From 04926648ecda3ca9d49135b1f47ec2515f3ca8b8 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@users.noreply.github.com>
Date: Sat, 4 Nov 2023 05:07:47 +0000
Subject: [PATCH] Update for 2023-11-04

---
 estimate.ipynb   | 162 +++++++++++++++++++++++------------------------
 ipynb_counts.csv |   1 +
 2 files changed, 82 insertions(+), 81 deletions(-)

diff --git a/estimate.ipynb b/estimate.ipynb
index 89b7d87..df6ffd7 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:00.862428Z",
-     "iopub.status.busy": "2023-11-03T05:08:00.861728Z",
-     "iopub.status.idle": "2023-11-03T05:08:00.874493Z",
-     "shell.execute_reply": "2023-11-03T05:08:00.873906Z"
+     "iopub.execute_input": "2023-11-04T05:07:45.510114Z",
+     "iopub.status.busy": "2023-11-04T05:07:45.509638Z",
+     "iopub.status.idle": "2023-11-04T05:07:45.520437Z",
+     "shell.execute_reply": "2023-11-04T05:07:45.519782Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:00.918873Z",
-     "iopub.status.busy": "2023-11-03T05:08:00.918262Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.195818Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.195055Z"
+     "iopub.execute_input": "2023-11-04T05:07:45.559135Z",
+     "iopub.status.busy": "2023-11-04T05:07:45.558671Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.201559Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.200828Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.200247Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.199695Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.542263Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.541484Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.204645Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.204105Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.455939Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.455207Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.546247Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.545581Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.549838Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.549240Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.459044Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.458775Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.462322Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.461687Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.552799Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.552333Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.558081Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.557468Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.464742Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.464427Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.468106Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.467479Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2023-11-03 05:08:03.553764 UTC\n"
+      "This notebook was last rendered at 2023-11-04 05:07:46.465529 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.561326Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.560880Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.573097Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.572481Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.470817Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.470443Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.481467Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.480874Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.576173Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.575606Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.584354Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.583747Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.484345Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.483899Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.490905Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.490351Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2023-11-01</th>\n",
-       "      <td>1748</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2023-11-02</th>\n",
        "      <td>1776</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2023-11-03</th>\n",
        "      <td>1640</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2023-11-04</th>\n",
+       "      <td>1480</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2023-11-01  1748\n",
        "2023-11-02  1776\n",
-       "2023-11-03  1640"
+       "2023-11-03  1640\n",
+       "2023-11-04  1480"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.587451Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.587020Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.592033Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.591432Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.493530Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.493024Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.496842Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.496207Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.595022Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.594593Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.599583Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.598992Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.499268Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.498922Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.502611Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.501995Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.602692Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.602263Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.920454Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.919350Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.505289Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.504889Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.766088Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.765367Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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ssbWer1x4t7agp7rHHntMffr00XPPPacHH3xQDz74oBISEpSZmalHH31UaWlpkhRY3PbVV1894vPt27cvcPtPf/qTbr/9dnXo0EHnnXeeevbsqTZt2sjhcCg/P18rV66sdWHk2hYOliS/368OHTrI5XLV+74qVV1/p6qEhASVl5c3+Hnqe67qiws3xtixY7VgwQI9+uij+vvf/x5YX+a0005Tbm6uzjvvvCY9f+XvQ1279HXv3l2bNm2S3+8P2oGta9eucjgcTXpt6fDv6yWXXKJBgwapX79+8nq9Wr16dZ3Xx8fHq2fPnrrtttt07LHH6oorrlB2drZmzZrV6Boqe+hwODRmzJga919yySV67bXXAoHnkVT+POv7HFbl9/v1y1/+Uhs2bNCQIUPk9XrVsWNHJSQkBNY6q/6ZOOaYY3TVVVfpySef1OLFizVixAi9/vrr2r59u26//fagxcB79eqlZcuWafr06Vq0aJFee+01SYdDzDvvvFO33nprve8LABAbCIiqOHjwoFJTU3XOOefokUceOerHX3zxxTr//PODzuXk5Oj4449vrhIBAI1wxhlnaPHixXrnnXd03XXXhbucelXu2lRWVlbr/X6/v85g4ocffqj1/Pbt2yWpQdusx8fH6/bbb9ftt9+uHTt2aMmSJfrnP/+pV199VUVFRSoqKlJiYmLguebPn6+LL7643uctKyvT9OnT1a1bN33++ec1Qokj7fJUVxjhdrv1448/qqSk5KhCIju56KKLdNFFF2n//v0qLCzUggUL9Ne//lWjR4/WF198oRNPPLHRz13Zw+3bt9f63yvbtm0Luq5Sc4RDVfXq1UsnnniiVqxYoV27dqlz5871PubCCy+UpKDd7BqjclHy1q1b1/o71KFDB0lSSUlJvc9V+XOq73NY1TPPPKMNGzZo2rRpNXaC+/jjj/WnP/2p1ue