diff --git a/estimate.ipynb b/estimate.ipynb
index e5a8bac..8a2fa31 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:16.665990Z",
-     "iopub.status.busy": "2024-01-08T05:08:16.665520Z",
-     "iopub.status.idle": "2024-01-08T05:08:16.675242Z",
-     "shell.execute_reply": "2024-01-08T05:08:16.674648Z"
+     "iopub.execute_input": "2024-01-09T05:07:53.150649Z",
+     "iopub.status.busy": "2024-01-09T05:07:53.150109Z",
+     "iopub.status.idle": "2024-01-09T05:07:53.160113Z",
+     "shell.execute_reply": "2024-01-09T05:07:53.159519Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:16.712391Z",
-     "iopub.status.busy": "2024-01-08T05:08:16.711906Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.381680Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.381038Z"
+     "iopub.execute_input": "2024-01-09T05:07:53.196421Z",
+     "iopub.status.busy": "2024-01-09T05:07:53.196039Z",
+     "iopub.status.idle": "2024-01-09T05:07:53.886342Z",
+     "shell.execute_reply": "2024-01-09T05:07:53.885666Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.384443Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.383985Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.606084Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.605382Z"
+     "iopub.execute_input": "2024-01-09T05:07:53.889444Z",
+     "iopub.status.busy": "2024-01-09T05:07:53.889012Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.104584Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.104017Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.608888Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.608664Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.611907Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.611394Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.107538Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.107067Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.110489Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.109846Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.614138Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.613941Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.617429Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.616783Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.112889Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.112511Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.116281Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.115653Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-01-08 05:08:17.614831 UTC\n"
+      "This notebook was last rendered at 2024-01-09 05:07:54.113585 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.619593Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.619402Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.628940Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.628433Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.118579Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.118224Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.127968Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.127356Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.631163Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.630796Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.637263Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.636645Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.130362Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.130031Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.136262Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.135595Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-01-06</th>\n",
