXUrQ68qjQ4cOePPmDR4+fAilUomjR49iyJAhknV8fHyQkpKCkydP4pdffkFQUJCY7O/btw+///47AgMDcfDgQRw/flxS18PDA3p6ejhx4gQCAwNx7ty5Ej2WAuR8sfD09MTixYsRERGBzz//HJMnT5Z8iT169Ci2bduGS5cuYfXq1fniWmxsLCZOnIivv/4aFy5cwLx58zB9+nTJo1ZBQUHw8fHB5cuX0bhxY0kbShJvcxOaixcvQqFQYNy4cVCpVDhz5gymTJkCLy+vIvurUqmwcOFC3Lt3Dz/99BPq1KkDIOf4b9asGc6dO4evv/66yM8ld/2SxIvDhw+jT58+GDhwoNiPdxW2vW+++QZ2dnbw8vLClStX4OXlhbdv38Ld3R2DBw/Gn3/+iTVr1uD7778v8vGNojCe5qgO8bS4c/H169fFR3gGDx6MWbNm4caNG/jtt9+wcuVKLF68WK13BtPT03Hz5k18+OGHYtm7n78gCBAEQfIUQq5Xr14hLi4OH3/8sVj28ccfl3p+vys+Ph6PHz8W23X//n1YWFiIy42MjNC8efMC91VQn9516dIlmJmZwcTEpMg2MEmoApKSkmBiYgI9Pb18y8zMzIrNFEtj7969+Oqrr9CmTRvo6elh0qRJuHPnjuRuwldffQVjY2PUqFEDAKCnp4cpU6ZAX18f9vb2MDIywqNHjyAIAvbt2wdPT08YGxujdu3amDhxovjog56eHuLi4vD8+XPo6+vDzs4OOjo6kMlkyMzMxMOHD5GVlYWmTZuiefPmRbb7gw8+QKtWrfDnn38iMDAQzs7O+dYZOHAgGjVqBF1dXQwaNAgtWrTA9evXJes0bNgQNjY2GD9+fLHPa0+YMAF169ZF48aN0aVLF/HKZ4sWLdC9e3cYGBjA1NQUY8eOFa9UXL9+HS9fvsTcuXNhZGQEQ0ND2NnZidts3Lgx/vOf/0Amk2HYsGGIi4tDfHx8oW2YMmUK7OzsMGLECHTq1AmTJk1CcnKy2JeiXLt2DXZ2drCysoKfnx9WrFiB+vXrF1mnIF26dIGFhQV0dXXx8ccf47PPPsOFCxfytdPIyAgWFhb417/+hZCQEABAcHAwpkyZgvr168PU1BRTpkwRr9gCOVflpk+fDgMDA3G+5fXTTz/Bzs4O/fv3R2pqKpYvX65WuwVBwNy5c/HRRx8VmzxXdrl3E86dO4c2bdqgUaNG4jKlUoljx45h9uzZqF27Npo2bYqxY8eKn0NoaCjGjBkDuVwOY2NjTJw4UawbHx+P06dPw9PTE0ZGRqhfvz6+/PJLyeNN6vj111/x+eefw9raWpz7+vr64tUyIOeKvFwuL3QeBAUFoVevXrC3t4euri66d++Odu3aSa4eDxs2DB999BH09PSgr68vqV+SeGtnZ4eePXtCT08Pjo6OSEpKwldffQV9fX0MGjQIz549K/RRk+zsbMyaNQuvXr3C5s2bUbNmTXFZw4YNMXr0aLF9RX0uQMniRVpaGo4fPw4nJyfo6+tjwIAB+R45Ksn2wsPD0aRJEwwfPhx6enpo27YtBgwYkC+JVBfjaY7qEE+LOxc3bdoUw4cPh0wmw6BBgxATE4MpU6bAwMAAPXr0gIGBAZ48eVJsm7y9vWFhYYGePXsCAD755BNcvHgRERERyMzMxJYtW5CVlSU+3fCut2/fAoCYwOf+9/v+oElWVhbmzJmDYcOGoU2bNuK+3t0PANSuXbvAfeXt07tevHiB77//Hh4eHsW2I3+Uo0rHxMQESUlJyM7OznfiiouLKzZTLI3nz59j2bJl8PPzE8sEQUBsbKx4VUQul0vqGBsbS9pXs2ZNvH37FomJiUhLS8O//vUvybZyb5ePGzcO/v7+cHd3BwB8/vnn+Oqrr9CiRQt4enpiw4YNePDgAXr06AEPDw80atQINjY24rbyfhEZOnQoDh8+jCtXrmD37t35bvUGBgZi586dYsLz9u3bfImWjo4OfvrpJ/j6+sLFxQUHDx7Md8Ux17vPIdasWVM8oOPj47F06VJcunQJqampEAQBdevWBZBzhapx48YFfhEBgAYNGki2mdvOwmzcuBHdunWTlBkbGwMAXr58iWbNmhVa19raGnv27EFqaioWLFiAyMhIDBo0CM+fP8dnn30mrnflypVCtwHknBxXrVqF+/fvIysrC5mZmXB0dJSs8+6cadKkiXjl5uXLl5Lxbdy4seSKkomJCQwNDQHkPC+8detWAICTk5P4WIG7u7vk+U11/fjjj3jw4AEOHToEHR2dEtevTJydnTFq1Cg8ffo0XwKdlJSErKysfJ9DbGwsgJzP6N3P7931nj9/juzsbPTo0UMsU6lU+WJEcZ4/f47AwED8v//3/8SyrKwsyVwobpvPnz/H8ePHJVfHs7OzJVc0i9pGSeLtu1/+atSoARMTE8hkMvFvIOe4zT3u3/XkyRP8/fff2L9/PwwMDCTLPvjgA/G/i/tcgMLjxaVLl8Qvao0bN8bRo0fx22+/QU9PT3wU1cnJCWPHjkViYiJMTU2L3F5Bnj17huvXr0u+lCuVynx3qdTFeJqjOsTT4s7FeY8vQPpZGhoaFvtl3c/PD/fv30dAQIDYnjZt2mD58uXw8fFBXFwcnJyc8OGHH0oumuQyMjICkPMYYu6YvXnzBrVq1Spyv0VRqVSYO3cu9PX18d1330n29ebNG8m6qamp+fZVUJ9yJSYmwt3dHSNGjMDgwYOLbQuThCrAxsYGBgYGOHHihOQWampqKs6cOYNZs2YByAl+72bCRV0pKY5cLsekSZOKDPTqfqEyMTFBjRo1cPTo0QIPwtq1a8PDwwMeHh64d+8exowZg/bt2+OTTz6Bk5MTnJyc8ObNG3h5eWHVqlVYuXJlvgD77tX+/v37Y/HixbC0tETjxo0lScKzZ8+wcOFC7Nq1CzY2NpDJZAXebQByDlgfHx88fvwYoaGhGDdunFr9zbV69Wro6OggODgYxsbGOHnypBiA5XI5YmJiCvwiUlZat24NuVyOEydOqNX2WrVqYdGiRejXrx+GDx+Otm3bFnsie9fs2bMxatQobN++HYaGhli6dGm+5CsmJka8avL8+XPxqlzDhg3x/PlzfPTRR+J6716xe3euTZo0CZMmTVK7XUWJiIjA5s2bsXv37gK/yFU1TZo0QdOmTXH69GksXbpUsszExAT6+vp4/vy5eAs7JiZGPGbNzMwQExMjrv/uf3/wwQcwMDDAX3/99V7zOTfufP3114WuU1zckcvlcHZ2LvA5cXW2oW68fV+tW7fGyJEjMWHCBPz8889o3bp1ge0r7nMpip2dXb5jODAwEG/fvkWfPn0A5FywycrKQnBwMMaMGVPifsjlcnTq1Enyiy/lgfG0asXTkpyLS2v9+vX4448/8Msvv6B27dqSZY6OjmLS9fr1axw8eBDt27fPt4169erBzMwMf//9N7p37w4A+Pvvvwt9zKc4giBgwYIFiI+Px48//ii5k/nRRx9J3rN4+/Ytnjx5ItlXUX169eoV3N3d4eDgUGQMfRcfN6oC6tSpgylTpmDJkiU4c+YMsrKy8PTpU8ycORMffPCBeGApFAqcPn0aycnJiIuLw88//yzZToMGDfK9pFcYV1dXbNu2TXxZKSUlBaGhoaVqv66uLlxcXLBs2TIkJCQAAGJjY8VnTX///XdERUVBEATUqVMHMplMfCfh/PnzyMzMhIGBAQwNDYt9MQjI+XL/888/5/sSBOTcatfR0RGvmB08eLDAF7Kio6ORlZWFN2/eICkpSa0Tcl6pqakwMjJCnTp1EBsbi+3bt4vLrKysYGZmhh9++AFv375FRkYGIiMjS7yPoujo6MDDwwObNm3CwYMH8ebNG6hUKly6dEly9eJdxsbGcHFxKfZ36zMyMiT/EwQBqampqFevHgwNDXH9+nXx1ve7Nm3ahLS0NNy/fx+HDh0Sv4R99tln2Lx5MxITE5GYmIiNGzfCycnp/Qfh/ycIgqS9mZmZePnyJWbNmgVPT0+0bdu2zPal7ZYuXYqff/5ZvEKWSyaTwdHREWvWrMGbN2/w7Nkz7Ny5U7xQMHDgQPzyyy948eIFXr16hW3btol1GzZsiO7du2P58uXiPHvy5Em+xyOK4+Ligr179+LatWsQBAFv375FeHh4vqtr78ob13J/dvKPP/6AUqlERkYGIiIi8OLFC7XaoG68LQu5z1mPHTu20McmivtcSiI2Nhbnz5/Hli1bEBgYiMDAQAQFBWHChAkICgpSaxt5x7t37954/PgxAgMDkZWVhaysLFy/fl182bKsMJ5WrXiq7rm4tLZu3YqQkBDs3LmzwKctbt68CaVSicTERHz33XdwcHAQE668hg4dis2bN+PVq1d4+PAh9u/fL/k548zMTGRkZADIufOZ+xkWxNvbGw8fPsSWLVvyPer16aef4v79+wgLC0NGRgY2btwICwsLsV1F9enNmzcYN24cOnbsWOBP1BaGSUIVMWHCBHzzzTdYsWIFbG1t8Z///AdyuRy7du0Sb1U7Ozvj448/hoODA9zd3SVXwYCcdwg2b94MOzs7yS8hFOTTTz/F+PHjMWvWLHTs2BGDBw+W/ORXSX377bdo0aIF/vOf/6Bjx47im/cAEBUVhbFjx8LGxgaff/45vvjiC3Tt2hWZmZn44Ycf0KVLF/To0QOJiYlqX8Vr3759ge8vfPjhh3B3d4erqyu6deuGe/fuoWPHjvnWCwkJQZcuXdCvXz907NhRfMGvJKZOnYrbt2/Dzs4OX331leRFSJlMhi1btiAqKgp9+vRBr169Sp2EFSX3y8XBgwfRs2dPdOvWDevWrUPfvn0LrTNmzBicPn1a8qsy74qNjYWVlZXkf0+ePIG3tzfWr18PGxsbbNy4scAx69y5Mz799FN8+eWXcHd3Fx9PmTx5Mtq1a4chQ4ZgyJAhsLS0VOvn29QVEhIiaW+/fv2wb98+xMfHY9myZfl+27u4F04rs+bNmxd4xQwAvvvuO9SsWRP9+vUTb1cPHz4cAPCf//wHPXr0gLOzM4YNG5bvxd4VK1YgKysLgwYNQqdOnTB9+nTExcWVqG3t27eHj48PFi9ejE6dOqF///44dOhQkXXyxjW5XI5NmzZJfmVox44dBf7UaWHUibdlZdiwYZgyZQrGjBlT6PtPRX0uJREUFASFQoEePXrAzMxM/N/o0aNx9+7dAl/czMvNzQ1hYWHo1KkTlixZgtq1a2PHjh04duwYevbsiR49emDVqlVl/lOxjKdVK56qey4urdWrV+P58+fivytgY2ODLVu2iMuXLl0KOzs7ODo6ol69epIXuI8cOSJ5NGz69Olo1qwZ+vTpg9GjR2PcuHGSf9/C0dERVlZWiI2Nxbhx42BlZSU+QrVlyxaMHz8eQM7dk19//RV37txBjx49xHblvi9iamqKDRs2YM2aNejUqROuX7+O1atXq9Wn3377DTdu3MChQ4ckY//8+fMix0lHUOcVfiIiIiIiqjZ4J4GIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCaZyfnx8cHBxgYWEh+Ym9R48e4fPPP8eAAQPw+eefi//oWVZWFiZPnowhQ4Zg6tSpyM7OBpDzLwmOHDmyzH9aj7STg4MDHB0d4ezsDGdnZ/Hf1bh69SqGDBmCAQMGwN3dXfy3N169eoXRo0fDyckJixYtErfzzz//YOLEiZroAmkhxqP8eKzlFx4ejmHDhsHJyQmjRo0S/22I6jxPClLYOBVWXl3HSWsJRBp28eJF4fnz50KfPn2Eu3fviuWjR48WAgMDBUEQhMDAQGH06NGCIAjCqVOnBA8PD0EQBMHDw0M4deqU+N8XL16s4NaTpuSdL4IgCEqlUujXr584DzZu3CjOlV9++UXYsGGDIAg5cyu37vjx44XHjx9XYMtJmzEe5cdjTSo5OVno3Lmz8M8//wiCkDMf3N3dBUGo3vMkr8LGqajxq47jpM14J4E0zs7ODnK5XFKWkJCA27dvY/DgwQBy/uXR27dvIzExEXp6ekhPTwcApKenQ19fHxcuXICuri7s7OwqvP2kPW7evAlDQ0NxHri6uuL48eMAIM4blUqFzMxM6Ovr4/Dhw+jQoQNatGihyWaTFmE8Uk91PtaioqLQoEEDtGrVCgBgb2+Ps2fPcp7kUdg4FVZeXcdJmzFJIK0UExODRo0aQSaTAcj5FzMbNmyImJgYdO/eHbVq1cKQIUNQp04ddOrUCevWrcO3336r4VZTRZszZ474SMPr168RExODxo0bi8tNTU2hUqmQnJyMIUOG4MmTJxg6dCi6desGY2NjHDhwABMmTNBgD6gyYDzisfauVq1aIT4+HtevXwcABAcHA+A8yauwcUpPTy90/KrjOGkzPU03gKikdHV1sWTJEvFvf39/uLi44Pnz5+I/7z558mR8/PHHmmoiVYDdu3dDLpcjMzMTS5cuxeLFi/Hpp58Wur6RkRHWr18v/u3p6YkZM2bg0qVL2LNnDwwMDDBr1iw0adKkIppPVUR1iEc81qTq1KmDNWvWwNfXFxkZGejVqxfq1q2Lt2/fFlqnOsyTvAobp7p16xZYLpPJquU4aTVNP+9ElOvd517j4+MFW1tbITs7WxAEQcjOzhZsbW2FhIQESZ1Hjx4J48ePFwRBEL744gshOjpaePLkiTBy5MiKbTxp1N9//y306dNHuHbtmvDZZ5+J5QkJCUKHDh3yrX/hwgVh/vz5giAIgqOjo5CSkiKcP39emDt3boW1mbQb41HBeKzlFxcXJ7Rr1054+vQp50kRcscpNTVVrfLqOk7ahI8bkVaqX78+FAoFQkJCAAAhISFQKBQwNTWVrOfr6wtPT08AQFpaGnR0dKCrq1vkFR2q/N6+fYuUlBQAgCAIOHbsGBQKBdq1a4f09HRcunQJALB37144OjpK6mZmZmLt2rXi7ev09HTo6upy3lChqnM84rFWsLi4OACASqXC6tWr4erqiiZNmlTbeVKYgsbJyMio0PJ3Vadx0lY6giAImm4EVW9LlizBiRMnEB8fDxMTExgbG+Po0aN4+PAhPDw88Pr1a9StWxd+fn5o3bq1WC8oKAjR0dGYOnUqAOD333/HqlWrAABz586Fvb29RvpD5S86OhrTpk2DUqmESqVCmzZtsHDhQjRs2BCXL1+Gt7c3MjIy0KRJE6xcuRINGjQQ627atAlyuRzDhg0DAOzbtw87d+6Evr4+li5divbt22uqW6QFGI+keKwVbMGCBbh8+TKysrLQvXt3eHp6wtDQsNrOk8IUNk6FleeqbuOkrZgkEBERERGRBB83IiIiIiIiCSYJREREREQkwSSBiIiIiIgkmCQQEREREZEEkwQiIiIiIpJgkkBERERERBJMEoiIiIiISIJJAhERERERSTBJICIiIiIiCSYJVKncunVL002gSojzhsoD51V+HBMpjof6OFbah0kCVSrp6emabgJVQpw3VB44r/LjmEhxPNTHsdI+TBKIiIiIiEiCSQIREREREUkwSSAiIiIiIgkmCUREREREJKGn6QYAwNOnTzFlyhTx75SUFLx58wYXLlzAo0eP4OHhgeTkZBgbG8PPzw8tW7YEAPj5+SEsLAzPnj1DcHAwzM3NxW2Eh4dj3bp1yM7ORr169eDr64tmzZoBACZPnoynT59CV1cXRkZG+O6776BQKCq0z0REeYVHRiMg9A7ik9LQwKQm3AYq0Nu2WbnvlzGYiCorTcXN6kArkoSmTZsiKChI/Hvp0qVQKpUAAG9vb4wYMQLOzs4ICgqCl5cXAgICAAB9+/aFm5sbRo4cKdneq1evMG/ePOzduxetWrVCUFAQFi1ahB07dgDIObHVqVMHAHDy5El4enri8OHDFdFVIqIChUdGw3//NWRk5cS+uKQ0+O+/BgDlfsJjDCaiykiTcbM60Iok4V2ZmZkIDg7Gjh07kJCQgNu3b2Pnzp0AgMGDB8PHxweJiYkwNTWFnZ1dgduIiopCgwYN0KpVKwCAvb095s6dK9bLPTkBwJs3b6Cjo1P+HSMiKkJA6B3xRJcrI0uJgNA7FXqyYwwmovI2f9PZfGUpKSk4EJG/vCh3o5KQla2SlGVkKbF+31WERUSVun2+k3uUum5VonVJwqlTp9CoUSNYWlri5s2baNSoEWQyGQBAJpOhYcOGiImJgampaaHbaNWqFeLj43H9+nVYWVkhODgYACT1FixYgHPnzkEQBGzfvr1Ebbx16xZ/z1eDIiMjNd0EqoS0fd7EJaUVWq5O221tbcukHYzBJaPt80oTOCZSHI/8UlJSSlRemLwJwrvlJd3Wu0r7mZVVHNYWWpckHDx4EMOHD3+vbdSpUwdr1qyBr68vMjIy0KtXL9StW1c80QE5t9MBIDAwECtWrMCPP/6o9vYtLS3fq31UepGRkVXuIKTyVxnmjVloQoGJgplJzQptO2Ow+irDvKpoHBMpjkfBChqS0oyV+5IThcZN/3n9S9s8+v9p1a8bxcbG4uLFi3BycgIAyOVyxMbGis/GKpVKvHz5EnK5vNhtdevWDXv27MGhQ4cwatQopKeno3nz5vnWGzp0KCIiIpCUlFS2nSEiKgG3gQoY6sskZYb6MrgNrLgXehmDiagy0Ya4WZVpVZJw+PBh2Nvbw8TEBABQv359KBQKhISEAABCQkKgUCiKvM2dKy4uDgCgUqmwevVquLq6wsjICKmpqYiJiRHXO3XqFOrVqwdjY+Oy7xARkZp62zbDVBdrmJnUhA5yroRNdbGu0PcRGIOJqDLRhrhZlWnV40aHDx/GggULJGWLFi2Ch4cHNm3ahLp168LPz09ctmTJEpw4cQLx8fEYO3YsjI2NcfToUQDA2rVrcfnyZWRlZaF79+6YM2cOACAtLQ0zZsxAWloadHV1Ua9ePWzZsoUvzhGRxvW2babRkxtjMBFVNpqOm1WZjiAIgqYbQaQuPt9JpcF5Q+WB8yo/jokUx0N9HCvto1WPGxERERERkeYxSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJJgkEBERERGRBJMEIiIiIiKSYJJAREREREQSTBKIiIiIiEhCK5KEpKQkTJgwAQMGDICTkxOmTp2KxMREyTrz58+HhYUFUlNTAQCZmZkYN24cunTpgi5duuTb5qlTp+Do6IhPP/0UM2fORFpamrjs6dOn4v4GDRqE/fv3l28HiYi0HOMwERG9SyuSBB0dHYwfPx5hYWEIDg5Gs2bNsGrVKnH5qVOnoKOjI6mjq6uLcePGYdeuXfm2l5qaiu+++w5btmzBb7/9hlq1amHHjh0AAEEQMHXqVHz++ecICwvD0aNH4eDgUK79IyJ6V3hkNNyXnMCQ2UFwX3IC4ZHRmm4S4zARVQraGD+rKq1IEoyNjSVXoTp06IDnz58DyLm65e/vj/nz50vq6OnpoVu3bqhTp06+7Z05cwbt2rVDy5YtAQCurq4IDQ0FAPz555+oVasW+vXrByDnxFi/fv3y6BYRUT7hkdHw338NcUlpEADEJaXBf/81jZ/oGIeJSNtpa/ysqvQ03YC8VCoV9uzZI15VWrx4MaZPn17gSagwMTExaNy4sfh348aNERMTAwB48OABjI2NMX36dDx58gTNmzfH/PnzIZfLy7YjREQFCAi9g4wspaQsI0uJgNA76G3bTEOtkmIcJqKKNH/TWaSkpOBAxNki17sblYSsbJWkLCNLifX7riIsIqrIur6Te7x3O6sbrUsSfHx8YGRkhFGjRuHYsWPQ19dH7969y2z7KpUKf/31F/bt24c2bdpg586dmDdvHgICAtTexq1bt5Cenl5mbaKSiYyM1HQTqBLSlnkTl5RWaPn7tNHW1rbUdfPS9jisTTFYW+aVNuGYSHE8ipeSkiL5/8LkTRDeLS+ubkV8DmUZh7WBViUJfn5+iIqKwpYtW6Crq4sLFy7gr7/+kjyrOnjwYPz444/48MMPC92OXC5HRESE+Pfz58/FK1RyuRyWlpZo06YNAGDIkCFYv359idppaWlZovWp7ERGRla5g5DKnzbNG7PQhAITBTOTmlrRxsoQh7UlBmvTvNIWHBMpjod6bG3VGyv3JScKjZ/+8/qXV/OqLa14JwEAVq9ejZs3b2Ljxo0wMDAAACxatAhnzpzBqVOncOrUKQBASEhIkScmAOjZsydu3LiBx48fAwD27t2LgQMHAgB69eqFFy9e4OXLlwCAP/74AxYWFuXUKyIiKbeBChjqyyRlhvoyuA1UaKhF/8M4TETaTJvjZ1WkFXcS7t+/j61bt6Jly5ZwdXUFADRt2hQbN24sst7w4cMRGxuL169fo1evXujZsyeWLl2K2rVrY/HixZg4cSJUKhUUCgUWLFgAADAyMsLChQsxYcIECIIAY2NjLF++vNz7SEQEQHzvICD0DuKT0tDApCbcBio0/j4C4zARaTttjZ9VlY4gCIKmG0GkLt66pdLgvKHywHmVH8dEiuOhPo6V9tGax42IiIiIiEg7MEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCERERERFJ6Gm6AQCQlJSEuXPn4smTJzAwMECLFi2wePFivHr1Cl5eXoiLi4Oenh7at28Pb29v1KhRA8ePH8fmzZvFbbx48QKdOnWCv78/AODp06f4/vvv8eTJE8hkMowdOxYuLi7F1iOi8hceGY2A0DuIT0pDA5OacBuoQG/bZppuVrXGOExEZYUxvmrQEQRB0HQjkpOTcffuXXTp0gUA4Ofnh1evXmHy5Ml4/fo12rZtC5VKhVmzZuGjjz7ClClT8m1j6NChmDRpEhwdHSEIAoYNG4apU6eiX79+EAQBiYmJqF+/fpH1SPvxn22v/MIjo+G//xoyspRimaG+DFNdrMvtJMJ5UzzG4ZLjvMqPYyJVHcejtDG+Oo6VttOKOwnGxsbiiQkAOnTogD179qBp06Zima6uLqysrPDw4cN89W/duoUXL17AwcEBAPDnn3+iVq1a6NevHwBAR0enwBNT3npEVP4CQu9ITh4AkJGlREDoHV5p0iDGYSIqjfmbzkr+vhuVhKxslaQsI0uJ9fuuIiwiSlLuO7lHubePSk8rkoR3qVQq7NmzJ98JIz09HQcPHsSsWbPy1Tl48CCcnJxgYGAAAHjw4AGMjY0xffp0PHnyBM2bN8f8+fMhl8uLrKeuW7duIT09vYQ9o7ISGRmp6SbQe4hLSiu0vDw/26o+b8ryCpy2x2FtisFVfV6VBsdEqqqPR0pKiuTvvAnCu+V51807NpV9rKranRCtSxJ8fHxgZGSEUaNGiWXZ2dn45ptv0LVrV/Tt21eyfmZmJkJCQhAQECCWqVQq/PXXX9i3bx/atGmDnTt3Yt68eZJ1CqqnLktLy1L0jMoCb0dWfmahCQUmCmYmNcvts+W8KRltj8PaEoM5r/LjmEhVh/HI2z33JScKjfH+8/oXup3qMFaVjVb9upGfnx+ioqKwdu1a6OrmNE2pVGLOnDmoV68eFi5cmK/Ob7/9hqZNm+Ljjz8Wy+RyOSwtLdGmTRsAwJAhQ3Djxo1i6xFR+XMbqIChvkxSZqgvg9tAhYZaRO9iHCai98EYX3VoTZKwevVq3Lx5Exs3bhRvO6tUKnh4eEAmk2Hp0qXQ0dHJV+/gwYMYPny4pKxXr1548eIFXr58CQD4448/YGFhUWw9Iip/vW2bYaqLNcxMakIHOVeXyvOlZVIf4zARvS/G+KpDKx43un//PrZu3YqWLVvC1dUVANC0aVO4uLjgyJEjMDc3x7/+9S8AQMeOHeHt7Q0AiImJweXLl7F27VrJ9oyMjLBw4UJMmDABgiDA2NgYy5cvF5cXVo+IKkZv22Y8YWgZxmEiKiuM8VWDVvwEKpG6+MwilQbnDZUHzqv8OCZSHA/1cay0j9Y8bkRERERERNqBSQIREREREUkwSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJJgkEBERERGRBJMEIiIiIiKSYJJAREREREQSTBKIiIiIiEhCT9MNyPXo0SN4eHggOTkZxsbG8PPzQ8uWLeHn54ewsDA8e/YMwcHBMDc3F+tkZGRg2bJlOH/+PAwNDdGhQwf4+PgUuSwpKQlz587FkydPYGBggBYtWmDx4sUwNTXVVNeJqoTwyGgEhN5BfFIaGpjUhNtABXrbNtN0s0hNjMHVA49TIlKX1iQJ3t7eGDFiBJydnREUFAQvLy8EBASgb9++cHNzw8iRI/PVWblyJQwNDREWFgYdHR3Ex8cXu0xHRwfjx49Hly5dAAB+fn5YtWoVli1bVjEdJaqCwiOj4b//GjKylACAuKQ0+O+/BgD8AlJJMAZXfTxOiagktCJJSEhIwO3bt7Fz504AwODBg+Hj44PExETY2dkVWCc1NRWBgYE4ffo0dHR0AAANGjQodpmxsbF4cgKADh06YM+ePeXWN6LqICD0jvjFI1dGlhIBoXf45aMSqA4xeP6ms2W+zZSUFByIKPvtlpe7UUnIylZJyjKylFi/7yrCIqLKZB8VMSa+k3uU6/aJKIdWJAkxMTFo1KgRZDIZAEAmk6Fhw4aIiYkp9BZ0dHQ0jI2N4e/vj4iICNSqVQszZsyAnZ1dkcvepVKpsGfPHjg4OJSovbdu3UJ6enrpOkvvLTIyUtNNoDziktIKLdeWz0tb2lFebG1tS123OsTglJSUEq2v6e2Wh7wJwrvlZdmP8h6TynYsV7b2alJlH6v3icPaSCuShNJQKpWIjo5G27ZtMW/ePFy7dg2TJk3Cb7/9VuSy2rVri9vw8fGBkZERRo0aVaJ9W1palnV3SE2RkZFV7iCsCsxCEwpMFMxMamrF58V5U/YqWwwuj4+/ss0r9yUnCj1O/ef1L5N9VLYxKW8cD/VxrLSPVvy6kVwuR2xsLJTKnMcVlEolXr58CblcXmQdPT09DB48GABgbW0NExMTPHr0qMhlufz8/BAVFYW1a9dCV1crhoGo0nIbqIChvkxSZqgvg9tAhYZaRCXBGFw98DglopLQishcv359KBQKhISEAABCQkKgUCiK/LULU1NTdOnSBefOnQOQ88scCQkJaNGiRZHLAGD16tW4efMmNm7cCAMDg3LuHVHV19u2Gaa6WMPMpCZ0kHNlcqqLNd9HqCQYg6sHHqdEVBI6giAImm4EADx8+BAeHh54/fo16tatCz8/P7Ru3RpLlizBiRMnEB8fDxMTExgbG+Po0aMAcp6J9fT0RHJyMvT09DBz5kzY29sXuez+/fsYPHgwWrZsiRo1agAAmjZtio0bN2qs76Q+3o6k0uC8KR5jcMlxXuXHMZHieKiPY6V9tCZJIFIHgwiVBucNlQfOq/w4JlIcD/VxrLSPVjxuRERERERE2oNJAhERERERSTBJICIiIiIiCSYJREREREQkwSSBiIiIiIgkmCQQEREREZEEkwQiIiIiIpJgkkBERERERBJ6mm5ALgcHBxgYGMDQ0BAAMGfOHPTs2RPJyclYvHgxbt26BT09PQwcOBBTp04FAFy9ehVeXl7IyMhAkyZNsHLlStSvXx8Aiqx34MAB/Pzzz9DV1YVMJoOnpyfs7Ow003EiIi3BOExERCJBS/Tp00e4e/duvvKJEycKO3fuFP9++fKlIAiCoFQqhX79+gkXL14UBEEQNm7cKHh4eBRbLzExUbCxsRHi4uIEQRCEkydPCgMHDizr7lA5uXTpkqabUK39fumJMNYnTHCaFSiM9QkTfr/0RNNNUgvnjXoYh0umss+r8jieK/uYlDWOh/o4VtpHqx83evz4Me7du4cxY8aIZWZmZgCAmzdvwtDQULzy5OrqiuPHjxdbTxAECIKA1NRUAEBKSgo++OCDCukPUWUWHhkN//3XEJeUBgFAXFIa/PdfQ3hktKabRuWIcbhq4vFMRMXRmseNgJxb24IgwNbWFrNmzcKDBw/QqFEjLFiwAHfu3EGDBg0wd+5cfPTRR4iJiUHjxo3FuqamplCpVEhOTi6ynqmpKRYvXoxhw4ahbt26UKlU+OWXXzTYa6LKISD0DjKylJKyjCwlAkLvoLdtMw21ispadY7D8zedLdH6KSkpOBBRsjra4m5UErKyVZKyjCwl1u+7irCIqFJvt6LGxHdyj3LfB1F1pzVJwu7duyGXy5GZmYmlS5di8eLF6N+/P65du4bZs2fDzs4OJ06cwNdff42TJ08WuS2VSlVovTdv3mD37t04cOAAWrdujWPHjmHq1Kk4cuQIdHR01GrrrVu3kJ6eXhbdplKIjIzUdBOqpbiktELLK8NnUhna+D5sbW3fexuVJQ6XVwxOSUmpkDraIG+C8G75+/apIsakMh3PlamtmlbZx6os4rA20ZokQS6XAwAMDAwwYsQIfP311xgzZgzkcrl4K7t///749ttvkZiYCLlcjufPn4v1ExMToaurC2NjY8jl8kLrXbhwAXXq1EHr1q0BAIMGDcL8+fORlJQEU1NTtdpqaWlZll2nEoiMjKxyB2FlYRaaUGCiYGZSU+s/E84b9VSWOFxeMbikU6Qyzyv3JScKPZ795/Uv9XYr85iUB46H+jhW2kcr3kl4+/ateOVBEAQcO3YMCoUC7dq1g5GREe7fvw8AuHjxIurVqwcTExO0a9cO6enpuHTpEgBg7969cHR0BIAi6zVt2hS3b99GQkICAOCvv/5C7dq1YWJiUtHdJqpU3AYqYKgvk5QZ6svgNlChoRZRWWIcrl54PBNRcbTiTkJCQgKmTZsGpVIJlUqFNm3awNvbGzo6Oli2bBnmz5+PzMxM1KxZE/7+/tDR0YGOjg5WrFgBb29vyU/vASiyXrt27TB+/HiMGjUK+vr6MDAwwLp169R+1Iiousp97yAg9A7ik9LQwKQm3AYq+D5CFcE4XL3weCai4ugIgiBouhFE6uLtSCoNzhsqD5xX+XFMpDge6uNYaR+teNyIiIiIiIi0B5MEIiIiIiKSYJJAREREREQSTBKIiIiIiEiCSQIREREREUkwSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJJgkEBERERGRhJ6mGwAASUlJmDt3Lp48eQIDAwO0aNECixcvhqmpKa5evQovLy9kZGSgSZMmWLlyJerXrw8AsLCwgLm5OXR1c3KdFStWwMLCAi9fvsSkSZOgVCqhUqnQqlUr+Pj4oF69egCArVu3Ijg4GNnZ2bC2toaPjw8MDAw01n8iTQiPjEZA6B3EJ6WhgUlNuA1UoLdtM003izSEcZiICsPzRfWkFXcSdHR0MH78eISFhSE4OBjNmjXDqlWroFKp8O2338LLywthYWGws7PDqlWrJHX37t2LoKAgBAUFwcLCAgBgYmKC3bt3IygoCMHBwfjggw+wadMmAMDZs2cREhKCffv2ITQ0FPr6+ti1a1dFd5lIo8Ijo+G//xriktIgAIhLSoP//msIj4zWdNNIQxiHiaggPF9UX1pxJ8HY2BhdunQR/+7QoQP27NmDmzdvwtDQEHZ2dgAAV1dX9O3bF76+vkVuT19fH/r6+gAApVKJt2/fok6dOgCAv//+G3Z2djAyMgIA9OrVCxs2bMBXX31VHl0j0koBoXeQkaWUlGVkKREQeodXh6opxmGiymn+prPluv27UUnIylZJyjKylFi/7yrCIqLKbD8pKSk4EJG/L76Te5TZPqhktCJJeJdKpcKePXvg4OCAmJgYNG7cWFxmamoKlUqF5ORkGBsbAwBGjx4NpVKJXr16Ydq0aZLb1c7OzoiJiYGFhQU2b94MALC0tMT+/fuRmJiIunXrIjQ0FM+ePStRG2/duoX09PT37yyVSmRkpKabUOnFJaUVWl5Vx7eq9iuXra1tmW1L2+OwNsXgqj6vSoNjIlXe45GSklKu28+bILxbXtb7Lmh7lWk+lWUc1gZalyT4+PjAyMgIo0aNwm+//VbkuuHh4ZDL5Xjz5g2+/fZbbNy4Ed988424PCgoCFlZWViyZAn27NmDCRMm4JNPPsGIESMwbtw4GBoaomvXrtDTK9kwWFpalqpv9P4iIyOr3EGoCWahCQUmCmYmNavk+HLelIy2x2FticGcV/lxTKQqYjzKe7jdl5wo9HzhP69/me2Hc0f7aMU7Cbn8/PwQFRWFtWvXQldXF3K5HM+fPxeXJyYmQldXV7x6JZfLAQC1a9eGi4sLLl++nG+b+vr6GDZsGI4cOSKWjRkzBocPH8bevXthbm6ONm3alG/HiLSM20AFDPVlkjJDfRncBio01CLSFozDRPQuni+qL61JElavXo2bN29i48aN4q3qdu3aIT09HZcuXQKQ83Kco6MjAODVq1fi7ebs7GyEhYVBociZsDExMUhNTQWQc9s8LCwM5ubm4r7i4uLEbfz4448YN25cxXSSSEv0tm2GqS7WMDOpCR3kXBGa6mLN9xGqOcZhIsqL54vqSyseN7p//z62bt2Kli1bwtXVFQDQtGlTbNy4EStWrIC3t7fkp/cA4J9//oGXlxd0dHSQnZ0NGxsbzJgxAwDw6NEjLF++HIIgQBAEfPzxx1iwYIG4P3d3d6hUKmRnZ2PkyJHo169fxXeaSMN62zZjkCcR4zARFYbni+pJRxAEQdONIFIXn1mk0uC8ofLAeZUfx0SK46E+jpX20ZrHjYiIiIiISDswSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJJgkEBERERGRBJMEIiIiIiKSYJJAREREREQSTBKIiIiIiEiCSQIREREREUloTZLw6NEjfP755xgwYAA+//xzPH78GAAQHh6OYcOGwcnJCaNGjUJ0dLRYx8/PDw4ODrCwsMC9e/ck2ytqWUZGBry9vdG/f384OTnhu+++K/f+EVWU8MhouC85gSGzg+C+5ATCI6OLr0TVHmMwMXYQ0bu0Jknw9vbGiBEjEBYWhhEjRsDLywuvXr3CvHnzsHr1agQHB8PFxQWLFi0S6/Tt2xe7d+9GkyZN8m2vqGUrV66EoaEhwsLCEBwcjBkzZpRn14gqTHhkNPz3X0NcUhoEAHFJafDff40neyoWY3D1xthBRHnpaboBAJCQkIDbt29j586dAIDBgwfDx8cHUVFRaNCgAVq1agUAsLe3x9y5c5GYmAhTU1PY2dkVus3ClqWmpiIwMBCnT5+Gjo4OAKBBgwZl3CMizQgIvYOMLKWkLCNLiYDQO+ht20xDrSJtxxhc8eZvOqvpJkjcjUpCVrZKUpaRpcT6fVcRFhGl9nZSUlJwIKL0ffOd3KPUdYmobGlFkhATE4NGjRpBJpMBAGQyGRo2bIj09HTEx8fj+vXrsLKyQnBwsLi+qalpqfYVHR0NY2Nj+Pv7IyIiArVq1cKMGTOKPNnldevWLaSnp5dq//T+IiMjNd0ErRWXlFZoeXUft6ref1tb21LXZQwuvdLOq5SUlDJuyfvJmyC8W17Str5P36ricVoV+1ReKvtYvU8c1kZakSQUplatWlizZg18fX2RkZGBXr16oW7duuKJrDSUSiWio6PRtm1bzJs3D9euXcOkSZPw22+/oXbt2mptw9LSstT7p/cTGRlZ5Q7CsmQWmlBgomBmUrNajxvnTekwBhftfeaVtk1H9yUnCo0d/vP6q70dHmtSHA/1cay0j1a8kyCXyxEbGwulMucxCaVSiZcvX0Iul6Nbt27Ys2cPDh06hFGjRiE9PR3Nmzd/r33p6elh8ODBAABra2uYmJjg0aNHZdIXIk1yG6iAob70C5yhvgxuAxUaahFVBozBxNhBRHlpRZJQv359KBQKhISEAABCQkKgUChgamqKuLg4AIBKpcLq1avh6uoKIyOjUu/L1NQUXbp0wblz5wDk/KJHQkICWrRo8f4dIdKw3rbNMNXFGmYmNaGDnKuAU12s+T4CFYkxmBg7iCgvHUEQBE03AgAePnwIDw8PvH79GnXr1oWfnx9at26NBQsW4PLly8jKykL37t3h6ekJQ0NDAMCSJUtw4sQJxMfHw8TEBMbGxjh69Gixy6Kjo+Hp6Ynk5GTo6elh5syZsLe311jfSX28HUmlwXlTPMbgkuO8yo9jIsXxUB/HSvtoTZJApA4GESoNzhsqD5xX+XFMpDge6uNYaR+teNyIiIiIiIi0B5MEIiIiIiKSYJJAREREREQSTBKIiIiIiEiCSQIREREREUkwSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJPQ03YBc4eHhWLduHbKzs1GvXj34+vqiWbNm+P3337Fu3ToIggBBEDB16lT0798fAODg4AADAwPxX/+cM2cOevbsiUePHsHLywtxcXHQ09ND+/bt4e3tjRo1auD48ePYvHmzuN8XL16gU6dO8Pf310i/id5HeGQ0AkLvID4pDQ1MasJtoAK9bZtpullUSTEOVz+MIURUGK34F5dfvXqF/v37Y+/evWjVqhWCgoJw5MgRbN++HZ07d8bu3bthbm6Ov//+G1988QUiIyOhq6sLBwcHbNmyBebm5pLtPX36FK9fv0bbtm2hUqkwa9YsfPTRR5gyZUq+fQ8dOhSTJk2Co6NjRXWX3gP/Rcb/CY+Mhv/+a8jIUoplhvoyTHWx5kk+D86b4jEOl1xln1flEUMq+5iUNY6H+jhW2kcr7iRERUWhQYMGaNWqFQDA3t4ec+fORVJSEnR1dZGSkgIASElJQcOGDaGrW/RTUk2bNhX/W1dXF1ZWVnj48GG+9W7duoUXL17AwcGhDHtDVDECQu9ITu4AkJGlREDoHSYJVGKMw9pr/qaz5bLdu1FJyMpWScoyspRYv+8qwiKiSrXNlJQUHIj4X3t9J/d4rzYSkeZoRZLQqlUrxMfH4/r167CyskJwcDAAICYmBmvXrsXkyZNhZGSE1NRUbNu2TVJ3zpw5EAQBtra2mDVrFurWrStZnp6ejoMHD2LWrFn59nvw4EE4OTnBwMCgRO29desW0tPTS9hLKiuRkZGaboJWiEtKK7ScY5RfVR+T970CV5nisDbF4IqYV7kJWlnLmyC8W/4++3y3blU/7tTBMVBfZR+rqnYnRCseNwKAP//8Exs2bEBGRgZ69eqF3bt345dffsHy5csxbdo02NraIjIyErNnz8bRo0dRq1YtxMTEQC6XIzMzE0uXLkVqaipWrVolbjM7OxvTpk1D48aN8d1330n2l5mZiR49eiAgIAAff/xxRXeXSom3I//HfcmJAhMFM5Oa+Glhfw20SHtx3qiHcbhkKvu8Ko8YUtnHpKxxPNTHsdI+WvPrRt26dcOePXtw6NAhjBo1Cunp6Xj9+jVevnwpThpbW1vUrFlTvGUtl8sBAAYGBhgxYgQuX74sbk+pVGLOnDmoV68eFi5cmG9/v/32G5o2bVopT0xEAOA2UAFDfZmkzFBfBreBCg21iCo7xuHqhTGEiIqiNUlCXFwcAEClUmH16tVwdXVFq1at8OLFC/zzzz8AgIcPHyIhIQHNmzfH27dvxVuagiDg2LFjUCgU4jY8PDwgk8mwdOlS6Ojo5NvfwYMHMXz48ArqHVHZ623bDFNdrGFmUhM6yLn6x5eW6X0wDlcvjCFEVBSteCcBANauXYvLly8jKysL3bt3x5w5c2BoaIhFixZhxowZ4glm2bJlMDY2RnR0NKZNmwalUgmVSoU2bdrA29sbAHDmzBkcOXIE5ubm+Ne//gUA6Nixo7g8JiYGly9fxtq1azXSV6Ky0tu2GU/oVGYYh6sfxhAiKozWvJNApA4+s0ilwXlD5YHzKj+OiRTHQ30cK+2jNY8bERERERGRdmCSQEREREREEkwSiIiIiIhIgkkCERERERFJMEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIiktDTdANyPXr0CB4eHkhOToaxsTH8/PzQsmVL+Pn5ISwsDM+ePUNwcDDMzc3FOpMnT8bTp0+hq6sLIyMjfPfdd1AoFEVu7+nTp5gyZYq4jZSUFLx58wYXLlyo8D4TlUZ4ZDQCQu8gPikNDUxqwm2gAr1tm2m6WVTJMQZTcRh7iKoXrUkSvL29MWLECDg7OyMoKAheXl4ICAhA37594ebmhpEjR+ar4+fnhzp16gAATp48CU9PTxw+fLjI7TVt2hRBQUHiNpYuXQqlUlkxnSR6T+GR0fDffw0ZWTlzNi4pDf77rwEAT9b0XhiDqSiMPUTVj1YkCQkJCbh9+zZ27twJABg8eDB8fHyQmJgIOzu7QuvlnpwA4M2bN9DR0Sl2e6ampmKdzMxMBAcHY8eOHeXRLaIyFxB6RzxJ58rIUiIg9A5P1FRqjMFlY/6ms5puQrm5G5WErGyVpCwjS4n1+64iLCJKLEtJScGBCM2Pg+/kHppuAlGlpxVJQkxMDBo1agSZTAYAkMlkaNiwIWJiYiQnlIIsWLAA586dgyAI2L59e4m2d+rUKTRq1AiWlpYlau+tW7eQnp5eojpUdiIjIzXdBI2JS0ortLw6j4s6qvr42NralrouY3DpvTuvUlJSNNiS8pU3QXi3PG+/tWEctOl416a2aLvKPlbvE4e1kVYkCe9j6dKlAIDAwECsWLECP/74o9p1Dx48iOHDh5d4nyU9oVHZiYyMrHIHYUmYhSYUmCiYmdSs1uNSnOo+b8pTdY7BeedVVZ5i7ktOFBp7/Of1F//msSbF8VAfx0r7aMWvG8nlcsTGxorPpSqVSrx8+RJyuVztbQwdOhQRERFISkpSa3uxsbG4ePEinJycyrYzROXIbaAChvoySZmhvgxuAxUaahFVBYzBVBzGHqLqRyuShPr160OhUCAkJAQAEBISAoVCUeRt7tTUVMTExIh/nzp1CvXq1YOxsbFa2zt8+DDs7e1hYmJSTr0iKnu9bZthqos1zExqQgc5V/GmuljzfQR6L4zBVBzGHqLqR0cQBEHTjQCAhw8fwsPDA69fv0bdunXh5+eH1q1bY8mSJThx4gTi4+NhYmICY2NjHD16FPHx8Zg8eTLS0tKgq6uLevXqYd68eeJt6MK2l2vAgAFYsGABevXqpakuUynwdiSVBudN8RiDS47zKj+OiRTHQ30cK+2jNUkCkToYRKg0OG+oPHBe5ccxkeJ4qI9jpX204nEjIiIiIiLSHkwSiIiIiIhIgkkCERERERFJMEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIiktDTdANyhYeHY926dcjOzka9evXg6+sLHR0dTJkyRVwnJSUFb968wYULFwAAjx49goeHB5KTk2FsbAw/Pz+0bNkSAPD7779j3bp1EAQBgiBg6tSp6N+/f7H1iIiqI8ZgIiKSELRAcnKy0LlzZ+Gff/4RBEEQAgMDBXd393zrLVmyRPj+++/Fv0ePHi0EBgaKdUaPHi0IgiCoVCrBzs5OuHv3riAIgnDnzh2hQ4cOglKpLLIeab9Lly5pugnl6vdLT4SxPmGC06xAYaxPmPD7pSeablKVUNXnzftiDC6d6jKvShKXqsuYqIvjoT6OlfbRiseNoqKi0KBBA7Rq1QoAYG9vj7NnzyIxMVFcJzMzE8HBwRg+fDgAICEhAbdv38bgwYMBAIMHD8bt27fFOrq6ukhJSQGQc/WrYcOG0NXVLbYekaaER0bDf/81xCWlQQAQl5QG//3XEB4ZremmURXHGEyFYVwiqr604nGjVq1aIT4+HtevX4eVlRWCg4MBADExMTA1NQUAnDp1Co0aNYKlpaW4rFGjRpDJZAAAmUyGhg0binXWrl2LyZMnw8jICKmpqdi2bZta9Yg0JSD0DjKylJKyjCwlAkLvoLdtMw21iqoDxmDtM3/TWU03AQBwNyoJWdkqSVlGlhLr911FWERUvvVTUlJwIKJ82+47uUe5bp+IcmhFklCnTh2sWbMGvr6+yMjIQK9evVC3bl3xJAIABw8eFK9gFSc7Oxtbt27Fpk2bYGtri8jISMycORNHjx4tk/beunUL6enpZbItKrnIyEhNN6FcxCWlFVpeVftckar6GNra2pa6LmNw6ZXXvMq9C6NpeROEd8sLa2N5t72yHcuVrb2aVNnH6n3isDbSiiQBALp164Zu3boBAOLj47Fjxw40b94cABAbG4uLFy9ixYoV4vpyuRyxsbFQKpWQyWRQKpV4+fIl5HI57ty5g5cvX4oflq2tLWrWrImHDx+iSZMmhdZTV+6VNKp4kZGRVe4gzGUWmlBgomBmUrPK9rmiVOV5U1YYg0uuPOeVtkxX9yUnCo1L/vP65yvnsSbF8VAfx0r7aMU7CQAQFxcHAFCpVFi9ejVcXV1hZGQEADh8+DDs7e1hYmIirl+/fn0oFAqEhIQAAEJCQqBQKGBqaooPPvgAL168wD///AMAePjwIRISEtC8efMi6xFpkttABQz1ZZIyQ30Z3AYqNNQiqk4Yg6kgjEtE1ZfW3ElYu3YtLl++jKysLHTv3h1z5swRlx0+fBgLFizIV2fRokXw8PDApk2bULduXfj5+QEAzMzMsGjRIsyYMQM6OjoAgGXLlsHY2LjIekSalPveQUDoHcQnpaGBSU24DVTwfQSqEIzBVBDGJaLqS0cQBEHTjSBSF29HUmlw3lB54LzKj2MixfFQH8dK+2jN40ZERERERKQdmCQQEREREZEEkwQiIiIiIpJgkkBERERERBJMEoiIiIiISIJJAhERERERSTBJICIiIiIiCSYJREREREQkwSSBiIiIiIgktCZJePToET7//HMMGDAAn3/+OR4/fgwACA8Px7Bhw+Dk5IRRo0YhOjo6X11/f39YWFjg3r17YpmFhQWcnJzg7OwMZ2dn3L17V1z29OlTTJgwAQMGDMCgQYOwf//+cu8f0bvCI6PhvuQEhswOgvuSEwiPzD+viSoa4zCVVm5MW/Tfp4xpRFWEnqYbkMvb2xsjRoyAs7MzgoKC4OXlhQ0bNmDevHnYu3cvWrVqhaCgICxatAg7duwQ6926dQtXr15FkyZN8m1z7969qFWrlqRMEARMnToVU6dORb9+/SAIAhITE8u9f0S5wiOj4b//GjKylACAuKQ0+O+/BgDobdtMk02jao5xmEqDMY2oatKKJCEhIQG3b9/Gzp07AQCDBw+Gj48PoqKi0KBBA7Rq1QoAYG9vj7lz5yIxMRGmpqbIzMzE4sWL8cMPP8DNzU2tff3555+oVasW+vXrBwDQ0dFB/fr1y6djRAUICL0jnkxzZWQpERB6hydU0hjG4Yo1f9NZTTehzNyNSkJWtkpSlpGlxPp9VxEWEaWhVqnHd3IPTTeBSGtpRZIQExODRo0aQSaTAQBkMhkaNmyI9PR0xMfH4/r167CyskJwcLC4vqmpKdatW4chQ4agadOmBW539OjRUCqV6NWrF6ZNmwYDAwM8ePAAxsbGmD59Op48eYLmzZtj/vz5kMvlarf31q1bSE9Pf/+OU6lERkZqugnvJS4prdDyyt43bVbVx9bW1va96lemOKxNMbi08yolJaWMW6I5eROEd8u1vZ8VEReqeuwpS5V9rN43DmsbrUgSClOrVi2sWbMGvr6+yMjIQK9evVC3bl3IZDJcuXIFN2/exJw5cwqsGx4eDrlcjjdv3uDbb7/Fxo0b8c0330ClUuGvv/7Cvn370KZNG+zcuRPz5s1DQECA2u2ytLQsqy5SCUVGRlb6g9AsNKHARMHMpGal75u2qgrzRlO0MQ5rSwx+n3lVlaaj+5IThcY0/3n9NdAi7cHYoz6OlfbRiheX5XI5YmNjoVTmPIKhVCrx8uVLyOVydOvWDXv27MGhQ4cwatQopKeno3nz5rh48SIePnyIvn37wsHBAS9evMC4ceNw9uxZcZsAULt2bbi4uODy5ctiuaWlJdq0aQMAGDJkCG7cuKGBXlN15TZQAUN9maTMUF8Gt4EKDbWIiHGYSo8xjahq0ookoX79+lAoFAgJCQEAhISEQKFQwNTUFHFxcQAAlUqF1atXw9XVFUZGRvjqq69w9uxZnDp1CqdOncIHH3yAHTt2oEePHnj16pV4Kzo7OxthYWFQKHKCVa9evfDixQu8fPkSAPDHH3/AwsJCA72m6qq3bTNMdbGGmUlN6CDnattUF2u+j0AaxThMpfVuTAMY04iqCq153GjRokXw8PDApk2bULduXfj5+QEA1q5di8uXLyMrKwvdu3cv9Lb2u/755x94eXlBR0cH2dnZsLGxwYwZMwAARkZGWLhwISZMmABBEGBsbIzly5eXa9+I8upt24wnUNI6jMNUWrkxjY+MEFUdOoIgCJpuBJG6eAKi0uC8ofLAeZUfx0SK46E+jpX20YrHjYiIiIiISHswSSAiIiIiIgkmCUREREREJMEkgYiIiIiIJJgkEBERERGRBJMEIiIiIiKSYJJAREREREQSTBKIiIiIiEiCSQIREREREUnoaboBuTIyMrBs2TKcP38ehoaG6NChA3x8fPDo0SN4eHggOTkZxsbG8PPzQ8uWLQEADg4OMDAwgKGhIQBgzpw56NmzJwDg4MGD2LVrF1QqFZo1a4bly5fD2NgYAHD16lV4eXkhIyMDTZo0wcqVK1G/fn1NdJuqiPDIaASE3kF8UhoamNSE20AFets203SziNTGGEylkTf29fy4BviP5hJVDVpzJ2HlypUwNDREWFgYgoODMWPGDACAt7c3RowYgbCwMIwYMQJeXl6SeuvXr0dQUBCCgoLEk9PDhw+xdu1a/Pzzzzh69CisrKywevVqAIBKpcK3334LLy8vhIWFwc7ODqtWrarYzlKVEh4ZDf/91xCXlAYBQFxSGvz3X0N4ZLSmm0akNsZgKqmCYl/whWTGPqIqQivuJKSmpiIwMBCnT5+Gjo4OAKBBgwZISEjA7du3sXPnTgDA4MGD4ePjg8TERJiamha6vXv37kGhUIjr2NvbY9SoUVi8eDFu3rwJQ0ND2NnZAQBcXV3Rt29f+Pr6lnMvqaoKCL2DjCylpCwjS4mA0Du8m0CVAmNw5TB/01lNN0HiblQSsrJVkrIspYD1+64iLCJKI23yndxDI/slqoq0IkmIjo6GsbEx/P39ERERgVq1amHGjBmoUaMGGjVqBJlMBgCQyWRo2LAhYmJixJPPnDlzIAgCbG1tMWvWLNStWxcff/wxbty4gejoaDRt2hQhISF4+/YtkpOTERMTg8aNG4v7NjU1hUqlEm+lq+PWrVtIT08v83Eg9URGRmq6CRJxSWmFlmtbW6uzqv5Z2L7HMx6MwaVXkfMqJSWlwvaljrwJwrvlmmqrNh7n2tgmbVXZx+p94rA20ookQalUIjo6Gm3btsW8efNw7do1TJo0CevWrSuy3u7duyGXy5GZmYmlS5di8eLFWLVqFVq1aoWFCxfim2++gY6ODvr27QsA0NMrm+5aWlqWyXao5CIjI7XuIDQLTSgwUTAzqal1ba2utHHeaBPG4NKp6HmlbVPYfcmJQmOf/7z+GmiR9mHsUR/HSvtoxTsJcrkcenp6GDx4MADA2toaJiYmqFGjBmJjY6FU5jzKoVQq8fLlS8jlcrEeABgYGGDEiBG4fPmyuM3PPvsMBw4cwP79+9GtWzc0atQItWvXhlwux/Pnz8X1EhMToaurq/YVLKK83AYqYKgvk5QZ6svgNlChoRYRlQxjMJVGQbFPX6bD2EdURWhFkmBqaoouXbrg3LlzAIBHjx4hISEBLVu2hEKhQEhICAAgJCREfM717du34u1MQRBw7NgxKBT/C0xxcXEAcn6xY/369XB3dwcAtGvXDunp6bh06RIAYO/evXB0dKywvlLV09u2Gaa6WMPMpCZ0kHMVbaqLNd9HoEqDMZhKo6DY59TZmLGPqIrQEQRB0HQjgJxnYj09PZGcnAw9PT3MnDkT9vb2ePjwITw8PPD69WvUrVsXfn5+aN26NaKjozFt2jQolUqoVCq0adMGCxcuRMOGDQEA48ePx/Pnz5GVlYVBgwZhxowZ0NXNyYkuX74Mb29vyc/vNWjQQJPdJzXxdiSVBudN8RiDS47zKj+OiRTHQ30cK+2jNUkCkToYRKg0OG+oPHBe5ccxkeJ4qI9jpX204nEjIiIiIiLSHkwSiIiIiIhIgkkCERERERFJMEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIiktCaJCE8PBzDhg2Dk5MTRo0ahejoaMlyf39/WFhY4N69e2LZ1atXMWTIEAwYMADu7u5ISEgAAKhUKnz++ecYMmQIhgwZgnHjxuHp06f59jl//nxYWFggNTW1fDtHRFQJMA4TEVEurUgSXr16hXnz5mH16tUIDg6Gi4sLFi1aJC6/desWrl69iiZNmohlKpUK3377Lby8vBAWFgY7OzusWrUKAKCrq4vt27fjyJEjOHLkCHr16oXly5dL9nnq1Cno6OhUSP+o6giPjIb7khMYMjsI7ktOIDwyuvhKRJUA4zCV1rtxcU1gDOMiURWhFUlCVFQUGjRogFatWgEA7O3tcfbsWSQmJiIzMxOLFy+WnKwA4ObNmzA0NISdnR0AwNXVFcePHxeX16lTR/zvN2/eQFf3f11NSkqCv78/5s+fX469oqomPDIa/vuvIS4pDQKAuKQ0+O+/xhMiVQmMw1QaeePiq7dKxkWiKkJP0w0AgFatWiE+Ph7Xr1+HlZUVgoODAQAxMTE4duwYhgwZgqZNm0rqxMTEoHHjxuLfpqamUKlUSE5OhrGxMQBgwoQJuH37NkxMTLBjxw5x3cWLF2P69OmSExhRcQJC7yAjSykpy8hSIiD0DnrbNtNQq4jKBuNw5TN/01lNNwF3o5KQla2SlGVkKbF+31WERURVaFt8J/eo0P0RVXVakSTUqVMHa9asga+vLzIyMtCrVy/UrVsXqampuHnzJubMmVOq7f74449QqVTYunUrNm/ejEWLFuHYsWPQ19dH7969S93eW7duIT09vdT16f1ERkZqZL9xSWmFlmuqTaS+qv4Z2dravlf9yhSHtSkGa3JepaSkaGzfufImCO+WV3T7tPUY19Z2aaPKPlbvG4e1jY4gCIKmG5FXfHw8+vTpg8mTJ2P37t0wMDAAALx48QL169eHr68v6tatC09PT4SEhAAAEhMT0bdvX1y5ciXf9uLi4tC/f39cuXIFixYtwqlTp6Cnl5MfPXv2DI0bN8aPP/6IDz/8sOI6SaUSGRmpsYPQfcmJAhMFM5Oa+Glhfw20iNSlyXlTWTEOF4/zinGxOJwj6uNYaR+tuJMA5JxAzMzMoFKpsHr1ari6uuLrr7/G119/La7j4OCALVu2wNzcHCqVCunp6bh06RLs7Oywd+9eODo6Asg5UQE5t74B4Pjx47CwsAAALFq0SPJcrYWFBUJCQlCrVq0K6ilVVm4DFfDff03yyJGhvgxuAxUabBVR2WEcppJiXCSqurQmSVi7di0uX76MrKwsdO/evdhb27q6ulixYgW8vb2RkZGBJk2aYOXKlQByTnTz589HVlYWAEiWEZVW7nsHAaF3EJ+UhgYmNeE2UMH3EajKYBymksobF+sayTB+qDXjIlEVoJWPGxEVhrcjqTQ4b6g8cF7lxzGR4nioj2OlfbTiJ1CJiIiIiEh7MEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCERERERFJ6Gm6AbkePXoEDw8PJCcnw9jYGH5+fmjZsiX8/PwQFhaGZ8+eITg4GObm5mKdjIwMLFu2DOfPn4ehoSE6dOgAHx+fYpc5ODjAwMAAhoaGAIA5c+agZ8+eFd9p0jrhkdEICL2D+KQ0NDCpCbeBCvS2babpZhGVO8ZgKgpjI1H1ozVJgre3N0aMGAFnZ2cEBQXBy8sLAQEB6Nu3L9zc3DBy5Mh8dVauXAlDQ0OEhYVBR0cH8fHxai0DgPXr10tOdkThkdHw338NGVlKAEBcUhr8918DAJ4MqcpjDKbCMDYSVU9akSQkJCTg9u3b2LlzJwBg8ODB8PHxQWJiIuzs7Aqsk5qaisDAQJw+fRo6OjoAgAYNGhS7jKgwAaF3xJNgrowsJQJC7/BESFUaY3D1Nn/T2SKX341KQla2SlKWkaXE+n1XERYRJSlPSUnBgYj/bc93co+yaygRVSitSBJiYmLQqFEjyGQyAIBMJkPDhg0RExMDU1PTAutER0fD2NgY/v7+iIiIQK1atTBjxgzY2dkVuSzXnDlzIAgCbG1tMWvWLNStW1ft9t66dQvp6env12kqtcjIyHLZblxSWqHl5bVPqjhV/TO0tbUtdV3G4NKrCvMqJSWlyOV5E4R3ywuq+25ZVRif98UxUF9lH6v3icPaSCuShNJQKpWIjo5G27ZtMW/ePFy7dg2TJk3Cb7/9VuSy2rVrY/fu3ZDL5cjMzMTSpUuxePFirFq1Su19W1palmPPqCiRkZHldhCahSYUmCiYmdSscgd+dVOe86a6YgyuOvOquC64LzlRaGz0n9dfUlZVxqSscDzUx7HSPlrx60ZyuRyxsbFQKnMe9VAqlXj58iXkcnmRdfT09DB48GAAgLW1NUxMTPDo0aMil+XWBQADAwOMGDECly9fLs/uUSXhNlABQ32ZpMxQXwa3gQoNtYioYjAGU1EYG4mqJ61IEurXrw+FQoGQkBAAQEhICBQKRaG3uQHA1NQUXbp0wblz5wDk/DJHQkICWrRoUeSyt2/firdCBUHAsWPHoFAw0FHOC3hTXaxhZlITOsi5SjbVxZrvI1CVxxhMRWFsJKqedARBEDTdCAB4+PAhPDw88Pr1a9StWxd+fn5o3bo1lixZghMnTiA+Ph4mJiYwNjbG0aNHAeQ8E+vp6Ynk5GTo6elh5syZsLe3L3JZdHQ0pk2bBqVSCZVKhTZt2mDhwoVo2LChJrtPauLtSCoNzpviMQaXHOdVfhwTKY6H+jhW2kdrkgQidTCIUGlw3lB54LzKj2MixfFQH8dK+2jF40ZERERERKQ9mCQQEREREZEEkwQiIiIiIpJgkkBERERERBJMEoiIiIiISIJJAhERERERSTBJICIiIiIiCSYJREREREQkwSSBiIiIiIgk9DTdgFyPHj2Ch4cHkpOTYWxsDD8/P7Rs2RLh4eFYt24dsrOzUa9ePfj6+qJZs2ZISkrC3Llz8eTJExgYGKBFixZYvHgxTE1N8ejRI3h5eSEuLg56enpo3749vL29UaNGDWRmZuLrr7/GzZs3AQAREREa7jlpWnhkNAJC7yA+KQ0NTGrCbaACvW2babpZRBWOcZjUxbhJVPVpzZ0Eb29vjBgxAmFhYRgxYgS8vLzw6tUrzJs3D6tXr0ZwcDBcXFywaNEiAICOjg7Gjx+PsLAwBAcHo1mzZli1ahUAQF9fH/Pnz8fx48dx5MgRpKWlYceOHQAAXV1djBs3Drt27dJQT0mbhEdGw3//NcQlpUEAEJeUBv/91xAeGa3pphFVOMZhUgfjJlH1oBV3EhISEnD79m3s3LkTADB48GD4+PggKioKDRo0QKtWrQAA9vb2mDt3LhITE2FqaoouXbqI2+jQoQP27NkDAGjatKlYrqurCysrKzx8+BAAoKenh27duuHp06cV1T3SYgGhd5CRpZSUZWQpERB6h1fFqFphHK7a5m86W2bbuhuVhKxslaQsI0uJ9fuuorGpHg5EvN++fCf3eK/6RFQ2tCJJiImJQaNGjSCTyQAAMpkMDRs2RHp6OuLj43H9+nVYWVkhODhYXN/U1FSsr1KpsGfPHjg4OOTbdnp6Og4ePIhZs2aVWXtv3bqF9PT0MtselUxkZGSZbSsuKa3Q8rLcD2leVf88bW1t36t+ZYrD2hSDK8u8SklJKbNt5U0Q8pa/774qy5iqq6r1pzxV9rF63zisbbQiSShMrVq1sGbNGvj6+iIjIwO9evVC3bp1xZNYLh8fHxgZGWHUqFGS8uzsbHzzzTfo2rUr+vbtW2btsrS0LLNtUclERkaW6UFoFppQYKJgZlKzyh3s1VlZz5vqRBvjsLbE4Mo0r8qyme5LThQaN8f2q19pxqQiVKY5omkcK+2jFUmCXC5HbGwslEolZDIZlEolXr58CblcDktLS3Tr1g0AEB8fjx07dqB58+ZiXT8/P0RFRWHLli3Q1f3fKxZKpRJz5sxBvXr1sHDhwgrvE1UObgMV8N9/TfLIkaG+DG4DFRpsFVHFYxwmdRUdN19qrmFEVKa04sXl+vXrQ6FQICQkBAAQEhIChUIBU1NTxMXFAci5lb169Wq4urrCyMgIALB69WrcvHkTGzduhIGBgbg9lUoFDw8PyGQyLF26FDo6OhXfKaoUets2w1QXa5iZ1IQOcq6ETXWx5vsIVO0wDpO6GDeJqgcdQRAETTcCAB4+fAgPDw+8fv0adevWhZ+fH1q3bo0FCxbg8uXLyMrKQvfu3eHp6QlDQ0Pcv38fgwcPRsuWLVGjRg0AOS/Kbdy4EeHh4Zg4cSLMzc3Fq1odO3aEt7c3AGD48OGIjY1FQkICzMzM0LNnTyxdulRjfSf18XYklQbnjXoYh0uG8yo/jokUx0N9HCvtozVJApE6GESoNDhvqDxwXuXHMZHieKiPY6V9tOJxIyIiIiIi0h5MEoiIiIiISIJJAhERERERSTBJICIiIiIiCSYJREREREQkwSSBiIiIiIgkmCQQEREREZEEkwQiIiIiIpLQ03QDcj169AgeHh5ITk6GsbEx/Pz80LJlS/j5+SEsLAzPnj1DcHAwzM3Ni60DABkZGVi2bBnOnz8PQ0NDdOjQAT4+Pnj69CmmTJkibiMlJQVv3rzBhQsXKrrLpGHhkdEICL2D+KQ0NDCpCbeBCvS2babpZhFpBGMwlQTjJ1HVpzVJgre3N0aMGAFnZ2cEBQXBy8sLAQEB6Nu3L9zc3DBy5Ei16wDAypUrYWhoiLCwMOjo6CA+Ph4A0LRpUwQFBYnbWLp0KZRKZcV0krRGeGQ0/PdfQ0ZWzmcfl5QG//3XAIAnOqqWGINJXUXFzzqabBgRlSmtSBISEhJw+/Zt7Ny5EwAwePBg+Pj4IDExEXZ2diWuY2hoiMDAQJw+fRo6OjoAgAYNGuTbRmZmJoKDg7Fjx45y6hlpq4DQO+IJLldGlhIBoXeYJFC1wxhMec3fdLbQZXejkpCVrZKUZWQpsX7fVTQ21cOBiPx1fSf3KPM2ElH50ookISYmBo0aNYJMJgMAyGQyNGzYEDExMTA1NS1xHZlMBmNjY/j7+yMiIgK1atXCjBkz8p3sTp06hUaNGsHS0rJE7b116xbS09NL0VMqC5GRke+9jbiktELLy2L7pH2q+udqa2tb6rqMwaVXVedVSkpKocvyJgh5ywuqW1XHSR3Vue8lVdnH6n3isDbSiiShrCmVSkRHR6Nt27aYN28erl27hkmTJuG3335D7dq1xfUOHjyI4cOHl3j7JT2hUdmJjIwsk4PQLDShwETBzKRmlTvIqezmDamnusTgqjyviuqW+5IThcbPsf3qV9kxKY2qPEfKGsdK+2jFrxvJ5XLExsaKz6UqlUq8fPkScrm8VHXkcjn09PQwePBgAIC1tTVMTEzw6NEjsX5sbCwuXrwIJyencuwZaSu3gQoY6sskZYb6MrgNVGioRUSawxhMJcH4SVQ9aEWSUL9+fSgUCoSEhAAAQkJCoFAoCr3NXVwdU1NTdOnSBefOnQOQ8wscCQkJaNGihVj/8OHDsLe3h4mJSTn2jLRVb9tmmOpiDTOTmtBBzhWwqS7WfB+BqiXGYCoJxk+i6kFHEARB040AgIcPH8LDwwOvX79G3bp14efnh9atW2PJkiU4ceIE4uPjYWJiAmNjYxw9erTIOgAQHR0NT09PJCcnQ09PDzNnzoS9vb24vwEDBmDBggXo1auXRvpLpcPbkVQanDfFYwwuOc6r/DgmUhwP9XGstI/WJAlE6mAQodLgvKHywHmVH8dEiuOhPo6V9tGKx42IiIiIiEh7MEkgIiIiIiIJJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQEREREREEkwSiIiIiIhIgkkCERERERFJ6Gm6AbkcHBxgYGAAQ0NDAMCcOXPQs2dPWFhYwNzcHLq6OfnMihUrYGFhgczMTHz99de4efMmACAiIkLc1uXLl7FixQq8fv0aAGBvb4+5c+dCR0cHKpUKy5Ytw59//gmZTIaGDRti2bJlaNSoUQX3mCpaeGQ0AkLvID4pDQ1MasJtoAK9bZtpullEWoNxmKhq4XmP3ofWJAkAsH79epibm+cr37t3L2rVqiUp09XVxbhx42BiYoIvv/xSsqx27dpYvnw5WrZsiczMTIwZMwZBQUEYOnQoTp06hevXr+PIkSPQ09ODr68vNm/ejEWLFpVjz0jTwiOj4b//GjKylACAuKQ0+O+/BgAMmETvYBwmqhp43qP3pVVJQkno6emhW7duePr0ab5l757gDAwM0LZtWzx//lwsy8zMREZGBnR1dZGamoqmTZtWSJtJcwJC74iBMldGlhIBoXcYLIlKiXGYqGzN33S2zLZ1NyoJWdkqSVlGlhLr911FWETUe23bd3KP96pPlYNWJQlz5syBIAiwtbXFrFmzULduXQDA6NGjoVQq0atXL0ybNg0GBgZqbzMhIQFhYWHYtm0bgJzb6RcuXECPHj1Qo0YNtG7dGl5eXiVq561bt5Cenl6iOlR2IiMjS1wnLimt0PLSbI8qn6r+Odva2pbJdipDHNamGFzV51VpcEykSjIeKSkpZbbfvAnCu+Xvu5/y+owr+9wpqzisLXQEQRA03QgAiImJgVwuR2ZmJpYuXYrU1FSsWrVKLH/z5g2+/fZbmJub45tvvhHrPX36FMOHD5c8C5vrzZs3cHd3h6OjI9zd3QEAN27cwNq1a7F27VrUqlULS5cuhSAIJU4USDMiIyNLdRC6LzlRYKJgZlITPy3sXxZNIy1W2nlT3TAOlwznVX4cEylNjkdlO+9x7mgfrfl1I7lcDiDntvSIESNw+fJlSXnt2rXh4uIilhcnLS0NkyZNQvfu3cUTEwAcPnwYXbt2RZ06daCrq4shQ4YUeGKjqsVtoAKG+jJJmaG+DG4DFRpqEZH2YRwmqjp43qP3pRVJwtu3b8VbX4Ig4NixY1AoFHj16pV4Szk7OxthYWFQKIqf3BkZGZg0aRKsra0xY8YMybKmTZvir7/+QlZWFgDg9OnT+Oijj8q4R6Rtets2w1QXa5iZ1IQOcq6kTHWx5vsIRP8/xmGiqoXnPXpfWvFOQkJCAqZNmwalUgmVSoU2bdrA29sb//zzD7y8vKCjo4Ps7GzY2NhITjbDhw9HbGwsXr9+jV69eqFnz55YunQpDhw4gAsXLiA5ORlnz+a8BOTo6Iivv/4aI0eOxP379zFkyBDo6elBLpfDx8dHU12nCtTbthmDI1EhGIeJqh6e9+h9aM07CUTq4DOLVBqcN1QeOK/y45hIcTzUx7HSPlrxuBEREREREWkPJglERERERCTBJIGIiIiIiCSYJBARERERkQSTBCIiIiIikmCSQPT/sXf/cVVW+d7/X5uf/uaHopKYOp3BdkzqhHNszNQbup2YTCvHe8qKc6vlKbMxzfyRJoYiYeaooaMVdzPc49GjOYpohM0QdeuZyLZpgUw1ZIiJiogGys/N/v7h1328BBQQ2NfG9/PxmMe013Wtda21XPuzHp99XXsjIiIiIgZKEkRERERExEBJgoiIiIiIGJjiLy6XlJQwd+5cjh07ho+PD/369SM2NpbAwEDnOQsWLOAvf/kLBw8epHPnzlRVVfHss8+SnZ0NQFZWlvPcax07ffo0zzzzjPOvig4YMIClS5fi5+fXRqMVETEfxWEREbmSKe4kWCwWnnrqKdLT00lNTaVv376sXLnSeTwjIwOLxWKo4+HhwdSpU/njH/9Yp71rHQsICGDTpk2kpKSQmppK7969Wb9+fUsPSVwk01bAlGV7GfdiClOW7SXTVuDqLom4BcVhkfZDe6G0BFMkCf7+/gwbNsz5esiQIZw4cQK49OlWYmIiCxYsMNTx8vJi+PDhdO3atU571zrm7e1Nx44dAbDb7Vy8eBEPD1NMg9ygTFsBidsOU1RSjgMoKikncdthBUeRRlAcFmkftBdKSzHF40ZXqq2tZfPmzURERAAQGxvL7373u3o3mhsxfvx4CgsLGThwIH/4wx9atG1xjeS0XCqr7Yayymo7yWm5jA7v66JeibgfxWER81iwfl+Tzv86v4TqmlpDWWW1nbVbD5Geld/oduKnj2jSdaX9MV2SsHTpUjp16sQTTzzB+++/j7e3N6NHj27x66SkpFBdXc2yZcvYvHkzTz/9dKPr5uTkUFFR0eJ9ksax2Wz1lheVlDdY3lAduXm09zUQHh7eYm2ZPQ6bKQa393XVHJoToxudj9LS0iadf3WCcGV5U9pyxb+ju6+dlozDZmCqJCEhIYH8/Hw2bNiAh4cHn332GZ9++qnz0yyAsWPH8vbbb/Mv//IvN3w9b29vHn74YV555ZUmJQlhYWE3fG1pHpvN1uCbMCituN5EISigY7t740rTXGvdiJE7xGGzxGCtq7o0J0YtMR9NrT5l2d4G98LEeWNuqC+tSWvHfEzzEOiqVavIzs5m3bp1+Pj4ALBkyRI++eQTMjIyyMjIAGD37t03tDEVFhZy4cIF4NIt9fT0dEJDQ298AOJy0VFWfL09DWW+3p5ER1ld1CMR96I4LOL+tBdKSzHFnYRvv/2WjRs30r9/fx599FEAQkJCWLdu3TXrTZgwgVOnTvHjjz8ycuRI7r33XuLi4q557OjRo7z22ms4HA4cDge33347CxcubPUxSuu7/L2D5LRczpSU0yOgI9FRVn0fQaQRFIdF2gfthdJSLA6Hw+HqTog0lm5HSnNo3Uhr0LqqS3NipPloPM2V+ZjmcSMRERERETEHJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDL1d34LKEhATS09P54YcfSE1NJTQ0lJKSEubOncuxY8fw8fGhX79+xMbGEhgYyNGjR1m8eDFFRUV4eXlx5513EhMTQ4cOHZxtOhwOJk+eTG5uLllZWQAkJyezfft25zkFBQVMnDiRBQsWtPmYpWGZtgL9SXmRNqQYLOIetD9KWzHNnYTIyEg2bdpEnz59nGUWi4WnnnqK9PR0UlNT6du3LytXrgTA29ubBQsW8MEHH7Br1y7Ky8tJSkoytPnnP/+ZW265xVAWHR1NSkoKKSkpvPfee/j6+jJ27NjWH6A0WqatgMRthykqKccBFJWUk7jtMJm2Ald3TaTdUgwWMT/tj9KWTHMnYejQoXXK/P39GTZsmPP1kCFD2Lx5MwAhISHOcg8PDwYNGkReXp6z7Pvvv2fPnj289tpr/O1vf6v3mh999BFBQUHceeedLTUMaQHJablUVtsNZZXVdpLTcnkuqruLeiXSvikGizTfgvX76i0vLS3lvaz6jzXH1/klVNfUGsoqq+2s3XqI9Kz8FrvO1eKnj2i1tsW8TJMkXE9tbS2bN28mIiKizrGKigq2b9/O7NmznecuWrSImJgYvLwaHuL27dt55JFHmtyXnJwcKioqmlxPGqeopPya5TabrS27I+1Ee1834eHhrdq+YnD92vu6ao6bcU5KS0ubdayprk4Qrixvyetcra3+Td197bR2HG5rbpMkLF26lE6dOvHEE08Yymtqapg1axZ33303kZGRACQlJfGLX/wCq9XK8ePH623v9OnTfPrpp8THxze5L2FhYU0fgDRaUFpxvYlCUEBHoP29CaX12Ww2rZsbpBhcl9ZVXTfrnDQ05JaejynL9ja4PybOG9Ni13GFm3XtmJlpvpNwLQkJCeTn57N69Wo8PP67y3a7nTlz5uDn58eiRYuc5Z9//jk7duwgIiKCSZMm8eOPPxIREUFZWZnznJ07dzJq1CgCAwPbdCxyfdFRVny9PQ1lvt6eREdZXdQjkZubYrCIOWh/lLZk+jsJq1atIjs7m7feegsfHx9neW1tLfPnz8fT05O4uDgsFovz2MaNG53/ffz4cSZMmEBGRoah3e3bt/Pyyy+3/gCkyS7/SkN9v95gs512ce9Ebi6KwSLmca39UaSlmSZJWLZsGXv37uXMmTNMnjwZf39/Vq9ezcaNG+nfvz+PPvoocOnLcuvWreOTTz5h165dhIaGOp9pveuuu4iJibnutWw2GxcvXmTECH0Rx6xGh/dV0BNpQ4rBIu5B+6O0FYvD4XC4uhMijaVnFqU5tG6kNWhd1aU5MdJ8NJ7mynzc4jsJIiIiIiLSdpQkiIiIiIiIgZIEERERERExUJIgIiIiIiIGShJERERERMRASYKIiIiIiBgoSRAREREREQMlCSIiIiIiYqAkQUREREREDLxc3QGA48eP89xzzzlfl5aWUlZWxmeffeYsS0xM5M033yQ1NZXQ0FAADh06xOLFi6msrKRPnz68/vrrdO/enYMHD/Lqq6866xYXFxMUFMSOHTs4evQoixcvpqioCC8vL+68805iYmLo0KFD2w1Y6si0FZCclsuZknJ6BHQkOsqqPzsv0oYUh6WlKa6LuDdTJAkhISGkpKQ4X8fFxWG3252vc3JyOHToEH369HGW1dbW8tJLLxEfH8/QoUNZv349K1euJD4+nrvuusvQ3vTp051/6tvb25sFCxZwxx13UFtby+zZs0lKSjJsjtK2Mm0FJG47TGX1pX/zopJyErcdBtCGItJGFIelJSmui7g/UyQJV6qqqiI1NZWkpCTn69jYWN544w2io6Od52VnZ+Pr68vQoUMBePTRR4mMjCQ+Pt7QXnFxMfv37yc2Nha4tBFe5uHhwaBBg8jLy2vtYck1JKflOjeSyyqr7SSn5WozEXEBxWG52oL1+xp1XmlpKe9l7ePr/BKqa2oNxyqr7azdeoj0rPzrthM/fUSz+ikiLcd0SUJGRga9evUiLCwMgDVr1jBu3DjDpgJQWFjILbfc4nwdGBhIbW0t586dw9/f31m+c+dO7rnnHnr06FHnWhUVFWzfvp3Zs2c3qY85OTlUVFQ0qY40rKikvMFym81Wp7y+MpHrae/r5vKn9C3B7HHYTDG4va+ry0pLS5t07tUJwmXVNbWNaqs9zWt7Gktrc/e5ask4bAamSxK2b9/OhAkTAPjiiy/Izs5mzpw5zW7vL3/5S72bT01NDbNmzeLuu+8mMjKySW1e3jilZQSlFdebKAQFdKzzhrPZbO3uTSitT+umacweh80Sg2+mddXYYV6ekynL9jYY1xPnjWnh3pnXzbRGbpTmynxM9etGp06d4sCBAzz44IMAHDhwgLy8PCIjI4mIiODkyZNMnTqVffv2ERwczIkTJ5x1z549i4eHh+HTq0OHDnH+/HlGjRpluI7dbmfOnDn4+fmxaNGiNhmbNCw6yoqvt6ehzNfbk+goq4t6JHLzUhyWlqC4LuL+THUnYceOHYwaNYqAgAAApk2bxrRp05zHIyIi2LBhA6GhodTW1lJRUcHnn3/O0KFD2bJlC/fff7+hve3btzNu3Di8vP57mLW1tcyfPx9PT0/i4uKwWCxtMzhp0OXvHehXMERcT3FYWoLiuoj7M12SsHDhwkad6+HhwYoVK4iJiTH89N5lFRUVvP/++2zdutVQ75NPPmHXrl2EhobyyCOPAHDXXXcRExPTcgORJhsd3lebh4gJKA5LS1FcF3FvFofD4XB1J0QaS88sSnNo3Uhr0LqqS3NipPloPM2V+ZjqOwkiIiIiIuJ6ShJERERERMRASYKIiIiIiBgoSRAREREREQMlCSIiIiIiYqAkQUREREREDJQkiIiIiIiIgZIEERERERExMMVfXC4pKWHu3LkcO3YMHx8f+vXrR2xsLOfPn2fx4sUUFRXh5eXFnXfeSUxMDB06dHDWdTgcTJ48mdzcXLKysgDIyspi2rRp9O/fHwAfHx+2bdsGXPpLnytXrsRisVBTU8N9993HCy+8gMViafNxi4iYheKwiIhcyRRJgsVi4amnnmLYsGEAJCQksHLlSqZPn86CBQu44447qK2tZfbs2SQlJfHcc8856/75z3/mlltuITc319Dmbbfdxl/+8pc61woPD2fHjh14enpSXV3NY489xqBBg4iMjGzdQQqZtgKS03I5U1JOj4COREdZGR3e19XdEhEUh0XchfZSaSumeNzI39/fuTEBDBkyhBMnThASEsIdd9wBgIeHB4MGDeLEiRPO877//nv27NnDtGnTGn2tzp074+npCUBlZSXV1dV4eJhiGtq1TFsBidsOU1RSjgMoKikncdthMm0Fru6aiKA4LOIOtJdKWzLFnYQr1dbWsnnzZiIiIgzlFRUVbN++ndmzZzvPW7RoETExMXh51R3G999/z8MPP4yXlxeTJk3i4Ycfdh776quvePnll8nPz+exxx5j9OjRrTomgeS0XCqr7Yayymo7yWm5+gRExGQUh0Xa3oL1+657ztf5JVTX1BrKKqvtrN16iPSs/AbrxU8fccP9k5uP6ZKEpUuX0qlTJ5544glnWU1NDbNmzeLuu+923o5OSkriF7/4BVarlePHjxvaCAsL4+OPP6Zr164UFBQwefJkevXqxfDhwwG48847SU1N5ezZs/zud7/j888/5xe/+EWj+5iTk0NFRUULjPbmUVRS3mC5zWZrUltNPV8E2v+6CQ8Pb7G2zB6HzRSD2/u6ag7NiVFj56O0tPS651ydIFxZfq367vJv4i79bEhLxmEzMFWSkJCQQH5+Phs2bHDeerbb7cyZMwc/Pz8WLVrkPPfzzz/n66+/JiUlhZqaGn788UciIiLYtWsXXbp0cZ7Xt29f7rvvPg4ePOjcnC4LDAxk5MiRfPDBB01KEsLCwm5wpDefoLTiehOFoICOTXpT2Wy2dvcmlNanddN47hCHzRKDta7q0pwYNWU+GnPalGV7G9xLE+eNaWr3TEVrx3xM8xDoqlWryM7OZt26dfj4+ACXbmXPnz8fT09P4uLiDL98sXHjRjIzM8nIyOA//uM/6NatGxkZGXTp0oXTp0/jcDgAOHfuHPv37+f2228H4OjRo9TWXsrEL168yCeffEJoaGgbj/bmEx1lxdfb01Dm6+1JdJTVRT0SkaspDouYm/ZSaUumuJPw7bffsnHjRvr378+jjz4KQEhICBMnTmTXrl2EhobyyCOPAHDXXXcRExNzzfb27t3L5s2b8fLywm6389BDD3HfffcB8Le//c35qxq1tbXcd999TJw4sXUHKM7vHegXGUTMSXFYxPy0l0pbsjguf9Qj4gZ0O1KaQ+tGWoPWVV2aEyPNR+NprszHNI8biYiIiIiIOShJEBERERERAyUJIiIiIiJioCRBREREREQMlCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGHi5ugMACQkJpKen88MPP5CamkpoaKjheGJiIm+++abh2IsvvkhWVhZFRUUcPHiQzp07O8/fvn07f/zjH6mtraVv37689tpr+Pv7c/DgQV599VXnecXFxQQFBbFjx462GehNLtNWoD8lL2JSisMi7kf7qrQmU9xJiIyMZNOmTfTp06fOsZycHA4dOlTn2G9+8xtSUlLqnJ+Xl8fq1av505/+xJ49exg0aBCrVq0C4K677iIlJcX5v0GDBjF27NjWGZQYZNoKSNx2mKKSchxAUUk5idsOk2krcHXXRATFYRF3o31VWpspkoShQ4cSHBxcp7yqqorY2FiWLFlS59gvf/lLunfvXqf8m2++wWq1EhgYCMCoUaNITU2tc15xcTH79+9n/PjxNz4Aua7ktFwqq+2GsspqO8lpuS7qkYhcSXFYxPwWrN/n/N/arYfq3VfXbj3kPEfkRpjicaOGrFmzhnHjxhESEtLoOrfffjtfffUVBQUFhISEsHv3bi5evMi5c+fw9/d3nrdz507uueceevTo0eR+5eTkUFFR0eR6N7OikvIGy202W5Paaur5ItD+1014eHirtGvGOGymGNze11VzaE6MWnI+SktLnf9dXVNb7znVNbXO89zt38Ld+nu11orDrmLaJOGLL74gOzubOXPmNKnegAEDWLRoEbNmzcJisRAZGQmAl5dxqH/5y1+YPXt2s/oWFhbWrHo3s6C04noThaCAjk16U9lstnb3JpTWp3XTPGaNw2aJwVpXdWlOjFp6Pq5sasqyvQ3uq4nzxrTYNduK1o75mOJxo/ocOHCAvLw8IiMjiYiI4OTJk0ydOpV9+65/++yBBx7gvffeY9u2bQwfPpxevXrRpUsX5/FDhw5x/vx5Ro0a1ZpDkCtER1nx9fY0lPl6exIdZXVRj0TkehSHRcxL+6q0NtPeSZg2bRrTpk1zvo6IiGDDhg11fnGjPkVFRQQFBVFZWcnatWuZMmWK4fj27dsZN25cnU+1pPVc/rUF/QqDiPtQHBYxL+2r0tpMEZ2XLVvG3r17OXPmDJMnT8bf3589e/Zcs86MGTP48ssvAbj//vsJDQ0lKSkJgAULFnDixAmqq6v59a9/TXR0tLNeRUUF77//Plu3bm29AUm9Rof3VfASMSnFYRH3o31VWpPF4XA4XN0JkcbSM4vSHFo30hq0rurSnBhpPhpPc2U+pv1OgoiIiIiIuIaSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAxM8ReXjx8/znPPPed8XVpaSllZGZ999hlHjx5l/vz5nDt3Dn9/fxISEujfvz8ACQkJpKen88MPP5CamkpoaKizjczMTNasWUNNTQ1+fn7Ex8fTt2/f69YTEbnZKAaLiMjVTJEkhISEkJKS4nwdFxeH3W4HICYmhkmTJjF+/HhSUlJYvHgxycnJAERGRhIdHc3jjz9uaO/8+fPMmzePLVu2MGDAAFJSUliyZAlJSUnXrCetJ9NWQHJaLmdKyukR0JHoKKv+lLyISSgGi7gH7aXSlkz3uFFVVRWpqalMmDCB4uJijhw5wtixYwEYO3YsR44c4ezZswAMHTqU4ODgOm3k5+fTo0cPBgwYAMCoUaPYt2/fdetJ68i0FZC47TBFJeU4gKKSchK3HSbTVuDqronIVRSDRcxJe6m0NVPcSbhSRkYGvXr1IiwsjOzsbHr16oWnpycAnp6e9OzZk8LCQgIDAxtsY8CAAZw5c4Yvv/ySQYMGkZqaCnDdetI6ktNyqay2G8oqq+0kp+XqExARk1EMFnGtBev31Vv+dX4J1TW1hrLKajtrtx4iPSvfUB4/fUSr9U9uHqZLErZv386ECRNuqI2uXbvy+9//nvj4eCorKxk5ciTdunVzbnQ3Kicnh4qKihZp62ZQVFLeYLnNZmtye82pI9Le1014eHiLtKMY3DTtfV01h+bEqKnzUVpaWm/51QnCleVX13HXfwN37fdlLRWHzcJUScKpU6c4cOAAK1asACA4OJhTp05ht9vx9PTEbrdz+vTpRt2mHj58OMOHDwfgzJkzJCUlceutt7ZIP8PCwlqknZtFUFpxvYlCUEDHJr+hbDZbu3sTSuvTumkcxeCm0bqqS3Ni1Jz5aOj0Kcv2NriXJs4b05zumYrWjvmY6jsJO3bsYNSoUQQEBADQvXt3rFYru3fvBmD37t1YrdZG3a4uKioCoLa2llWrVvHoo4/SqVOn1uu8NCg6yoqvt/ETRF9vT6KjrC7qkYjURzFYxLy0l0pbM12ScPVt7iVLlvDnP/+ZX/3qV/z5z3/m1VdfdR5btmwZI0eO5OTJk0yePJkHHnjAeWz16tVERUUxZswYvL29mTNnTqPqScsbHd6XGRMHExTQEQuXPvWYMXGwvo8gYjKKwSLmpb1U2prF4XA4XN0JkcbS7UhpDq0baQ1aV3VpTow0H42nuTIfU91JEBERERER11OSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMfBydQcASkpKmDt3LseOHcPHx4d+/foRGxvL+fPnWbx4MUVFRXh5eXHnnXcSExNDhw4dOH36NM888wx2u53a2loGDBjA0qVL8fPzu+YxgI0bN5KamkpNTQ2DBw9m6dKl+Pj4uHgW2q9MWwHJabmcKSmnR0BHoqOs+jPyIiajOCxiHto3xQxMcSfBYrHw1FNPkZ6eTmpqKn379mXlypV4e3uzYMECPvjgA3bt2kV5eTlJSUkABAQEsGnTJlJSUkhNTaV3796sX7/+usf27dvH7t272bp1K2lpaXh7e/PHP/7RVUNv9zJtBSRuO0xRSTkOoKiknMRth8m0Fbi6ayJyBcVhEXPQvilmYYo7Cf7+/gwbNsz5esiQIWzevJmQkBBnmYeHB4MGDSIvLw8Ab29vvL29AbDb7Vy8eJGuXbte99g//vEPhg4dSqdOnQAYOXIkb775JtOmTWv9gd6EktNyqay2G8oqq+0kp+XqUxERE1EcFvlvC9bva5F2SktLeS+raW19nV9CdU2toayy2s7arYdIz8pvkX41R/z0ES67triGKZKEK9XW1rJ582YiIiIM5RUVFWzfvp3Zs2cbysePH09hYSEDBw7kD3/4w3WPhYWFsW3bNs6ePUu3bt1IS0vjhx9+aFIfc3JyqKioaMbobj5FJeUNlttstma12dx6cnNr7+smPDy8xdoyexw2Uwxu7+uqOdrDnJSWlrqsrasThCvLW7JfTdUW/67uvnZaMg6bgcXhcDhc3Ykrvfrqq5w6dYrExEQ8PC49DVVTU8Pzzz/PLbfcwiuvvFKnTnV1NcuWLSMkJISnn376usf+9Kc/sXPnTnx9fbn77rv5j//4Dz777LPWH9xNaMqyvfUmCkEBHfk/i8Y0uT2bzdbu3oTS+rRumkZxuHG0rurSnBg1Zz5aet90F1o75mOK7yRclpCQQH5+PqtXr3ZuTHa7nTlz5uDn58eiRYvqreft7c3DDz/Mrl27GnXs3/7t39ixYwdbtmwhNDSU2267rXUGJERHWfH19jSU+Xp7Eh1ldVGPRORaFIdFXEv7ppiFaZKEVatWkZ2dzbp165y/cFFbW8v8+fPx9PQkLi4Oi8XiPL+wsJALFy44z0tPTyc0NPS6xwCKiooAOH/+PG+//TZTp05tkzHejEaH92XGxMEEBXTEwqVPQmZMHKzvI4iYkOKwiOtp3xSzMMV3Er799ls2btxI//79efTRRwEICQlh4sSJ7Nq1i9DQUB555BEA7rrrLmJiYjh69CivvfYaDocDh8PB7bffzsKFCwGueQxgypQp1NbWUlNTw+OPP859993X9oO+iYwO76vgJmJyisMi5qF9U8zAdN9JELkWPbMozaF1I61B66ouzYmR5qPxNFfmY5rHjURERERExByUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAy8XN2ByzIzM1mzZg01NTX4+fkRHx9P3759+eijj1izZg0OhwOHw8GMGTMYM2YMAJWVlSxfvpy///3v+Pr6MmTIEJYuXQpAQkIC6enp/PDDD6SmphIaGgrA8ePHee6555zXLS0tpaysjM8++6ztB91OZdoKSE7L5UxJOT0COhIdZdWflxcxOcVgaSvaI0TcgymShPPnzzNv3jy2bNnCgAEDSElJYcmSJbzzzjvMnTuXTZs2ERoayj/+8Q8ee+wx7rvvPjw8PHj99dfx9fUlPT0di8XCmTNnnG1GRkYSHR3N448/brhWSEgIKSkpztdxcXHY7fY2G2t7l2krIHHbYSqrL81pUUk5idsOA2gTEDEpxWBpK9ojRNyHKZKE/Px8evTowYABAwAYNWoUc+fOpaSkBA8PD0pLS4FLnzj17NkTDw8PLly4wM6dO/n444+xWCwA9OjRw9nm0KFDr3vdqqoqUlNTSUpKaoVR3ZyS03Kdwf+yymo7yWm52gBETEoxWFrSgvX7Gjz2dX4J1TW1hrLKajtrtx4iPSu/zvnx00e0eP9EpHFMkSQMGDCAM2fO8OWXXzJo0CBSU1MBKCwsZPXq1UyfPp1OnTpx4cIF3nrrLQAKCgrw9/cnMTGRrKwsOnfuzMyZMxu1MV2WkZFBr169CAsLa1J/c3JyqKioaFKdm0VRSXmD5TabrUWu0VLtyM2lva+b8PDwZtdVDG6+9r6umuNyUlmfqxOEK8vrq9ce5rc9jKGtuPtc3UgcNiNTJAldu3bl97//PfHx8VRWVjJy5Ei6deuGp6cnGzduZP369YSHh2Oz2XjhhRfYs2cPdrudgoIC7rjjDubNm8fhw4d55pln+PDDD+nSpUujrrt9+3YmTJjQ5P42dUO7mQSlFdebKAQFdGyRN4/NZmt3b0JpfVo316YY3DxaV3XZbDYS50U1eHzKsr0N7hGJ88a0ZtdcQmuk8TRX5mOaXzcaPnw4mzdv5i9/+QtPPPEEFRUV/Pjjj5w+fdq5aMLDw+nYsSN5eXkEBwfj5eXF2LFjARg8eDABAQEcPXq0Udc7deoUBw4c4MEHH2y1Md2MoqOs+Hp7Gsp8vT2JjrK6qEci0hiKwdIWtEeIuA/TJAlFRUUA1NbWsmrVKh599FEGDBjAyZMn+e677wDIy8ujuLiYW2+9lcDAQIYNG8b+/fsBOHr0KMXFxfTr169R19uxYwejRo0iICCgdQZ0kxod3pcZEwcTFNARC5c+HZoxcbC+jyBicorB0ha0R4i4D1M8bgSwevVqDh48SHV1Nffccw9z5szB19eXJUuWMHPmTOcX45YvX46/vz8Ar776Ki+//DIJCQl4eXmxYsUKunXrBsCyZcvYu3cvZ86cYfLkyfj7+7Nnzx7n9Xbs2MHChQvbfJw3g9HhfRXwRdyMYrC0Fe0RIu7B4nA4HK7uhEhj6ZlFaQ6tG2kNWld1aU6MNB+Np7kyH9M8biQiIiIiIuagJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQERERERED0/zF5aNHjzJ//nzOnTuHv78/CQkJ9O/f33k8MTGRN998k9TUVEJDQwEYOHAgoaGheHhcynVWrFjBwIED+eCDD/jDH/7grHvy5El+8YtfkJiYSFVVFc8++yzZ2dkAZGVltd0gRURMTHFYREQuM02SEBMTw6RJkxg/fjwpKSksXryY5ORkAHJycjh06BB9+vSpU2/Lli107tzZUHb//fdz//33O18/9NBDjB07FgAPDw+mTp1KQEAA//t//+/WG9BNKtNWQHJaLmdKyukR0JHoKCujw/u6ulsi0giKwyLmof1UXM0UjxsVFxdz5MgR5wYyduxYjhw5wtmzZ6mqqiI2NpYlS5Y0q+2cnBxOnjxJREQEAF5eXgwfPpyuXbu2VPfl/5dpKyBx22GKSspxAEUl5SRuO0ymrcDVXROR61AcFjEP7adiBqa4k1BYWEivXr3w9PQEwNPTk549e1JYWMj777/PuHHjCAkJqbfuk08+id1uZ+TIkTz//PP4+PgYjm/fvp0HH3ywTrm0vOS0XCqr7Yayymo7yWm5+vRDxOQUh0Vaz4L1+5p0/tf5JVTX1BrKKqvtrN16iPSs/Ca1FT99RJPOF7nMFElCQyoqKsjOzmbOnDn1Hs/MzCQ4OJiysjJeeukl1q1bx6xZs5zHq6qq2L17t/N2eUvJycmhoqKiRdtsD4pKyhsst9lsLXadlmxLbh7tfd2Eh4e3SrtmjMNmisHtfV01h+bEyGazUVpa2qQ6VycIV5Y3tS13+vdwp77Wp7XisKuYIkkIDg7m1KlT2O12PD09sdvtnD59mk8//ZS8vDwiIyOBS198mzp1KvHx8YwYMYLg4GAAunTpwsSJE3n33XcN7X744YeEhIRw++23t2h/w8LCWrS99iIorbjeRCEooGOLvXFsNlu7exNK69O6uT53isNmicFaV3VpTowuz0dTp2TKsr0N7qeJ88a0UO/MRWvHfEzxnYTu3btjtVrZvXs3ALt378ZqtfLcc8+xb98+MjIyyMjIoHfv3iQlJTFixAjOnz/v/CSppqaG9PR0rFarod3t27czYcKENh/PzSo6yoqvt6ehzNfbk+goawM1RMQsFIdFzEP7qZiBKe4kACxZsoT58+ezfv16unXrRkJCwjXP/+6771i8eDEWi4Wamhp+/vOfM3PmTOfxwsJCDh48yOrVq+vUnTBhAqdOneLHH39k5MiR3HvvvcTFxbX0kG46l793oF9jEHFPisMi5qD9VMzA4nA4HK7uhEhj6XakNIfWjbQGrau6NCdGmo/G01yZjykeNxIREREREfNQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMlCSIiIiIiIiBkgQRERERETHwcnUHLps+fTrHjx/Hw8ODTp068corr2C1Wp3HExMTefPNN0lNTSU0NBSAF198kaysLIqKijh48CCdO3d2nn+tY9u3b+ePf/wjtbW19O3bl9deew1/f/82G2t7lmkr0J+RF3FTisMi5qN9VVzFNHcSEhIS2LVrFzt37mTKlCm8/PLLzmM5OTkcOnSIPn36GOr85je/ISUlpd72GjqWl5fH6tWr+dOf/sSePXsYNGgQq1atatnB3KQybQUkbjtMUUk5DqCopJzEbYfJtBW4umsi0giKwyLmon1VXMk0dxK6du3q/O+ysjIsFgsAVVVVxMbG8sYbbxAdHW2o88tf/rLB9ho69s0332C1WgkMDARg1KhRPPHEE8TGxt7oEG56yWm5VFbbDWWV1XaS03L1qYeIG1AcFmm+Bev31SkrLS3lvay65Y31dX4J1TW1hrLKajtrtx4iPSu/2e3WJ376iBZtT9yfaZIEgIULF7J//34cDgfvvPMOAGvWrGHcuHGEhIS0yDVuv/12vvrqKwoKCggJCWH37t1cvHiRc+fONfpWd05ODhUVFS3Sn/akqKS8wXKbzdZi12nJtuTm0d7XTXh4eIu04w5x2EwxuL2vq+a4WeektLS0SeWNcXWCcGX5jbRbHzP8u5mhDzeipeKwWZgqSYiLiwNg586drFixgunTp5Odnc2cOXNa7BoDBgxg0aJFzJo1C4vFQmRkJABeXo2firCwsBbrT3sSlFZcb6IQFNCxxd44Nput3b0JpfVp3TSeO8Rhs8Rgrau6buY5qW/YNzofU5btbXBfTZw3ptntmtHNvHbMyjTfSbjSQw89RFZWFp9++il5eXlERkYSERHByZMnmTp1Kvv2Nf/WHcADDzzAe++9x7Zt2xg+fDi9evWiS5cuLdT7m1d0lBVfb09Dma+3J9FR1gZqiIhZKQ6LuJ72VXElU9xJuHDhAj/++CPBwcEAZGRk4OfnxzPPPMOzzz7rPC8iIoINGzY4f1WjuYqKiggKCqKyspK1a9cyZcqUG2pPLrn8vQP9CoOI+1EcFjEf7aviSqZIEsrLy5k5cybl5eV4eHjg5+fHhg0bnF+aa8iMGTP48ssvAbj//vsJDQ0lKSnpuscWLFjAiRMnqK6u5te//nWdL+JJ840O76vgJeKGFIdFzEn7qriKxeFwOFzdCZHG0jOL0hxaN9IatK7q0pwYaT4aT3NlPqb8ToKIiIiIiLiOkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMlCSIiIiIiIiBl6s7AHD8+HGee+455+vS0lLKysr47LPPOHr0KPPnz+fcuXP4+/uTkJBA//79AZg+fTrHjx/Hw8ODTp068corr2C1Wq/ZHkBlZSXLly/n73//O76+vgwZMoSlS5e26Zjbm0xbAclpuZwpKadHQEeio6z6M/IibkIxWMxGe4qI65kiSQgJCSElJcX5Oi4uDrvdDkBMTAyTJk1i/PjxpKSksHjxYpKTkwFISEiga9euAPz1r3/l5ZdfZseOHddsD+D111/H19eX9PR0LBYLZ86caYthtluZtgIStx2msvrSHBeVlJO47TCAgrqIG1AMFjPRniJiDqZIEq5UVVVFamoqSUlJFBcXc+TIEd59910Axo4dy9KlSzl79iyBgYHOzQmgrKwMi8VyzfYALly4wM6dO/n444+d5/fo0aMNRtZ+JaflOoP5ZZXVdpLTchXQRdyMYrBctmD9vibXKS0t5b2spte70tf5JVTX1BrKKqvtrN16iPSs/Btquznip49o82uKmIHpkoSMjAx69epFWFgY2dnZ9OrVC09PTwA8PT3p2bMnhYWFBAYGArBw4UL279+Pw+HgnXfeuWZ7AAUFBfj7+5OYmEhWVhadO3dm5syZDB06tNF9zMnJoaKiogVG2z4UlZQ3WG6z2Vr8eq3RprR/7X3dhIeHt0g7isFN057XVWlpaZvWu+zqBOHK8httuzlu9N+4Pa+Rlubuc9VScdgsTJckbN++nQkTJjT6/Li4OAB27tzJihUrePvtt6/Znt1up6CggDvuuIN58+Zx+PBhnnnmGT788EO6dOnSqGte3uzkkqC04noThaCAji3+hrHZbO3uTSitT+um8RSDG6+9r6vmDK0l5mTKsr0N7imJ88bcUNttrb2vkZakuTIfU/260alTpzhw4AAPPvggAMHBwZw6dcr5LKvdbuf06dMEBwfXqfvQQw+RlZVFSUlJg+1dbtPLy4uxY8cCMHjwYAICAjh69GhrDq1di46y4uvtaSjz9fYkOsrqoh6JSHMoBosZaE8RMQdTJQk7duxg1KhRBAQEANC9e3esViu7d+8GYPfu3VitVgIDA7lw4QKFhYXOuhkZGfj5+eHv799gewCBgYEMGzaM/fv3A3D06FGKi4vp169fG4ywfRod3pcZEwcTFNARC5c+7ZkxcbC+jyDiZhSDxQy0p4iYg6keN9qxYwcLFy40lC1ZsoT58+ezfv16unXrRkJCAgDl5eXMnDmT8vJyPDw88PPzY8OGDYYvztXXHsCrr77Kyy+/TEJCAl5eXqxYsYJu3bq17uDaudHhfRXARdycYrCYhfYUEdezOBwOh6s7IdJYemZRmkPrRlqD1lVdmhMjzUfjaa7Mx1SPG4mIiIiIiOspSRAREREREQMlCSIiIiIiYqAkQUREREREDJQkiIiIiIiIgZIEERERERExUJIgIiIiIiIGShJERERERMTANH9x+ejRo8yfP59z587h7+9PQkIC/fv3JyEhgfT0dH744QdSU1MJDQ111mnoWElJCXPnzuXYsWP4+PjQr18/YmNjCQwM5ODBg7z66qvONoqLiwkKCmLHjh1tPmYREbNQDBYRkSuZ5k5CTEwMkyZNIj09nUmTJrF48WIAIiMj2bRpE3369KlTp6FjFouFp556ivT0dFJTU+nbty8rV64E4K677iIlJcX5v0GDBjF27NjWH2A7l2krYMqyvYx7MYUpy/aSaStwdZdEpAkUg6WtaL8QcQ+mSBKKi4s5cuSIc6MYO3YsR44c4ezZswwdOpTg4OB66zV0zN/fn2HDhjlfDxkyhBMnTtR73f379zN+/PgWGsnNKdNWQOK2wxSVlOMAikrKSdx2WIFfxE0oBktb0X4h4j5M8bhRYWEhvXr1wtPTEwBPT0969uxJYWEhgYGBN9R2bW0tmzdvJiIios6xnTt3cs8999CjR48busbNLjktl8pqu6GsstpOclouo8P7uqhXItJYisHSEhas30dpaSnvZe1r8Jyv80uorqk1lFVW21m79RDpWfkN1oufPqLF+ikijWOKJKE1LV26lE6dOvHEE0/UOfaXv/yF2bNnN7nNnJwcKioqWqJ77UJRSXmD5TabrcWv1xptSvvX3tdNeHi4q7tQr/Yeg9v7umqK0tJSw//X5+oE4crya9Vz53l25763NXefK7PG4eYyRZIQHBzMqVOnsNvteHp6YrfbOX36dIO3uBsrISGB/Px8NmzYgIeH8cmqQ4cOcf78eUaNGtXkdsPCwm6oX+1NUFpxvYlCUEDHFn/D2Gy2dvcmlNandXNtisHNo3VlFB5+/TmZsmxvg/tF4rwxrdk9l9AaaTzNlfmY4jsJ3bt3x2q1snv3bgB2796N1Wq9odvcq1atIjs7m3Xr1uHj41Pn+Pbt2xk3bhxeXqbIk9xadJQVX29PQ5mvtyfRUVYX9UhEmkIxWNqK9gsR92FxOBwOV3cCIC8vj/nz5/Pjjz/SrVs3EhIS+MlPfsKyZcvYu3cvZ86cISAgAH9/f/bs2QPQ4LFvv/2WsWPH0r9/fzp06ABASEgI69atA6CiooJ77rmHrVu3ctttt7lszO1Jpq2A5LRczpSU0yOgI9FR1lb5PoI+aZDm0Lq5PsXgptO6qqsxc9JW+4UZaI00nubKfEyTJIg0hoKINIfWjbQGrau6NCdGmo/G01yZjykeNxIREREREfNQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMlCSIiIiIiIiBkgQRERERETHwcnUHLps+fTrHjx/Hw8ODTp068corr9C1a1eee+455zmlpaWUlZXx2WefAXD06FHmz5/PuXPn8Pf3JyEhgf79+3P8+PFr1ouIiMDHxwdfX18A5syZw7333tuGo20fMm0FJKflcqaknB4BHYmOsjI6vK+ruyUizaQ4LGIO2l/FDEyTJCQkJNC1a1cA/vrXv/Lyyy+zY8cOUlJSnOfExcVht9udr2NiYpg0aRLjx48nJSWFxYsXk5ycTEhIyDXrAaxdu5bQ0NBWHlX7lWkrIHHbYSqrL81rUUk5idsOAyiQibgpxWER19P+KmZhmiTh8sYEUFZWhsViMRyvqqoiNTWVpKQkAIqLizly5AjvvvsuAGPHjmXp0qWcPXuWwMDAButJy0hOy3UGsMsqq+0kp+UqiIm4KcVhkZa3YP2+Jp3/dX4J1TW1hrLKajtrtx4iPSu/SW3FTx/RpPNFrmSaJAFg4cKF7N+/H4fDwTvvvGM4lpGRQa9evQgLCwOgsLCQXr164enpCYCnpyc9e/aksLDQsDldXe+yOXPm4HA4CA8PZ/bs2XTr1q3R/czJyaGioqK5w2wXikrKGyy32Wyteu3Wbl/ap/a+bsLDw1ukHXeIw2aKwe19XTWH5sSotLS0SedfnSBcWd7Uttzt38Ld+nu1lorDZmGqJCEuLg6AnTt3smLFCt5++23nse3btzNhwoQmt1lfvU2bNhEcHExVVRVxcXHExsaycuXKRrd59UZ3MwpKK643UQgK6NiqbxKbzdbu3oTS+rRuGs8d4rBZYrDWVV2aEyObzUbivKgm1ZmybG+D+2vivDEt1TXT0doxH1P+utFDDz1EVlYWJSUlAJw6dYoDBw7w4IMPOs8JDg7m1KlTzmdc7XY7p0+fJjg42HlOffUu1wXw8fFh0qRJHDx4sLWH1O5ER1nx9fY0lPl6exIdZXVRj0SkJSkOi7iG9lcxC1MkCRcuXKCwsND5OiMjAz8/P/z9/QHYsWMHo0aNIiAgwHlO9+7dsVqt7N69G4Ddu3djtVoNt7jrq3fx4kXn7TqHw8H777+P1ao3XlONDu/LjImDCQroiIVLn3DMmDhY30cQcVOKwyLmoP1VzMIUjxuVl5czc+ZMysvL8fDwwM/Pjw0bNji/NLdjxw4WLlxYp96SJUuYP38+69evp1u3biQkJBiO11evuLiY559/HrvdTm1tLbfddhsxMTGtN7h2bHR4XwUtkXZCcVjEPLS/ihlYHA6Hw9WdEGksPbMozaF1I61B66ouzYmR5qPxNFfmY4rHjURERERExDyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImJgiiTh+PHjjB8/3vm/iIgI/vVf/xWAzMxMHn74YR588EGeeOIJCgoKnPUSEhKIiIhg4MCBfPPNN4Y2jx49ym9/+1t+9atf8dvf/pbvv/++znUTExPrrSsicrNRHBYRkSt5uboDACEhIaSkpDhfx8XFYbfbOX/+PPPmzWPLli0MGDCAlJQUlixZQlJSEgCRkZFER0fz+OOP12kzJiaGSZMmMX78eFJSUli8eDHJycnO4zk5ORw6dIg+ffq0/gDboUxbAclpuZwpKadHQEeio6z6E/IibkxxWMQ8tMeKGZjiTsKVqqqqSE1NZcKECeTn59OjRw8GDBgAwKhRo9i3bx9nz54FYOjQoQQHB9dpo7i4mCNHjjB27FgAxo4dy5EjR5z1qqqqiI2NZcmSJW0zqHYm01ZA4rbDFJWU4wCKSspJ3HaYTFvBdeuKiPkpDou4jvZYMQtT3Em4UkZGBr169SIsLIzS0lLOnDnDl19+yaBBg0hNTQWgsLCQwMDABtsoLCykV69eeHp6AuDp6UnPnj2d9dasWcO4ceMICQlpkzG1N8lpuVRW2w1lldV2ktNy9UmHSDugOCzS+has31dv+df5JVTX1BrKKqvtrN16iPSs/HrrxE8f0eL9EzFdkrB9+3YmTJgAQNeuXfn9739PfHw8lZWVjBw5km7dujk3neb44osvyM7OZs6cOc1uIycnh4qKimbXd3dFJeUNlttstla/fltcQ9qf9r5uwsPDW6wts8dhM8Xg9r6umkNzYtTQfJSWltZbfnWCcGV5Q3Xay5y7+zhaMg6bgamShFOnTnHgwAFWrFjhLBs+fDjDhw8H4MyZMyQlJXHrrbdes53g4GBOnTqF3W7H09MTu93O6dOnCQ4O5r333iMvL4/IyEgATp48ydSpU4mPj2fEiMZl4mFhYc0cYfsQlFZcb6IQFNCx1d8gNput3b0JpfVp3TSeO8Rhs8Rgrau6NCdG15qPhqZpyrK9De6xifPGtGT3TEVrx3xM9Z2EHTt2MGrUKAICApxlRUVFANTW1rJq1SoeffRROnXqdM12unfvjtVqZffu3QDs3r0bq9VKYGAg06ZNY9++fWRkZJCRkUHv3r1JSkpqdIIgEB1lxdfb+Cmir7cn0VFWF/VIRFqK4rCIa2mPFbMw1Z2EHTt2sHDhQkPZ6tWrOXjwINXV1dxzzz2G29PLli1j7969nDlzhsmTJ+Pv78+ePXsAWLJkCfPnz2f9+vV069aNhISENh1Le3b5ewf65QWR9kdxWMS1tMeKWVgcDofD1Z0QaSzdjpTm0LqR1qB1VZfmxEjz0XiaK/Mx1eNGIiIiIiLiekoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBl6u7gBASUkJc+fO5dixY/j4+NCvXz9iY2Px9/fnscceo7y8HICgoCBeffVVQkJCABg4cCChoaF4eFzKdVasWMHAgQMBOH78OK+++irHjh3D09OTyZMnM3HiROc1HQ4HkydPJjc3l6ysrDYesfvLtBXoT8aLtCOKwyLmo71WXMkUSYLFYuGpp55i2LBhACQkJLBy5UqWL1/OO++8Q9euXQH405/+xGuvvUZiYqKz7pYtW+jcubOhPYfDwYwZM5gxYwb33XcfDoeDs2fPGs7585//zC233EJubm4rj679ybQVkLjtMJXVdgCKSspJ3HYYQMFLxE0pDouYi/ZacTVTJAn+/v7OjQlgyJAhbN68GcC5MQGUlZU5P626lv/6r/+ic+fO3HfffcClza979+7O499//z179uzhtdde429/+1tLDeOmkZyW6wxal1VW20lOy1XgEnFTisMirrVg/T7D66/zS6iuqTWUVVbbWbv1EOlZ+XXqx08f0ar9k5uPKZKEK9XW1rJ582YiIiKcZU8//TRHjhwhICCApKQkw/lPPvkkdrudkSNH8vzzz+Pj48M///lP/P39+d3vfsexY8e49dZbWbBgAcHBwdTW1rJo0SJiYmLw8mre8HNycqioqLihcbqzopLyBsttNlurX78triHtT3tfN+Hh4S3WltnjsJlicHtfV82hOTFq7HyUlpYaXl+dIFxZfvW5TbmOmbn7GFoyDpuBxeFwOFzdiSu9+uqrnDp1isTERMOnVbW1tWzcuJFTp06xZMkSAAoLCwkODqasrIyXXnqJ0NBQZs2axbvvvktiYiJbt27ltttu49133+Wjjz4iOTmZt99+m4sXLzJz5kyOHz/OhAkT9CxsE01ZtrfeRCEooCP/Z9GYVr22zWZrd29CaX1aN02jONw4Wld1aU6MbmQ+XLnXuoLWjvmY6teNEhISyM/PZ/Xq1XVuZ3t4ePCb3/yGlJQUZ1lwcDAAXbp0YeLEiRw8eNBZHhYWxm233QbAuHHj+OqrrwD4/PPP2bFjBxEREUyaNIkff/yRiIgIysrK2mKI7UJ0lBVfb09Dma+3J9FRVhf1SERaiuKwiDlorxVXM83jRqtWrSI7O5u33noLHx8fAOeX3AIDAwH44IMPnL+acf78eXx9fenQoQM1NTWkp6djtV5644wcOZJVq1Zx+vRpevbsyf/7f//PWW/jxo3Oa17+BCsjI6PNxtkeXP7egX5xQaR9URwWMQ/tteJqpkgSvv32WzZu3Ej//v159NFHAQgJCeF3v/sdCxYsoLq6GoA+ffrw+uuvA/Ddd9+xePFiLBYLNTU1/PznP2fmzJkAdOrUiUWLFvH000/jcDjw9/fntddec83g2qnR4X0VqETaEcVhEfPRXiuuZLrvJIhci55ZlObQupHWoHVVl+bESPPReJor8zHVdxJERERERMT1lCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMvFzdgcs++ugj1qxZg8PhwOFwMGPGDMaMGUNCQgLp6en88MMPpKamEhoa6qxTWVnJ8uXL+fvf/46vry9Dhgxh6dKlHD9+nOeee855XmlpKWVlZXz22WcARERE4OPjg6+vLwBz5szh3nvvbdsBu6FMWwHJabmcKSmnR0BHoqOs+nPxIu2EYrCIeWi/FTMwRZLgcDiYO3cumzZtIjQ0lH/84x889thj3HfffURGRhIdHc3jjz9ep97rr7+Or68v6enpWCwWzpw5A0BISAgpKSnO8+Li4rDb7Ya6a9euNWx2cm2ZtgIStx2msvrSPBaVlJO47TCAApeIm1MMFjEP7bdiFqZIEgA8PDwoLS0FLn3q1LNnTzw8PBg6dGi951+4cIGdO3fy8ccfY7FYAOjRo0ed86qqqkhNTSUpKan1On8TSE7LdQasyyqr7SSn5SpoibQDisEiN27B+n2G16WlpbyXta+Bs+v3dX4J1TW1hrLKajtrtx4iPSu/Wf2Knz6iWfXk5maKJMFisbB69WqmT59Op06duHDhAm+99dY16xQUFODv709iYiJZWVl07tyZmTNn1tnQMjIy6NWrF2FhYYbyOXPm4HA4CA8PZ/bs2XTr1q3R/c3JyaGioqLxA2wHikrKGyy32Wxt2pe2vp60D+193YSHhze7rmJw87X3ddUcN/OcXE60r1d2LVcnCFeWN7Wty9zl38Rd+tmQG4nDZmSKJKGmpoaNGzeyfv16wsPDsdlsvPDCC+zZs4fOnTvXW8dut1NQUMAdd9zBvHnzOHz4MM888wwffvghXbp0cZ63fft2JkyYYKi7adMmgoODqaqqIi4ujtjYWFauXNno/l692d0MgtKK600UggI6tumbwmaztbs3obQ+rZtrUwxuHq2rum72Obl66M2ZjynL9ja43ybOG3Mj3TO1m33tmJEpft0oNzeX06dPOxdHeHg4HTt2JC8vr8E6wcHBeHl5MXbsWAAGDx5MQEAAR48edZ5z6tQpDhw4wIMPPlinLoCPjw+TJk3i4MGDLT2kdic6yoqvt6ehzNfbk+goq4t6JCItRTFYxDy034pZmCJJ6N27NydPnuS7774DIC8vj+LiYm699dYG6wQGBjJs2DD2798PwNGjRykuLqZfv37Oc3bs2MGoUaMICAhwll28eNF5u87hcPD+++9jteqNdz2jw/syY+JgggI6YuHSJxozJg7W9xFE2gHFYBHz0H4rZmGKx42CgoJYsmQJM2fOdH4Bbvny5fj7+7Ns2TL27t3LmTNnmDx5Mv7+/uzZsweAV199lZdffpmEhAS8vLxYsWKF4bnWHTt2sHDhQsO1iouLef7557Hb7dTW1nLbbbcRExPTdoN1Y6PD+ypIibRDisEi5qL9VszA4nA4HK7uhEhj6ZlFaQ6tG2kNWld1aU6MNB+Np7kyH1M8biQiIiIiIuahJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDU/zFZYDp06dz/PhxPDw86NSpE6+88gq9e/dm7ty5HDt2DB8fH/r160dsbCyBgYEAvPjii2RlZVFUVMTBgwfp3Lmzs71Dhw6xePFiKisr6dOnD6+//jrdu3cHYODAgYSGhuLhcSlHWrFiBQMHDmz7QYuImIjisIiIXGaav7hcWlpK165dAfjrX//KunXrePfdd/n6668ZNmwYAAkJCZw/f57ly5cD8Pe//53Q0FCGDx9u2Jxqa2v51a9+RXx8PEOHDmX9+vUUFBQQHx8PXNqcrt7M5NoybQUkp+VypqScHgEdiY6yuuRPxusvMkpzaN00juJw02hd1aU5MWrKfJhln3UVrR3zMc3jRpc3JoCysjIsFgv+/v7OjQlgyJAhnDhxwvn6l7/8pfNTqStlZ2fj6+vL0KFDAXj00Uf54IMPWrH37VumrYDEbYcpKinHARSVlJO47TCZtgJXd01EWpDisIhraJ8VMzLN40YACxcuZP/+/TgcDt555x3DsdraWjZv3kxERMR12yksLOSWW25xvg4MDKS2tpZz587h7+8PwJNPPondbmfkyJE8//zz+Pj4tOhY2pPktFwqq+2GsspqO8lpuTfVpxwiNwPFYZHWt2D9PsPrr/NLqK6pNZRVVttZu/UQ6Vn5hvL46SNavX8iYLIkIS4uDoCdO3eyYsUK3n77beexpUuX0qlTJ5544okbvk5mZibBwcGUlZXx0ksvsW7dOmbNmtXo+jk5OVRUVNxwP9xFUUl5g+U2m62Ne4NLrinur72vm5a6Te8OcdhMMbi9r6vm0JwY1TcfpaWlhtdXJwhXll99bnueX3cfW3t7XMpUScJlDz30EIsXL6akpISAgAASEhLIz89nw4YNzi+5XUtwcLDhdvjZs2fx8PBwfnoVHBwMQJcuXZg4cSLvvvtuk/oXFhbWpPPdXVBacb2JQlBAxzZ/Q+iZRWkOrZumM3McNksM1rqqS3Ni1NB8XF00ZdneBvfZxHljWqt7pqK1Yz6m+E7ChQsXKCwsdL7OyMjAz88Pf39/Vq1aRXZ2NuvWrWv0reif/exnVFRU8PnnnwOwZcsW7r//fgDOnz/v/ASqpqaG9PR0rFZrC4+ofYmOsuLr7Wko8/X2JDpK8ybSXigOi7iO9lkxI1PcSSgvL2fmzJmUl5fj4eGBn58fGzZs4J///CcbN26kf//+PProowCEhISwbt06AGbMmMGXX34JwP33309oaChJSUl4eHiwYsUKYmJiDD+9B/Ddd9+xePFiLBYLNTU1/PznP2fmzJmuGbibuPy9g5v5VxdE2jvFYRHX0T4rZmSan0AVaQzdjpTm0LqR1qB1VZfmxEjz0XiaK/MxxeNGIiIiIiJiHkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBl6u7sDVEhMTefPNN0lNTcXb25vFixdTVFSEl5cXd955JzExMXTo0IGDBw+yYsUKfvzxRwBGjRrF3LlzsVgs1NbWsnz5cv7rv/4LT09PevbsyfLly+nVqxe5ubm8/PLL1NbWUlNTw1133cUrr7yCj4+Pi0duXpm2Av2peJGbhGKwiOtovxUzMdWdhJycHA4dOkSfPn0A8Pb2ZsGCBXzwwQfs2rWL8vJykpKSAOjSpQuvvfYa77//Pjt37uTQoUOkpKQAkJGRwZdffsmuXbtITU3lX/7lX/jDH/4AwIABA/jP//xPUlJSSE1N5dy5c2zZssU1A3YDmbYCErcdpqikHAdQVFJO4rbDZNoKXN01EWlhisEirqP9VszGNHcSqqqqiI2N5Y033iA6OhqAkJAQ53EPDw8GDRpEXl4eAKGhoc5jPj4+3HHHHZw4ccLQXmVlJR4eHly4cMHZVocOHZzn1NTUUFFRgYeHqXIlU0lOy6Wy2m4oq6y2k5yWq083RNoRxWCR1rNg/b7rnvN1fgnVNbWGsspqO2u3HiI9K/+69eOnj2h2/0TqY5okYc2aNYwbN86wKV2poqKC7du3M3v27DrHiouLSU9P56233gIgIiKCzz77jBEjRtChQwd+8pOfsHjxYuf5p06dYtq0aRw7doxRo0bxv/7X/2pSX3NycqioqGhSHXdVVFLeYLnNZmvj3lziquuKe2vv6yY8PPyG6isGN097X1fNoTkxstlslJaWXve8qxOEK8sbU789zLu7j+FG47DZmCJJ+OKLL8jOzmbOnDn1Hq+pqWHWrFncfffdREZGGo6VlZXx7LPPMmXKFO644w7g0gaSl5fHJ598QufOnYmLi+O1115zblK9evUiJSWFixcv8tJLL/Hhhx/ywAMPNLq/YWFhzRyp+wlKK643UQgK6OiSN4PNZmt3b0JpfVo316YY3DxaV3VpTowuz0djpmTKsr0N7reJ88a0Qu/MRWvHfExxj/fAgQPk5eURGRlJREQEJ0+eZOrUqezbtw+73c6cOXPw8/Nj0aJFhnrl5eU888wz3HPPPUyZMsVZvmPHDu6++266du2Kh4cH48aNIysrq851O3XqxK9//WtSU1NbfYzuKjrKiq+3p6HM19uT6Ciri3okIi1NMVjE9bTfitmYIkmYNm0a+/btIyMjg4yMDHr37k1SUhLDhw9n/vz5eHp6EhcXh8VicdaprKzkmWeeYfDgwcycOdPQXkhICJ9++inV1dUAfPzxx/z0pz8FoKCggKqqKuDSM7N/+9vfDM/WitHo8L7MmDiYoICOWLj0icaMiYP1fQSRdkQxWMT1tN+K2ZjicaOGfPLJJ+zatYvQ0FAeeeQRAO666y5iYmJ47733+Oyzzzh37hz79l36QtD999/Ps88+y+OPP863337LuHHj8PLyIjg4mKVLlwJw8OBB3nnnHefP9P3iF79g+vTpLhujOxgd3ldBSuQmpBgs0ra034qZWBwOh8PVnRBpLD2zKM2hdSOtQeuqLs2Jkeaj8TRX5mOKx41ERERERMQ8lCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMTJckJCYmMnDgQL755hsADh06xLhx4/jVr37FlClTKC4uBuDo0aM8+eST3H///YwdO5YFCxZQUVEBQFVVFVOnTmXYsGEMGzaszjUyMjK4//77+Z//83/ywgsvUF5e3nYDdDOZtgKmLNvLuBdTmLJsL5m2Ald3SURakWKwiOtp7xUzMFWSkJOTw6FDh+jTpw8AtbW1vPTSSyxevJj09HSGDh3KypUrAfD29mbBggV88MEH7Nq1i/LycpKSkgDw8PBg6tSp/PGPf6xzjQsXLvDKK6+wYcMGPvzwQzp37uysJ0aZtgIStx2mqKQcB1BUUk7itsMKViLtlGKwiOtp7xWzME2SUFVVRWxsLEuWLHGWZWdn4+vry9ChQwF49NFH+eCDDwAICQnhjjvuAC5tSIMGDeLEiRMAeHl5MXz4cLp27VrnOp988gk/+9nP6N+/v7PNtLS0VhyZ+0pOy6Wy2m4oq6y2k5yW66IeiUhrUQwWca0F6/exYP0+1m49VO/eu3brIRas3+ei3snNyMvVHbhszZo1jBs3jpCQEGdZYWEht9xyi/N1YGAgtbW1nDt3Dn9/f2d5RUUF27dvZ/bs2de9ztVt3nLLLRQWFjaprzk5Oc7b6u1ZUUn9jwAUlZRjs9nauDf/zZXXFvfV3tdNeHj4DdVXDG6e9r6umkNzYtTY+SgtLQWguqa23uPVNbWUlpa26/l197HdaBw2G1MkCV988QXZ2dnMmTOnyXVramqYNWsWd999N5GRka3Qu7rCwsLa5DquFpRWXG+iEBTQ0WVvBJvN1u7ehNL6tG6uTTG4ebSu6tKcGDVlPi6fNmXZ3gb33sR5Y1qye6aitWM+pnjc6MCBA+Tl5REZGUlERAQnT55k6tSp5OfnO29fA5w9exYPDw/nJ1h2u505c+bg5+fHokWLGnWt4OBgQ5snTpwgODi4RcfTXkRHWfH19jSU+Xp7Eh1ldVGPRKQ1KAaLmIf2XjELUyQJ06ZNY9++fWRkZJCRkUHv3r1JSkriqaeeoqKigs8//xyALVu2cP/99wOXvlA3f/58PD09iYuLw2KxNOpa9957L1999RXff/+9s82oqKhWGZe7Gx3elxkTBxMU0BELlz7FmDFxMKPD+7q6ayLSghSDRcxDe6+YhSkeN2qIh4cHK1asICYmhsrKSvr06cPrr78OXPry265duwgNDeWRRx4B4K677iImJgaACRMmcOrUKX788UdGjhzJvffeS1xcHF26dCE2NpZ///d/p7a2FqvVysKFC102RrMbHd5XgUnkJqUYLOIa2nvFDCwOh8Ph6k6INJaeWZTm0LqR1qB1VZfmxEjz0XiaK/MxxeNGIiIiIiJiHkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMTDNX1yePn06x48fx8PDg06dOvHKK69gtVpJSEggPT2dH374gdTUVEJDQwE4fvw4zz33nLN+aWkpZWVlfPbZZwB89NFHrFmzBofDgcPhYMaMGYwZMwaAiIgIfHx88PX1BWDOnDnce++9bTxi88q0FZCclsuZknJ6BHQkOsqqv/wochNQHBZX0b4jYj6mSRISEhLo2rUrAH/96195+eWX2bFjB5GRkURHR/P4448bzg8JCSElJcX5Oi4uDrvdDoDD4WDu3Lls2rSJ0NBQ/vGPf/DYY49x33334eFx6ebJ2rVrnRud/LdMWwGJ2w5TWX1pLotKykncdhhAAVuknVMcFlfQviNiTqZJEi5vTABlZWVYLBYAhg4det26VVVVpKamkpSU5Czz8PCgtLQUuPTpVs+ePZ0bkzQsOS3XGagvq6y2k5yWq2At0s4pDktrW7B+X52yr/NLqK6pNZRVVttZu/UQ6Vn5zrL46SNavX8i8t9MkyQALFy4kP379+NwOHjnnXcaXS8jI4NevXoRFhYGgMViYfXq1UyfPp1OnTpx4cIF3nrrLUOdOXPm4HA4CA8PZ/bs2XTr1q3R18vJyaGioqLR57uTopLyBsttNlsb96Z+ZumHuJf2vm7Cw8NbpB13iMNmisHtfV01x7Xm5HLSeKWrE4Qry688313n2l377QruPlctFYfNwuJwOByu7sTVdu7cyZ49e3j77bedZREREWzYsKHeW9NPP/009957L9HR0QDU1NTw1FNP8fzzzxMeHo7NZuPFF19kz549dO7cmcLCQoKDg6mqqiIuLo4LFy6wcuXKNhufmU1ZtrfeRCEooCP/Z9EYF/TIyGaztbs3obQ+rZumUxy+Pq2rupozJ2bfd26E1kjjaa7Mx5T3fR966CGysrIoKSm57rmnTp3iwIEDPPjgg86y3NxcTp8+7Vxs4eHhdOzYkby8PACCg4MB8PHxYdKkSRw8eLAVRuGeoqOs+Hp7Gsp8vT2JjrK6qEci4gqKw9JWtO+ImJMpkoQLFy5QWFjofJ2RkYGfnx/+/v7Xrbtjxw5GjRpFQECAs6x3796cPHmS7777DoC8vDyKi4u59dZbuXjxovP2pcPh4P3338dqVSC6bHR4X2ZMHExQQEcsXPokZ8bEwfo+gkg7pzgsrqJ9R8ScTPGdhPLycmbOnEl5eTkeHh74+fmxYcMGLBYLy5YtY+/evZw5c4bJkyfj7+/Pnj17nHV37NjBwoULDe0FBQWxZMkSZs6c6fzi3fLly/H396egoIDnn38eu91ObW0tt912GzExMW06XrMbHd5XwVnkJqM4LK6kfUfEfEz5nQSRhuiZRWkOrRtpDVpXdWlOjDQfjae5Mh9TPG4kIiIiIiLmoSRBREREREQMlCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJi4OXqDlx29OhR5s+fz7lz5/D39ychIYH+/ftTWVnJ8uXL+fvf/46vry9Dhgxh6dKlACQkJJCens4PP/xAamoqoaGhzvYaOlZSUsLcuXM5duwYPj4+9OvXj9jYWAIDA10ybjPJtBWQnJbLmZJyegR0JDrKyujwvq7uloi0AcVgcSXtPyLmY5o7CTExMUyaNIn09HQmTZrE4sWLAXj99dfx9fUlPT2d1NRUZs6c6awTGRnJpk2b6NOnT532GjpmsVh46qmnnO317duXlStXtu7g3ECmrYDEbYcpKinHARSVlJO47TCZtgJXd01E2oBisLiK9h8RczLFnYTi4mKOHDnCu+++C8DYsWNZunQphYWF7Ny5k48//hiLxQJAjx49nPWGDh3aYJsNHfP392fYsGHO10OGDGHz5s0tMQy3lpyWS2W13VBWWW0nOS1Xn+aItHOKwdKaFqzfd83jX+eXUF1TayirrLazdush0rPyr1k3fvqIG+6fiNTPFElCYWEhvXr1wtPTEwBPT0969uxJQUEB/v7+JCYmkpWVRefOnZk5c+Y1N6amqK2tZfPmzURERDSpXk5ODhUVFS3SB7MoKilvsNxms7Vxb67NbP0R99De1014eHiz6yoGN197X1fNcfWclJaWXvP8qxOEK8uvV9cd5t8d+mgW7j5XNxKHzcgUSUJDOnfuTEFBAXfccQfz5s3j8OHDPPPMM3z44Yd06dLlhttfunQpnTp14oknnmhSvbCwsBu+ttkEpRXXmygEBXQ01aK32Wym6o+4B62b5lEMvjatq7rqm5PrTdGUZXsb3H8S541pye61Oa2RxtNcmY8pvpMQHBzMqVOnsNsvPe5it9s5ffo0wcHBeHl5MXbsWAAGDx5MQEAAR48eveFrJiQkkJ+fz+rVq/HwMMU0uFR0lBVfb09Dma+3J9FRVhf1SETaimKwuJL2HxFzMkVk7t69O1arld27dwOwe/durFYrgYGBDBs2jP379wOXfn2juLiYfv363dD1Vq1aRXZ2NuvWrcPHx+eG+98ejA7vy4yJgwkK6IiFS5/gzJg4WN9HELkJKAaLK2n/ETEni8PhcLi6EwB5eXnMnz+fH3/8kW7dupGQkMBPfvITCgoKePnllzl37hxeXl688MILjBo1CoBly5axd+9ezpw5Q0BAAP7+/uzZs+eax7799lvGjh1L//796dChAwAhISGsW7fOZWOXxtPtSGkOrZvrUwxuOq2rujQnRpqPxtNcmY9pkgSRxlAQkebQupHWoHVVl+bESPPReJor8zHF40YiIiIiImIeShJERERERMRASYKIiIiIiBgoSRAREREREQMlCSIiIiIiYqAkQUREREREDJQkiIiIiIiIgZIEERERERExMF2SkJiYyMCBA/nmm28AePHFFxkxYgQDBw7kwoULhnOvdezcuXPMnj2bX/3qVzzwwAMkJiY6j23fvp0HH3yQBx54gGeeeYZz5861+rhERNyBYrCIiIDJkoScnBwOHTpEnz59nGW/+c1vSElJqff8ax2bP38+gwYNIj09nT179vDb3/4WgLy8PFavXs2f/vQn9uzZw6BBg1i1alXLD8aNZNoKmLJsL+NeTGHKsr1k2gpc3SURcQHFYJHWpf1W3IlpkoSqqipiY2NZsmSJofyXv/wl3bt3r7dOQ8e+//57vvnmG/7t3/7NWRYUFATAN998g9VqJTAwEIBRo0aRmpraQqNwP5m2AhK3HaaopBwHUFRSTuK2wwpcIjcZxWCR1qX9VtyNaZKENWvWMG7cOEJCQm64rX/+85/06tWLhQsX8vDDD/P000/z7bffAnD77bfz1VdfUVBQgMPhYPfu3Vy8ePGmvd2dnJZLZbXdUFZZbSc5LddFPRIRV1AMFmlda7ce0n4rbsXL1R0A+OKLL8jOzmbOnDkt0l5tbS2HDx/mxRdfZOjQoezdu5dnn32Wv/71rwwYMIBFixYxa9YsLBYLkZGRAHh5NX4qcnJyqKioaJG+ulpRSXmD5TabrY170zhm7ZeYW3tfN+Hh4c2uqxjcfO19XTWH5sTo8nxU19TWe9zM+21bc/d5uJE4bEamSBIOHDhAXl6ec7M4efIkU6dOJT4+nhEjRjS5veDgYIKDgxk6dCgAY8aM4aWXXuLs2bMEBgbywAMP8MADDwDw5Zdf8h//8R906dKl0e2HhYU1uU9mFZRWXG+iEBTQ0ZSL3WazmbJfYm5aN9emGNw8Wld1aU6MrpwPd9tv25rWjvmY4nGjadOmsW/fPjIyMsjIyKB3794kJSU1a3MC+NnPfkanTp2ct7cPHDiAn58fAQEBABQVFQFQWVnJ2rVrmTJlSssMxA1FR1nx9fY0lPl6exIdZXVRj0SkrSkGi7Q+7bfibkxxJ+FaZsyYwZdffgnA/fffT2hoKElJSdc8ZrFYWL58OQsWLKCqqoqOHTuSmJiIxWIBYMGCBZw4cYLq6mp+/etfEx0d7ZrBmcDo8L7Ape8mnCkpp0dAR6KjrM5yEbm5KQaLtAztt+JuLA6Hw+HqTog0lm5HSnNo3Uhr0LqqS3NipPloPM2V+ZjicSMRERERETEPJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQERERERED0yQJR48e5be//S2/+tWv+O1vf8v3338PQEJCAhEREQwcOJBvvvmm3rqJiYl1jg8cOJAHH3yQ8ePHM378eL7++mvnsQ0bNvDrX/+acePG8dhjj/Htt9+26tjMJNNWwJRlexn3YgpTlu0l01bg6i6JiEkoDotZae8SaXumSRJiYmKYNGkS6enpTJo0icWLFwMQGRnJpk2b6NOnT731cnJyOHToUL3Ht2zZQkpKCikpKQwcOBCA3Nxc/vM//5P33nuPXbt2ERUVxYoVK1pvYCaSaSsgcdthikrKcQBFJeUkbjusYCsigOKwmJP2LhHX8HJ1BwCKi4s5cuQI7777LgBjx45l6dKlnD17lqFDhzZYr6qqitjYWN544w2io6MbdS2LxUJ1dTUVFRV06tSJ0tJSevfu3SLjMLvktFwqq+2GsspqO8lpuYwO7+uiXomIGSgOiystWL+vwWNf55dQXVNrKKustrN26yHSs/IbrBc/fUSL9U/kZmSKJKGwsJBevXrh6ekJgKenJz179qSwsJDAwMAG661Zs4Zx48YREhJS7/Enn3wSu93OyJEjef755/Hx8eH2229n8uTJRERE0LVrV7p168af//znJvU3JyeHioqKJtUxg6KS8gbLbTZbG/em+dypr2Ie7X3dhIeH31B9d4rDZorB7X1dNUdz5qS0tLTBY1cnCFeWX6ueWf5tzNIPd+Duc3WjcdhsTJEkNMcXX3xBdnY2c+bMqfd4ZmYmwcHBlJWV8dJLL7Fu3TpmzZrFDz/8wN/+9jf27t1Lz549eeedd5g/fz4bN25s9LXDwsJaahhtKiituN5EISigo9ssbJvN5jZ9FfPQumkdrorDZonBWld1NXdOrlVlyrK9De5difPGNPlabUlrpPE0V+Zjiu8kBAcHc+rUKez2S4/C2O12Tp8+TXBwcIN1Dhw4QF5eHpGRkURERHDy5EmmTp3Kvn37nG0CdOnShYkTJ3Lw4EEAPvjgA0JDQ+nZsycADz30EFlZWa05PNOIjrLi6+1pKPP19iQ6yuqiHomIWSgOi1lp7xJxDVMkCd27d8dqtbJ7924Adu/ejdVqveYt7mnTprFv3z4yMjLIyMigd+/eJCUlMWLECM6fP++8FV1TU0N6ejpW66VgEhISgs1m4+LFiwB8/PHH/PSnP23lEZrD6PC+zJg4mKCAjli49CnMjImD9X0EEVEcFtPS3iXiGqZ53GjJkiXMnz+f9evX061bNxISEgBYtmwZe/fu5cyZM0yePBl/f3/27Nlzzba+++47Fi9ejMVioaamhp///OfMnDkTgDFjxnD48GEeeeQRfHx86NatG/Hx8a0+PrMYHd5XgVVE6qU4LGalvUuk7VkcDofD1Z0QaSw9syjNoXUjrUHrqi7NiZHmo/E0V+ZjiseNRERERETEPJQkiIiIiIiIgZIEERERERExUJIgIiIiIiIGShJERERERMRASYKIiIiIiBgoSRAREREREQMlCSIiIiIiYqAkQUREREREDLxc3YHLPvroI9asWYPD4cDhcDBjxgx+8YtfMHfuXI4dO4aPjw/9+vUjNjaWwMBAjh49yuLFiykqKsLLy4s777yTmJgYOnTowPHjxxkzZgw//elPne3/8Y9/JCAgAIDc3FyWLVtGSUkJAPPmzWPUqFEuGXdby7QVkJyWy5mScnoEdCQ6yqo/dS8igOKwtB/a60RunMXhcDhc3QmHw8G//uu/smnTJkJDQ/nHP/7BY489xkcffcTXX3/NsGHDAEhISOD8+fMsX76c48eP8+OPP3LHHXdQW1vL7Nmz+elPf8pzzz3H8ePHmTBhAllZWXWudfHiRR588EHeeOMNhgwZQk1NDaWlpc6Nqz3LtBWQuO0wldV2Z5mvtyczJg52m+CpP9suzaF1c32Kw02ndVWXGebETHudGebDXWiuzMc0dxI8PDwoLS0FoLS0lJ49e+Lv7+/cmACGDBnC5s2bAQgJCTHUHTRoEHl5ede9zu7duwkPD2fIkCEAeHl5ud3G1FzJabmGoAlQWW0nOS3XbZIEEWk9isPS2has39fq1/g6v4TqmlpDWWW1nbVbD5Geld/q14+fPqLVryHSFkyRJFgsFlavXs306dPp1KkTFy5c4K233jKcU1tby+bNm4mIiKhTv6Kigu3btzN79mxn2YULF3jkkUcA+PWvf83UqVOxWCz885//xMvLi6effprTp08TFhbGvHnz8PPza3R/c3JyqKioaOZoXaeopLzBcpvN1sa9aT536quYR3tfNzf6CZw7xWEzxeD2vq6a41pzcjkJbU1XJwhXlrfF9a8ev9ZI47n7XLW3OyGmSBJqamrYuHEj69evJzw8HJvNxgsvvMCePXvo3LkzAEuXLqVTp0488cQTderOmjWLu+++m8jISAB69uzJxx9/TPfu3SkuLubZZ5/Fz8+PiRMnUltby6effsqWLVvo0aMH8fHxvPbaa8THxze6v2FhYS03+DYUlFZcb6IQFNDRbRa2bkdKc2jdXJ87xWGzxGCtq7quNydtMV1Tlu1tcK9LnDem9TtwBa2RxtNcmY8pft0oNzeX06dPOxdHeHg4HTt2dN62TkhIID8/n9WrV+Ph8d9dttvtzJkzBz8/PxYtWuQs9/HxoXv37gB0796dBx98kIMHDwIQHBzMsGHD6NmzJx4eHjz44IN89dVXbTVUl4qOsuLr7Wko8/X2JDrK6qIeiYhZKA5Le6G9TqRlmCJJ6N27NydPnuS7774DIC8vj+LiYm699VZWrVpFdnY269atw8fHx1mntraW+fPn4+npSVxcHBaLxXmsuLiY6upqAMrLy8nIyOD2228HICoqii+//JKysjIAPvnkEwYOHNhWQ3Wp0eF9mTFxMEEBHbFw6VMVd/rSsoi0HsVhaS+014m0DFP8uhHArl27ePvtt52bzO9+9zv69evH2LFj6d+/Px06dAAufVFu3bp1ZGZm8u///u+EhoY6P9W66667iImJYe/evaxduxYPDw9qamoYPXo0L774Ip6elz5Z2LlzJ++88w4Wi4WQkBCWLl1Kjx49XDNwaRLdjpTm0LppHMXhptG6qktzYqT5aDzNlfmYJkkQaQwFEWkOrRtpDVpXdWlOjDQfjae5Mh9TPG4kIiIiIiLmoSRBREREREQMlCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERA9MkCUePHuW3v/0tv/rVr/jtb3/L999/D8D06dMZN24cDz30EJMmTSI3N/e6da6UmJjIwIED+eabb5xl7733Hg8++CDjx4/nkUce4fPPP2/t4YmImJpisIiIGDhM4sknn3Ts3LnT4XA4HDt37nQ8+eSTDofD4fjxxx+d53z44YeOhx566Lp1LsvOznZMnTrV8T/+x/9wfP311w6Hw+E4e/as4+c//7mjqKjI4XA4HH/9618dUVFRrTcwE/no82OOyUvTHQ/O3umYvDTd8dHnx1zdpSb7/PPPXd0FcUNaN9enGNx0Wld1tdSctIf9yuHQGmkKzZX5mOJOQnFxMUeOHGHs2LEAjB07liNHjnD27Fm6du3qPK+srAyLxXLdOgBVVVXExsayZMkSw7UcDgcOh4MLFy4AUFpaSu/evVt7iC6XaSsgcdthikrKcQBFJeUkbjtMpq3A1V0TERdTDBYz0X4lYg5eru4AQGFhIb169cLT0xMAT09PevbsSWFhIYGBgSxcuJD9+/fjcDh45513GlVnzZo1jBs3jpCQEMO1AgMDiY2N5eGHH6Zbt27U1tbyf//v/23bAbtAclouldV2Q1lltZ3ktFxGh/d1Ua9ExAwUg6WlLVi/r9l1v84vobqm1lBWWW1n7dZDpGflN7m9+Okjmt0XkZuZKZKE64mLiwNg586drFixgrfffvua53/xxRdkZ2czZ86cOsfKysrYtGkT7733Hj/5yU94//33mTFjBrt27XJ+QnY9OTk5VFRUNH0gLlRUUt5guc1ma+Pe3Bh366+YQ3tfN+Hh4a3WtmJww9r7umoOm81GaWlps+tfnSBcWd6cdl39b+Tq67sTd5+r1ozDrmCKJCE4OJhTp05ht9vx9PTEbrdz+vRpgoODDec99NBDLF68mJKSkmvWee+998jLyyMyMhKAkydPMnXqVOLj4ykrK6Nr16785Cc/AeDXv/41CxYsoKSkhMDAwEb1NywsrGUnoA0EpRXXmygEBXR0q0Vts9ncqr9iDlo316YY3DxaV3VdnpMbmZYpy/Y2uF8lzhtzA71re1ojjae5Mh9TfCehe/fuWK1Wdu/eDcDu3buxWq34+vpSWFjoPC8jIwM/Pz/8/f0brBMYGMi0adPYt28fGRkZZGRk0Lt3b5KSkhgxYgQhISEcOXKE4uJiAD799FO6dOlCQEBA2w+8DUVHWfH19jSU+Xp7Eh1ldVGPRMQsFIPFTLRfiZiDKe4kACxZsoT58+ezfv16unXrRkJCAuXl5cycOZPy8nI8PDzw8/Njw4YNzlvS9dW5np/97Gc89dRTPPHEE3h7e+Pj48OaNWsafZvbXV3+3kFyWi5nSsrpEdCR6Cirvo8gIoBisJiH9isRc7A4HA6Hqzsh0li6HSnNoXUjrUHrqi7NiZHmo/E0V+ZjiseNRERERETEPJQkiIiIiIiIgZIEERERERExUJIgIiIiIiIGShJERERERMRASYKIiIiIiBgoSRAREREREQMlCSIiIiIiYqAkQUREREREDLxc3YHLjh49yvz58zl37hz+/v4kJCTg5eXFc8895zyntLSUsrIyPvvsM44fP97gsSslJiby5ptvkpqaSmhoKAADBw4kNDQUD49LOdKKFSsYOHBgG4zStTJtBfoz9yLSIMVhMSvtXyJtzzRJQkxMDJMmTWL8+PGkpKSwePFikpOTSUlJcZ4TFxeH3W4HICQkpMFjl+Xk5HDo0CH69OlT53pbtmyhc+fOrTQa88m0FZC47TCV1ZfmqKiknMRthwEUaEUEUBwWc9L+JeIapkgSiouLOXLkCO+++y4AY8eOZenSpZw9e5bAwEAAqqqqSE1NJSkpqU79+o5VVVURGxvLG2+8QXR0dNsMxMSS03KdAfayymo7yWm5CrIiojgsbWbB+n1NOv/r/BKqa2oNZZXVdtZuPUR6Vv5168dPH9Gk64nIJaZIEgoLC+nVqxeenp4AeHp60rNnTwoLC52bU0ZGBr169SIsLKxO/fqOrVmzhnHjxhESElLvNZ988knsdjsjR47k+eefx8fHp9H9zcnJoaKioilDdLmikvIGy202Wxv35sa4W3/FHNr7ugkPD7+h+u4Uh80Ug9v7umqO681JaWlpk9q7OkG4srwxbbn638jV13cn7j5XNxqHzcYUSUJjbN++nQkTJjTq2BdffEF2djZz5syp9/zMzEyCg4MpKyvjpZdeYt26dcyaNavRfalvgzS7oLTiehOFoICObrWobTabW/VXzEHrpmWYJQ6bJQZrXdXVmDlp6pRNWba3wf0rcd6YpjXWxrRGGk9zZT6m+HWj4OBgTp065XyW1W63c/r0aYKDgwE4deoUBw4c4MEHH6xTt75jBw4cIC8vj8jISCIiIjh58iRTp05l3759zusBdOnShYkTJ3Lw4MHWHqLLRUdZ8fX2NJT5ensSHWV1UY9ExEwUh8WstH+JuIYp7iR0794dq9XK7t27GT9+PLt378ZqtTpvce/YsYNRo0YREBBQp259x6ZNm8a0adOcryMiItiwYQOhoaGcP38eX19fOnToQE1NDenp6Vit7T/QXP7egX4dQkTqozgsZqX9S8Q1TJEkACxZsoT58+ezfv16unXrRkJCgvPYjh07WLhwYb31rnWsPt999x2LFy/GYrFQU1PDz3/+c2bOnHnD/XcHo8P7KqiKSIMUh8WstH+JtD2Lw+FwuLoTIo2lZxalObRupDVoXdWlOTHSfDSe5sp8TPGdBBERERERMQ8lCSIiIiIiYqAkQUREREREDJQkiIiIiIiIgZIEERERERExUJIgIiIiIiIGShJERERERMRASYKIiIiIiBgoSRAREREREQMvV3fgsoSEBNLT0/nhhx9ITU0lNDQUgI8++og1a9bgcDhwOBzMmDGDMWPGGOomJiby5ptvOuvV1tby2GOPUV5eDkBQUBCvvvoqISEhAAwcOJDQ0FA8PC7lSCtWrGDgwIFtONq2l2krIDktlzMl5fQI6Eh0lFV/4l5EnBSDxcy0h4m0PdMkCZGRkURHR/P44487yxwOB3PnzmXTpk2Ehobyj3/8g8cee4z77rvPubnk5ORw6NAh+vTp46zn4eHBO++8Q9euXQH405/+xGuvvUZiYqLznC1bttC5c+c2Gp1rZdoKSNx2mMpqOwBFJeUkbjsMoCArIoBisJiX9jAR1zBNkjB06NB6yz08PCgtLQWgtLSUnj17OjenqqoqYmNjeeONN4iOjjbUu7w5AZSVlTnr3IyS03KdwfWyymo7yWm5CrAiAigGS+tasH5fs+t+nV9CdU2toayy2s7arYdIz8pvcnvx00c0uy8iNxPTJAn1sVgsrF69munTp9OpUycuXLjAW2+95Ty+Zs0axo0b57yFfbWnn36aI0eOEBAQQFJSkuHYk08+id1uZ+TIkTz//PP4+Pg0ul85OTlUVFQ0b1AuUFRS3mC5zWZr497cOHfss7hee1834eHhLd6mYvD1tfd11Rz1zcnlRLM5rk4QrixvTrtt/W+mNdJ47j5XrRGHXcnUSUJNTQ0bN25k/fr1hIeHY7PZeOGFF9izZw/ffPMN2dnZzJkzp8H6b7/9NrW1tWzcuJE//OEPLFmyBIDMzEyCg4MpKyvjpZdeYt26dcyaNavR/QoLC7vRobWpoLTiehOFoICObregbTab2/VZXE/rpnkUg69N66quhubkRqZpyrK9De5hifPG1FPDPLRGGk9zZT6mvv+bm5vL6dOnnYsmPDycjh07kpeXx4EDB8jLyyMyMpKIiAhOnjzJ1KlT2bfPeEvTw8OD3/zmN6SkpDjLgoODAejSpQsTJ07k4MGDbTcoF4iOsuLr7Wko8/X2JDrK6qIeiYg7UAwWM9AeJuIapr6T0Lt3b06ePMl3333HT37yE/Ly8iguLubWW29l0KBBTJs2zXluREQEGzZsIDQ0lLNnzwIQGBgIwAcffOD85Yzz58/j6+tLhw4dqKmpIT09Hau1fQeay9870C9DiEhTKAaLGWgPE3EN0yQJy5YtY+/evZw5c4bJkyfj7+/Pnj17WLJkCTNnzsRisQCwfPly/P39r9lWUVERCxYsoLq6GoA+ffrw+uuvA/Ddd9+xePFiLBYLNTU1/PznP2fmzJmtOjYzGB3eVwFVRBqkGCxmpj1MpO1ZHA6Hw9WdEGksPbMozaF1I61B66ouzYmR5qPxNFfmY+rvJIiIiIiISNtTkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAyUJIiIiIiJioCRBREREREQMlCSIiIiIiIiBKf7icklJCXPnzuXYsWP4+PjQr18/YmNjOX/+PIsXL6aoqAgvLy/uvPNOYmJi6NChAwAZGRmsWLECu91OWFgY8fHxdOzYEYANGzawa9cuvLy86Ny5M7Gxsfz0pz+lqqqKZ599luzsbACysrJcNu62lGkr0J+0F5EGKQ6LtB7tweKOTHEnwWKx8NRTT5Genk5qaip9+/Zl5cqVeHt7s2DBAj744AN27dpFeXk5SUlJAFy4cIFXXnmFDRs28OGHH9K5c2fnsdzcXP7zP/+T9957j127dhEVFcWKFSsA8PDwYOrUqfzxj3901XDbXKatgMRthykqKccBFJWUk7jtMJm2Ald3TURMQnFYpHVoDxZ3ZYokwd/fn2HDhjlfDxkyhBMnThASEsIdd9wBXNpUBg0axIkTJwD45JNP+NnPfkb//v0BePTRR0lLSwMubXbV1dVUVFQAUFpaSu/evQHw8vJi+PDhdO3ata2G53LJablUVtsNZZXVdpLTcl3UIxExG8VhkZb37l9Ps3broXr34LVbD7mmUyKNZIrHja5UW1vL5s2biYiIMJRXVFSwfft2Zs+eDUBhYSG33HKL8/gtt9xCYWEhALfffjuTJ08mIiKCrl270q1bN/785z+3WB9zcnKcG587KCopb7DcZrO1cW9unDv2WVyvva+b8PDwFmvL7HHYTDG4va+r5tCcGFXX1DZYrrkycvf5aMk4bAamSxKWLl1Kp06deOKJJ5xlNTU1zJo1i7vvvpvIyMjrtvHDDz/wt7/9jb1799KzZ0/eeecd5s+fz8aNG1ukj2FhYS3STlsJSiuuN1EICujodgvaZrO5XZ/F9bRumsbscdgsMVjrqi7NydVsrGtHe3Br0toxH1M8bnRZQkIC+fn5rF69Gg+PS12z2+3MmTMHPz8/Fi1a5Dw3ODjYecsb4MSJEwQHBwPwwQcfEBoaSs+ePQF46KGHbuovxkVHWfH19jSU+Xp7Eh1ldVGPRMSsFIdFWpb2YHFXpkkSVq1aRXZ2NuvWrcPHxwe4dMt7/vz5eHp6EhcXh8VicZ5/77338tVXX/H9998DsGXLFqKiogAICQnBZrNx8eJFAD7++GN++tOftu2ATGR0eF9mTBxMUEBHLFz69GLGxMH6ZQURMVAcFml52oPFXVkcDofD1Z349ttvGTt2LP3793f+rF5ISAgTJ07k3//93wkNDXV+onXXXXcRExMDwF//+ldef/11amtrsVqtvPbaa3Tq1AmHw8Hrr79ORkYGPj4+dOvWjSVLlvAv//IvAEyYMIFTp05RXFxMUFAQ9957L3Fxca4ZvDSJbkdKc2jdXJ/icNNpXdWlOTHSfDSe5sp8TJEkiDSWgog0h9aNtAatq7o0J0aaj8bTXJmPaR43EhERERERc1CSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMfBydQcAEhISSE9P54cffiA1NZXQ0FAAKisrWb58OX//+9/x9fVlyJAhLF26FIDp06dz/PhxPDw86NSpE6+88gpWq5WSkhLmzp3LsWPH8PHxoV+/fsTGxhIYGAjAiy++SFZWFkVFRRw8eJDOnTu7bNxtKdNWQHJaLmdKyukR0JHoKCujw/u6ulsiYhKKwyItK9NWwDs7C/nxP1K074pbMsWdhMjISDZt2kSfPn0M5a+//jq+vr6kp6eTmprKzJkznccSEhLYtWsXO3fuZMqUKbz88ssAWCwWnnrqKWedvn37snLlSme93/zmN6SkpLTNwEwi01ZA4rbDFJWU4wCKSspJ3HaYTFuBq7smIiahOCzSci7vu+cv2rXvitsyxZ2EoUOH1im7cOECO3fu5OOPP8ZisQDQo0cP5/GuXbs6/7usrMx5jr+/P8OGDXMeGzJkCJs3b3a+/uUvf9ni/Te75LRcKqvthrLKajvJabn6VENEAMVhubksWL+vVdv/Or+E6ppaQ1lltZ21Ww+RnpXfqteOnz6iVduXm4cpkoT6FBQU4O/vT2JiIllZWXTu3JmZM2caNrKFCxeyf/9+HA4H77zzTp02amtr2bx5MxERES3at5ycHCoqKlq0zdZUVFLeYLnNZmvj3tw4d+yzuF57Xzfh4eEt3qZZ47CZYnB7X1fN4Q5zUlpa2qrtX50gXFne2td2h/lviDv3HVonDruSaZMEu91OQUEBd9xxB/PmzePw4cM888wzfPjhtAz0iAABAABJREFUh3Tp0gWAuLg4AHbu3MmKFSt4++23DW0sXbqUTp068cQTT7Ro38LCwlq0vdYWlFZcb6IQFNDR7Ra0zWZzuz6L62ndNI9Z47BZYrDWVV3uMiet3cUpy/Y2uO8mzhvTuhd3U+6ydm4mpvhOQn2Cg4Px8vJi7NixAAwePJiAgACOHj1a59yHHnqIrKwsSkpKnGUJCQnk5+ezevVqPDxMO8w2ER1lxdfb01Dm6+1JdJTVRT0SEXegOCzSPNp3pT0wbdQODAxk2LBh7N+/H4CjR49SXFxMv379uHDhAoWFhc5zMzIy8PPzw9/fH4BVq1aRnZ3NunXr8PHxcUX3TWV0eF9mTBxMUEBHLFz6JGPGxMH6PoKIXJPisEjzXN53/Tp5at8Vt2VxOBwOV3di2bJl7N27lzNnzhAQEIC/vz979uyhoKCAl19+mXPnzuHl5cULL7zAqFGjOHPmDNOnT6e8vBwPDw/8/PyYN28eYWFhfPvtt4wdO5b+/fvToUMHAEJCQli3bh0AM2bM4Msvv+TUqVP07NmT0NBQkpKSXDl8aQLdjpTm0Lq5PsXhptO6qktzYqT5aDzNlfmYIkkQaSwFEWkOrRtpDVpXdWlOjDQfjae5Mh/TPm4kIiIiIiKuoSRBREREREQMlCSIiIiIiIiBkgQRERERETFQkiAiIiIiIgZKEkRERERExEBJgoiIiIiIGChJEBERERERAy9Xd+CyzMxM1qxZQ01NDX5+fsTHx2OxWHjuueec55SWllJWVsZnn30GwNGjR5k/fz7nzp3D39+fhIQE+vfvz/HjxxusV1JSwty5czl27Bg+Pj7069eP2NhYAgMD23zMIiJmoRgsIiJXMkWScP78eebNm8eWLVsYMGAAKSkpLFmyhKSkJFJSUpznxcXFYbfbna9jYmKYNGkS48ePJyUlhcWLF5OcnExISEiD9SwWC0899RTDhg0DICEhgZUrV7J8+fI2Gq1rZNoKSE7L5UxJOT0COhIdZWV0eF9Xd0tETEAxWNyd9jiRlmeKx43y8/Pp0aMHAwYMAGDUqFHs27ePs2fPOs+pqqoiNTWVCRMmAFBcXMyRI0cYO3YsAGPHjuXIkSOGOvXV8/f3d25OAEOGDOHEiROtOj5Xy7QVkLjtMEUl5TiAopJyErcdJtNW4OquiYgJKAaLO9MeJ9I6THEnYcCAAZw5c4Yvv/ySQYMGkZqaCkBhYaHzFnRGRga9evUiLCzMeaxXr154enoC4OnpSc+ePQ116qt3pdraWjZv3kxERERrD9GlktNyqay2G8oqq+0kp+XqkxYRUQyWFvPuX0/zXta+Nr3m1/klVNfUGsoqq+2s3XqI9Kz8NutH/PQRbXYtkbZgiiSha9eu/P73vyc+Pp7KykpGjhxJt27dnJsPwPbt252fRDXFteotXbqUTp068cQTTzSpzZycHCoqKprcF1cpKilvsNxms7Vxb26cO/ZZXK+9r5vw8PBm11UMbr72vq6ao7S0tE2vd3WCcGV5W/alobWgNdJ47j5XNxKHzcgUSQLA8OHDGT58OABnzpwhKSmJW2+9FYBTp05x4MABVqxY4Tw/ODiYU6dOYbfb8fT0xG63c/r0aYKDg53n1FfvsoSEBPLz89mwYQMeHk176qq+T8TMLCituN5EISigo9staJvN5nZ9FtfTurk+xeCm07qqT9vPyZRlexvc4xLnjWnTvlxNa6TxNFfmY4rvJAAUFRUBl24/r1q1ikcffZROnToBsGPHDkaNGkVAQIDz/O7du2O1Wtm9ezcAu3fvxmq1Gm5z11cPYNWqVWRnZ7Nu3Tp8fHxae2guFx1lxdfb01Dm6+1JdJTVRT0SEbNRDBZ3pT1OpHWY5k7C6tWrOXjwINXV1dxzzz3MmTPHeWzHjh0sXLiwTp0lS5Ywf/581q9fT7du3UhISDAcr6/et99+y8aNG+nfvz+PPvooACEhIaxbt64VRmUOl793oF9+EJGGKAaLu9IeJ9I6LA6Hw+HqTog0lm5HSnNo3Uhr0LqqS3NipPloPM2V+ZjmcSMRERERETEHJQkiIiIiImKgJEFERERERAyUJIiIiIiIiIGSBBERERERMVCSICIiIiIiBkoSRERERETEQEmCiIiIiIgYKEkQEREREREDL1d34GqJiYm8+eabpKamEhoaysCBAwkNDcXD41I+s2LFCgYOHMjp06d55plnsNvt1NbWMmDAAJYuXYqfnx8HDx5kxYoV/PjjjwCMGjWKuXPnYrFYAMjNzWXZsmWUlJQAMG/ePEaNGuWaAbeyTFuB/lS9iDSaYrBI69B+LO7GVElCTk4Ohw4dok+fPobyLVu20LlzZ0NZQEAAmzZtomPHjgAsX76c9evXs2DBArp06cJrr71G//79qaqq4t/+7d9ISUnhoYce4uLFi8yYMYM33niDIUOGUFNTQ2lpaZuNsS1l2gpI3HaYymo7AEUl5SRuOwygwCQidSgGi7QO7cfijkyTJFRVVREbG8sbb7xBdHT0dc/39vbG29sbALvdzsWLF+natSsAoaGhzvN8fHy44447OHHiBAC7d+8mPDycIUOGAODl5UVAQEALj8YcktNynQHpsspqO8lpuQpKImKgGCxy4xas32d4XVpayntZ+/g6v4TqmlrDscpqO2u3HiI9K7/etuKnj2i1foo0hmmShDVr1jBu3DhCQkLqHHvyySex2+2MHDmS559/Hh8fH+ex8ePHU1hYyMCBA/nDH/5Qp25xcTHp6em89dZbAPzzn//Ey8uLp59+mtOnTxMWFsa8efPw8/NrdF9zcnKoqKhoxijbVlFJeYPlNputjXvTcty57+I67X3dhIeH31B9xeDmae/rqjlu5jmp765YaWlpnQThsuqa2gbvpN2M8+juY77ROGw2pkgSvvjiC7Kzs5kzZ06dY5mZmQQHB1NWVsZLL73EunXrmDVrlvN4SkoK1dXVLFu2jM2bN/P00087j5WVlfHss88yZcoU7rjjDgBqa2v59NNP2bJlCz169CA+Pp7XXnuN+Pj4Rvc3LCzsBkbbdoLSiutNFIICOrrtQrbZbG7bd3EdrZtrUwxuHq2rum72Obl66JfnY8qyvQ3ux4nzxrRR78ztZl87ZmSKXzc6cOAAeXl5REZGEhERwcmTJ5k6dSr79u0jODgYgC5dujBx4kQOHjxYp763tzcPP/wwu3btcpaVl5fzzDPPcM899zBlyhRneXBwMP8fe3ceH1V1/3/8NVllC0kgQFhkq4GAFTC0qCBgsBY0Ai70R6mkBdQigimIrBogyJKIVDAgihSNpVgWCSYQg4rYQjXKRFAgogJikAAhBAiQdWZ+f/Bgvoxsk8ydZJK8n48HD2fOvffccw+Hz/Ezd+vRowdNmjTBy8uLBx98kG+++cb9B1kFogeE4+/r7VDm7+tN9IDwKmqRiHgixWAR99J8LNWRRyQJTz75JNu3b2fr1q1s3bqVZs2asWLFCn7961/bTymXlZWRnp5OePjFf1A5OTmcP38euPjLVHp6uv062OLiYkaPHk2XLl2IiYlx2NeAAQP4+uuvOXfuHAD/+c9/6NChQ2UdaqXqG9GKsUO6EBJUBxMXf7EYO6SL7kcQEQeKwSLupflYqiOPuNzoWg4ePEhsbCwmk4mysjK6detmn3AOHTrE/Pnzsdls2Gw2OnbsyPTp0wFYt24dX3zxBadPn2b79os3EfXv35+nnnqK5s2b88QTTzB06FBMJhMtW7Zk9uzZVXaM7tY3opWCkIhUiGKwiHE0H0t1Y7LZbLaqboSIs3TNolSExo24g8bVldQnjtQfzlNfeR6PuNxIREREREQ8h5IEERERERFxoCRBREREREQcKEkQEREREREHShJERERERMSBkgQREREREXGgJEFERERERBwoSRAREREREQdKEkRERERExIFPVTcAID8/n0mTJvHTTz/h5+dH69atiYuLIzg4mF27dhEbG0txcTEtWrTgpZdeolGjRgDXXbZ+/XreeustrFYrrVq1Yv78+QQGBgLQoUMHwsLC8PK6mCMlJCTQoUOHKjl2d9pmziYpLYuT+YU0DqpD9IBwvRJeRK5KcVikcmhulurCI84kmEwmHn/8cdLT00lJSaFVq1YsWLAAq9XKc889R2xsLOnp6XTv3p0FCxYAXHfZgQMHeOWVV3j77bfZtGkTt912GwsXLnTY57vvvsvGjRvZuHFjjZyYtpmzSVy7m9z8QmxAbn4hiWt3s82cXdVNExEPpDgs4n6am6U68YgkITAwkB49eti/d+3alaNHj7Jnzx78/f3p3r07AEOHDuWDDz4AuO6y7777jvDwcIKDgwHo06cPKSkplXlIVS4pLYviUotDWXGphaS0rCpqkYh4MsVhEfdbvGbXVefmxWt2VU2DRK7DIy43upzVamX16tVERkaSk5ND8+bN7cuCg4OxWq2cPn36uss6duzIN998Q3Z2Ni1btiQ1NZULFy5w+vRp+6nu4cOHY7FY6N27N+PGjcPPz8/pNu7du5eioiLDjtkdcvMLr1luNpsruTXGqu7tl6pR08dNRESEYXV5ehz2pBhc08dVRahPHF3eH6Vl1quuU1pmVb9R/ceOkXHYE3hckjB79mzq1q3LY489xocfflihOtq2bcvzzz/P+PHjMZlM9OvXDwAfn4uHu23bNkJDQzl37hzPPfccS5YsYfz48U7X37lz5wq1qzKFpOVdNVEICapTrQex2Wyu1u2XqqFxUz6eHoc9JQZrXF1JfeLol/1RU+dmI2jseB6PuNzokvj4eA4fPswrr7yCl5cXoaGhHD161L781KlTeHl5ERgYeN1lAA888ADr1q1j7dq13HXXXTRt2pT69esDEBoaCkD9+vUZMmQImZmZlXeQlSR6QDj+vt4OZf6+3kQPCK+iFolIdaA4LOI+mpulOvGYJGHhwoXs2bOHJUuW2E8533rrrRQVFbFz507g4k1u/fv3v+EygNzcXACKi4tZvHgxI0eOBODMmTP209RlZWWkp6cTHl7z/nH2jWjF2CFdCAmqg4mLv1KMHdJFT1AQkWtSHBZxL83NUp245XKjoqIivLy8nL6+9Pvvv+f111+nTZs2DB06FICWLVuyZMkSEhISmDFjhsPj9QC8vLyuuQxg6tSpHD16lNLSUu6//36io6MBOHjwILGxsZhMJsrKyujWrRsxMTEG94Bn6BvRSoFHpJZSHBbxTJqbpbow2Ww2m6uVxMfHM2DAAG677Ta2bdvGM888g8lk4u9//zuRkZFGtFME0DWLUjG1YdwoDle+2jCuykt94kj94Tz1lecx5HKjlJQUbrnlFgCWLFnCSy+9xGuvvcbf//53I6oXEZEbUBwWEREjGXK5UWFhIXXq1CE/P5/s7Gx+//vfA/Dzzz8bUb2IiNyA4rCIiBjJkCShTZs2vP/++/z000/07NkTuPiUi5tuusmI6kVE5AYUh0VExEiGJAkzZsxg7ty5+Pr6MmfOHAC2b99un6hERMS9FIdFRMRILicJFouF7777jrfffht/f397+cCBAxk4cKCr1YuIyA0oDouIiNFcvnHZ29ub+fPnO0xMIiJSeRSHRUTEaIY83eiee+5h69atRlQlIiIVoDgsIiJGMuSehOLiYp555hm6detGs2bNMJlM9mUJCQlG7EJERK5DcVhERIxkSJIQFhZGWFiYEVWRmJjIq6++SkpKCmFhYaxbt463334bLy8vvL29mTZtGt27dwfg2WefJSMjg9zcXDIzM6lXr94V9U2dOpX33nvPvvyDDz7gtddesy8/duwYv/nNb0hMTDSk/SIiVcGoOKwYLCIiYFCSMHbsWCOqYe/evezatYsWLVoAkJ+fz9y5c9myZQuNGzfm448/JjY2ls2bNwPw6KOPMm3aNO66666r1rd161aHX9MA+vfvT//+/e3fBw8eTFRUlCHt9zTbzNkkpWVxMr+QxkF1iB4QrlfBi9RQRsRhxWAR42wzZ/Nmcg5n/7VRc7BUS4YkCQAZGRkkJydz4sQJmjRpwqBBg7jjjjuc3r6kpIS4uDhefvlloqOjAbDZbNhsNs6fP0/jxo0pKCigWbNm9m3uvPPOa9aXn59PYmIib7/9NuvXr7/qOnv37uXYsWNERkY63c7qYps5m8S1uykutQCQm19I4trdAApSIjWUK3FYMVjEOJqDpSYwJElYu3YtCxcuZMiQIXTp0oWcnByeffZZYmJi+MMf/uBUHYsWLWLgwIG0bNnSXhYcHExcXBwPPfQQAQEBWK1W3nnnHafqi4uL45lnnqFBgwbXXGf9+vU8+OCD+Pn5OVVndZKUlmUPTpcUl1pISstSgBKpgVyNw4rBUltMXbrd7fvYfzif0jKrQ1lxqYXFa3aRnnHYrfueN6aXW+uX2sOQJOHNN99k5cqVdOzY0V42YMAAnnnmGacmp6+++oo9e/YwceJEh/Jz586xatUq1q1bR7t27di8eTNjx47l/fffv+IU9uU2b96Mr68vffv2veY6JSUlpKamkpSUdOMD/IW9e/dSVFRU7u0qU25+4TXLzWZzJbfGWNW9/VI1avq4cSUOKwZXXE0fVxXh6X1SUFDg9n38MkG4vNzd+/f0/r+e6tx2gIiIiKpugqEMSRJOnz5N+/btHcratWvHmTNnnNr+yy+/5MCBA/Tr1w+4eCPbqFGjmDp1Kg0aNKBdu3YA3H///UydOpX8/HyCg4OvWd8XX3zB559/7nAKOyoqiuXLl/OrX/0KgA8//JCWLVs6TKjO6ty5c7m3qWwhaXlXTRRCgupU60FsNpurdfulatSGceNKHFYMrpjaMK7Kqzr0SWU0b+SLW645BydOvs/9DaiGqsPYqW0MeU/C7bffzvz58yksvPgP4sKFCyQkJNCtWzentn/yySfZvn07W7duZevWrTRr1owVK1Zw8803s2/fPvLy8gD4/PPPqV+/PkFBQdetb+bMmfznP/+x1weQmppqn5zg4mnuRx55pCKHWy1EDwjH39fboczf15voAeFV1CIRcSdX4rBisIixNAdLTWDImYRZs2Yxfvx4unfvTsOGDTlz5gzdunXj5ZdfdqneW2+9lccff5zHHnsMX19f/Pz8WLRokf0099ixY/n666+Bi0/MCAsLY8WKFTesNycnh8zMTF555RWX2ufJLt13oKcbidQO7ojDisEiFXNprn0zeTdnL1g0B0u1ZLLZbDajKjt27Jj9qRqXPwFDxCg6HSkVUZvGjeJw5alN48pZ6hNH6g/nqa88jyGXGwGcPXuWL774wv7n7NmzRlUtIiJOUBwWERGjGJIkfPbZZ0RGRvLOO+/wzTff8M9//pPIyEg+++wzI6oXEZEbUBwWEREjGXJPwuzZs4mLi+P++++3l6WlpTFr1iw++OADI3YhIiLXoTgsIiJGMuRMwokTJ/j973/vUPa73/2OkydPGlG9iIjcgOKwiIgYyZAkYdCgQaxatcqhbPXq1QwePNiI6kVE5AYUh0VExEgVvtxo2LBh9sfgWa1W3n33Xd58802aNm3K8ePHycvLo0uXLoY1VEREHCkOi4iIu1Q4SRgyZIjD9z/84Q8uN0ZERJynOCwiIu5S4SThoYceMrIdIiJSTorDIiLiLoY83Qjg5MmTfP311+Tn53P5+9keffRRo3YhIiLXoTgsIiJGMSRJ+Oijj3juuedo3bo1P/zwA7/61a/4/vvvuf32252enD755BMWLVqEzWbDZrMxduxY7rvvPrZt28aiRYsoKyujYcOGzJs3j1atLr7W/NChQ0yZMoXTp08TGBhIfHw8bdq04ciRIzz99NP2ugsKCjh37hxffPEFAGPGjOHIkSN4eXlRt25dXnjhBcLDw43oCo+yzZxNUloWJ/ML9Up4kRrO1TisGCzVheY2kUpiM8ADDzxg27x5s81ms9m6d+9us9lstnXr1tnmz5/v1PZWq9XWvXt32/79+202m82WlZVl69q1q+3UqVO23/72t7aDBw/abDabLTk52TZy5Ej7dsOHD7clJyfblw0fPvyq9b/44ou2WbNm2b+fPXvW/vnDDz+0DR482NlDrTY+2fmT7ZHJKbaoCcn2P49MTrF9svOnqm6aS3bu3FnVTZBqqDaMG1fisGJwxdSGcVVe7u6T6ja3aYw4T33leQx5BOrRo0cZMGCAQ9lDDz1EcnKy03V4eXlRUFAAXPzVqUmTJmRnZ9O4cWPatm0LQJ8+fdi+fTunTp0iLy+Pffv2ERUVBUBUVBT79u3j1KlTDvWWlJSQkpLCI488Yi9r0KCB/fO5c+fsTwepSZLSsigutTiUFZdaSErLqqIWiYg7uRqHFYPFk01dup2pS7ezeM2uq85ti9fsqpqGidRghlxu1KhRI06ePEnjxo1p0aIFX331FUFBQVitVqe2N5lMvPLKK4wZM4a6dety/vx53njjDdq2bWu/xva2224jJSUFgJycHGw2G02bNsXb2xsAb29vmjRpQk5ODsHBwfa6t27dStOmTencubPDPqdPn86OHTuw2Wy8+eab5TrevXv3UlRUVK5tKltufuE1y81mcyW3xljVvf1SNWr6uHElDisGV1xNH1cV4Y4+uZTAlpZdfTyXllk99u/CU9vliap7X0VERFR1EwxlSJIwZMgQzGYzv//97/nLX/5CdHQ0Xl5e/OUvf3Fq+7KyMl5//XWWLl1KREQEZrOZv/3tb2zatIm///3vzJs3j+LiYnr37k1AQADe3t6UlZU5Vff69esdfsG6ZM6cOQAkJyeTkJDA8uXLnT7eX052nigkLe+qiUJIUJ1qPYjNZnO1br9UjdowblyJw4rBFVMbxlV5uatPLlU58sUt1Wpu0xhxnvrK8xiSJDz55JP2z4MHD+a3v/0thYWFtG/f3qnts7KyOHHihH1wREREUKdOHQ4cOMBdd93FXXfdBVx8cseKFSu4+eabKSws5Pjx41gsFry9vbFYLJw4cYLQ0FB7vcePH+fLL78kISHhmvsePHgwsbGx5OfnExQUVJHD90jRA8JJXLvb4bSsv6830QN0c6BITeRKHFYMlupCc5tI5THknoRfat68Oa1ataJv375Ord+sWTOOHTvGwYMHAThw4AB5eXncfPPN5ObmAhffJrpw4UKGDh1K3bp1adSoEeHh4aSmpgKQmppKeHi4w2nuDRs20KdPH4eJ5/z58+Tk5Ni/b926lYYNGxIYGOjiUXuWvhGtGDukCyFBdTBx8VeWsUO66AkQIrVEeeKwYrBUF5rbRCqPYe9JuJpjx445tV5ISAgzZ84kJibGfgPb3LlzCQwMZPr06WRmZlJaWkrPnj2ZOHGifbuZM2cyZcoUli5dSkBAAPHx8Q71btiwgenTpzuUFRYWEhMTQ2FhIV5eXjRs2JBly5bVyBvn+ka0UuAUqeWcicOKwVKdaG4TqRwmm+2yN+4YqKSkhC5dupCVpafpiHF0zaJURG0dN4rD7lVbx9X1qE8cqT+cp77yPG653EhERERERKovly43eu655655ithisVy1XEREjKM4LCIi7uBSktC6devrLn/66addqV5ERG5AcVhERNzBpSRh7NixRrVDREQqQHFYRETcQfckiIiIiIiIAyUJIiIiIiLiQEmCiIiIiIg4UJIgIiIiIiIODHvj8vbt28nKyuLChQsO5TExMU5tP2bMGI4cOYKXlxd169blhRdeIDw8nEOHDjFlyhROnz5NYGAg8fHxtGnTBoD4+HjS09P5+eefSUlJISwszF5fcXExc+fO5bPPPsPf35+uXbsye/Zsjhw54vC0j4KCAs6dO8cXX3zheieIiFQhV+KwYrCIiFzOkCQhLi6OtLQ0evToQZ06dSpUR3x8PA0aNADgo48+Ytq0aWzYsIEZM2YwbNgwBg0axMaNG4mNjSUpKQmAfv36ER0dzZ/+9Kcr6nvppZfw9/cnPT0dk8nEyZMnAWjZsiUbN260rzdnzpwa+yzxbeZsktKyOJlfSOOgOkQPCNer7EVqKFfjsGKwVGea70SMZ0iSkJqaysaNGwkNDa1wHZcmJ4Bz585hMpnIy8tj3759rFy5EoCoqChmz57NqVOnCA4Opnv37let6/z58yQnJ/Ppp5/aXzLUuHHjK9YrKSkhJSWFFStWVLjdnmqbOZvEtbspLr04+ebmF5K4djeAAqdIDeRqHFYMlupK852IexiSJAQFBTlMMBU1ffp0duzYgc1m48033yQnJ4emTZvi7e0NgLe3N02aNCEnJ4fg4OBr1pOdnU1gYCCJiYlkZGRQr149YmJirpjQtm7dStOmTencubPLbfc0SWlZ9oB5SXGphaS0LAVNkRrIiDisGCyVYerS7YbWt/9wPqVlVoey4lILi9fsIj3jsCH7mDemlyH1iFQnhiQJI0aMYOLEifz1r3+94teiVq2c/x/SOXPmAJCcnExCQoLT9zP8ksViITs7m06dOjF58mR2797N6NGj+fDDD6lfv759vfXr1/PII4+Uu/69e/dSVFRUobZVltz8wmuWm83mSm6Nsap7+6Vq1PRxY0QcVgwuv5o+ririRn1SUFBg6P5+mSBcXm7Uvlz5e9YYcV5176uIiIiqboKhDEkSZs6cCcC2bdscyk0mE1lZWeWub/DgwcTGxtKsWTOOHz+OxWLB29sbi8XCiRMnbng6PTQ0FB8fH6KiogDo0qULQUFBHDp0iF//+tcAHD9+nC+//JKEhIRyt686/OoVkpZ31UQhJKhOtR7EZrO5WrdfqkZtGDeX7gswIg4rBjunNoyr8nKmT4zuspEvbrnmfJc4+T5jd1ZOGiPOU195HkOShG+//dal7c+fP8/Zs2ftE8/WrVtp2LAhjRo1Ijw8nNTUVAYNGkRqairh4eHXPc0NEBwcTI8ePdixYwe9evXi0KFD5OXl0bp1a/s6GzZsoE+fPgQFBbnUdk8VPSDc4RpNAH9fb6IHhFdhq0TEXVyJw4rBUp1pvhNxD8MegQqQk5PD8ePH6dq1a7m2KywsJCYmhsLCQry8vGjYsCHLli3DZDIxc+ZMpkyZwtKlSwkICCA+Pt6+3YsvvsiWLVs4efIkI0aMIDAwkE2bNgEwa9Yspk2bRnx8PD4+PiQkJBAQEGDfdsOGDUyfPt2Q4/ZEl+470NMeRGqXisRhxWCpzjTfibiHyWaz2Vyt5OjRo0yYMIFvv/0Wk8nEV199xQcffMB///tf+zWuIkbQ6UipiNowbhSHK19tGFflpT5xpP5wnvrK8xjyxuXY2Fj69u1LZmYmPj4XT0707NmT//3vf0ZULyIiN6A4LCIiRjIkSfjmm2948skn8fLysj8Tu0GDBoY/wUBERK5OcVhERIxkSJLQqFEjDh92fBbxDz/84NLL1URExHmKwyIiYiRDkoSRI0cyevRo1q9fT1lZGampqYwfP54nnnjCiOpFROQGFIdFRMRIhjzd6NFHHyUwMJB///vfhIaGsmHDBmJiYrj33nuNqF5ERG5AcVhERIxk2CNQ7733Xk1GIiJVSHFYRESMUuEkYd26dU6t9+ijj1Z0FyIich2KwyIi4i4VThI2btzo8D0zM5PGjRsTGhpKTk4OJ0+e5Pbbb9fkJCLiJorDIiLiLhVOEt555x3759mzZ9OvXz/+8pe/2MvefvttsrOzXWqciIhcm+KwiIi4iyH3JLz//vt8/vnnDmWPPfYYd9xxB88//7xTdYwZM4YjR47g5eVF3bp1eeGFF2jWrBmTJk3ip59+ws/Pj9atWxMXF0dwcDAAHTp0ICwsDC+viw9pSkhIoEOHDvY6bTYbI0aMICsri4yMDAAyMjJ48sknadOmDQB+fn6sXbvW1S7wONvM2XpFvUgtojgstY3mORH3MiRJaNy4MVu3buV3v/udveyTTz6xTyLOiI+Pp0GDBgB89NFHTJs2jZUrV/L444/To0cP+zoLFixg7ty59u3effdd6tWrd9U6//nPf9K8eXOysrIcytu3b897773ndNuqm23mbBLX7qa41AJAbn4hiWt3AyiAitRQisNSm2ieE3E/Q5KE559/nnHjxrFixQqaNWtGTk4OP/zwA4sWLXK6jksTE8C5c+cwmUwEBgbaJyaArl27snr1aqfq+/HHH9m0aRPz58/n448/dv5gaoCktCx74LykuNRCUlqWgqdIDaU4LNXV1KXby73N/sP5lJZZHcqKSy0sXrOL9IzD19jq/8wb06vc+xSpbQxJEnr27MnHH3/Mp59+yokTJ+jbty99+vQhKCioXPVMnz6dHTt2YLPZePPNNx2WWa1WVq9eTWRkpEP58OHDsVgs9O7dm3HjxuHn54fVauX5559nxowZ+PhceYg//vgjDz30ED4+PgwbNoyHHnqoXO3cu3cvRUVF5dqmMuXmF16z3Gw2V3JrjFcTjkEqX00fN7UpDntSDK7p46oiytsnBQUF5d7HLxOEy8udqa8y/940RpxX3fsqIiKiqptgKJPNZrNVdSN+KTk5mU2bNrF8+XJ72axZszh+/DiJiYn2a19zcnIIDQ3l3LlzPPfcc4SFhTF+/HiWL1/OhQsXiImJ4ciRIzzyyCP2a2HPnTuHzWajQYMGZGdnM2LECOLi4rjrrruq5FjdYeSLW66aKIQE1eEfz99XBS0yjtlsrnH/CMX9NG7KT3H4xjSurlRZfVJd5jmNEeeprzyPIWcSsrOzeeWVV8jKyuLChQsOy7Zt21bu+gYPHkxsbCz5+fkEBQURHx/P4cOHWbZsmX1iAggNDQWgfv36DBkyhJUrVwKwc+dO9u/fz8aNGykrK+Ps2bNERkby/vvvU79+ffv2rVq14t577yUzM7PaTU7XEz0g3OFaTQB/X2+iB4RXYatExJ0Uh6U20Twn4n6GJAkTJ06kVatWTJ48mTp16pR7+/Pnz3P27Fn7ZLN161YaNmxIYGAgCxcuZM+ePbzxxhv4+fnZtzlz5gz+/v7cdNNNlJWVkZ6eTnj4xeDw+uuv29e79AvW1q1bAThx4gQhISGYTCZOnz7Njh07iImJceXwPc6l+w701AeR2kNxWGoTzXMi7mdIkvD999+zevVqh1+XyqOwsJCYmBgKCwvx8vKiYcOGLFu2jB9++IHXX3+dNm3aMHToUABatmzJkiVLOHjwILGxsZhMJsrKyujWrZtTk8yWLVtYvXo1Pj4+WCwWBg8ezL333luhdnuyvhGtFCxFahHFYaltNM+JuJch9yT89a9/Zdy4cdx6661GtEnkmnTNolREbRg3isOVrzaMq/JSnzhSfzhPfeV5DDmT0KJFCx5//HF+97vf0bhxY4dlOoUsIuJ+isMiImIkQ5KEwsJC7rnnHsrKyjh27JgRVYqISDkoDouIiJEMSRLmzZtnRDUiIlJBisMiImIkQ5IEgAMHDvDBBx+Ql5dHbGwsBw8epKSkhI4dOxq1CxERuQ7FYRERMUrFHoPxC2lpafzpT3/i+PHjJCcnAxcfpzd//nwjqhcRkRtQHBYRESMZciZh8eLFvPXWW3Ts2JG0tDQAOnbsyLfffmtE9SIicgOKwyIiYiRDziScOnWKDh06AGAymez/vfRZRETcS3FYRESMZEiS0LlzZzZu3OhQtmnTJm677TYjqhcRkRtQHBYRESMZcrnR9OnTGTVqFOvWrePChQuMGjWKQ4cO8Y9//MOI6kVE5AYUh0VExEiGJAnt27cnLS2NTz75hL59+xIaGkrfvn2pV6+e03WMGTOGI0eO4OXlRd26dXnhhRcIDw/n0KFDTJkyhdOnTxMYGEh8fDxt2rRx2DYxMZFXX32VlJQUwsLCHJZNnTqV9957j8zMTHt7Xn/9dVJSUigrK6NLly7Mnj0bPz8/l/vBk2wzZ5OUlsXJ/EIaB9UhekC4Xl8vUoMpDotUHc25UhMZ9gjUOnXqcP/991d4+/j4eBo0aADARx99xLRp09iwYQMzZsxg2LBhDBo0iI0bNxIbG0tSUpJ9u71797Jr1y5atGhxRZ1bt2694nrc7du3k5qaypo1a6hTpw4vvPACb731Fk8++WSF2+5ptpmzSVy7m+JSCwC5+YUkrt0NoKAlUoMpDotUvuvNuQ2qsmEiLqpwkjBs2DCnbohbtWqVU/VdmpgAzp07h8lkIi8vj3379rFy5UoAoqKimD17NqdOnSI4OJiSkhLi4uJ4+eWXiY6OdqgvPz+fxMRE3n77bdavX28v//bbb+nevTt169YFoHfv3rz66qs1anJKSsuyB6tLikstJKVlKUkQqUEUh0Vg6tLtVbr//YfzKS2zOpQVl1pYvGYXzYN9WJfh/vbNG9PL7fuQ2qfCScKQIUPsn3/66SfWr1/PQw89RPPmzTl69CjJyck88sgj5apz+vTp7NixA5vNxptvvklOTg5NmzbF29sbAG9vb5o0aUJOTg7BwcEsWrSIgQMH0rJlyyvqiouL45lnnnGY9ODizX1r167l1KlTBAQEkJaWxs8//1yudu7du5eioqJybVOZcvMLr1luNpsruTXGqwnHIJWvJo6b3/zmN/bPXl5etSYOe1IMronjylWV3ScFBQWVur9f+mWC8MvyymhfTRmH1f04IiIiqroJhqpwkvDQQw/ZP//hD39gxYoV3HLLLfayBx98kGnTpvHMM884XeecOXMASE5OJiEhgZiYmGuu+9VXX7Fnzx4mTpx4xbLNmzfj6+tL3759r1h25513MmzYMEaNGoW/vz933HEHPj7l64bOnTuXa/3KFpKWd9VEISSoTrUfwGazudofg1S+mjpuLj+m2hSHPSUG19Rx5Yqq6JOq/isY+eKWa865I+5tpDHiJP178jyGPAL1wIED3HzzzQ5lLVu25ODBgxWqb/DgwWRkZNCsWTOOHz+OxXLx0hmLxcKJEycIDQ3lyy+/5MCBA/Tr14/IyEiOHTvGqFGj2L59O1988QWff/45kZGRREZGAhdPkf/www8A/PnPf2bDhg28++67hIWF0b59exeO3vNEDwjH39fboczf15voAeFV1CIRcTfFYZGqoTlXaipDkoTf/OY3TJkyhR9//JGioiIOHTrE9OnT6d69u1Pbnz9/npycHPv3rVu30rBhQxo1akR4eDipqakApKamEh4eTnBwME8++STbt29n69atbN26lWbNmrFixQp69erFzJkz+c9//mNfdmnbX/3qVwDk5uYCcObMGZYvX86oUaOM6AaP0TeiFWOHdCEkqA4mLv6aMXZIF92PIFKDKQ6LVA3NuVJTGfJ0o/nz5zNr1iyioqKwWCx4e3tz3333MXfuXKe2LywsJCYmhsLCQry8vGjYsCHLli3DZDIxc+ZMpkyZwtKlSwkICCA+Pt7l9o4cORKr1UpZWRl/+tOfuPfee12u09P0jWilACVSiygOi1QdzblSE5lsNpvNqMqsVqv9iRdeXoacpBBxoGsWpSJq07hRHK48tWlcOUt94kj94Tz1lecx7D0JBQUFHDp0iPPnzzuU33nnnUbtQkRErkNxWEREjGJIkvDee+8RFxdH3bp1uemmm+zlJpOJjz/+2IhdiIjIdSgOi4iIkQxJEv7+97+zaNEi+vTpY0R1IiJSTorDIiJiJEMuWLVYLPTqpbf9iYhUFcVhERExkiFJwhNPPMFrr72G1Xr1tw6KiIh7KQ6LiIiRDLnc6K233uLkyZO8+eabBAYGOizbtm2bEbsQEZHrUBwWEREjGZIkvPTSS0ZUIyIiFaQ4LCIiRjIkSfjtb39rRDUiIlJBisMiImIkQ+5JKCkp4e9//zv9+vWzvwhj+/bt/POf/3S6jm3btvHQQw/x4IMP8thjj5GdnQ3AoUOH+H//7//x+9//nv/3//4fP/744xXbJiYm0qFDB7777jv7NsOHD6d///5ERUUxdepUioqK7Ou//vrrREVF0b9/fyZPnkxJSYkLRy8iUvUUh0VExEiGJAlz587lu+++Y8GCBZhMJgBuueUWVq9e7dT2Z86cYfLkySxcuJCUlBSGDBnCzJkzAZgxYwbDhg0jPT2dYcOGERsb67Dt3r172bVrFy1atLCX+fr6MnXqVD744APef/99CgsLWbFiBXBx0kxNTWXNmjWkpaXh6+vLW2+95XoneJBt5mxGvriFgc9uZOSLW9hmzq7qJomImykOS22juU7EvQxJEj766CNefvllunXrhpfXxSqbNm3K8ePHndr+8OHDNG7cmLZt2wLQp08ftm/fTl5eHvv27SMqKgqAqKgo9u3bx6lTp4CLv5zFxcXZJ7JLWrZsSadOnS4eoJcXt912G0ePHgXg22+/pXv37tStWxeTyUTv3r1JSUlxuQ88xTZzNolrd5ObX4gNyM0vJHHtbgVPkRpOcVhqE811Iu5nyD0Jvr6+WCwWh7JTp05d8YSNa2nbti0nT57k66+/5rbbbrNPFjk5OTRt2hRvb28AvL29adKkCTk5OQQHB7No0SIGDhxIy5Ytr1l3UVER69evZ8KECQB07tyZtWvXcurUKQICAkhLS+Pnn3+uwFF7pqS0LIpLHf8uikstJKVl0TeiVRW1SkTcTXFYqqupS7eXe5v9h/MpLXN83G9xqYXFa3aRnnG4XHXNG6P3i4hcjSFJwqVrSqdOnQrAiRMnmDt3Lg888IBT2zdo0IC///3vzJs3j+LiYnr37k1AQAAXLly45jZfffUVe/bsYeLEiddcp6ysjPHjx3PHHXfQr18/AO68806GDRvGqFGj8Pf354477sDHp3zdsHfvXodraz1Jbn7hNcvNZnMlt8Y9aspxSOWq6eOmNsVhT4rBNX1cVUR5+6SgoKDc+/hlgnB5eXnrc/ffocaI86p7X126H6ymMNlsNpurlZSUlLBgwQLWrl1LYWEhderUYciQIUycOBE/P79y13fy5EnuuecePvjgAwYNGkRGRgbe3t5YLBZ69OjBli1bWLduHUlJSfb6jx07RqNGjZg3bx69evXCYrHw7LPPctNNNzFv3jz7Nbq/tHnzZt555x2nr9v1dCNf3HLVRCEkqA7/eP6+KmiRscxmc437RyjuVxvGjeJw5asN46q8KqtPqstcpzHiPPWV5zHkngQ/Pz+mTZvGV199xf/+9z8yMzOZNm1auSam3NxcAKxWKwsXLmTo0KG0aNGC8PBwUlNTAUhNTSU8PJzg4GCefPJJtm/fztatW9m6dSvNmjVjxYoV9OrVC6vVypQpU/D29mbOnDlXTEyX9nXmzBmWL1/OqFGjjOgGjxA9IBx/X2+HMn9fb6IHhFdRi0SkMigOS22iuU7E/Qy53OiHH34gMDCQxo0b4+/vz6uvvoqXlxejRo2iTp06TtXxyiuvkJmZSWlpKT179rSfvp45cyZTpkxh6dKlBAQEEB8ff8O6/vOf//D+++8TFhbGww8/DMDtt9/OjBkzABg5ciRWq5WysjL+9Kc/ce+991bwyD3PpfsOktKyOJlfSOOgOkQPCNf9CCI1nOKw1Caa60Tcz5DLjQYOHMgrr7xCu3btiI2N5dChQ/j7+xMUFKS3gIqhdDpSKqI2jBvF4cpXG8ZVealPHKk/nKe+8jyGnEn4+eefadeuHTabjQ8//JBNmzZx00032W9SExER91IcFhERIxmSJPj7+3Pu3DkOHDhAaGgowcHBlJWVUVxcbET1IiJyA4rDIiJiJEOShKioKKKjo7lw4QKPPfYYAPv27bvuc7NFRMQ4isMiImIkQ5KEadOmsX37dnx8fLjjjjsAMJlM9ud1i4iIeykOi4iIkVxOEiwWC7///e/ZvHmzw6P2fv3rX7tatYiIOEFxWEREjObyexK8vb3x9vbWda8iIlVEcVhERIxmyOVG0dHR/O1vf+Ovf/0rzZo1c3hpTqtWemaxiIi7KQ6LiIiRDEkSZs+eDcCOHTscyk0mE1lZWUbsQkRErkNxWEREjGRIkvDtt98aUY2IiFSQ4rCIiBjJkCThkpycHI4fP07Xrl3Lve2YMWM4cuQIXl5e1K1blxdeeIHw8HAOHTrElClTOH36NIGBgcTHx9OmTRsAIiMj8fPzw9/fH4CJEydy9913A/Dss8+SkZFBbm4umZmZ1KtXz76v9evX89Zbb2G1WmnVqhXz588nMDDQ1cP3GNvM2XpVvUgtpTgs4rk0P0u1YjPAzz//bPt//+//2bp06WLr2rWrzWaz2dLS0mzTpk1zuo6zZ8/aP3/44Ye2wYMH22w2m2348OG25ORkm81msyUnJ9uGDx9uX++ee+6x7d+//6r1/e9//7OdPHnSFhYWZjt37py9/IcffrD16tXLlpeXZ7PZbLYlS5bYXnjhBafb6ek+2fmT7ZHJKbaoCcn2P49MTrF9svOnqm6aIXbu3FnVTZBqqDaMG8XhylcbxlV5qU8cXd4fNX1+dpXGjucx5ExCbGwsffv25V//+hc9evQAoGfPnsTHxztdR4MGDeyfz507h8lkIi8vj3379rFy5Urg4suCZs+ezalTpwgODr5ufXfeeedVy7/77jvCw8Pt2/fp04fHHnuMuLg4p9vqyZLSsigutTiUFZdaSErL0q8VIjWY4rBI1Zq6dPsVZQUFBazLuFi+/3A+pWVWh+XFpRYWr9lFesbhq9Y5b0wv4xsq4iRDkoRvvvmGN954Ay8vL/sTNRo0aEBBQUG56pk+fTo7duzAZrPx5ptvkpOTQ9OmTfH29gYuPuavSZMm5OTk2CeXiRMnYrPZiIiIYMKECQQEBFx3Hx07duSbb74hOzubli1bkpqayoULF+yn0Z2xd+9eioqKynVslSU3v/Ca5WazuZJb4x415TikctX0cVOb4rAnxeCaPq4qorb2ybX+rV0q/2WCcElpmfWa29a2vqzuxxsREVHVTTCUIUlCo0aNOHz4MG3btrWX/fDDD4SGhparnjlz5gCQnJxMQkICMTEx111/1apVhIaGUlJSwpw5c4iLi2PBggXX3aZt27Y8//zzjB8/HpPJRL9+/QDw8XG+Kzp37uz0upUtJC3vqolCSFCdGjF4zWZzjTgOqVy1YdzUpjjsKTG4Noyr8qrNfXK1w768P0a+uOWa83Pi5Pvc3TyPV5vHjqdy+WVqACNHjmT06NGsX7+esrIyUlNTGT9+PE888USF6hs8eDAZGRk0a9aM48ePY7FcvHzGYrFw4sQJ+6R36b9+fn4MGzaMzMxMp+p/4IEHWLduHWvXruWuu+6iadOm1K9fv0Jt9TTRA8Lx9/V2KPP39SZ6QHgVtUhEKoPisIhn0/ws1Y0hZxIeffRRAgMD+fe//01oaCjJycnExMRw7733OrX9+fPnOXv2rH2y2bp1Kw0bNqRRo0aEh4eTmprKoEGDSE1NtV/HeuHCBSwWCw0aNMBms7F582bCw537h5abm0tISAjFxcUsXryYkSNHVvjYPc2l+w709ASR2kVxWMSzaX6W6sZks9lsrlZisVjs16tWxMmTJxkzZgyFhYV4eXnRsGFDJk+eTOfOnTlw4ABTpkzh7NmzBAQEEB8fT7t27cjOzmbcuHFYLBasVivt27fn+eefp0mTJgCMHTuWr7/+muPHj9OkSRPCwsJYsWIFAI8//jhHjx6ltLSU+++/n5iYGLy8DDmpIm6m05FSEbVh3CgOV77aMK7KS33iSP3hPPWV5zEkSbjjjjvo378/Dz74oP6Cxa0URKQiasO4URyufLVhXJWX+sSR+sN56ivPY8jPNv/4xz+oW7cuzz77LJGRkbz88svs37/fiKpFRMQJisMiImIkQ+5J6NSpE506dWLSpEl88cUXpKam8uc//5mQkBBSUlKM2IWIiFyH4rCIiBjJ8AtA27VrR/v27WnevDk///yz0dWLiMgNKA6LiIirDDmTcPbsWdLT00lNTWX37t307NmTxx9/3P7saxERcS/FYRERMZIhScLdd99Nt27diIqK4tVXX73h2zZFRMRYisMiImIkQ5KEDz/80P7Iu2PHjmlyEhGpZIrDIiJiJEPuSbg0MQHcf//9RlQpIiLloDgsIiJGql5vrhEREREREbczPEkw4N1sIiLiAsVhERFxlSH3JFzuq6++Kvc2R44c4emnn7Z/Lygo4Ny5c3zxxReMGTOGI0eO4OXlRd26dXnhhRcIDw8H4NChQ0yZMoXTp08TGBhIfHw8bdq0AbjudpGRkfj5+eHv7w/AxIkTufvuu108cs+xzZxNUloWJ/MLaRxUh+gB4fSNaFXVzRKRSqI4LLWB5joR9zIsSdixYwebNm3i1KlTLFu2jG+++YZz585x55133nDbli1bsnHjRvv3OXPmYLFYAIiPj6dBgwYAfPTRR0ybNo0NGzYAMGPGDIYNG8agQYPYuHEjsbGxJCUl3XA7gMWLFxMWFmbMwXuQbeZsEtfuprj0Yv/l5heSuHY3gIKnSA2nOCy1heY6EfczJEl45513SEpKYsiQIaSnpwNw0003MWfOHKcmp8uVlJSQkpLCihUrAOwTDMC5c+cwmUwA5OXlsW/fPlauXAlAVFQUs2fP5tSpUwQHB19zu5ouKS3LHjQvKS61kJSWpcApUoMpDktVm7p0OwUFBazL2O72fe0/nE9pmdWhrLjUwuI1u0jPOOz2/QPMG9OrUvYjUlUMSRLefvtt3nrrLVq2bMny5cuBi2/8PHToULnr2rp1K02bNqVz5872sunTp7Njxw5sNhtvvvkmADk5OTRt2hRvb28AvL29adKkCTk5OQQHB19zu0smTpyIzWYjIiKCCRMmlOtxgXv37qWoqKjcx1YZcvMLr1luNpsruTXuUVOOQypXTR83tSkOe1IMrunjqjwKCgoc/utOv0wQLi+vjP2D83/3GiPOq+59FRERUdVNMJQhScL58+cJDQ0FsP9SVFZWhq+vb7nrWr9+PY888ohD2Zw5cwBITk4mISHBPgHeyLW2W7VqFaGhoZSUlDBnzhzi4uJYsGCB0228fOL0NCFpeVdNFEKC6tSIwWs2m2vEcUjlqg3jpjbFYU+JwbVhXJVHRETl9cnIF7dcc65LnHyf2/fvLI0R56mvPI8hTzf6zW9+wxtvvOFQlpSURI8ePcpVz/Hjx/nyyy958MEHr7p88ODBZGRkkJ+fT2hoKMePH7dfM2uxWDhx4oR9krzWdoB9HT8/P4YNG0ZmZma52unJogeE4+/r7VDm7+tN9IDwKmqRiFQGxWGpTTTXibifIUnC888/z4cffkhkZCTnz5/n97//PWlpaUyZMqVc9WzYsIE+ffoQFBQEXPxlLCcnx75869atNGzYkMDAQBo1akR4eDipqakApKamEh4eTnBw8HW3u3Dhgv1UpM1mY/PmzfanbdQEfSNaMXZIF0KC6mDi4q8qY4d00f0IIjWc4rDUJprrRNzPkMuNmjRpwvr16/nmm2/4+eefCQ0N5bbbbsPLq3w5yIYNG5g+fbr9e2FhITExMRQWFuLl5UXDhg1ZtmyZ/VT6zJkzmTJlCkuXLiUgIID4+PgbbpeXl8e4ceOwWCxYrVbat2/PjBkzjOgGj9E3opUCpUgtozgstY3mOhH3MtkMeuuOxWJh165dnDhxgiZNmtC1a1f7zWwiRtE1i1IRtWXcKA5XrtoyrspDfeJI/eE89ZXnMeRMwrfffsvTTz9NSUkJTZs25dixY/j7+7NkyRI6duxoxC5EROQ6FIdFRMRIhiQJ06ZN409/+hMjRozAZDJhs9l46623mDZtGu+9954RuxARketQHBYRESMZcuPyjz/+yJ///Gf7Naomk4no6Gh+/PFHI6oXEZEbUBwWEREjGZIk9OnTh61btzqUffLJJ/Tt29eI6kVE5AYUh0VExEgVvtzoueees/9iZbFYGD9+PLfeeivNmjXj2LFj7Nmzh379+hnWUBERcaQ4LCIi7lLhJKF169YO38PCwuyff/WrX9GrV6+Kt0pERG5IcVhERNylwknC2LFjjWyHiIiUk+KwiIi4iyFPNwLIyMggOTnZ/nzuQYMGcccddxhVvYiI3IDisIiIGMWQJGHt2rUsXLiQIUOG0KVLF3Jycnj22WeJiYnhD3/4g1N1REZG4ufnh7+/PwATJ07k7rvvpkOHDoSFhdnfGpqQkECHDh0oKSnhqaeeYs+ePcDFyfGSzMxMEhISOHv2LHDxhr5JkyZhMpmwWCzMnz+fzz77jNLSUiIjI+3LRESqK8VhERExkiFJwptvvsnKlSsdXtgzYMAAnnnmGacnJ4DFixc7XFN7ybvvvku9evUcyry8vBg1ahRBQUH85S9/cVhWv3595s+fT5s2bSgpKeHPf/4zGzduZPDgwaxbt46DBw+yYcMGTCYTo0ePZvPmzTzwwAPlO2gPs82cTVJaFifzC2kcVIfoAeF6Xb1ILaI4LLWJ5jwR9zPkEainT5+mffv2DmXt2rXjzJkzRlR/VT4+Ptx11100aNDgimVhYWG0adMGAD8/Pzp16sTRo0eBi28lvfPOO/H19cXHx4eePXuSkpLitnZWhm3mbBLX7iY3vxAbkJtfSOLa3WwzZ1d100SkkigOS22hOU+kchhyJuH2229n/vz5TJw4kTp16nDhwgUWLlxIt27dylXPxIkTsdlsREREMGHCBAICAgAYPnw4FouF3r17M27cOPz8/JyuMy8vj/T0dN544w0AOnfuzHvvvcewYcMA+Oijj+ynw6urpLQsikstDmXFpRaS0rL0y4pILaE4LNXd1KXbnVpv/+F8SsusDmXFpRYWr9lFesZhp/c3b4ye/iVyPSabzWZztZITJ04wYcIEvvrqKxo2bMiZM2fo1q0bL7/8Mk2bNnWqjpycHEJDQykpKWHOnDmcP3+eBQsW2MvPnTvHc889R1hYGOPHj7dvd+TIER555BGHa2EvOXfuHCNHjqR///6MHDkSAKvVyqJFi9i2bRv169fntttu4/PPP2fDhg1OH+/evXspKipyen13m/mvI9deNqxlJbZERKpKq1atak0c9rQYLMZY+dEJp9Y7fKLkmstaN3E+eR1xbxOn1xVxRkRERFU3wVAun0mwWCz85z//YcWKFeTn59ufqtGsWbNy1RMaGgpcPC09bNgwnnrqKYfy+vXrM2TIEFauXOlUfYWFhYwePZqePXvaJya4eA3t+PHj7RPc8uXLrzhFfyOdO3cu1/ruFpKWR25+4ZXlQXVq3IA1m8017pjE/Wr6uLFYLGzYsKHWxGFPicE1fVxVhCt94uxmI1/ccs05L3HyfRXat7tojDhPfeV5XL4nwdvbm/nz5+Pv70+zZs247bbbyj0xXbhwgYKCAgBsNhubN28mPDycM2fO2H8tKisrIz09nfDw8BvWV1xczOjRo+nSpQsxMTFXLLu0r6NHj7J69WpGjBhRrvZ6mugB4fj7ejuU+ft6Ez3gxn0lItWf4rDUJprzRCqHIfck3HPPPWzdupXIyMgKbZ+Xl8e4ceOwWCxYrVbat2/PjBkzOHjwILGxsZhMJsrKyujWrZvDZPPII49w/Phxzp49S+/evbn77ruZM2cO69at44svvuD06dNs337xGsf+/fvz1FNPUVBQwPDhw+2P8ps4caLH/CpVUZfuO9CTHkRqL8VhqS0054lUDkPuSXjmmWfYunUr3bp1o1mzZg7Puk5ISHC1ehE7nY6UiqgN40ZxuPLVhnFVXuoTR+oP56mvPI8hZxLCwsKu+lxtERGpHIrDIiJiJJeThIKCAu655x5at25N/fr1jWiTiIiUg+KwiIgYzaUbl7dt28bdd9/NI488Qp8+ffj888+NapeIiDhBcVhERNzBpSRh0aJFTJw4ka+++opnnnmGV155xaBmiYiIMxSHRUTEHVxKErKzs3nssceoU6cOf/rTnzh82Pk3HYqIiOsUh0VExB1cShKs1v97LbqPjw8Wi8XlBomIiPMUh0VExB1cunG5qKiIP/3pT/bv58+fd/gOsGrVKld2ISIi16E4LCIi7uBSkjBnzhyH748++qhLjRERkfJRHBYREXdwKUl46KGHjGqHiIhUgOKwiIi4gyEvU7vcgw8+SEpKSrm2OXLkCE8//bT9e0FBAefOneOLL76wlyUmJvLqq6+SkpJif2HQrl27iI2Npbi4mBYtWvDSSy/RqFEjMjMzmTVrln3bvLw8QkJC2LBhAwDr1q3j7bffxsvLC29vb6ZNm0b37t1dOewqt82crVfUiwigOCy1h+Y+EfcxPEn4+eefy71Ny5Yt2bhxo/37nDlzHG6+27t3L7t27aJFixb2MqvVynPPPce8efPo3r07S5cuZcGCBcybN4/bb7/dob4xY8bYX/Wdn5/P3Llz2bJlC40bN+bjjz8mNjaWzZs3V+RwPcI2czaJa3dTXHqxz3LzC0lcuxtAwVKkFlIcltpAc5+IexmeJNhsNpe2LykpISUlhRUrVti/x8XF8fLLLxMdHW1fb8+ePfj7+9t/eRo6dCj9+vVj3rx5DvXl5eWxY8cO4uLi7O2z2WycP3+exo0bU1BQQLNmzVxqc1VLSsuyB8lLikstJKVlKVCK1EKKw+Ippi7d7ra69x/Op7TM6lBWXGph8ZpdpGcY/yjgeWN6GV6niCczPElYvny5/fOpU6cIDg4u1/Zbt26ladOmdO7cGbj4oqCBAwfSsmVLh/VycnJo3ry5/XtwcDBWq5XTp08TGBhoL09OTqZnz540btzYvl5cXBwPPfQQAQEBWK1W3nnnnXK1ce/evRQVFZVrG3fKzS+8ZrnZbK7k1rhfTTwmcb+aPm4u/UoPNT8Oe1IMrunjqiIu75OCggK37eeXCcLl5e7Yb0X/rjVGnFfd++ryOFwTGJIk5Ofn07BhQ7y8vOjevTsnT55k+fLlrFmzhq+++qpcda1fv55HHnkEgK+++oo9e/YwceLECrftvffeY8KECfbv586dY9WqVaxbt4527dqxefNmxo4dy/vvv4/JZHKqzksTp6cIScu7aqIQElSnxg1Ys9lc445J3K82jJvaFIc9JQbXhnFVXr/sE3d2z8gXt1xz7kucfJ/7dlwOGiPOU195HpdeprZr1y769OnDXXfdRc+ePfnyyy956623uO+++zh27Bhvv/12ueo7fvw4X375JQ8++CAAX375JQcOHKBfv35ERkZy7NgxRo0axfbt2wkNDeXo0aP2bU+dOoWXl5fDr1e7du3izJkz9OnTx162fft2GjRoQLt27QC4//77+emnn8jPz3ehJ6pW9IBw/H29Hcr8fb2JHhBeRS0SkcqiOCy1leY+Efdy6UxCfHw8gwcPZuDAgWzYsIFx48Zxyy23sH79etq2bVvu+jZs2ECfPn0ICgoC4Mknn+TJJ5+0L4+MjGTZsmWEhYVhtVopKipi586ddO/enXfffZf+/fs71Ld+/XoGDhyIj8//HWbLli3Zt28feXl5NGrUiM8//5z69evb91kdXbrvQE94EKl9FIelttLcJ+JeLiUJBw4cYNWqVXh5efHMM8/wj3/8g1dffdXhV6Ty2LBhA9OnT3dqXS8vLxISEpgxY4bDo/cuKSoqYvPmzaxZs8Zhu1tvvZXHH3+cxx57DF9fX/z8/Fi0aJHTlxp5qr4RrRQYRWohxWGpzTT3ibiPyebCYzBuv/12MjMz7d9/+9vfOjxTW8RoumZRKqImjxvF4apTk8dVRalPHKk/nKe+8jwunUkoKSlh0qRJ9u8XLlxw+A6QkJDgyi5EROQ6FIdFRMQdXEoSRo8efd3vIiLiXorDIiLiDi4lCWPHjjWqHSIiUgGKwyIi4g4uPQI1MzPT4Sa1yy1YsIBdu3a5Ur2IiNyA4rCIiLiDS0nCsmXL+M1vfnPVZb/5zW9YtmyZK9WLiMgNKA6LiIg7uJQkZGVlcffdd191Wc+ePdmzZ48r1YuIyA0oDouIiDu4lCScO3eO0tLSqy4rKyvj/PnzrlQvIiI3oDgsIiLu4FKS0K5dO7Zv337VZdu3b6ddu3auVC8iIjegOCwiIu7g0tON/vKXvzBjxgysViv33nsvXl5eWK1WPvroI+Li4pgyZYpT9eTn5zNp0iR++ukn/Pz8aN26NXFxcfz444/MmjXLvl5eXh4hISFs2LABgA4dOhAWFoaX18VcJyEhgQ4dOgAXr9N9//338fHxoV69esTFxXHLLbcAsHXrVhISErBYLHTu3Jl58+ZRp04dV7pCRKRKKA6LiIg7uPTGZYCVK1eyePFiSktLCQwM5PTp0/j6+vLMM88wYsQIp+o4ffo0+/fvp0ePHgDEx8dz5swZ5s6d67DemDFjiIiIYNSoUcDFySkzM5N69eo5rJeVlcWYMWPYtGkTdevWJSkpif/+978sX76c8+fPc99997Fq1SratGnD9OnTCQ0NrfaPEdxmziYpLYuT+YU0DqpD9IDwGvmqer2RUSqipo8bxeGqUdPHVUWoTxytXPcf/vttUY2fm42gseN5XDqTADBixAiGDBnCV199xenTpwkMDKRbt27Ur1/f6ToCAwPtExNA165dWb16tcM6eXl57Nixg7i4uBvWZzKZKC0tpaioiLp161JQUECzZs0A+M9//sOtt95KmzZtABg6dChTpkypdpPT5baZs0lcu5viUgsAufmFJK7dDaBgJFILKA6LeJ5t5mxSvjhNqeXib7Gam6W6cSlJsNlsrFmzhu+//55OnTrx8MMPu9wgq9XK6tWriYyMdChPTk6mZ8+eNG7c2KF8+PDhWCwWevfuzbhx4/Dz86Njx46MGDGCyMhIGjRoQEBAAP/85z8ByMnJoXnz5vbtmzdvTk5OjsvtrkpJaVn2BOGS4lILSWlZCkQiNZzisIhxpi69+v09FbH/cL49QbikuNTC4jW7SM847HL988b0crkOketxKUmIj48nNTWViIgIFi5cyJEjR3jmmWdcatDs2bOpW7cujz32mEP5e++9x4QJExzKtm3bRmhoKOfOneO5555jyZIljB8/np9//pmPP/6YLVu20KRJE958802mTJnC66+/7lLbLtm7dy9FRUWG1GWE3PzCa5abzeZKbo371cRjEverqePmn//8J//73/+44447ak0c9qQYXFPHlSuqc58UFBQYVldpmfWa5Ubspzr387VU92OqaZdLuZQkpKWl8c4779C2bVt++OEHxowZ49LkFB8fz+HDh1m2bJn9JjiAXbt2cebMGfr06eOwfmhoKAD169dnyJAhrFy5EoAPPviAsLAwmjRpAsDgwYNJTEy0b5ORkWGv4+jRo/Z6nNW5c+fyH5wbhaTlXTVRCAmqU+MGrK5ZlIqoyeNmwoQJvPvuu7UqDntKDK7J46qiqnufGNn0kS9uuebcnDj5PuN2VENU97FTE7n0CNSCggLatm0LwK9+9SvOnDlT4boWLlzInj17WLJkCX5+fg7L1q9fz8CBA/Hx+b+c5syZM/ZfksrKykhPTyc8PByAli1bYjabuXDhAgCffvqp/Ykad999N9988w0//vgjAO+++y4DBgyocLs9QfSAcPx9vR3K/H29iR4QXkUtEpHKojgs4pmiB4Tj621yKNPcLNWJy/ckZGdn279bLBaH7wCtWt34mvjvv/+e119/nTZt2jB06FDg4gSzZMkSioqK2Lx5M2vWrHHY5uDBg8TGxmIymSgrK6Nbt27ExMQAcN9997F7924efvhh/Pz8CAgIYN68ecDFX7vi4uL461//itVqJTw8nOnTp7vSDVXu0n0HteHpRiLiSHFYxDP1jWjFoUOH9HQjqbZcegRqx44dMZlMXKsKk8lEVlZWhRsn8ks6HSkVUZPHjeJw1anJ46qi1CeO1B/OU195HpfOJHz77bdGtUNERCpAcVhERNzBpXsSRERERESk5lGSICIiIiIiDpQkiIiIiIiIAyUJIiIiIiLiwC1Jwueff84XX3zhjqpFRMQJisMiIuIKQ5KExx57zP4q7TfeeIMJEybw7LPPsmzZMiOqFxGRG1AcFhERIxmSJHz//fd07doVgLVr15KUlMSaNWt49913jaheRERuQHFYRESM5NJ7Ei6xWq2YTCZ++uknbDYbv/rVrwA4c+aMEdWLiMgNKA6LiIiRDEkSIiIiiIuLIzc3l9/97ncA/PTTTwQFBTldx6FDh5gyZQqnT58mMDCQ+Ph42rRpQ3FxMXPnzuWzzz7D39+frl27Mnv2bADi4+NJT0/n559/JiUlhbCwMADy8/OZNGkSP/30E35+frRu3Zq4uDiCg4MB2LVrF7GxsRQXF9OiRQteeuklGjVqZERXVIlt5myS0rL02neRWszVOKwYLNWF5jyRymHI5Ubz5s0jICCADh06MHbsWAAOHjxIdHS003XMmDGDYcOGkZ6ezrBhw4iNjQXgpZdewt/fn/T0dFJSUoiJibFv069fP1atWkWLFi0c6jKZTDz++OP2bVq1asWCBQuAi7+2Pffcc8TGxpKenk737t3ty6qjbeZsEtfuJje/EBuQm19I4trdbDNnV3XTRKQSuRqHFYOlOtCcJ1J5DDmTEBQUxIQJExzK+vbt6/T2eXl57Nu3j5UrVwIQFRXF7NmzycnJITk5mU8//RSTyQRA48aN7dt17979qvUFBgbSo0cP+/euXbuyevVqAPbs2YO/v79926FDh9KvXz/mzZvndHs9SVJaFsWlFoey4lILSWlZ+mVFpBZxJQ4rBounmLp0+3WX7z+cT2mZ1aGsuNTC4jW7SM84fMX688b0MrR9IrWJIUlCSUkJS5YsITU1ldOnT2M2m9m+fTs//vgjjz322A23z8nJoWnTpnh7ewPg7e1NkyZNyM7OJjAwkMTERDIyMqhXrx4xMTHXnJiuxmq1snr1aiIjI+37at68uX15cHAwVqvVfordGXv37qWoqMjpNrhTbn7hNcsvPemkpqmpxyXuVdPHza9//esKx2HF4Iqr6eOqIlzpk4KCgusu/2WCcHn51bb1hL8fT2hDdVHd+yoiIqKqm2AoQ5KEuXPncvz4cRYsWMATTzwBwC233MK8efOcShKupV69emRnZ9OpUycmT57M7t27GT16NB9++CH169d3qo7Zs2dTt25dl9rxS507dzasLleFpOVdNVEICapT4wYrXAwgNfG4xL1qw7iZOXOm4XFYMfj6asO4Ki9X++RGm458ccs157zEyfdVeL/uojHiPPWV5zHknoSPPvqIl19+mW7duuHldbHKpk2bcvz4cae2Dw0N5fjx41gsFy+bsVgsnDhxgtDQUHx8fIiKigKgS5cuBAUFcejQIafqjY+P5/Dhw7zyyiv2doWGhnL06FH7OqdOncLLy8vpX7A8TfSAcPx9vR3K/H29iR4QXkUtEpGq4EocVgyW6kJznkjlMSRJ8PX1tU8ul5w6dcrpoN+oUSPCw8NJTU0FIDU1lfDwcIKDg+nRowc7duwALj59Iy8vj9atW9+wzoULF7Jnzx6WLFmCn5+fvfzWW2+lqKiInTt3AvDuu+/Sv39/p9rpifpGtGLskC6EBNXBxMVfU8YO6aL7EURqGVfisGKwVBea80Qqj8lms9lcreTSr0VTp07lkUceITU1lblz59K6dWvGjx/vVB0HDhxgypQpnD17loCAAOLj42nXrh3Z2dlMmzaN06dP4+Pjw9/+9jf69OkDwIsvvsiWLVs4efIkQUFBBAYGsmnTJr7//nuioqJo06YNN910EwAtW7ZkyZIlAGRmZjJjxgyHx+9dfjOeeC6djpSKqA3jxtU4rBhcfrVhXJWX+sSR+sN56ivPY0iSUFJSwoIFC1i7di2FhYXUqVOHIUOGMHHiRIdfkERcpSAiFVEbxo3icOWrDeOqvNQnjtQfzlNfeR5Dblz28/Nj2rRpTJs2jVOnThEUFGR/XJ6IiLif4rCIiBipwklCdva1X1xy/vx5++dWrXSdoIiIOygOi4iIu1Q4Sfjd736HyWTCZrPZf626dOXS5b9eZWVludhEERG5GsVhERFxlwonCd9++6398/r16/nf//7HuHHjaN68OUePHmXJkiXceeedhjRSRESupDgsIiLuYsg9CYsWLWLLli32p1i0adOGuLg4fv/73/Pwww8bsQsREbkOxWERETGSIe9JsFqt/Pzzzw5lR48exWq9+uvTRUTEWIrDIiJiJEPOJPzlL3/hz3/+Mw8//DDNmjXj2LFjvPfee/z5z382onoREbkBxWERETGSIUnC448/TlhYGB988AH79u0jJCSEuXPn0rt3byOqFxGRG1AcFhERIxmSJAD07t1bk5GISBVSHBYREaMYliS46tChQ0yZMoXTp08TGBhIfHw8bdq0sS9PTEzk1VdfJSUlhbCwMDIzM5k1a5Z9eV5eHiEhIWzYsOG6y+DiU0DeeustrFYrrVq1Yv78+QQGBlbWoRpqmzmbpLQsTuYX0jioDtEDwukboWeii0j5KAaLuJfma6luPCZJmDFjBsOGDWPQoEFs3LiR2NhYkpKSANi7dy+7du2iRYsW9vVvv/12Nm7caP8+ZswY++u8r7fswIEDvPLKK2zcuJHg4GCWLl3KwoULiYuLq4zDNNQ2czaJa3dTXGoBIDe/kMS1uwEUeESkXBSDRdxH87VUR4Y83chVeXl57Nu3j6ioKACioqLYt28fp06doqSkhLi4OGbOnHnd7Xfs2MGgQYNuuOy7774jPDyc4OBgAPr06UNKSorxB1UJktKy7AHnkuJSC0lpenGSiDhPMVjEvTRfS3XkEWcScnJyaNq0Kd7e3gB4e3vTpEkTcnJy2Lx5MwMHDqRly5bX3D45OZmePXvSuHHjGy7r2LEj33zzDdnZ2bRs2ZLU1FQuXLhgP8XujL1791JUVFT+AzVYbn7hNcvNZnMlt6by1ORjE/ep6ePm0i/1FaEYXHE1fVxVhPrEkdlsrrXzdXlV975wJQ57ogonCc899xwmk+mG6yUkJFR0FxQVFbFnzx4mTpx43fXee+89JkyY4NSytm3b8vzzzzN+/HhMJhP9+vUDwMfH+a7o3Lmz0+u6U0ha3lUDT0hQnRo3UC8xm8019tjEfWrquLk8Dv/73/++5noVjcOKwddXU8eVK9Qnji71R22cr8tLY8fzVDhJaN26tWGNCA0N5fjx41gsFry9vbFYLJw4cYLPP/+cAwcO2CeRY8eOMWrUKObNm0evXr0A2LVrF2fOnKFPnz5X1HutZQ888AAPPPAAAF9//TX/+te/qF+/vmHHU1miB4Q7XOMI4O/rTfSA8CpslYhUFqPisGKwiHtpvpbqqMJJwtixYw1rRKNGjQgPDyc1NZVBgwaRmppKeHg4Tz/9NE8//bR9vcjISJYtW0ZYWJi9bP369QwcOPCqv0Jda1lubi4hISEUFxezePFiRo4cadixVKZLNzvpaQkitZNRcVgxWMS9NF9LdWTYPQkHDx7k22+/5cKFCw7ljz76qFPbz5w5kylTprB06VICAgKIj4+/4TZFRUVs3ryZNWvWlGvZ1KlTOXr0KKWlpdx///1ER0c71UZP1DeilYKMiACuxWHFYBH30nwt1Y3JZrPZXK1k2bJlLFmyhI4dO3LTTTf9X+Umk/0ReiJG0DWLUhG1YdwoDle+2jCuykt94kj94Tz1lecx5EzC22+/zdq1a+nYsaMR1YmISDkpDouIiJEMeU/CTTfdRLt27YyoSkREKkBxWEREjFThJMFqtdr/xMTE8OKLL3LixAmHcqvVamRbRUTkMorDIiLiLhW+3KhTp07253Nfuq1h7dq19uU2mw2TyURWlt4mKCLiDorDIiLiLhVOEj7++GMj2yEiIuWkOCwiIu5S4SShRYsWRrZDRETKSXFYRETcxbD3JHz88cd8+eWX5Ofnc/lTVRMSEozahYiIXIfisIiIGMWQpxslJiYyY8YMrFYrH3zwAYGBgWzfvp2AgAAjqhcRkRtQHBYRESMZciZh/fr1/OMf/yAsLIz33nuPadOmERUVxdKlS52uIzIyEj8/P/z9/QGYOHEid999N7t27SI2Npbi4mJatGjBSy+9RKNGjez7feutt7BarbRq1Yr58+cTGBh4w2WnT58mLi6OvXv34uPjw4ABAxg7dqwRXSEiUiUUh0VExFA2A9x+++32z3fccYetpKTkivIbueeee2z79+93KLNYLLZ7773X9uWXX9psNpttyZIltilTpthsNpvthx9+sPXq1cuWl5dnX/bCCy/ccJnNZrP99a9/ta1cudL+/cSJE06309N8svMn24jZ6bYHJyTbRsxOt32y86eqbpJb7dy5s6qbINVQbRg3isOVrzaMq/LyxD6pynnSE/vDU6mvPI8hlxvdfPPNfP/99wDccsstrF69muTkZBo2bOhSvXv27MHf35/u3bsDMHToUD744AMAvvvuO8LDwwkODgagT58+pKSk3HDZjz/+yHfffcef//xn+35CQkJcamdV2WbOJnHtbnLzC7EBufmFJK7dzTZzdlU3TUQqmeKwyJU0T4pUnCGXG/3tb3/j9OnTwMXT088++ywXLlwgNja2XPVMnDgRm81GREQEEyZMICcnh+bNm9uXBwcHY7VaOX36NB07duSbb74hOzubli1bkpqayoULF2647IcffqBp06ZMnz6drKwsGjduzKRJk7jllluM6IpKlZSWRXGpxaGsuNRCUloWfSNaVVGrRKQqKA5LdTJ16fZK2c/+w/mUljm+ULC41MLiNbtIzzjstv3OG9PLbXWLVBZDkoQ+ffrYP9922218+OGH5a5j1apVhIaGUlJSwpw5c4iLi+N3v/vdNddv27Ytzz//POPHj8dkMtGvXz8AfHx8rrvMarWye/dunn32Wbp3786WLVt46qmn+Oijj5xu6969eykqKir3MRotN7/wmuVms7mSW1N5avKxifvU9HFTm+Kwp8RgqPnjqiKc6ZOCgoJKaAlXJAiXl7uzDZf3gcaI86p7X0VERFR1E4xlxDVLw4cPt61Zs+aK8ieeeKJC9X377be2e+65x7Z7927bAw88YC/Py8uzde3a9arb7N6923b33XffcNnXX39ti4yMdFh+22232a+brU5GzE63RU1IvuLPiNnpVd00t9E1i1IRtWHcKA5XvtowrsrL0/qkqudJT+sPT6a+8jyG3JPw1VdfsXLlSuLi4rBY/u/yl507dzq1/YULF+wZvc1mY/PmzYSHh3PrrbdSVFRkr+fdd9+lf//+9u1yc3MBKC4uZvHixYwcOfKGy2699Vbq1q1rv3b3yy+/pGHDhgQFBVX08KtM9IBw/H29Hcr8fb2JHhBeRS0SkaqiOCxyJc2TIhVnyOVGvr6+rFmzhmeffZa//OUvvPrqqwQGBjq8zOd68vLyGDduHBaLBavVSvv27ZkxYwZeXl4kJCQwY8YMh0fvXTJ16lSOHj1KaWkp999/P9HR0TdcZjKZmDt3LlOnTqWkpIQ6deqQmJiIyWQyoisq1aX7DpLSsjiZX0jjoDpEDwjX/QgitZDisMiVNE+KVJzJ5uwMch233347mZmZ2Gw2Fi5cyObNm1myZAnDhg0jMzPTiHaKABevV6xx1/yJ29WGcaM4XPlqw7gqL/WJI/WH89RXnseQMwmX8gyTycSzzz5Lx44dGTFiBCUlJUZULyIiN6A4LCIiRjIkSZgzZ47D9wceeIC2bduydetWI6oXEZEbUBwWEREjGXLj8qUX5FyuU6dOfPvtt0ZULyIiN6A4LCIiRjIkScjIyLhq+RdffGFE9SIicgOKwyIiYiSXLjdatGgRAKWlpfbPl2RnZzu8pVNERIynOCwiIu7gUpJw7Ngx4OINc5c+XxIaGsq4ceNcqV5ERG5AcVhERNzBpSRh3rx5AHTr1o0//OEPhjRIREScpzgsIiLuUOEk4ciRI7Rs2RKAO++8k+zs7Kuu16qVXlgiIuIOisMiIuIuFU4SHnzwQb766isAfve732Eyma54s6fJZCIrK8u1FoqIyFUpDouIiLtUOEm4NDEBhjxir7i4mLlz5/LZZ5/h7+9P165dmT17NocOHWLKlCmcPn2awMBA4uPjadOmjcO2iYmJvPrqq6SkpBAWFobVauWPf/wjhYWFAISEhDBr1ixatmxJZmYms2bNsm+bl5dHSEgIGzZscPkYqsI2c7ZeNy9SSxkZhxWDRZyjeVdqC0NepnZJTk4Ox48fp2vXruXe9qWXXsLf35/09HRMJhMnT54EYMaMGQwbNoxBgwaxceNGYmNjSUpKsm+3d+9edu3aRYsWLexlXl5evPnmmzRo0ACAt99+m/nz55OYmMjtt9/Oxo0b7euOGTOm2r4GfJs5m8S1uykutQCQm19I4trdAApYIrVUReOwYrDIjWneldrEkCTh6NGjTJgwgW+//RaTycRXX33FBx98wH//+98r3gJ6NefPnyc5OZlPP/0Uk8kEQOPGjcnLy2Pfvn2sXLkSgKioKGbPns2pU6cIDg6mpKSEuLg4Xn75ZaKjox3qvDQ5AZw7dw4vrytfCZGXl8eOHTuIi4tz5fCrTFJalj1QXVJcaiEpLUvBSqSWcSUOKwZLbTZ16Xan191/OJ/SMqtDWXGphcVrdpGecfiK9QsKCliXcWX988b0Kn9DRSqZIUlCbGwsffv25V//+hc9evQAoGfPnsTHxzu1fXZ2NoGBgSQmJpKRkUG9evWIiYnhpptuomnTpnh7ewPg7e1NkyZNyMnJITg4mEWLFjFw4ED7jXu/9MQTT7Bv3z6CgoJYsWLFFcuTk5Pp2bMnjRs3Ltfx7t27l6KionJt4w65+YXXLDebzZXcmspTk49N3Kemj5vXXnutwnFYMbjiavq4qojq1icFBQVOr/vLBOHy8mvVc7Xy6tZHlaW690tNOytqSJLwzTff8MYbb+Dl5WX/FapBgwZO/8OzWCxkZ2fTqVMnJk+ezO7duxk9evQVLwa63FdffcWePXuYOHHiNddZvnw5VquV119/nddee42ZM2c6LH/vvfeYMGGCU228XOfOncu9jTuEpOVdNVEICapT4wbqJWazucYem7hPbRg3rsRhxeCKqQ3jqryqY5+Up7kjX9xyzXk3cfJ9V5RXx/6oKuorz3Pl+d8KaNSoEYcPO55m++GHHwgNDXVq+9DQUHx8fIiKigKgS5cuBAUFcdNNN3H8+HEslouX1FgsFk6cOEFoaChffvklBw4coF+/fkRGRnLs2DFGjRrF9u2Op/W8vLx49NFHHa6BBdi1axdnzpyhT58+FT3sKhc9IBx/X2+HMn9fb6IHhFdRi0SkqrgShxWDRZyjeVdqE0OShJEjRzJ69GjWr19PWVkZqampjB8/nieeeMKp7YODg+nRowc7duwA4NChQ+Tl5dGmTRvCw8NJTU0FIDU1lfDwcIKDg3nyySfZvn07W7duZevWrTRr1owVK1bQq1cvTp06xalTp+z1f/DBB3To0MFhn+vXr2fgwIH4+Bh673al6hvRirFDuhASVAcTF3/JGDuki+5HEKmFXInDisEiztG8K7WJIdH50UcfJTAwkH//+9+EhoayYcMGYmJiuPfee52uY9asWUybNo34+Hh8fHxISEggICCAmTNnMmXKFJYuXUpAQIBT19fm5uYydepUSktLAWjRogUvvfSSfXlRURGbN29mzZo15T9YD9M3opWCk4i4HIcVg0Wco3lXaguT7Zdv3hHxYLpmUSpC40bcQePqSuoTR+oP56mvPE+FzySsW7fOqfUeffTRiu5CRESuQ3FYRETcpcJJwi9vQrsak8mkyUlExE0Uh0VExF0qnCS88847RrZDRETKSXFYRETcxZCnGw0ePPiq5Q8//LAR1YuIyA0oDouIiJEMSRJ++WxuAJvNxpEjR4yoXkREbkBxWEREjOTSI1AnTZoEQGlpqf3zJT///DO/+tWvXKleRERuQHFYRETcwaUk4eabb77qZ4Dbb7+d/v37u1K9iIjcgOKwiIi4g0tJwtixYwHo0qULd999tyENEhER5ykOi4iIOxhyT4Kvry/Z2dnAxTdtTp48malTp5Kbm2tE9SIicgOKwyIiYiRDkoRZs2bh7e0NwPz58ykrK8NkMvHCCy84XUdxcTEzZszgvvvu48EHH7xi28TERDp06MB3330HwKFDhxg+fDj9+/cnKiqKqVOnUlRUZF9/2bJl3H///QwcOJA//vGPfP/99wCcOHGChx9+mEGDBvHggw/yzDPPcObMGVe7oMpsM2cz8sUtDHx2IyNf3MI2c3ZVN0lEqoDisEjl0vwrNZ1Llxtdcvz4cZo3b05ZWRnbt29n69at+Pr6luvU90svvYS/vz/p6emYTCZOnjxpX7Z371527dpFixYt7GW+vr5MnTqVTp06YbVamTBhAitWrODpp58mKyuLf//732zatIm6deuSlJREQkICy5cvJygoiFWrVlGnTh0A5s6dy9KlS5k6daoRXVGptpmzSVy7m+JSCwC5+YUkrt0NQN+IVlXZNBGpZIrDIpVH86/UBoYkCfXr1+fkyZN8//33tG/fnnr16lFSUkJZWZlT258/f57k5GQ+/fRTTCYTAI0bNwagpKSEuLg4Xn75ZaKjo+3btGzZ0v7Zy8uL2267jQMHDgAX3zBaWlpKUVERdevWpaCggGbNmgEXJzVfX18ALBYLFy5coEGDBq53QhVISsuyB6hLikstJKVlKUiJ1DKKw1JbTV26vdL3uf9wPqVlVoey4lILi9fsIj3j/x5HXFBQwLoM97Rv3phebqlX5BJDkoTHHnuMRx99lNLSUqZNmwZAZmYm7dq1c2r77OxsAgMDSUxMJCMjg3r16hETE0P37t1ZtGgRAwcOdJiMfqmoqIj169czYcIEADp27MiIESOIjIykQYMGBAQE8M9//tNhm0GDBpGTk0OHDh147bXXynW8e/fudTilXlVy8wuvWW42myu5NZWnJh+buE9NHze1KQ57SgyGmj+uKqKy+6SgoKBS9wdckSBcXv7L9rirfTVx7FX3Y4qIiKjqJhjKkCThySef5He/+x3e3t72R/A1bdqUF1980antLRYL2dnZdOrUicmTJ7N7925Gjx7NokWL2LNnDxMnTrzmtmVlZYwfP5477riDfv36ARefDf7xxx+zZcsWmjRpwptvvsmUKVN4/fXX7dtt3LiR0tJSXnzxRVavXs0TTzzh9PF27tzZ6XXdKSQt76qJQkhQnRo3UC8xm8019tjEfWrDuImIiKg1cdhTYnBtGFflVRV9UhV/BSNf3HLN+Tdx8n327xojzlNfeR5DblwGaNWqFcePHyc1NZUvv/ySVq1a0aFDB6e2DQ0NxcfHh6ioKODio/yCgoLYuXMnBw4coF+/fkRGRnLs2DFGjRrF9u0XT91ZLBYmTpxIw4YNef755+31ffDBB4SFhdGkSRMABg8eTEZGxhX79fX15aGHHuL999939fCrRPSAcPx9vR3K/H29iR4QXkUtEpGqpDgsUjk0/0ptYMiZhAMHDvDUU09RVFREaGgoOTk5+Pv7s2zZMtq3b3/D7YODg+nRowc7duygV69eHDp0iLy8PB577DHGjBljXy8yMpJly5YRFhaG1WplypQpeHt7M2fOHPs1tHDxOtnk5GQuXLhA3bp1+fTTT7nlllsAyMnJISAggHr16mG1WklPTycsLMyIbqh0l+47SErL4mR+IY2D6hA9IFz3I4jUQorDIpVH86/UBoYkCbNmzeIPf/gDo0aNsk8SK1asYObMmbzzzjtO1zFt2jTi4+Px8fEhISGBgICAa67/n//8h/fff5+wsDAefvhh4OLbRS89vm/37t08/PDD+Pn5ERAQwLx584CLj+ybP38+NpsNm81Gx44dmT59uos9UHX6RrRSUBIRxWGRSqb5V2o6k81ms7layW9/+1s+++wz+zO64eI1qnfeeSdffvmlq9WL2OmaRamI2jBuFIcrX20YV+WlPnGk/nCe+srzGHJPQpMmTfjiiy8cynbu3Gm/FlVERNxLcVhERIxkyOVG48ePZ8yYMfTt25fmzZtz9OhRtm3bxksvvWRE9SIicgOKwyIiYiRDziT069ePDRs2cMstt3D+/HluueUW3nvvPe69914jqhcRkRtQHBYRESO5dCahsLCQ1157je+++47OnTvz17/+FT8/P6PaJiIiN6A4LCIi7uDSmYS4uDg++eQT2rVrR3p6OvHx8Ua1S0REnKA4LCIi7uBSkvDf//6XFStWMGnSJJYvX84nn3xiVLtERMQJisMiIuIOLiUJFy5csD85IzQ0lHPnzhnSKBERcY7isIiIuINL9yRYLBY+//xzLr1qoayszOE7wJ133ulaC0VE5JoUh0VExB1cShIaNWrEtGnT7N8DAwMdvptMJj7++GOn6iouLmbu3Ll89tln+Pv707VrV2bPnk1kZCR+fn74+/sDMHHiRO6++24AOnToQFhYGF5eF0+IJCQk0KFDB3udNpuNESNGkJWVRUZGBnBxQp0/fz6fffYZpaWlREZGMmnSJPsbSquTbeZsvRJepJZTHBbxDFebkxtUdaNEXOBSkrB161aj2sFLL72Ev78/6enpmEwmTp48aV+2ePFiwsLCrrrdu+++S7169a667J///CfNmzcnKyvLXrZu3ToOHjzIhg0bMJlMjB49ms2bN/PAAw8YdiyVYZs5m8S1uykutQCQm19I4trdAEoURGoRxWGRqnetOfmB7gHoJcJSXRnyMjVXnT9/nuTkZD799FP7L0mNGzd2qc4ff/yRTZs2MX/+fIdf0b799lvuvPNOfH19AejZsycpKSnVbnJKSsuyB6NLikstJKVlKUkQkXJTHJbabOrS7S5tv/9wPqVlVoey4lILGzPy+e5E+eueN6aXS+0RMYJHJAnZ2dkEBgaSmJhIRkYG9erVIyYmhu7duwMXT23bbDYiIiKYMGECAQEB9m2HDx+OxWKhd+/ejBs3Dj8/P6xWK88//zwzZszAx8fxEDt37sx7773HsGHDAPjoo484e/Zsudq7d+9eioqKXDxq1+TmF16z3Gw2V3JrKldNPz5xj5o+biJc/LmyOsVhT4jBl9T0cVUR1bFPCgoKXNr+lwnCJRZrxequjn1ohOp+3K7GYU/jEUmCxWIhOzubTp06MXnyZHbv3s3o0aP58MMPWbVqFaGhoZSUlDBnzhzi4uJYsGABANu2bbM/zeO5555jyZIljB8/nhUrVvCb3/yG8PBwjhw54rCvhx9+mOzsbP74xz9Sv359brvtNj7//PNytbdz586GHXtFhaTlXTVRCAmqU+MG6eXMZnONPj5xD42bG6tOcdgTYjBoXF1Nde0TV5s88sUtV52TG9b1JnHyANcqryWq69ipyVx6BKpRQkND8fHxISoqCoAuXboQFBTEoUOHCA0NBcDPz49hw4aRmZnpsB1A/fr1GTJkiH3Zzp072bBhA5GRkQwbNoyzZ88SGRnJuXPn8PLyYvz48WzcuJFVq1YRHBxM+/btK/mIXRc9IBx/X2+HMn9fb6IHhFdRi0SkOlMcFqm4a83J/boEXGMLEc/nEWcSgoOD6dGjBzt27KBXr14cOnSIvLw8mjRpQkFBAQ0aNMBms7F582bCwy/+T/CZM2fw9/fnpptuoqysjPT0dPuy119/3V73kSNHeOSRR+w39xUXF1NSUkKDBg04evQoq1ev5tVXX638g3bRpfsO9HQjETGC4rBIxV1rTm7AiSpumUjFeUSSADBr1iymTZtGfHw8Pj4+JCQkUFJSwl//+lcsFgtWq5X27dszY8YMAA4ePEhsbCwmk4mysjK6detGTEzMDfdTUFDA8OHD7Y/rmzhxosecui6vvhGtlBSIiGEUh0Uq7mpzstmsJEGqL5Pt8jfuiHg4XbMoFaFxI+6gcXUl9Ykj9Yfz1FeexyPuSRAREREREc+hJEFERERERBwoSRAREREREQdKEkRERERExIGSBBERERERcaAkQUREREREHChJEBERERERB0oSRERERETEgZIEERERERFx4FPVDQCIj48nPT2dn3/+mZSUFMLCwgD45JNPWLRoETabDZvNxtixY7nvvvsAOHToEFOmTOH06dMEBgYSHx9PmzZtAIiMjMTPzw9/f38AJk6cyN13301mZiazZs2y7zcvL4+QkBA2bNhQuQdskG3mbJLSsjiZX0jjoDpEDwi/4pXwIiLOUByWmkTzo4jrPCJJ6NevH9HR0fzpT3+yl9lsNiZNmsSqVasICwvj22+/5Y9//CP33nsvXl5ezJgxg2HDhjFo0CA2btxIbGwsSUlJ9u0XL15sn+Quuf3229m4caP9+5gxY6rtK8C3mbNJXLub4lILALn5hSSu3Q2gQCgi5aY4LDWF5kcRY3hEktC9e/erlnt5eVFQUABAQUEBTZo0wcvLi7y8PPbt28fKlSsBiIqKYvbs2Zw6dYrg4GCn9pmXl8eOHTuIi4sz5iAqWVJalj0AXlJcaiEpLUtBUETKTXFYqoOpS7ffcJ39h/MpLbM6lBWXWli8ZhfpGYevud28Mb1cbp9ITeIRScLVmEwmXnnlFcaMGUPdunU5f/48b7zxBgA5OTk0bdoUb29vALy9vWnSpAk5OTn2yWnixInYbDYiIiKYMGECAQEBDvUnJyfTs2dPGjduXO627d27l6KiIheP0DW5+YXXLDebzZXcmspV049P3KOmjxt3/BrvqXHYE2LwJTV9XFWEO/vkUsJ6Pb9MEC4vv9727mq3xojzqntf1bSzoh6bJJSVlfH666+zdOlSIiIiMJvN/O1vf2PTpk033HbVqlWEhoZSUlLCnDlziIuLY8GCBQ7rvPfee0yYMKFCbevcuXOFtjNSSFreVROFkKA6NW6QXs5sNtfo4xP30LipGE+Nw54Qg0Hj6mrc3SfOVD3yxS3XnB8TJ9/nhlZdm8aI89RXnsdjn26UlZXFiRMn7AMmIiKCOnXqcODAAUJDQzl+/DgWy8XLbSwWCydOnCA0NBTA/l8/Pz+GDRtGZmamQ927du3izJkz9OnTpxKPyFjRA8Lx9/V2KPP39SZ6QHgVtUhEahrFYamOND+KGMNjk4RmzZpx7NgxDh48CMCBAwfIy8vj5ptvplGjRoSHh5OamgpAamoq4eHhBAcHc+HCBfvpRJvNxubNmwkPdwwM69evZ+DAgfj4eOyJlBvqG9GKsUO6EBJUBxMXfyEZO6SL7kcQEcMoDkt1pPlRxBgeEZ1ffPFFtmzZwsmTJxkxYgSBgYFs2rSJmTNnEhMTg8lkAmDu3LkEBgYCMHPmTKZMmcLSpUsJCAggPj4euHgj3Lhx47BYLFitVtq3b8+MGTPs+yoqKmLz5s2sWbOm0o/TaH0jWinoiYghFIelJtH8KOI6k81ms1V1I0ScpWsWpSI0bsQdNK6upD5xpP5wnvrK83js5UYiIiIiIlI1lCSIiIiIiIgDJQkiIiIiIuJASYKIiIiIiDhQkiAiIiIiIg6UJIiIiIiIiAMlCSIiIiIi4kBJgoiIiIiIOPCINy4DHDp0iClTpnD69GkCAwOJj4+nTZs2bNu2jUWLFlFWVkbDhg2ZN28erVpdfIvimDFjOHLkCF5eXtStW5cXXniB8PBwAIqLi5k7dy6fffYZ/v7+dO3aldmzZ99wmYhIbaQYLCIil/OYJGHGjBkMGzaMQYMGsXHjRmJjY3n11VeZPHky7777Lm3btmXjxo3MnDmTFStWABAfH0+DBg0A+Oijj5g2bRobNmwA4KWXXsLf35/09HRMJhMnT5607+t6y6qTbeZsktKyOJlfSOOgOkQPCNdr6EWkQhSDRa5Pc67UNh5xuVFeXh779u0jKioKgKioKPbt28fhw4dp3Lgxbdu2BaBPnz5s376dU6dOAdgnJ4Bz585hMpkAOH/+PMnJycTExNjLGjdufMNl1ck2czaJa3eTm1+IDcjNLyRx7W62mbOrumkiUs0oBotcn+ZcqY084kxCTk4OTZs2xdvbGwBvb2+aNGlCUVERJ0+e5Ouvv+a2224jJSXFvn5wcDAA06dPZ8eOHdhsNt58800AsrOzCQwMJDExkYyMDOrVq0dMTAzdu3e/7rLqJCkti+JSi0NZcamFpLQs/bIhIuWiGCw1zdSl2w2tb//hfErLrA5lxaUWFq/ZRXrG4WtuV1BQwLoM59syb0yvCrdRxGgekSRcS7169fj73//OvHnzKC4upnfv3gQEBNgnMoA5c+YAkJycTEJCAsuXL8disZCdnU2nTp2YPHkyu3fvZvTo0Xz44YfXXVa/fn2n2rV3716KiorccszOys0vvGa52Wyu5NZUrpp+fOIeNX3cREREGF6nYvCN1fRxVRGe0CcFBQWG1vfLBOHy8hvtqzxt8YS+q0rV/fjdEYerkkckCaGhoRw/fhyLxYK3tzcWi4UTJ04QGhpK586dueuuuwA4efIkK1as4Oabb76ijsGDBxMbG0t+fj6hoaH4+PjYT5136dKFoKAgDh06RIsWLa657Ne//rVT7e3cubNBR15xIWl5V00UQoLq1LhBejmz2Vyjj0/cQ+Pm+hSDK0bj6kqe0idGN2Hki1uuOecmTr7vmtt5Sn9UB+orz+MR9yQ0atSI8PBwUlNTAUhNTSU8PJzg4GByc3MBsFqtLFy4kKFDh1K3bl3Onz9PTk6OvY6tW7fSsGFDAgMDCQ4OpkePHuzYsQO4+NSOvLw8Wrdufd1l1Un0gHD8fb0dyvx9vYkeEF5FLRKR6koxWOT6NOdKbWSy2Wy2qm4EwIEDB5gyZQpnz54lICCA+Ph42rVrx/Tp08nMzKS0tJSePXsybdo0/P39OXnyJGPGjKGwsBAvLy8aNmzI5MmT7b8wZWdnM23aNE6fPo2Pjw9/+9vf6NOnzw2XVSe18UkL+qVBKkLj5sYUg8tP4+pKNblPKjLn1uT+MJr6yvN4TJIg4gwFEakIjRtxB42rK6lPHKk/nKe+8jwecbmRiIiIiIh4DiUJIiIiIiLiQEmCiIiIiIg4UJIgIiIiIiIOlCSIiIiIiIgDJQkiIiIiIuJASYKIiIiIiDhQkiAiIiIiIg6UJIiIiIiIiAOfqm7AJdu2bWPRokWUlZXRsGFD5s2bR6tWrTh06BBTpkzh9OnTBAYGEh8fT5s2bQCIjIzEz88Pf39/ACZOnMjdd9+N1Wrlj3/8I4WFhQCEhIQwa9YsWrZsCcCuXbuIjY2luLiYFi1a8NJLL9GoUaMqOW5XVOQV8SIiV6MYLDWJ5kcRA9g8wOnTp22//e1vbQcPHrTZbDZbcnKybeTIkTabzWYbPny4LTk52V4+fPhw+3b33HOPbf/+/Vet8+zZs/bPb731lu3pp5+22Ww2m8Visd177722L7/80maz2WxLliyxTZkyxfiDcrNPdv5ke2Ryii1qQrL9zyOTU2yf7PypqpvmVjt37qzqJkg1pHFzfYrBFaNxdSVP6BNPmh89oT+qC/WV5/GIMwmHDx+mcePGtG3bFoA+ffowadIk8vLy2LdvHytXrgQgKiqK2bNnc+rUKYKDg69bZ4MGDeyfz507h5fXxSur9uzZg7+/P927dwdg6NCh9OvXj3nz5rnj0NwmKS2L4lKLQ1lxqYWktCz9WiIi5aIYLJ5u6tLtTq+7/3A+pWVWh7LiUguL1+wiPeNwufY7b0yvcq0vUpN4RJLQtm1bTp48yddff81tt91GSkoKADk5OTRt2hRvb28AvL29adKkCTk5OfYJauLEidhsNiIiIpgwYQIBAQH2ep944gn27dtHUFAQK1assNfZvHlz+zrBwcFYrVb7qXRn7N27l6KiIiMOvcJy8wuvWW42myu5NZWrph+fuEdNHzcREREV3lYxuOJq+riqCHf0SUFBgdPr/jJBuLy8PPWAMceiMeK86t5XrsRhT+QRSUKDBg34+9//zrx58yguLqZ3794EBARw4cKF6263atUqQkNDKSkpYc6cOcTFxbFgwQL78uXLl2O1Wnn99dd57bXXmDlzpiHt7dy5syH1uCIkLe+qiUJIUJ0aN0gvZzaba/TxiXto3FyfYnDFaFxdyV19Up4qR7645ZrzY+Lk+wxs1Y1pjDhPfeV5PObpRnfddRerV6/mvffe47HHHqOoqIgWLVpw/PhxLJaLl9VYLBZOnDhBaGgogP2/fn5+DBs2jMzMzCvq9fLy4tFHH2Xjxo32bY4ePWpffurUKby8vJz+BctTRA8Ix9/X26HM39eb6AHhVdQiEanOFIOlptD8KGIMj0kScnNzAbBarSxcuJChQ4fSokULwsPDSU1NBSA1NZXw8HCCg4O5cOGC/bShzWZj8+bNhIdfDACnTp3i1KlT9ro/+OADOnToAMCtt95KUVERO3fuBODdd9+lf//+lXacRukb0YqxQ7oQElQHExd/IRk7pIvuRxCRClEMlppC86OIMTziciOAV155hczMTEpLS+nZsycTJ04EYObMmUyZMoWlS5cSEBBAfHw8AHl5eYwbNw6LxYLVaqV9+/bMmDEDuDjZTZ06ldLSUgD7I/bg4q9aCQkJzJgxw+Hxe9VR34hWCnoiYgjFYKlJND+KuM5ks9lsVd0IEWfpmkWpCI0bcQeNqyupTxypP5ynvvI8HnO5kYiIiIiIeAYlCSIiIiIi4kBJgoiIiIiIOFCSICIiIiIiDpQkiIiIiIiIAyUJIiIiIiLiQEmCiIiIiIg4UJIgIiIiIiIOlCSIiIiIiIgDn6puAEB+fj6TJk3ip59+ws/Pj9atWxMXF0dwcDDPPvssGRkZ5ObmkpmZSb169ezbdejQgbCwMLy8LuY6CQkJdOjQAYCtW7eSkJCAxWKhc+fOzJs3jzp16pCZmUlCQgJnz54FoE+fPkyaNAmTyVT5B+6ibeZsktKyOJlfSOOgOkQPCNdr6EWkQhSHRYxx+dwcUNebx8nW3CzVkkecSTCZTDz++OOkp6eTkpJCq1atWLBgAQCPPvooGzduvOa27777Lhs3bmTjxo32ien8+fO88MILLFu2jA8//JB69eqxYsUKAOrXr8/8+fPZvHkzycnJ7Nq167r1e6pt5mwS1+4mN78QG5CbX0ji2t1sM2dXddNEpBpSHBZx3S/n5jMXLJqbpdryiCQhMDCQHj162L937dqVo0ePAnDnnXfSqFGjctX3n//8h1tvvZU2bdoAMHToUNLS0gAICwuzl/v5+dGpUyf7vqqTpLQsikstDmXFpRaS0rKqqEUiUp0pDou4ZurS7Sxes0tzs9QYHnG50eWsViurV68mMjLSqfWHDx+OxWKhd+/ejBs3Dj8/P3JycmjevLl9nebNm5OTk3PFtnl5eaSnp/PGG2+Uq4179+6lqKioXNsYLTe/8JrlZrO5kltTuWr68Yl71PRxExERYVhdnh6HPSEGX1LTx1VF1NY+KSgooLTMetVltWFuNkJ17yMj47An8LgkYfbs2dStW5fHHnvshutu27aN0NBQzp07x3PPPceSJUsYP368U/s5d+4cTz31FCNHjqRTp07lamPnzp3Ltb47hKTlXTVRCAmqU+MG6eXMZnONPj5xD42b8vH0OOwJMRg0rq6mNvdJRASMfHFLrZybjVCbx46n8ojLjS6Jj4/n8OHDvPLKK/ab4K4nNDQUuHh965AhQ8jMzLSXX37q+ujRo/Z1AQoLCxk9ejQ9e/Zk5MiRBh9F5YgeEI6/r7dDmb+vN9EDwquoRSJSEygOi1Sc5mapSTwmSVi4cCF79uxhyZIl+Pn53XD9M2fO2E83l5WVkZ6eTnj4xX+Ed999N9988w0//vgjcPGmugEDBgBQXFzM6NGj6dKlCzExMe45mErQN6IVY4d0ISSoDiYu/koxdkgXPUFBRCpMcVjENb+cmxvW9dbcLNWWR1xu9P333/P666/Tpk0bhg4dCkDLli1ZsmQJY8eO5euvvwagf//+hIWFsWLFCg4ePEhsbCwmk4mysjK6detmn2zq169PXFwcf/3rX7FarYSHhzN9+nQA1q1bxxdffMHp06fZvn27vd6nnnqqCo7cNX0jWinwiIghFIdFjHH53HzxEhrN01I9mWw2m62qGyHiLF2zKBWhcSPuoHF1JfWJI/WH89RXnsdjLjcSERERERHPoCRBREREREQcKEkQEREREREHShJERERERMSBkgQREREREXGgJEFERERERBwoSRAREREREQdKEkRERERExIFHvHEZ4JNPPmHRokXYbDZsNhtjx47lN7/5DZMmTeKnn37Cz8+P1q1bExcXR3BwMADPPvssGRkZ5ObmkpmZSb169ez1dejQgbCwMLy8LuZBCQkJdOjQgczMTBISEjh79iwAffr0YdKkSZhMpso/aBERD6I4LCIidjYPYLVabd27d7ft37/fZrPZbFlZWbauXbva8vPzbZ9//rl9vfnz59umTp1q//6///3PdvLkSVtYWJjt3LlzDnVercxms9n2799vO3TokM1ms9mKi4ttQ4cOtW3YsMH4g3KzT3b+ZBsxO9324IRk24jZ6bZPdv5U1U2qFDt37qzqJkg1pHFzY4rD5adxdaXa0CflmX9rQ38YRX3leTzmciMvLy8KCgoAKCgooEmTJgQGBtKjRw/7Ol27duXo0aP273feeSeNGjUq137CwsJo06YNAH5+fnTq1MmhzupgmzmbxLW7yc0vxAbk5heSuHY328zZVd00EanGFIdFrk/zr9QmHnG5kclk4pVXXmHMmDHUrVuX8+fP88YbbzisY7VaWb16NZGRkU7XO3z4cCwWC71792bcuHH4+fk5LM/LyyM9Pf2KfXm6pLQsikstDmXFpRaS0rLoG9GqilolItWZ4rDUZlOXbndqvf2H8yktszqUFZdaWLxmF+kZh69Yv6CggHUZF+ueN6aX6w0VqUQmm81mq+pGlJWV8fjjjzNu3DgiIiIwm808++yzbNq0yX5966xZszh+/DiJiYn261svuXSN6+XXwubk5BAaGsq5c+d47rnnCAsLY/z48fbl586dY+TIkfTv35+RI0eWq7179+6lqKjIhSN2zcx/Hbn2smEtK7ElIuIpIiIiXNq+OsXhqo7BUvOs/OiEU+sdPlFyzWWtm/hdcxnAiHublKtNUv24Goc9jUecScjKyuLEiRP2zo2IiKBOnTocOHCA2267jfj4eA4fPsyyZcuumJiuJTQ0FID69eszZMgQVq5caV9WWFjI6NGj6dmzZ7kTBIDOnTuXexsjhaTlkZtfeGV5UJ0aN0B/yWw21/hjFONp3NxYdYrDVR2DL9G4ulJ17RNnmzzyxS3XnH8TJ993RXl17Y+qoL7yPB5xT0KzZs04duwYBw8eBODAgQPk5eVx8803s3DhQvbs2cOSJUuuOE19LWfOnLH/ylRWVkZ6ejrh4eEAFBcXM3r0aLp06UJMTIx7DsjNogeE4+/r7VDm7+tN9IDwKmqRiFR3isMiN6b5V2oTjziTEBISwsyZM4mJibE/Am/u3Lnk5uby+uuv06ZNG4YOHQpAy5YtWbJkCQBjx47l66+/BqB///6EhYWxYsUKDh48SGxsLCaTibKyMrp162afiNatW8cXX3zB6dOn2b59u33bp556qrIPu8Iu3XeQlJbFyfxCGgfVIXpAuO5HEJEKUxwWuTHNv1KbeMQ9CSLO0ulIqQiNG3EHjasrqU8cqT+cp77yPB5xuZGIiIiIiHgOJQkiIiIiIuJASYKIiIiIiDhQkiAiIiIiIg6UJIiIiIiIiAMlCSIiIiIi4kBJgoiIiIiIOFCSICIiIiIiDpQkiIiIiIiIA5+qbsAlxcXFzJ07l88++wx/f3+6du3K7NmziY+PJz09nZ9//pmUlBTCwsIAyM/PZ9KkSfz000/4+fnRunVr4uLiCA4Oxmq18sc//pHCwkIAQkJCmDVrFi1btgTg2WefJSMjg9zcXDIzM6lXr16VHXdFbDNn65XwImIoxWAR52gOltrCY84kvPTSS/j7+5Oenk5KSgoxMTEA9OvXj1WrVtGiRQuH9U0mE48//rh9/VatWrFgwQIAvLy8ePPNN3n//fd5//336d27N/Pnz7dv++ijj7Jx48bKOzgDbTNnk7h2N7n5hdiA3PxCEtfuZps5u6qbJiLVmGKwyI1pDpbaxCPOJJw/f57k5GQ+/fRTTCYTAI0bNwage/fuV90mMDCQHj162L937dqV1atX2783aNDA/vncuXN4ef1fPnTnnXca2v7KlJSWRXGpxaGsuNRCUlqWfskQkQpRDJbaaurS7eVaf//hfErLrA5lxaUWFq/ZRXrG4SvWLygoYF3GlfuYN6ZX+RoqUgU8IknIzs4mMDCQxMREMjIyqFevHjExMdecnH7JarWyevVqIiMjHcqfeOIJ9u3bR1BQECtWrDCsvXv37qWoqMiw+sojN7/wmuVms7mSW1M1astxirFq+riJiIio8LaKwRVX08dVRVSnPikoKCjX+r9MEC4vv1ZdVyuvTn1Umap7v7gShz2RRyQJFouF7OxsOnXqxOTJk9m9ezejR4/mww8/pH79+jfcfvbs2dStW5fHHnvMoXz58uVYrVZef/11XnvtNWbOnGlIezt37mxIPRURkpZ31UQhJKhOjRucV2M2m2vFcYqxNG6uTzG4YjSurlTd+qS8TR354pZrzsGJk++7ory69UdVUl95Ho+4JyE0NBQfHx+ioqIA6NKlC0FBQRw6dOiG28bHx3P48GFeeeUVh9PZl3h5edWo61+jB4Tj7+vtUObv6030gPAqapGIVHeKwSLO0RwstYlHJAnBwcH06NGDHTt2AHDo0CHy8vJo3br1dbdbuHAhe/bsYcmSJfj5+dnLT506xalTp+zfP/jgAzp06OCexleyvhGtGDukCyFBdTBx8deLsUO66H4EEakwxWAR52gOltrEZLPZbFXdCLh4Tey0adM4ffo0Pj4+/O1vf6NPnz68+OKLbNmyhZMnTxIUFERgYCCbNm3i+++/JyoqijZt2nDTTTcB0LJlS5YsWcL+/fuZOnUqpaWlALRo0YLp06fTqtXFf8Rjx47l66+/5vjx4zRp0oSwsDBDr5cV99HpSKkIjZsbUwwuP42rK6lPHKk/nKe+8jwekySIOENBRCpC40bcQePqSuoTR+oP56mvPI9HXG4kIiIiIiKeQ0mCiIiIiIg4UJIgIiIiIiIOlCSIiIiIiIgDJQkiIiIiIuJASYKIiIiIiDhQkiAiIiIiIg6UJIiIiIiIiAMlCSIiIiIi4sCnqhvwS4mJibz66qukpKQQFhZGhw4dCAsLw8vrYj6TkJBAhw4dKCkp4amnnmLPnj0AZGRkXFGXzWZjxIgRZGVl2ZcnJSWxfv16+zrZ2dkMGTKEqVOnVsLRGWObOZuktCxO5hfSOKgO0QPC6RvRqqqbJSI1gGKwyP/RfCu1mUclCXv37mXXrl20aNHCofzdd9+lXr16DmVeXl6MGjWKoKAg/vKXv1y1vn/+8580b96crKwse1l0dDTR0dEAlJaW0rt3b6Kioow9EDfaZs4mce1uikstAOTmF5K4djeAApeIuEQxWOT/aL6V2s5jkoSSkhLi4uJ4+eWX7RPI9fj4+HDXXXdx5MiRqy7/8ccf2bRpE/Pnz+fjjz++6jqffPIJISEh/PrXv3ap7ZUpKS3LHrAuKS61kJSWpaAlIhWmGCy1wdSl251ed//hfErLrA5lxaUWFq/ZRXrG4etuO29Mrwq1T8STeEySsGjRIgYOHEjLli2vWDZ8+HAsFgu9/z979x4ddX3v+/85k5vck5iAkVBvu8GRVmiTHroVgR32odIiUinreE23UPkpQqM0CgEFDAQMWCs0IFTZrdnbo0ekBLnERBvTLjiKOEhaQooWKQYNkISASch15vv7g8UcvuQ2mVzmm8nrsZZrZT7f2+fz9sP7s97z/c7M+PHMnz+f0NDQNs/ldrt55plnWLZsGcHBrQ9x27Zt3HPPPR3ua1FREXV1dR0+riuUVda22u50Onu4N/7RV8YpXSvQ5018fHynjlcO9k2gzytfWDkmVVVVXu97ZYFweXt757k8BlaOh9X09lh1Ng9bjSWKhE8//ZTDhw+TkpLSbFtBQQExMTFUV1fz1FNPsWHDBp588sk2z7dlyxZ+8IMf4HA4Wn2X68yZM3z00UesXr26w/0dNWpUh4/pKtE5FS0WCtER/QJucrbE6XT2iXFK19K8aZtysG80r5qzekw60rVZK/NaXW8zF0726hxWj4eVKFbWY4lvNzpw4ADHjh1j0qRJJCYmcurUKWbPns3evXuJiYkBYODAgcycOZODBw+2e75PPvmE7du3k5iYyP33388333xDYmIi1dXVnn2ys7OZMGECkZGR3Tau7pA0xUFYSJCpLSwkiKQpDj/1SER6O+Vgkea03kpfZ4k7CXPmzGHOnDme14mJiWzatIlhw4ZRV1fHVVddRVNTE7m5uTgc7f/j3Lx5s+fvkydPMmPGDPLz8037bNu2jcWLF3fdIHrIpc8d6NsWRKSrKAeLNKf1Vvo6SxQJrfniiy9YunQpNpuNpqYmvve975GcnOzZPmPGDE6fPs0333zD+PHjueOOO0hPT2/3vE6nkwsXLjBuXO/8YNHE+BFKUiLS7ZSDpa/Teit9mc0wDMPfnRDxlp5ZFF9o3kh30LxqTjExUzy8p1hZjyU+kyAiIiIiItahIkFERERERExUJIiIiIiIiImKBBERERERMVGRICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETS/zickZGBrm5uXz11Vfs3LmTuLg4Tp48yeOPP+7Zp6qqiurqaj7++GPTsZmZmfz2t7/1HAewbds2/vCHP+B2uxkxYgTPP/884eHhuN1u7rvvPmprawGIjo7mueeeIzY2tucG20kFzhL9RLyIdDnlYQk0Wi9FOscSRcKkSZNISkrigQce8LTFxsayY8cOz+v09HRcLpfpuKKiIg4dOsTw4cM9bceOHeOll15ix44dREZGsnHjRl588UXS0tKw2+28+uqrDBo0CIDXXnuN559/nszMzG4eYdcocJaQubWQ+saLcSirrCVzayGAEp+IdIrysAQSrZcinWeJIiEhIaHN7Q0NDezcuZMtW7aY2tLS0vj1r39NUlKSp/2zzz7D4XAQGRkJwIQJE3jwwQdJS0sD8CxMANXV1djtveeJq6ycYk/Cu6S+0UVWTrGSnoh0ivKw9BapG/e2u8/RE5U0NrlNbfWNLta/dYjc/SfaPHb13HGd6p9IoLBEkdCe/Px8hg0bxqhRozxt69atY9q0ac1uUd9888387W9/o6SkhNjYWHbt2sWFCxc4d+4c4eHhADzyyCMcOXKEiIgI04LnraKiIurq6jo1Jl+UVda22u50Onu4N/7Tl8YqXSfQ5018fHy3nt9KedhfObglgT6vfNHdMamqqmp3nysLhMvb2zu+q/uvOeK93h6r7s7DPa1XFAnbtm1jxowZnteffvophw8fJiUlpdm+N9xwA8888wxPPvkkNpuNSZMmARAc/P+G+sorr+B2u9m8eTMvv/wyy5cv71B/Ll8ke1J0TkWLhUJ0RL+Am5itcTqdfWas0nU0bzrPSnnYXzn4SppXzfVETLw5/ayVea2ul5kLJ3dDr1qmOeI9xcp6LH+P9/Tp0xw4cIC77rrL03bgwAGOHTvGpEmTSExM5NSpU8yePZu9ey/egvzJT37C22+/zdatW7ntttsYNmwYAwcONJ3Xbrfzs5/9zPS8rdUlTXEQFhJkagsLCSJpisNPPRKRvkB5WHobrZcinWf5Ownbt29nwoQJREREeNrmzJnDnDlzPK8TExPZtGmT51s1ysrKiI6Opr6+nvXr1zNr1iwAzp49C+B5Tvbdd99l5MiRPTWUTrv0uQN9W4OI9CTlYelttF6KdJ4lioSVK1eSl5dHeXk5Dz/8MOHh4ezevRu4uDgtWbKkQ+dLTU3l66+/prGxkR//+MeeD9SVlZWRmppKY2MjAMOHD2ft2rVdO5huNjF+hJKciHQ55WEJNFovRTrHZhiG4e9OiHhLzyyKLzRvpDtoXjWnmJgpHt5TrKzH8p9JEBERERGRnqUiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYmKZIqGgoICf/vSn3HXXXTz44IOUlJS02Q5w/Phx/tf/+l/86Ec/4n/9r//FP//5T8+2Dz74gOnTp3P33Xczbdo08vLyml0zMzOTkSNH8tlnn3X7+LpKgbOEWSvzmParHcxamUeBs6T9g0RE2qEcLIFIa6ZIJxgWcO7cOeN//I//YXzxxReGYRhGdna2MWvWrFbbL3nooYeM7Oxsz7aHHnrIMAzDcLvdRkJCgnH06FHDMAyjuLjYGDNmjOFyuTzHHj582Jg9e7bxb//2b579rO6DT740ZizcaUxdkO35b8bCncYHn3zp7671mE8++cTfXZBeSPOmbcrBvtG8as5KMbHCmmmleFidYmU9wf4uUgBOnDhBVFQUN9xwAwATJkzg6aefbrX97NmzGIbBkSNH+P3vfw/A1KlTWbFiBWfPniUiIgK73U5VVRUAVVVVDB06FLv94o2ThoYG0tLS+PWvf01SUpIfRuybrJxi6htdprb6RhdZOcVMjB/hp16JSG+nHCxWlbpxr8/HHj1RSWOT29RW3+hi/VuHyN1/osPnWz13nM99EemNLFEk3HDDDZSXl/PXv/6VW2+9lZ07dwJQV1fXYntpaSmGYTBs2DCCgoIACAoKYujQoZSWlhIZGclLL73E3Llz6d+/PzU1Nfzud7/zXG/dunVMmzaN2NhYn/pbVFREXV1dJ0fdcWWVta22O53OHu6N//SlsUrXCfR5Ex8f7/OxysG+C/R55YuujMmlQtMXVxYIl7f7cl5fx6U54r3eHqvO5GErskSRMGjQIH7zm9+wevVq6uvrGT9+PIMHD2bw4MEttgcFBdHU1NTq+Zqamti8eTMbN24kPj4ep9PJE088we7du/nss884fPgwKSkpPvd31KhRPh/bGdE5FS0WCtER/QJuYrbG6XT2mbFK19G8aZtysG80r5rr6ph05lSzVua1umZmLpzciV55T3PEe4qV9ViiSAC47bbbuO222wAoLy9ny5YtfOtb3+Lmm29usb22tpbTp0/jcrkICgrC5XJx5swZYmJiKC4u5syZM57JFh8fT79+/Th27BgHDhzg2LFjTJo0CYBTp04xe/ZsVq9ezbhx1r6VmDTFQebWQtMjR2EhQSRNcfixVyISCJSDJdBozRTpHMsUCWVlZURHR+N2u3nxxRe599576d+/f6vt/fv3x+FwsGvXLu6++2527dqFw+EgMjISl8vFqVOn+OKLL7jxxhs5duwYFRUVfOtb3+LWW29lzpw5nusmJiayadMm4uLi/Dh671z63EFWTjHllbVERfQjaYpDn0cQkU5TDpZAozVTpHMsUyS89NJLHDx4kMbGRm6//XbPrejW2gGWL1/OokWL2LhxI4MHDyYjIwOA6Oholi9fTnJyMjabDYBVq1YRHh7e4+PqahPjRyjBiUiXUw6WQKQ1U8R3NsMwDH93QsRbemZRfKF5I91B86o5xcRM8fCeYmU9lvkxNRERERERsQYVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJhY5heX586dy8mTJ7Hb7fTv359nn30Wh8PB8ePHWbRoEefOnSM8PJyMjAyuv/56ADIyMsjNzeWrr75i586dxMXFec6XmJhIaGgoYWFhAKSkpHDHHXcAsG3bNv7whz/gdrsZMWIEzz//vH4JVET6POVhERHxMCzim2++8fz93nvvGdOnTzcMwzAeeughIzs72zAMw8jOzjYeeughz34HDhwwvv76a+Pf/u3fjKNHj5rO11KbYRjGP/7xD2PcuHFGRUWFYRiGsWHDBuPZZ5/t8vF0lw8++dJ4eEWucdeCbOPhFbnGB5986e8u9ahPPvnE312QXkjzxjvKwx2jedWcVWPir7XTqvGwIsXKeizzuNGgQYM8f1dXV2Oz2aioqODIkSNMnToVgKlTp3LkyBHOnj0LQEJCAjExMR26zmeffYbD4SAyMhKACRMmsHPnzi4aRfcqcJaQubWQsspaDKCsspbMrYUUOEv83TURCQDKwxKItHaK+MYyjxsBLFmyhH379mEYBq+++iqlpaUMGzaMoKAgAIKCghg6dCilpaWexaUtKSkpGIZBfHw8CxYsYPDgwdx888387W9/o6SkhNjYWHbt2sWFCxc8t9GtLCunmPpGl6mtvtFFVk4xE+NH+KlXIhJIlIelt0rduLfF9qMnKmlscpva6htdrH/rELn7T5jaV88d1239E+ltLFUkpKenA5Cdnc2aNWtITk72+Vyvv/46MTExNDQ0kJ6eTlpaGi+88AI33HADzzzzDE8++SQ2m41JkyYBEBzsfSiKioqoq6vzuW++KqusbbXd6XT2cG/8py+NVbpOoM+b+Pj4LjlPb8jD/srBLQn0eeULf8WkqqqqxfYrC4TL2688pjv6rjnivd4eq67Kw1ZhqSLhkunTp7N06VKuueYaTp8+jcvlIigoCJfLxZkzZ7y6tX1pn9DQUO6//34ee+wxz7af/OQn/OQnPwHgr3/9K//7f/9vBg4c6HX/Ro0a1cERdY3onIoWC4XoiH4BNzFb43Q6+8xYpeto3nSclfOwv3LwlTSvmvNnTFq77KyVea2unZkLJ3drnzRHvKdYWY8lPpNQU1NDaWmp53V+fj5Dhgzh6quvxuFwsGvXLgB27dpleo61NRcuXPC8O2AYBnv27MHhcHi2l5WVAVBfX8/69euZNWtWVw+pWyRNcRAWEmRqCwsJImmKo5UjRES8ozwsgUprp4hvLHEnoba2luTkZGpra7Hb7QwZMoRNmzZhs9lYvnw5ixYtYuPGjQwePJiMjAzPcStXriQvL4/y8nIefvhhwsPD2b17NxUVFcyfPx+Xy4Xb7eamm25i2bJlnuNSU1P5+uuvaWxs5Mc//jFJSUn+GHaHXfrcQVZOMeWVtURF9CNpikOfRxCRTlMelkCltVPENzbDMAx/d0LEW7odKb7QvJHuoHnVnGJipnh4T7GyHks8biQiIiIiItahIkFERERERExUJIiIiIiIiImKBBERERERMVGRICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImIS7O8OAFRWVvL000/z5ZdfEhoaynXXXUdaWhqRkZG8/fbbvPbaa9jtdoKCgli8eDEJCQm43W7uu+8+amtrAYiOjua5554jNjYWgJEjRxIXF4fdfrEOWrNmDSNHjuTdd9/l5Zdf9lz71KlT/OAHPyAzM7PnB+6DAmeJflpeRLqc8rCI77Q2SyCyGYZh+LsT586d4+jRo4wdOxaAjIwMzp8/z1NPPcWkSZPIy8sjKiqKP/3pT/z6179mz549AFRVVTFo0CAAXnvtNQ4cOOBZZEaOHMnBgwcZMGBAm9eePn06jz76KHfeeWc3jrBrFDhLyNxaSH2jy9MWFhLEvJmj+0wy0s+2iy80b9qnPNxxmlfN9cWYtLU2D+JMn4uHr/ri3LE6SzxuFB4e7lmYAMaMGcPXX3+NYRgYhkFNTQ1wcTG65pprPPtdWpgAqqurPe9WeauoqIhTp06RmJjYyRH0jKycYlMSAqhvdJGVU+ynHolIoFAeFumY1I17Sd24l/VvHWpxbV7/1iF+//4ZP/VOpPMs8bjR5dxuN2+88QaJiYlERkaSlpbGT3/6UwYPHozb7ea//uu/TPs/8sgjHDlyhIiICLZs2WLa9tBDD+FyuRg/fjzz588nNDTUtH3btm3cddddzdrbU1RURF1dnW8D7ISyytpW251OZw/3xn/60lil6wT6vOnKd+Csnof9lYNbEujzyhd9JSZVVVUANDa5W9x+qb2vxKMr9PZYBdqdEEs8bnS55557jtOnT5OZmcmFCxf4xS9+wapVq7jxxhvZs2cPL7/8Mu+88w42m81zjNvtZvPmzZw+fZrly5cDUFpaSkxMDNXV1Tz11FPExcXx5JNPeo5paGhg3LhxZGVlcfPNN/f0MH0ya2Vei4VCdEQ//vOZyX7oUc/T7UjxheZNxygPe0fzqrm+GJO21ubHp1zd5+Lhq744d6zOEo8bXZKRkcGJEyd46aWXsNvt7N27l0GDBnHjjTcC8OMf/5gvv/ySyspK03F2u52f/exn7Nixw9MWExMDwMCBA5k5cyYHDx40HfPee+8RGxvbqxampCkOwkKCTG1hIUEkTXH4qUciEmiUh0U6RmuzBCrLFAkvvvgihw8fZsOGDZ7bzrGxsRw5coSKigoAPvroIwYOHEhERARnz57l7NmznuPfffddRo4cCcD58+c9t6KbmprIzc3F4TD/Y922bRszZszoiaF1mYnxI5g3czTREf2wcfFdir70oWUR6V7KwyIdp7VZApUlPpPw+eefs3nzZq6//nruvfde4OLCtGHDBn7xi1/w4IMPEhISQmhoKOvWrcNms1FWVkZqaiqNjY0ADB8+nLVr1wLwxRdfsHTpUmw2G01NTXzve98jOTnZc73S0lIOHjzISy+91ONj7ayJ8SOUeESkyykPi/hOa7MEIst9JkGkLXpmUXyheSPdQfOqOcXETPHwnmJlPZZ53EhERERERKxBRYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMQk2N8duCQxMZHQ0FDCwsIASElJ4Y477uDtt9/mtddew263ExQUxOLFi0lISABg5MiRxMXFYbdfrHXWrFnDyJEjaWho4LHHHuPw4cMA7N+/33OdkydPMnnyZL797W972v7whz8QERHRU0PtlAJnCVk5xZRX1hIV0Y+kKQ79FLyIdAnlYQkkWi9FOscyRQLA+vXriYuL87yurKxk1apV5OXlERUVxZ/+9CeWLl3Knj17PPu8+eabDBgwwHQeu93O7NmziYiI4D/+4z+aXWfQoEHs2LGj28bRXQqcJWRuLaS+0QVAWWUtmVsLAZT4RKRLKA9LINB6KdJ5lioSrmQYBoZhUFNTQ1RUFFVVVVxzzTXtHhccHMxtt93GyZMne6CXPScrp9iT8C6pb3SRlVOspCci3UJ5WKwkdeNer/Y7eqKSxia3qa2+0cX6tw6Ru/9Em8eunjvO5/6JBBJLFQkpKSkYhkF8fDwLFiwgMjKStLQ0fvrTnzJ48GDcbjf/9V//ZTrmoYcewuVyMX78eObPn09oaGi716mpqeGee+4B4Mc//jGzZ8/GZrN53c+ioiLq6uo6NrguUFZZ22q70+ns4d74T18aq3SdQJ838fHxXXKe3pCH/ZWDWxLo88oX3RmTqqoqr/a7skC4vL29c3R1/zVHvNfbY9VVedgqbIZhGP7uBEBpaSkxMTE0NDSQnp5OTU0Ny5cv5xe/+AWrVq3ixhtvZM+ePbz88su888472Gw2zzHV1dU89dRTxMXF8eSTT3rOefLkSWbMmGF6FrahoYGqqiquvvpqKioqeOyxx5g5cyYzZ870x7A7ZNbKvBYLheiIfvznM5P90KOe53Q6A+4foXQ/zRvvKA93jOZVc1aJiVXWS6vEozdQrKzHMt9uFBMTA0BoaCj3338/Bw8eZO/evQwaNIgbb7wRuPhu05dffkllZaXpmIEDBzJz5kwOHjzY7nVCQ0O5+uqrAbj66qu56667vDrOCpKmOAgLCTK1hYUEkTTF4aceiUggUR6WQKH1UqTzLFEkXLhwwXP7zzAM9uzZg8PhIDY2liNHjlBRUQHARx99xMCBA4mIiOD8+fOe281NTU3k5ubicLT/j7+iooLGxkYAamtryc/P5+abb+6mkXWtifEjmDdzNNER/bBx8R2ReTNH6/MIItJpysMSSLReinSeJT6TUFFRwfz583G5XLjdbm666SaWLVvG0KFD+cUvfsGDDz5ISEgIoaGhrFu3DpvNxhdffMHSpUux2Ww0NTXxve99j+TkZM85Z8yYwenTp/nmm28YP348d9xxB+np6TidTtavX4/dbqepqYmJEyfy4IMP+nH0HTMxfoSSnIh0OeVhCTRaL0U6xzKfSRDxhp5ZFF9o3kh30LxqTjExUzy8p1hZjyUeNxIREREREetQkSAiIiIiIiYqEkRERERExERFgoiIiIiImKhIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJJX5xGeCDDz5g3bp1GIaBYRjMmzePyZMnc/z4cRYtWsS5c+cIDw8nIyOD66+/HoC5c+dy8uRJ7HY7/fv359lnn8XhcLS7rb6+nlWrVvHhhx8SFhbGmDFjWLFihb+GLiLid8rBIiJiYliA2+02EhISjKNHjxqGYRjFxcXGmDFjDJfLZTz00ENGdna2YRiGkZ2dbTz00EOe47755hvP3++9954xffp0r7atWLHCSE9PN9xut2EYhlFWVtY9A+sGH3zypfHwilzjrgXZxsMrco0PPvnS313qUZ988om/uyC9kOZN25SDfaN51VxvjEl3rqu9MR7+olhZj2UeN7Lb7VRVVQFQVVXF0KFDqays5MiRI0ydOhWAqVOncuTIEc6ePQvAoEGDPMdXV1djs9k8r1vbVlNTQ3Z2NsnJyZ62qKio7h1cFylwlpC5tZCyyloMoKyylsythRQ4S/zdNRHp5ZSDpS/SuirSOks8bmSz2XjppZeYO3cu/fv3p6amht/97neUlpYybNgwgoKCAAgKCmLo0KGUlpYSGRkJwJIlS9i3bx+GYfDqq6+aztvStpKSEsLDw8nMzGT//v0MGDCA5ORkEhISenbQPsjKKaa+0WVqq290kZVTzMT4EX7qlYj0dsrBEqhSN+5tc/vRE5U0NrlNbfWNLta/dYjc/SfaPHb13HGd7p+IlVmiSGhqamLz5s1s3LiR+Ph4nE4nTzzxBGvWrGn32PT0dACys7NZs2YNr7zySpvbXC4XJSUl3HLLLSxcuJDCwkIeffRR3nvvPQYOHOhVf4uKiqirq/NhpJ1TVlnbarvT6ezh3vhPXxqrdJ1Anzfx8fE+H6sc7LtAn1e+sFJMLt0da82VBcLl7e0d6+04rRQPq+vtsepMHrYiSxQJxcXFnDlzxhPc+Ph4+vXrR1hYGKdPn8blchEUFITL5eLMmTPExMQ0O8f06dNZunQplZWVREREtLotJiaG4OBgz+3z0aNHExERwfHjx/nud7/rVX9HjRrVyRH7JjqnosVCITqiX8BNzNY4nc4+M1bpOpo3bVMO9o3mVXNWi0l7XZm1Mq/VdTVz4eROX99q8bAyxcp6LPGZhGuuuYZTp07xxRdfAHDs2DEqKiq47rrrcDgc7Nq1C4Bdu3bhcDiIjIykpqaG0tJSzzny8/MZMmQI4eHhbW6LjIxk7Nix7Nu3D4Djx497rmV1SVMchIUEmdrCQoJImuLwU49EJBAoB0tfpXVVpHWWuJMQHR3N8uXLTR9kW7VqFeHh4SxfvpxFixaxceNGBg8eTEZGBgC1tbUkJydTW1uL3W5nyJAhbNq0CZvN1uY2gOeee47FixeTkZFBcHAwa9asYfDgwX4bv7cufe4gK6eY8spaoiL6kTTFoc8jiEinKAdLX6V1VaR1NsMwDH93QsRbuh0pvtC8ke6gedWcYmKmeHhPsbIeSzxuJCIiIiIi1qEiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYhLs7w4AnDx5kscff9zzuqqqiurqaj7++GMyMjLIzc3lq6++YufOncTFxXn2q6+vZ9WqVXz44YeEhYUxZswYVqxYAcDcuXM5efIkdrud/v378+yzz+JwONo9zsoKnCX66XgR6XLKwdIXaA0V6RhLFAmxsbHs2LHD8zo9PR2XywXApEmTSEpK4oEHHmh23Nq1awkLCyM3NxebzUZ5eblnW0ZGBoMGDQLg/fffZ/HixWzfvr3d46yqwFlC5tZC6hsvxqWsspbMrYUASnIi0inKwRLotIaKdJwlioTLNTQ0sHPnTrZs2QJAQkJCi/vV1NSQnZ3Nn//8Z2w2GwBRUVGe7ZcWJ4Dq6mrPPu0dZ1VZOcWe5HZJfaOLrJxiJTgR6TLKwWIVqRv3dtm5jp6opLHJbWqrb3Sx/q1D5O4/0SXXWD13XJecR8QqLFck5OfnM2zYMEaNGtXmfiUlJYSHh5OZmcn+/fsZMGAAycnJpgVtyZIl7Nu3D8MwePXVV70+rj1FRUXU1dX5NkAflVXWttrudDp7tC/+1tfGK10j0OdNfHx8l5xHObhjAn1e+aKrYlJVVdUl5wGaFQiXt3fVdVobt+aI93p7rLoqD1uF5YqEbdu2MWPGjHb3c7lclJSUcMstt7Bw4UIKCwt59NFHee+99xg4cCBw8ZY5QHZ2NmvWrOGVV17x6rj2tLd4dofonIoWC4XoiH4BNynb4nQ6+9R4pWto3nhPOdh7mlfNdWVMujK0s1bmtbqGZi6c3HUXuoLmiPcUK+ux1LcbnT59mgMHDnDXXXe1u29MTAzBwcFMnToVgNGjRxMREcHx48eb7Tt9+nT2799PZWVlh46zkqQpDsJCgkxtYSFBJE1x+KlHIhJolIMlUGkNFek4SxUJ27dvZ8KECURERLS7b2RkJGPHjmXfvn0AHD9+nIqKCq677jpqamooLS317Jufn8+QIUMIDw9v8zgrmxg/gnkzRxMd0Q8bF9/9mDdztD6PICJdRjlYApXWUJGOsxmGYfi7E5f86Ec/YsmSJYwfP97TtnLlSvLy8igvLyciIoLw8HB2794NXHy2dfHixZw7d47g4GCeeOIJJkyYQHl5OXPnzqW2tha73c6QIUNYuHCh5xZ1a8eJ9el2pPhC88Y7ysEdo3nVnGJipnh4T7GyHksVCSLtURIRX2jeSHfQvGpOMTFTPLynWFmPpR43EhERERER/1ORICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFERERERExUJIiIiIiIiEmwvztwSUFBAevWraOpqYkhQ4awevVqRowYQWJiIqGhoYSFhQGQkpLCHXfcYTo2NTWVP/7xjxw8eJABAwZ42g3D4OGHH6a4uJj9+/cD4Ha7WbVqFf/3//5fgoKCGDp0KKtWrWLYsGE9N1gREQtSHhYRkUssUSScP3+ehQsX8uabb3LDDTewY8cOli9fzpYtWwBYv349cXFxLR6bn5+PzWZrcdt///d/c+2111JcXGza/69//SvvvPMOwcHBrF69mpdffpnly5d3+bi6SoGzhKycYsora4mK6EfSFAcT40f4u1siEkCUh6U30zop0vUs8bjRiRMniIqK4oYbbgBgwoQJ7N27l7Nnz7Z5XGVlJZmZmaSmpjbb9s9//pPdu3czZ86cZtsaGhqor6/H7XZTU1PDNddc0zUD6QYFzhIytxZSVlmLAZRV1pK5tZACZ4m/uyYiAUR5WHorrZMi3cMSdxJuuOEGysvL+etf/8qtt97Kzp07ASgtLQUu3to2DIP4+HgWLFjA4MGDAUhLS+OXv/wlgwYNMp3P7XbzzDPPsGzZMoKDzUNMTEzk448/Zty4cVx11VXceOONLF26tAdG6ZusnGLqG12mtvpGF1k5xXqXRES6jPKwWFHqxr3t7nP0RCWNTW5TW32ji/VvHSJ3/4l2j189d5zP/RMJZJYoEgYNGsRvfvMbVq9eTX19PePHj2fw4MEEBQXx+uuvExMTQ0NDA+np6aSlpfHCCy+wZ88eQkJCmDhxYrPzbdmyhR/84Ac4HA5Onjxp2lZUVMSxY8f4y1/+woABA0hPT+f555/v0AJVVFREXV1dZ4ftlbLK2lbbnU5nj/TBavrquKVzAn3exMfHd+r43pSHezIHtyfQ55UvujImVVVV7e5zZYFwebs3x3f3/0PNEe/19lh1Ng9bjc0wDMPfnbhSeXk5//Zv/8b+/fvp37+/p/3o0aM89thj5Ofns3z5cvLz8z3vUH311Vdce+21vPLKK6xdu5ajR49it9tpamqirKyMmJgY3nnnHV588UViYmJ45JFHACgsLGTx4sXs3r3bL2Ntz6yVeS0WCtER/fjPZyb7oUf+5XQ6A+4foXQ/zZuOUx5un+ZVc/6IiZXXSc0R7ylW1mOJzyQAlJWVARdvUb/44ovce++9wP97F8EwDPbs2YPD4QBg+fLl/OUvfyE/P5/8/HwAdu3axb/8y7+wefNmCgoKyM/P53//7//N4MGDyc/PZ+DAgcTGxvLRRx/R2NgIwJ///Ge+/e1v9/RwvZY0xUFYSJCpLSwkiKQpDj/1SEQClfKw9EZaJ0W6hyUeNwJ46aWXOHjwII2Njdx+++2kpKRw5swZ5s+fj8vlwu12c9NNN7Fs2bJOXeeBBx7g888/Z9q0aQQHBxMTE8OKFSu6aBRd79LnDvStDSLS3ZSHpTfSOinSPSz5uJFIa3Q7UnyheSPdQfOqOcXETPHwnmJlPZZ53EhERERERKxBRYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMQk2N8dADh58iSPP/6453VVVRXV1dV8/PHH1NfXs2rVKj788EPCwsIYM2YMK1asACAjI4Pc3Fy++uordu7cSVxcnOccBQUFrFu3jqamJoYMGcLq1asZMWJEu9usqMBZop+bF5FuoxwsvZ3WSZGuZ4kiITY2lh07dnhep6en43K5AFi7di1hYWHk5uZis9koLy/37Ddp0iSSkpJ44IEHTOc7f/48Cxcu5M033+SGG25gx44dLF++nC1btrS5zYoKnCVkbi2kvvFiPMoqa8ncWgigBCgiXUI5WHozrZMi3cMSRcLlGhoa2LlzJ1u2bKGmpobs7Gz+/Oc/Y7PZAIiKivLsm5CQ0OI5Tpw4QVRUFDfccAMAEyZM4Omnn+bs2bOcPHmy1W2RkZHdPLqOy8op9iS+S+obXWTlFCv5iUiXUw4Wf0vduLdD+x89UUljk9vUVt/oYv1bh8jdf6LD1189d1yHjxEJRJYrEvLz8xk2bBijRo3i73//O+Hh4WRmZrJ//34GDBhAcnJyqwvTJTfccAPl5eX89a9/5dZbb2Xnzp0AlJaWtrnN2wWqqKiIurq6zg3US2WVta22O53OHumD1fTVcUvnBPq8iY+P75LzKAd3TKDPK190NiZVVVUd2v/KAuHy9o6eC7r+/6nmiPd6e6y6Kg9bheWKhG3btjFjxgwAXC4XJSUl3HLLLSxcuJDCwkIeffRR3nvvPQYOHNjqOQYNGsRvfvMbVq9eTX19PePHj2fw4MEEBQW1uc1bo0aN6vQ4vRWdU9FioRAd0S/gJqM3nE5nnxy3dI7mjfeUg72nedVcV8Sko4fPWpnX6jqZuXByp/rSWZoj3lOsrMdSRcLp06c5cOAAa9asASAmJobg4GCmTp0KwOjRo4mIiOD48eN897vfbfNct912G7fddhsA5eXlbNmyhW9961vtbrOapCkO07OWAGEhQSRNcfixVyISiJSDpTfSOinSPSz1Fajbt29nwoQJREREABAZGcnYsWPZt28fAMePH6eiooLrrruu3XOVlZUB4Ha7efHFF7n33nvp379/u9usZmL8CObNHE10RD9sXHxnZN7M0fo8goh0OeVg6Y20Top0D0vdSdi+fTtLliwxtT333HMsXryYjIwMgoODWbNmDYMHDwZg5cqV5OXlUV5ezsMPP0x4eDi7d+8G4KWXXuLgwYM0NjZy++23k5KS4jlnW9usaGL8CCU7Eel2ysHSW2mdFOl6NsMwDH93QsRbemZRfKF5I91B86o5xcRM8fCeYmU9lnrcSERERERE/E9FgoiIiIiImKhIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIiYqEkRERERExCTY3x24UmZmJr/97W/ZuXMncXFxjBw5kri4OOz2i/XMmjVrGDlyJA0NDTz22GMcPnwYgP3793vOcfDgQdasWcM333wDwIQJE3j66aex2WxkZWWxbds2z74lJSXMnDmT1NTUHhxlxxQ4S8jKKaa8spaoiH4kTXHo5+dFpFsoB0tvozVSpHtYqkgoKiri0KFDDB8+3NT+5ptvMmDAAFOb3W5n9uzZRERE8B//8R+mbQMHDuT555/n+uuvp6GhgZ///Ofs2LGD6dOnk5SURFJSEgCNjY2MHz+eqVOnduu4OqPAWULm1kLqG10AlFXWkrm1EEBJUES6lHKw9DZaI0W6j2WKhIaGBtLS0vj1r3/tWUDaEhwczG233cbJkyebbYuLi/P8HRoayi233MLXX3/dbL8PPviA6Ohovvvd73au890oK6fYk/wuqW90kZVTrAQoIl1GOVisIHXj3g7tf/REJY1NblNbfaOL9W8dInf/Ca/OsXruuA5dU6SvsEyRsG7dOqZNm0ZsbGyzbQ899BAul4vx48czf/58QkNDvT5vRUUFubm5/O53v2u2bdu2bdxzzz0d7mtRURF1dXUdPs4XZZW1rbY7nc4e6YPV9NVxS+cE+ryJj4/v1PHKwb4J9Hnli87EpKqqqkP7X1kgXN7u7bm6+/+h5oj3enusOpuHrcYSRcKnn37K4cOHSUlJabatoKCAmJgYqqureeqpp9iwYQNPPvmkV+etrq7mscceY9asWdxyyy2mbWfOnOGjjz5i9erVHe7vqFGjOnyMr6JzKlosFKIj+gXcZPSG0+nsk+OWztG8aZtysG80r5rrbEw6euislXmtrpGZCyf73I+uojniPcXKeizx7UYHDhzg2LFjTJo0icTERE6dOsXs2bPZu3cvMTExwMVnXGfOnMnBgwe9OmdtbS2PPvoot99+O7NmzWq2PTs7mwkTJhAZGdmlY+lqSVMchIUEmdrCQoJImuLwU49EJNAoB0tvpTVSpPtY4k7CnDlzmDNnjud1YmIimzZtYtiwYdTV1XHVVVfR1NREbm4uDkf7//Dr6+t59NFHGT16NMnJyS3us23bNhYvXtxlY+gulz53oG9uEJHuohwsvZXWSJHuY4kioTVffPEFS5cuxWaz0dTUxPe+9z3TgjNjxgxOnz7NN998w/jx47njjjtIT0/n7bff5uOPP+bcuXPs3XvxQ1B33nknjz32GHDxltaFCxcYN653fFhpYvwIJTwR6XHKwdIbaI0U6R42wzAMf3dCxFt6ZlF8oXkj3UHzqjnFxEzx8J5iZT2W+EyCiIiIiIhYh4oEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETCzzi8v19fWsWrWKDz/8kLCwMMaMGcOKFSs4fvw4ixYt4ty5c4SHh5ORkcH1118PwNy5czl58iR2u53+/fvz7LPP4nA4qKys5Omnn+bLL78kNDSU6667jrS0NCIjIzl48CDPPfec57oVFRVER0ezfft2P41cRMT/lINFRORylvnF5ZUrV2K320lNTcVms1FeXk5UVBRJSUnMmDGDu+++mx07drBt2zaysrIAqKqqYtCgQQC8//77bNiwge3bt3Pu3DmOHj3K2LFjAcjIyOD8+fOsWrWq2XXnzp1LfHw8s2fP7rnBeqnAWUJWTjHllbVERfQjaYqjz//0vH6RUXyhedM+5eCO07xqrq/FpL11uq/FozMUK+uxxONGNTU1ZGdnk5ycjM1mAyAqKoqKigqOHDnC1KlTAZg6dSpHjhzh7NmzAJ7FCaC6utpzbHh4uGdxAhgzZgxff/11s+tWVFSwb98+7r777m4bm68KnCVkbi2krLIWAyirrCVzayEFzhJ/d01EAoxysEjHaZ2WQGeJx41KSkoIDw8nMzOT/fv3M2DAAJKTk7nqqqsYNmwYQUFBAAQFBTF06FBKS0uJjIwEYMmSJezbtw/DMHj11VebndvtdvPGG2+QmJjYbFt2dja33347UVFR3TtAH2TlFFPf6DK11Te6yMop7vN3E0SkaykHi7QvdeNe0+ujJyppbHKb2uobXax/6xC5+08AF++26c1x6a0sUSS4XC5KSkq45ZZbWLhwIYWFhTz66KOsW7eu3WPT09OBi4vNmjVreOWVV0zbV6xYQf/+/XnwwQebHfvHP/6RBQsWdLi/RUVF1NXVdfi4jiirrG213el0duu1ra6vj198E+jzpjO36ZWDfRfo88oXgRqTqqoq0+srC4TL2y/fN1Dj0R16e6wC7XEpSxQJMTExBAcHe25pjx49moiICK666ipOnz6Ny+UiKCgIl8vFmTNniImJaXaO6dOns3TpUiorK4mIiAAuPgd74sQJNm3ahN1ufrLq0KFDnD9/ngkTJnS4v6NGjfJhlB0TnVPRYqEQHdEv4CZhR+iZRfGF5k3blIN9o3nVXCDH5MphzVqZ1+o6nblwMhDY8ehqipX1WOIzCZGRkYwdO5Z9+/YBcPz4cSoqKrj++utxOBzs2rULgF27duFwOIiMjKSmpobS0lLPOfLz8xkyZAjh4eEAvPjiixw+fJgNGzYQGhra7Jrbtm1j2rRpBAdbok5qJmmKg7CQIFNbWEgQSVMcfuqRiAQq5WCRjtM6LYHOMt9uVFJSwuLFizl37hzBwcE88cQTTJgwgWPHjrFo0SK++eYbBg8eTEZGBjfeeCPl5eXMnTuX2tpa7HY7Q4YMYeHChYwaNYrPP/+cqVOncv3113PVVVcBEBsby4YNGwCoq6vj9ttv56233uKmm27y57DbpG83ak7vNIgvNG/apxzccZpXzfW1mOjbjbqOYmU9likSRLyhJCK+0LyR7qB51ZxiYqZ4eE+xsh5LPG4kIiIiIiLWoSJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIiYqEkRERERExERFgoiIiIiImKhIEBERERERExUJIiIiIiJiEuzvDgCcPHmSxx9/3PO6qqqK6upqcnNzefrpp/nyyy8JDQ3luuuuIy0tjcjISAAOHTrE0qVLqa+vZ/jw4axdu5arr76agwcP8txzz3nOV1FRQXR0NNu3bwfg3LlzpKWlUVRURHBwMFOmTGHevHk9O2gvtPdz7yIiXUV5WPoKra0i3rEZhmH4uxNXSk9Px+Vy8ctf/pKjR48yduxYADIyMjh//jyrVq3C7Xbzox/9iNWrV5OQkMDGjRspKSlh9erVzc43d+5c4uPjmT17NgCPPvooP/zhD/mP//gPAMrKyoiOju6x8XmjwFlC5tZC6htdnrawkCDmzRzdp5OZfrZdfKF503HKw+3TvGrO6jHp6bXV6vGwEsXKeixxJ+FyDQ0N7Ny5ky1bthAeHu5ZmADGjBnDG2+8AcDhw4cJCwsjISEBgHvvvZdJkyY1W5wqKirYt28faWlpAPzzn//ks88+4+WXX/bsY8WFKSun2JTEAOobXWTlFPfpIkFEup/ysASC1I17m7UdPVFJY5Pb1Fbf6GL9W4fI3X/C1L567rhu7Z+I1VmuSMjPz2fYsGGMGjXK1O52u3njjTdITEwEoLS0lGuvvdazPTIyErfbzblz5wgPD/e0Z2dnc/vttxMVFQXAP/7xD4YNG8aSJUsoLi4mKiqKp59+mm9/+9te97GoqIi6urpOjLJ9ZZW1rbY7nc5uvbbV9fXxi28Cfd505TtwVs/DPZGDvRXo88oXVolJVVVVs7YrC4TL26/cv6vGYZV49Aa9PVaBdifEckXCtm3bmDFjRrP2FStW0L9/fx588MEOne+Pf/wjCxYs8Lx2u90UFhbyq1/9ioSEBPLy8njsscd4//33vT7nlQtnd4jOqWixUIiO6Bdwk7AjdDtSfKF50zFWz8M9kYO9oXnVnJVi0lI3Zq3Ma3VtzVw4ucv7YKV4WJ1iZT2W+naj06dPc+DAAe666y5Te0ZGBidOnOCll17Cbr/Y5ZiYGL7++mvPPmfPnsVut5vevTp06BDnz59nwoQJnraYmBhiYmI8t8cnT55MWVkZZ8+e7caRdVzSFAdhIUGmtrCQIJKmOPzUIxHpC5SHJZBpbRXxnqWKhO3btzNhwgQiIiI8bS+++CKHDx9mw4YNhIaGetq/853vUFdXxyeffALAm2++yZ133mk637Zt25g2bRrBwcGm4/r378/nn38OwIEDBxgyZIjpmlYwMX4E82aOJjqiHzYuvsvR1z+0LCLdT3lYApnWVhHvWepxo+3bt7NkyRLP688//5zNmzdz/fXXc++99wIQGxvLhg0bsNvtrFmzhmXLlpm+eu+Suro69uzZw1tvvWW6hs1mY9WqVaSmptLQ0EC/fv3IzMzEZrP1zCA7YGL8CCUuEelRysMS6LS2injHkl+BKtIaPbMovtC8ke6gedWcYmKmeHhPsbIeSz1uJCIiIiIi/qciQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYhLs7w5ckpiYSGhoKGFhYQCkpKRwxx13cOjQIZYuXUp9fT3Dhw9n7dq1XH311QC8/fbbvPbaa9jtdoKCgli8eDEJCQkAjBw5kri4OOz2i3XQmjVrGDlyJACbNm3inXfeITg4mAEDBpCWlsa3v/1tP4y6bQXOErJyiimvrCUqoh9JUxz6KXkR6TbKwxKItJaK+MYyRQLA+vXriYuL87x2u9089dRTrF69moSEBDZu3MgLL7zA6tWrqaysZNWqVeTl5REVFcWf/vQnli5dyp49ezzHv/nmmwwYMMB0jeLiYv7P//k/7N69m/79+5OVlcWaNWt45ZVXemyc3ihwlpC5tZD6RhcAZZW1ZG4tBFByE5FuozwsgURrqYjvLP240eHDhwkLC/O8K3Xvvffy7rvvAmAYBoZhUFNTA0BVVRXXXHNNu+e02Ww0NjZSV1fXoeN6WlZOsSepXVLf6CIrp9hPPRKRvqgv52Hp/bSWivjOUncSUlJSMAyD+Ph4FixYQGlpKddee61ne2RkJG63m3PnzhEZGUlaWho//elPGTx4MG63m//6r/8yne+hhx7C5XIxfvx45s+fT2hoKDfffDMPP/wwiYmJDBo0iMGDB/Pf//3fHepnUVGRZ3HrLmWVta22O53Obr221fX18YtvAn3exMfHd8l5ekMe7okc7K1An1e+sFJMrLCWWikeVtfbY9VVedgqLFMkvP7668TExNDQ0EB6ejppaWn8z//5P1vdv7q6mtdff523336bG2+8kT179jBv3jzeeecdbDYbBQUFxMTEUF1dzVNPPcWGDRt48skn+eqrr/jTn/5EXl4eQ4cO5dVXX2XRokVs3rzZ676OGjWqK4bcpuicihaTW3REv4CbhB3hdDr79PjFN5o33uktebgncrA3NK+as1pM/L2WWi0eVqZYWY9lHjeKiYkBIDQ0lPvvv5+DBw8SExPD119/7dnn7Nmz2O12wsPD2bt3L4MGDeLGG28E4Mc//jFffvkllZWVpvMNHDiQmTNncvDgQQDeffdd4uLiGDp0KADTp09n//79PTZObyVNcRAWEmRqCwsJImmKw089EpFApzwsgUZrqYjvLFEkXLhwgaqqKuDiM6579uzB4XDwne98h7q6Oj755BPg4gfg7rzzTgBiY2M5cuQIFRUVAHz00UcMHDiQiIgIzp8/77kV3dTURG5uLg6Hw3Oc0+nkwoULAPz5z3+25DdqTIwfwbyZo4mO6IeNi+96zJs5Wh+0EpFuoTwsgUhrqYjvLPG4UUVFBfPnz8flcuF2u7nppptYtmwZdrudNWvWsGzZMtNX7wF85zvf4Re/+AUPPvggISEhhIaGsm7dOmw2G1988QVLly7FZrPR1NTE9773PZKTkwGYPHkyhYWF3HPPPYSGhjJ48GBWr17tz+G3amL8CCUyEekRysMSqLSWivjGZhiG4e9OiHhLzyyKLzRvpDtoXjWnmJgpHt5TrKzHEo8biYiIiIiIdahIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIiYqEkRERERExMQSRcLJkye5++67Pf8lJibyP/7H/wDggw8+YPr06dx9991MmzaNvLy8ZsdnZmYycuRIPvvsM0/buXPnWLBgAT/60Y/4yU9+QmZmZrPjUlNTGTlyJDU1Nd03OBGRXkB5WERELhfs7w4AxMbGsmPHDs/r9PR0XC4XhmHw9NNP8/rrrxMXF8ff//537rvvPv793/8du/1ifVNUVMShQ4cYPny46ZyLFi3ihz/8IS+++CIAZWVlpu35+fnYbLZuHlnnFDhLyMoppryylqiIfiRNcein5UWkWygPi3hHa7P0FZa4k3C5hoYGdu7cyYwZMwCw2+1UVVUBUFVVxdChQz0LU0NDA2lpaSxfvtx0jn/+85989tln/PznP/e0RUdHe/6urKwkMzOT1NTUbh6N7wqcJWRuLaSsshYDKKusJXNrIQXOEn93TUQCnPKwSMu0NktfYok7CZfLz89n2LBhjBo1CoCXXnqJuXPn0r9/f2pqavjd737n2XfdunVMmzaN2NhY0zn+8Y9/MGzYMJYsWUJxcTFRUVE8/fTTfPvb3wYgLS2NX/7ylwwaNKjnBtZBWTnF1De6TG31jS6ycor1joWIdCvlYemLUjfubXefoycqaWxym9rqG12sf+sQuftPNNu/qqqKt/fvZfXccV3WT5GeYrkiYdu2bZ53r5qamti8eTMbN24kPj4ep9PJE088we7du/nss884fPgwKSkpzc7hdrspLCzkV7/6FQkJCeTl5fHYY4/x/vvvs2fPHkJCQpg4caLPfSwqKqKurs7n471RVlnbarvT6ezWa1tdXx+/+CbQ5018fHyXncvqebgncrC3An1e+aK3xuTS3bK2XFkgXN7e2vFVVVW9NiY9rbfHqSvzsBVYqkg4ffo0Bw4cYM2aNQAUFxdz5swZT9Dj4+Pp168fx44d48CBAxw7doxJkyYBcOrUKWbPns3q1auJiYkhJiaGhIQEACZPnsxTTz3F2bNn+fjjj/noo49ITEz0XHfq1Km88sor/Mu//ItX/bz07lp3is6paLFQiI7oF3CTsCOcTmefHr/4RvPGe70hD/dEDvaG5lVzvTkm3nR71sq8VtfmzIWTm7X35nj0NMXKeixVJGzfvp0JEyYQEREBwDXXXMOpU6f44osvuPHGGzl27BgVFRV861vf4tZbb2XOnDmeYxMTE9m0aRNxcXEYhkH//v35/PPP+fa3v82BAwcYMmQIERERLF++3PTs7MiRI9m1axcDBgzo6eG2KWmKg8ythaZHjsJCgkia4vBjr0Qk0CkPi7ROa7P0JZYrEpYsWeJ5HR0dzfLly0lOTvZ8A8aqVasIDw9v8zw2m41Vq1aRmppKQ0MD/fr1IzMzs1d9i8alzx3oGxREpCcpD4u0Tmuz9CU2wzAMf3dCxFu6HSm+0LyR7qB51ZxiYqZ4eE+xsh7LfQWqiIiIiIj4l4oEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiISbC/O3BJYmIioaGhhIWFAZCSksIdd9zBoUOHWLp0KfX19QwfPpy1a9dy9dVXA7Bt2zb+8Ic/4Ha7GTFiBM8//zzh4eG43W7uu+8+amtrAYiOjua5554jNja2zW1WU+As0U+/i0iPUR4W6Rit0xLIbIZhGP7uBFxcnDZt2kRcXJynze1286Mf/YjVq1eTkJDAxo0bKSkpYfXq1Rw7doz/+I//YMeOHURGRrJx40ZOnTpFWloaAFVVVQwaNAiA1157jQMHDpCZmdnuNqsocJaQubWQ+kaXpy0sJIh5M0f36QSkn20XX2jeeEd5uGM0r5rrSzHxZp3uS/HoLMXKeiz9uNHhw4cJCwsjISEBgHvvvZd3330XgM8++wyHw0FkZCQAEyZMYOfOnZ5jLy0+ANXV1djtdq+2WUVWTrEp8QDUN7rIyin2U49EpC/qy3lY5HKpG/ea/lv/1qEW1+n1bx3y7PP798/4qbcinWeZx43g4q1twzCIj49nwYIFlJaWcu2113q2R0ZG4na7OXfuHDfffDN/+9vfKCkpITY2ll27dnHhwgXOnTtHeHg4AI888ghHjhwhIiKCLVu2mK7V1rb2FBUVUVdX1+nxtqWssrbVdqfT2a3Xtrq+Pn7xTaDPm656B6435OGeyMHeCvR55YtAjUlVVZXpdWOTu8X9Gpvcpn0DNR7dobfHKtDuhFjmcaPS0lJiYmJoaGggPT2dmpoa/uf//J9s27aN3/3ud579Ro8ezZ///GfCw8PZvXs3v//977HZbEyaNInf/OY3OJ1OBg4c6Nnf7XazefNmTp8+zfLly03XbGubv81amddioRAd0Y//fGayH3pkDbodKb7QvPGO8nDHaF4115di4s063Zfi0VmKlfVY5v5uTEwMAKGhodx///0cPHiQmJgYvv76a88+Z8+exW63e96h+slPfsLbb7/N1q1bue222xg2bJhpYQKw2+387Gc/Y8eOHc2u2dY2f0ua4iAsJMjUFhYSRNIUh596JCKBTnlYxHtapyXQWaJIuHDhgufWnGEY7NmzB4fDwXe+8x3q6ur45JNPAHjzzTe58847PceVlZUBUF9fz/r165k1axZwcRE7e/asZ793332XkSNHtrvNSibGj2DezNFER/TDxsV3Jvr6h5ZFpPsoD4t0jNZpCXSW+ExCRUUF8+fPx+Vy4Xa7uemmm1i2bBl2u501a9awbNky01fvXZKamsrXX39NY2MjP/7xj0lKSgIuLlqpqak0NjYCmI5ra5vVTIwfoWQjIj1CeVik47ROSyCzzGcSRLyhZxbFF5o30h00r5pTTMwUD+8pVtZjiceNRERERETEOlQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYmK5IiEzM5ORI0fy2WefAfD2229z1113cffdd3PPPffwySefePb91a9+xbhx4xg5ciQ1NTWm84wcOdJz3N13383Ro0cBOHPmDPfccw933303d911F7/85S85f/58zw1QRMTClINFRAQg2N8duFxRURGHDh1i+PDhAFRWVrJq1Sry8vKIioriT3/6E0uXLmXPnj0A/OxnP2Px4sXcdtttLZ7vzTffZMCAAaa2iIgIXn/9dfr16wfAqlWr2LhxI6mpqd04so4rcJaQlVNMeWUtURH9SJri0E+/i0i3Ug4WaZ/WZ+krLHMnoaGhgbS0NJYvX+5pMwwDwzA871BVVVVxzTXXeLb/67/+K1dffXWHrhMSEuJZnFwuFxcuXMBut0wYgIsJKHNrIWWVtRhAWWUtmVsLKXCW+LtrIhKglINF2qf1WfoSy9xJWLduHdOmTSM2NtbTFhkZSVpaGj/96U8ZPHgwbreb//qv//L6nA899BAul4vx48czf/58QkNDPdvuvvtuSktLGTlyJC+//HKXjqWzsnKKqW90mdrqG11k5RTr3QoR6RbKwSJmqRv3Nms7eqKSxia3qa2+0cX6tw6Ru/9Es/1/NrZft/VPpLtZokj49NNPOXz4MCkpKab26upqXn/9dd5++21uvPFG9uzZw7x583jnnXew2WxtnrOgoICYmBiqq6t56qmn2LBhA08++aRn+44dO2hsbGTlypW88cYbPPLII173t6ioiLq6uo4NsgPKKmtbbXc6nd123d5CMRBfBPq8iY+P9/lY5WDfBfq88kWgxKSqqqpZ25UFwuXtLe0P/QImHj2ht8eqM3nYiixRJBw4cIBjx44xadIkAE6dOsXs2bNJTU1l0KBB3HjjjQD8+Mc/JjU1lcrKSiIjI9s8Z0xMDAADBw5k5syZ/P73v2+2T0hICD/96U959tlnO7RAjRo1yut9fRGdU9FioRAd0S/gJmBHOZ3OPh8D6TjNm7YpB/tG86q5QIpJS8OYtTKv1fU5c+HkZu2BFI/uplhZjyUeBJ0zZw579+4lPz+f/Px8rrnmGrZs2cK3vvUtjhw5QkVFBQAfffQRAwcOJCIios3znT9/3vMuU1NTE7m5uTgcDgBKS0s9z9e63W5yc3OJi4vrxtF1XNIUB2EhQaa2sJAgkqY4/NQjEQlkysEi3tH6LH2JJe4ktOY73/kOv/jFL3jwwQcJCQkhNDSUdevWeW5zz5s3j7/+9a8A3HnnncTFxbFlyxa++OILli5dis1mo6mpie9973skJycDcPz4cZ5//nnPB/JuvvlmlixZ4rcxtuTS5w707Qki4k99NQeLtEbrs/QlNsMwDH93QsRbuh0pvtC8ke6gedWcYmKmeHhPsbIeSzxuJCIiIiIi1qEiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYhLs7w5ckpiYSGhoKGFhYQCkpKRw++23c99991FbWwtAdHQ0zz33HLGxsQD86le/Yv/+/ZSVlXHw4EEGDBgAwPHjx1m6dCllZWUEBwfz3e9+l2XLlnHVVVfx7rvv8vLLL3uue+rUKX7wgx+QmZnZwyNuW4GzRD/7LiI9SnlY+hKtsyJtsxmGYfi7E3Bxcdq0aRNxcXGm9qqqKgYNGgTAa6+9xoEDBzwLyYcffkhcXBy33XabaXE6efIk33zzDbfccgtut5sFCxbw7W9/m8cff7zZdadPn86jjz7KnXfe2c0j9F6Bs4TMrYXUN7o8bWEhQcybObrPJzD9bLv4QvPGO8rDHaN51VxviUlPrbO9JR5WoFhZj2XuJLTm0sIEUF1djd3+/56Q+td//dcWj7n0DheA3W7n1ltv5dixY832Kyoq4tSpUyQmJnZhjzsvK6fYlLgA6htdZOUU9/kiQUR6Xl/Mw9J7pG7c2+Fjjp6opLHJbWqrb3Sx/q1D5O4/0eHzrZ47rsPHiFidpYqElJQUDMMgPj6eBQsWMHjwYAAeeeQRjhw5QkREBFu2bOnQOevq6ti2bRsLFixotm3btm3cddddhIaGduicRUVF1NXVdeiYjiirrG213el0dtt1ewvFQHwR6POmq96B6w15uLtzcEcE+rzyRU/HpKqqqsPHXFkgXN7uy/naGrPmiPd6e6wC7U6IZR43Ki0tJSYmhoaGBtLT06mpqeGFF17wbHe73WzevJnTp0+zfPly07EjR4403ea+pKmpifnz53Pttdfy7LPPmrY1NDQwbtw4srKyuPnmm7ttXL6YtTKvxUIhOqIf//nMZD/0yDp0O1J8oXnjHeXhjtG8aq63xKSn1tneEg8rUKysxzLfbhQTEwNAaGgo999/PwcPHjRtt9vt/OxnP2PHjh1enc/lcpGSksKQIUN45plnmm1/7733iI2NteTClDTFQVhIkKktLCSIpCkOP/VIRPoC5WHpK7TOirTPEo8bXbhwAZfLxaBBgzAMgz179uBwODh79iwAkZGRALz77ruMHDmy3fO53W4WLVpEUFAQ6enp2Gy2Zvts27aNGTNmdO1Ausilzx3oWxdEpKcoD0tfonVWpH2WKBIqKiqYP38+LpcLt9vNTTfdxLJlyygrKyM1NZXGxkYAhg8fztq1az3HzZs3j7/+9a8A3HnnncTFxbFlyxb+8pe/8M477xAXF8c999wDwPe//32WLVsGXLylfvDgQV566aWeHWgHTIwfoWQlIj1GeVj6Gq2zIm2zzGcSRLyhZxbFF5o30h00r5pTTMwUD+8pVtZjmc8kiIiIiIiINahIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIiYqEkRERERExERFgoiIiIiImAT7uwOX1NfXs2rVKj788EPCwsIYM2YMK1asaLX9cpmZmfz2t79l586dxMXFcfz4cZYuXUpZWRnBwcF897vfZdmyZVx11VWeYwzD4OGHH6a4uJj9+/f39HDbVeAsISunmPLKWqIi+pE0xaGfjxeRbqU8LHKR1mARCxUJa9euJSwsjNzcXGw2G+Xl5W22X1JUVMShQ4cYPny4py0kJITU1FRuueUW3G43CxYsYMuWLTz++OOeff77v/+ba6+9luLi4p4ZYAcUOEvI3FpIfaMLgLLKWjK3FgIoSYlIt1EeFtEaLHKJJYqEmpoasrOz+fOf/4zNZgMgKiqq1fZLGhoaSEtL49e//jVJSUme9tjYWM/fdrudW2+9lWPHjnna/vnPf7J7926ef/55/vSnP3X38DosK6fYk5wuqW90kZVTrAQlIt1CeVj6stSNez1/Hz1RSWOT27S9vtHF+rcOkbv/BACr547r0f6J+IMlioSSkhLCw8PJzMxk//79DBgwgOTkZAYOHNhie0JCAgDr1q1j2rRppsXoSnV1dWzbto0FCxYA4Ha7eeaZZ1i2bBnBwb4Nv6ioiLq6Op+O9UZZZW2r7U6ns9uu21soBuKLQJ838fHxnTq+N+Xh7s7BHRHo88oXvTEmVVVVnr+vLBAub7+0X0fG2Bvj4S+9PVadzcNWY4kiweVyUVJSwi233MLChQspLCzk0UcfZf369S22v/fee3z++eccPnyYlJSUVs/b1NTEk08+yQ9/+EMmTZoEwJYtW/jBD36Aw+Hg5MmTPvV31KhRPh3nreicihYLheiIfgE3ATvK6XT2+RhIx2netK835eHuzsHe0rxqrrfG5PIuz1qZ1+oanLlwcofO21vj4Q+KlfVY4tuNYmJiCA4OZurUqQCMHj2aiIgIrrrqqhbbjx8/zoEDBzh27BiTJk0iMTGRU6dOMXv2bPbuvXjL0OVykZKSwpAhQ3jmmWc81/rkk0/Yvn07iYmJ3H///XzzzTckJiZSXV3d8wNvRdIUB2EhQaa2sJAgkqY4/NQjEQl0ysMiF2kNFrnIEncSIiMjGTt2LPv27WPcuHEcP36ciooKrrvuulbbv/vd7zJnzhzPORITE9m0aRNxcXG43W4WLVpEUFAQ6enpnudoATZv3uz5++TJk8yYMYP8/PweHW97Ln3uQN+sICI9RXlY5CKtwSIXWaJIAHjuuedYvHgxGRkZBAcHs2bNGgYPHtxqe1v+8pe/8M477xAXF8c999wDwPe//32WLVvWE0PpEhPjRyghiUiPUh4WuUhrsAjYDMMw/N0JEW/pmUXxheaNdAfNq+YUEzPFw3uKlfVY4jMJIiIiIiJiHSoSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFERERERExUJIiIiIiIiImKBBERERERMbHMLy7PnTuXkydPYrfb6d+/P88++yyDBg3i8ccf9+xTVVVFdXU1H3/8MQDHjx9n0aJFnDt3jvDwcDIyMrj++us5efJkq8e1tU1EpK9SDhYRkctZpkjIyMhg0KBBALz//vssXryY7du3s2PHDs8+6enpuFwuz+tly5Zx//33c/fdd7Njxw6WLl1KVlYWsbGxrR7X1jarKHCWkJVTTHllLVER/Uia4tDPw4tIt1IOlkCidVSk8yzzuNGlxQmguroam81m2t7Q0MDOnTuZMWMGABUVFRw5coSpU6cCMHXqVI4cOcLZs2fbPM7bbf5S4Cwhc2shZZW1GEBZZS2ZWwspcJb4u2siEsCUgyVQaB0V6RqWuZMAsGTJEvbt24dhGLz66qumbfn5+QwbNoxRo0YBUFpayrBhwwgKCgIgKCiIoUOHUlpaSmRkZKvHtXVOK8jKKaa+0fyuWn2ji6ycYr0LIiLdSjlYeqPUjXtNr4+eqKSxyW1qq290sf6tQ+TuP2FqXz13XLf3T6S3slSRkJ6eDkB2djZr1qzhlVde8Wzbtm2bT+82tXWcr+csKiqirq6uw8d5o6yyttV2p9PZLdfsbRQH8UWgz5v4+PhOn0M5uOMCfV75oqdjUlVVZXp9ZYFwefuV+/ZEXzVHvNfbY9UVedhKLFUkXDJ9+nSWLl1KZWUlERERnD59mgMHDrBmzRrPPjExMZw+fRqXy0VQUBAul4szZ84QExPj2ael47zZ1p7ufNcrOqeixUIhOqJfwE0+XzidTsVBOkzzpmP6cg7uCM2r5vwRkysvN2tlXqvraObCyT3Uq4s0R7ynWFmPJT6TUFNTQ2lpqed1fn4+Q4YMITw8HIDt27czYcIEIiIiPPtcffXVOBwOdu3aBcCuXbtwOBym29wtHefNNn9KmuIgLCTI1BYWEkTSFIefeiQigU45WAKJ1lGRrmGJOwm1tbUkJydTW1uL3W5nyJAhbNq0yfPBue3bt7NkyZJmxy1fvpxFixaxceNGBg8eTEZGhml7a8e1t82fLn3uQN/KICI9RTlYAonWUZGuYTMMw/B3J0S8pduR4gvNG+kOmlfNKSZmiof3FCvrscTjRiIiIiIiYh0qEkRERERExERFgoiIiIiImKhIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIibB/u7AJRkZGeTm5vLVV1+xc+dO4uLiAEhMTCQ0NJSwsDAAUlJSuOOOOzh+/DhLly6lrKyM4OBgvvvd77Js2TKuuuoqzpw5w6OPPorL5cLtdnPDDTewYsUKhgwZAkB+fj5r1qzB5XIxatQoVq9eTb9+/fw29isVOEv0c/Ii0qOUg0W8ozVa+grL3EmYNGkSr7/+OsOHD2+2bf369ezYsYMdO3Zwxx13ABASEkJqairvvvsu77zzDrW1tWzZsgWAiIgIXn/9dXbs2MHOnTu55ppr2LhxIwA1NTU8++yzbNq0iffee48BAwZ4jrOCAmcJmVsLKausxQDKKmvJ3FpIgbPE310TkQCmHCzSPq3R0pdYpkhISEggJibG6/1jY2O55ZZbALDb7dx66618/fXXwMXF69K7Ui6XiwsXLmC3XxzqX/7yF77zne9w/fXXA3DvvfeSk5PThSPpnKycYuobXaa2+kYXWTnFfuqRiPQFysEiLUvduNfz3/q3DrW4Rq9/6xCpG/f6qYci3cMyjxu1JSUlBcMwiI+PZ8GCBQwePNi0va6ujm3btrFgwQJT+913301paSkjR47k5ZdfBqC0tJRrr73Ws8+1115LaWlph/pTVFREXV2dj6NpW1llbavtTqezW67Z2ygO4otAnzfx8fHddu6+lIM7KtDnlS8CLSZVVVWevxub3C3u09jkpqqqqsWxB1o8ulNvj1V35mF/sHyR8PrrrxMTE0NDQwPp6emkpaXxwgsveLY3NTXx5JNP8sMf/pBJkyaZjt2xYweNjY2sXLmSN954g0ceeaRL+jRq1KguOU9LonMqWiwUoiP6Bdzk84XT6VQcpMM0b3zX13JwR2heNReIMbl8OLNW5rW6RmcunNysPRDj0V0UK+uxzONGrbl0+zs0NJT777+fgwcPera5XC5SUlIYMmQIzzzzTIvHh4SE8NOf/pR33nnHc75Lt8QBvv766w7dYu9uSVMchIUEmdrCQoJImuLwU49EpC/razlYpC1ao6UvsXSRcOHCBc9tPsMw2LNnDw7HxX+IbrebRYsWERQURHp6OjabzXNcaWkpNTU1nv1yc3M939Rxxx138Le//Y1//vOfALz55ptMmTKlB0fVtonxI5g3czTREf2wcfHdiXkzR+ubE0Skx/XFHCzSFq3R0pdY5nGjlStXkpeXR3l5OQ8//DDh4eFs2rSJ+fPne75G76abbmLZsmXAxQ+/vfPOO8TFxXHPPfcA8P3vf59ly5Zx/Phxnn/+eQzDwDAMbr75ZpYsWQLAwIEDSUtL4//7//4/3G43DofDs80qJsaPUMIRkR6lHCziHa3R0lfYDMMw/N0JEW/pmUXxheaNdAfNq+YUEzPFw3uKlfVY+nEjERERERHpeSoSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFERERERExUJIiIiIiIiImKBBERERERMVGRICIiIiIiJsH+7sAlc+fO5eTJk9jtdvr378+zzz6Lw+Hg+PHjLFq0iHPnzhEeHk5GRgbXX389ABkZGeTm5vLVV1+xc+dO4uLiPOerr69n1apVfPjhh4SFhTFmzBhWrFjR5rWsoMBZQlZOMeWVtURF9CNpikM//y4i3U45WAKN1lORzrFMkZCRkcGgQYMAeP/991m8eDHbt29n2bJl3H///dx9993s2LGDpUuXkpWVBcCkSZNISkrigQceaHa+tWvXEhYWRm5uLjabjfLy8nav5W8FzhIytxZS3+gCoKyylsythQBKbCLSrZSDJZBoPRXpPMsUCZcWDIDq6mpsNhsVFRUcOXKE3//+9wBMnTqVFStWcPbsWSIjI0lISGjxXDU1NWRnZ/PnP/8Zm80GQFRUVJvXsoKsnGJPQrukvtFFVk6xkpqIdCvlYOltUjfubXXb0ROVNDa5TW31jS7Wv3WI3P0nmu2/eu64Lu+fSG9nmSIBYMmSJezbtw/DMHj11VcpLS1l2LBhBAUFARAUFMTQoUMpLS0lMjKy1fOUlJQQHh5OZmYm+/fvZ8CAASQnJ5sWtCuv1RFFRUXU1dX5Nsg2lFXWttrudDq7/Hq9lWIhvgj0eRMfH9/pc/T1HOyLQJ9XvuipmFRVVbW67coC4fL2lo7rzj5rjnivt8eqK/KwlViqSEhPTwcgOzubNWvWkJyc7NN5XC4XJSUl3HLLLSxcuJDCwkIeffRR3nvvPQYOHNjitV555RWvzz9q1Cif+tWe6JyKFguF6Ih+ATfxfOV0OhUL6TDNG+/09RzcUZpXzfVkTNq6zKyVea2up5kLJ3djr8w0R7ynWFmPJb/daPr06ezfv59rrrmG06dP43JdfATH5XJx5swZYmJi2jw+JiaG4OBgpk6dCsDo0aOJiIjg+PHjrV6rsrKy6wfSQUlTHISFBJnawkKCSJqiD/SJSM/pqzlYAofWU5HOs0SRUFNTQ2lpqed1fn4+Q4YM4eqrr8bhcLBr1y4Adu3ahcPhaPM2N0BkZCRjx45l3759ABw/fpyKigquu+66Vq8VHh7e9QProInxI5g3czTREf2wcfEdj3kzR+vzCCLSrZSDJdBoPRXpPJthGIa/O1FeXs7cuXOpra3FbrczZMgQFi5cyKhRozh27BiLFi3im2++YfDgwWRkZHDjjTcCsHLlSvLy8igvLyciIoLw8HB2794NXHwmdvHixZw7d47g4GCeeOIJJkyY0Oa1xPp0O1J8oXnTNuVg32heNaeYmCke3lOsrMcSRYKIt5RExBeaN9IdNK+aU0zMFA/vKVbWY4nHjURERERExDpUJIiIiIiIiImKBBERERERMVGRICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImIS7O8OXDJ37lxOnjyJ3W6nf//+PPvsszgcjlbbAerr61m1ahUffvghYWFhjBkzhhUrVgBw/PhxFi1axLlz5wgPDycjI4Prr7+eyspKnn76ab788ktCQ0O57rrrSEtLIzIy0p/DFxHxO+VhERHxMCzim2++8fz93nvvGdOnT2+z3TAMY8WKFUZ6errhdrsNwzCMsrIyz7aHHnrIyM7ONgzDMLKzs42HHnrIMAzDqKysND766CPPfs8//7yRmpraDSPyzQeffGk8vCLXuGtBtvHwilzjg0++9HeXLOWTTz7xdxekF9K88Y7ycMdoXjXXW2LSU2ttb4mHFShW1mOZx40GDRrk+bu6uhqbzdZme01NDdnZ2SQnJ3vaoqKiAKioqODIkSNMnToVgKlTp3LkyBHOnj1LeHg4Y8eO9ZxzzJgxfP311907OC8VOEvI3FpIWWUtBlBWWUvm1kIKnCX+7pqI9AHKw9IXaK0V8Y5lHjcCWLJkCfv27cMwDF599dU220tKSggPDyczM5P9+/czYMAAkpOTSUhIoLS0lGHDhhEUFARAUFAQQ4cOpbS01HQ72+1288Ybb5CYmNizA21FVk4x9Y0uU1t9o4usnGImxo/wU69EpC/p63lYAk/qxr2m10dPVNLY5Da11Te6WP/WIXL3n/C0rZ47rkf6J2JVlioS0tPTAcjOzmbNmjW88sorrba7XC5KSkq45ZZbWLhwIYWFhTz66KO89957Xl9vxYoV9O/fnwcffLBD/SwqKqKurq5Dx3ijrLK21Xan09nl1+utFAvxRaDPm/j4+C45T2/Iw92Vg30R6PPKF1aLSVVVlen1lQXC5e2X79tV47BaPKyst8eqq/KwVViqSLhk+vTpLF26lMrKSiIiIlpsj4mJITg42HMre/To0URERHD8+HGuvfZaTp8+jcvlIigoCJfLxZkzZ4iJifGcKyMjgxMnTrBp0ybs9o49dTVq1KiuGegVonMqWiwUoiP6BdzE85XT6VQspMM0bzrOynm4u3JwR2leNWfFmFzZnVkr81pdazMXTu7Sa1sxHlalWFmPJT6TUFNTQ2lpqed1fn4+Q4YMISQkpMX28PBwIiMjGTt2LPv27QMufotGRUUF1113HVdffTUOh4Ndu3YBsGvXLhwOh+cW94svvsjhw4fZsGEDoaGhPTjStiVNcRAWEmRqCwsJImmKw089EpG+QnlY+gqttSLesRmGYfi7E+Xl5cydO5fa2lrsdjtDhgxh4cKFDBs2rMX2S+8ilZSUsHjxYs6dO0dwcDBPPPEEEyZMAODYsWMsWrSIb775hsGDB5ORkcGNN97I559/ztSpU7n++uu56qqrAIiNjWXDhg1+G//lCpwlZOUUU15ZS1REP5KmOPR5hMvonQbxheZN+5SHO07zqrneEpOeWmt7SzysQLGyHksUCSLeUhIRX2jeSHfQvGpOMTFTPLynWFmPJR43EhERERER61CRICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFERERERExUJIiIiIiIiImKBBERERERMQn2dwcu+eCDD1i3bh2GYWAYBvPmzWPy5MnU19ezatUqPvzwQ8LCwhgzZgwrVqwAICMjg9zcXL766it27txJXFyc53yJiYmEhoYSFhYGQEpKCnfccYfpmqmpqfzxj3/k4MGDDBgwoOcG24ae+ql4EZErKQ+LtE/rtPQVligSDMPg6aef5vXXXycuLo6///3v3Hffffz7v/87a9euJSwsjNzcXGw2G+Xl5Z7jJk2aRFJSEg888ECL512/fr1pwbpcfn4+NputW8bjqwJnCZlbC6lvdAFQVllL5tZCACUgEelWysMi7dM6LX2JZR43stvtVFVVAVBVVcXQoUOpra0lOzub5ORkz0ISFRXlOSYhIYGYmJgOX6uyspLMzExSU1O7pvNdJCun2JN4LqlvdJGVU+ynHolIX6I8LNK61I17Wf/WIa3T0mdY4k6CzWbjpZdeYu7cufTv35+amhp+97vfUVJSQnh4OJmZmezfv58BAwaQnJxMQkKCV+dNSUnBMAzi4+NZsGABgwcPBiAtLY1f/vKXDBo0yKf+FhUVUVdX59OxbSmrrG213el0dvn1eivFQnwR6PMmPj6+U8f3pjzcXTnYF4E+r3wRqDGpqqqiscnd4ra21ulAjUd36O2x6mwethpLFAlNTU1s3ryZjRs3Eh8fj9Pp5IknnmDt2rWUlJRwyy23sHDhQgoLC3n00Ud57733GDhwYJvnfP3114mJiaGhoYH09HTS0tJ44YUX2LNnDyEhIUycONHn/o4aNcrnY9sSnVPRYqEQHdEv4Caer5xOp2IhHaZ5077elIe7Kwd3lOZVc4Eck/h4mLUyr0PrdCDHo6spVtZjiceNiouLOXPmjGdyxMfH069fP8LCwggODmbq1KkAjB49moiICI4fP97uOS/d/g4NDeX+++/n4MGDAHz88cd89NFHJCYmkpiYCMDUqVP5xz/+0R1D65CkKQ7CQoJMbWEhQSRNcfipRyLSVygPi7RP67T0JZYoEq655hpOnTrFF198AcCxY8eoqKjgW9/6FmPHjmXfvn0AHD9+nIqKCq677ro2z3fhwgXPc7WGYbBnzx4cjov/gJcvX85f/vIX8vPzyc/PB2DXrl38y7/8S3cNz2sT40cwb+ZooiP6YePiOxPzZo7Wh6FEpNspD4u0T+u09CWWeNwoOjqa5cuXmz4Yt2rVKsLDw3nuuedYvHgxGRkZBAcHs2bNGs8zrStXriQvL4/y8nIefvhhwsPD2b17NxUVFcyfPx+Xy4Xb7eamm25i2bJl/hyi1ybGj1CyEZEepzws4h2t09JX2AzDMPzdCRFv6ZlF8YXmjXQHzavmFBMzxcN7ipX1WOJxIxERERERsQ4VCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMRERYKIiIiIiJhY4heXAebOncvJkyex2+3079+fZ599FofDQX19PatWreLDDz8kLCyMMWPGsGLFCgCOHz/OokWLOHfuHOHh4WRkZHD99debzpuZmclvf/tbdu7cSVxcHG63m/vuu4/a2lrg4q+MPvfcc8TGxvb0kEVELEV5WERELrFMkZCRkcGgQYMAeP/991m8eDHbt29n7dq1hIWFkZubi81mo7y83HPMsmXLuP/++7n77rvZsWMHS5cuJSsry7O9qKiIQ4cOMXz4cE+b3W7n1Vdf9Vzrtdde4/nnnyczM7OHRtq2AmcJWTnFlFfWEhXRj6QpDv38u4j0COVhCXRaY0W8Z5nHjS4tFgDV1dXYbDZqamrIzs4mOTkZm80GQFRUFAAVFRUcOXKEqVOnAjB16lSOHDnC2bNnAWhoaCAtLY3ly5e3ey273RphKHCWkLm1kLLKWgygrLKWzK2FFDhL/N01EekDlIclkGmNFekYy9xJAFiyZAn79u3DMAxeffVVSkpKCA8PJzMzk/379zNgwACSk5NJSEigtLSUYcOGERQUBEBQUBBDhw6ltLSUyMhI1q1bx7Rp01q9ff3II49w5MgRIiIi2LJlS08Os1VZOcXUN7pMbfWNLrJyivVOh4j0iL6eh6V3SN24t8PHHD1RSWOT29RW3+hi/VuHyN1/wuvzrJ47rsPXFumNLFUkpKenA5Cdnc2aNWt44oknKCkp4ZZbbmHhwoUUFhby6KOP8t5777V5nk8//ZTDhw+TkpLS6j6vvPIKbrebzZs38/LLL7f4TldrioqKqKur83p/b5VV1rba7nQ6u/x6vZViIb4I9HkTHx/fJefpDXm4u3KwLwJ9XvmiJ2JSVVXV4WOuLBAub+/I+To6Ps0R7/X2WHVVHrYKm2EYhr870ZJbb72V/Px8JkyYwOHDhz23uX/84x+TkZHBtddey49+9CP2799PUFAQLpeLsWPHkpeXx9tvv01WVhahoaEAnDp1iquvvprVq1czbpz5HYCysjImT57Mp59+2uNjvNKslXktFgrREf34z2cm+6FH1uN0OgPuH6F0P80b3/TFPNwRmlfNWTkm/lhjrRwPq1GsrMcSD4HW1NRQWlrqeZ2fn8+QIUO4+uqrGTt2LPv27QMufotGRUUF1113HVdffTUOh4Ndu3YBsGvXLhwOB5GRkcyZM4e9e/eSn59Pfn4+11xzDVu2bGHcuHGcPXvW87wswLvvvsvIkSN7dsCtSJriICwkyNQWFhJE0hSHn3okIn2F8rAEOq2xIh1jiceNamtrSU5Opra2FrvdzpAhQ9i0aRM2m43nnnuOxYsXk5GRQXBwMGvWrGHw4MEALF++nEWLFrFx40YGDx5MRkZGu9cqKysjNTWVxsZGAIYPH87atWu7dXzeuvS5A33zgoj0NOVhCXRaY0U6xrKPG4m0RLcjxReaN9IdNK+aU0zMFA/vKVbWY4nHjURERERExDpUJIiIiIiIiImKBBERERERMVGRICIiIiIiJioSRERERETEREWCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFEREREREyC/d0BgJMnT/L44497XldVVVFdXc3HH3/MBx98wLp16zAMA8MwmDdvHpMnT6ayspKnn36aL7/8ktDQUK677jrS0tKIjIzk+PHjLF26lLKyMoKDg/nud7/LsmXLuOqqqzzXMAyDhx9+mOLiYvbv3++PYTdT4CzRz8WLiF8oD0tfpzVYxMwSRUJsbCw7duzwvE5PT8flcmEYBk8//TSvv/46cXFx/P3vf+e+++7j3//937HZbPziF79g7NixAGRkZPDCCy+watUqQkJCSE1N5ZZbbsHtdrNgwQK2bNliWgD/+7//m2uvvZbi4uIeH29LCpwlZG4tpL7RBUBZZS2ZWwsBlKREpNspD0tfpjVYpDlLFAmXa2hoYOfOnWzZsgUAu91OVVUVcPGdraFDh2K32wkPD/csTABjxozhjTfeAC4udpfY7XZuvfVWjh075mn75z//ye7du3n++ef505/+1BPDaldWTrEnOV1S3+giK6dYCUpEelRfzcPS+6Vu3OvTcUdPVNLY5Da11Te6WP/WIXL3n+jQuVbPHedTH0SsxnJFQn5+PsOGDWPUqFEAvPTSS8ydO5f+/ftTU1PD7373u2bHuN1u3njjDRITE5ttq6urY9u2bSxYsMCz7zPPPMOyZcsIDvZt+EVFRdTV1fl0bGvKKmtbbXc6nV16rd5O8RBfBPq8iY+P77JzWT0Pd0cO9lWgzytf+DMml4rZjrqyQLi8vaPnvHL8miPe6+2x6so8bAWWKxK2bdvGjBkzAGhqamLz5s1s3LiR+Ph4nE4nTzzxBLt372bAgAGeY1asWEH//v158MEHTedqamriySef5Ic//CGTJk0CYMuWLfzgBz/A4XBw8uRJn/p4aeHsStE5FS0WCtER/QJu0nWG0+lUPKTDNG86xup5uDtysC80r5rzd0x8vfSslXmtrsGZCyf73B9/x6M3Uaysx1LfbnT69GkOHDjAXXfdBUBxcTFnzpzxTJr4+Hj69etnumWdkZHBiRMneOmll7Db/99wXC4XKSkpDBkyhGeeecbT/sknn7B9+3YSExO5//77+eabb0hMTKS6urqHRtmypCkOwkKCTG1hIUEkTXH4qUci0hf15TwsfZfWYJHmLHUnYfv27UyYMIGIiAgArrnmGk6dOsUXX3zBjTfeyLFjx6ioqOBb3/oWAC+++CKHDx/md7/7HaGhoZ7zuN1uFi1aRFBQEOnp6dhsNs+2zZs3e/4+efIkM2bMID8/v4dG2LpLnzvQNyuIiD/15TwsfZfWYJHmLFckLFmyxPM6Ojqa5cuXk5yc7FlgVq1aRXh4OJ9//jmbN2/m+uuv59577wUuflBuw4YN/OUvf+Gdd94hLi6Oe+65B4Dvf//7LFu2rOcH1QET40coIYmIX/X1PCx9l9ZgETObYRiGvzsh4i09syi+0LyR7qB51ZxiYqZ4eE+xsh5LfSZBRERERET8T0WCiIiIiIiYqEgQERERERETFQkiIiIiImKiIkFERERERExUJIiIiIiIiImKBBERERERMVGRICIiIiIiJioSRERERETEJNjfHQDIyMggNzeXr776ip07dxIXFwfA3LlzOXnyJHa7nQrAJ6MAAHt6SURBVP79+/Pss8/icDja3ZaYmEhoaChhYWEApKSkcMcdd+B2u7nvvvuora0FIDo6mueee47Y2Fg/jLq5AmcJWTnFlFfWEhXRj6QpDv1EvIj0COVh6Yu07oq0zhJFwqRJk0hKSuKBBx4wtWdkZDBo0CAA3n//fRYvXsz27dvb3Qawfv16zyJ3id1u59VXX/Uc99prr/H888+TmZnZbWPzVoGzhMythdQ3ugAoq6wlc2shgBKWiHQ75WHpa7TuirTNEkVCQkJCi+2XFhGA6upqbDabV9vacuVxdrs1nrjKyin2JKpL6htdZOUUK1mJSLdTHpZAlLpxb6vbjp6opLHJbWqrb3Sx/q1D5O4/0Wz/1XPHdXn/RKzMEkVCW5YsWcK+ffswDINXX33V620pKSkYhkF8fDwLFixg8ODBnm2PPPIIR44cISIigi1btnS4T0VFRdTV1fk2oFaUVda22u50Orv0Wr2d4iG+CPR5Ex8f323ntloe7o4c7KtAn1e+sFJMqqqqWt12ZYFweXtLx/k6LivFw+p6e6y6Mw/7g80wDMPfnbgkMTGRTZs2Nbs9DZCdnc3u3bt55ZVX2t1WWlpKTEwMDQ0NpKenU1NTwwsvvGA6xu12s3nzZk6fPs3y5cu7ZTwdMWtlXouFQnREP/7zmcl+6JE1OZ3OgPtHKN1P88Z7fTkPd5TmVXO9KSY9se72pnj4m2JlPb3mHu/06dPZv38/lZWV7W6LiYkBIDQ0lPvvv5+DBw82O8Zut/Ozn/2MHTt2dG/HvZQ0xUFYSJCpLSwkiKQpDj/1SETELNDzsPQtWndF2mbZIqGmpobS0lLP6/z8fIYMGUJ4eHib2y5cuOC5TWgYBnv27PF828bZs2c5e/as57h3332XkSNH9tCI2jYxfgTzZo4mOqIfNi6+kzFv5mh9HkFE/Kav5WHpW7TuirTNEp9JWLlyJXl5eZSXl/Pwww8THh7Oa6+9RnJyMrW1tdjtdoYMGcKmTZuw2WzU1ta2uq2iooL58+fjcrlwu93cdNNNLFu2DICysjJSU1NpbGwEYPjw4axdu9afQzeZGD9CyUlE/EJ5WPoirbsirbPUZxJE2qNnFsUXmjfSHTSvmlNMzBQP7ylW1mPZx41ERERERMQ/VCSIiIiIiIiJigQRERERETFRkSAiIiIiIiYqEkRERERExERFgoiIiIiImKhIEBERERERExUJIiIiIiJiYokiISMjg8TEREaOHMlnn33maZ87dy7Tpk1j+vTp3H///RQXFzc7NjMzs9lxhw4dYtq0afzoRz9i1qxZVFRUAHDw4EHuvvtuz3/jxo3jpz/9afcPUETE4pSHRUTkcsH+7gDApEmTSEpK4oEHHjC1Z2RkMGjQIADef/99Fi9ezPbt2z3bi4qKOHToEMOHD/e0ud1unnrqKVavXk1CQgIbN27khRdeYPXq1Xz/+99nx44dnn3nzp1rmV/3K3CWkJVTTHllLVER/Uia4tBPxYtIj1EeFmmf1mrpSyxxJyEhIYGYmJhm7ZcWJoDq6mpsNpvndUNDA2lpaSxfvtx0zOHDhwkLCyMhIQGAe++9l3fffbfZuSsqKti3bx933313F43CdwXOEjK3FlJWWYsBlFXWkrm1kAJnib+7JiJ9RF/PwyLt0VotfY0l7iS0ZcmSJezbtw/DMHj11Vc97evWrWPatGnExsaa9i8tLeXaa6/1vI6MjMTtdnPu3DnCw8M97dnZ2dx+++1ERUV1+xjak5VTTH2jy9RW3+giK6dY71CIiN/1hTws0prUjXsBOHqiksYmt2lbfaOL9W8dInf/CQBWzx3X4/0T6S6WLxLS09OBi4vJmjVreOWVV/j00085fPgwKSkpPp/3j3/8IwsWLPDp2KKiIurq6ny+9pXKKmtbbXc6nV12nUChmIgvAn3edOcjO1bLw12dgzsj0OeVLwItJlVVVQDNCoRLGpvcnn1aGnugxaM79fZYBdqjk5YvEi6ZPn06S5cupbKykgMHDnDs2DEmTZoEwKlTp5g9ezarV68mJiaGr7/+2nPc2bNnsdvtpnevDh06xPnz55kwYYJPfRk1alSnxnKl6JyKFguF6Ih+ATfhOsvpdCom0mGaN13DKnm4q3OwrzSvmgvEmFwazqyVea2u1ZkLJ7d4bCDGo7soVtZjic8ktKSmpobS0lLP6/z8fIYMGUJ4eDhz5sxh79695Ofnk5+fzzXXXMOWLVsYN24c3/nOd6irq+OTTz4B4M033+TOO+80nXvbtm1MmzaN4GBr1EhJUxyEhQSZ2sJCgkia4vBTj0RE+lYeFmmP1mrpayyRnVeuXEleXh7l5eU8/PDDhIeH89prr5GcnExtbS12u50hQ4awadMm04fmWmK321mzZg3Lli2jvr6e4cOHs3btWs/2uro69uzZw1tvvdXdw/Lapc8d6BsTRMRf+noeFmmP1mrpa2yGYRj+7oSIt3Q7UnyheSPdQfOqOcXETPHwnmJlPZZ93EhERERERPxDRYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMQk2N8duFJmZia//e1v2blzJ3FxcZ721NRU/vjHP3Lw4EEGDBjAu+++y8svv+zZfurUKX7wgx+QmZkJwObNm9m5cydNTU2MHj2aFStWEBoa2u42fylwluin3kXE7/pqDhbxhdZuCWSWupNQVFTEoUOHGD58uKk9Pz8fm81marvzzjvZsWOH57+YmBimTp0KwN69e9m1axdvvfUWOTk5hISE8Ic//KHdbf5S4Cwhc2shZZW1GEBZZS2ZWwspcJb4tV8i0rf01Rws4gut3RLoLFMkNDQ0kJaWxvLly03tlZWVZGZmkpqa2uqxRUVFnDp1isTERAD+/ve/k5CQQP/+/bHZbIwfP56dO3e2u81fsnKKqW90mdrqG11k5RT7qUci0tf05Rws0p7UjXub/bf+rUMtrt3r3zrk2UekN7PM40br1q1j2rRpxMbGmtrT0tL45S9/yaBBg1o9dtu2bdx1112e29WjRo1i69atnD17lsGDB5OTk8NXX33V7jZvFRUVUVdX18ERtq6ssrbVdqfT2WXXCRSKifgi0OdNfHx8p47vyzm4MwJ9XvkiEGNSVVXVrK2xyd3ivo1N7sv27xeQ8eguvT1Wnc3DVmOJIuHTTz/l8OHDpKSkmNr37NlDSEgIEydObPXYhoYGdu3aRVZWlqftX//1X7n//vuZPXs2YWFh/PCHPyQ4OLjdbd4aNWpUh/ZvT3RORYuFQnREv4CbcJ3ldDoVE+kwzZu29fUc7CvNq+YCNSYtDWnWyrxW1+7MhZOBwI1Hd1CsrMcSRcKBAwc4duwYkyZNAi5+AG727NkMGjSI6upqzy1sgKlTp/LKK6/wL//yLwC89957xMbGcvPNN5vO+fOf/5yf//znwMWF7qabbvJqmz8kTXGQubXQdNsyLCSIpCkOP/ZKRPqKvp6DRXyhtVsCnSWKhDlz5jBnzhzP68TERDZt2mT6Zg2AkSNHsmvXLgYMGOBp27ZtGzNmzGh2zrKyMqKjozl//jyvvPIKjz/+uFfb/OHSNyHoGxJExB/6eg4W8YXWbgl0ligSfFVaWsrBgwd56aWXmm2bNWsWbrebpqYmHnjgAf793//dq23+MjF+hBKLiPQqgZSDRXyhtVsCmc0wDMPfnRDxlp5ZFF9o3kh30LxqTjExUzy8p1hZj2W+AlVERERERKxBRYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImKhJERERERMQk2N8duKS+vp5Vq1bx4YcfEhYWxpgxY1ixYgUFBQWsW7eOpqYmhgwZwurVqxkx4uJPoGdkZJCbm8tXX33Fzp07iYuLA6CyspKnn36aL7/8ktDQUK677jrS0tKIjIwE4Ny5c6SlpVFUVERwcDBTpkxh3rx5fhs7QIGzhKycYsora4mK6EfSFId+6l1Eekxfz8EibdEaLX2RZYqEtWvXEhYWRm5uLjabjfLycs6fP8/ChQt58803ueGGG9ixYwfLly9ny5YtAEyaNImkpCQeeOAB07lsNhu/+MUvGDt2LHBxIXvhhRdYtWoVAIsWLeKHP/whL774IgBlZWU9ONLmCpwlZG4tpL7RdbE/lbVkbi0EUBISkR7Rl3OwSFu0RktfZYnHjWpqasjOziY5ORmbzQZAVFQUJ06cICoqihtuuAGACRMmsHfvXs6ePQtAQkICMTExzc4XHh7uWZwAxowZw9dffw3AP//5Tz777DN+/vOfe7ZHR0d329i8kZVT7Ek+l9Q3usjKKfZTj0SkL+nrOVikLevfOqQ1WvokS9xJKCkpITw8nMzMTPbv38+AAQNITk5m5MiRlJeX89e//pVbb72VnTt3AlBaWuq5bd0et9vNG2+8QWJiIgD/+Mc/GDZsGEuWLKG4uJioqCiefvppvv3tb3vd36KiIurq6jo+0FaUVda22u50OrvsOoFCMRFfBPq8iY+P9/nYvp6DOyPQ55UvAi0mjU3uFtu9XaMDLR7dqbfHqjN52IosUSS4XC5KSkq45ZZbWLhwIYWFhTz66KO89957/OY3v2H16tXU19czfvx4Bg8eTFBQkNfnXrFiBf379+fBBx8ELi5YhYWF/OpXvyIhIYG8vDwee+wx3n//fa/POWrUqA6PsS3RORUtFgrREf0CbsJ1ltPpVEykwzRv2tbXc7CvNK+aC8SYdGaNDsR4dBfFynos8bhRTEwMwcHBTJ06FYDRo0cTERHB8ePHue2223jjjTf44x//yIMPPkhdXR3f+ta3vDpvRkYGJ06c4KWXXsJut3uuFRMTQ0JCAgCTJ0+mrKzMc/vcH5KmOAgLMS+6YSFBJE1x+KlHItKX9PUcLNIWrdHSV1miSIiMjGTs2LHs27cPgOPHj1NRUcF1113n+UCb2+3mxRdf5N5776V///7tnvPFF1/k8OHDbNiwgdDQUE/7d77zHfr378/nn38OwIEDBxgyZAgRERHdMDLvTIwfwbyZo4mO6IeNi+9OzJs5Wh+IEpEe0ddzsEhbtEZLX2UzDMPwdyfg4jOxixcv5ty5cwQHB/PEE08wYcIElixZwsGDB2lsbOT2229n8eLFhIWFAbBy5Ury8vIoLy8nIiKC8PBwdu/ezeeff87UqVO5/vrrueqqqwCIjY1lw4YNAPztb3/jueeeo6GhgX79+rFkyRJuvfVWv41dvKfbkeILzZv2KQd3nOZVc4qJmeLhPcXKeixTJIh4Q0lEfKF5I91B86o5xcRM8fCeYmU9lnjcSERERERErENFgoiIiIiImKhIEBERERERExUJIiIiIiJioiJBRERERERMVCSIiIiIiIiJigQRERERETFRkSAiIiIiIibB/u7AJRkZGeTm5vLVV1+xc+dO4uLiOHnyJI8//rhnn6qqKqqrq/n4449Nx2ZmZvLb3/7Wc9zBgwd57rnnPNsrKiqIjo5m+/btAIwcOZK4uDjs9os10po1axg5cmQPjLJlBc4SsnKKKa+sJSqiH0lTHPq5dxHpUX05B0vg0voq4jvLFAmTJk0iKSmJBx54wNMWGxvLjh07PK/T09NxuVym44qKijh06BDDhw/3tH3/+983HTd37txmv+L35ptvMmDAgK4eRocVOEvI3FpIfePFcZVV1pK5tRBAiUxEekxfzcESuLS+inSOZYqEhISENrc3NDSwc+dOtmzZYmpLS0vj17/+NUlJSS0eV1FRwb59+0hLS+vS/naVrJxiTwK7pL7RRVZOsZKYiPSYvpqDJXCkbtxren30RCWNTW5TW32ji/VvHSJ3/wlP2+q543qkfyK9jWWKhPbk5+czbNgwRo0a5Wlbt24d06ZNIzY2ttXjsrOzuf3224mKijK1P/TQQ7hcLsaPH8/8+fMJDQ31ui9FRUXU1dV1fBAtKKusbbXd6XR2yTUCjeIivgj0eXPlO/VdLVBzcGcF+rzyhb9iUlVVZXp9ZYFwefvl+3Z3fzVHvNfbY9Xdebin9ZoiYdu2bcyYMcPz+tNPP+Xw4cOkpKS0edwf//hHFixYYGorKCggJiaG6upqnnrqKTZs2MCTTz7pdV8uXyQ7KzqnosVCITqiX8BNtq7gdDoVF+kwzZvOC9Qc3BmaV835MyZXXnbWyrxW19fMhZN7pE+aI95TrKynV3y70enTpzlw4AB33XWXp+3AgQMcO3aMSZMmkZiYyKlTp5g9ezZ79/6/242HDh3i/PnzTJgwwXS+mJgYAAYOHMjMmTM5ePBgzwykBUlTHISFBJnawkKCSJri8FOPRETMAjkHS+DS+irSOb3iTsL27duZMGECERERnrY5c+YwZ84cz+vExEQ2bdpEXFycp23btm1MmzaN4OD/N8zz588TFhbGVVddRVNTE7m5uTgc/ksYlz53oG9fEBGrCuQcLIFL66tI51imSFi5ciV5eXmUl5fz8MMPEx4ezu7du4GLC9SSJUs6dL66ujr27NnDW2+9ZWr/4osvWLp0KTabjaamJr73ve+RnJzcZePwxcT4EUpaIuJXfTkHS+DS+iriO5thGIa/OyHiLT2zKL7QvJHuoHnVnGJipnh4T7Gynl7xmQQREREREek5KhJERERERMRERYKIiIiIiJioSBARERERERMVCSIiIiIiYqIiQURERERETFQkiIiIiIiIiYoEERERERExUZEgIiIiIiImwf7uwCX19fWsWrWKDz/8kLD/v717j+vx/h8//ujdiSIVSoSZkcaQMoeZyClWOc2ccxrbMHbAnIbl9Mk2jDTHGZsdGEoRZpgxx4ghp5yiKB2odO79+8Ov69ulg0r0puf9dtttuq7rdV2v69Xrer7ez+t6Xe+MjWnatCmzZ8/OdznA6NGjuXXrFhqNBhMTE7788kvs7e0B2LdvH9999x1arRatVsvYsWPp3LlzgccqLfuDw1kfFMq9uGSqWJTHs6u9/Bl5IcRzVZZjsBBPS8Zx8TLSmSTh66+/xtjYmF27dqGnp8e9e/cKXA7g7e1NxYoVAdizZw9Tp05l69ataLVaJk2axIYNG6hfvz4XLlygf//+dOzYEY1GU+A+n7f9weH4bDpNanomANFxyfhsOg0gAUYI8dyU1RgsxNMqaByvWJoVE+Ip6USSkJSUhJ+fH3///Td6enoAVKlSJd/l2bIHJ4DExERlGwCNRkNCQgIACQkJWFlZodFonrjP5219UKgSWLKlpmeyPihUkgQhxHNRlmOwEMUxxfeg8u+LN+JIz8hSrU9Nz2TJxhCmvVf9eVdNiBKjE0lCeHg45ubm+Pj4cPToUUxNTRk/fjwVKlTIc7mTk5NSdtq0aRw6dAitVsvq1asB0NPTY/HixYwePRoTExOSkpJYuXJlgcfKuc8nOXfuHCkpKSVy7tFxyfkuDw4OLpFjvGykXURxvOz9xtHRsdhly3IMflove78qjrLQJtkJMJArQXh8eVloj5LyorfV08RhnaTVAWfPntXWr19fu23bNq1Wq9WGhIRoW7ZsqT127FieyxMSEnLtY+vWrdr3339fq9Vqtenp6dohQ4ZoT5w4odVqtdoTJ05onZ2dtYmJifkeK699Pg/DZu/Sun3ml+u/YbN3lUp9dF3271SIopB+U7CyHIOfhvSr3MpimxQ0jpfF9iguaSvdoxPfbmRjY4OBgQFubm4ANGnSBAsLC8qVK5fn8mvXruXaR48ePTh69ChxcXGEhoYSFRWlZHSOjo6UL1+esLCwfI+V1z6fB8+u9hgb6quWGRvq49nVvlTqI4Qoe8pyDBbiack4Ll5WOpEkWFpa0qJFCw4dOgTAtWvXiImJoXbt2vkuT0pKIjIyUtnH3r17qVSpEubm5lSrVo07d+5w9epVAMLCwoiJiaFWrVoFHqs0tHOsydg+TahqUR49oKpFecb2aSLvIwghnpuyHIOFeFoyjouXlZ5Wq9WWdiXg0TzVqVOnEh8fj4GBAZ988gnOzs75Lr937x6jR48mOTkZjUZDpUqV+OKLL2jYsCEA27ZtY9WqVcqLcePGjaNjx44FHkvovuDg4Jdvzp945qTfPJnE4KKTfpWbtImatEfhSVvpHp1JEoQoDAkiojik34hnQfpVbtImatIehSdtpXt0YrqREEIIIYQQQndIkiCEEEIIIYRQkSRBCCGEEEIIoSJJghBCCCGEEEJFkgQhhBBCCCGEiiQJQgghhBBCCBVJEoQQQgghhBAqkiQIIYQQQgghVAxKuwLZ9u3bx3fffYdWq0Wr1TJ27Fg6d+6Mt7c3u3bt4vbt2wQEBFC/fn0Abt26xZgxY5TyCQkJJCYmcuzYMQBGjx7NrVu30Gg0mJiY8OWXX2Jvb//EckIIURZJDBZCCJGTTiQJWq2WSZMmsWHDBurXr8+FCxfo378/HTt2pEOHDnh6ejJw4EBVGVtbW/z9/ZWf586dS2ZmpvKzt7c3FStWBGDPnj1MnTqVrVu3PrFcadgfHM76oFDuxSVTxaI8nl3taedYs1TrJIQoO8p6DBZlh4y3QhSeTiQJABqNhoSEBODRnSUrKys0Gg1OTk5PLJuWlkZAQABr1qxRlmUPTgCJiYno6ekVqtzztj84HJ9Np0lNfzRIRscl47PpNIAELiHEc1NWY7AoO2S8FaJodCJJ0NPTY/HixYwePRoTExOSkpJYuXJlocvv3bsXa2trGjZsqFo+bdo0Dh06hFarZfXq1YUu9zytDwpVAla21PRM1geFStASQjwXZTkGi5fHFN+DBa6/eCOO9Iws1bLU9EyWbAxh19Eb+ZabP7pNidRPiBeNTiQJGRkZrFixAl9fXxwdHQkODuaTTz5h+/btmJqaPrH85s2b6d27d67lc+fOBcDPz48FCxawatWqQpV7knPnzpGSklLkcnmJjkvOd3lwcHCJHONlI+0iiuNl7zeOjo7FLluWY/DTetn7VXGUVptkPwnLz+MJQs7lBZV92vORPlJ4L3pbPU0c1kU6kSSEhoYSFRWlNK6joyPly5cnLCyMxo0bF1j27t27HD9+nAULFuS7TY8ePZgxYwZxcXFYWFgUulx+SvKuV9WgmDwThaoW5V+6zlYSgoODpV1EkUm/KVhZjsFPQ/pVbqXZJk867PA5u/Mdb32+6PxM6iR9pPCkrXSPTnwFarVq1bhz5w5Xr14FICwsjJiYGGrVqvXEslu3bsXZ2VkZeACSkpKIjIxUft67dy+VKlXC3Ny8wHKlwbOrPcaG+qplxob6eHa1L6UaCSHKmrIcg0XZIeOtEEWjE08SqlatyqxZsxg/frzyctu8efMwNzdnzpw57N69m3v37jFs2DDMzc3Zvn27Unbr1q1MmzZNtb/k5GTGjx9PcnIyGo2GSpUqsXz5ctWLc3mVKw3Z7x3Ity0IIUpLWY7BouyQ8VaIotHTarXa0q6EEIUljyNFcUi/Ec+C9KvcpE3UpD0KT9pK9+jEdCMhhBBCCCGE7pAkQQghhBBCCKEiSYIQQgghhBBCRZIEIYQQQgghhIokCUIIIYQQQggVSRKEEEIIIYQQKpIkCCGEEEIIIVQkSRBCCCGEEEKoSJIghBBCCCGEUDEo7QoA3Lp1izFjxig/JyQkkJiYyLFjx7h27RqTJ08mPj4ec3NzvL29eeWVVwDw9vZm165d3L59m4CAAOrXr//E/eXk4+PD0qVLVWVLw/7gcPkz8UKIUlXW47AQ+ZExWpRVOpEk2Nra4u/vr/w8d+5cMjMzAZg5cyYDBgyge/fu+Pv7M2PGDNavXw9Ahw4d8PT0ZODAgYXeX7Zz584REhJCjRo1ntVpFcr+4HB8Np0mNf1R/aLjkvHZdBpAgpAQ4rkpy3FYiPzIGC3KMp1IEnJKS0sjICCANWvWEBMTw/nz51m7di0Abm5uzJ49m9jYWCwtLXFycirS/nIu8/Ly4ttvv8XT0/OZnUthrA8KVYJPttT0TNYHhUoAEkKUirIWh8XLa4rvwacqf/FGHOkZWaplqemZLNkYwq6jN55YPiEhgT+Oquswf3Sbp6qTEM+LziUJe/fuxdramoYNG3L27Fmsra3R19cHQF9fHysrKyIjI7G0tCzy/rJ99913eHh4YGtrW6w6njt3jpSUlGKVfVx0XHK+y4ODg0vkGC8baRdRHC97v3F0dCyxfel6HC7JGPy0XvZ+VRy61CYJCQlPVf7xBCHn8sLu+/HtdKl9dM2L3jYlGYd1gc4lCZs3b6Z3797PbH+nTp3i7NmzTJgwodj7zDnQPa2qQTF5JgpVLcq/dJ2tJAQHB0u7iCKTflM0uh6HSzIGPw3pV7npWps8bVWGz9md7xjt80XnJ5bXtfbQZdJWukenvt3o7t27HD9+HHd3dwBsbGy4e/euMo81MzOTqKgobGxsirU/gOPHjxMWFkaHDh1wcXHhzp07jBgxgoMHn+6RZHF5drXH2FBftczYUB/PrvalUh8hRNlWFuOwEPmRMVqUZTr1JGHr1q04OztjYWEBQOXKlbG3tycwMJDu3bsTGBiIvb19oR9xP74/gFGjRjFq1CjlZxcXF5YvX15q36qR/d6BfHOCEEIXlMU4LER+ZIwWZZnOJQnTpk1TLZs1axaTJ0/G19cXMzMzvL29lXVz5sxh9+7d3Lt3j2HDhmFubs727dsL3J8uaudYUwKOEEInlNU4LER+ZIwWZZWeVqvVlnYlhCgsmbMoikP6jXgWpF/lJm2iJu1ReNJWuken3kkQQgghhBBClD5JEoQQQgghhBAqkiQIIYQQQgghVCRJEEIIIYQQQqhIkiCEEEIIIYRQkSRBCCGEEEIIoSJJghBCCCGEEEJFkgQhhBBCCCGEiiQJQgghhBBCCBWD0q4AQFxcHJMmTeLmzZsYGRlRu3ZtvLy8sLS05PPPP+fo0aNER0dz8uRJTE1NlXIhISHMmDGD1NRUatSowddff03lypU5efIkX331lbJdTEwMVatWZevWrQBs3ryZH3/8kaysLGrWrMn//vc/zM3Nn/dpK/YHh7M+KJR7cclUsSiPZ1d7+RPwQojnqqzHYSGKS8Zw8bLSiScJenp6vP/+++zatYuAgABq1qzJN998A8C7776Lv79/rjJZWVlMnDiRGTNmsGvXLpycnJQyzZo1w9/fX/mvcePGuLm5ARAWFsbixYtZt24d27dvp3HjxixcuPD5nexj9geH47PpNNFxyWiB6LhkfDadZn9weKnVSQhR9pTlOCxEcckYLl5mOpEkmJub06JFC+Xnpk2bEhERAUCrVq2oXLlyrjJnz57F2NgYJycnAPr168fOnTtzbRcTE8OhQ4fo3r07AJcuXcLe3h5LS0sAnJ2dCQgIKPFzKqz1QaGkpmeqlqWmZ7I+KLSUaiSEKIvKchwWoriWbAzJcwxfsjGkdCokRAnSielGOWVlZfHrr7/i4uJS4HaRkZFUr15d+dnS0pKsrCzi4+NVj6z9/Px46623qFKlCgANGjTgv//+Izw8HFtbWwIDA3n48GGucgU5d+4cKSkpRT63vETHJee7PDg4uESO8bKRdhHF8bL3G0dHxxLbl67H4ZKMwU/rZe9XxVGW2iQ9Iyvf5dntUJba42m96G1VknFYF+hckjB79mxMTEwYNGhQiexvy5YtfPbZZ8rPderUYfr06Xz66afo6enRoUMHAAwMCt8UDRs2LJG6AVQNiskzUahqUf6l62wlITg4WNpFFJn0m6LR9ThckjH4aUi/yq2stcmTxvCy1h5PQ9pK9+jEdKNs3t7e3Lhxg8WLF6PRFFw1Gxsb5VE4QGxsLBqNRnUXKiQkhPv37+Ps7Kwq+8477/DHH3+wadMmWrdujbW1NRUqVCjRcyksz672GBvqq5YZG+rj2dW+VOojhCjbymIcFqK4ZAwXLzOdSRIWLlzI2bNnWbZsGUZGRk/cvlGjRqSkpHDixAkAfvvtN1xdXVXbbN68GQ8Pj1x3p6KjowFITU1lyZIlDB8+vITOoujaOdZkbJ8mVLUojx6P7j6M7dNEvhlBCPHcldU4LERxyRguXmY6Md3o8uXLrFixgldeeYV+/foBYGtry7Jlyxg7dixnzpwBwNXVlfr167NmzRo0Gg0LFixg5syZqq/ey5aSksKOHTvYuHFjruNNmTKFiIgI0tPT6datG56ens/nRPPRzrGmBBQhRKkq63FYiOKSMVy8rPS0Wq22tCshRGHJnEVRHNJvxLMg/So3aRM1aY/Ck7bSPToz3UgIIYQQQgihGyRJEEIIIYQQQqhIkiCEEEIIIYRQkSRBCCGEEEIIoSJJghBCCCGEEEJFkgQhhBBCCCGEiiQJQgghhBBCCBVJEoQQQgghhBAqOpMk7Nu3jx49etC9e3c8PDzYvXs3AKNHj8bDw4MePXowYMAAQkNDlTLXrl2jb9++dOnShb59+3L9+nVlXWpqKjNnzqRz5864u7vz5Zdf5jqmj48PdnZ2XLp06ZmfnxBC6DKJwUIIIXIyKO0KAGi1WiZNmsSGDRuoX78+Fy5coH///nTs2BFvb28qVqwIwJ49e5g6dSpbt24FYObMmQwYMIDu3bvj7+/PjBkzWL9+PQBff/01xsbG7Nq1Cz09Pe7du6c65rlz5wgJCaFGjRrP92TzsD84nPVBodyLS6aKRXk8u9rLn3gXQjw3ZT0GC5EXGZtFWaczTxI0Gg0JCQkAJCQkYGVlhUajUQYngMTERPT09ACIiYnh/PnzuLm5AeDm5sb58+eJjY0lKSkJPz8/xo8fr2xfpUoVZT9paWl4eXkxa9as53R2+dsfHI7PptNExyWjBaLjkvHZdJr9weGlXTUhRBlSVmOwEHmRsVkIHXmSoKenx+LFixk9ejQmJiYkJSWxcuVKZf20adM4dOgQWq2W1atXAxAZGYm1tTX6+voA6OvrY2VlRWRkJPr6+pibm+Pj48PRo0cxNTVl/PjxODk5AfDdd9/h4eGBra3t8z/Zx6wPCiU1PVO1LDU9k/VBoXLHQgjxXJTlGCzKtim+B/NcfvFGHOkZWaplqemZLNkYwq6jN3JtP390m2dSPyFKk04kCRkZGaxYsQJfX18cHR0JDg7mk08+Yfv27ZiamjJ37lwA/Pz8WLBgAatWrSpwf5mZmYSHh/P666/zxRdfcPr0aT788EP+/PNPLl++zNmzZ5kwYUKx63vu3DlSUlKKXT6n6LjkfJcHBweXyDFeNtIuojhe9n7j6OhY7LJlOQY/rZe9XxXHi9Qm2U/PHvd4gpBzeV5lCjrnF6k9StuL3lZPE4d1kU4kCaGhoURFRSmN6+joSPny5QkLC6Nx48bKdj169GDGjBnExcVhY2PD3bt3yczMRF9fn8zMTKKiorCxsQHAwMBAeQzepEkTLCwsuHbtGsePHycsLIwOHToAcOfOHUaMGMH8+fNp06ZwdwIaNmxYYudeNSgmz0ShqkX5l66zlYTg4GBpF1Fk0m8KVpZj8NOQfpXbi9Ym+VV1+Jzd+Y7NPl90LvT+X7T2KE3SVrpHJ95JqFatGnfu3OHq1asAhIWFERMTQ5UqVYiMjFS227t3L5UqVcLc3JzKlStjb29PYGAgAIGBgdjb22NpaYmlpSUtWrTg0KFDwKNv4IiJiaF27dqMGjWKgwcPsnfvXvbu3Uu1atVYs2ZNoQenkubZ1R5jQ33VMmNDfTy72pdKfYQQZU9ZjsFC5EXGZiF05ElC1apVmTVrluolt3nz5mFkZMTo0aNJTk5Go9FQqVIlli9frmwza9YsJk+ejK+vL2ZmZnh7eyv7/Oqrr5g6dSre3t4YGBiwYMECzMzMSuX8CpL93oF8g4IQorSU5RgsRF5kbBYC9LRarba0KyFEYcnjSFEc0m/EsyD9KjdpEzVpj8KTttI9OjHdSAghhBBCCKE7JEkQQgghhBBCqEiSIIQQQgghhFCRJEEIIYQQQgihIkmCEEIIIYQQQkWSBCGEEEIIIYSKJAlCCCGEEEIIFUkShBBCCCGEECqSJAghhBBCCCFUDEq7AgDe3t7s2rWL27dvExAQQP369QHYt28f3333HVqtFq1Wy9ixY+ncuTMA165dY/LkycTHx2Nubo63tzevvPIKAC4uLhgZGWFsbAzAhAkTePvttwHYvHkzP/74I1lZWdSsWZP//e9/mJubP/dzzrY/OFz+7LsQotSV5TgsRGHIeC3KGp1IEjp06ICnpycDBw5Ulmm1WiZNmsSGDRuoX78+Fy5coH///nTs2BGNRsPMmTMZMGAA3bt3x9/fnxkzZrB+/Xql/JIlS5RBLltYWBiLFy/G398fS0tLfH19WbhwIV5eXs/tXHPaHxyOz6bTpKZnAhAdl4zPptMAEniEEM9VWY3DQhSGjNeiLNKJJMHJySnP5RqNhoSEBAASEhKwsrJCo9EQExPD+fPnWbt2LQBubm7Mnj2b2NhYLC0t8z3OpUuXsLe3V7ZxdnZm0KBBpTY4rQ8KVQJOttT0TNYHhUrQEUI8V2U1DouyZ4rvwSKXuXgjjvSMLNWy1PRMlmwMYdfRG/mWS0hI4I+j/3e8+aPbFPnYQpQWnUgS8qKnp8fixYsZPXo0JiYmJCUlsXLlSgAiIyOxtrZGX18fAH19faysrIiMjFQGngkTJqDVanF0dOSzzz7DzMyMBg0a8N9//xEeHo6trS2BgYE8fPhQeVReWOfOnSMlJeWpzzE6Ljnf5cHBwU+9/5eVtI0ojpe93zg6Opb4PnU1DpdUDC4JL3u/Kg5db5PspLcoHk8Qci5/0v5yrtf1tiltL3r7PIs4XJp0NknIyMhgxYoV+Pr64ujoSHBwMJ988gnbt29/YtkNGzZgY2NDWloac+fOxcvLi2+++YY6deowffp0Pv30U/T09OjQoQMABgZFa4aGDRsW65weVzUoJs9EoapF+Zeuo5WU4OBgaRtRZNJvikdX43BJxeCnJf0qtxehTYpTveFzduc7Xvt80Tnfci9Ce+gKaSvdo7PfbhQaGkpUVJTSYRwdHSlfvjxhYWHY2Nhw9+5dMjMfTdXJzMwkKioKGxsbAOX/RkZGDBgwgJMnTyr7feedd/jjjz/YtGkTrVu3xtramgoVKjzns3vEs6s9xob6qmXGhvp4drUvlfoIIUROZSEOC1EYMl6Lskhnk4Rq1apx584drl69Cjx62S0mJoZatWpRuXJl7O3tCQwMBCAwMFCZ4/rw4UPl0Z5Wq2XHjh3Y2//fRRwdHQ1AamoqS5YsYfjw4c/5zP5PO8eajO3ThKoW5dHj0R2JsX2ayPsIQgidUBbisBCFIeO1KIv0tFqttrQrMWfOHHbv3s29e/ewsLDA3Nyc7du3s23bNlatWoWenh4A48aNo2PHjsCjwWry5Mk8ePAAMzMzvL29efXVVwkPD+fjjz8mMzOTrKws6taty/Tp07GysgLg/fffJyIigvT0dLp168b48ePRaHQ2VxKPkceRojik3zyZxOGik36Vm7SJmrRH4Ulb6R6dSBKEKCwJIqI4pN+IZ0H6VW7SJmrSHoUnbaV7XrxbN0IIIYQQQohnSpIEIYQQQgghhIokCUIIIYQQQggVSRKEEEIIIYQQKpIkCCGEEEIIIVQkSRBCCCGEEEKoSJIghBBCCCGEUJEkQQghhBBCCKEiSYIQQgghhBBCxaC0K/A4Hx8fli5dSkBAAPXr11eWT5kyhS1btnDy5ElMTU1JS0vjo48+4uzZswAcPXpU2TYqKooPP/yQzMxMsrKyqFOnDrNnz6ZSpUrs3LmT77//Xtn2zp07NG/eHB8fn+d3kv/f/uBw1geFci8umSoW5fHsak87x5rPvR5CCJGtLMVgIUDGYiHyo1NJwrlz5wgJCaFGjRqq5Xv37kVPT0+1TKPRMGLECCwsLBg6dKhqnYWFBRs2bKB8+fIAzJs3D19fX6ZMmYKrqyuurq7Ktj169MDNze3ZnFAB9geH47PpNKnpmQBExyXjs+k0gAQnIUSpKEsxWAiQsViIgujMdKO0tDS8vLyYNWuWanlcXBw+Pj5MmTJFtdzAwIDWrVtTsWLFXPsyNDRUBqfMzEwePnyIRpP7VM+dO8edO3dwcXEpuRMppPVBoUpQypaansn6oNDnXhchhChrMViIKb4HWbIxJM+xeMnGkNKplBA6RGeeJHz33Xd4eHhga2urWu7l5cW4cePyHIiepHv37kRGRmJnZ6d6vJ1t8+bNuLu7Y2RkVKT9njt3jpSUlCLXJ6fouOR8lwcHBz/Vvl920j6iOF72fuPo6PhU5ctaDC4pL3u/Ko4XpU0SEhJIz8jKc116RlaJnceL0h664EVvq6eNw7pGJ5KEU6dOcfbsWSZMmKBavmPHDgwNDWnXrl2x9uvv7096ejpz5szh119/ZeTIkcq6tLQ0AgMDWb9+fZH327Bhw2LVJ6eqQTF5JgpVLcq/dJ2sJAUHB0v7iCKTflOwshiDS4L0q9xepDZxdIThc3Y/07H4RWqP0iZtpXt0YrrR8ePHCQsLo0OHDri4uHDnzh1GjBiBj48PR44cwcXFRXkc7ebmxpUrVwq9b0NDQ3r27Mm2bdtUy//8809sbW1p0KBBiZ5LYXl2tcfYUF+1zNhQH8+u9qVSHyFE2VUWY7AQIGOxEAXRiScJo0aNYtSoUcrPLi4uLF++XPXNGgB2dnYEBgZiampa4P4iIyMxMzPD1NSUrKwsdu3alWtfmzdvpnfv3iV3EkWU/UKUfKOCEKK0lcUYLATIWCxEQXQiSSiu3r17c/fuXR48eEDbtm15++23mTt3LteuXeN///sfWq0WrVZLgwYNmDZtmlIuMjKSkydPsnjx4tKrPI+CkwQiIcSL6kWPwUKAjMVC5EdPq9VqS7sSQhSWzFkUxSH9RjwL0q9ykzZRk/YoPGkr3aMT7yQIIYQQQgghdIckCUIIIYQQQggVSRKEEEIIIYQQKpIkCCGEEEIIIVQkSRBCCCGEEEKoSJIghBBCCCGEUJEkQQghhBBCCKEiSYIQQgghhBBCRWeShNGjR+Ph4UGPHj0YMGAAoaGhAOzfv5+ePXvi7u7OoEGDCA8PV8p4e3vj4uKCnZ0dly5dUu3v2rVr9O3bly5dutC3b1+uX7+e65g+Pj55ln0e9geHM3zObjw+92f4nN3sDw5/ciEhhHiGylocFmWPjL1CFJ7OJAne3t5s27YNPz8/hg8fztSpU7l//z5ffPEFCxcuJCAggD59+jBr1iylTIcOHdiwYQM1atTItb+ZM2cyYMAAdu3axYABA5gxY4Zq/blz5wgJCcmz7LO2Pzgcn02niY5LRgtExyXjs+m0BCshRKkqS3FYlD0y9gpRNDqTJFSsWFH5d2JiInp6ety4cYMqVapQp04dAJydnTl48CCxsbEAODk5YWNjk2tfMTExnD9/Hjc3NwDc3Nw4f/68Ui4tLQ0vLy/VQPc8rQ8KJTU9U7UsNT2T9UGhpVIfIYSAshWHRdkwxfeg8t+SjSF5jr1LNoYwxfdgKdVQCN1lUNoVyGnatGkcOnQIrVbL6tWrqVatGvfu3ePMmTM0btyYgIAAACIjI7G0tMx3P5GRkVhbW6Ovrw+Avr4+VlZWSrnvvvsODw8PbG1ti1XPc+fOkZKSUqyy8OjuRX7Lg4ODi73fskLaSBTHy95vHB0dS2Q/L0IcftoYXJJe9n5VHLrUJgkJCcq/0zOy8twmPSOLhISEZ1ZvXWoPXfeit1VJxWFdoVNJwty5cwHw8/NjwYIFrFq1ikWLFjF//nxSU1Np27YtZmZmyqBTHKdOneLs2bNMmDCh2Pto2LBhscsCVA2KyTNRqGpR/qXrYCUtODhY2kgUmfSbwnsR4vDTxuCSIv0qN11rk5xVGT5nd75jr88XnZ/J8XWtPXSZtJXu0ZnpRjn16NGDo0ePEhcXR+vWrfn111/ZsmULgwYNIiUlhVq1ahVY3sbGhrt375KZ+eixYmZmJlFRUdjY2HD8+HHCwsLo0KEDLi4u3LlzhxEjRnDw4PN71OjZ1R5jQ/UAa2yoj2dX++dWByGEKMjLHodF2SNjrxBFoxNJQlJSEpGRkcrPe/fupVKlSpibmxMdHQ1AVlYWCxcupF+/fpiYmBS4v8qVK2Nvb09gYCAAgYGB2NvbY2lpyahRozh48CB79+5l7969VKtWjTVr1tCmTZtnd4KPaedYk7F9mlDVojx6PLqLMbZPE9o51nxudRBCiJzKWhwWZY+MvUIUjU5MN0pOTmb8+PEkJyej0WioVKkSy5cvR09Pj8WLF3Py5EnS09N56623VI+n58yZw+7du7l37x7Dhg3D3Nyc7du3AzBr1iwmT56Mr68vZmZmeHt7l9bp5amdY00JTEIInVEW47Aoe2TsFaLw9LRarba0KyFEYcmcRVEc0m/EsyD9KjdpEzVpj8KTttI9OjHdSAghhBBCCKE7JEkQQgghhBBCqEiSIIQQQgghhFCRJEEIIYQQQgihIkmCEEIIIYQQQkWSBCGEEEIIIYSKJAlCCCGEEEIIFUkShBBCCCGEECqSJAghhBBCCCFUDEq7AtmuXbvG5MmTiY+Px9zcHG9vb1555RVlvY+PD0uXLiUgIID69etz7do1ZsyYQXR0NAYGBrzxxhvMnDmTcuXKAbB8+XK2bduGgYEBpqameHl5Ua9ePQBWrFhBQEAAGRkZNGnShNmzZ2NkZPRcz3d/cDjrg0K5F5dMFYvyeHa1lz8VL4QoVWUtDgtREBmnRVmnM08SZs6cyYABA9i1axcDBgxgxowZyrpz584REhJCjRo1lGWGhoZMmTKFnTt3sm3bNpKTk1mzZg0AoaGh/P777/zxxx9s27aNrl27smDBAgAOHjxIYGAgGzduJCgoCENDQ3788cfneq77g8Px2XSa6LhktEB0XDI+m06zPzj8udZDCCFyKktxWIiCyDgthI48SYiJieH8+fOsXbsWADc3N2bPnk1sbCwVKlTAy8uLb7/9Fk9PT6WMra2t8m+NRkPjxo0JCwsDQE9Pj/T0dFJSUjAxMSEhIYFq1aoBcOHCBZycnDAxMQGgbdu2LF26lFGjRj2v02V9UCip6ZmqZanpmawPCpW7FEKIUlHW4rAou6b4HnziNhdvxJGekaValpqeyZKNIew6eiPfcvNHt3nq+gmhK3QiSYiMjMTa2hp9fX0A9PX1sbKyIjIykh07duDh4aEajB6XkpLC5s2b+eyzzwBo0KABw4YNw8XFhYoVK2JmZsbPP/8MQMOGDdm0aROxsbGYmZkRFBTE7du3i1Tfc+fOkZKSUsyzfXRHIr/lwcHBxd5vWSFtJIrjZe83jo6OT1X+RYrDTxuDS9LL3q+KQ9fbJCEh4YnbPJ4g5FxeUPm8zl3X20OXvOht9bRxWNfoRJKQn5SUFM6ePcuECRPy3SYjI4NPP/2Uli1b0qFDBwBu377NX3/9xe7du7GysmL16tVMnjyZFStW0KpVKwYMGMCIESMwNjamZcuWGBgUrRkaNmz4VOdVNSgmz0ShqkX5l66DlbTg4GBpI1Fk0m+KTxfj8NPG4JIi/Sq3F6FNClO94XN25ztO+3zRudDHehHaQ1dIW+kenXgnwcbGhrt375KZ+WgKTmZmJlFRURw5coSwsDA6dOiAi4sLd+7cYcSIERw8eFDZbsKECVSqVInp06cr+9u5cyf169fHysoKgB49enD06FFl/ZAhQ9i6dSu//fYb9evXp27dus/xbMGzqz3GhvqqZcaG+nh2tX+u9RBCiGxlLQ4LURAZp4XQkSShcuXK2NvbExgYCEBgYCD29vaMGTOGgwcPsnfvXvbu3Uu1atVYs2YNbdq0ISsri8mTJ6Ovr8/cuXPR09NT9mdra0twcDAPHz4E4O+//1a+UQMgOjoagPv377Nq1SpGjBjxHM8W2jnWZGyfJlS1KI8ej+5MjO3TRN5HEEKUmrIWh4UoiIzTQujQdKNZs2YxefJkfH19MTMzw9vbu8DtDxw4wLZt26hfvz69evUCoFmzZsycOZPOnTtz+vRpevXqhZGREWZmZsyfP18pO3z4cLKyssjIyGDgwIF07NjxmZ5bXto51pRgI4TQKWUtDgtREBmnRVmnp9VqtaVdCSEKS+YsiuKQfiOeBelXuUmbqEl7FJ60le7RielGQgghhBBCCN0hSYIQQgghhBBCRZIEIYQQQgghhIokCUIIIYQQQggVSRKEEEIIIYQQKpIkCCGEEEIIIVQkSRBCCCGEEEKoSJIghBBCCCGEUNGJv7gcFxfHpEmTuHnzJkZGRtSuXRsvLy8sLS2Jj4/Hy8uLc+fOYWBgQNeuXRk7diwAn3/+OUePHiU6OpqTJ09iamoKQFZWFv379yc5ORmAqlWr8tVXX2FrawuAnZ0d9evXR6N5lCMtWLAAOzu7UjhzIYTQDRKHhRBC5KQTf3E5Pj6eixcv0qJFCwC8vb25f/8+8+bN48MPP6Rly5YMHToUgOjoaKpWrQrA4cOHqV+/Pq1bt1YNTgAJCQlUrFgRgHXr1nH8+HF8fHyAR4PT49s/b/uDw1kfFMq9uGSqWJTHs6u9/Pn3QpC/yCiKQ/rNk5XFOPy0pF/lpsttUhrjri63h66RttI9OjHdyNzcXBmYAJo2bUpERATXr1/n0qVLDBkyRFmXPTABtGrVisqVK+e5z+yBCSAxMVG5W6UL9geH47PpNNFxyWiB6LhkfDadZn9weGlXTQhRRpW1OCzKFhl3hSg6nZhulFNWVha//vorLi4uXLlyBWtra6ZNm0ZoaChVqlRh0qRJ1KtXr1D7GjlyJOfPn8fCwoI1a9ao1g0ePJjMzEzatm3Lxx9/jJGR0bM4nTytDwolNT1TtSw1PZP1QaHyNEEIUerKQhwWL54pvgeLXfbijTjSM7JUy1LTM1myMYRdR28Ua5/zR7cpdn2EeBHoxHSjnL766ivu3r2Lj48Pe/bs4ZNPPmH9+vU4OTmxe/duFixYwJ49e1RlCnpsnZWVxYoVK7h79y6zZs0CIDIyEhsbGxITE5k4cSL169fn008/LXQdz507R0pKSrHPcdYvt/JfN8C22PsVQpRdJfmYXtfj8NPGYPFiWrsnqthlb0Sl5buutlXxktNhHa2KWx3xknrZpkvp1JMEb29vbty4wfLly9FoNNjY2GBjY4OTkxMAnTt3ZuLEicTGxmJpaVmofWo0Gt599106d+6sDE42NjYAVKhQgT59+rB27doi1bNhw4ZF2v5xVYNiiI5Lzr3covxL18FKmsxZFMUh/abwXoQ4/LQxuKRIv8rtWbbJ0+x2+Jzd+Y67Pl90fopaFUz6SOFJW+kenZkgunDhQs6ePcuyZcuUR86NGjXCxMSEy5cvA3D8+HEqVaqEhYVFgfuKjY0lNjZW+Xnnzp3Kt2bcv39fuQOVkZHBrl27sLe3fxanlC/PrvYYG+qrlhkb6uPZ9fnWQwghcipLcViULTLuClF0OvEk4fLly6xYsYJXXnmFfv36AWBra8uyZcuYN28eU6ZMIS0tjfLly+Pj44Oenh4AY8eO5cyZMwC4urpSv3591qxZQ3R0NFOmTCE9PR2AGjVq8PXXXwNw9epVZsyYgZ6eHhkZGTg4ODB+/Pjner7Z7x3ItxsJIXRFWYvDomyRcVeIotO5dxKEKIg8jhTFIf1GPAvSr3KTNlGT9ig8aSvdozPTjYQQQgghhBC6QZIEIYQQQgghhIokCUIIIYQQQggVSRKEEEIIIYQQKpIkCCGEEEIIIVQkSRBCCCGEEEKoSJIghBBCCCGEUJEkQQghhBBCCKEiSYIQQgghhBBCxaC0K/A4Hx8fli5dSkBAAPXr1yckJIQZM2aQmppKjRo1+Prrr6lcubKqzJQpU9iyZQsnT57E1NSUnTt38v333yvr79y5Q/PmzfHx8Slw3bOwPzhc/gy8EOKF8bLFYCFKioznoqzRqSTh3LlzhISEUKNGDQCysrKYOHEi8+fPx8nJCV9fX7755hvmz5+vlNm7dy96enqq/bi6uuLq6qr83KNHD9zc3J64rqTtDw7HZ9NpUtMzAYiOS8Zn02kACSxCCJ3zssVgIUqKjOeiLNKZ6UZpaWl4eXkxa9YsZdnZs2cxNjbGyckJgH79+rFz505lfVxcHD4+PkyZMiXf/Z47d447d+7g4uJSpHUlYX1QqBJQsqWmZ7I+KPSZHE8IIYrrZYzBQjytKb4HmeJ7kCUbQ/Icz5dsDGGK78FSqp0Qz5bOPEn47rvv8PDwwNbWVlkWGRlJ9erVlZ8tLS3JysoiPj4ec3NzvLy8GDduHBUrVsx3v5s3b8bd3R0jI6MirSvIuXPnSElJeeJ20XHJ+S4PDg4u0jHF/5G2E8XxsvcbR0fHpyr/Msbg5+Fl71fF8TK1SUJCAgDpGVl5rk/PyCIhIaHAc36Z2uNZe9Hb6mnjsK7RiSTh1KlTnD17lgkTJhS6zI4dOzA0NKRdu3b5bpOWlkZgYCDr168v0ronadiwYaG2qxoUk2eiUNWi/EvXkZ6X4OBgaTtRZNJvCvayxuBnTfpVbi9bm2SfyvA5u/Mdz32+6Jxv+ZetPZ4laSvdoxPTjY4fP05YWBgdOnTAxcWFO3fuMGLECG7cuEFERISyXWxsLBqNBnNzc44dO8aRI0dwcXFRHlW7ublx5coVZfs///wTW1tbGjRokOuYBa0rKZ5d7TE21FctMzbUx7Or/TM7phBCFNXLGoOFKCkynouySCeeJIwaNYpRo0YpP7u4uLB8+XJee+01Nm7cyIkTJ3BycuK3335TXnibNWuWau6snZ0dgYGBmJqaKss2b95M79698zxmQetKSvbLTPJtCEIIXfayxmAhSoqM56Is0okkIT8ajYYFCxYwc+ZM1dfvFUZkZCQnT55k8eLFRVpX0to51pQgIoR4Ib0MMViIkiLjuShr9LRarba0KyFEYcmcRVEc0m/EsyD9KjdpEzVpj8KTttI9OvFOghBCCCGEEEJ3SJIghBBCCCGEUJEkQQghhBBCCKEi7yQIIYQQQgghVORJghBCCCGEEEJFkgQhhBBCCCGEiiQJQgghhBBCCBVJEoQQQgghhBAqkiQIIYQQQgghVCRJEEIIIYQQQqhIkiCEEEIIIYRQkSRBCCGEEEIIoSJJghBCCCGEEEJFkgRR6ry9vXFxccHOzo5Lly4py69du0bfvn3p0qULffv25fr16wCkp6czevRoPDw8GDt2LBkZGQDExsYycOBA0tLSSuM0xHPm4uKCq6sr3bt3p3v37vzzzz8AhISE4OHhQZcuXRg+fDgxMTEA3L9/n8GDB+Pu7s6sWbOU/Vy9epUPPvigNE5B6CCJR7nJtZbb/v376dmzJ+7u7gwaNIjw8HCgbPeTvOTXTvktL6vtpLO0QpSy48ePayMiIrTt27fXXrx4UVk+ePBgrZ+fn1ar1Wr9/Py0gwcP1mq1Wu3evXu1kydP1mq1Wu3kyZO1e/fuVf59/Pjx51x7UVoe7y9arVabmZmp7dixo9IPli1bpvSVn376Sbt06VKtVvuob2WXff/997XXr19/jjUXukziUW5yranFx8dr33zzTe3Vq1e1Wu2j/jB8+HCtVlu2+8nj8mungtqvLLaTLpMnCaLUOTk5YWNjo1oWExPD+fPncXNzA8DNzY3z588TGxuLgYEBKSkpAKSkpGBoaMixY8fQaDQ4OTk99/oL3XH27FmMjY2VftCvXz927twJoPSbrKws0tLSMDQ0ZOvWrTRt2pTatWuXZrWFDpF4VDhl+Vq7ceMGVapUoU6dOgA4Oztz8OBB6SePya+d8lteVttJl0mSIHRSZGQk1tbW6OvrA6Cvr4+VlRWRkZG89dZbmJqa4uHhQcWKFWnevDnfffcdEydOLOVai+dtwoQJypSGBw8eEBkZSfXq1ZX1lpaWZGVlER8fj4eHBzdv3qRHjx60bt0ac3Nz/vjjD0aOHFmKZyBeBBKP5FrLqU6dOty7d48zZ84AEBAQAEg/eVx+7ZSSkpJv+5XFdtJlBqVdASGKSqPRMGfOHOVnHx8f+vTpQ0REBDNmzABg9OjRNGjQoLSqKJ6DDRs2YGNjQ1paGnPnzsXLy4tOnTrlu72JiQlLlixRfp46dSrjx4/nxIkT/PrrrxgZGfHZZ59Ro0aN51F98ZIoC/FIrjW1ihUrsmjRIubPn09qaipt27bFzMyMhw8f5lumLPSTx+XXTmZmZnku19fXL5PtpNNKe76TENlyznu9d++e1tHRUZuRkaHVarXajIwMraOjozYmJkZV5tq1a9r3339fq9Vqtf3799eGh4drb968qR04cODzrbwoVRcuXNC2b99ee/r0ae0777yjLI+JidE2bdo01/bHjh3TTpkyRavVarWurq7ahIQE7eHDh7WTJk16bnUWuk3iUd7kWsstOjpa26hRI+2tW7eknxQgu52SkpIKtbystpMukelGQidVrlwZe3t7AgMDAQgMDMTe3h5LS0vVdvPnz2fq1KkAJCcno6enh0ajKfCOjnjxPXz4kISEBAC0Wi07duzA3t6eRo0akZKSwokTJwD47bffcHV1VZVNS0tj8eLFyuPrlJQUNBqN9BuRr7Icj+Ray1t0dDQAWVlZLFy4kH79+lGjRo0y20/yk1c7mZiY5Ls8p7LUTrpKT6vVaku7EqJsmzNnDrt37+bevXtYWFhgbm7O9u3bCQsLY/LkyTx48AAzMzO8vb159dVXlXL+/v6Eh4czduxYAPbt28c333wDwKRJk3B2di6V8xHPXnh4OB9//DGZmZlkZWVRt25dpk+fjpWVFSdPnmTmzJmkpqZSo0YNvv76a6pUqaKU9fX1xcbGhp49ewKwceNG1q5di6GhIXPnzuWNN94ordMSOkDikZpca3mbNm0aJ0+eJD09nbfeeoupU6dibGxcZvtJfvJrp/yWZytr7aSrJEkQQgghhBBCqMh0IyGEEEIIIYSKJAlCCCGEEEIIFUkShBBCCCGEECqSJAghhBBCCCFUJEkQQgghhBBCqJRKknDr1i3s7OzIyMgA4P3332fr1q2lURWd4ufnR4cOHWjevDmffPIJSUlJz+xY77zzDkePHi12+cmTJ7No0aISrFHpiI2NxdXVlZSUFAAGDx7Mpk2birwfXevDJXmNpaWl4erqSmxsbElWsUB2dnbcuHHjuR2vpHz77bf8+OOPT9yusNffi9oORXH06FHatm2r/PyktomIiMDBwYHMzMxc6+7du0fXrl1JS0t7JnUtKTmvxy1bttC/f/9SrtHzMWPGDJYtWwbk/r0/zsHBgfDw8OdVtWdi+fLlTJs2Dcgdk4s71rwIHj9XXfK0n33KmkIlCVu2bMHd3Z0mTZrw1ltvMXPmTB48eFDog7i4uPDvv//mu3716tXK9yi/aLIvhh49eqiWx8bG0qhRI1xcXAq1n/DwcGbNmsWiRYs4fPgwpqamrF+//hnU+JHt27fTokWLZ7b/khQaGkqvXr1o0qQJvXr1IjQ0VFkXEBBAmzZtcHFx4ciRI8rymzdv0q9fvzw/SOS0cuVKevXqRbly5Z6qjk/bh3X5GjMyMqJ3796sXLmyWOVL2o4dO+jXrx9NmjRh8ODBudYX1F+0Wi1ff/01LVq0oEWLFnz99ddkfwt0QkICI0aMwMnJic8//1zVd7788kt2795dYL1iY2Px8/OjX79+TzyHF+n6y0mr1bJ69Wo6d+5M48aNadeuHY6Ojvz999+q7Qr64PukxOfxtnm8b1evXp1Tp06hr6+fq2yVKlVo0aIFv//+e1FPrUBPe30+TtfGvKVLl2JnZ8fp06eLVK6oH3S9vLwYM2ZMobY9deoUNWvWLFJ9sm3atAlXV1ccHBxo3bo1I0eOJDExsVj7ehoffvghc+fOfe7HLS47OzuaNm2Kg4MDb7/9NvPnz3/iGPqiyRlfli5dyoQJEwrcPiwsDE9PTxwdHenUqRN//vmnav3hw4dxdXVVxqPbt28r61avXk2LFi145513uHjxorI8ODiY0aNHP7Guj8fKNWvW0KZNGy5fvvzEJLukPDFJ+OGHH/jmm2+YOHEiJ06c4PfffyciIoJhw4aV+t0aXcpSk5OTuXTpkvJzYGAgNWrUKHT5//77j7p169K4cWMiIyO5f/++qlOVVWlpaYwePRoPDw+OHz9Ojx49GD16NGlpaWRkZPDtt9+yZcsWvvzyS+bMmaOUmzNnDlOmTMnzg0TOfW/duhUPD4/ncSr5ehGuMXd3d7Zu3Vrq9QEwNzfH09OTkSNH5lpXUH8B+P3339mzZw/+/v5s27aNffv28dtvvwGP/mKsvb09//77L7dv31YGg1OnThEVFUXnzp0LrNeWLVtwdnZ+6oTzWShqrMxv+zlz5rBx40a8vb05efIkq1atIjU1FV9f35Ko5lPJ2VeLkyRotVqysrJyLdel6/NZjHlarRY/Pz/Mzc3x8/Mr8f0/b8eOHWPRokUsXLiQU6dOsWPHDrp161asfenSZ4znxd/fn1OnTvHjjz8SGBjIxo0bc21TVtolIyOD0aNH0759e44dO4aXlxcTJ07k2rVrwKMbQ2PHjmX8+PEcO3aMRo0a8emnnwIQFRXFH3/8wV9//UX//v1ZuHChsk9vb2/lL0kXlq+vL+vWreOnn36iXr16JXuiBSgwSUhMTGTp0qVMnz6dtm3bYmhoiK2tLYsXL+b27dts27YNyD31JGeGM3HiRCIiIvjwww9xcHBg1apVuY7z+N2IP/74g65du9K8eXNGjBihyszs7OzYsGEDnTt3pnPnzsqxfvjhB1q1akWbNm3YvHmzsn1aWhre3t60a9eO1q1bM2PGDGVqSWxsLB988AFOTk68+eabDBgwQBkkVq5cydtvv42DgwNdunTh8OHDBTZk9+7dVdM5/Pz8cj1dWLlyJR07dsTBwYFu3bqpMtKUlBSMjIzIyMjA09MTV1dXFi9enOexVq1ahYODg/Jfw4YNmTx5MkeOHMHd3V3ZbtiwYfTu3Vv5ecCAAezZswdQ3507c+YMvXr1olmzZrRu3Zr58+crZU6cOEG/fv1wcnLC2dmZLVu2KOsePHjAqFGjcHBwoE+fPty8eVNZFxYWxrBhw3jzzTfp0qULO3bsUNZNnjyZr776Kt+yOR07doyMjAyGDBmCkZERnp6eaLVajhw5Qnx8PNbW1lhZWdG6dWvl0fTOnTuxtramSZMmee4z2+nTpzEzM6NatWp5ro+KisLd3Z3Vq1cDEBISorSFh4eH6pFlzj6cfRfV29ub5s2b4+LikutOa7YX4RoDqFatGpUqVSIkJCTP8yiofvCov61ZswZ3d3ccHR355JNPSE1NVdavXr2aNm3a0KZNG/744488j5GtdevWdOvWDWtr61zrCuov8Oi6HD58ONWqVcPa2pphw4Yp1+2tW7do0aIFRkZGODk5ER4eTmZmJvPnz2f69OkF1gngwIEDNG/eXPm5oPiS8/rLzMxk+fLlSmzo1asXkZGRyn7+/fdfOnfujJOTE1999RU5//5lUX+P+/bto3v37jg5OdGvXz8uXLigbO/i4sLKlStxd3enadOmuT4IXL9+nV9++YVvvvkGBwcHDAwMqFevHpaWlvz3339KjBw8eDDHjx9Xym3ZsoXevXvz8ccf07BhQ+DRI38HBwd27NjBypUrVXd533rrLVq2bAnAhAkTuH37NsOHD8fOzg53d3fOnz+v3GGzs7NjxYoVvPHGG7zxxhsMHTqUbdu2ERYWprTFk67bRYsWKU+mHp/eUtjrc+nSpYwbN44JEybg4OCAu7s7165dY8WKFbRq1QpnZ2cOHjyoOm5+d+C9vb3p378/CQkJbNmyhX79+jFv3jxatGjB0qVLSUhIYNKkSbRs2ZL27dvj6+ur9KuixJ5sJ06cIDo6mmnTprFjxw5V4lPQ/hYtWsSJEyfw8vLCwcEBLy8v4Mmxv7DTVHPeRS3KmPHff//RtGlTXn/9deDRTYWePXtSoUIFIHfbP/7U6/HrZubMmXh7e6uO8dFHH7F27VoA7t69y8cff0zLli1xcXFRzQAozJ1qePTk29PTU3nC+fnnn6ueVD0pfu7Zs4fu3bvTrFkzOnbsyIEDB4BHT0enTp1KmzZtePvtt1m0aFGhnwzUrVsXR0dHLl++rMyY2LRpE+3atWPIkCFkZWXh6+tL+/btadWqFZMmTSIhIUG1j82bNytxfc2aNcryrKws5fNQixYtGD9+PPHx8cD/zc7YunUr7dq1o0WLFnz//ff51nPy5MnMmjWL999/HwcHB/r160d0dDRz586lefPmuLq6cv78eVVb/vvvvxw4cIAVK1YQFBSEg4NDnjcLr169SlRUFEOHDkVfX59WrVrRrFkz/P39Afjzzz+pV68eXbt2xdjYmI8//pgLFy4QFhZGZGQkr7/+OhUqVKBVq1ZKbFm3bh0uLi7Y2toW6vcAj661P/74gw0bNlCnTp1ClysJBSYJJ0+eJDU1NdcdNFNTU5ydnQuc3pDt66+/pnr16ixfvpxTp07lefcvpz179rBixQp8fHw4fPgwjo6OfP7557m22bhxoxJ87t27R0JCAgcOHGDu3Ll4eXlx//59AL755huuXbuGn58fu3fvJioqSpkTuXbtWqytrTl8+DCHDh3is88+Q09Pj6tXr7Jhwwb++OMPTp06xZo1a574VMDDw4MdO3aQmZnJlStXePjwYa4PqTVr1mTDhg0EBwczduxYJk6cSFRUlGqbmJgYIiIiePPNN/M91siRIzl16pRyl8TCwoKuXbvStGlTrl+/TmxsLOnp6Vy8eJGoqCgSExNJSUnh7NmzODo65trf3Llz8fT05OTJk/z555907doVgNu3bzNy5EgGDRrE4cOH8fPzw97eXim3Y8cOxo4dy/Hjx6lVq5YS/B8+fMjw4cNxc3Pj33//ZdGiRXz11VdcuXLliWUfd+XKFezs7NDT01OW2dnZceXKFSwtLYmPj+fOnTscOnSI1157jcTERL7//ns+++yzfNsv26VLl/K94MLDwxk8eDCDBg3i/fff5+7du3zwwQd89NFHHDt2jC+++IJx48blO0//zJkz1KlThyNHjvD+++8zbdo08vrj5i/KNQbw6quvqj5UFlVQUBCrV6/mr7/+4uLFi0rCeeDAAX744Qd++OEHdu/e/cSEvCAF9ReAy5cv06BBA2VdgwYNuHz5MgD169fn33//JSUlhRMnTlCvXj1++ukn2rZtW6hpD4/3p/ziy+PWrl3L9u3bWblyJSdPnmTevHmqpxH79+/njz/+YNu2bQQFBfHPP/8ARf89nj9/nqlTp+Ll5cXRo0fp27ev6ikLoNTjxIkTGBgYqPZ1+PBhqlWrRuPGjVXLDQwMqFu3br59NSsri7CwMOzs7Dh16hQAlStXZsmSJU+8w/vGG29gaGjIN998w3///YeDgwNLlizJ1X59+/bl2LFjjB07loCAAExNTblw4UKhrlt/f39mz57NyZMnqV69umrfRbk+sxOw48ePY29vz4gRI8jKyuLAgQOMGTOGGTNmFHiuWVlZTJ8+nUuXLvHDDz9QsWJF4FEsqVmzJocOHeKjjz5i9uzZJCQksGfPHn766Sf8/f1VN8YKG3uybd26lfbt2ytxf9++far1+e3v008/xcnJiRkzZnDq1ClmzJhRqNhfXIUdM5o0acLBgwdZsmQJwcHBxXrak/O6cXNzY8eOHUob3r9/n0OHDtGtWzeysrL46KOPsLOz48CBA6xbt45169Yp12hhabVaPvjgA/755x+CgoK4c+cOS5cuVW2TX/w8c+YMX3zxBZMmTeLEiRNs2LBB+bwyefJkDAwM2L17N35+fhw6dKjQ08OuXLlCcHCwasw/fvw4O3bsYM2aNWzZsoWtW7eyfv169uzZw8OHD5VEMdvRo0fZvXs3a9asYdWqVcr18tNPP7Fnzx5+/vln/vnnHypVqpSrbHBwMDt37mTdunUsW7aMsLCwfOsaFBTEJ598wpEjRzAyMqJv3740bNiQI0eO0KVLF9WNz2xt27blgw8+oGvXrpw6dUpJ+J9Eq9UqY8bly5exs7NT1pmYmFCrVi2uXLlCrVq1uHTpEg8ePODw4cO89tprREZGsn37doYPH16oY8Gj99yCgoL4+eefiz397mkUmCTExcVhYWGRa7AAqFq1KnFxcSVeod9++41Ro0ZRt25dDAwM+PDDDwkNDVXdIRs1ahTm5ubKQGpgYMCYMWMwNDTE2dkZExMTrl27hlarZePGjUydOhVzc3MqVKjABx98wPbt25Vy0dHRREREYGhoiJOTE3p6eujr65OWlkZYWBjp6enY2tpSq1atAutdrVo16tSpw7///oufnx/du3fPtU3Xrl2xtrZGo9HQrVs3ateuzZkzZ1TbWFlZ4eDgwPvvv8+tW7cKPGZKSgpjxozB09NTmebwxhtvcOLECc6dO0eDBg1o1qwZJ0+eJCQkhNq1a2NhYZFrPwYGBty8eZPY2FhMTU1p2rQp8GjKVOvWrXFzc8PQ0BALCwtVwOjYsSONGzfGwMAADw8PZe73/v37qVGjBr1798bAwIDXX3+dLl26sHPnzieWfVxSUpIyWGarUKECSUlJaDQaZs2axbhx4/jhhx+YM2cOS5cuZdCgQVy8eJHBgwczYsQI1TSwnB48eICpqWmu5VeuXGHIkCF8/PHH9O3bF3j0QaJt27Y4Ozuj0Wh46623aNSoUb536apXr857772Hvr4+PXv2JDo6mnv37uXa7kW5xuDRB6OnmYc9ePBgrK2tMTc3p3379srvPCgoiF69elG/fn1MTEwYO3ZssY9RUH+BRwls9h1FgIoVK/Lw4UO0Wi3vvvsuiYmJ9OnTBycnJxo0aIC/vz9DhgxhxowZDBw4sMC7oAkJCar+lF98edymTZsYP348r776Knp6ejRo0EB1nY4cORIzMzOqV69OixYtlEStqL/H33//nb59+9KkSROlXxoaGqqeDg0ePBgbG5s8p0zFxcVRtWrVPM89LCyMtWvX4uTkRHBwMAEBAcq6W7dukZGRwdixYzEyMgIexcKcCWh+fvvtN8zMzLC0tMTIyIixY8cqd0mz3b9/n88//5yKFSvi5OSEi4sLBgYGJCQkFOq67dmzJ/Xq1cPAwABDQ8Nc51zY69PJyYm3334bAwMDXF1diYuLY9SoURgaGtKtWzdu376d7/WTkZHBZ599xv379/n+++8pX768ss7KyorBgwcr9duxYweff/45FSpUwNbWlmHDhqk+4BQ29sCjabI7d+7E3d0dQ0NDunTpkmvKUVH2V5jYX1yFHTOcnJxYunQp58+f54MPPqBFixZFnluf87rJvm5PnDgBwK5du2jatCnW1tb8999/ypQTIyMjatasyXvvvVeovp1T7dq1eeuttzAyMsLS0pJhw4apnsZB/vHzjz/+oHfv3rz11ltoNBqsra2pW7cu9+7d4++//2bq1KmYmJhQuXJlhg4dqnz+yU/Pnj1p3rw5H374Ie+++65qNsLHH3+MiYkJ5cqVIyAggKFDh1KzZk1MTU357LPP2LFjh+oJ5JgxYzAxMcHOzo5evXoRGBgIPLquP/30U6pVq6Zc17t27VKVHTt2LOXKlaNBgwY0aNCgwBtUnTp1olGjRhgbG9OpUyeMjY3p0aMH+vr6dOvWLd++8iR16tTB0tKS1atXk56ezsGDBzl+/LgyG+Xhw4f5jjcWFhZ8+OGHDBkyhP379/PFF18wd+5cJk6cyJ49exg0aBAfffQRd+7cKbAOBw8e5O233851A+N5yR35crCwsCAuLo6MjIxcQTI6OjrPD5xPKyIignnz5qke72m1Wu7evatkxzY2Nqoy5ubmqvqVL1+ehw8fEhsbS3JyMr169VLtK/vR7IgRI/Dx8VGyur59+zJq1Chq167N1KlTWbp0KVeuXKFNmzZMnjwZa2trHBwclH09frH16NGDrVu3curUKTZs2MD169dV6/38/Fi7dq0yiD98+DDXh0A9PT1++OEH5s+fT58+fdi8eXO+nWPatGnUqVOHUaNGKcuaN2/OsWPHsLa2pnnz5piZmXH8+HGMjIzyfToxd+5clixZQteuXbG1tWXs2LG0b9+eyMjIApOjKlWqKP8uV64cDx8+BB49gThz5gxOTk7K+szMTNXjvPzKPs7U1DTXC2dJSUnKh7FWrVrRqlUrAC5cuMDZs2eZNGkSLi4u/PLLL0RGRjJ9+vQ851WamZnl+Q1SAQEB1KpViy5duijLIiIi2Llzp+ouW0ZGRr4vn+Y8v+wBP69zfFGuMXjU7mZmZsU+bs4PmOXLl1eeokVFRdGoUSNlXVHe5Xnck/qLiYmJ6neemJiIiYkJenp6GBsbM3v2bGXduHHj+PTTT9m2bRtarZaff/6Z4cOHc+DAgTxfGHu8P+UXXx53586dAq+zx9st+xhF/T1GRETg5+fHzz//rCxLT09XPc3M6/eezcLCgujo6DzX1a1bl3bt2vH5558zePBgbG1tlfgXHx9Penq6Kh789ttvqqlZ+YmIiCA1NZXRo0cr14dGo1F94DM3N1d9qLaxsSEjI4OKFSsSEhLyxOv2Sedc2OuzcuXKyr/LlSuHhYWF8k5UdtL18OHDPK+hmzdvcuHCBTZt2qQkUtlyToeMi4sjPT1dNSZUr16du3fvKj/nF3tOnDihPGWsXr0627dv588//8TAwEDpz+7u7gwbNozY2FgsLS0L3F9eChP7i6uwYwaAs7Mzzs7OZGVlcfToUcaPH0+dOnUK9aUCoO4Tenp6dOvWjcDAQJo3b05AQIByPrdv3yYqKirX+eb8uTDu3bvH3LlzOXHiBElJSWi12lz9JL/4GRkZibOzc659RkREkJGRQZs2bZRlWVlZyrm98847REREAI+mMGfXeevWrdSuXTvPeubsi1FRUapYXaNGDTIyMoiJiVGW5WzHGjVqKDfsIiIiGDNmDBrN/92n1mg0qrKP97uCft+PX3tF6SsFMTQ0ZNmyZcyZM4fVq1fTqFEjXF1dlWvUxMSkwPHGzc0NNzc34FECbWRkhL29Pd27d2f79u389ddfeHt7s2jRonx/H4sWLWLatGlUqlSJcePGFes8nkaBSYKDgwNGRkbs3r1b9Vg4KSmJAwcOKFM6ypcvr2RWQL53GQrDxsaGDz/8sMCgktfduLxYWFhQrlw5tm/fnuf85QoVKjB58mQmT57MpUuXGDJkCG+88QatWrXC3d0dd3d3EhMTmTFjBt988w1ff/218rg8W867/Z07d8bLy4uGDRtSvXp1VZJw+/Ztpk+fzo8//oiDgwP6+vp5Pm2ARx1v9uzZXL9+naCgIEaMGJFrm5UrV3Lt2jV++eUX1fI333yT//3vf1SvXp2RI0dSqVIlvvzySwwNDRk4cGCex3vllVdYuHAhWVlZ7N69m3HjxnH06FFsbGxyPekoDBsbG5o3b67M2Xwar732Gj/88ANarVb5vV+8eJEBAwaottNqtXh5efHll18SFxdHZmYmNWrUoGrVqvm+AG5nZ8e6detyLR87diz//PMPn3/+OYsWLUJfXx8bGxu6d++uejm6JLxI19jVq1fzfUz6NPWzsrJSzcHPDpTF8aT+Uq9ePS5cuKBMmblw4UKeL4Fl361u27YtM2fOpFGjRujp6dGoUSMuXryYZ5JgZ2fH9evXlX0XFF9yqlatGjdv3qR+/fpFOtei/h6zt//oo48Ktf3jWrZsyVdffcWZM2dUU44yMjIICwtjypQpwKO+8PgUD2NjY+VOrJ2dHf7+/soHEWNjY9V0mJwJQLVq1UhKSmLBggW0bt0aeBRzO3TooGxz//59kpOTlQ+wERERJCUl0aBBA65cufLE67agcy7s9fm0Xn31VQYOHMjIkSNZt24dr776ap71s7CwwNDQkIiICF577TXg0YfEvMa3xzk5OeUav/z8/Hj48CHt27cHHsXR9PR0AgICGDJkSJHPoyRjf0nQaDS0atWKli1bKlNEypcvT3JysrJNXrHq8T7h5ubG8OHDGTVqFGfOnFGmLNvY2GBra/vEbz57koULF6Knp0dAQADm5ubs2bMn1/Sb/NjY2OT5fkb2XfojR47k+STsSU8U8pKzXaysrFRPLSMiIjAwMKBy5crK3fHIyEjq1q2rrLeyslLqNm/evDynPz9pBkVJKsxnyQYNGqhurPTr109537RevXqqd1EfPnzIzZs3lWszW0pKCgsXLmTVqlXcuHEDGxsbKlSowBtvvMGKFSuA/H8fr7zyCmvXrmXw4MGUK1cuzxtNz1KB040qVqzImDFjmDNnDgcOHCA9PZ1bt27xySefUK1aNeVDrr29PX///Tfx8fFER0fn+uBVpUqVQn/fcb9+/Vi5cqVyQSckJBAUFFScc0Oj0dCnTx/mzZunZKh3795V5gvu27ePGzduoNVqqVixIvr6+so7CYcPHyYtLQ0jIyOMjY1VGW9+TExMWLduXZ5feZacnIyenp5yd2bz5s3KOeYUHh5Oeno6iYmJxMXF5Rn8//77b9avX8+yZctyTQtwcHDg2rVrykBer1495e5Ofnfu/P39iY2NRaPRKHcvNBoN7u7u/Pvvv8ojxLi4uEI9tmvXrh3Xr1/Hz8+P9PR00tPTOXPmTIFzCvPz5ptvoq+vz/r160lLS1Mu1uwXG7Nt2rSJ119/HXt7e8zNzUlNTeXKlSscOXIk33l8jRs35sGDB6q7cPDo7sF3331HcnIykyZNIisrCw8PD/bt28c///xDZmYmqampHD169ImPCp/kRbnG7t69y/3795WpaI97Uv0K4urqytatW7ly5QrJycn4+PgUuH12+2dkZJCVlUVqairp6enAk/tL9+7dWbt2LXfv3uXu3busXbs211dRpqam8u233yrfPmFra8uxY8dIS0vj5MmT+fYnZ2dn1RSB/OLL4/r06cN3333H9evX0Wq1XLhwoVDTzIr6e+zTpw+//fYbp0+fRqvV8vDhQ/bv31/or4bMvhM7YcIEQkJCyMzM5PLly8TGxtKwYUPlQ7y9vT3nzp0jKyuLGzducOjQITQaDStXriQlJYXKlStz+PBh5QZErVq1SE1NVfpOzvr079+fhw8f8t9//wGPXgY/dOiQql4NGzZk6dKlpKWlcerUKf766y9MTEyoUaPGU1+3hb0+S4KbmxufffYZw4YNy/elXH19fVxdXVm0aBGJiYncvn2btWvXFutO/d27dzl8+DDLly/Hz88PPz8//P39GTlypPJi5pM8HndKMvYX1549e9i+fTv3799Hq9Vy5swZjh07prwjaG9vz59//klycjI3btx44hclALz++utYWFgwffp02rRpo4yTjRs3xtTUVOnbmZmZXLp0qcg315KSkjAxMaFixYrcvXtX+bKMwnj33XfZsmULhw8fJisri7t37xIWFoaVlRVvvfUW//vf/0hMTCQrK4ubN29y7NixItUtP25ubqxbt47w8HCSkpJYtGgRXbt2VSUkvr6+JCcnc/nyZbZs2aIk2v3791de/odH13X2l6o8T5UrV+b27dt5fqtZtgsXLpCamkpycjJr1qwhKipKmZ3SqVMnLl++zK5du0hNTWXZsmXY2dkpiVG277//nl69emFtbY2NjQ3Xrl3j3r17HD16tFDvGdSrV48ff/yRNWvWFOrv8JSkJ37yHTlyJJ9++ikLFizA0dGR9957DxsbG3788UflkUv37t1p0KABLi4uDB8+PNfLaKNGjeL777/HyclJ9YZ7Xjp16sT777/PZ599RrNmzXBzc8s1B7UoJk6cSO3atXnvvfdo1qwZQ4cOVb6+6saNGwwbNgwHBwf69u1L//79admyJWlpaXz77be0aNGCNm3aEBsbW+g7Rm+88UaeUwdee+01hg8fTr9+/WjdujWXLl2iWbNmubYLDAykRYsWdOzYkWbNmikvk+UUFBREXFwc3bp1U77hKPulOBMTExo2bMhrr72m/H4cHByoXr266pFcTv/884/ybSNz585l0aJFlCtXjurVq7Nq1SrWrl3Lm2++SY8ePQr14mqFChVYs2YNO3bs4O2336ZNmzZ88803xXqBzMjIiGXLluHv74+TkxObN29m2bJlqkfysbGxrF+/nk8++QR4NBf8yy+/ZMiQIcyaNSvfb6YxMjKiZ8+eeQ6IRkZG+Pj4EBMTw9SpU7G2tsbX11f1bSVr1qwpMLgU1otwjQUEBNCjR49cUyGyPal+BXF2dmbIkCEMGTKETp065UoAH+fv70/jxo2ZNWsWJ06coHHjxnz55ZfAk/tLv379aN++vfKk0NnZOdcUhOXLl+Pu7q48Wu/Xrx9xcXG0atWKatWq0alTp3zb4O+//1aeqOQXXx43bNgwunbtyvDhw2nWrBnTpk1TfXNJfor6e3zjjTeYPXs2Xl5eNG/enM6dO6u+rawwZsyYwbvvvsvEiROVd6eMjY1V75EMGTIEfX195YVKDw8P6taty4ULF+jQoQNJSUnMnj0bT09PduzYwVtvvYWBgYHSd0xMTJR9eXp60qVLF7777jvs7OxwdXXNFYO8vb0JCQmhRYsWLF68mOrVqyuDtI2NzVNft4W5PktKz549GTNmDEOGDMn3juqXX35J+fLl6dixIwMGDMDNzU01b7yw/P39sbe3p02bNlStWlX5b/DgwVy8eDHfd7ly8vT0ZNeuXTRv3pw5c+aUaOwvrkqVKrFx40Y6d+5Ms2bNmDhxIiNGjFASqSFDhmBoaEjr1q354osvVN8IWJDsl7Gzp4/Ao6Rt+fLlSt9u2bIl06dPL/LfZBg7diznz5/HycmJUaNGPfHrlnNq3Lgx8+fPV+7MDxo0SHkau2DBAtLT0+nWrRvNmzdn3Lhx+U4ZLKrevXvj4eHBoEGD6NChA0ZGRkoczvbmm2/SqVMnhg4dyvDhw5WpT56ensr17uDgwHvvvVesWQtPy9XVFYAWLVrk+3dL/P39adOmDa1bt+bw4cOsXbtWue4tLS1ZunQpixYtonnz5pw5c0b5qtNsYWFhHDx4UPmbPlZWVowcOZJ33nmHn376qdCfLRs0aMDq1atZtmwZv/76a3FPucj0tAV97YEQL7nY2FgGDBiAn5+fTn6/vS5IS0vDw8ODDRs25JtoikcWLlyIpaUlQ4cOLe2qlEkxMTF06tSJQYMGldhUICGEKKskSRBCCPHCOnPmDObm5tja2nLw4EHGjBnD77//rnxPvhBCiOIp8MVlIYQQQpfdu3ePjz/+mPj4eKpVq8asWbMkQRBCiBIgTxKEEEIIIYQQKk/+yh4hhBBCCCFEmSJJghBCCCGEEEJFkgQhhBBCCCGEiiQJQgghhBBCCBVJEoQQQgghhBAqkiQIIYQQQgghVCRJEEIIIYQQQqjIH1MTIh9btmzhypUrVK1alYyMDEaOHKlaf/ToURISEujYsWOh91nUMvltv23bNiIiIoiLi2PKlCmsXbsWPT099PT0ePfdd1m/fj1JSUk0atSIJk2asG3bNqKjo+natSuOjo4AJCYmsmTJEsqXL4+rqyvlypVjxYoVdOzYUXW8EydOcPLkSW7cuMHEiRP566+/iI+PJyoqismTJ6OnpwfA3LlzmTZtmlLuww8/pHXr1sTGxuLq6kqDBg1U5/D49iVhy5Yt2Nvbs2XLlifu++jRo/j7+2NmZkaLFi1o3749c+fOpU+fPmzZsoVPPvmEb7/9VtnPjh07CAsLw8TEhB49elC5cuUSrfvjli5dypAhQzAzM1PVuSj95/F9ZLd5djvZ29sXaj///vsvJiYmPHz4EBMTE5o2baraX04nT57ExsYGGxubQu07W2JiIps3b6Zq1ar8+uuv/PTTT8o5mJqaYmlpSY8ePQAIDQ3lhx9+oGHDhvTu3ZuLFy+q+ujOnTu5f/8+N27cYMqUKfzzzz+qfd64cYOzZ8/yzjvvFKmOjyuoHR88eMCECRNo3bo1Xbp0wcjIiOXLl1OjRg2GDh3K5cuXOXjwILdu3WLMmDH4+fmhr6/P/fv3GTduHJs2bSIuLo4KFSrQp08fVqxYgYmJCW3btkWr1arKWlpaArl/H1qtlvHjxzNs2DAcHBwKPJfixLPHhYaGEhoaikajoUqVKrRp04aoqCg2bNiAhYUFhoaGDBw4sFj7zj63HTt20K1bt3y3y+u6FkIUjyQJQhTA3d0de3t7fvnlF65cucLFixeJjIykYsWK6OnpcenSJerUqcPevXsxNDQkISGBnj178u2339K0aVMqVqxIhQoVCAsLo1atWiQlJSllLly4oOzrlVdeYffu3Zibm+Po6IhWq+XkyZPEx8fTqlUrDh48SO3atalZsyYAHh4eAEyZMgWAyMhIpk6dyrx58zA1NeWjjz4iPDycbdu24erqygcffMDRo0cJDw9XkoTDhw/TqVMnHBwcWLhwIZMmTaJnz54kJCSo2sDJyQknJyd8fX1JSEggJCSE2bNn4+3tzcWLF3N9+M9Ws2ZNPD09ycrKYt68eQwdOpR9+/Zx9epVRo0aRVhYGNu3b+f1119n48aNyqDu5+eHk5MThw8fxsvLi2XLlmFtbc3OnTtZt26d8mFh7ty5fPTRRyxfvpxq1apRq1atXHVYtGgRlStXJjMzk4EDBxIQEEDv3r2V9S4uLjRr1oygoCAATp8+jZmZGV988YWS/GS7c+cOFhYWtGzZksqVK/P777+TlJREbGws48ePZ8GCBdStW5cDBw4wdepU9uzZw9ChQ5k7dy4DBgwo8Bz9/Pw4ceKEklQZGRlx8uRJhgwZwvbt24vc53r16qXU28/Pj//++4/PPvtMafMbN24QERGBhYUFn3zyCQMHDiQ6OppmzZqxZ88eatWqxXvvvccvv/zCgAEDCAkJYfTo0fj6+jJs2DC++uor6tevz4MHD4iOjmbNmjWYmZnRrFkzIiIiKF++vJIkLFu2DHNzcx48eIC7uzve3t706tWL69evY2RkxJ9//smSJUvYv38/Li4u1KxZk1OnTgFw//599PT0GD58OPPmzVOSBENDQypVqkRycjIajSZXHy1XrhzXrl0DoEKFCnTr1k3ZJ8C+ffvo2rUrmzZt4q+//mLEiBGEhITk256NGjUiMDAQPT093NzcOHv2LPHx8Zw9exZ7e3t+/vlnsrKyiIqK4vPPP0dPTw+NRkPlypVJSkrCwMCAypUrM2TIEPbs2QNAvXr1CA0N5cSJExgaGnL16lXmzJnDuHHjePDgAa1bt2bt2rVUrFiRQ4cOcf/+fUxMTDAyMqJWrVqqsvn5559/+PDDD/n7779xcHDg888/x9nZmZMnTzJr1iw2btzIvXv3eO2116hUqRIA//vf//jiiy9YunQpvXv35ocffqBu3br07t0bX1/ffK+nixcvcufOHZKTkwFISUlhz549/Pfff4waNQpTU1MALl26pGrLn376iWbNmpGRkUFoaKgSA42NjTlw4AB6enr07NlTOadTp05RuXJlEhISePPNN1m3bh2WlpZkZGRQu3Ztypcvr7quHz/etWvXuHr1KomJiYwcOZKJEyfy9ttvc/78eZo2bcqlS5f48ssvVbHj9ddfZ8eOHbi6utKqVat821uIl41MNxKikPT09Hj48CEWFhacPn2a2rVr07JlS+rWrcuRI0cwMzMjNTWV9PR0mjRpwpAhQwgNDaVevXoYGBgQGxurKpNzXwAtW7bE09OTkydPsnfvXj788EOcnZ0BaNOmjZIgAGRlZbFkyRIGDx6cq44At27dYsOGDbz//vsAnD9/niNHjuDh4cHRo0f58ccfle0f/zCczd/fn507dwIQEBCAra0tNWvWpE+fPvz4449ERUVhYFC4+wx6enqkpKSg0WgwNDTk9u3b1K1bl3feeYe9e/dSpUoVrKysuHnzJkZGRnh4eGBnZ0d0dDSxsbH079+f2rVrq/ap1Wo5duwYRkZGmJubc/fuXdX62NhYLl++TIUKFbh//z5GRkaqBAEefYj68ssvefXVVwGoWrUqd+7cITExMdc5DB8+HBcXF3bu3Mlff/3FwYMHMTc3p1y5ckRFRVGhQgX69etHlSpVVG2q1WqfeI729va89tprdO/enWvXrjFw4EAaNmwIUKw+l5OHhwedOnXi1q1bSpvXrl2bDh06UK1aNWrXro27uzt3796lZs2amJmZER8fT0ZGBgMGDCA9PR19fX3l/5cuXaJRo0b0798fY2Njjh8/TpcuXRg9ejT79u3L1W73799n4MCBxMfHA9CsWTPat2+vnOdrr70GwM2bN1V9PGffyfl/gNdee43p06fTtm1bJcHL2Ufj4+OZMmUKzZs35/Lly7n2mZiYiLW1NVZWVnTu3JnmzZsX2J5///03gwYNYuDAgfz999+cOnWKYcOG4eTkpNTd09OTihUrEhcXBzxKTubPn8/AgQP55ZdfctUh+3fTp08fIiIi6NKlCxs2bFASnxo1ajB9+nQePHhARkYGr7zyCv3791eehuQsm599+/Zx7NgxLl++TExMDBYWFnh4eGBoaEhmZiapqalUq1aNY8eOKWXat2+Pv78/Wq2WypUrU61aNeLj44mJiSnwegoNDaVJkyYkJyfzxhtvYGRkxL1793L97h5vSyMjI3r06EHNmjVVMTAoKIiaNWtStWpVbty4katPaLVatFotAI0aNSIjI0Np+5zX9ePH++uvv7CyssLCwoJbt25Ro0YNBg8ejJGREX379kVPTy9X7AB46623JEEQZY4kCUIUICAggLVr15KUlETdunW5evUqhoaGZGRkYGNjw7///svly5dp3bo1ycnJ1KpVK9edvZiYGExMTLh69aqqTM59wf99YNdqtbRr145ff/2Vw4cPA3DgwAHCw8OVfc6ZM4e4uDiOHTtGZmYm1atX58cff6RGjRokJCQwZswYqlatypEjR7h58ybTpk2jUqVKnDp1ihYtWjB06FBatWrFn3/+ydKlS3F3dyc6Oppdu3axd+9ebt++Tffu3XF1dWXHjh34+fkRGxvL7du3ycjIICsri9dff135gJeX8PBw1q9fz5IlS+jduzdXrlzByMiIrKwsMjMzqVixIps3b6Zdu3YkJiaSmpqKnZ2d6gNFVlYWFhYW/Prrr8oHhYyMDLZv305sbCxvvvkmgFI2J0tLS+zs7EhJSaFevXqkpqayadMm1TZvv/023377Lb/++ivp6elUr16dzz//HG9vb6Kjo1Xb/vXXX+zatYv4+HhsbGxo27YtSUlJWFhYULVqVRISEvjtt9+4d+8eVatW5fLlywQGBpKWllbgOd6/f5/Zs2djbm7OuXPnePXVV9m+fbvyYb84fS4njUaDRqMhKytLafNatWqxY8cOIiIiuHHjhjIdJDo6GlNTU27dukVaWhobNmzg33//pVWrVsr/69evz5UrV9i+fTspKSk0b96cXbt24evrq5ra8euvv5KVlUWlSpXYsGED5ubmSj8HeOWVV9iwYQOXL1/m4cOHVKxYEXj0hCs0NJSNGzdSqVIlsrKyWLt2La+//jrx8fFs376d8+fPs2rVKjZt2kTz5s1z9VGNRsOqVas4d+4c1atXV+0zLCyMunXrcv36ddasWUNmZibXr18vsD2dnZ35+eef2bBhA+3ataNp06Zs3bpVeTpRq1Yt1q9fT0JCAhYWFmzYsIHw8HBWrlzJsmXLePvtt0lOTmbz5s0cP36cixcvcuDAAVatWsXevXuxtLQkKyuL1NRUOnXqhJGREcuWLcPX1xdjY2NatWrFtWvX+OGHH2jbtm2usnm5desWtWvXZujQoUyePJnNmzer+l1KSgqRkZFoNBoyMzOV5S1atGDz5s307t2be/fuYWJiQmxsLHp6egVeTw0aNCAkJARjY2P+++8/IiIi6NChAwMGDGDFihX8+OOPbNiwIVdb5qxTzhjo6uqqJBl16tRRndurr77KwYMHlZsY8fHxlCtXjqtXrwLq67pt27aq43Xo0IH79+9Trlw5bGxslBsdRkZGSh0ejx3Z15EQZY2eNjsVF0KIp/As3jF4nvsvKS9KPbM9qb7Hjh3jzTffVP5fUs6fP89///3HjRs3eO+99yhfvjzW1tYltv/8nDlzhnr16lG+fPlnfqznrST63uHDhzl16hSjR48uctnz588TGhqKvr4+1atXL9H+IoR4/iRJEEKUiAMHDtC2bdvSroYQZZZcg0KIkiRJghBCCCGEEEJFJtkJIYQQQgghVCRJEEIIIYQQQqhIkiCEEEIIIYRQkSRBCCGEEEIIoSJJghBCCCGEEELl/wHlbbY4O/O6xAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x2160 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nice_formatter = ticker.FuncFormatter(\n",
    "    lambda y, _: f'{ np.format_float_positional(100*y, trim=\"-\", precision=6).rstrip(\".\")}%'\n",
    ")\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "fig, (ax1, ax2) = plt.subplots(1,2,figsize=(10,30))\n",
    "\n",
    "ax1.scatter(pdf['outlier_p'].values,pdf.index.values,linestyle='None',marker='o')\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax1.set_ylim(-0.5,len(pdf)-0.5)\n",
    "ax1.tick_params(axis='both', which='major', labelbottom = True, bottom=False, top = False, labeltop=True)\n",
    "ax1.tick_params(axis='both', which='minor', labelbottom = False, bottom=False, top = False, labeltop=False)\n",
    "ax1.set_xscale('logit')\n",
    "ax1.xaxis.set_major_formatter(nice_formatter)\n",
    "ax1.set(title=f'Outlierness-Maß nach PCR-Labor-PLZ')\n",
    "ax1.set_ylabel(\"Postleitzahl des PCR-Probe-versendenden Labors\")\n",
    "ax1.set_xlabel(\"Outlierness-Maß zwischen 0% (kein Outlier) und 100% (sicherer Outlier)\")\n",
    "\n",
    "\n",
    "errors = ([expit(pdf['median'])-expit(pdf['5.0%']),expit(pdf['95.0%'])-expit(pdf['median'])])\n",
    "ax2.errorbar(x=expit(pdf['median'].values),y=pdf.index.values,xerr=errors,linestyle='None',marker='o')\n",
    "sns.despine(left=True, bottom=True)\n",
    "ax2.set_ylim(-0.5,len(pdf)-0.5)\n",
    "ax2.tick_params(axis='both', which='major', labelbottom = True, bottom=False, top = False, labeltop=True)\n",
    "ax2.tick_params(axis='both', which='minor', labelbottom = False, bottom=False, top = False, labeltop=False)\n",
    "ax2.set_xscale('logit')\n",
    "ax2.xaxis.set_major_formatter(nice_formatter)\n",
    "ax2.set(title=f'Modellierter Omikron-Anteil nach PCR-Labor-PLZ am {today.strftime(\"%d.%m.%Y\")}')\n",
    "ax2.set_ylabel(\"Postleitzahl des PCR-Probe-versendenden Labors\")\n",
    "ax2.set_xlabel(\"Heutiger Omikron-Anteil in Surveillance-Proben mit 90%-KI\")\n",
    "\n",
    "plt.subplots_adjust(left=0.05, right=0.95, top=0.95, bottom=0.02)\n",
    "fig.text(0.49, -0.003, f\"Datenstand: {str(dt.date.today())} | Datenquelle: RKI Sequenzdaten https://doi.org/10.5281/zenodo.5139363 | Analyse: @CorneliusRoemer\", size=6, va=\"bottom\", ha=\"center\")\n",
    "fig.suptitle(\"Outlieridentifikation in der repräsentativen Surveillance (Proben mit Grund 'N')\")\n",
    "fig.savefig(\"plots/omi_outlierness_by_pc.png\",dpi=300,bbox_inches='tight',pad_inches=0.2)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "15008f8347171a2128547983e1278a0bab7a00b4575d1c82f19dcd9f5c4d4af3"
  },
  "kernelspec": {
   "display_name": "Python 3.10.1 64-bit (conda)",
   "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": "3.10.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}