68cYb9eSTT+qpp57SiBEjAuHhb37zmxrXnnDCCZo9e7bKysq0cuVKvf322/rLX/6i2267TW3bttWvf/3ret8bACD6McWsilNPPVUTJkyoc9RQaWmpTNPUb3/7W1199dWaOnWqioqKAve3bt1abrc78Mfv96u4uLjOHSsAAKFx7bXXKiEhQXPnzq0x3amxKqcVHe2Ik4ao/EK6efPmGvetXbv2iKOAatv6ury8XEuWLJF0+P/rjkbXrl01duxYzZkzR+ecc47WrVsXGOFx+umnSzq8DXtD7Nq1S36/X0OHDq0RDu3bt6/O6UVHcvrpp8uyLC1atOioHxsp4uPjG/R71LZtW51zzjn64x//GNiW/c0332zSa1f+PtQWsqxdu1bFxcXq3bt3nYFkc6oc4VfblL3aVE67qm/Xwfr06dNHffr0UUlJidatW1fj/srf94bs0jZo0CBJ9X8Oq1q7dq0k6dJLL61xX11b2UuHd28744wzNG/ePBUWFurtt9/WWWedpRNOOKHOxyQkJOi0007T5MmT9corr0iS8vPzj/ieAACxg4DoKDz77LNas2aNbr/9dj388MM6/fTT9cADDwT+da26d999V927dz/i/1EDAFre8ccfr/vuu0+HDh3ShRdeqKVLl9Z6nd/vb/BzdujQQQ6HQ5s2bWqmKv/rF7/4hZKSkjR//nzt2LEjcL6kpKTe6SDvvvuuFixYEHRu1qxZWrdunUaMGKFevXod8fEHDx7URx99VON8aWlpYK2XNm3aSJLGjBmj448/Xj6fL7DleHUff/yxfv75Z0mHw6Y2bdros88+C5p2Vlpaqttuu63WtYfqc8stt0iS/t//+3811mmRaq7dEok6deqknTt31jpC5YMPPqh1JFnlCJXKXjRW5Yi6GTNmaOfOnYHz5eXluvPOO1VRUdFso0u+++67WsPNiooK3XvvvdqxY4eGDh0aCEilw2v61Bae7du3T7fddpukwyOsmurmm2+WJE2ePDno511cXKzHHntMkjRhwoR6n2fo0KHq37+/PvjgA82fPz/ovsrPYXWpqamSaoZ0X3zxhXJzc4/4ejfeeKMOHTqkSy+9VJZlBba2r+qzzz6r9efeXL9DAIDowRSzBtq1a5fee+89PfHEE+rYsaOkw1PKVq5cqcWLF2vixIlB1x86dEgffvihPB5PGKoFAFSXnZ0ty7L0hz/8QWeccYZOO+00DRkyRB07dpTf79fGjRv19ttvS5LOOuusep+vXbt2ysjI0Icffqgrr7xS/fr1U3x8vC6++OImLd4rHV4w+bbbbtMf/vAHnXrqqbrkkktUVlamt956S8cdd5yOO+64Oh+blZWlSy65RJdcconS0tK0YsUKvfnmm+rYsaOeeOKJel+7pKREw4YNU1pamk477TT16tVLBw4c0FtvvaWvv/5aF198ceAfPpxOp1577TVdcMEFuuiiizR06FCdcsopatOmjTZv3qxPP/1U69ev17Zt29SmTRvFxcXp1ltv1YMPPqiBAwdqzJgxOnTokBYvXqzdu3drxIgRWrx48VH9rM4//3zdd999mjFjhk444QR5PB716NFDP/zwg5YsWaLTTz9dzz///FE9Z6iNHDlSn376qUaNGqWzzjpLiYmJSk9PV1ZWlm699VZt2bJFZ5xxhlJTU9WqVSt99tlnevfdd9WrV68GhRZHMnToUN1999166KGHdNJJJ2ncuHFq27at3nzzTa1evVrDhg3TXXfd1Szvc+HChZoyZYqGDRum3r17q1OnTvrhhx/0/vvva/369erWrVuNhaBzcnL00UcfaejQoYH1qjZv3qw333wzMBptypQpNV7r2muvDdz+5ptvJB0Of4455hhJ0vXXXx+0YPQtt9yiRYsW6V//+pdOOeUUjRw5Uv/7v/+r/Px8/fTTT7rjjjtqXXi6OofDoWeffVbnnXeeLr30Uo0dOzbwOXznnXc0atSoGqPdvF6vHn74Yd1+++1avHix+vbtqzVr1mjBggUaO3asZs+eXefrjR8/Xr/73e+0ZcsWde7cWWPHjq1xzYsvvqinnnpKw4YN0/HHH68OHTpo3bp1KigoUGJiom6//fZ63xcAIEaEY+s0Oxg/frxVWFgYOP7ss8+s8ePHW1dddVXQnwkTJlh//OMfazz+ww8/tCZMmGD99NNPIawaAFCfb775xrr99tut9PR0q3379lZCQoLVoUMHa/Dgwdbtt99uffbZZzUeU9s295ZlWWvWrLFGjx5tdezY0XI4HEFbmFfdBv1IVMs295ZlWRUVFVZubq7Vp08fy+l0Wj169LDuuusua//+/Ufc5v65556zCgoKrNNPP91q06aN1b59e2vs2LEN3ib90KFDVl5enjVq1CirR48eVmJiotW5c2crIyPD+utf/2odPHiwxmN++OEHa/LkydaAAQMsl8tltW3b1kpLS7MuvfRS68UXX7RKS0sD15aWllqPPvqodcIJJ1itW7e2jj32WOuqq66yNm7cWOvPufLneM011xyx7jfeeMO64IILrA4dOlitWrWyUlJSLI/HY73zzjuBayq3uZ82bVqtz3Gk7earq6+uyq3Vq6prm/t9+/ZZkyZNspKTk634+Pig5509e7Y1YcIEKy0tzWrbtq11zDHHWAMGDLCmTp1q7dixo0G1NuS9vfLKK9YZZ5xhtWvXzkpMTLROPPFEa8aMGVZJSclRP1ddvvzyS8swDCs9Pd3q1KmTFR8fbyUlJVmDBw+2pk2bZv344481HrNgwQLryiuvtPr27WslJSVZCQkJVpcuXayRI0daTz31VNDvVlWVn6u6/lTvgWVZ1sGDB62HHnrIOumkk6zWrVtb7dq1s8444wzr5ZdfPur3unz5cuuCCy6w2rVrZ7Vr184aOXKktXTpUmvatGm1bnNfVFRkZWVlWV26dLHatGljDRo0yPrb3/7WoN//22+/3ZJk3XnnnbXe/8knn1iTJk2yTj75ZKtDhw5W69atreOPP9669tprrS+//PKo3xsAIHo5LIs9Lmtz2WWXBe1itnTpUv35z3/WH//4x8DioZUq1x6qKicnRy6Xq9n+1Q0AAACobvjw4frggw/07bffqm/fvuEuBwBgY0wxa6DU1FRVVFRoz5499a4ptGPHDhUVFenuu+8OUXUAAACINcuWLdP777+vUaNGEQ4BAJqMgKiKAwcOBG0/umPHDm3cuFHt2rXTcccdp2HDhmnWrFnyer3q3bu39u7dqy+//FK9evUK7FohHV4g1O12H/VOMQAAAEB9/vrXv2rLli167rnnFBcXp/vvvz/cJQEAogBTzKooKiqq9f9gzz77bBmGobKyMr322mt6//33tXv3biUlJalv37667LLL1LNnT0mHd+IwDENnnXWWrrjiilC/BQAAAES51NRUFRcXq0+fPpo+fXqNzVIAAGgMAiIAAAAAAIAYF1f/JQAAAAAAAIhmBEQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDi2uf8/P/30k8rKysJdRsTr0qWLdu7cGe4ycBTomf3QM3uhX/ZDz+yHntkL/bIfemY/9MxewtmvhIQEdejQoWHXtnAttlFWVqbS0tJwlxHRHA6HpMM/Kza/swd6Zj/0zF7ol/3QM/uhZ/ZCv+yHntkPPbMXO/WLKWYAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDgCIgAAAAAAgBjHItUNcPDgQR08eDDcZUSEkpISHTp0qMZ5h8Ohdu3aBRbgAgAAAAAA9kFAVI/9+/fL4XDomGOOIfyQ5HQ6a93t7dChQ9q3b5+OOeaYMFQFAAAAAACagilm9SgrK1ObNm0Ih+rRqlWriN+yDwAAAAAA1I6AqB4EQwAAAAAAINoREAEAAAAAAMQ4AiIAAAAAAIAYR0AUpcaNG6fs7Ow6709OTtaiRYtCWBEAAAAAAIhUBEQx6osvvtCIESMkSZs3b1ZycrJWr14d5qoAAAAAAEA4sM19jOratWu4SwAAAAAAABGCEURRzLIszZgxQwMGDNApp5yiRx99NHBf1Slmp59+uiTpggsuUHJyssaNGydJWrp0qS666CKlpaXphBNO0JgxY7R58+bQvxEAAAAAANCiCIhCyDRNZWRkyDTNkLzeq6++qjZt2qigoED33nuvHnvsMX3wwQc1rnvjjTckSf/85z/1xRdf6G9/+5vKysr061//Wqeffrrefvttvf7667ryyivlcDhCUjsAAAAAAAgdAqIQ8vl8Ki4uls/nC8nrnXDCCbrjjjvUp08fjR8/Xunp6VqyZEmN6zp16iRJ6tChg7p27aoOHTrof//3f7V3716de+65Sk1NVd++fXXZZZcpJSUlJLUDAAAAAIDQISAKIcMwlJKSIsMwQvJ6J5xwQtBx165dtWvXrgY9tkOHDrrssst05ZVX6pprrtEzzzyjH374oSXKBAAAAAAAYUZAFEJer1eFhYXyer0heb2EhOA1yB0OhyoqKhr8+Mcee0yvv/66Bg8erNdff11nnnmmli9f3txlAgAAAACAMCMggpxOpyTVGh6ddNJJuuWWW/T666+rf//+eu2110JdHgAAAAAAaGFscw917txZrVu31uLFi9W9e3clJibK7/frpZde0nnnnadu3bpp3bp12rBhgy6//PJwlwsAAAAAAJoZI4ighIQE/eEPf9A//vEPDRo0SNddd51cLpfWrl2r3/zmNzrzzDN1991369prr9U111wT7nIBAAAAAGES6t25EToOy7KscBcRCXbu3KnS0tIa5/fu3aukpKQwVBSZnE5nrT8niZ9VJHI4HOrevbu2bdsmPur2QM/shX7ZDz2zH3pmL/TLfuiZ/YS7ZxkZGSouLlZKSooKCwtD/vp2E+5+OZ1OdenSpUHXMoIIAAAAAADUyzRN7du3T263O2S7cyN0CIgAAAAAAEC9fD6f/H6/2rVrF7LduRE6BEQAAAAAAKBWpmkqLS1NKSkp6tSpk1JSUhg9FKXYxQwAAAAAANQqLy9PJSUlkqTVq1dr06ZNYa4ILYURRAAAAAAAoAbDMOT3+wPHJ510UviKQYsjIGqAioqKcJcQ8djxAAAAAACih2mays/PDzr3448/hqcYhAQBUT3atGmj//3f/yUkqsfPP/+sxMTEcJcBAAAAAGgi0zQ1derUwLHT6ZTL5dK+fftkmmYYK0NLYg2ieiQkJKht27bat29fuEuJCK1atdKhQ4eCzlmWpYSEBAIiAAAAALC5ynCo6iyR0tJSVVRUqKSkRD6fjx3MohQBUQMkJCQoKSkp3GWEncPhUPfu3bVt2zamlAEAAABAFMrLy6vxfS8+Pl5ZWVlavnw5O5hFMQIiAAAAAAAg0zS1Z8+ewLHL5VKnTp1kGAajhmIAAREAAAAAAFBOTk5g9JDb7dbkyZMJhmIIi1QDAAAAABDjDMNQSUlJ4Hj48OHy+XwyDEMZGRksTh0DGEEEAAAAAEAMMwyjxpb2BQUFKi8v17Zt21ReXs7i1DGAgAgAAAAAgBhVPRxyOp069thjNXjwYC1fvjzwvyxOHf0IiAAAAAAAiFHVRw7l5OQwUihGsQYRAAAAAAAxqPqooNzcXMKhGEZABAAAAABADCooKAjc9ng8hEMxjoAIAAAAAIAYYpqmUlNTVV5eLulwOOTz+cJcFcKNgAgAAAAAgBiSl5en0tLSwHFDwyHTNNnyPooREAEAAAAAECNM05Tf7w8cp6enN/ixPp9PxcXFjDaKUgREAAAAAADEiLy8vMBth8OhhQsXNvixhmEoJSWFLe+jFNvcAwAAAAAQg8aMGXNU13u9XhayjmIERAAAAAAARLnMzEytXLlSycnJateunQzDIOxBEAIiAAAAAACilGmaysvLC6w7tGXLFm3ZsiW8RSEisQYRAAAAAABRqmo4JElOpzNwm13JUBUBEQAAAAAAUergwYNBxzk5OYHb7EqGqgiIAAAAAACIQoZhqKSkJHDs8XiC1h1iVzJURUAEAAAAAICNmaaptLS0oLDHMAzl5+cHrvF4PDVGCnm9XhUWFrJYNSSxSDUAAAAAALZlmqamTJkSOM7Pzw8KhiotX748hFXBjhhBBAAAAACADVUPh+ridruZRoZ6MYIIAAAAAAAbys7Orvea3NxcppChQRhBBAAAAACAzZimqdLS0iNe43a7CYfQYIwgAgAAAADARiZOnKhXXnklcJyenq7evXuroKBAJ510kr7//ntJ0uTJk8NVImyIgAgAAAAAAJu46aabghahdjgcWrhwoSQpIyNDPp9PkydPZuQQjhpTzAAAAAAAsAHTNGvsUDZmzJjAbZ/Pp+Li4hrb2QMNQUAEAAAAAEAEM01TqampNXYsy83NDQqDDMNQSkoKO5ahUZhiBgAAAABAhKptK3uHw6H27dvXuNbr9TK1DI3GCCIAAAAAACJQbeGQ0+lUhw4d5Pf7mUqGZkVABAAAAABABMrOzg469ng8+v777zVz5sxGTyUzTVMZGRkyTbO5ykSUICACAAAAACDCZGZmqrS0NHDs8XgCI4YmTZqkZcuWNWo6GQtZoy4ERAAAAAAARJDMzEytXLkycJyent4sgY5pmtq3b5/cbjcLWaMGAiIAAAAAACKEYRg1wqGFCxc2y3P7fD75/X61a9eOxaxRAwERAAAAAAARwDRN5efnB46rhkPNsXaQYRiNXrsI0Y+ACAAAAACACJCTkxN0XHXkUOXaQbNmzQp1WYgRBEQAAAAAAIRZZmamSkpKAscejyfo/srRPzfffHOjX6MpC1Sz+1n0IyACAAAAACCMqi9KXXXHskper1eFhYVNWjuoKVPM2P0s+hEQAQAAAAAQRi2xY1ltmhIysX5R9CMgAgAAAAAgDEzTVFpaWuDY6XQ2245lza05RjAhshEQAQAAAAAQBjk5OUHrDlVfpBoIpYRwF1DVV199pddff10bNmzQTz/9pDvvvFNDhgw54mOKiopkmqY2b96sTp066dJLL9Xw4cNDUzAAAAAAAI1gmmaNRakZnYNwiqgRRAcPHlRqaqp+/etfN+j6HTt26MEHH9SAAQP00EMP6aKLLtKTTz6pFStWtGyhAAAAAAA0QdXRQi6Xi8WfEXYRNYLo1FNP1amnntrg6//zn/+oa9eugZQ1JSVF33zzjd544w2dcsopLVQlAAAAAACNZxhG0Oih7OzsMFYDHBZRAdHRWrNmjQYOHBh0Lj09Xc8//3ydjyktLVVpaWng2OFwyOVyBW6jbpU/H35O9kHP7Iee2Qv9sh96Zj/0zF7ol/3Qs9C76aablJ+fHzj2eDy65pprGvx4emYvduqXrQMiv9+v9u3bB51r3769SkpKdOjQIbVq1arGY+bNm6e5c+cGjnv37q28vDx16dKlxeuNFt26dQt3CThK9Mx+6Jm90C/7oWf2Q8/shX7ZDz0Lnfnz5wdut2nTRvPmzWvU89Aze7FDv2wdEDXGJZdcotGjRweOK1O8nTt3qqysLFxl2YLD4VC3bt20fft2WZYV7nLQAPTMfuiZvdAv+6Fn9kPP7IV+2Q89C60LL7ww6OecnZ2tbdu2HdVz0DN7CXe/EhISGjwgxtYBkdvt1p49e4LO7dmzRy6Xq9bRQ5LkdDrldDprvY8PV8NYlsXPymbomf3QM3uhX/ZDz+yHntkL/bIfetbyDMPQypUrA8cej0dXX311o3/uLdkz0zTl8/lkGAY7qzUTO3zGImoXs6PVt29fffnll0HnVq1apX79+oWpIgAAAAAAgpmmGbTuUHp6ekTvWubz+VRcXBzRNaL5RVRAdODAAW3cuFEbN26UdHgb+40bN2rXrl2SpJdfflmzZs0KXH/++edrx44d+sc//qEtW7bo3//+tz7++GNddNFF4SgfAAAAAIAgpmlqypQpgWOXy6WFCxeGsaL6GYahlJQUGYYR7lIQQhEVEK1bt05333237r77bkmHP0h33323Zs+eLUn66aefAmGRJHXt2lX33HOPVq1apbvuuksLFizQpEmT2OIeAAAAaGGmaSojI0OmaYa7FCCi5eTkBB3bYUt7r9erwsLCGtPL+NxHN4cV6ZPgQmTnzp0qLS0NdxkRzeFwqHv37tq2bVvEz53EYfTMfuiZvdAv+6Fn9kPPIldGRoaKi4uVkpKiwsJCSfTLjuhZy8rMzAxadyg9Pb3Jo4fC2bPaPvc4snB/xpxOZ4MXqY6oEUQAAAAA7IEpKMCRmaZZY1HqSJ9aVh8+99GNgAgAAABAvapPLalrCgqAw6pOLTvSotR2mrbF5z66ERABAAAAqFdOTo6Ki4trrKcCIJhpmkpNTVVJSUng3JFGDrFjGCIFAREAAACAIzIMI/Bl98CBA2GuBohs2dnZQevbulyuI15vp2lbdhrthKNHQAQAAADgiObPnx+4PWbMmDBWAkS2zMzMoHDI6XTWu2tZJE3bqi8AYrRTdCMgAgAAAFAn0zQDO++4XC6+GAJ1MAyjxo5lGzdujIjgp1JTAyA7jXbC0SMgAgAAAFArwzA0ZcoUSYe3aq5vJAQQqwzDUH5+fuC4ObazbwlNDYAiabQTmh8BEQAAAIAaTNMM+sLbvn17vhQCtaj+WXG5XBEZDkkEQDiyhHAXAAAAACDyVN+tbPLkyWGqBIhcpmkGRtlViuSRdl6vl/AHdWIEEQAAAIAgVXctk6Tc3Fy+VAK1qB6kejwePiuwLQIiAAAAAEGqTpfhCy9Qu8zMzKAg1ePxsIg7bI2ACAAAAEBA9bVJ+MIL1FR9xzLCIUQDAiIAAAAAkmoutuvxeMJWCxCpqu9Y5nQ6CYcQFQiIAAAAAEgKXk/F5XLxpReopnqIKtVchwiwKwIiAAAAADUWpo7knZiAcKkeBrGAO6IJAREAAAAQ42qbWsaXXiBY9UWpCYcQbQiIAAAAgBhXdVQE66kANVVflNrlchEOIeoQEAEAAAAxrPrUsrZt24axGiDy1LYoNVMwEY0Swl0AAAAAgPCoPrXM5XJp8uTJ4SsIiDDVwyFJ2rhxY1hqAVoaAREAAAAQo6qOgnC5XFq7dm0YqwEiS207lnk8nrDUAoQCAREAAAAQg0zTVGlpaeCYKTPAf9U2cohFqRHtWIMIAAAAiDGmaWrq1KmB4/T0dL74AlXMnz8/6JhwCLGAgAgAAACIMTk5ObIsS5Lkdru1cOHCMFcERAbTNJWamhr4fEjsWFbJNE1lZGTINM1wl4IWQkAEAAAAxJDqu5axKDXwXz6fL2jqpdvtZvrl//H5fCouLpbP5wt3KWghBEQAAABADKm6rorH42FkBKDDo2MGDBigH3/8UXFxh78mp6enq6ioiM/I/zEMQykpKTIMI9yloIWwSDUAAAAQIzIzM4OOGQkA/HdNrsppZezoVzuv10tYFuUYQQQAAADEAMMwtHLlysAx23UDh1Vdk0uSDhw4EMZqgPAhIAIAAABiQNWpZenp6YweAnR4VF3VNbkcDofGjBkTxoqA8GGKGQAAABDlqk8tY9cyoPZRdQSniGWMIAIAAACiGFPLgJoyMzNrHVXHVu6IZQREAAAAQJQyTZOpZUAtqoam6enpgVF1bOWOWEZABAAAAESpnJycwG2Xy8XUMkCqsU37jz/+GHQfW7kjVrEGEQAAABCFTNMMWnw3Ozs7jNUAkWP+/PmB2263OygMYit3xDJGEAEAAABRqProIb70Aoe1bt1a0uHPRVFRkSSx7hAgAiIAAAAg6hiGweghoA7Z2dlKSUkJfC5Ydwg4jIAIAAAAiCLVF6b2eDyMHgL+j2ma8vl8Mgwj8Llg3SHgMAIiAAAAIIpUn1rGqAjgv2obLeT1elVYWEiQiphHQAQAAABECRamBo6sU6dOQf8L4L8IiAAAAIAowcLUQE2maSo1NVXJyclauXKlJGn16tVhrgqIPGxzDwAAAEQBFqYGajIMI2hNrkpZWVmhLwaIcIwgAgAAAGyOhamBmqp/Liqlp6fXuTaXaZpseY+YRUAEAAAA2BwLUwPBTNPUlClTgs55PB5t2bJFCxcurPNxbHmPWEZABAAAANgYC1MDwWoLh3JzcxsU+rDlPWIZAREAAABgYyxMDQSr+pmQgqdc1jeFjC3vEcsIiAAAAACbYmFqIFhmZmbQZ8Lj8QSNHGIKGVA3AiIAAADAhliYGgiWmZkZ2MZeqhkOSUwhA46Ebe4BAAAAG6o+jYYREYhl1cOhunYq83q9BKlAHRhBBAAAANhM9allHo8nfMUAYWYYRlA45HQ6j7hTGYDaERABAAAANlLb1DJGDyFWGYYR9HlwOp01RtcBaBimmAEAAAA2UnUhapfLRTiEmFU9HJKkjRs3hqUWIBowgggAAACwCcMwVFpaGjhm1zLEquoj6aSmTbU0TVMZGRkyTbNphQE2RkAEAAAA2ED1L8Tp6ekstouYZJqmpkyZEnQuNze3SaPpfD6fiouLGZGHmEZABAAAANhA1XVVXC4Xi/AiJtUVDjU1LDUMQykpKTIMo0nPA9gZAREAAAAQ4arvWsbUMsSq6gtQ1zWS7minjHm9XhUWFjIqDzGNgAgAAACIcNV3LeNLLGKNaZpKTU0NCko9Hk+dI+mYMgYcPQIiAAAAIIJVn/LCF17EmsppZVUXaPd4PEf8LDBlDDh6bHMPAAAARKjq23g3ZZcmwI5M09TUqVODzqWnp9cblHq9XkbaAUeJEUQAAABABKq+a5nL5WL0EGJOXl6eLMsKHB9pWhmApmEEEQAAABCBqi9EzcLUiEX79+8P3G6O3coA1I0RRAAAAECEMU0zaL0VvhgjFlX9HDgcDj4DQAsjIAIAAAAiTNWtvOvaxhuIVpVb1Ofl5QXOtW7dusFb1gNoHAIiAAAAIIJkZmYGtvJ2OByst4KYU7lF/Z49e+R2u+V2u1VSUsIaXEALIyACAAAAIoRhGFq5cmXgeMyYMWGsBgi9zMxMFRcXS5Isy1K7du00efJktqwHQoBFqgEAAIAIMX/+/MDthmzlDUQT0zSDAtL4+HgZhsGW9UCIMIIIAAAAiACmaQa283Y6nUwtQ0wxTVNTp04NHMfFxemYY46pcU1GRkZMr0VkmqaGDBmiJ598MtylIAoREAEAAAARoOqCvG3btg1jJUBoVYZDlQGpy+WSw+GQ3+8PGkVXuTZRLI+sq/wZPPjgg+EuBVGIgAgAAAAIM9M05ff7A8eTJ08OXzFAiOXl5QXCIYfDocTERJWXlwemmFUyDCPm1yKq/Bncc8894S4FUYg1iAAAAIAwqzp6yO12s94KYpLD4dADDzwg6fBImcr1hyqxFtHhn8E111yj7t27a9u2beEuB1GGgAgAAAAII0YPIVaZpqns7GyVlpbK6XQqJycnEADFehAEhAMBEQAAABAmpmlqypQpgWNGDyEWmKYpn8+nffv2qbS0VJJUWlrK7z4QZgREAAAAQJjk5OQEHTN6CLEgJydHJSUlkg5PK7MsS+np6WGuCgABEQAAABAGpmkGviRLksfjYQQFol713/u4uDht2rQpjBUBqERABAAAAIRBdnZ24LbH44nprbsRGwzDUH5+ftC5rKys8BQDoAYCIgAAACDEDMMIrL0iiXAIUa96OFS5Yxmj5oDIERfuAgAAAIBYYppm0Bdl1l5BtKv+O+9yuWoNh0zTVEZGhkzTDHGFACQCIgAAACCk8vLyArddLpcWLlwYxmqAlld1Mfa4uDh16tSp1ut8Pp+Ki4sZUQeEScRNMVu0aJEKCgrk9/vVq1cvXXfddUpLS6vz+jfeeEP/+c9/tGvXLiUlJSkjI0MTJ05Uq1atQlg1AAAAUD/DMOT3+wPHVdchAqKRYRhBi1JblhUUAvl8PhmGIa/XK8MwAscAQi+iRhAtXbpUpmlq3LhxysvLU69evTRz5kzt2bOn1uuXLFmil19+WePHj9djjz2mSZMm6eOPP9Yrr7wS4soBAACA+s2fPz9w2+12s/4KolpmZmaNqWVjxoxRSkpKIAyqGhZ5vV4VFhbyuQDCJKJGEC1YsEAjR47UiBEjJEk33HCDPv/8cy1evFgej6fG9d9++6369++vYcOGSZK6du2qM844Q2vWrAll2QAAAEC9TNOUZVmB48mTJ4exGqDlrVy5MnDb5XJp7dq1Na5hxBAQOSImICorK9P69euDgqC4uDgNHDhQ3333Xa2P6d+/vz788EOtXbtWaWlp+uGHH/TFF1/ozDPPrPN1SktLg3aMcDgccrlcgduoW+XPh5+TfdAz+6Fn9kK/7Iee2U809azqOixut1vXXHNNGKtpGdHUr1jREj0zTVMPPvig4uLiVFFRIafTqWnTptV4jWuuuSYqPwctjc+ZvdipXxETEO3du1cVFRVyu91B591ut7Zu3VrrY4YNG6a9e/fq97//vSSpvLxc5513nsaOHVvn68ybN09z584NHPfu3Vt5eXnq0qVL099EjOjWrVu4S8BRomf2Q8/shX7ZDz2zH7v3bOLEiUHrsOTm5qp79+5hrKhl2b1fsag5e/bQQw8F1trq2LGjjjnmGLVv377e3/knn3xSDz74oO655x5JCtyeNGlSs9UWTfic2Ysd+hUxAVFjFBUVad68ebr++uvVt29fbd++Xc8995zmzp2rcePG1fqYSy65RKNHjw4cV6Z4O3fuVFlZWUjqtiuHw6Fu3bpp+/btQcOjEbnomf3QM3uhX/ZDz+wnGnpmmmbQGpkej0djxozRtm3bwlhVy4iGfsWa5uzZTTfdpPnz5wc9T0lJiXbv3q2ZM2dqzJgxR3z8zJkzVVxcrJkzZ0pS4HZ9j4s1fM7sJdz9SkhIaPCAmIgJiJKSkhQXFxe0q4Mk+f3+GqOKKs2ePVtnnXWWRo4cKUnq2bOnDhw4oKefflpjx45VXFzNNbidTqecTmetz8eHq2Esy+JnZTP0zH7omb3QL/uhZ/Zj557df//9gdsul0s+n8+276Wh7NyvWNXUnhmGEbQgdaXExER16tRJhmHU+/zVdzGrvM3vUu34nNmLHfoVMQFRQkKC+vTpo9WrV2vIkCGSpIqKCq1evVqjRo2q9TEHDx6sMY+vtlAIAAAACIfqW3yzrT2iVfVwKC4uTklJSZo8eXKDdyXzer1B17KbGRBaEZWmjB49Wu+8847ee+89FRcX65lnntHBgwc1fPhwSdKsWbP08ssvB64/7bTT9NZbb+mjjz7Sjh07tGrVKs2ePVunnXYaQREAAADCruq29i6Xiy+8iEq17ULmcDhUVFR0xN950zSVkZEh0zRbsjwADRQxI4gkaejQodq7d6/mzJkjv9+v1NRUTZ06NTDFbNeuXUEjhi699FI5HA7985//1O7du5WUlKTTTjtNV1xxRZjeAQAAAPBfrVu3DowgYvQQolFmZmbQdvbJycnavn27srKy6n2sz+dTcXGxfD4f4SkQASIqIJKkUaNG1TmlbPr06UHH8fHxGj9+vMaPHx+CygAAAICGy8zMVElJiZxOp3JycvgCjKhUNRxKT0/XwoULG/zY6msOVTJNUz6fT4MHD9by5ctlGAafHyAEmIcFAAAANDPDMAJfnEtLS/lyi6iUmZkZdPzjjz9KavjUMa/Xq8LCwhqfj8qRRQUFBYERRgBaHgERAAAA0IxM0wxasLeuHXQBO6s+tSwlJSVo97Hi4mLdd999jVpfyDAMpaSkKCsrK+h5AbSsiJtiBgAAANhZTk5O4Hbl9DIg2hxpaplhGLrvvvtUXl7eqPWFqu9mBiA0CIgAAACAZmKaZtC29sceeyxfdBF1qk4tq23docrf+drWFwIQuQiIAAAAgGZSdbSQy+XiyzGiTtX1tSTVuSg1o4AA+yEgAgAAAJpB9dFDa9euDWM1QPMzDCNofa309PTwFQOg2bFINQAAANBEpmlq6tSpgWOXyxXGaoDmVz0ccrlcR7WlfX0auvMZgJZDQAQAAAA0UV5enizLChxnZ2eHsRqgeVUPh6Tm/x2v3PmMLe2B8CEgAgAAAJrANE35/f7AsdvtZu0VRI3awqHc3Nxm/x2v3NqedbuA8GENIgAAAKAJqi5M7XA4NHny5DBWAzQf0zRrTCvLzs5ukQCURa2B8GMEEQAAANBI1RemfuCBB/iSi6hgmqamTJkSdK6lwiEAkYGACAAAAGik6tva8+UZ0aC2cEhSjfWBWFgaiC4ERAAAAEAjVB89xMLUiBZVg0/p8Hb2ta0PxMLSQHRhDSIAAACgEfLy8gK3PR4Po4cQFYYMGRIUfHo8njoDIMMw5PP5WFgaiBKMIAIAAACOUtWdy1wuFyMoEBUMw9CWLVsCx+np6Vq+fHmdU8i8Xq8KCwsJR4EoQUAEAAAAHKWqo4cSExPDWAnQPC688MKgHcuSk5P1448/BqaQsd4QEP0IiAAAAICjdPDgwcBttrWH3f3yl7/UypUrA8cej0fLli2TYRiBtYeae70hAicg8hAQAQAAAEeh6uLU7FwGu7vpppu0fPnywLHT6VRGRoak4ClkVcOi5sAC10DkISACAAAAjgLTyxAtTNMMmlYmSaWlpbWGNs293lBzB04Amo5dzAAAAIAGMgwjsDi1xPQy2JdhGDXCIY/Ho+XLl4cktPF6vYy+AyIMAREAAADQQFW/ULvdbr7gwnZM01ROTk7QVvatWrVSTk6Orr766jBWBiDcmGIGAAAANED1URWMHoIdVQ+HJKmsrIywEwABEQAAAFCf6mu1eDwevlDDdgzDqBEOSVLr1q3DUA2ASENABAAAANSj6sLULpeLnZdgO9VDzuTkZLndbrndbj366KNH/VxsUQ9EH9YgAgAAAOpx8ODBwO3s7OwwVgI0TtWQU5IcDoeKiorkcDjUvXt3bdu2rcHPVXWLekbSAdGDEUQAAADAEZimqQMHDkhiYWrYk2ma2rNnj6TDI+Caur08W9QD0YkRRAAAAEAdTNPUlClTAscsTA078vl8sixL8fHxys7ObnLIyRb1QHRiBBEAAABQh5ycnMBth8PBl2LYUuWInxkzZvA7DKBOBEQAAABALUzTDNrxacyYMWGsBjg6VReS9nq9KiwsJBwCcEQERAAAAEAtqo4e8ng87FwG2zAMQ1OmTAksJF2pMjQyDINdyADUQEAEAAAAVGMYRmD0kMPhIByCrRQUFARuV11IunL3sYKCghrhEQAQEAEAAADV5OfnB24ztQx2UTlC6KSTTlJ8fLw8Hk/QtLLKtYiysrLYhQxADexiBgAAAFRR/UszoyxgB4ZhBAWbmzZtqnENu48BOBJGEAEAAAD/xzTNoC/ZHo8nbLUADVX999ZuI4OqLqgNIHwIiAAAAID/k5eXF7jtcrkYPYSIZ5qmpk6dGjiuPq3MDirXRuLzBoQXAREAAACgw6Mu/H6/pMMLU2dnZ4e3IKABfD6fLMuSJLndbluGLJVrI9lt5BMQbViDCAAAAFDwwtQPPPCA7UZhILYYhqGCggKddNJJ2rdvnyRp8uTJYa6qcVgbCYgMjQqINm7cqOLiYg0bNixwbsWKFZo3b55KS0s1bNgwZWZmNluRAAAAQEuqPnKBL6uIZFUXpF69enWtC1IDwNFq1BSzf/zjH1q6dGngeMeOHXrkkUe0Y8cOSdILL7ygt99+u3kqBAAAAFoQC1PDTqrvVpaVlRW+Yo4Si1EDka1RAdH333+vX/ziF4Hj999/X3FxccrLy9MDDzyg008/XW+99VazFQkAAAC0lJycnMBtFqZGJKstzLTT7yuLUQORrVEB0c8//6xjjjkmcPzFF1/o5JNPVlJSkiTp5JNP1vbt25unQgAAAKCFGIahkpKSwDELUyNSmaapKVOmBI7tFg5JLEYNRLpGrUHkdru1ZcsWSdJPP/2k9evXa/jw4YH7Dxw4IIfD0SwFAgAAAC2h+lQdO24PjthQPRxyOBy2C4ckFqMGIl2jAqJf/vKXevPNN3Xo0CGtXbtWTqdTQ4YMCdz//fff69hjj222IgEAAIDmNn/+/KBjO37hRvQzTVNTp04NOjdmzJgwVRNapmnK5/PJMAyCJSAEGjXFbMKECcrIyNCHH36oPXv26KabbpLb7ZZ0ePrZJ598opNPPrk56wQAAACajWEYsiwrcMzC1IhEleFQ9d/VWAkzWbMICK1GjSBq3bq1br311jrve/LJJ9WqVasmFQYAAAC0lKpTy3JzcxmdgIhTPRxyOBx64IEHYup31TCMwAgiAC2vUQFRdT///LNat26tuLg4xcXFqU2bNs3xtAAAAECzy8zMDDqOpS/csA+fzxfT4ZDEmkVAqDVqipkkrVu3TjNnztRVV12l6667Tl999ZUkae/evXrooYdUVFTUbEUCAAAAzcEwDK1cuTJwzNQyRKLMzEwVFxcrLi5Obrc7qsMh0zSVkZEh0zTDXQoQ8xoVEH377bfKzs7W9u3bdeaZZwbNiU1KStLPP/+st956q9mKBAAAAJrKNM2gqWXp6emsbYKIUzXErKioUFFRUdSGQxLrDAGRpFEB0SuvvKLk5GT98Y9/1BVXXFHj/gEDBmjt2rVNLg4AAABoLtnZ2YHbLpdLCxcuDGM1QDDDMJScnFwjxIx2hmEoJSWFdYaACNCoNYjWrVunK664Qk6nUwcOHKhxf8eOHeX3+5taGwAAANAsDMNQaWlp4LhqWASEW2ZmZtDURyl2ditjnSEgcjRqBFF8fHzQtLLqdu/erdatWze6KAAAAKC5GIZRY1QGX0gRSaqHQ0x/BBAOjQqI+vbtq08++aTW+w4cOKD33ntPJ554YpMKAwAAAJpDQUFB4DZTyxCJKqeSOZ1O5ebm8jsKICwaNcXssssu0/Tp05Wbm6szzjhDkrRx40b98MMPKigo0N69e3XppZc2a6EAAABAY2RlZWn+/Plq3bo1U8sQkQiEAESCRo8gmjJlirZv3x4Y+vjiiy/q6aefVkVFhaZMmaJevXo1a6EAAABAY1TukrR27VqmliHisM07gEjRqBFEknTSSSfpT3/6kzZu3Kht27bJsiwde+yx6tOnjxwOR3PWCAAAAABRxzRNTZ06VZZlKS8vjwATQFg1OiCqlJqaqtTU1GYoBQAAAABig2mamjJlSrjLAICABgVEX331VaOenIWqAQAAAKCm6ruUTZ48OUyVAMBhDQqI7r///kY9+ezZsxv1OAAAAACIRqZpKi8vTwcPHpTT6VRZWZnGjBnD9DIAYdeggGjatGktXQcAAAAARLWqaw5JUkpKigoLC8NcFQAc1qCAiKliAAAAANB41dcccjgcMgwjjBUBQLBGbXMPAAAAAGi4vLy8oOMHHniAaWUAIkqDRhA98cQTcjgc+u1vf6u4uDg98cQT9T7G4XDoxhtvbHKBAAAAAGBXpmkqJydHJSUlgXPp6emEQwAiToMCoqKiIjkcDlVUVCguLk5FRUX1PsbhcDS5OAAAAKA+pmnK5/PJMAy+dCPiZGdnq7S0NHCcm5vL7ymAiNSggKj6FozVjwEAAIBw8fl8Ki4uls/n44s3IkblbmVVwyGPx8PvKICI1aA1iCZPnqwVK1YEjt9//33t2LGjpWoCAAAAGsQ0Te3bt09ut5sFfxExKncr8/v9gXPp6en8QzuAiNaggOj777/X3r17A8dPPPGEvvvuuxYrCgAAAKiPYRiaMmWK/H6/2rVrx8gMRIzs7OzAVvYOh0O5ublauHBhmKsCgCNrUEDUpUsXffnll6qoqGjpegAAAIAGKSgoCNxm9BAiRWZmZtC0MnYrA2AXDVqD6LzzztNLL72kJUuWqFWrVpKkJ598Un/729+O+LgXXnih6RUCAAAAtcjKylJBQYGysrL4Ao6IYBiGVq5cGThmtzIAdtKggOjiiy9Wr169VFRUJL/fr/fff1/HH3+8jj322JauDwAAAKiVz+djTRdEjMzMzBrhENPKANhJgwIi6fBfcOnp6ZIOL1J93nnnadiwYS1WGAAAAFBV5a5Q0uFNVBiZgUhRPRzyeDyElxHENE35fD4ZhsHfG8ARNGgNoupmz55NOAQAAICQysvLk9/vl9/v58s3IkZtI4f4/YwsPp9PxcXF9AWoR6MCIgAAACCUbrrppsCW4Q6Hg0WpERFM02RamQ0YhqGUlBT+3gDq0eApZgAAAEA4TJw4Ufn5+YFjdoVCJDBNU1OmTAkcO51OwqEI5fV6+TsDaABGEAEAACBimaapV155JXDs8Xj4ooewM01TU6dODTqXk5MTpmoAoHkQEAEAACBizZo1K3CbhX8RKbKzs2VZVuCY4BJANCAgAgAAQEQxTVMZGRkyTVM333yzevXqpQcffJBwCGFnmqbS0tJUWloaOJebm8vvJoCo0KQ1iPbt26dVq1Zp586dkqQuXbpo4MCBOuaYYxr9nIsWLVJBQYH8fr969eql6667TmlpaXVev3//fr3yyitatmyZ9u3bpy5duuiaa67RoEGDGl0DAAAAwsMwjMB6Qzk5OVq3bp0mT56sbdu2BY3YAEKt+ppD0uFFqRk5BCBaNDogmjNnjubPn6+ysrLgJ0xI0MUXX6zLL7/8qJ9z6dKlMk1TN9xwg/r27as33nhDM2fO1OOPP6727dvXuL6srEwzZsxQUlKS7rjjDnXs2FG7du1SmzZtGvu2AAAAECamaQYtRn3gwIHwFQNUk52dHXTMlEcA0aZRAdHcuXP1r3/9S6eeeqpGjRql4447TpK0detWLVq0SK+99pri4+M1bty4o3reBQsWaOTIkRoxYoQk6YYbbtDnn3+uxYsXy+Px1Lj+3Xff1b59+/SHP/xBCQmH30rXrl0b85YAAAAQZtW/bI8ZMyZMlQDBDMMImlZGOAQgGjUqIHrrrbd02mmn6e677w4637VrV51yyil68MEH9dZbbx1VQFRWVqb169cHBUFxcXEaOHCgvvvuu1of89lnn6lv37569tlntXz5ciUlJemMM86Qx+NRXFztyyuVlpYG/eXucDjkcrkCt1G3yp8PPyf7oGf2Q8/shX7ZDz2LbDfffLMefPBBSdI999wjr9dLz2wmGvt10003BY1sS09P1xNPPBG+gppZNPYs2tEze7FTvxoVEP3888865ZRT6rx/0KBB+uqrr47qOffu3auKigq53e6g8263W1u3bq31MT/88IN27typYcOGacqUKdq+fbueeeYZlZeXa/z48bU+Zt68eZo7d27guHfv3srLy1OXLl2Oqt5Y1q1bt3CXgKNEz+yHntkL/bIfehZZnnzySd17772SDi/4O2nSpBrX0DN7iZZ+/fKXv9Ty5csDx23atNGKFSvCV1ALipaexRJ6Zi926FejAqJf/OIXWrNmjc4///xa71+zZo369+/fpMIawrIsJSUl6be//a3i4uLUp08f7d69W6+//nqdAdEll1yi0aNHB44rU7ydO3fWWE8JwRwOh7p166bt27ezSKRN0DP7oWf2Qr/sh55FpilTpsjv90uSZs6cGTS1jJ7ZS7T1q2o4JB1eh2jbtm1hqqZlRFvPYgE9s5dw9yshIaHBA2IaFRDdcMMNmjlzpp5//nmNGjUqsO7Pjh07tGjRIq1Zs0ZTp049qudMSkpSXFxc4D8OKvn9/hqjiiq53W4lJCQETSdLTk6W3+9XWVlZYF2iqpxOp5xOZ63Px4erYSzL4mdlM/TMfuiZvdAv+6FnkcnhcMgwjFp7Q8/sJVr6lZ6erpUrV8rpdConJ0dXX311VLyv2kRLz2IJPbMXO/SrQQFR1fnflcrLy/Xmm2/qzTffDAQ0FRUVkg6HMHfddZdeeOGFhheSkKA+ffpo9erVGjJkSOD5Vq9erVGjRtX6mP79++ujjz5SRUVFoIZt27apQ4cOtYZDAAAAiBymacrn82n48OFavny5DMNgy3BElIULF4a7BAAImQalKBkZGSFZUGn06NHy+Xzq06eP0tLStHDhQh08eFDDhw+XJM2aNUsdO3bUxIkTJUnnn3++/v3vfwdGMm3fvl3z5s3ThRde2OK1AgAAoGl8Pp+Ki4slSYWFhWGuBgCA2NaggMgwjJauQ5I0dOhQ7d27V3PmzJHf71dqaqqmTp0amGK2a9euoKCqc+fOuvfee/XCCy/orrvuUseOHXXhhRcG7YQGAACAyGQYhnw+X8j+WxMAANTNYUX6JLgQ2blzp0pLS8NdRkRzOBzq3r27tm3bFvFzJ3EYPbMfemYv9Mt+6Jn90DN7oV/2Q8/sh57ZS7j75XQ6W3aRaunw+kArVqzQjh07tG/fvlqvGTduXGOfHgAAAAAAACHSqIBo3bp1evTRR/Xjjz8e8ToCIgAAAAAAgMjXqIDomWee0aFDh3TXXXfphBNOUNu2bZu7LgAAAAAAAIRIowKiTZs2acKECRo8eHBz1wMAAAAAAIAQi2vMgzp27MhiWAAAAGgQ0zSVkZEh0zTDXQoAAKhDowKiMWPG6J133tHPP//c3PUAAAAgyvh8PhUXF8vn84W7FAAAUIdGTTE7cOCAWrdurVtvvVVDhw5V586dFRdXM2saPXp0kwsEAACAvRmGIZ/PJ8Mwwl0KAACoQ6MCohdffDFw+9///ned1xEQAQAAwOv1yuv1hrsMAABwBI0KiGbNmtXcdQAAACBKmKYZGDFEMAQAgD00KiDq0qVLc9cBAACAKGCapu677z6Vl5fL5/MREAEAYBONWqT6gQce0JIlS3To0KHmrgcAAAA25vP5VF5ervj4eNYcAgDARho1guiHH37QX/7yF7Vu3Vq//OUvddZZZ2ngwIFyOBzNXR8AAABspOqC1IweAgDAPhoVEP3pT3/S2rVr9eGHH+rjjz/Whx9+KLfbrWHDhunMM89UampqM5cJAACASFZ13aHCwsJwlwMAAI5SowIiSUpLS1NaWpquueYarVq1Sh9++KHefvttLViwQCkpKTrrrLM0bNgwderUqTnrBQAAQATy+XwqLi5m3SEAAGyq0QFRpbi4OJ1yyik65ZRTtH//fj399NP65JNP9PLLL+uVV17RgAEDdNFFF2nQoEHNUS8AAAAiUNWpZQAAwH6aHBBJ0jfffKMPPvhAhYWF2rdvn3r06KGzzjpLCQkJWrx4sfLy8jR27FhdfvnlzfFyAAAAiDBer5eRQwAA2FijA