-       "      <td>996</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-01-07</th>\n",
        "      <td>1160</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2024-01-08</th>\n",
        "      <td>1100</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-09</th>\n",
+       "      <td>1100</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-01-06   996\n",
        "2024-01-07  1160\n",
-       "2024-01-08  1100"
+       "2024-01-08  1100\n",
+       "2024-01-09  1100"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.639582Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.639234Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.643387Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.642744Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.138560Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.138365Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.142240Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.141669Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.645726Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.645386Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.648755Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.648142Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.144413Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.144218Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.147684Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.147075Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.651078Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.650720Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.932489Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.931772Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.149973Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.149780Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.428599Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.427945Z"
     }
    },
    "outputs": [
     {
      "data": {
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Vy5YtZRiGLr/8cj355JNav359o/z5AwCwN9YgquSrr77SK6+8os2bN+vnn3/WnXfeqQEDBtT5/vPnz9eCBQuqnW/atGnQ3HEAQHh17NhRX3/9tbZt21bttsGDBwe+KJWWlgbWHLGr448/vsbzHTt2lKQag56qHnnkEXXv3l3PPPOMZs+erdmzZyspKUmZmZl6+OGH1aNHD0kKLG770ksvHfHx9u/fH/j5z3/+s26//Xa1adNGF154obp06aLmzZvL4XBo0aJFWrNmTY0LI1fUX5Xf71ebNm0CW5bXReX1dypLSkpSWVlZnR/naI9VdXHh+hg9erSWLFmihx9+WH//+98D68ucccYZysnJ0YUXXtigx694P9S2S1+nTp30ww8/yO/3B+3A1qFDBzkcjgY9t3T4/XrZZZepX79+6tWrl7xer9atW1fr9YmJierSpYtuu+02HX/88brqqqs0depUzZkzJ3DNddddpy+//FJr1qwJhFjJycn63e9+p+LiYt1+++2aMWNGrQvKf/TRR7rkkkuUkJCgZcuWHdPfBSt+n0f7HFbm9/sDodWAAQPk9XrVtm1bJSUlBdY6q/qZaNWqla655hrNnTtXK1as0JAhQ/TKK69ox44duv3224MWA+/atas++eQTTZ8+XcuXL9fLL78s6XCIeeedd+rWW2+t8+sDAMQ2AqJKDh48qLS0NJ1//vl66KGHjvn+l156qS666KKgc9nZ2TrxxBNDVSIAoB7OPvtsrVixQm+99Zauv/76SJdzVBW7NpWWltZ4u9/vrzWY+PHHH2s8v2PHDkmq0zbriYmJuv3223X77bdr586d+uCDD/Svf/1LL730ktavX6/169eradOmgcdavHhxtR2jalJaWqrp06erY8eO+vzzz6uFEkfa5am2MMLtduunn35SUVHRMYVEdjJ8+HANHz5cBw4cUH5+vpYsWaLHH39cI0aM0BdffKGTTz653o9d0cMdO3bU+PeV7du3B11XIRThUGVdu3bVySefrNWrV2v37t067rjjjnqfSy65RFLwDmP//e9/9e6776pt27Y1jnCqWDT8s88+q/Ex33//fQ0fPlwJCQl67bXXdNZZZx3T66j4PR3tc1jZU089pc2bN2vatGnVdoL76KOP9Oc//7nGx7rppps0d+5cPfHEExoyZEggPPztb39b7dqTTjpJ8+bNU2lpqdasWaM333xTf/3rX3XbbbepRYsW+s1vfnMsLxMAEKOYYlbJ6aefrnHjxtX6L0UlJSUyTVO/+93vdO2112rKlClav3594PZmzZrJ7XYH/vP7/SooKKjzThkAgMZx3XXXKSkpSQsWLKg23am+KqYVHeuIk7qomM6ydevWardt3LjxiKOAatr6uqysTB988IEkBe3qVBcdOnTQ6NGjNX/+fJ1//vn67rvvAiM8Kr48v//++3V6rN27d8vv92vgwIHVwqH9+/fXOr3oSM466yxZlqXly5cf832jRWJiYp3eRy1atND555+vP/3pT5oyZYoOHTqkZcuWNei5K94PNW3jvnHjRhUUFKhbt261BpKhVDHCr6YpezWpmHZVeYexQ4cOSZL27dsX+Lmyiu3tq+7KJklvv/22hg0bpqSkJL3xxhvHHA5JUr9+/SQd/XNY2caNGyVJl19+ebXbatvKXjq8e9vZZ5+thQsXKj8/X2+++abOPfdcnXTSSbXeJykpSWeccYaysrL04osvSpIWLVp0xNcEAIgfBETH4Omnn9aGDRt0++2368EHH9RZZ52l+++/P/Cva1W9/fbb6tSp0xH/jxoA0PhOPPFE3XvvvTp06JAuueQSrVy5ssbr/H5/nR+zTZs2cjgc+uGHH0JU5f/86le/UnJyshYvXqydO3cGzhcVFR11Osjbb7+tJUuWBJ2bM2eOvvvuOw0ZMkRdu3Y94v0PHjyoDz/8sNr5kpKSwFovzZs3lySNGjVKJ554onw+X2DL8ao++ugj/fLLL5IOh03NmzfXZ599FjTtrKSkRLfddluNaw8dzS233CJJ+v/+v/+v2jotUvW1W6JRu3bttGvXLhUVFVW77b333qtxJFnFCJWKXtRXxYi6mTNnBsIT6XCYceedd6q8vDxko0u+/fbbGsPN8vJy3XPPPdq5c6cGDhwYtN7P559/XmN4tn//ft12222SDo+wqtCuXTuddNJJKi0t1X333Rd0n+LiYs2cOVOSNHTo0KDbXn/9dY0YMUIul0tvvfWWzjzzzHq9xoEDB6p379567733tHjx4qDbKj6HVaWlpUmqHtJ98cUXysnJOeLz3XTTTTp06JAuv/xyWZYV2Nq+ss8++6zG33uo3kMAgNjBFLM62r17t9555x099thjatu2raTDU8rWrFmjFStWaPz48UHXHzp0SO+//748Hk8EqgUAVDV16lRZlqX77rtPZ599ts444wwNGDBAbdu2ld/v15YtW/Tmm29Kks4999yjPl7Lli2VkZGh999/X1dffbV69eqlxMREXXrppQ1avFc6vGDybbfdpvvuu0+nn366LrvsMpWWluqNN97QCSecoBNOOKHW+44cOVKXXXaZLrvsMvXo0UOrV6/WsmXL1LZtWz322GNHfe6ioiINGjRIPXr00BlnnKGuXbuquLhYb7zxhr7++mtdeumlgX/4cDqdevnll3XxxRdr+PDhGjhwoE477TQ1b95cW7du1aeffqpNmzZp+/btat68uRISEnTrrbdq9uzZ6tu3r0aNGqVDhw5pxYoV2rNnj4YMGaIVK1Yc0+/qoosu0r333quZM2fqpJNOksfjUefOnfXjjz/qgw8+0FlnnVXrWjPRYujQofr00081bNgwnXvuuWratKnS09M1cuRI3XrrrSosLNTZZ5+ttLQ0NWnSRJ999pnefvttde3aVePGjWvQcw8cOFB33323HnjgAZ1yyikaM2aMWrRooWXLlmndunUaNGiQ7rrrrpC8zqVLl2ry5MkaNGiQunXrpnbt2unHH3/Uu+++q02bNqljx47629/+FnSf7Oxsffjhhxo4cGBgvaqtW7dq2bJlgdFokydPDrrPX/7yFw0fPlwzZ87UG2+8oYEDB6qoqEjLli3T999/rx49eigrKytw/TfffKNRo0apuLhYmZmZWrx4cbVwR1K16V81cTgcevrpp3XhhRfq8ssv1+jRowOfw7feekvDhg2rNtrN6/XqwQcf1O23364VK1aoZ8+e2rBhg5YsWaLRo0dr3rx5tT7f2LFj9Yc//EGFhYU67rjjNHr06GrXPPfcc3riiSc0aNAgnXjiiWrTpo2+++475eXlqWnTprr99tuP+roAAHEiElun2cHYsWOt/Pz8wPFnn31mjR071rrmmmuC/hs3bpz1pz/9qdr933//fWvcuHHWzz//HMaqAQBH85///Me6/fbbrfT0dKt169ZWUlKS1aZNG6t///7W7bffbn322WfV7lPTNveWZVkbNmywRowYYbVt29ZyOBxBW5hX3gb9SFTDNveWZVnl5eVWTk6O1b17d8vpdFqdO3e27rrrLuvAgQNH3Ob+mWeesfLy8qyzzjrLat68udW6dWtr9OjRdd4m/dChQ1Zubq41bNgwq3PnzlbTpk2t4447zsrIyLAef/xx6+DBg9Xu8+OPP1pZWVlWnz59LJfLZbVo0cLq0aOHdfnll1vPPfecVVJSEri2pKTEevjhh62TTjrJatasmXX88cdb11xzjbVly5Yaf88Vv8cJEyYcse5XX33Vuvjii602bdpYTZo0sVJTUy2Px2O99dZbgWsqtrmfNm1ajY9xpO3mqzpaXeedd161vta2zf3+/futiRMnWikpKVZiYmLQ486bN88aN26c1aNHD6tFixZWq1atrD59+lhTpkyxdu7cWada6/LaXnzxRevss8+2WrZsaTVt2tQ6+eSTrZkzZ1pFRUXH/Fi1+fLLLy3DMKz09HSrXbt2VmJiopWcnGz179/fmjZtmvXTTz9Vu8+SJUusq6++2urZs6eVnJxsJSUlWe3bt7eGDh1qPfHEE0HvrcrWrFljXXPNNVbnzp0tp9NpNWvWzDr55JOtyZMnV/u7WcX74mj/HYtVq1ZZF198sdWyZUurZcuW1tChQ62VK1da06ZNq3Gb+/Xr11sjR4602rdvbzVv3tzq16+f9be//a1O7//bb7/dkmTdeeedNd7+8ccfWxMnTrROPfVUq02bNlazZs2sE0880bruuuusL7/88pheFwAgtjksiz0ua3LFFVcE7WK2cuVK/eUvf9Gf/