diff --git a/estimate.ipynb b/estimate.ipynb
index 199bd96..f790ac2 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:16.193088Z",
-     "iopub.status.busy": "2024-01-22T05:08:16.192676Z",
-     "iopub.status.idle": "2024-01-22T05:08:16.202213Z",
-     "shell.execute_reply": "2024-01-22T05:08:16.201542Z"
+     "iopub.execute_input": "2024-01-23T05:08:05.445830Z",
+     "iopub.status.busy": "2024-01-23T05:08:05.445353Z",
+     "iopub.status.idle": "2024-01-23T05:08:05.455265Z",
+     "shell.execute_reply": "2024-01-23T05:08:05.454657Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:16.239622Z",
-     "iopub.status.busy": "2024-01-22T05:08:16.238979Z",
-     "iopub.status.idle": "2024-01-22T05:08:16.862847Z",
-     "shell.execute_reply": "2024-01-22T05:08:16.862182Z"
+     "iopub.execute_input": "2024-01-23T05:08:05.491385Z",
+     "iopub.status.busy": "2024-01-23T05:08:05.491134Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.178145Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.177480Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:16.866182Z",
-     "iopub.status.busy": "2024-01-22T05:08:16.865675Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.152446Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.151715Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.181108Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.180742Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.465871Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.465119Z"
     },
     "urth": {
      "dashboard": {}
@@ -106,7 +106,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_2017/962021147.py:5: DeprecationWarning: \n",
+      "/tmp/ipykernel_1975/962021147.py:5: DeprecationWarning: \n",
       "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n",
       "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n",
       "but was not found to be installed on your system.\n",
@@ -131,10 +131,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.155061Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.154604Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.157934Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.157345Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.468663Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.468164Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.471775Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.471229Z"
     },
     "urth": {
      "dashboard": {}
@@ -151,10 +151,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.160211Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.160018Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.163402Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.162766Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.474027Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.473796Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.477540Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.476958Z"
     }
    },
    "outputs": [
@@ -162,7 +162,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-01-22 05:08:17.160905 UTC\n"
+      "This notebook was last rendered at 2024-01-23 05:08:06.474717 UTC\n"
      ]
     }
    ],
@@ -189,10 +189,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.165689Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.165334Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.175712Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.175075Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.479765Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.479564Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.489849Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.489290Z"
     },
     "urth": {
      "dashboard": {}
@@ -212,10 +212,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.178318Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.177962Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.184681Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.184072Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.492017Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.491818Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.498661Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.498026Z"
     },
     "urth": {
      "dashboard": {
@@ -254,10 +254,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-01-20</th>\n",
-       "      <td>988</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-01-21</th>\n",
        "      <td>928</td>\n",
        "    </tr>\n",
@@ -265,6 +261,10 @@
        "      <th>2024-01-22</th>\n",
        "      <td>1020</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-23</th>\n",
+       "      <td>848</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -272,9 +272,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-01-20   988\n",
        "2024-01-21   928\n",
-       "2024-01-22  1020"
+       "2024-01-22  1020\n",
+       "2024-01-23   848"
       ]
      },
      "execution_count": 7,