6Li4mJ98MEH+uijj7Rr1y61b99eZ599ts4666ygNYgyMzP11FNP6d///jcBEQAAQBSpuu4Q4RAAAPbWqIDorrvu0qZNm+R0OjV48GBdf/31Sk9PV1xcXK3XDxgwQO+++26TCgUAAEDkMAxD+fn5ksS6QwAARIFGBURt27bVb3/7W51++ulq06ZNvdf/8pe/1KxZsxrzUgAAAIgwpmkGwiFJrDsEAEAUaFRANH369KO6PjExUV26dGnMSwEAACDC+Hy+wG2Px8PoIQAAokCTFqnetGmTvvjiC+3cuVOS1KVLF5166qnq2bNnsxQHAACAyFN1xzLCIQAAokOjAqLS0lI9/fTT+uCDDyRJDodDkmRZll5++WWdeeaZmjRpkhISmmWTNAAAAIRZ9QWpCYYAAIgujUpwXnrpJX3wwQc6//zzdeGFF+rYY4+Vw+HQ9u3btXDhQr311ltq166drr322mYuFwAAAKFWdUHqvLw8wiEAAKJQ7duO1ePDDz/UmWeeqV//+tc67rjjFB8fr7i4OB133HG6/vrrNWzYMH344YfNXSsAAABCrPqC1AAAIDo1KiAqKytTv3796ry/f//+Ki8vb3RRAAAAiAx5eXlBx5MnTw5TJQAAoCU1KiBKT0/XihUr6rx/xYoVOvnkkxtbEwAAAMLMNE2lpaXJ7/cHzrFjGQAA0atRAdGECRO0c+dOPfLII/ryyy+1c+dO7dy5U6tWrdLDDz+snTt3asKECdq3b1/QHwAAANhDXl6eSkpKAse5ublB29sDAIDo0qhFqn/3u99JOrzN/aeffnrEa6qaPXt2Y14OAAAAIZSZmcnIIQAAYkyjAqJLL700sLU9AAAAoodpmlq5cmXgODc3l3AIAIAY0KiA6LLLLmvuOgAAABBmVbezlw6vO0k4BABAbGjUGkQAAACIPgUFBYHbbrdbCxcuDGM1AAAglBo0gmju3LmSpLFjxyouLi5wXJ9x48Y1vjIAAACEhGmaysvLU1xcnMrLy+VyudjOHgCAGNOggOjVV1+VdHiBwri4uMBxfQiIAAAAIptpmpoyZUrgOCUlRYWFhWGsCAAAhEODAqLqu4+xGxkAAID9VV9zqPIcAACIPY1apBoAAAD2lpmZGbRbmcR29gAAxDICIgAAgBhTPRxyuVzKzs4mHAIAIIYREAEAAMSQ6uGQ0+nU2rVrw1gRAACIBGxzDwAAECNqC4dycnLCWBEAAIgUjCACAACIAdXDofT0dC1cuDCMFQEAgEjSoBFECxcu1NatW1u6FgAAALSA2kYOEQ4BAICqGhQQvfDCC1q/fn3g+PLLL9eSJUtarCgAAAA0D6aVAQCAhmjQFLN27drJ7/e3cCkAAABoTkwrAwAADdWggOjEE0/Uq6++qo0bN6pNmzaSpPfff1/fffddnY9xOBz6n//5n+apEgAAAEdlyJAh2rJlS+CYaWUAAOBIGhQQXX/99Xr++ee1atUq7dmzR5K0atUqrVq16oiPIyACAAAIPcMwaoRDTCsDAABH0qCAqH379rrtttsCx5dffrluueUWDRs2rMUKAwAAwNGrPq0sOTlZy5YtC2NFAADADhq0SHV1N954o/r169fctQAAAKAJqodDLpeLcAgAADRIg0YQVTd8+PDA7eLiYu3cuVOS1KVLF6WkpDRLYQAAAGg40zRr7FaWnZ0dxooAAICdNCogkqRPP/1Upmlqx44dQee7du2qa665RoMHD25ycQAAAKifaZqaMmVK4NjpdGrjxo3hKwgAANhOowKizz//XI8++qi6dOmiK664IjBqqLi4WO+8844eeeQR3XPPPTrllFOas1YAAADUovoC1CxIDQAAjlajAqJ//etf6tWrl+6//361bt06cH7w4MEaNWqUsrOz9eqrrxIQAQAAtLDMzEyVlJQEjj0ej7xebxgrAgAAdtSoRao3bdqks88+OygcqtS6dWsNHz5cmzZtanJxAAAAqJthGEHrDnk8Hvl8vjBWBAAA7KpRAZHT6dS+ffvqvH/fvn1yOp2NLgoAAABHZhiG8vPzA8fp6emEQwAAoNEaFRCddNJJWrhwob777rsa961Zs0ZvvvmmBg4c2OTiAAAAUFP1cMjlcmnhwoXhKwgAANheo9Yguuqqq3Tvvffq97//vdLS0nTcccdJkrZu3aq1a9eqffv2uvLKK5u1UAAAABxWNRySxHb2AACgyRo1gqhr16565JFHdOGFF2r//v1aunSpli5dqv379yszM1MPP/ywunbt2ty1AgAAxDTTNJWamhp0Ljc3l0WpAQBAkzVqBJEktW/fXtdee20zlgIAAIAjycnJUWlpaeCYHcsAAEBzadQIIgAAAIRW9e3sWZQaAAA0JwIiAACACJeZmVljO3sWpQYAAM2JgAgAACDCVQ2HGDkEAABaAgERAABAhDIMQ8nJyYHj9PR0Rg4BAIAWQUAEAAAQgQzDqLGdPeEQAABoKQREAAAAEaa2cAgAAKAlNSogOnDggJ544glt2bKluesBAACIaaZp1giHHA6HPB5PWOoBAACxoVEBUWlpqd5//3399NNPkqSff/5Z999/vzZs2NCsxQEAAMQS0zQ1ZcqUoHO5ubkqLi5mYWoAANCiEhp6oWEY6tevn/r27atu3boF3VdeXq6vvvpK+/fvb/YCAQAAYkFt4ZDH45HX6w1TRQAAIJY0OCC68MILtWbNGhUUFGj37t2SpJdfflmnnXaaevXq1WIFAgAAxILs7OygY4/Hw6ghAAAQMg0OiEaPHh24vXnzZt1555065phjtHTpUs2ZM0eS9NJLL2ngwIHq37+/+vXrp2OOOab5KwYAAIgymZmZKi0tDRwTDgEAgFBrcEC0bds2de/eXZLkdrslSVlZWTrppJO0detW/e53v1OHDh1UVFSkN954Q2VlZZo9e3aLFA0AABAtMjMztXLlysBxeno64RAAAAi5BgdEt99+u9q1a6e0tDT16NFDklRRUSFJgZFCmZmZOumkk3To0CEWrAYAAKjHkCFDgnaFTU9P18KFC8NYEQAAiFUNDogeeughrVmzRmvXrtWKFSskSQ8++KCOP/549e3bV9J/A6NWrVqpf//+zV8tAABAlMjMzCQcAgAAEaPBAVGvXr3Uq1cvnXvuudq7d69uuOEGeTweHThwQF9++aWkw9uw9uzZU/369VP//v01bNiwFiscAADArqpPK0tOTiYcAgAAYdXggKgqh8MhSTrxxBN10kknBQKjcePGqby8XN9++60++OADAiIAAIBqTNOsseYQ4RAAAAi3RgVEcXFx6ty5s1q1aiXpv4FR//79ddJJJ0n673QzAAAAHGYYhvLz8wPHTqeTcAgAAESERgVEbdu2DdpdIz4+XieeeKLatm0bOBcXF9f06gAAAKJE9XBIknJycsJTDAAAQDWNCoiqa9OmjaZNm9YcTwUAABB1TNOsEQ55PB55vd7wFAQAAFBNswREAAAAqJ1pmpo6dWrQudzcXMIhAAAQUZgHBgAA0IJ8Pp8sywocM3IIAABEoogMiBYtWiTDMHTllVdq6tSpWrt2bYMe99FHH+myyy7TQw891MIVAgAAHJlpmhowYIB+/PFHOZ1OORwOeTyeoHUcAQAAIkXEBURLly6VaZoaN26c8vLy1KtXL82cOVN79uw54uN27NihF198USeccEKIKgUAAKidaZqaMmWK/H6/SkpKVFFRIcuytHz58nCXBgAAUKuIC4gWLFigkSNHasSIEUpJSdENN9ygVq1aafHixXU+pqKiQn/5y1902WWXqWvXriGsFgAAIFhlOFRVVlaWUlJSZBhGmKoCAAA4sohapLqsrEzr16+Xx+MJnIuLi9PAgQP13Xff1fm4uXPnKikpSeecc46+/vrrI75GaWmpSktLA8cOh0MulytwG3Wr/Pnwc7IPemY/9Mxe6Jf9hKJn2dnZQccej0dPPPFEi71etONzZi/0y37omf3QM3uxU78iKiDau3evKioq5Ha7g8673W5t3bq11sd88803evfddxu87tC8efM0d+7cwHHv3r2Vl5enLl26NLruWNOtW7dwl4CjRM/sh57ZC/2yn5bo2ZNPPqlbb7016B+iBg8erC+++ELz58/XpEmTmv01YwmfM3uhX/ZDz+yHntmLHfoVUQHR0SopKdFf/vIX/fa3v1VSUlKDHnPJJZdo9OjRgePKFG/nzp0qKytrkTqjhcPhULdu3bR9+/ag3VgQueiZ/dAze6Ff9tOSPbvjjjuCwqH09HRt375dxcXFmjlzpsaMGdOsrxcr+JzZC/2yH3pmP/TMXsLdr4SEhAYPiImogCgpKUlxcXHy+/1B5/1+f41RRZL0ww8/aOfOncrLywucq/yBT5gwQY8//niNlM7pdMrpdNb6+ny4GsayLH5WNkPP7Iee2Qv9sp/m7llmZqZKSkoCx+np6Vq4cKFM05TP55NhGPyONBGfM3uhX/ZDz+yHntmLHfoVUQFRQkKC+vTpo9WrV2vIkCGSDi9AvXr1ao0aNarG9ccdd5weeeSRoHP//Oc/deDAAV177bXq3LlzSOoGAACxKzMzUytXrgwcV4ZDkuT1euX1esNVGgAAQINFVEAkSaNHj5bP51OfPn2UlpamhQsX6uDBgxo+fLgkadasWerYsaMmTpyoVq1aqWfPnkGPb9u2rSTVOA8AANDchgwZoi1btgSd+/HHH8NUDQAAQONFXEA0dOhQ7d27V3PmzJHf71dqaqqmTp0amGK2a9cuW6z+DQAAopthGEHhUHJyshwOB1vZAwAAW4q4gEiSRo0aVeuUMkmaPn36ER/Lf5QBAICWZJqmsrOzgxakTk5O1rJly8JYFQAAQNPEhbsAAAAAO8nJyQkKh1wuF+EQAACwPQIiAACABjBNU6mpqUG7lTmdTmVnZ4exKgAAgOYRkVPMAAAAIolpmpoyZUrQOZfLpbVr14apIgAAgObFCCIAAIAjqC0cYuQQAACINowgAgAAqINhGMrPzw865/F45PP5wlMQAABAC2EEEQAAQC1qC4fS09MJhwAAQFQiIAIAAKimrpFDCxcuDE9BAAAALYyACAAAoArTNJlWBgAAYg5rEAEAAPwf0zR13333BZ3Lzc2V1+sNU0UAAAChQUAEAACg/4ZD5eXlcjgcat++vSZPnkw4BAAAYgIBEQAAgCSfz6fy8nLFx8drxowZBEMAACCmsAYRAACADi9MnZKSQjgEAABiEgERAACISaZpKiMjQ6ZpSpK8Xq8KCwsJhwAAQEwiIAIAADHJ5/OpuLiY3ckAAABEQAQAAGJU5ZQywzDCXQoAAEDYsUg1AACISV6vl+lkAAAA/4cRRAAAAAAAADGOgAgAAAAAACDGERABAAAAAADEOAIiAAAQVapvXw8AAID6ERABAICowvb1AAAAR4+ACAAARBW2rwcAADh6bHMPAACiCtvXAwAAHD1GEAEAAAAAAMQ4AiIAAAAAAIAYR0AEAAAAAAAQ4wiIAAAAAAAAYhwBEQAAAAAAQIwjIAIAAAAAAIhxBEQAAAAAAAAxjoAIAABEPNM0lZGRIdM0w10KAABAVCIgAgAAEc/n86m4uFg+ny/cpQAAAEQlAiIAABDxDMNQSkqKDMMIdykAAABRKSHcBQAAANTH6/XK6/WGuwwAAICoxQgiAAAAAACAGEdABAAAAAAAEOMIiAAAQMRgtzIAAIDwICACAAARg93KAAAAwoOACAAARAx2KwMAAAgPdjEDAAARg93KAAAAwoMRRAAAAAAAADGOgAgAAAAAACDGERABAAAAAADEOAIiAAAQMmxjDwAAEJkIiAAAQMiwjT0AAEBkIiACAAAtquqoIbaxBwAAiExscw8AAFqMaZq67777VF5eLp/Pp8LCQraxBwAAiECMIAIAAC3G5/OpvLxc8fHxjBoCAACIYAREAACgxVROKZsxYwYjhwAAACIYAREAAGhWVdcc8nq9TCsDAACwAQIiAADQLCqDoby8PHYqAwAAsBkCIgAA0Cwqt7CXxE5lAAAANkNABAAAmkXlekOTJ09mWhkAAIDNsM09AABoFl6vl1AIAADAphhBBAAAjkrVRagBAAAQHQiIAADAUalca4hFqAEAAKIHAREAADgqlWsNsQg1AABA9CAgAgAAR1R9SpnX62URagAAgChDQAQAAI6IKWUAAADRj4AIAAAcEVPKAAAAoh/b3AMAgCNi+3oAAIDoxwgiAAAAAACAGEdABAAAAAAAEOMIiAAAiHHVdykDAABA7CEgAgAgxrFLGQAAAAiIAACIUZUjhwYPHswuZQAAADGOXcwAAIhRlSOHJKmwsDDM1QAAACCcGEEEAEAMqG2dIcMwGDkEAAAASQREAADEhNrWGfJ6vSosLJTX6w1jZQAAAIgEBEQAAMQARgsBAADgSFiDCACAKGUYhgoKCpSVlSWfz8dIIQAAANSJEUQAAESpgoIClZeXq6CgINylAAAAIMIREAEAECVM09SAAQM0YMAAmaaprKwsxcfHKysrK9ylAQAAIMIxxQwAgCjh8/nk9/sDtwsLC4MWpQYAAADqwggiAACihGEYcrvdcrvdLEYNAACAo0JABACATZmmqYyMDJmmKenwtvVFRUUqKipiQWoAAAAclYicYrZo0SIVFBTI7/erV69euu6665SWllbrtW+//bY++OADbd68WZLUp08fXXHFFXVeDwBAtPD5fCouLmaHMgAAADRZxI0gWrp0qUzT1Lhx45SXl6devXpp5syZ2rNnT63Xf/XVVzrjjDM0bdo0zZgxQ506ddKMGTO0e/fuEFcOAEBoGYahlJQUppMBAACgySIuIFqwYIFGjhypESNGKCUlRTfccINatWqlxYsX13r9rbfeqgsuuECpqalKTk7WpEmTZFmWvvzyyxBXDgBAy6q+S5nX61VhYSGjhwAAANBkETXFrKysTOvXr5fH4wmci4uL08CBA/Xdd9816DkOHjyosrIytWvXrtb7S0tLVVpaGjh2OBxyuVyB26hb5c+Hn5N90DP7oWf2Esp+maap++