vSnwOKhFSrWHqosOztbLpcrZP/qBgAAAFQ1ePBgvffee/rmm2/Us2fPSJcDALAxppjVUVpamsrLy7V3796jrim0c+dOrV+/XnfffXeYqgMAAEC8+eSTT/Tuu+9q2LBhhEMAgAYjIKqkuLg4aPvRnTt3asuWLWrZsqVOOOEEDRo0SHPmzJHX61W3bt20b98+ffnll+ratWtg1wrp8AKhbrf7mHeKAQAAAI7m8ccfV2FhoZ555hklJCRoxowZkS4JABADmGJWyfr162v8P9jzzjtPhmGotLRUL7/8st59913t2bNHycnJ6tmzp6644gp16dJF0uGdOAzD0Lnnnqurrroq3C8BAAAAMS4tLU0FBQXq3r27pk+fXm2zFAAA6oOACAAAAAAAIM4lHP0SAAAAAAAAxDICIgAAAAAAgDhHQAQAAAAAABDnCIgAAAAAAADiHNvc/5+ff/5ZpaWlkS4j6rVv3167du2KdBk4CvpkH/TKHuiTfdAre6BP9kGv7INe2QN9so9Y6VVSUpLatGlTt2sbuRbbKC0tVUlJSaTLiGoOh0PS4d8Vm99FL/pkH/TKHuiTfdAre6BP9kGv7INe2QN9so947RVTzAAAAAAAAOIcAREAAAAAAECcIyACAAAAAACIcwREAAAAAAAAcY5Fquvg4MGDOnjwYKTLiApFRUU6dOhQtfMOh0MtW7YMLOYFAAAAAADsg4DoKA4cOCCHw6FWrVoRfkhyOp017vZ26NAh7d+/X61atYpAVQAAAAAAoCGYYnYUpaWlat68OeHQUTRp0iSutv8DAAAAACCWEBAdBcEQAAAAAACIdQREAAAAAAAAcY6ACAAAAAAAIM4REMWoMWPGaOrUqbXenpKSouXLl4exIgAAAAAAEK0IiOLUF198oSFDhkiStm7dqpSUFK1bty7CVQEAAAAAgEhgm/s41aFDh0iXAAAAAAAAogQjiGKYZVmaOXOm+vTpo9NOO00PP/xw4LbKU8zOOussSdLFF1+slJQUjRkzRpK0cuVKDR8+XD169NBJJ52kUaNGaevWreF/IQAAAAAAoFEREIWRaZrKyMiQaZpheb6XXnpJzZs3V15enu655x498sgjeu+996pd9+qrr0qS/vWvf+mLL77Q3/72N5WWluo3v/mNzjrrLL355pt65ZVXdPXVV8vhcISldgAAAAAAED4ERGHk8/lUUFAgn88Xluc76aSTdMcdd6h79+4aO3as0tPT9cEHH1S7rl27dpKkNm3aqEOHDmrTpo3++9//at++fbrggguUlpamnj176oorrlBqampYagcAAAAAAOFDQBRGhmEoNTVVhmGE5flOOumkoOMOHTpo9+7ddbpvmzZtdMUVV+jqq6/WhAkT9NRTT+nHH39sjDIBAAAAAECEERCFkdfrVX5+vrxeb1ieLykpeA1yh8Oh8vLyOt//kUce0SuvvKL+/fvrlVde0TnnnKNVq1aFukwAAAAAABBhBESQ0+mUpBrDo1NOOUW33HKLXnnlFfXu3Vsvv/xyuMsDAAAAAACNjG3uoeOOO07NmjXTihUr1KlTJzVt2lR+v1/PP/+8LrzwQnXs2FHfffedNm/erCuvvDLS5QIAAAAAgBBjBBGUlJSk++67T//85z/Vr18/XX/99XK5XNq4caN++9vf6pxzztHdd9+t6667ThMmTIh0uQAAAACAYxTuXbVhPw7LsqxIFxENdu3apZKSkmrn9+3bp+Tk5AhUFJ2cTmeNvyeJ31W0cDgc6tSpk7Zv3y4+3tGNXtkDfbIPemUP9Mk+6JV90Ct7iHSfMjIyVFBQoNTUVOXn54f9+e0k0r0KJafTqfbt29fpWkYQAQAAAAAQoypGDvXv3z+su2rDfliDCAAAAACAGOXz+VRQUCBJjBzCETGCCAAAAACAGGOapnr06KGCggK5XC5GDuGoCIgAAAAAAIgxubm5KioqkiQdOnRIXq83whUh2hEQAQAAAAAQQwzDkN/vDxyfcsopkSsGtkFAVAfl5eWRLiHq2X1ldwAAAACIBaZpatGiRUHnfvrpp8gUA1shIDqK5s2b67///S8h0VH88ssvatq0aaTLAAAAAIC4ZZqmpkyZEjh2Op1yuVzav3+/TNOMYGWwA3YxO4qkpCS1aNFC+/fvj3QpUaFJkyY6dOhQ0DnLspSUlERABAAAAAARUhEOVZ7dUVJSovLychUVFcnn87EOEY6IgKgOkpKSlJycHOkyIs7hcKhTp07avn07U8oAAAAAIIrk5uZW+56WmJiokSNHatWqVexihqMiIAIAAAAAwMZM09TevXsDxy6XS+3atZNhGIwaQp0REAEAAAAAYGPZ2dmB0UNut1tZWVkEQzhmLFINAAAAAIBNGYahoqKiwPHgwYPl8/lkGIYyMjJYnBp1xggiAAAAAABsyDCMalva5+XlqaysTNu3b1dZWRmLU6POCIgAAAAAALAZ0zSDwiGn06njjz9e/fv316pVqwL/y+LUqCsCIgAAAAAAbCY7O7vaMSOF0BCsQQQAAAAAgI1UXXfI4/EQDqHBCIgAAAAAALCRvLy8wM8ej0c+ny+C1SBWEBABAAAAAGATmZmZKisrkySlp6cTDiFkCIgAAAAAALAB0zS1Zs2awPFPP/1U5/ux5T2OhoAIAAAAAIAoZ5qmJk+eHDh2Op113qHM5/OpoKCA0UY4InYxAwAAAAAgyuXm5gZ+djgc2rJlS53vaxiGfD4fW97jiAiIAAAAAACwkVGjRh3T9V6vl13OcFRMMQMAAAAAIEoZhqHU1FQdOHBAbrdbOTk5TBVDo2AEEQAAAAAAUcY0zcDaQZJUUlKili1bMhIIjYYRRAAAAAAARJnc3NxAOFShYg0hdiVDYyAgAgAAAAAgyhw8eDDo2OPxBEYPsSsZGgMBEQAAAAAAUcQ0TRUVFQWOPR5PUBhUsS4Ru5IhlAiIAAAAAACIkMzMTKWkpCgzM1PS4XBo8uTJgdsdDocyMjKC7uP1epWfn896RAgpFqkGAAAAACACMjMztWbNGknSmjVrlJaWppKSkqBrLMuSz+cjDEKjIyACAAAAACDMDMMIhEMVqoZD6enp+umnn5hKhrAgIAIAAAAAIIwMw9CiRYuOeE3VdYeAxsYaRAAAAAAAhNHixYuPes2qVavCUAnwPwREAAAAAACEyZlnninLsgLHOTk58ng8cjgccrlc8ng87FCGiGCKGQAAAAAAjcw0TWVnZ+uXX34JnMvJyQksPr1q1SoZhsFi1IgYRhABAAAAANDIZsyYERQOpaSkBMIgn8+ngoIC1hxCRBEQAQAAAADQSDIzM5WSkqKioqLAOY/Ho08++SRwbBgG08oQcUwxAwAAAACgEdS0lb0kZWRkBB17vV6mliHiGEEEAAAAAECI1bSVfULC4a/gTCVDNCIgAgAAAAAghGoKh2bPni2fz1fvqWSmaSojI0OmaYaoSiAYU8wAAAAAAAgR0zSrhUMVu5V16tRJo0aNCtrmvq4qL2TNdDQ0BkYQAQAAAAAQAqZpavLkyUHnKm9l35DH3b9/v9xuNwtZo9EQEAEAAAAAEALZ2dlBxx6PJySjfXw+n/x+v1q2bMnoITQaAiIAAAAAABrIMIxqW9lXLEZtmqYGDBiguXPn1vux67t2EVBXrEEEAAAAAEADVF13yOVyBe1UVrF+0OzZszVq1KhjfvyKUUMVj8koIjQGRhABAAAAANAAU6dOPeJxxQigSZMm1fs5Ki9SfSzY/Qx1RUAEAAAAAEA9ZWZmqqSkJHBc06LUXq9Xn3zyiSZOnFjv56nvNLP6BkuIPwREAAAAAADUg2maWrNmTeA4PT290aZ/eb1e5efnH/Pjs34R6oo1iAAAAAAAOEaGYQStO5Senq6lS5dGrqBaeL1e1ixCnTCCCAAAAACAY1Q5HHK73VEZDgHHIqpGEH311Vd65ZVXtHnzZv3888+68847NWDAgCPeZ/369TJNU1u3blW7du10+eWXa/DgweEpGAAAAAAQd6pO18rKyopQJUDoRNUIooMHDyotLU2/+c1v6nT9zp07NXv2bPXp00cPPPCAhg8frrlz52r16tWNWygAAAAAIC5V3dLe4/EwhQsxIapGEJ1++uk6/fTT63z966+/rg4dOgQ+jKmpqfrPf/6jV199VaeddlojVQkAAAAAiFfZ2dmBn10uF7uDIWZEVUB0rDZs2KC+ffsGnUtPT9c//vGPWu9TUlIStAWhw+GQy+UK/IzaVfx++D1FN/pkH/TKHuiTfdAre6BP9kGv7INehc/vf/97FRUVBY6nTZtW5987fbKPeO2VrQMiv9+v1q1bB51r3bq1ioqKdOjQITVp0qTafRYuXKgFCxYEjrt166bc3Fy1b9++0euNFR07dox0CagD+mQf9Moe6JN90Ct7oE/2Qa/sg141rrlz5wZNLWvevHm91h6iT/YRb72ydUBUH5dddplGjBgROK5IBHft2qXS0tJIlWULDodDHTt21I4dO2RZVqTLQS3ok33QK3ugT/ZBr+yBPtkHvbIPehUet956a9Dx1KlTtX379jrfnz7ZRyz1Kikpqc4DYmwdELndbu3duzfo3N69e+VyuWocPSRJTqdTTqezxtvs3vhwsSyL35UN0Cf7oFf2QJ/sg17ZA32yD3plH/Sq8RiGEbRUSU5Ojq699tp6/b4bu0+macrn88kwDBbPbqB4+0xF1S5mx6pnz5768ssvg86tXbtWvXr1ilBFAAAAAIBYUnXXsvT09KgOXnw+nwoKClg8G8csqgKi4uJibdmyRVu2bJF0eBv7LVu2aPfu3ZKkF154QXPmzAlcf9FFF2nnzp365z//qcLCQr322mv66KOPNHz48EiUDwAAAACIIYZhaPLkyYFjl8ulpUuXRrCiozMMQ6mpqTIMI9KlwGaiKiD67rvvdPfdd+vuu++WdDipvfvuuzVv3jxJ0s8//xwIiySpQ4cOmjRpktauXau77rpLS5Ys0cSJE9niHgAAADgGpmkqIyNDpmlGuhQgqlQeOSQdXnco2nm9XuXn5weNcuIzjrpwWPE0oe4Idu3aFTSnFNU5HA516tRJ27dvj6t5mHZDn+yDXtkDfbIPemUP9Ck6ZWRkqKCgQKmpqcrPz5dEr+yEXjWOzMxMrVmzJnDs8XgaNG0rkn2q6TOO2sXSZ8rpdNZ5keqoGkEEAAAAIPyYkgIEM00zpOFQpPEZR10QEAEAAABxpup0k5qmpADxLDs7O/Bzenp6reGQXaZu8RlHXRAQAQAAAHEmOztbBQUFQV+CARwOfNLS0lRUVBQ4d6RFqdkxDLGEgAgAAACII4ZhBL78FhcXR7gaILpMnTo1aG1al8t1xOvtMnXLLiOdEFkERAAAAEAcWbx4ceDnUaNGRbASILpkZmYGhUNOp/Oou5ZFy9StowVAjHRCXRAQAQAAAHHCNM3Ajjwul4svi8D/MQwjaFHq9PR0bdmyJeLBT4WGBkB2GemEyCIgAgAAAOKAYRiaPHmypMNbOB9tZAQQLwzD0KJFiwLH6enpR1x3KBIaGgBFy0gnRDcCIgAAACDGmaYZ9AW4devWfFEEVP2z4XK5oi4ckgiAEB5JkS4AAAAAQOOqultZVlZWhCoBoodpmoFRdRWidWSd1+sl/EGjYwQRAAAAEMMq71omSTk5OXzRBFQ9OPV4PHw2ENcIiAAAAIAYVnn6DF+AgcOqBqcej4dF2xH3CIgAAACAGFV1vRK+AAPVF6VmRz/gMAIiAAAAIAZVXXzX4/FErBYgWlT9XEjRu+4QEG4ERAAAAEAMqry+CiMkgMOqrjvEmlzA/xAQAQAAADHGNM2g9VUYIQHUvO4Q4RDwP2xzDwAAAMQQ0zQ1ZcqUwLHL5eJLMOJeZmam1qxZEzhmUWqgOkYQAQAAADEkOztblmUFjhk9hHhnmmZQOMSUS6BmjCACAAAAYkTVqWVut5vRQ4hrVXcskwhNgdowgggAAACIEVUX4M3KyopQJUDk1bRjGYtSA7UjIAIAAABiQGZmZtDoIb4II95VDUxZlBo4MgIiAAAAwOaqrrHCF2HEM9M0lZaWVm3HMtYdAo6MgAgAAACwucojJdLT0/kijLiWm5urkpKSwDHhEFA3BEQAAACAjRmGERgp4XA4tHTp0ghXBEROZmam/H5/4NjpdMZ9OGSapjIyMmSaZqRLQZQjIAIAAABsquoivKNGjYpcMUAUqDzV0uFwVFuHKB75fD4VFBTEfVCGoyMgAgAAAGyq8pdfl8vFF0DELcMw1KVLF7ndbkmHRw7df//9rMWlw7+b1NRUGYYR6VIQ5ZIiXQAAAACAY1d5apkkTZ06NYLVAJFjGEZgJJ3f72cHvyq8Xi+/D9QJI4gAAAAAm6k6tczlcvEFEHGp6mdBEiPpgHpiBBEAAABgM1XXVWH0EOJR5ZFDFdxuN1OpgHoiIAIAAABspOrUMqbTIF5VDoccDgdrDgENxBQzAAAAwCaYWgYc/hz06NEj6Nz9998vSWznDjQAAREAAABgE0wtA6Tc3NygUXQej0der5ft3IEGIiACAAAAbICpZcDh0UN+vz9w7HK5AoEQ27kDDcMaRAAAAIANVJ5aVjFiAog3ubm5gZ8dDkfQKDq2cwcahhFEAAAAQJSrOiKCKTSIdxWLUkusOwSECgERAAAAEMWqLkzt8XgiVgsQaVlZWUpNTQ3sWMa6Q0DoEBABAAAAUazywtSV11sBwLpDQCgREAEAAABRyjTNoIWp2bUM8a7qiCGv16v8/HzWHgJCgIAIAAAAiFJVRw/xJRjxzDAMFRYWyuVyMWIIaATsYgYAAABEoarb2jN6CPHKMIygdbiKi4sJS4FGQEAEAAAARJmaFqbmCzHi0YABA1RYWBh0rlmzZhGqBohtTDEDAAAAogwLUwP/m1JWWWJiYq2j6UzTZMt7oAEYQQQAAABEERamBqpPK0tJSdEnn3xyxPtUXsCaEXfAsWMEEQAAABBFWJga8S4zMzMoHHK5XEcNhyS2vAcaioAIAAAAiBIsTI14Z5qm1qxZEzh2uVxBn4MjTSNjy3ugYQiIAAAAgCjBwtSIZ6ZpavLkyYFjp9OpjRs3Bn0OKk8jAxBaBEQAAABAFMjMzAw65gsw4k3VEXOVp1tWYBoZ0HgIiAAAAIAIMwwjaFqNx+OJXDFAmJmmqbS0NJWUlATO1TaCjmlkQOMhIAIAAAAirPLUsvT0dEYPIa5kZ2cHhUN8BoDIICACAAAAIqjqVJmlS5dGqBIg/DIzM4MWZk9PT+czAEQIAREAAAAQIYZhVFuYGogXmZmZ1XYsIxwCIoeACAAAAIgA0zSDwiGXy8W0GsSNqutuOZ3OaotU15VpmsrIyJBpmqEqD4hLBEQAAABABFTdoam+X44Bu6k6ci49PV1btmyp98LTPp9PBQUFBKxAAxEQAQAAAGFmmmbQuis5OTnsyoS4UDUckhq+7pZhGEpNTa22nheAY0NABAAAAIRZ5dFDLpeLcAhxo2o4VNu6W8cybczr9So/P5/PEdBABEQAAABAGBmGETR6iKlliAeGYSglJSXoXE5OTq3Twpg2BoQfAREAAAAQRlV3LWPUA2Jd1QXZpaO/95k2BoRfUqQLAAAAAOJFZmZm0DGjIxDrTNPUlClTgs55PJ6jvve9Xi/hKRBmjCACAAAAwqDqtt61rb0CxJLc3FxZlhU4rks4BCAyGEEEAAAANLKqU2zS09P5koyYZ5qm/H5/4Jjd+oDoxggiAAAAoJHl5uYGHTd0W2/ADiq/791uN+EQEOUIiAAAAIBGVHUUBVPLEOsqtqg/ePBgtfMAohcBEQAAANBITNPU5MmTA8dut5upZYh5FVvUFxcXy+12y+12y+/3894HohwBEQAAANBIsrOzg46zsrIiVAkQHpmZmSooKJAkWZalli1bKisriy3rARtgkWoAAACgkRQVFQV+9ng8rMGCmGaaZtBOfYmJiTIMgy3rAZtgBBEAAADQCCqPlnC5XEyvQUwzDCNoOmVCQoJatWoVdE3F2kTxuBaRaZoaMGCA5s6dG+lSgFoREAEAAACNYPHixYGfp06dGsFKgMZlmqYWLVoUOPZ4PHI4HNXWHapYmygew9KK1z579uxIlwLUioAIAAAACDHDMGRZlqTDo4eYXoNYVnk7e5fLpVWrVqmsrCwwxayCYRhxuxZRxWufNGlSpEsBasUaRAAAAECIMXoI8cjhcATe7z6fL7D+UIV4XovI6/VqwoQJ6tSpk7Zv3x7pcoAaERABAAAAIcToIcQL0zQ1depUlZSUyOl0Kjs7O/B+530P2A8BEQAAABAihmEErcXC6CHEKtM0de+996qsrEySVFJSQigE2BwBEQAAABAilcMhRg8hVlUNQiUpPT09MsUACBkCIgAAACAEqm7dzeghxKKqO5Y5HA4VFBREriAAIUNABAAAADSQaZqaPHly4Njj8TB6CDGnppFDo0aNikwxAEKOgAgAAABooOzs7MDPDodDPp8vgtUAoVfTyKH777+fIBSIIQmRLgAAAACwM8MwVFRUFDhmRAVijWmamjJlStC5msIh0zSVkZFRbbolAHsgIAIAAAAaYPHixYGfPR4Po4cQc7Kzs2VZVuDY7XbXeJ3P51NBQQGfAcCmom6K2fLly5WXlye/36+uXbvq+uuvV48ePWq9/tVXX9Xrr7+u3bt3Kzk5WRkZGRo/fryaNGkSxqoBAAAQjwzDCHxxdjqdfDFGzDFNM2iEnMPhkN/vD7zXfT6fDMOQ1+uVYRiBYwD2E1UjiFauXCnTNDVmzBjl5uaqa9eumjVrlvbu3Vvj9R988IFeeOEFjR07Vo888ogmTpyojz76SC+++GKYKwcAAEA8qjx6qEWLFhGsBAi9zMzMoMXXpcNTKFNTUwNhUOURQ16vV/n5+axLBNhUVI0gWrJkiYYOHaohQ4ZIkm688UZ9/vnnWrFihTweT7Xrv/nmG/Xu3VuDBg2SJHXo0EFnn322NmzYEM6yAQAAEIcqjx6SpKysrAhWA4TemjVrAj/Xtig1I4aA2BE1AVFpaak2bdoUFAQlJCSob9+++vbbb2u8T+/evfX+++9r48aN6tGjh3788Ud98cUXOuecc2p9npKSEpWUlASOHQ6HXC5X4GfUruL3w+8putEn+6BX9kCf7INe2UMs9anyjk6zZ8+OuVETsdSrWBfqXpmmqdmzZyshIUHl5eVyOp267777qr3HJ0yYoAkTJoTkOeMBnyn7iNdeRU1AtG/fPpWXl1db8Mztdmvbtm013mfQoEHat2+f/vjHP0qSysrKdOGFF2r06NG1Ps/ChQu1YMGCwHG3bt2Um5ur9u3bN/xFxImOHTtGugTUAX2yD3plD/TJPuiVPdi9T+PHjw86juXRQ3bvVTwJVa8eeOAB+f1+SVLbtm3VqlUrtW7dWp06dTri/ebOnavZs2dr0qRJkhT4eeLEiSGpK1bwmbKPeOtV1ARE9bF+/XotXLhQN9xwg3r27KkdO3bomWee0YIFCzRmzJga73PZZZdpxIgRgeOKRHDXrl0qLS0NS9125XA41LFjR+3YsSNoODWiC32yD3plD/TJPuiVPcRCn0zTDFrz0uPxaPv27RGsqHHEQq/iRah6ZZqmZsyYEbQodVFRkfbs2aNZs2Zp1KhRR7z/rFmzVFBQoFmzZklS4Oej3S9e8Jmyj1jqVVJSUp0HxERNQJScnKyEhIRAUl3B7/fXuo3ivHnzdO6552ro0KGSpC5duqi4uFhPPvmkRo8erYSE6mtwO51OOZ3OGh/P7o0PF8uy+F3ZAH2yD3plD/TJPuiVPdi5TzNmzAj87HK55PP5bPta6sLOvYo3DemVaZrVFqSWpKZNm6pdu3bV1tyqSdVdzCp+5v0TjM+UfcRbr6ImIEpKSlL37t21bt06DRgwQJJUXl6udevWadiwYTXe5+DBg9XmBNYUCgEAAAChYBhG0OiKqVOnRrAaIHSys