@@ -304,10 +304,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.187054Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.186696Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.190197Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.189642Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.501228Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.500803Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.504662Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.504115Z"
     },
     "urth": {
      "dashboard": {}
@@ -323,10 +323,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.192471Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.192129Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.195556Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.195039Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.507109Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.506739Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.510122Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.509581Z"
     },
     "urth": {
      "dashboard": {}
@@ -355,16 +355,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.197932Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.197588Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.487117Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.486406Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.512509Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.512154Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.804924Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.804189Z"
     }
    },
    "outputs": [
     {
      "data": {
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",
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3bgy6/uabb5bD4dA//vGPwLkdO3bo9ddf14knnhiYPidJV155pRITE+XxeOT1emWaptasWXPE9wIAiD+sQVTJd999pzfeeEPr1q3Tzz//rLvvvlv9+/ev8+NnzpypWbNmVTvfqFEjvfjii6EsFQBwFNq1a6fvv/9emzZtqnbf4MGDA0FNaWmp7dfiaNu2bY3n27VrJ0k1Bj1VPfnkk+rWrZuee+45TZkyRVOmTFFSUpIyMzM1depUde/eXZK0c+dOSdKrr7562Ofbu3dv4PZf/vIX3XnnnWrRooXOP/98derUKfAL8ezZs7V06dIaF0auqL8qv9+vFi1ayOVyHfF9Vai8/k5lSUlJKisrq/PzHOm5KoKHY3HZZZdp7ty5mjp1qv79738HAoHTTz9dubm5Ov/884/p+Ss+D7Xt0te+fXv99NNP8vv9QTuwtWnTJmgXsPpq27atLr30UvXt21c9e/aU1+vV8uXLa70+MTFRnTp10h133KG2bdvqqquuUnZ2tqZNmxa45txzz9Vnn32myZMn66OPPtKHH36obt26KS8vT6mpqYGFzitU9LBdu3Y688wzg17P4XBoxIgR+vLLL/X555/rqquuOuz7qfh5Hul7WNnatWvVv39//fzzzzrrrLN0wQUXqHnz5kpMTNT69ev1wgsvVPtOdOvWTRdeeKHeeustrVmzRieccELguj/+8Y9B1/bv318ff/yxHn74Yc2aNSvw36S9evXSxIkTj/ieAADxg4CokgMHDqhLly4699xzg3Z+qKtLLrlEF1xwQdC5nJwcnXDCCaEqEQBQDwMHDtTChQv13nvv6YYbboh0OUdUMbqhtLS0xvv9fn+twcTWrVtrPF+xeG9dtllPTEzUnXfeqTvvvFPbtm3TokWL9N///levvvqqCgsLVVhYqEaNGgWea86cObrkkkuO+LylpaWaNGmS2rVrp6+//rpaKFExIqkmtYURbrdbO3fuVHFx8VGFRHZy8cUX6+KLL9a+fftUUFCguXPn6u9//7uGDx+ub775RieddFK9n7uih1u2bKnxv1c2b94cdF2FUIRDlXXu3FknnXSSlixZoh07duj4448/4mMuuugiSQraza7CaaedVuOIn+zsbEnSb3/728C5ikXJa/tOtWjRQpJUXFx8xJoqfk5H+h5W9sQTT2jnzp167rnngnavk6RXXnlFL7zwQo3PdfPNN2vBggX65z//qSlTpuiZZ55R48aN5fV6q1175plnau7cuTpw4IC++uorLViwQH/72980ZswYtW7dutpC7gCA+MQUs0pOO+00jR49utZRQyUlJTJNU3/84x917bXXasKECSosLAzc37hxY7nd7sAfv9+voqKiGodtAwDC5/rrr1dSUpJmzZpVbbpTfVVMKzraESd1UfEL6YYNG6rdt3r16sOOAvrwww+rnSsrK9OiRYskHfr/uqPRpk0bXXbZZZo5c6bOPfdcrVmzJjDC44wzzpCkaluG12bHjh3y+/0aMGBAtXBo7969tU4vOpwzzjhDlmVpwYIFR/3YaJGYmFinz1HTpk117rnn6oknntCECRN08OBBzZ8//5heu+LzUFPIsnr1ahUVFalr1661hiehVDHCr6YpezWpmHZ1pF0HK5SUlOiVV16R0+nUyJEjA+fPOOMMNW3aVOvXr9e+ffuqPa7i816XXdr69u0rqebv4e7du7VkyZJq51evXi1JgelkldX0PBWGDx+uTp066bnnntPbb7+tlStXatSoUYG/P2rSqFEjDRgwQDk5OfrrX/8q6VDACwCAREB0VP71r39p1apVuvPOO/XYY4/pjDPO0COPPBL417Wq3n//fbVv314nnnhimCsFAFR2wgkn6IEHHtDBgwd10UUXafHixTVe5/f76/ycLVq0kMPh0E8//RSiKv/Pb37zG6WkpGjOnDnatm1b4HxxcbFuv/32wz72/fff19y5c4POTZs2TWvWrNGQIUPUuXPnwz7+wIED+uSTT6qdLykpCaz10qRJE0nSiBEjdMIJJ8jn8wW2HK/q008/1a+//irpUNjUpEkTffXVV0HTzkpKSnTHHXfUuPbQkdx2222SpP/v//v/qq3TIlVfuyUatWrVStu3b69xhMpHH31U40iyihEqFb2or4oRdZMnT9b27dsD58vKynT33XervLxcv//974/pNSqsXLmyxnCzvLxc999/v7Zt26YBAwYEBRxff/11jeHZ3r17dccdd0g6NMKqsn379lV7TGlpqW6//XatXr1ad911V9BUryZNmuj3v/+99u/frwceeCBobbBvv/1Wzz//vJKSkoJCpdqMGDFCLVq00Msvv6wvv/wy6L5JkybV+P67dOkiqXpI99Zbb+nZZ5+t9bUSEhL0hz/8Qdu2bQv0cezYsdWuW7x4cY2frVB9hgAAsYMpZnW0Y8cOffDBB5o+fbpatmwp6dCUsqVLl2rhwoUaM2ZM0PUHDx7Uxx9/LI/HE4FqAQBVZWdny7IsPfTQQxo4cKBOP/109e/fXy1btpTf79f69ev17rvvSlLQAq+1adasmTIyMvTxxx/r6quvVs+ePZWYmKhLLrnkmBbvlQ4tmHzHHXfooYce0mmnnaZLL71UpaWleuedd9ShQwd16NCh1sdmZWXp0ksv1aWXXqru3btryZIlmj9/vlq2bKnp06cf8bWLi4s1aNAgde/eXaeffro6d+6s/fv365133tH333+vSy65JPAPH06nU6+99pouvPBCXXzxxRowYIBOPfVUNWnSRBs2bNAXX3yhtWvXavPmzWrSpIkSEhJ0++23a8qUKerTp49GjBihgwcPauHChdq1a5eGDBmihQsXHtXP6oILLtADDzygyZMn68QTT5TH41HHjh21detWLVq0SGeccYaef/75o3rOcBs6dKi++OILDRs2TGeffbYaNWqk9PR0ZWVl6fbbb9fGjRs1cOBAdenSRcnJyfrqq6/0/vvvq3Pnzho9evQxvfaAAQN077336tFHH9XJJ5+skSNHqmnTppo/f76WL1+uQYMG6Z577gnJ+5w3b57Gjx+vQYMGqWvXrmrVqpW2bt2qDz/8UGvXrlW7du30z3/+M+gxOTk5+uSTTzRgwIDAelUbNmzQ/PnzA6PRxo8fH/SYhQsX6sYbb9R5552ntLQ07d27VwsWLNCaNWs0cuRIPfTQQ9Vqe+ihh/TRRx/pqaee0qeffqqBAwdq69ateu2117R//3499dRTdVoyoFmzZnrmmWd05ZVX6qyzztKVV16p9u3ba9GiRVq+fLnOPvtsffTRR0GPueWWW/Tcc8/piiuu0MiRI9WhQwctX75cCxYs0KhRozRjxoxaX+/GG29UTk6ONm7cqD59+lRbQ0mSHn30Ub3//vs666yz1LVrVzVr1kyFhYWaP3++WrRooT/84Q9HfF8AgDgRkb3TbOCKK66wCgoKAsdfffWVdcUVV1jXXHNN0J/Ro0dbTzzxRLXHf/zxx9bo0aOtn3/+OYxVAwCO5IcffrDuvPNOKz093WrevLmVlJRktWjRwurXr5915513Wl999VW1x9S0zb1lWdaqVaus4cOHWy1btrQcDkfQFuaVt