67T+Xl5ZIOTy+75pprWvx1ow2fMfuhZ/ZCv+yHntkPPbMXO/UrogKivXv3qqKiQm63O+i82+3W1q1bG/QcL730kjp27KiBAwfWev+8efM0d+7cwHHv3r2Vl5enLl26NLruWNOtW7dwl4CjRM/sh57ZS0v368knn9S9996r8vJyORwOdejQQffee6+6d+/eoq8bzfiM2Q89sxf6ZT/0zH7omb3YoV8RFRA1VX5+vj766CNNnz5drVq1qvWaSy65RKNHjw4cV6Z4O3fuVFlZWUjqtCuHw6Fu3bpp+/btsiwr3OWgAeiZ/dAzewlVv2bOnKny8nLFx8dr5syZgSll27Zta7HXjFZ8xuyHntkL/bIfemY/9Mxewt2vhISEBg+IiaiAKCkpSXFxcfL7/UHn/X5/jVFF1b3++uvKz8/X73//e/Xq1avO65xOp5xOZ6338eFqGMuy+FnZDD2zH3pmL83dL9M05fP5ZBiGvF6vDMMIHF999dX8bjQDPmP2Q8/shX7ZDz2zH3pmL3boV0QtUp2QkKA+ffpo9erVgXMVFRVavXq1+vXrV+fj5s+fr3/961+aOnWqjj/++FCUCgBAi6m6fb0kFqMGAABAi4uogEiSRo8erXfeeUfvvfeeiouL9cwzz+jgwYMaPny4JGnWrFl6+eWXA9fn5+dr9uzZuvHGG9W1a1f5/X75/X4dOHAgTO8AAIDGMU1TGRkZGjx4MNvXAwAAIKQiaoqZJA0dOlR79+7VnDlz5Pf7lZqaqqlTpwammO3atSto9e+33npLZWVl+uMf/xj0POPGjdNll10WytIBAGiUyill+/btC0yzLiwsDG9RAAAAiCkRFxBJ0qhRozRq1Kha75s+fXrQceXwewAA7KpySpnb7WbkEAAAAMIi4qaYAQAQCyqnk5mmKcMwlJKSosmTJ7PWEAAAAMIiIkcQAQAQ7aouRE0oBAAAgHBjBBEAACFQdcSQpMCoIaaTAQAAIBIQEAEAEAJsXQ8AAIBIRkAEAEAIMGIIAAAAkYyACACAZmaapgYMGKABAwYEppQxYggAAACRjIAIAIBm5vP55Pf75ff7A1PKAAAAgEhGQAQAQDMzDENut1tut5spZQAAALAFAiIAAJqo+g5lXq9XRUVFKioqYkoZAAAAbIGACACAo1Q9EJo1a1bQDmUAAACA3RAQAQBwFEzT1H333afi4mLNmjVLknTzzTezQxkAAABsLSHcBQAAYBeV4VB5ebni4+N18803Szo8pezqq68Oc3UAAABA4zGCCACABvL5fIFwaMaMGawvBAAAgKhBQAQAQC1M01RaWlrQ1DHDMJSSkkI4BAAAgKhDQAQAQDWVU8lKSkpkWZYKCgokHZ5KVlhYSDgEAACAqMMaRAAA6HAolJeXFzguLy+XJDkcDmVlZYWrLAAAACAkCIgAANDh9YX8fr8kye12B6aWMVoIAAAAsYApZgAA6PD6Qm63W263W5MnT2YqGQAAAGIKAREAIOaYpqmMjAyZphk45/V6VVRUpKKiIoIhAAAAxBwCIgBAzPH5fCouLpbP5wt3KQAAAEBEICACAMScyu3qK7evBwAAAGIdAREAIGrVNpVMYrt6AAAAoDoCIgBA1KkMhvLy8phKBgAAADQAAREAIOpUrjEkialkAAAAQAMQEAEAbKtypJBhGEFTySrXGGK7egAAAKBhEsJdAAAAR8s0TeXl5WnPnj2yLEvbtm1TeXm5fD6fvF5v4A8AAACal2EYys/PDxx7PB6m80cJRhABAGzFMAxNmTJFfr9flmUpPj5eWVlZTCUDAAAIgYKCgqDj+fPnh6kSNDdGEAEAIpphGJo/f74SEhLUtm1b7dmzJ3Cf2+3W5MmTGS0EAAAQIllZWUEjiFq3bh2+YtCsGEEEAIhYpmkqPz9flmWptLRUfr9frVu3Vnx8vDwej4qKigiHAAAAQsjn82nLli3Kzc1VSkqKsrOzw10SmgkBEQAgYlQuOl252HT1+exut1vZ2dnatGkTc90BAADCyOv1shlIlCEgAgCEnWEY6tmzp3JyclRcXBwIfwzDkNvtltvtVm5uLiOGAAAAgBbCGkQAgLAwTVM+n0+GYaigoEDl5eU6cOBA0GLT7EYGAAAAhAYBEQAgJKpuiepyuZSYmCi/3y+fz6esrCwVFBQoKyuLqWMAAABAGBAQAQBajGmaysvL08GDB1VSUhI4X1JSosTExMBoIa/XSzAEAAAAhBEBEQCg2VVOH9u3b5/8fn+N+10uF9vTAwAAABGEgAgA0Ox8Pp+Ki4sDC0wfPHhQiYmJhEIAAABAhGIXMwBAk1Tfml46vN5QSkqKJk+erKKiIq1du5YdyAAAAIAIRkAEADgq1QOhytFCVdcQ8nq9KiwsJBACAAAAbIKACADQIJXBUF5eXlAgVDlaqHJregAAAAD2wxpEAIA6Ve5CVsnv98vtdgcFQl6vl5FCAAAAgM0REAEAAjIzM7Vy5crAscvlCmxPXzUYIhACAAAAogsBEQDEOMMwVFBQoKysrKBwSJIOHDggt9stSexABgAAAEQxAiIAiEGVU8cOHjwYGCFUUFCg9PT0oJBozJgxQYtPAwAAAIhOBEQAECMqQ6H9+/ertLS0xv1ZWVmEQQAAAECMIiACgChmmqZ8Pp8GDx6s+fPny7KsoPtdLpcSExOZPgYAAADEOAIiAIgypmkqOztbpaWlcjqdKi0t1bZt24LCIYfDwfQxAAAAAAEERAAQRQzDUH5+fuC4tLRUKSkpGjx4sN577z1JLDYNAAAAoCYCIgCwscpt6dPT07Vw4UIVFBQE3V95HgAAAACOJC7cBQAAGsY0TQ0YMEBpaWlKS0vTgAEDAjuOVf5vVlaWHA6HXC6XcnNzCYcAAAAANAgjiAAggpmmqZycnMBW9FWVlJQE1hhKT0+XJPl8PtYVAgAAAHDUCIgAIEJUTheryuVy1RoOsfsYAAAAgOZEQAQAYVLbbmPVHThwICgkcrlcys7OJhQCAAAA0KwIiAAgTHw+XyAUqiskYit6AAAAAKHAItUAECaGYcjpdEqSnE6ncnJytHXrVlmWpa1bt2rLli2EQwAAAABCghFEABAmXq+XqWIAAAAAIgIjiAAAAAAAAGIcAREAAAAAAECMIyACAAAAAACIcQREAAAAAAAAMY6ACEDUyszMVHJyctAfwzDCXRYAAAAARBwCIgC2ZpqmevToUSMISk5O1sqVK2tcX1BQEIYqAQAAACCysc09gIhnGIbmz58vh8OhiooKSVJcXFzg9tHIyspq7vIAAAAAwPYIiABEBNM0lZOTo5KSErlcLl1wwQV67733tH//fpWWlkqSLMsKXN+QcMjpdConJ0der7fF6gYAAACAaEBABCBkMjMza0z7iouLU3x8fCAEkqSSkhIVFBSovLy8zueqPoLI4/HI5/M1f9EAAAAAEAMIiAA0O8MwlJ+fH3QuPj6+1sCnoqKixmig2kYQuVwuZWdnMxoIAAAAAFoAARGARqltNNCRlJeXy+l0Bo0Ukv47gqisrExjxoxhFBAAAAAAhAEBEYBamaape++9t1ELQdcmPj6e9YAAAAAAIEIREAExqLYpYC3B7XarqKioxV8HAAAAANA0BERAlAlV+CNJycnJWrZsWY3zpmnK5/PJMIyQ1AEAAAAAaBoCIsAGTNNUdnZ2jfV7qktPT9fq1aub9bUbszuY1+tlKhkAAAAA2AgBERBmQ4YM0ZYtW5rluVauXCmPx9OgEUTx8fGaMWMGQQ4AAAAAgIAIaC6hnNpVl/T0dPl8vsCIH4fDoe7du2vbtm2yLCustQEAAAAAIhcBEaDad+xyOp068cQTj2or95aWnp6uhQsXhrsMAAAAAECUISBCVGiJ0TulpaUhC4cIfgAAAAAA4URAhIjQ0EWYQ6mxI4gas6gzAAAAANhJ1e9w/IN3dCAgQoNdeOGFETXdqiUQ7gAAAABA/Xw+X+Af+KP9e2KsiMiAaNGiRSooKJDf71evXr103XXXKS0trc7rP/74Y82ePVs7d+5Ut27ddOWVV2rQoEEhrDj8mnMnLDsj4AEAAACAlmcYRtAIIthfxAVES5culWmauuGGG9S3b1+98cYbmjlzph5//HG1b9++xvXffvut/vSnP2nixIkaNGiQlixZoocfflh5eXnq2bNnGN5BeERLOFTX0ETTNOXz+WQYBtuyAwAAAECYeb1evptFmYgLiBYsWKCRI0dqxIgRkqQbbrhBn3/+uRYvXiyPx1Pj+oULF+qUU07RxRdfLEmaMGGCvvzySy1atEi/+c1vQll6WCUnJ4ckJGrVqpVycnJ09dVXN+rxhmGooKBAWVlZRzXSh798AAAAAABoOREVEJWVlWn9+vVBQVBcXJwGDhyo7777rtbHfPfddxo9enTQufT0dH366ae1Xl9aWhq0ELLD4ZDL5Qrctqu63m9zcjgc6tatm7Zv3y7Lshr1HE888YSeeOKJZq4Mdan8nbbz73asoWf2Qr/sh57ZDz2zF/plP/QsmGmamjVrlm6++eaI/QfqSOtZrKxV29jvsZHWryOJqIBo7969qqiokNvtDjrvdru1devWWh/j9/trTD1r3769/H5/rdfPmzdPc+fODRz37t1beXl56tKlS5NqjyXdunULdwk4SvTMfuiZvdAv+6Fn9kPP7IV+2Q89O+yvf/2riouL9de//lWTJ08OdzlHFCk9i/ZwSJIKCgo0b968Jj1HpPTrSCIqIAqFSy65JGjEUWWKt3PnTpWVlYWrLFtojhFECC16Zj/0zF7ol/3QM/uhZ/ZCv+yHngW78cYbNWvWLN14443atm1buMupVaT1LD09PepDoqysrEb/PoS7XwkJCQ0eEBNRAVFSUpLi4uJqjP7x+/01RhVVcrvd2rNnT9C5PXv21Hm90+mU0+ms9b5I+HDZgWVZ/Kxshp7ZDz2zF/plP/TMfuiZvdAv+6Fnh1199dWB9VYj/ecRKT2rbZOhaNTUn3Wk9OtI4sJdQFUJCQnq06ePVq9eHThXUVGh1atXq1+/frU+pl+/fvryyy+Dzq1atUp9+/Zt0VoBAAAAAACiRUQFRJI0evRovfPOO3rvvfdUXFysZ555RgcPHtTw4cMlSbNmzdLLL78cuD4zM1MrV65UQUGBtmzZojlz5mjdunUaNWpUmN4BAAAAAACAvUTUFDNJGjp0qPbu3as5c+bI7/crNTVVU6dODUwZ27VrV9Dq3/3799ett96qf/7zn3rllVfUvXt33XXXXerZs2eY3gEAAAAAAIC9RFxAJEmjRo2qcwTQ9OnTa5z71a9+pV/96lctXBUAAAAAAEB0irgpZgAAAAAAAAgtAiIAAAAAAIAYR0AEAAAAAAAQ4wiIAAAAAAAAYhwBEQAAAAAAQIwjIAIAAAAAAIhxBEQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDgCIgAAAAAAgBhHQAQAAAAAABDjCIgAAAAAAABiHAERAAAAAABAjCMgAgAAAAAAiHEERAAAAAAAADGOgAgAAAAAACDGERABAAAAAADEuIRwFxApEhL4UTQUPyv7oWf2Q8/shX7ZDz2zH3pmL/TLfuiZ/dAzewlXv47mdR2WZVktWAsAAAAAAAAiHFPM0GAlJSWaPHmySkpKwl0KGoie2Q89sxf6ZT/0zH7omb3QL/uhZ/ZDz+zFTv0iIEKDWZalDRs2iEFn9kHP7Iee2Qv9sh96Zj/0zF7ol/3QM/uhZ/Zip34REAEAAAAAAMQ4AiIAAAAAAIAYR0CEBnM6nRo3bpycTme4S0ED0TP7oWf2Qr/sh57ZDz2zF/plP/TMfuiZvdipX+xiBgAAAAAAEOMYQQQAAAAAABDjCIgAAAAAAABiHAERAAAAAABAjCMgAgAAAAAAiHEJ4S4AoTVv3jwtW7ZMW7ZsUatWrdSvXz9dddVVOu644wLXHDp0SKZpaunSpSotLVV6erquv/56ud3uwDV///vf9e2332rz5s1KTk7Www8/HPQ6O3bs0M0331zj9WfMmKF+/fq12PuLNqHqlyRZlqWCggK988472rlzp4455hhdcMEFGjt2bCjeatQIVc/mzJmjuXPn1nj9xMREvfjiiy32/qJRKD9nK1as0KuvvqrNmzfL6XTqhBNOkNfrVdeuXUPxVqNCKPu1dOlSzZs3T9u2bVNSUpJGjRqliy++OBRvM6o0R882btyo/Px8ffvtt9q7d6+6du2q8847T5mZmUGvVVRUJNM0tXnzZnXq1EmXXnqphg8fHsJ3Gx1C1bOffvpJpmlq/fr12r59uy688EJde+21IX630SFUPSssLNR//vMfbdy4UWVlZUpJSdH48eN1yimnhPgd21uo+vXNN9/opZde0pYtW3Tw4EF16dJF5557rkaPHh3qt2x7ofz/skrffPONpk+frh49etT63yktgYAoxnz11Ve64IILdPzxx6u8vFyvvPKKZsyYoT/+8Y9q3bq1JOmFF17Q559/rjvuuENt2rTRs88+q0cffVR/+MMfgp5rxIgRWrt2rb7//vs6X+/3v/+9evToEThu165dy7yxKBXKfj333HNatWqVrr76avXs2VP79u3Tvn37Wvw9RptQ9eziiy/W+eefH3QuJydHxx9/fMu9uSgVqp7t2LFDDz/8sC666CLdcsst+vnnn/XCCy/o0UcfVV5eXkjeazQIVb+++OIL/eUvf9H//M//KD09XVu2bNFTTz2lVq1aadSoUSF5r9GiOXq2fv16tW/fXrfccos6deqkb7/9Vk8//bTi4uIC/dixY4cefPBBnXfeebrlllu0evVqPfnkk3K73Xx5PUqh6llpaamSkpI0duxYvfHGG2F7v9EgVD37+uuvdfLJJ+uKK65Q27ZttXjxYuXl5emBBx5Q7969w/b+7SZU/UpMTNQFF1ygXr16KTExUd98843+9re/qXXr1jr33HPD9v7tKFQ9q7R//375fD4NHDhQfr8/dG/UQkzbs2ePNX78eKuoqMiyLMvav3+/NWHCBOvjjz8OXFNcXGyNHz/e+vbbb2s8fvbs2dadd95Z4/wPP/xgjR8/3tqwYUOL1R6LWqpfmzdvtiZMmGBt2bKl5YqPUS3Vs+o2bNhgjR8/3vrqq6+ar/gY1VI9+/jjj60JEyZY5eXlgXOffvqpddlll1mlpaUt8E5iQ0v16/HHH7ceffTRoHMLFy60Jk2aZFVUVDTzu4gtTe1Zpb/97W/W9OnTA8cvvviidccddwRd89hjj1kzZsxo5ncQe1qqZ1VNmzbNeu6555q17lgWip5V+t3vfme9+uqrzVN4jAplvx5++GHrz3/+c/MUHsNaumePPfaY9corrzT4u0BzYQ2iGPfzzz9L+u/InvXr16u8vFwDBw4MXJOcnKzOnTvru+++O+rnz8vL0/XXX6/f//73Wr58efMUHcNaql+fffaZunbtqs8++0yGYcgwDD355JOMIGoGLf0Zq/Tuu++qe/fuOuGEE5pWMFqsZ3369JHD4dB7772niooK/fzzz/rggw80cOBAJSQwoLexWqpfpaWlcjqdQedatWqlH3/8UTt37myGymNXc/Xs559/DhqZvGbNmqDnkKT09PQm/d2Kw1qqZ2g5oepZRUWFSkpK6GsThapfGzZs0LfffqsTTzyxmSqPXS3Zs8WLF+uHH37Q+PHjW6DyIyMgimEVFRV6/vnn1b9/f/Xs2VOS5Pf7lZCQoLZt2wZd2759+6Ma2ta6dWt5vV7dcccduueee/SLX/xCDz/8MCFRE7Rkv3744Qft2rVLn3zyiW6++WbddNNNWr9+vR599NHmfAsxpyV7VtWhQ4f04Ycf6pxzzmlqyTGvJXvWtWtX3XfffXrllVc0ceJEXXvttdq9e7d+97vfNedbiCkt2a9TTjlFy5Yt05dffqmKigpt3bpVCxYsCLwGGqe5evbtt9/q448/Dpoi4ff71b59+xrPUVJSokOHDjXvG4khLdkztIxQ9qygoEAHDhzQr371q2arP9aEol+TJk3SxIkTdc899+iCCy7QyJEjm/19xJKW7Nm2bdv08ssv65ZbblF8fHyLvYe68E+WMezZZ5/V5s2blZOT0+zPnZSUFLT4WVpamn766Se9/vrrGjx4cLO/XixoyX5ZlqXS0lIZhhFYaG3SpEm65557tHXr1qDF19BwLdmzqpYtW6YDBw7o7LPPbtHXiQUt2TO/36+nnnpKZ599ts444wyVlJRozpw5+uMf/6j77rtPDoej2V8z2rVkv0aOHKnt27frwQcfVHl5uVwulzIzM/Xqq6/SqyZojp5t2rRJDz30kMaNG6f09PRmrA61oWf2E6qeLVmyRHPnztVdd91VI5xFw4WiXzk5OTpw4IC+++47vfzyy+rWrZuGDRvWlLJjWkv1rKKiQn/+8581fvz4sH3/IiCKUc8++6w+//xz3X///erUqVPgvNvtVllZmfbv3x+Ufu7Zsydo95fGSEtL06pVq5r0HLGqpfvVoUMHxcfHB/1FlJKSIknatWsXAVEjhPIz9u6772rQoEFN/ozGupbu2aJFi9SmTRtdddVVgXO33HKLbrzxRq1Zs4YdHo9SS/fL4XDoqquu0sSJE+X3+5WUlKQvv/xSknTsscc22/uIJc3Rs+LiYv3hD3/Queeeq0svvTToPrfbrT179gSd27Nnj1wul1q1atX8bygGtHTP0PxC1bOPPvpITz75pO644w6dfPLJLfJeYkGo+lW5W2rPnj21Z88evfrqqwREjdSSPSspKdG6deu0YcMG/f3vf5d0+B/yLcvShAkTdN999+mkk05q0ffHFLMYY1mWnn32WS1btkzZ2dk1tlbu06eP4uPjA/8RLElbt27Vrl27mvzlZePGjerQoUOTniPWhKpf/fv3V3l5ubZv3x70PJLUuXPnJr6L2BLqz9iOHTtUVFTE9LImCFXPDh06VGPkSVxcXKAGNEyoP2NxcXHq2LGjEhIS9NFHH6lfv35KSkpq8vuIJc3Vs82bN+v+++/X2WefrSuuuKLG6/Tt2zfoOSRp1apVhK+NEKqeofmEsmdLlizRE088odtuu02DBg1qmTcU5cL5GbMsS2VlZc3zRmJIKHrmcrn0yCOP6KGHHgr8Oe+883TcccfpoYceUlpaWsu+STGCKOY8++yzWrJkie6++265XK7AfMg2bdqoVatWatOmjc455xyZpql27dqpTZs2+vvf/65+/foF/WJv375dBw4ckN/v16FDh7Rx40ZJh0edJCQk6L333lNCQkJgu8vCwkItXrxYkyZNCvVbtrVQ9WvgwIHq3bu3/vrXv+raa68N/AV48sknM3roKIWqZ5Xeffddud1unXrqqaF8m1ElVD0bNGiQ3njjDc2dOzcwxeyVV15Rly5d2Br4KISqX3v37tUnn3yiAQMGqLS0VIsXL9bHH3+s+++/Pwzv2t6ao2ebNm1STk6O0tPTNXr06MBzxMXFBQK7888/X//+97/1j3/8QyNGjNDq1av18ccf65577gnH27a1UPVMUuCzd+DAAe3du1cbN25UQkJCYCQzGiZUPVuyZIl8Pp+uvfZa9e3bN3BN5WugYULVr0WLFqlz585KTk6WJH399dcqKCjQhRdeGPL3bHeh6FlcXFxgTaNKSUlJcjqdNc63FIfFP1vGlMsuu6zW8zfddJOGDx8u6fC/cpumqY8++khlZWVKT0/X9ddfHzQ0bvr06frqq69qPM+sWbPUtWtXvffee5o/f7527dqluLg4JScn6+KLL9bpp5/eEm8raoWqX5K0e/du/f3vf9eqVauUmJioU089VV6vl10pjlIoe1ZRUSHDMHTWWWfxL7NNEMqeffTRR3r99de1detWJSYmql+/frryyisD/+GG+oWqX3v37lVeXp42bdokSerXr58mTJigvn37Nvt7inbN0bM5c+Zo7ty5NZ6jS5cu8vl8geOioiK98MILKi4uVqdOnXTppZcGXgMNF8qe1fZa1a9B/ULVs7r+7jz77LNlGEbzvJkYEKp+vfnmm3r77be1Y8cOxcXFqVu3bho5cqTOPffcwChmNEwo/16sas6cOfr000/18MMPN8v7qA8BEQAAAAAAQIwjNgQAAAAAAIhxBEQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDgCIgAAAAAAgBhHQAQAAAAAABDjCIgAAAAAAABiHAERAAD/v737CYmq++M4/h6zaTQrKZmGFtofXAhSTaHRH0JRiIiESqYWRbRqEy2NVq2KcCOBuAzaJNnYIhoiaiEDBtIiNKeaVQQTllLaJBaBc5/dgD+Dfv6Y54nfM+8XzOLce+6Xc3aXz5x7jiRJklTmDIgkSZIkSZLKXOWfHoAkSdL/i5GREQYGBort1atXU1NTQ319PfF4nPb2dqqqqlZcN5vNMj4+zrFjx1i7dm0phyxJkvRfMSCSJElaoUQiQTQaZXFxkbm5OV6/fs2dO3dIpVL09PTQ0NCwonrZbJZkMklbW5sBkSRJ+iMMiCRJklYoHo+zY8eOYvvEiRNMTk5y8+ZNent76evrIxwO/8ERSpIkrYwBkSRJUgk0Nzdz6tQpBgcHSafTdHZ28v79ex49esSbN2+YnZ2lurqaeDzOuXPnWLduHQBDQ0Mkk0kALl26VKzX399PNBoFIJ1Ok0qlyOVyhMNhdu3axdmzZ6mrq/vnJypJkv6VDIgkSZJK5PDhwwwODjIxMUFnZycTExNMT0/T1tZGbW0tuVyOZ8+ekcvluH79OqFQiH379jE1NcXo6Cjnz58vBkfr168H4MGDB9y7d4/9+/fT0dFBPp/n8ePHXLt2jd7eXj9JkyRJJWFAJEmSVCKbNm2iurqaT58+AXDkyBGOHz++pE9jYyO3bt3i7du3NDU10dDQwLZt2xgdHaWlpaW4aghgZmaGoaEhTp8+zcmTJ4vXW1tbuXLlCk+ePFlyXZIk6X/lMfeSJEklFIlE+P79O8CSfYh+/vxJPp+nsbERgHfv3v221tjYGEEQcODAAfL5fPFXW1tLLBYjk8n8PZOQJEllxxVEkiRJJfTjxw82bNgAwPz8PPfv3+f58+d8/fp1Sb+FhYXf1vr48SNBEHD58uVf3q+s9FVOkiSVhm8VkiRJJfL582cWFhbYvHkzAH19fWSzWbq6uti6dSuRSIRCocCNGzcoFAq/rVcoFAiFQly9epWKiuULvyORSMnnIEmSypMBkSRJUomk02kAdu/ezfz8PK9evSKRSNDd3V3sMzU1tey5UCj0y3qxWIwgCIhGo2zZsuXvGbQkSRLuQSRJklQSk5OTDA8PE41GOXToUHHFTxAES/qlUqllz65ZswZY/tlZa2srFRUVJJPJZXWCIODbt2+lnIIkSSpjriCSJElaoZcvX/LhwwcKhQJzc3NkMhkmJiaoq6ujp6eHcDhMOBymqamJhw8fsri4yMaNGxkfH2d6enpZve3btwMwODjIwYMHWbVqFXv37iUWi3HmzBnu3r3LzMwMLS0tRCIRpqenefHiBR0dHXR1df3T05ckSf9CoeA//46SJEnSL42MjDAwMFBsV1ZWUlNTQ319PXv27KG9vZ2qqqri/S9fvnD79m0ymQxBELBz504uXLjAxYsX6e7uJpFIFPsODw/z9OlTZmdnCYKA/v7+4pH3Y2NjpFKp4slndXV1NDc3c/ToUT89kyRJJWFAJEmSJEmSVObcg0iSJEmSJKnMGRBJkiRJkiSVOQMiSZIkSZKkMmdAJEmSJEmSVOYMiCRJkiRJksqcAZEkSZIkSVKZMyCSJEmSJEkqcwZEkiRJkiRJZc6ASJIkSZIkqcwZEEmSJEmSJJU5AyJJkiRJkqQyZ0AkSZIkSZJU5v4CBbeYBUNEju0AAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -386,10 +386,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.924056Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.923648Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.930715Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.930038Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.768968Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.768510Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.774633Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.773998Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64208.0\n",
+       "hits   -64368.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.933769Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.933362Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.939075Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.938416Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.777292Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.776890Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.781945Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.781311Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.368929\n",
+       "hits   -19.411339\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.941981Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.941748Z",
-     "iopub.status.idle": "2023-11-03T05:08:03.946353Z",
-     "shell.execute_reply": "2023-11-03T05:08:03.945750Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.784447Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.784067Z",
+     "iopub.status.idle": "2023-11-04T05:07:46.787501Z",
+     "shell.execute_reply": "2023-11-04T05:07:46.786953Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:03.949525Z",
-     "iopub.status.busy": "2023-11-03T05:08:03.949089Z",
-     "iopub.status.idle": "2023-11-03T05:08:04.320847Z",
-     "shell.execute_reply": "2023-11-03T05:08:04.320107Z"
+     "iopub.execute_input": "2023-11-04T05:07:46.790020Z",
+     "iopub.status.busy": "2023-11-04T05:07:46.789645Z",
+     "iopub.status.idle": "2023-11-04T05:07:47.131174Z",
+     "shell.execute_reply": "2023-11-04T05:07:47.130482Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -539,10 +539,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:04.324700Z",
-     "iopub.status.busy": "2023-11-03T05:08:04.324167Z",
-     "iopub.status.idle": "2023-11-03T05:08:04.334736Z",
-     "shell.execute_reply": "2023-11-03T05:08:04.334105Z"
+     "iopub.execute_input": "2023-11-04T05:07:47.133968Z",
+     "iopub.status.busy": "2023-11-04T05:07:47.133551Z",
+     "iopub.status.idle": "2023-11-04T05:07:47.140783Z",
+     "shell.execute_reply": "2023-11-04T05:07:47.140228Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3234\n",
+       "False    3235\n",
        "True       81\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:04.337859Z",
-     "iopub.status.busy": "2023-11-03T05:08:04.337399Z",
-     "iopub.status.idle": "2023-11-03T05:08:04.342880Z",
-     "shell.execute_reply": "2023-11-03T05:08:04.342269Z"
+     "iopub.execute_input": "2023-11-04T05:07:47.143496Z",
+     "iopub.status.busy": "2023-11-04T05:07:47.143077Z",
+     "iopub.status.idle": "2023-11-04T05:07:47.147048Z",
+     "shell.execute_reply": "2023-11-04T05:07:47.146454Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-11-03T05:08:04.345963Z",
-     "iopub.status.busy": "2023-11-03T05:08:04.345518Z",
-     "iopub.status.idle": "2023-11-03T05:08:04.629235Z",
-     "shell.execute_reply": "2023-11-03T05:08:04.628453Z"
+     "iopub.execute_input": "2023-11-04T05:07:47.149531Z",
+     "iopub.status.busy": "2023-11-04T05:07:47.149151Z",
+     "iopub.status.idle": "2023-11-04T05:07:47.397625Z",
+     "shell.execute_reply": "2023-11-04T05:07:47.396904Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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sV3sDAJQNBEV+bNy4UXPmzNH27dt17NgxPfLII0Ueo+9hGIbmzp2rb7/9VocOHVLVqlXVu3dv3XDDDaXUagBASWVkZOjo0aOSpNq1a3vvv+mmmzR79mw1adJE119/vZKSkrxfvF5//XWf3jAe999/v7777jtNnDhRY8aM0f79+zVnzhy1a9fO52/KlClTtGTJkjyPL0pQdOLECUnKdw4fz/05JzL2N99K165dAw6KPD0tcp6nN954Qw8++KCqV6+uXr16qUGDBoqLi5PJZPLOtZT7XN1zzz16/vnn9e6773qDovfee0/R0dHeiYAL4znO/MKIwuQ3X4zV+tfHJJfL5b1v27Ztuuyyy3Ts2DFdeeWVstvtqlatmiwWi3bs2KGpU6f6fT7ktx9/+/DUtU6dOn63U6dOnTxB0ZEjR5SVlVXofDqnTp0q8rwzderU0R133KE77rhDknT06FE9/vjjmjhxooYOHardu3crOjpaUvFeI1LRz0l8fLy+//57paamas6cOd4eSrVq1dL999+vp556SlFRUQUeT1JSkiRp165dhR67Z5169eoVum4oeCaW3rJlS4E1PnXqVJ77PMedW8OGDbVixQqNHj1aX3/9tf773/9K+iuoe+SRRzRy5MggtBwAEIkIivw4e/asGjVqpO7du+vll18u1jYcDofWrl2r2267TQ0aNNCpU6f8/vEGAJQdy5YtU1ZWlurUqeMNTlauXKnZs2erZ8+emjdvnvdLrPTXcJAXX3zR77ZuuOEG1alTR5MmTdIzzzyT7yTWnqsPFYdn+Nr+/fv9LvcMtck5zM3wcxWvQP3xxx/66aefJEmXX365pL+uxjR69GglJSVp1apVecKr5cuX+91W/fr11bdvX82ePVubNm3S0aNHtX79et10000+IVRBPD1vFi9eLJfLVao9TF599VUdOXJEDodDQ4YM8Vk2ffp071XqSsIz4fSBAwe8E4XndODAgTz3VatWTdnZ2d6gszTUqFFD7777rpxOp3bu3Kn169erQ4cOxX6NBOq8887TpEmTZBiGNm7cqIULF+qtt97S2LFjlZ2dne8k4h6BPE+++eYbSZLNZvPe55kEPXcvOY/jx48Xa5LqovC8hvv16+cNdIqqoN5BF1xwgT755BNlZWXp559/1jfffKN///vfGjVqlCpXrlzo5PAAgPKJOYr8aN++vQYNGpRvL6LMzEx98MEHuvfee3XbbbfpySef1IYNG7zLd+/erQULFuixxx7TpZdeqsTERDVp0kRt2rQJ1SEAAAKUnZ2t559/XpK8PVskaevWrZL+GqaR8wuw9NccKrmHHXlERUXprrvu0p49ezR37lxNnDhRVapUyTOXUGE8X2Zz9q7waN++vaT8w6ZFixZJkjp06BDQPgvz0ksv6cyZM+rQoYMuuOACSX8NKTt+/LiSk5PzhESnTp3yDpPz5/7775f015xOnuF5RbkqnEeXLl3UsmVL7d69O8/Vw3LLzs72mScpUJ7nQ//+/fMs89czrDg8dfU3t9Tvv//ut0fMFVdcoWPHjvl8HikNZrNZlStXlvS/0LG4r5HiMplMuuiiizRixAgtWLBAkvTZZ58V+rguXbqoWbNm2rt3ryZPnpzvehs2bNDs2bNltVo1dOhQ7/3Vq1eX5L9H0tatW709wXIq6PUbiFatWikhIUHff/99iZ6/+bFarbrkkkv0+OOPa/r06ZKKdk4BAOUTQVExTJo0SVu2bNGDDz6ol156SVdccYVeeOEF7y+3P/30kxITE/XTTz9p+PDhGj58uN555x16FAFAGXXw4EENGjRIixcvVoMGDfTkk096l3l6FuUOYw4ePKjhw4cXuN177rlHFotFDzzwgLZv365bbrmlSJPu5uQZJrRz5848y2w2m1q2bKlly5Zp1qxZPstmzZqlpUuXqkWLFn7nuimOjIwMvfDCC3r++ecVHR2tN954w7ssMTFRcXFx+umnn3z+3mVmZmrUqFE6fPhwvtvt0aOHWrRooalTp2rGjBlq2bKlunXrVuR2mc1mvfvuu7JarRo5cqQ++ugjvz2nNm7cKLvdXuwhalL+z4f58+dr4sSJxd5uTrfccousVqv+/e9/+4QShmHon//8p9/Q4aGHHpIk3X333X4nYP7zzz/1/fffF2n/Y8aMyTO0zWPWrFnatGmTqlevrosvvlhSyV4jRbVhwwa/Pak898XFxRW6DYvForfffltms1mjRo3S7Nmz86zzyy+/qG/fvsrMzNTTTz+thg0bepe1atVK8fHx+vzzz3Xw4EHv/WfOnMl3mFZBr99AWK1WjRgxQvv27dPIkSP9hm/79u3Txo0bi7zNn376yW+4Fcg5BQCUTww9C9Dhw4e1ePFivf32294rl/Tt21c///yzFi1apFtuuUUHDhzQ4cOH9f333+uBBx5Qdna2pk6dqldeeaXAq04AAEqfZzLn7OxsHT9+XBs2bNCyZct07tw5XXbZZZo2bZpq1arlXb9jx46y2Wz673//q+TkZHXu3FkHDhzQvHnz1LJlywLnMGnQoIGuvfZazZkzR1JgvWQ8evTooZdeekl33323+vfvr6pVqyohIUEPPPCATCaTpk6dql69eummm27S9ddfr1atWmnz5s367LPPVLVqVX3wwQfeITOBmDJliveL/x9//KFt27bpu+++09GjR1W3bl1NnjzZJ4Aym80aOXKkxo0bp9atW+v666/XuXPntGjRIh09elTdunXz9nDKzWQyadiwYXr44Ycl/e+qV4Ho0qWL/vvf/+q2227TbbfdpmeffVZdu3ZV7dq1deLECa1cuVI//PBDia/mdP/998vhcGjAgAG68cYbVa9ePa1fv15ff/21Bg4cqE8++aTY2/Zo2rSpxo4dqyeffFJt27b1XiVvwYIFOnr0qNq2bau1a9f6PKZHjx4aN26c/vnPf6p58+a65ppr1LhxY506dUq///67lixZos6dO+vrr78udP+vvfaaRo8erfbt2+vSSy/1nsNVq1Zp+fLlslqteuedd7xzEJXkNVJUCxYs0KOPPqpOnTqpRYsWSkxM1O7du/X555/LbDbr0UcfLdJ2evXqpWnTpmno0KG64YYbdNlll8lmsyk6OlobNmzQ/PnzlZmZqUcffVRPP/20z2OjoqI0atQoPfvss2rfvr369eunrKwsLViwQPXq1fN7nJ06dVJcXJxef/11HTlyxDtf0IgRIwK+8uHTTz+tn3/+We+8847mzp2r7t27q379+jp48KC2bNmitLQ0Pf/887rwwguLtL0PP/xQ7777rjp37qymTZuqevXq+u233zR37lxVqlRJDz74YEDtAwCUIwYKNGDAAOOHH37w3v7pp5+MAQMGGIMHD/b5b9CgQcarr75qGIZhvPPOO8aAAQOMPXv2eB/322+/5bkPABA6knz+i46ONmrWrGl06NDBuOuuu4x58+YZLpfL72OPHDli3HfffUbDhg2NSpUqGU2aNDH++c9/Gn/++afRsGFDo2HDhvnu97PPPjMkGZdeemmx2/7KK68YrVq1MqKjow1Jefa3adMmY/DgwUZSUpJhtVqNpKQk49ZbbzU2bdoU8L66dOnic54sFotRrVo1o2XLlsbAgQMNh8NhnDp1yu9jMzMzjVdeecW44IILjJiYGKNOnTrG4MGDjR07dhh33HGHIcnYvn2738cePXrUMJvNRkxMjHH48OGA2+1x+PBhY+zYsUanTp2MGjVqGFar1ahevbrRqVMn49lnnzUOHDjgs35B9UtNTTUkGYsWLfK5Py0tzejWrZuRkJBgVKlSxbDZbMbs2bONRYsWGZKM1NRUn/U959Qfh8NhSDIcDkeeZR988IHRrl07o1KlSkatWrWMW2+91dizZ49x0UUXGdWqVfO7vaVLlxoDBgww6tata0RFRRm1atUy2rZtazz00EPGjz/+6Pcx/rbx5JNPGjabzTj//PON6OhoIy4uzmjRooVx1113GWvXrs3zmEBfIwUdt2H89Xrt0qWL9/bGjRuNhx56yLjkkkuMWrVqGdHR0UbDhg2N/v37G2lpaUU6rpx27dplPPLII8bFF19sVKlSxahUqZLRsGFD4/bbb/f53Jdbdna28X//939GkyZNjKioKOP88883Hn300QLfC+bNm2dcccUVRuXKlb2vK8/rIL/nWO7jz7n/Dz74wOjevbtRvXp1IyoqyqhXr55hs9mM559/3ti5c6d33e3btxuSjDvuuMPvsXz//ffGsGHDjDZt2hjVq1c3YmJijKZNmxpDhgwx1q1bV9gpBACUYybDCMKsluXYwIEDfa56lp6ergkTJujVV1/N8wttTEyMEhISNGPGDM2ePds7xlv667K0gwcP1lNPPcVcRQBQgYwePVpjxozRxIkTmRi2AIsXL1a3bt00ePBgffjhh+FuTpl18uRJ1alTR+3atct3gnAAAICSYOhZgBo1aqTs7GydOHHCO4Fnbi1btpTL5dL+/fu9XYw98wXkHM4AACjf/vjjD73zzjuqUaOGbr755nA3p0zzXBnrgQceCHNLyoZDhw4pISHB55LvWVlZ+sc//qGMjAz169cvjK0DAADlGUGRHxkZGT6XGj548KB27NihKlWqqF69eurcubPefPNN3X777WrcuLFOnjypdevWqWHDhurQoYNat26txo0b6//9v/+nIUOGyDAMTZo0SW3atAnKOH0AQNn25ZdfatWqVZo7d64OHDigl19+mYlh/Vi3bp2++OIL/fTTT5o3b5769Omjyy+/PNzNKhM+/fRTPfPMM+rZs6fOP/98HT16VN99951+/fVXtWvXTiNGjAh3EwEAQDnF0DM/NmzYoDFjxuS5v0uXLho+fLiysrL03//+V0uWLNHRo0cVHx+v5s2ba+DAgWrQoIEk6ejRo5o8ebLWrl2rSpUqqX379rr99ttVpUqVUB8OACDEhgwZoqlTp6pOnToaOnSonnvuuWJNKF3eTZkyRSkpKYqPj1fv3r319ttv0/P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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index 019e214..792b051 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2069,3 +2069,4 @@ date,hits
 2023-11-01,1748
 2023-11-02,1776
 2023-11-03,1640
+2023-11-04,1480