0E/HNWwzb1lWVZ5ebmVm5trdevWzXI6nVbHjh2te+65x9q3b99ht7l/7rnnrPz8fOuMM86wmjRpYjVv3ty67LLL6rxN+sGDB628vDxr2LBhVseOHa1GjRpZxx9/vJWRkWH9/e9/r3Gr761bt1rjxo2zevfubblcLqtp06ZW9+7drcsvv9x68cUXrZKSksC1JSUl1tSpU60TTzzRaty4sdW2bVvrmmuusdavX1/jz7ni53jdddcdtu4333zTuvDCC60WLVpYycnJVlpamuXxeKz33nsvcE3FNvcTJ06s8TkOt918VUeq65xzzqnW19q2ud+7d681duxYKzU1NbANe8Xzzpgxwxo9erTVvXt3q2nTptZxxx1n9e7d25owYYK1bdu2OtVal/f2yiuvWAMHDrSaNWtmNWrUyDrppJOsyZMnW8XFxUf9XLX59ttvLcMwrPT0dKtVq1ZWYmKilZKSYvXr18+aOHGitXPnzmqPmTt3rnX11VdbPXr0sFJSUqykpCSrdevW1tChQ61//OMfQZ+tCitWrLAuu+wyKy0tzUpOTrbcbrc1ePBg66WXXrLKy8trre+XX36xJkyYYPXo0cNKTk62mjdvbp1//vn12h7+7bfftgYOHGi5XC7L7XZbl1xyifX999/X+nfJJ598Yg0ZMsRyu91Ws2bNrIEDB1qvv/76ET+zlmVZHo/HkmRNmzatxvvfeust6/rrr7dOPPFEKyUlxWrSpInVs2dP67bbbrPWr19/1O8NABC7HJbVAHvsxoBRo0YF7WK2ePFi/fWvf9UTTzwRtDWq9H9rD1WWk5Mjl8sVsn91AwAAACorLy9X9+7dtXXrVm3evFkpKSmRLgkAYGNMMaujLl26qLy8XLt37z7imkLbtm1TYWGh7r333jBVBwAAgHgza9YsrVu3TmPHjiUcAgAcMwKiSvbv3x+0/ei2bdu0fv16NWvWTB06dNCgQYM0bdo0eb1ede3aVXv27NG3336rzp07B3atkA4tEOp2u496pxgAAADgSKZMmaJdu3bpmWeeUdOmTautwwQAQH0wxaySwsJCPfjgg9XOn3POOTIMQ6WlpXrttdf04YcfateuXUpJSVGPHj00atQoderUSdKhob6GYejss8/WVVddFe63AAAAgBjncDjkdDp10kkn6bHHHtP5558f6ZIAADGAgAgAAAAAACDOJRz5EgAAAAAAAMQyAiIAAAAAAIA4R0AEAAAAAAAQ5wiIAAAAAAAA4hzb3P8/P//8s0pLSyNdRtRr3bq1tm/fHukycAT0yR7okz3QJ3ugT/ZAn+yBPtkDfbIPemUPsdqnpKQktWjRom7XNnAttlFaWqqSkpJIlxHVHA6HpEM/Kza/i170yR7okz3QJ3ugT/ZAn+yBPtkDfbIPemUP9OkQppgBAAAAAADEOQIiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIci1TXwYEDB3TgwIFIlxEViouLdfDgwWrnHQ6HmjVrFljcCwAAAAAA2AcB0RHs27dPDodDxx13HOGHJKfTWeNubwcPHtTevXt13HHHRaAqAAAAAABwLJhidgSlpaVq0qQJ4dARJCcnx/V2gAAAAAAA2BkB0REQDAEAAAAAgFhHQAQAAAAAABDnCIgAAAAAAADiHAFRjBo5cqSys7NrvT81NVULFiwIY0UAAAAAACBaERDFqW+++UZDhgyRJG3YsEGpqalavnx5hKsCAAAAAACRwDb3capNmzaRLgEAAAAAAEQJRhDFMMuyNHnyZPXu3Vunnnqqpk6dGriv8hSzM844Q5J04YUXKjU1VSNHjpQkLV68WBdffLG6d++uE088USNGjNCGDRvC/0YAAAAAAECDIiAKI9M0lZGRIdM0w/J6r776qpo0aaL8/Hzdf//9evLJJ/XRRx9Vu+7NN9+UJP33v//VN998o3/+858qLS3V73//e51xxhl699139cYbb+jqq6+Ww+EIS+0AAAAAACB8CIjCyOfzqaioSD6fLyyvd+KJJ+quu+5St27ddMUVVyg9PV2LFi2qdl2rVq0kSS1atFCbNm3UokUL/fLLL9qzZ4/OO+88denSRT169NCoUaOUlpYWltoBAAAAAED4EBCFkWEYSktLk2EYYXm9E088Mei4TZs22rFjR50e26JFC40aNUpXX321rrvuOj377LPaunVrQ5QJAAAAAAAijIAojLxerwoKCuT1esPyeklJwWuQOxwOlZeX1/nxTz75pN544w3169dPb7zxhs466yx9+eWXoS4TAAAAAABEGAER5HQ6JanG8Ojkk0/WbbfdpjfeeEO9evXSa6+9Fu7yAAAAAABAA2Obe+j4449X48aNtXDhQrVv316NGjWS3+/Xf/7zH51//vlq166d1qxZo3Xr1unKK6+MdLkAAAAAACDEGEEEJSUl6aGHHtJLL72kvn376oYbbpDL5dLq1av1hz/8QWeddZbuvfdeXX/99bruuusiXS4AAAAA4AjCvYs27M9hWZYV6SKiwfbt21VSUlLt/J49e5SSkhKBiqKT0+ms8eck8bOKFg6HQ+3bt9fmzZvF1zt60Sd7oE/2QJ/sgT7ZA32yB/pkH5HsVUZGhoqKipSWlqaCgoKwvrbdxPJ3yul0qnXr1nW6lhFEAAAAAADEENM0tXfvXrnd7rDtog37IyACAAAAACCG+Hw++f1+NWvWLGy7aMP+CIgAAAAAALA50zTVu3dvde/eXTt37mT0EI4au5gBAAAAAGBzeXl58vv9geNWrVoxeghHhRFEAAAAAADYmGEYQeGQy+Vi9BCOGgFRHZSXl0e6hKgXayu9AwAAAIBdzJkzJ+iY0UOoDwKiI2jSpIl++eUXQqIj+PXXX9WoUaNIlwEAAAAAccUwjKB/sHe5XNq7d69M04xgVbAj1iA6gqSkJDVt2lR79+6NdClRITk5WQcPHgw6Z1mWkpKSCIgAAAAAIIwMw9Ds2bODzu3fv1/FxcXy+XyMIsJRISCqg6SkJKWkpES6jIhzOBxq3769Nm/ezJQyAAAAAIgg0zSDwiGn06mSkhI1btxYrVq1Yg0iHDWmmAEAAAAAYCOmaeqBBx4IHLtcLuXk5CgtLU3Z2dkqKChg9BCOGiOIAAAAAACwkZycHJWVlUmS3G63xo0bJ6/XSyiEY0JABAAAAACATZimqeLi4sDx4MGD5fP5Asc+n0+GYRAW4agREAEAAAAAYAOmaWr8+PFB5/Lz81VWVhYIiYqKiligGvVCQAQAAAAAgA1kZ2cHHbvdbg0ePFhffvllYFHqihFEwNEiIAIAAAAAIMoZhqGSkpLAscfjCZpaVoGRQ6gvdjEDAAAAACCKVd3SPj09vcZwCDgWBEQAAAAAAESxymGQy+XSvHnzIlgNYhUBEQAAAAAAUcowDBUVFUmSnE5ntXWIgFAhIAIAAAAAIErNmTMncLu8vLzOawyZpqmMjAyZptlQpSHGEBABAAAAABCFMjMzZVlW4DgrK6vOj/X5fIEt74G6ICACAAAAACDKmKappUuXBo5zc3OPKuwxDENpaWlseY86Y5t7AAAAAACiTOUwKD09/ai3r/d6vWx5j6PCCCIAAAAAAKKEaZrq3r27ioqK5HK5lJuby65lCAtGEAEAAAAAEAVM09T48eMDxwcPHmQUEMKGEUQAAAAAAESYaZqaMGFC0LmKRanZkQzhQEAEAAAAAECE5eXlBe1Y5nK5AusQsSMZwoGACAAAAACACNu3b1/gttvtVnZ2duCYHckQDqxBBAAAAABAmBiGoTlz5qhx48aBECgnJ0clJSWBa8aNGxe09hA7kiEcCIgAAAAAAAgDwzA0e/ZsSVJxcbGys7ODgqEKPp+PQAhhR0AEAAAAAEADM00zEA5VqBoOOZ1OtW3blqlkiAgCIgAAAAAAGlDV7etrk5OTw8ghRAyLVAMAAAAA0ICmTJlyxGvcbjfhECKKgAgAAAAAgAYyZswY+f3+wLHH45HH45HD4ZDL5ZLH41FaWprGjRsXuSIBMcUMAAAAAIAGcdFFF2np0qWBY4fDIZ/PJ0nKyMiQz+cL/C8QaYwgAgAAAAAgxEzTDAqHJGnEiBGB2z6fT0VFRYRDiBqMIAIAAAAAIEQqb2Vfwel0av369dWu8/l87FiGqMEIIgAAAAAAQqCmrewdDoeaNm0q0zSDznu9XhUUFLAwNaIGAREAAAAAAMeopq3sXS6XWrRoIb/fz1QyRD0CIgAAAAAAjlF2dnbQscfj0Zo1a/Twww8rLS2tXlPJTNNURkZGtdFHQEMgIAIAAAAA4BhkZmaqpKQkcOzxeAIjhsaOHavPP/+8XlPJWMga4URABAAAAABAPWVmZgbtVpaenh6SQMc0Te3du1dut5uFrBEWBEQAAAAAANRD1a3s09PTNW/evJA8t8/nk9/vV7NmzVjIGmFBQAQAAAAAwFGquii10+kMhEOhWDvIMIx6r10E1AcBEQAAAAAARyknJ6fW44q1g6ZNmxbusoB6IyACAAAAAOAoGIah4uLiwLHH4wmaBlYx+ufWW2+t92vUd4Fqdj5DfREQAQAAAABQR4ZhaPbs2YFjl8tVLcTxer0qKCg4prWD6jvFjJ3PUF8ERAAAAAAA1NGcOXOCjrOzsxvkdeobMrF2EeorKdIFAAAAAABgB5mZmbIsK3Ccm5sbdTuMeb3eqKsJ9sAIIgAAAAAAjsAwjKAt7aMxHAKORVSNIPruu+/0xhtvaN26dfr555919913q3///od9TGFhoUzT1IYNG9SqVStdfvnlGjx4cHgKBgAAAADEPNM0g9YdSk9PJxxCzImqEUQHDhxQly5d9Pvf/75O12/btk1TpkxR79699eijj+riiy/W008/rSVLljRsoQAAAACAuFF5C3uXy6V58+ZFsBqgYUTVCKLTTjtNp512Wp2vf/vtt9WmTZtAcpuWlqYffvhBb775pk499dQGqhIAAAAAEC9M0wza0r6hFqUGIi2qAqKjtWrVKvXp0yfoXHp6up5//vlaH1NSUqKSkpLAscPhkMvlCtxG7Sp+Pvycoht9sgf6ZA/0yR7okz3QJ3ugT/ZAn8LHNE2NHz8+cOxyuXTdddfV+fH0yh7o0yG2Doj8fr+aN28edK558+YqLi7WwYMHlZycXO0xr7/+umbNmhU47tq1q/Ly8tS6desGrzdWtGvXLtIloA7okz3QJ3ugT/ZAn+yBPtkDfbIH+tTwKk8tk6QnnnhC7du3P+rnoVf2EO99snVAVB+XXnqphg8fHjiuSAi3b9+u0tLSSJVlCw6HQ+3atdOWLVuCtnZEdKFP9kCf7IE+2QN9sgf6ZA/0yR7oU3jccsst+vXXXwPHHo9HI0aM0ObNm+v8HPTKHmK5T0lJSXUeEGPrgMjtdmv37t1B53bv3i2Xy1Xj6CFJcjqdcjqdNd4Xax+EhmJZFj8rG6BP9kCf7IE+2QN9sgf6ZA/0yR7oU8OpumuZy+WSz+er98+7IXtlmqZ8Pp8Mw2BntWMU79+pqNrF7Gj16NFD3377bdC5ZcuWqWfPnhGqCAAAAABgd1WnlkXzwtQ+n09FRUXy+XyRLgU2F1UB0f79+7V+/XqtX79e0qFt7NevX68dO3ZIkl5++WVNmzYtcP0FF1ygbdu26aWXXtLGjRv11ltv6dNPP9XFF18cifIBAAAAADaXmZkZtGtZbm5uVI/MMQxDaWlpMgwj0qXA5qIqIFqzZo3uvfde3XvvvZIODZW79957NWPGDEnSzz//HAiLJKlNmza67777tGzZMt1zzz2aO3euxo4dyxb3AAAAwBGYpqmMjAyZphnpUoCoYRiGli5dGjh2uVxRHQ5JktfrVUFBQVCdfL9RHw4rnifYVbJ9+3aVlJREuoyo5nA41L59e23evDmu52VGO/pkD/TJHuiTPdAne6BP0ScjI0NFRUVKS0tTQUGBJPpkF/SpYRiGEbTukNPpVE5OzjEFRJHqVU3fb9Qulr9TTqezzotUR9UIIgAAAADhwbQUINicOXMCt10ul9avXx/1o4dqw/cb9UFABAAAAMSBqlNOapqWAsQr0zSDRo7Utii1XaZu8f1GfRAQAQAAAHEgJydHRUVF1XZnAuJdZmamxo8fHzh2u921BivsGIZYRkAEAAAAxDjTNAO7MlXenQmId1UXpZakcePGHfZ6O0zdsstIJ0QXAiIAAAAgxuXl5QVuu1yuCFYCRI+qi1JLksfjOey0rGiaunW4EIiRTqgPAiIAAAAghpmmqd27d0s6tFNPbWurAPGmajiUm5sbNYFKXUYAHS4EsstIJ0QXAiIAAAAgRpmmqfHjxwcW333kkUeiYuQDEGmZmZlBx7m5uVH13ajLCKDDhUDRNNIJ9kFABAAAAMSoygtSOxwOflkEdCgcqrzu0JGmlUVCXUYAEQIh1JIiXQAAAACA0DMMI2hB6hEjRkSwGiA6VF2UOj09PWqmlVXm9XoJfhB2jCACAAAAYoxpmkHrq3g8nqj8JRgIp6rfC6fTqXnz5kWuICDKEBABAAAAMaby1DKXy0U4hLhXsR5XZZW/JwAIiAAAAICYYppm0NQydi0Dqn8Pom1RaiAaEBABAAAAMaTq6CF+CUa8y8zMVElJSeA4GhelBqIBAREAAAAQI6ouTM3oIcQ7uyxKDUQDAiIAAAAgRlRdmJpREoh3lb8T6enpLEoNHAYBEQAAABADDMMIOmaUBOKZaZrq0qVL0DnCIeDwCIgAAAAAmzMMo9roISCe5eTkVFt3CMDhERABAAAANlc5HGJbe8S7zMzMoLW4WHcIqBsCIgAAAMDGqk4tY2FqxLPMzMygRaldLhdTy4A6IiACAAAAbKqmqWUsTI14VXXHMqfTSWAKHIWkSBcAAAAAoH7mzJkTuM3UMsSzqiOH2LEMOHqMIAIAAABsyDAMWZYVOGakBOKVaZrVRg4RDgFHj4AIAAAAsBnTNIOmluXm5jK1DHHJNE2NHz8+6FzTpk0jVE10ME1TGRkZMk0z0qXAZgiIAAAAAJvJyckJ3Ha5XIRDiFtVp1WmpaVp3LhxEaomOvh8PhUVFTHlFEeNgAgAAACwEcMwgrbwZmoZ4pFpmurdu7d27typhIRDv9amp6eroKAg7gNTwzCUlpZWbYdD4EhYpBoAAACwiapTy9i1DPHINE1NmDAhsAaXy+XS6tWrI1xV9PB6vfy9gHphBBEAAABgE5WnlknVp9cA8SAnJydogfb9+/dHsBogdhAQAQAAADZQdWqZx+OJXDFAhGRmZgZ9DxwOh0aMGBHBioDYwRQzAAAAIMrVNLWM0UOIN4ZhBG1nz/cACC1GEAEAAABRjqlliHeZmZlBIWl6erp8Ph9bugMhREAEAAAARDGmlgEKGjmUnp6uefPmSWJLdyCUCIgAAACAKMbUMsS7qtu179y5M+g+tnQHQoM1iAAAAIAoVfWXXsIhxKM5c+YEbrvd7qDvBVu6A6HDCCIAAAAgCtW0MDUQjxo3bixJcrlcKiwslCTWHQIaAAERAAAAEIUqL0ztcrkYPYS4lZ2drbS0NGVnZ0ti3SGgoRAQAQAAAFHGNM2ghakrfjEG4o1pmvL5fDIMIzCVjHWHgIZBQAQAAABEmaqjh1hjBfGqptFCXq9XBQUFfC+AECMgAgAAAKJI1W3tGT2EeNaqVaug/wXQcAiIAAAAgChR08LUjJJAvDFNU126dFFqaqqWLl0qSVq+fHmEqwJiH9vcAwAAAFGChakR7wzDCApJK2RlZYW/GCDOMIIIAAAAiAIsTA2oxnAoPT291rDUNE22vAdChIAIAAAAiAIsTI14l5mZGXTs8Xi0ceNGzZs3r9bHsOU9EDoERAAAAECEsTA14plpmurevXtgvSHpUDhUl9CHLe+B0CEgAgAAACKMhakRz3JycoIC0spTyo40hYwt74HQISACAAAAIqjqyAemyiCeVB095/F4gqaUMYUMCB8CIgAAACBCqu7Y5PF4IlYLEG5VP/817dzHFDIgfNjmHgAAAIiQI/1yDMSqmrazr2ntLa/Xy/QxIEwYQQQAAABEQNURESxMjXhhmma1cCg3N5cgCIgwAiIAAAAgzKr+gszC1IgXpmlq/PjxQef4/APRgSlmAAAAQJhVHi3E1DLEi5rCIUYOAdGDEUQAAABAGBmGoZKSksAxU8sQL3JycoKO09PT6x0OmaapjIwMmaYZitIAiIAIAAAACJuqU8uO5RdkwE4yMzMPu5390fL5fCoqKmL0HRBCBEQAAABAmFQeQeFyuY7pF2TALjIzM7V06dLAcSimVRqGobS0tGqLvQOoPwIiAAAAIAwMwwgaQcHUMsQDwzCCwiGn01njZ/9op4x5vV4VFBQwAg8IIQIiAAAAIAzYtQzxJjMzs9qUyvXr19f42WfKGBB5BEQAAABAA6s6DYZfghHrappWdrgplUwZAyKPbe4BAACABmQYRrXRQ0Asq+u0ssq8Xi+j6oAIIyACAAAAGlDlcCgUi/MC0W7OnDmB2+np6SzGDtgEU8wAAACABpKZmRl0zMLUiHWGYciyLEns1AfYDQERAAAA0ABM0wyaZsPC1Ih1pmkGjZgjEAXshYAIAAAAaAA5OTmB2+np6UwtQ0wzTVMPPPBA4LjiM1/XbesBRB4BEQAAABBihmGouLg4cMw0G8Q6n8+nsrIySYdGy+3cuZNt6wGbISACAAAAQqjqNBuXyxW5YoAGZpqmunfvrqKiosC5L7/8km3rARtiFzMAAAAghPLy8oKOWYcFsSwvLy9otFxiYqIMw2DbesCGGEEEAAAAhIhpmvL7/YHj3NxcfklGzDIMI+jz7nQ6ddxxxwVdY5qmMjIy4nItItM01b9/fz399NORLgWoEwIiAAAAIEQqjx5yu92EQ4hZhmEETaV0u91q2rSp/H5/0LpDPp8vbtciqnjvU6ZMiXQpQJ0QEAEAAAAhUHX00Lhx4yJXDNDA5syZE7jtcrkCn/2q6w7F81pEFe/9vvvui3QpQJ2wBhEAAAAQAoweQjxp3LixiouL5XK5lJ2dLZ/PF1h7qLJ4XovI6/XquuuuU/v27bV58+ZIlwMcEQERAAAAcIwYPYR4UXlqWUU4FM8hEBBLmGIGAAAAHKPKO5UxegixqGKx6cpTyw4ePMhnHYghjCACAAAAjoFhGCopKQkcM3oIscY0TU2YMEGWZQWdz8rKilBFABoCAREAAABwDCqPqEhPT2dEBWJOXl5eUDiUmJion376KYIVAWgITDEDAAAA6ikzMzPwi7PL5dK8efMiXBEQWpmZmUHra0mMHAJiFSOIAAAAgHowTVNLly4NHFdehwiIBYZhBH3G3W63xo0bxyg5IEYxgggAAACoh5ycnMBtp9PJL82IKaZpBnYrkw5NnywsLAz6nFcsXG2aZgQqBBBqBEQAAADAUTJNU8XFxYHjymEREAsqj4hzOp3auXNntSDI5/OpqKhIPp8v3OUBaABRN8VswYIFys/Pl9/vV+fOnXXDDTeoe/futV7/5ptv6u2339aOHTuUkpKijIwMjRkzRsnJyWGsGgAAAPGk8i/PHo+H0UOIKVV35mvatGlQEOTz+WQYhgzDCNwGYH9RFRAtXrxYpmnqpptuUo8ePfTmm2/q4Ycf1lNPPaXmzZtXu37RokV6+eWXdfPNN6tnz57avHmzpk+fLofDoeuuuy4C7wAAAACxzjTNoF+eGT2BWNK/f39t3LgxcJyenq7Ro0cHgqDKo4YKCgoIR4EYElUB0dy5czV06FANGTJEknTTTTfp66+/1sKFC+XxeKpdv2LFCvXq1UuDBg2SJLVp00YDBw7UqlWrwlk2AAAA4kjl6WTp6ekRrAQIvcrhkMfjCQSglYMgRg0BsSlqAqLS0lKtXbs2KAhKSEhQnz59tHLlyhof06tXL3388cdavXq1unfvrq1bt+qbb77RWWedVevrlJSUBP2Lj8PhkMvlCtxG7Sp+Pvycoht9sgf6ZA/0yR7okz3ESp9uueWWwNpDDodD8+fPj3BFoRUrfYp1DdEn0zQ1ZcoUORwOWZal1NRUTZ8+vdp11113HbM1jgLfKXugT4dETUC0Z88elZeXy+12B513u93atGlTjY8ZNGiQ9uzZoz//+c+SpLKyMp1//vm67LLLan2d119/XbNmzQocd+3aVXl5eWrduvWxv4k40a5du0iXgDqgT/ZAn+yBPtkDfbIHO/fp6aefDtrVafTo0Wrfvn3kCmpAdu5TPAllnx599FH5/X5JUsuWLZWUlKQ5c+Zo7Nixh33c008/rSlTpmjAgAFavHix7rvvviM+Jh7xnbKHeO+Tw7IsK9JFSNKuXbs0duxYTZ48WT179gycf+mll/Tdd9/pkUceqfaYwsJCPfXUUxo9erR69OihLVu26LnnntPQoUM1cuTIGl+nthFE27dvV2lpaejfWAxxOBxq166dtmzZoij52KAG9Mke6JM90Cd7oE/2EAt9OuGEEwKjh1wul9asWRPhikIvFvoUD0LZp1tuuUVz5swJeh6Xy6Xi4mKlpaXp888/P+zj+/fvr6KiIiUmJqqsrKxOj4knfKfsIZb7lJSUVOcBMVEzgiglJUUJCQmB1LqC3++vNqqowowZM3T22Wdr6NChkqROnTpp//79euaZZ3TZZZcpISGh2mOcTqecTmeNzxdrH4SGYlkWPysboE/2QJ/sgT7ZA32yB7v2qeq29tnZ2bZ8H3Vl1z7Fm2Ptk2EYQaPiKjRq1EitWrWSYRhHfP6Khav79eunL7/8sk6PiUd8p+wh3vsUNQFRUlKSunXrpuXLl6t///6SpPLyci1fvlzDhg2r8TEHDhyoNkewplAIAAAAqC/TNDV+/PjAscvlYucmxISq4VBCQoJSUlI0bty4On/GvV4v3wcgRkRVmjJ8+HC99957+uCDD1RUVKRnn31WBw4c0ODBgyVJ06ZN08svvxy4/vTTT9c777yjTz75RNu2bdOyZcs0Y8YMnX766QRFAAAACIm8vLyg4+zs7AhVAoROTbuQORwOFRYW1hr4mKapjIwMmabZ0OUBiICoGUEkSQMGDNCePXs0c+ZM+f1+denSRRMmTAhMMduxY0fQiKHLL79cDodD//3vf7Vr1y6lpKTo9NNP11VXXRWhdwAAAIBY5vF4GC0B28vMzNTSpUsDx6mpqdqyZYuysrIO+zifz6eioiL5fD6+B0AMiqqASJKGDRtW65SySZMmBR0nJibqiiuu0BVXXBGGygAAABBvDMMIrJHp8Xjk8/kiWxAQApXDofT0dM2bN69Oj6tYb6im0UemaVZbi4gQCbAX5mEBAAAANTBNM2iNlg8++CBitQChUjXc2blzp6S6TR/zer0qKCioMfipGF2Un58fGGUEwF4IiAAAAIAaVF17CLC7zMzMoNAzMTExEBhVBDwPPPBAvdYYMgxDaWlpysrKUlpaWo2jjABENwIiAAAAoArTNANTyyTJ7XZr3LhxkSsICIHKU8tcLpcmT54cGA1kGIYSExNVVlZWr9E/FaOLfD5fraOMAES3qFuDCAAAAIi0yqOHKnZ2AuwsMzMzcLumdYcqAp3a1hgCEPsIiAAAAIBKqo4eGjFiROSKAULAMIyg0UO1LUrt9XoZ+QPEMaaYAQAAAJXk5OQEbrvdbhbbha0ZhhG07lB6enrkigEQ1QiIAAAAgP/HNE0VFxcHjll3CHZWNRxyOp113tK+Luqy8xkA+yAgAgAAAHTol90JEyYEjl0uF9NtYFtVwyFJatq0aUhfo2LnM0bZAbGBgAgAAADQoYWpLcsKHGdnZ0ewGqD+TNOsNnIoLS0t5CPiKra2Z1FrIDawSDUAAADiXk3b2jN6CHZVeR2tiuOG+DyzqDUQWxhBBAAAgLhX+Rdqh8PB2kOwrczMzKB1tDweDyEOgDohIAIAAEBcq7ow9SOPPMIv1LClzMzMoO3sJenLL78MOmZhaQC1ISACAABAXMvLywvcZmFq2JVhGEHhUGpqao3rA7GwNIDasAYRAAAA4pZpmtq9e7ekQ1PLWJgadlR1x7L09PRat7M3DEM+n4+FpQFUwwgiAAAAxK3KO5eNGDGC0UOwnZq2s9+5c2etU8i8Xq8KCgr4rAOohoAIAAAAcevAgQOB21XXagGiXdXt7KVD0yQrTyFjzSEAdUVABAAAAEhMuYGtPP3007rvvvuCzm3cuFHZ2dlBaw+Fcs0hwiYgthEQAQAAIC4ZhhHYvcztdjPlBrZhmqZuueWWoHMul0umaVabQmYYRo2LVdcHC1wDsY2ACAAAAHFpzpw5gdvjxo2LYCVA3ZmmqfHjxwfWzpIOhUPFxcU1BjehXHMolGETgOjDLmYAAACIO5mZmYFfsNnaHnZhmqYmTJgQFA55PB5lZGSEZWcyr9fLdwWIYQREAAAAiCumaWrp0qWBY7a2hx3UtFuZx+MJjBoiuAFwrJhiBgAAgLiSk5MTuO10OvnFGlGvpt3KJOmDDz4Iey0AYhcBEQAAAOJG5YWppeCwCIhWfE4BhAMBEQAAAOJG5YWpPR4Po4cQ9UzTDAo13W63PB6POnfuXG2b+7o8F9vUA6gNaxABAAAgbiQlJamkpEROp5OtumELeXl5gdsul0uFhYVyOBxq3769Nm/eHLRg9ZFU3qaecBRAVYwgAgAAQFwwTVOlpaWSpKZNm0a4GuDwKkb7HDhwQJLkcDiOeUF1tqkHcDiMIAIAAEDMq7wDlMPh0Lhx4yJbEHAEFaN93G63WrVqJcMwjnnUD9vUAzgcRhABAAAgplXdAap58+b8koyoVzHaZ9y4cSooKOAzC6DBERABAAAgplVew0USo4cQtSovIu31egmGAIQVAREAAABi2r59+wK3c3Nz+YUbUck0TU2YMEFFRUVBoWbl0IhdyAA0JAIiAAAAxCzDMFRSUiLp0NpDhEOIVj6fr8YdySrvPFZxe9q0aRGoEECsIyACAABATKq69tCIESMiVwxQi4pRQf369ZPb7Zbb7Q6aBll557GK27feemsEKwYQq9jFDAAAADEpJycncNvlcsnn80WwGqBmOTk5Ki4u1s6dO7V69epq91fdeczr9crhcISzRABxghFEAAAAiDmmaaq4uDhwnJ2dHcFqgJpV/pzu378/wtXUHWshAbGJgAgAAAAxp/Iivy6Xi7WHEHUMw9D48eMDx3aaAll5XSQAsYOACAAAADHFMAz5/X5JhxamZvQQolF+fn7gdm5urq3ClsrrIgGIHQREAAAAiCmVF6Z+5JFHGD2EqGIYhjp16qR27dopMTFRHo/Hdp9Rr9ergoIC29UN4PDqtUj1+vXrVVRUpEGDBgXOLVmyRK+//rpKSko0aNAgZWZmhqxIAAAAoC6qjmjgF1hEE8MwAgHmli1b9NNPP0W2IACopF4jiF566SUtXrw4cLxt2zY9/vjj2rZtmyTphRde0LvvvhuaCgEAAIA6qLqtvcfjiVgtQFWVwyFJysrKilwxR4EFqYH4Ua+A6Mcff9RvfvObwPGHH36ohIQE5eXl6ZFHHtEZZ5yhd955J2RFAgAAAEfCtvaIVjWFl3b5fLIgNRA/6hUQ/frrrzruuOMCx998841OOeUUpaSkSJJOOeUUbdmyJTQVAgAAAEfAtvaIVqZpBu1WZqdwSGJBaiCe1GsNIrfbrY0bN0qSfv75Z61du1aDBw8O3L9//345HI6QFAgAAAAcTtWpO2xrj2hRNRxyOBy2CoekQ+t48X0C4kO9AqLf/va3mj9/vg4ePKjVq1fL6XSqf//+gft//PFHtW3bNmRFAgAAALWZM2dO0DGjhxANTNPUhAkTgs6NGDEiQtWEj2ma8vl8MgyDYAmwmXpNMRs9erQyMjL08ccfa/fu3brlllvkdrslHZp+9tlnn+mUU04JZZ0AAABANYZhyLKswLEdtwxH7KkIh6p+Nu02eqg+WLMIsK96jSBq3Lixbr/99lrve/rpp5WcnHxMhQEAAABHUnlqWW5uLuEQIq5qOORwOPTII4/EzWfTMIzACCIA9lKvgKiqX3/9VY0bN1ZCQoISEhLUpEmTUDwtAAAAUKvMzMyg43j5BRzRzefzxW04JLFmEWBn9ZpiJklr1qzRww8/rGuuuUY33HCDvvvuO0nSnj179Oijj6qwsDBkRQIAAACVGYahpUuXBo49Hk/kigH+n8zMTBUVFSkhIUFutztmwyHTNJWRkSHTNCNdCoAQqldAtGLFCmVnZ2vLli0666yzgubWpqSk6Ndff9U777wTsiIBAACAyipPLUtPT2e9E0Rc5dCyvLxchYWFMRkOSawzBMSqegVEr7zyilJTU/XEE0/oqquuqnZ/7969tXr16mMuDgAAAKiq6tSyefPmRagS4FAwlJqaWi20jGWGYSgtLY11hoAYU6+AaM2aNRo8eLCcTqccDke1+1u2bCm/33+stQEAAABBmFqGaGIYRlAwJB36TMZ6aOn1elVQUBCzI6SAeFWvgCgxMTFoWllVu3btUuPGjetdFAAAAFCVaZpMLUNUyc/PDzrmMwnAzuoVEPXo0UOfffZZjfft379fH3zwgU466aRjKgwAAACorOov3rE+SgPRLysrK3A7HkYOAYht9QqIRo0apbVr1yo3N1fffPONJGn9+vV67733dN9992nPnj26/PLLQ1ooAAAA4pthGHK5XHI4HEwtQ1Tw+XzauHGjNm7cyMghALZX7xFE48eP15YtWwJ/Eb744ot65plnVF5ervHjx6tz584hLRQAAADxzev1avXq1eyehKjBdu8AYklSfR948skn6y9/+YvWr1+vzZs3y7IstW3bVt26datx4WoAAAAAiBWVF6j2+Xws2AzA9uodEFXo0qWLunTpEoJSAAAAACD6ZWZmBu2mx3bvAGJBnQKi7777rl5PzkLVAAAAAGJN5XDI4/EweghATKhTQPTggw/W68lnzJhRr8cBAAAAQLQxDEP5+flyu93y+/1saw8gptQpIJo4cWJD1wEAAAAAUavymkO//PKLNm7cGNmCACDE6hQQMVUMAAAAQLzq379/UCCUlZUVwWoAoGHUa5t7AAAAAIgHpmkGhUMej4dpZQBiUp1GEE2fPl0Oh0N//OMflZCQoOnTpx/xMQ6HQzfffPMxFwgAAAAAkVB1t7LU1FTCIQAxq04BUWFhoRwOh8rLy5WQkKDCwsIjPsbhcBxzcQAAAIgvpmnK5/PJMAx2hkJEGYYRFA7l5ubymQQQ0+oUEFVNyUnNAQAA0BB8Pp+Kiork8/n4ZRwRY5pmYEFqSXI6nXweAcS8Oq1BNG7cOC1ZsiRw/OGHH2rbtm0NVRMAAADijGmaysjIUL9+/ZSWlibDMCJdEuKUaZqaMGFC0LmcnJwIVQMA4VOnEUQ//vij9uzZEziePn26brvtNrVp06bBCgMAAEB8qPiF3LIs7d27t07LGQANofJW9tKhZTMeeeQRRg8BiAt1GkHUunVrffvttyovL2/oegAAABBnfD6fLMuKdBmIc4RDAOJdnUYQnX/++frPf/6jRYsWKTk5WZL09NNP65///OdhH/fCCy8ce4UAAACIaYZhKC8vT9KhpQ2AcKu65pAkwiEAcadOAdEll1yizp07q7CwUH6/Xx9++KFOOOEEtW3btqHrAwAAQIzzer38Io6IMU1T48ePDzrHjmUA4lGdAiJJSk9PV3p6uqRDi1Sff/75GjRoUIMVBgAAgNhlGIby8/OVlZXFDrmIGMKh6GWapnw+nwzDoB9AmNRpDaKqZsyYQTgEAACAeqmYzlNWVqb8/PxIl4M4VVM45PF4CCOihM/nU1FREQEyEEb1CogAAACA+rjllluCfinPysqKYDWIZ1W3rvd4PIQRUcQwDKWlpckwjEiXAsSNOk8xAwAAAI7F008/HbQQMFN5ECmGYai4uDhwTDgUfVibDAg/RhABAACgwZmmqVtvvTVw7HK5+OUPEVF1O3uXy0U4BABiBBEAAADCYNq0aSorK5PD4VDz5s3Zzh4RUXU7e5fLpezs7MgVBABRhIAIAAAADaZiJ6J+/fopMTFRN998s6699tpIl4U4VNOi1KtXr45QNQAQfY4pINq7d6+WLVum7du3S5Jat26tPn366Ljjjqv3cy5YsED5+fny+/3q3LmzbrjhBnXv3r3W6/ft26dXXnlFn3/+ufbu3avWrVvruuuuU9++fetdAwAAAI5d//79tXHjxsDxhg0btHnzZlmWFcGqEI+qTiuTDq07BAD4P/UOiGbOnKk5c+aotLQ0+AmTknTJJZfoyiuvPOrnXLx4sUzT1E033aQePXrozTff1MMPP6ynnnpKzZs3r3Z9aWmpJk+erJSUFN11111q2bKlduzYoSZNmtT3bQEAACAEDMMICocqrz8EhFPVaWUSi1IDQE3qFRDNmjVL//vf/3Taaadp2LBh6tChgyRp06ZNWrBggV577TUlJiZq5MiRR/W8c+fO1dChQzVkyBBJ0k033aSvv/5aCxcurDHhf//997V371499NBDSko69FbatGlTn7cEAACAEMrPzw/cTk1NZUFqREzV7ezZPQ8AalavgOidd97R6aefrnvvvTfofJs2bXTqqadqypQpeuedd44qICotLdXatWuDgqCEhAT16dNHK1eurPExX331lXr06KF//etf+vLLL5WSkqKBAwfK4/EoIaHmDdpKSkpUUlISOHY4HHK5XIHbqF3Fz4efU3SjT/ZAn+yBPtkDfYpOWVlZys/PV1ZWlqZPn06fbCLW+nTRRRdV287+uuuui2BFoRFrfYpl9Moe6NMh9QqIfv31V5166qm13t+3b1999913R/Wce/bsUXl5udxud9B5t9utTZs21fiYrVu3avv27Ro0aJDGjx+vLVu26Nlnn1VZWZmuuOKKGh/z+uuva9asWYHjrl27Ki8vT61btz6qeuNZu3btIl0C6oA+2QN9sgf6ZA/0KTqMGTNGM2fO1KhRo6otRSDRJ7uIhT799re/1dKlSwPHV111lV5++eUIVhR6sdCneEGv7CHe+1SvgOg3v/mNVq1apQsuuKDG+1etWqVevXodU2F1YVmWUlJS9Mc//lEJCQnq1q2bdu3apTfeeKPWgOjSSy/V8OHDA8cVCeH27dtr/I8Y/B+Hw6F27dppy5YtLC4ZxeiTPdAne6BP9kCfoodpmnrllVckHVqvcurUqYH76JM9xFKfvvzyy8Btp9OpqVOnavPmzRGsKHRiqU+xjl7ZQyz3KSkpqc4DYuoVEN100016+OGH9fzzz2vYsGGBdX+2bdumBQsWaNWqVZowYcJRPWdKSooSEhLk9/uDzvv9/mqjiiq43W4lJSUFTSdLTU2V3+9XaWlpYF2iypxOp5xOZ43PF2sfhIZiWRY/KxugT/ZAn+yBPtkDfYq8adOmBW5nZWXV2A/6ZA+x0Kf09HQtXbpUTqdTOTk5tn8/NYmFPsULemUP8d6nOgVEXq+32ly8srIyzZ8/X/Pnzw8ENOXl5ZIOhTD33HOPXnjhhboXkpSkbt26afny5erfv3/g+ZYvX65hw4bV+JhevXrpk08+UXl5eaCGzZs3q0WLFjWGQwAAAGgYpmlq7969crvdGjduHIsAI+LmzZsX6RIAwFbqlKJkZGSEZbGm4cOHy+fzqVu3burevbvmzZunAwcOaPDgwZIO/atUy5YtNWbMGEnSBRdcoLfeeiswkmnLli16/fXXddFFFzV4rQAAAPg/Pp9Pfr9faWlphEMAANhQnQIiwzAaug5J0oABA7Rnzx7NnDlTfr9fXbp00YQJEwJTzHbs2BEUVB1//PG6//779cILL+iee+5Ry5YtddFFFwXthAYAAICGZxiGfD5f2P67EQAAhJbDiucJdpVs375dJSUlkS4jqjkcDrVv316bN2+O63mZ0Y4+2QN9sgf6ZA/0yR7okz3QJ3ugT/ZBr+whlvvkdDobdpFq6dD6QEuWLNG2bdu0d+/eGq8ZOXJkfZ8eAAAAAAAAYVKvgGjNmjWaOnWqdu7cedjrCIgAAAAAAACiX70ComeffVYHDx7UPffcoxNPPFFNmzYNdV0AAAAAAAAIk3oFRD/99JNGjx6tfv36hboeAAAAAAAAhFlCfR7UsmXLmFu4CQAAAEdmmqYyMjJkmmakSwEAACFUr4BoxIgReu+99/Trr7+Guh4AAABEMZ/Pp6KiIvl8vkiXAgAAQqheU8z279+vxo0b6/bbb9eAAQN0/PHHKyGhetY0fPjwYy4QAAAA0cMwDPl8PhmGEelSAABACNUrIHrxxRcDt996661aryMgAgAAiC1er1derzfSZQAAgBCrV0A0bdq0UNcBAACAKGSaZmDEEMEQAACxq14BUevWrUNdBwAAAKJQXl6e/H6/8vLyCIgAAIhh9Vqk+pFHHtGiRYt08ODBUNcDAAAAAACAMKvXCKKtW7fqb3/7mxo3bqzf/va3Ovvss9WnTx85HI5Q1wcAAIAIGjduHItSAwAQB+oVEP3lL3/R6tWr9fHHH+vTTz/Vxx9/LLfbrUGDBumss85Sly5dQlwmAAAAwqXqukNMLQMAIPbVKyCSpO7du6t79+667rrrtGzZMn388cd69913NXfuXKWlpenss8/WoEGD1KpVq1DWCwAAgAbm8/lUVFQkn89HOAQAQJyod0BUISEhQaeeeqpOPfVU7du3T88884w+++wzvfzyy3rllVfUu3dvXXzxxerbt28o6gUAAEADMwyDaWUAAMSZYw6IJOmHH37QRx99pIKCAu3du1cdO3bU2WefraSkJC1cuFB5eXm67LLLdOWVV4bi5QAAANCAmFYGAED8qXdAVFRUpI8++kiffPKJduzYoebNm+ucc87R2WefHbQGUWZmpv7xj3/orbfeIiACAACIUlXXHQIAAPGlXgHRPffco59++klOp1P9+vXTjTfeqPT0dCUkJNR4fe/evfX+++8fU6EAAABoGIZhaPbs2ZLEukMAAMSpegVETZs21R//+EedccYZatKkyRGv/+1vf6tp06bV56UAAADQgEzTDIRDklh3CACAOFWvgGjSpElHdX2jRo3UunXr+rwUAAAAGpDP5wvc9ng8jB4CACBOHdMi1T/99JO++eYbbd++XZLUunVrnXbaaerUqVNIigMAAEDDqrxjGeEQAADxq14BUUlJiZ555hl99NFHkiSHwyFJsixLL7/8ss466yyNHTtWSUkh2SQNAAAAIVZ5UeqCgoJIlwMAACKsXgnOf/7zH3300Ue64IILdNFFF6lt27ZyOBzasmWL5s2bp3feeUfNmjXT9ddfH+JyAQAAcCxM01ROTo6Ki4slsSg1AAA4pOZtx47g448/1llnnaXf//736tChgxITE5WQkKAOHTroxhtv1KBBg/Txxx+HulYAAAAco+zs7EA4JLEoNQAAOKReAVFpaal69uxZ6/29evVSWVlZvYsCAABA6JmmqZKSksAxi1IDAIAK9Zpilp6eriVLluiCCy6o8f4lS5bolFNOOabCAAAAEDqZmZlaunRp4Dg9PT1oBzMAABDf6jWCaPTo0dq+fbsef/xxffvtt9q+fbu2b9+uZcuW6bHHHtP27ds1evRo7d27N+gPAAAAws80zaBwKDc3V/PmzYtgRQAAINrUawTRn/70J0mHtrn/4osvDntNZTNmzKjPywEAAKCeDMPQ7NmzA8fp6elMKwMAANXUKyC6/PLLA1vbAwAAIHrNmTMncNvtdjNyCAAA1KheAdGoUaNCXQcAAABCqGI7e8uyAufGjRsXwYoAAEA0q9caRAAAAIhuPp8vaDv73NxcppYBAIBa1WkE0axZsyRJl112mRISEgLHRzJy5Mj6VwYAAIB6MQxDGzduVEJCgizL0ogRIwiHAADAYdUpIHr11VclSR6PRwkJCYHjIyEgAgAACJ+KaWUVI4cSEhK0YcOGCFcFAADsoE4BUdXdx9iNDAAAILqYpqnx48cHncvKyopQNQAAwG5YgwgAAMDmagqHPB6PfD5fhCoCAAB2Q0AEAABgY4RDAAAgFAiIAAAAbIpwCAAAhAoBEQAAgE1lZ2cHHaenpxMOAQCAeiEgAgAAsBnTNNWlSxeVlJQEznk8Hs2bNy+CVQEAADurU0A0b948bdq0qaFrAQAAwBFUTCurHA4xcggAAByrOgVEL7zwgtauXRs4vvLKK7Vo0aIGKwoAAAA1q2laGSOHAADAsapTQNSsWTP5/f4GLgUAAAC1YVoZAABoSEl1ueikk07Sq6++qvXr16tJkyaSpA8//FArV66s9TEOh0O/+93vQlMlAABAHKtptzKmlQEAgFCqU0B044036vnnn9eyZcu0e/duSdKyZcu0bNmywz6OgAgAAODY5eTkBB0zrQwAAIRanQKi5s2b64477ggcX3nllbrttts0aNCgBisMAAAAUv/+/VVcXBw4JhwCAAANoV7b3N98883q2bNnqGsBAABAJZmZmdq4cWPgmDWHAABAQ6nTCKKqBg8eHLhdVFSk7du3S5Jat26ttLS0kBQGAAAQzwzD0NKlSwPHqamprDkEAAAaTL0CIkn64osvZJqmtm3bFnS+TZs2uu6669SvX79jLg4AACAemaap2bNnB46ZVgYAABpavQKir7/+WlOnTlXr1q111VVXBUYNFRUV6b333tPjjz+u++67T6eeemooawUAAIgLVRelJhwCAAANrV4B0f/+9z917txZDz74oBo3bhw4369fPw0bNkzZ2dl69dVXCYgAAACOUmZmZtCi1B6PJ3LFAACAuFGvRap/+uknnXPOOUHhUIXGjRtr8ODB+umnn465OAAAgHhSdd0hj8fDukMAACAs6hUQOZ1O7d27t9b79+7dK6fTWe+iAAAA4o1hGNXWHSIcAgAA4VKvgOjkk0/WvHnztHLlymr3rVq1SvPnz1efPn2OuTgAAIB4UDUccrlcrDsEAADCql5rEF1zzTW6//779ec//1ndu3dXhw4dJEmbNm3S6tWr1bx5c1199dUhLRQAACBWVQ6HJCk7OzsyhQAAgLhVrxFEbdq00eOPP66LLrpI+/bt0+LFi7V48WLt27dPmZmZeuyxx9SmTZtQ1woAABBTTNNUly5dgs7l5ubK6/VGpiAAABC36jWCSJKaN2+u66+/PoSlAAAAxJecnByVlJQEjj0eD+EQAACIiHqNIAIAAMCxqbqdPYtSAwCASCIgAgAACLPMzMxq29mzKDUAAIgkAiIAAIAwqxwOMXIIAABEAwIiAACAMDEMQ6mpqYHj9PR0Rg4BAICoQEAEAAAQBoZhVNvOfvTo0ZEpBgAAoAoCIgAAgAZmmma1cEgSU8sAAEDUqFdAtH//fk2fPl0bN24MdT0AAAAxxTRNjR8/Puicy+WS2+2WYRgRqgoAACBYvQKikpISffjhh/r5558lSb/++qsefPBBrVu3LqTFAQAA2F12dnbQscfj0erVq1VYWCiv1xuhqgAAAIIl1fVCwzDUs2dP9ejRQ+3atQu6r6ysTN9995327dsX8gIBAADsKjMzUyUlJYFjj8fDtDIAABCV6hwQXXTRRVq1apXy8/O1a9cuSdLLL7+s008/XZ07d26wAgEAAOwoMzOT7ewBAIBt1DkgGj58eOD2hg0bdPfdd+u4447T4sWLNXPmTEnSf/7zH/Xp00e9evVSz549ddxxx4W+YgAAgChnGEa1cIjt7AEAQDSrc0C0efNmtW/fXpLkdrslSVlZWTr55JO1adMm/elPf1KLFi1UWFioN998U6WlpZoxY0aDFA0AABCtqm5n73Q6CYcAAEDUq3NAdOedd6pZs2bq3r27OnbsKEkqLy+XpMBIoczMTJ188sk6ePAgC1YDAIC4U3VamSTl5OREqBoAAIC6q3NA9Oijj2rVqlVavXq1lixZIkmaMmWKTjjhBPXo0UPS/wVGycnJ6tWrV+irBQAAiFJVp5VJUm5uLjuVAQAAW6hzQNS5c2d17txZ5513nvbs2aObbrpJHo9H+/fv17fffivp0H8EderUST179lSvXr00aNCgBiscAAAgWlSdViYRDgEAAHupc0BUmcPhkCSddNJJOvnkkwOB0ciRI1VWVqYVK1boo48+IiACAABxgXAIAADYXb0CooSEBB1//PFKTk6W9H+BUa9evXTyySdL+r/pZgAAALHKNE1lZ2cHnSMcAgAAdlSvgKhp06by+XyB48TERJ100klq2rRp4FxCQsKxVwcAABDFsrOzVVJSEjj2eDyEQwAAwJbqFRBV1aRJE02cODEUTwUAAGALmZmZQeFQenp60D+gAQAA2AnDfAAAAI5S1R3L0tPTNW/evAhWBAAAcGwIiAAAAI5Sfn5+4DbhEAAAiAVRGRAtWLBAhmHo6quv1oQJE7R69eo6Pe6TTz7RqFGj9OijjzZwhQAAIB4ZhqFOnTrpuOOOk0Q4BAAAYkfUBUSLFy+WaZoaOXKk8vLy1LlzZz388MPavXv3YR+3bds2vfjiizrxxBPDVCkAAIgnmZmZmj17tsrKyuT3+yVJO3fujGxRAAAAIRJ1AdHcuXM1dOhQDRkyRGlpabrpppuUnJyshQsX1vqY8vJy/e1vf9OoUaPUpk2bMFYLAADiQU1rDqWlpckwjAhWBQAAEDoh2cUsVEpLS7V27Vp5PJ7AuYSEBPXp00crV66s9XGzZs1SSkqKzj33XH3//feHfY2SkpKgHUccDodcLlfgNmpX8fPh5xTd6JM90Cd7oE/20NB9uuWWWzR79uzAsdPp1Pz58xvktWIZ3yd7oE/2QJ/sg17ZA306JKoCoj179qi8vFxutzvovNvt1qZNm2p8zA8//KD333+/zusOvf7665o1a1bguGvXrsrLy1Pr1q3rXXe8adeuXaRLQB3QJ3ugT/ZAn+yhIfo0ZsyYoHBIko477jjNmTNHY8eODfnrxQO+T/ZAn+yBPtkHvbKHeO9TVAVER6u4uFh/+9vf9Mc//lEpKSl1esyll16q4cOHB44rEsLt27ertLS0QeqMFQ6HQ+3atdOWLVtkWVaky0Et6JM90Cd7oE/20FB9Mk1Tr7zyStA5t9utXbt26eGHH9aIESNC9lrxgO+TPdAne6BP9kGv7CGW+5SUlFTnATFRFRClpKQoISEhsPBjBb/fX21UkSRt3bpV27dvV15eXuBcRTNHjx6tp556qloC6HQ65XQ6a3z9WPsgNBTLsvhZ2QB9sgf6ZA/0yR5C2SfTNDV+/Pigcx6PRxkZGfL5fDIMg89EPfF9sgf6ZA/0yT7olT3Ee5+iKiBKSkpSt27dtHz5cvXv31/SoQWoly9frmHDhlW7vkOHDnr88ceDzv33v//V/v37df311+v4448PS90AACB21BQO5ebmyuv1SlLgfwEAAGJJVAVEkjR8+HD5fD5169ZN3bt317x583TgwAENHjxYkjRt2jS1bNlSY8aMUXJysjp16hT0+KZNm0pStfMAAABHUlM45HK5CIUAAEDMi7qAaMCAAdqzZ49mzpwpv9+vLl26aMKECYEpZjt27Ij7lcUBAEDomaapCRMmBJ1zuVzKzs6OUEUAAADhE3UBkSQNGzasxillkjRp0qTDPtYwjAaoCAAAxDLDMKrtVpaenq558+ZFpiAAAIAwS4h0AQAAAJFkmma1cMjtdhMOAQCAuBKVI4gAAADCoaaRQy6XS+PGjYtMQQAAABFCQAQAAOJSbSOHCgsLI1MQAABABBEQAQCAuMPIIQAAgGAERAAAIK7UFA55PB75fL7IFAQAABAFCIgAAEDcyMzM1NKlS4POEQ4BAACwixkAAIgThmEQDgEAANSCEUQAACCmmaYpn8+noqKioPO5ubnyer0RqgoAACC6EBABAICYlpeXJ7/fH3SOcAgAACAYAREAAIhZpmlq9+7dkg7tUtaqVSsZhkE4BAAAUAUBEQAAiFk+n0+WZSkxMVHZ2dkEQwAAALVgkWoAABCzDMNQWlqaJk+eTDgEAABwGAREAAAgZpimqYyMDJmmKUnyer0qKCggHAIAADgCAiIAABAzKnYrY+t6AACAo0NABAAAYkbFlDLDMCJdCgAAgK2wSDUAAIgZXq+X6WQAAAD1wAgiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIcAREAALCFqlvYAwAAIHQIiAAAgC2whT0AAEDDISACAAC2wBb2AAAADYdt7gEAgC2whT0AAEDDYQQRAAAAAABAnCMgAgAAAAAAiHMERAAAAAAAAHGOgAgAAAAAACDOERABAAAAAADEOQIiAAAAAACAOEdABAAAAAAAEOcIiAAAQESYpqmMjAyZphnpUgAAAOIeAREAAIgIn8+noqIi+Xy+SJcCAAAQ9wiIAABARBiGobS0NBmGEelSAAAA4l5SpAsAAADxyev1yuv1RroMAAAAiBFEAAAAAAAAcY+ACAAAAAAAIM4REAEAgAbHjmUAAADRjYAIAAA0OHYsAwAAiG4ERAAAoMGxYxkAAEB0YxczAADQ4NixDAAAILoxgggAAAAAACDOERABAAAAAADEOQIiAAAAAACAOEdABAAAjhnb2AMAANgbAREAADhmbGMPAABgbwREAACgXiqPGmIbewAAAHtjm3sAAHDUTNPUAw88oLKyMvl8PhUUFLCNPQAAgI0xgggAABw1n8+nsrIyJSYmMmoIAAAgBhAQAQCAo1YxpWzy5MmMHAIAAIgBBEQAAKBOKq855PV6mVYGAAAQQwiIAADAEVWsOcROZQAAALGJgAgAABwRaw4BAADENgIiAABwRKw5BAAAENvY5h4AAByR1+slGAIAAIhhjCACAAABlReiBgAAQPwgIAIAAAE+n4+FqAEAAOIQAREAAAioWGuIhagBAADiCwERAABxqqbpZF6vVwUFBaw3BAAAEGcIiAAAiFNMJwMAAEAFAiIAAOIU08kAAABQgW3uAQCIU2xdDwAAgAqMIAIAAAAAAIhzBEQAAAAAAABxjoAIAIAYVtNOZQAAAEBVBEQAAMQwdioDAABAXRAQAQAQYyqPGmKnMgAAANQFu5gBABBjKo8aKigoYKcyAAAAHBEjiAAAsLmq6wwxaggAAABHi4AIAACbq7rOkNfrZeQQAAAAjgoBEQAANseIIQAAABwr1iACAMCGDMNQfn6+srKy5PP5GC0EAACAY8IIIgAAbCg/P19lZWXKz8+PdCkAAACIAQREAADYgGma6t27t3r37i3TNJWVlaXExERlZWVFujQAAADEAKaYAQBgAz6fT36/P3C7oKAgsCg1AAAAcKwYQQQAgA0YhiG32y23281i1AAAAAg5AiIAAKKQaZrKyMiQaZqSDm1dX1hYqMLCQhakBgAAQMhF5RSzBQsWKD8/X36/X507d9YNN9yg7t2713jtu+++q48++kgbNmyQJHXr1k1XXXVVrdcDAGAHPp9PRUVF7FAGAACAsIi6EUSLFy+WaZoaOXKk8vLy1LlzZz388MPavXt3jdd/9913GjhwoCZOnKjJkyerVatWmjx5snbt2hXmygEACB3DMJSWlsZ0MgAAAIRF1AVEc+fO1dChQzVkyBClpaXppptuUnJyshYuXFjj9bfffrsuvPBCdenSRampqRo7dqwsy9K3334b5soBAKi/qruUeb1eFRQUMHoIAAAAYRFVU8xKS0u1du1aeTyewLmEhAT16dNHK1eurNNzHDhwQKWlpWrWrFmN95eUlKikpCRw7HA45HK5ArdRu4qfDz+n6Eaf7IE+2UO4+mSaph544AGVlZVJOjS97LrrrmvQ14wlfJ/sgT7ZA32yB/pkH/TKHujTIVEVEO3Zs0fl5eVyu91B591utzZt2lSn5/jPf/6jli1bqk+fPjXe//rrr2vWrFmB465duyovL0+tW7eud93xpl27dpEuAXVAn+yBPtlDQ/bp6aef1v3336+ysjI5HA61aNFC999/v9q3b99grxmr+D7ZA32yB/pkD/TJPuiVPcR7n6IqIDpWs2fP1ieffKJJkyYpOTm5xmsuvfRSDR8+PHBckRBu375dpaWlYanTrhwOh9q1a6ctW7bIsqxIl4Na0Cd7oE/2EI4+PfzwwyorK1NiYqIefvjhwJSyzZs3N8jrxSK+T/ZAn+yBPtkDfbIPemUPsdynpKSkOg+IiaqAKCUlRQkJCfL7/UHn/X5/tVFFVb3xxhuaPXu2/vznP6tz5861Xud0OuV0Omu8L9Y+CA3Fsix+VjZAn+yBPtlDqPtkmqZ8Pp8Mw5BhGIHb1157LZ+HY8D3yR7okz3QJ3ugT/ZBr+wh3vsUVQFRUlKSunXrpuXLl6t///6SpPLyci1fvlzDhg2r9XFz5szRa6+9pvvvv18nnHBCuMoFAKBeKm9hz0LUAAAAiAZRt4vZ8OHD9d577+mDDz5QUVGRnn32WR04cECDBw+WJE2bNk0vv/xy4PrZs2drxowZuvnmm9WmTRv5/X75/X7t378/Qu8AAIDqTNNURkaGTNNkC3sAAABEnagaQSRJAwYM0J49ezRz5kz5/X516dJFEyZMCEw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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -401,10 +401,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.490224Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.489701Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.495776Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.495143Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.807955Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.807538Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.813434Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.812911Z"
     },
     "urth": {
      "dashboard": {
@@ -416,7 +416,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64828.0\n",
+       "hits   -65000.0\n",
        "dtype: float64"
       ]
      },
@@ -448,10 +448,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.498518Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.498082Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.503557Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.502992Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.816070Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.815587Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.820591Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.819995Z"
     },
     "urth": {
      "dashboard": {
@@ -463,7 +463,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.09514\n",
+       "hits   -19.140165\n",
        "dtype: float64"
       ]
      },
@@ -495,10 +495,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.506060Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.505657Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.509177Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.508589Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.823132Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.822751Z",
+     "iopub.status.idle": "2024-01-23T05:08:06.826099Z",
+     "shell.execute_reply": "2024-01-23T05:08:06.825497Z"
     },
     "urth": {
      "dashboard": {}
@@ -514,16 +514,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.511504Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.511109Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.847262Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.846544Z"
+     "iopub.execute_input": "2024-01-23T05:08:06.828484Z",
+     "iopub.status.busy": "2024-01-23T05:08:06.828087Z",
+     "iopub.status.idle": "2024-01-23T05:08:07.165640Z",
+     "shell.execute_reply": "2024-01-23T05:08:07.164926Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -554,10 +554,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.850264Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.849823Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.856821Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.856262Z"
+     "iopub.execute_input": "2024-01-23T05:08:07.168617Z",
+     "iopub.status.busy": "2024-01-23T05:08:07.168186Z",
+     "iopub.status.idle": "2024-01-23T05:08:07.175265Z",
+     "shell.execute_reply": "2024-01-23T05:08:07.174626Z"
     }
    },
    "outputs": [
@@ -565,7 +565,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3311\n",
+       "False    3312\n",
        "True       84\n",
        "Name: count, dtype: int64"
       ]
@@ -586,10 +586,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.859404Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.859015Z",
-     "iopub.status.idle": "2024-01-22T05:08:17.863264Z",
-     "shell.execute_reply": "2024-01-22T05:08:17.862708Z"
+     "iopub.execute_input": "2024-01-23T05:08:07.177760Z",
+     "iopub.status.busy": "2024-01-23T05:08:07.177445Z",
+     "iopub.status.idle": "2024-01-23T05:08:07.181279Z",
+     "shell.execute_reply": "2024-01-23T05:08:07.180701Z"
     }
    },
    "outputs": [],
@@ -604,16 +604,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-22T05:08:17.865796Z",
-     "iopub.status.busy": "2024-01-22T05:08:17.865402Z",
-     "iopub.status.idle": "2024-01-22T05:08:18.095201Z",
-     "shell.execute_reply": "2024-01-22T05:08:18.094406Z"
+     "iopub.execute_input": "2024-01-23T05:08:07.183735Z",
+     "iopub.status.busy": "2024-01-23T05:08:07.183293Z",
+     "iopub.status.idle": "2024-01-23T05:08:07.442357Z",
+     "shell.execute_reply": "2024-01-23T05:08:07.441587Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index e21ac88..a335110 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2149,3 +2149,4 @@ date,hits
 2024-01-20,988
 2024-01-21,928
 2024-01-22,1020
+2024-01-23,848