7ODjh0Oh1q3bq2srKw6r6/l9XqDro21dbmAWBdVacqIESP01ltv6Z133lFBQYGeeuopHTx4UIMHD5YkzZkzRy+88ELg+jPOOENvvPGGPvzwQ+3cuVNr167VvHnzdMYZZxAUAQAAIOQqb2vvcrn4AoyYYJpmUPApHf6H9/Xr1x/xPW6apjIyMmSaZmOXCCAMomYEkSQNHDhQ+/bt0/z58+X3+5WWlqYpU6YEppjt3r07aMTQ5ZdfLofDoX/961/as2ePkpOTdcYZZ+iqq66K0CsAAABALGvWrFngizSjhxALDMMI2pEvISFBDodDI0eOPOp9fT6fCgoK5PP5CEuBGBBVAZEkDRs2rNYpZdOnTw86TkxM1NixYzV27NgwVAYAAIB4ZZqmsrOzVVRUJJfLpalTp/KFGDEhLy8v6HjWrFl1fm9XXXOogmma8vl86t+/v1atWiXDMPi8ADbAPCwAAADgKCrCIUkqLi7myy5igmEYKisrCxy73e7Ae7su08e8Xq/y8/OrfR4qRhbl5eUFRhgBiH4ERAAAAMARVF2fpVmzZhGsBgiNqlPLEhMTlZWVFTiuCHnuvffeY15jyDAMpaamauTIkUpNTa02wghAdIq6KWYAAABANKm8u5PT6WTtIcSEqlPLZs6cGTQSyDAM3XvvvSorKzvmNYaq7mYGwB4IiAAAAIBaVB09dPzxx/PFF7aXmZkZmFpW25paFcc1rTEEIDYREAEAAAC1qDx6yOVy8UUZtmeaptasWRM43rhxY63XMhIIiC8ERAAAAEANqo4eOtIXacAOqq475HQ6I1cMgKjDItUAAABAFaZpasqUKYFjl8sVwWqAhjNNMygckoJHyIXi8Y+26xmA6EZABAAAAFSRm5sry7ICxyxMDTszTVOTJ08OOld5S/tQqNj1jC3tAfsiIAIAAACqOHDgQODnUH+RBsKt6kght9sdtKV9KFRsbc86XYB9sQYRAAAAUIlhGCopKQkch/qLNBBOhmEEraXl8XgaZZQPC1oD9kdABAAAAPyfquu0eDwevvTCtjIzM4N2LEtPT2cKGIBaMcUMAAAA+D9Vt7XnyzTsqmo4JEk//fRTtetYXBpABQIiAAAAQNW3tWdhatiVaZpB4VBKSkqt6wOxuDSACkwxAwAAAHR457IKTC2DXRmGETRN0ul06pNPPjni9T6fj8WlATCCCAAAAJD+t3OZ0+lkNAVsqeoaWpI0fPjwI04h83q9ys/PJxAFQEAEAAAAmKYZ2LmstLQ0wtUAx27u3LmaNGlS0DmPx6NVq1YFppCx3hCAIyEgAgAAQNyrPL1s1KhREawEqJ/bbrst6DgnJycwdaxi/aFQrjdE2ATEHgIiAAAAxDXTNOX3+yWxcxnsxzRNnXjiiTp06FDgnMvlCvxceQpZ5bCooVjcGog9BEQAAACIa5VHDzVt2jSClQDHxjRN3XvvvUG77zmdThUVFdUY3IRyvaFQhk0AogMBEQAAAOJW5dFDkpSVlRW5YoBjYJqmpkyZorKyssA5l8ul7OzssAQ3LG4NxB62uQcAAEDcys7ODvzscDj4sgtbqLqVvSS1bdtWd999t6699lrexwDqhRFEAAAAiEuGYQRNzWFxathF1XCoAsEQgIYgIAIAAEBcqvwl2+PxsNgubIE1fwA0FgIiAAAAxJ2qW3MTDsEOTNMMCjbT09Pldrvldrs1a9asY34stqkHUBlrEAEAACDuVN65zOPxRK4Q4BhUft+6XC4tXbpU0uH1szp16qTt27fX+bEqb1PP1DQAEiOIAAAAEGdM09TevXslSW63m9FDiHoVo30OHjwo6XAgNHXq1AY9JtvUA6iKEUQAAACIG6ZpavLkyYFjtrWHHVSM9nG73WrXrp0Mw2jwqB+v18vIIQBBGEEEAACAuMG29rCjitE+WVlZys/P530LoFEQEAEAACBusK097KLyItJer5dgCECjIyACAABAXKi81orL5WLtIUS17OxsFRQUBI16qxwasQsZgFBjDSIAAADEvKrbgzd0gV+gsRUXFwf9rxS885ikwM8TJkyISI0AYgsjiAAAABDzKo/CcLlcTNVB1KoYGXTqqacqMTExaCpk5Z3H2IUMQKgxgggAAAAxzTTNoLWHGD2EaGUYRtBItx9++CHo9qo7jxF0AgglRhABAAAgpjF6CHZQdRqknUYGsR4SEBsIiAAAABCzGD0EOzAMQ5MnTw4cezweWwWZVddGAmBPBEQAAACIWZVHD9ntSzfiR15eXuDnnJwc2wUtrIcExAYCIgAAAMQkwzACo4ccDoftvnQj9hmGoS5duqhjx45KTEy0bYjp9XqVn59vy9oB/E+9FqnesmWLCgoKNGjQoMC51atXa+HChSopKdGgQYOUmZkZsiIBAACAY1F1PZfKO0EB0aDygtQ7duyotiA1AIRbvUYQ/fOf/9TKlSsDxzt37tRDDz2knTt3SpKeffZZvfnmm6GpEAAAADhGVRemZvQQoknV3cpGjhwZuWKOAYtRA7GtXgHR999/r1/96leB43fffVcJCQnKzc3V/fffr7POOktvvPFGyIoEAAAA6qry1DKJhakRfRYvXhz42ePx2CbAZDFqILbVKyD65Zdf1KpVq8DxF198oVNPPVXJycmSpFNPPVU7duwITYUAAADAMag8MsOua7ogNpmmqR49esiyLEn2G93GYtRAbKtXQOR2u1VYWChJ+vnnn7Vp0yadeuqpgduLi4vlcDhCUyEAAABQB6ZpKi0tLeicnb58I7aZpqnJkyfbenQbi1EDsa1ei1SfeeaZWrZsmQ4dOqSNGzfK6XRqwIABgdu///57HX/88SErEgAAADia3NxclZSUBI49Hk/kigEqMU1TU6ZMCToXD6PbTNOUz+eTYRgx/1qBWFCvEUTjxo1TRkaG3n//fe3du1e///3v5Xa7JR2efvbxxx8HjSgCAAAAGtuBAwcCP6enpzN6CFGhIhyqmFYm2WvdoYZgzSLAXuo1gqhZs2a69dZba71t7ty5atKkSYMKAwAAAOrKMIzA6CGHw6GlS5dGuCLgsOzs7EA45HA4dP/998fNaBrDMAIjiABEv3oFRFX98ssvatasmRISEpSQkKDmzZuH4mEBAACAo6q6ZfioUaMiVwxQRXFxceDneAqHpMNrFsXT6wXsrl5TzCTpu+++06xZs3TNNdfo+uuv11dffSVJ2rdvnx544AGtX78+ZEUCAAAAtakcDtltVyjErszMTKWkpKh169ZKTEyM2TWHTNNURkaGTNOMdCkAGqheAdE333yjqVOnaseOHTrnnHOC5tMmJyfrl19+0RtvvBGyIgEAAICaVJ26YrddoRCbDMPQmjVrJEl+v18//PBDzAaXrDMExI56BUQvvviiUlJS9Kc//UlXXXVVtdv79OmjjRs3Nrg4AAAAoDZVp5bF6ggN2IdhGEpJSQl6X6anp0euoDAwDEOpqamsMwTEgHoFRN99950GDx4sp9Mph8NR7fa2bdvK7/c3tDYAAACgRqZpMrUMUaVqYCkdDi1jfcF0r9er/Px8wlkgBtQrIEpMTAyaVlbVnj171KxZs3oXBQAAABxJ1alkTC1DpOXl5QUdp6enE1oCsJV6BUQ9e/bUxx9/XONtxcXFeuedd3TyySc3qDAAAACgNhVb2ktSTk4OoxcQcSNHjgz8HA8jhwDEnnoFRFdccYU2bdqknJwcffHFF5KkLVu26K233tKkSZO0b98+XX755SEtFAAAAKhQsa5Leno64RCigs/nU2FhoQoLCxk5BMCW6j2CaPLkydqxY0fgD7/nnntOTz75pMrLyzV58mR17do1pIUCAAAAFZYuXarCwkJGaSBqsN07ALtLqu8dTznlFP35z3/Wli1btH37dlmWpeOPP17du3evceFqAAAAAIhFlReo9vl8jGoDYEv1DogqpKWlKS0tLQSlAAAAAIC9ZGZmas2aNYFjtnsHYFd1Coi++uqrej04C1UDAAAAiGWVwyGPx8PoIQC2VaeAaMaMGfV68Hnz5tXrfgAAAAAQzQzDUF5entxut/x+P9vaA7C9OgVE06ZNa+w6AAAAAMAWKq859N///leFhYWRLQgAQqBOARFTxQAAAABAGjBgQFAgNHLkyAhWAwChU69t7gEAAAAg3pimGRQOeTweppUBiBl1GkH02GOPyeFw6He/+50SEhL02GOPHfU+DodDN910U4MLBAAAAIBIq7pbWUpKCuEQgJhSp4Bo/fr1cjgcKi8vV0JCgtavX3/U+zgcjgYXBwAAgPhkmqZ8Pp8Mw2BXKEScYRhB4VBOTg7vSwAxp04BUdVknKQcAAAAjcnn86mgoEA+n48v4ogo0zQDC1JLktPp5D0JICbVaQ2irKwsrV69OnD87rvvaufOnY1VEwAAAOKYaZrav3+/3G63DMOIdDmIY6ZpasqUKUHnsrOzI1QNADSuOgVE33//vfbt2xc4fuyxx/Ttt982WlEAAACIT4ZhaPLkyfL7/WrZsiUjNRAxFe9Fy7IkHV5Cg6llAGJZnQKi9u3b68svv1R5eXlj1wMAAIA4lpeXF/iZ0UOIFMMwgqaVORwO3X///YRDAGJandYguvDCC/X888/rgw8+UJMmTSRJc+fO1d/+9rcj3u/ZZ59teIUAAACIGyNHjlReXp5GjhzJl3FERNU1hyQRDgGIC3UKiC699FJ17dpV69evl9/v17vvvqsTTzxRxx9/fGPXBwAAgDji8/nYEAURY5qmJk+eHHSOaWUA4kWdAiJJSk9PV3p6uqTDi1RfeOGFGjRoUKMVBgAAgNhnGEZgxBDBECKJcCh6maYpn88nwzDoB9CI6rQGUVXz5s0jHAIAAECDLV68WGVlZVq8eHGkS0Ecqykc8ng8hBFRwufzqaCggBAZaGT1CogAAACAhjBNU3369AnsENWsWbMIV4R4VnXreo/HQxgRRQzDUGpqKgvXA42szlPMAAAAgFCZMWOGioqKJEmJiYmaOnVqhCtCvDIMI/BelAiHopHX62U0FxAGjCACAABAWM2dOzfoC/nMmTP58oeIqLqdvcvlIhwCELcIiAAAABBWs2fPDvzMOi+IlJrCIUayAYhnBEQAAABodKZpKiMjQ6ZpatKkSUpNTVVOTg6jNRARpmlWC4c2btxIWAkgrjVoDaL9+/dr7dq12rVrlySpffv26tu3r1q1alXvx1y+fLny8vLk9/vVtWtXXX/99erRo0et1x84cEAvvviiPvnkE+3fv1/t27fXhAkT1K9fv3rXAAAAgNDJzMzUmjVrJB0ePfTzzz9r1KhRgQWqgXCqOnJIEiOHAEANCIjmz5+vxYsXq7S0NPgBk5J06aWX6sorrzzmx1y5cqVM09SNN96onj176tVXX9WsWbP06KOPqnXr1tWuLy0t1cyZM5WcnKw77rhDbdu21e7du9W8efP6viwAAACEkGmagXAIiLSqI4ckpjkCQIV6BUQLFizQv//9b51++ukaNmyYTjjhBEnStm3btHz5cr388stKTEzUmDFjjulxlyxZoqFDh2rIkCGSpBtvvFGff/65VqxYIY/HU+36t99+W/v379d9992npKTDL6VDhw71eUkAAABoBFWnkE2aNClClQDVt7PPyckhHAKA/1OvgOiNN97QGWecobvvvjvofIcOHXTaaadp9uzZeuONN44pICotLdWmTZuCgqCEhAT17dtX3377bY33+eyzz9SzZ089/fTTWrVqlZKTk3X22WfL4/EoIaHm5ZVKSkpUUlISOHY4HHK5XIGfUbuK3w+/p+hGn+yDXtkDfbIPehWdbr755sCi1JMmTdKECRMk0Sc7iLXP1CWXXFJtO/uK96PdxVqvYhV9so947VW9AqJffvlFp512Wq239+vXT1999dUxPea+fftUXl4ut9sddN7tdmvbtm013ufHH3/Url27NGjQIE2ePFk7duzQU089pbKyMo0dO7bG+yxcuFALFiwIHHfr1k25ublq3779MdUbzzp27BjpElAH9Mk+6JU90Cf7oFfRYe7cubrnnnskHR6lMXHixKDb6ZN9xEKvzjzzzKCpjldddZVeeOGFCFbUOGKhV/GAPtlHvPWqXgHRr371K23YsEEXXXRRjbdv2LBBvXv3blBhdWFZlpKTk/W73/1OCQkJ6t69u/bs2aNXXnml1oDosssu04gRIwLHFYngrl27qq2nhGAOh0MdO3bUjh07WFQyitEn+6BX9kCf7INeRZfJkyfL7/dLkmbNmqVRo0ZJok92Eku9WrVqVeBnp9Ophx9+WNu3b49gRaEVS72KZfTJPmKpV0lJSXUeEFOvgOjGG2/UrFmz9I9//EPDhg0LrPuzc+dOLV++XBs2bNCUKVOO6TGTk5OVkJAQ+ItEBb/fX21UUQW3262kpKSg6WQpKSny+/0qLS0NrEtUmdPplNPprPHx7N74cLEsi9+VDdAn+6BX9kCf7INeRReHwyHDMKr1hD7ZRyz0Kj09XWvWrJHT6VR2drbtX09tYqFX8YA+2Ue89apOAZHX6602966srEzLli3TsmXLAgFNeXm5pMMhzF133aVnn3227oUkJal79+5at26dBgwYEHi8devWadiwYTXep3fv3vrwww9VXl4eqGH79u1q06ZNjeEQAAAAGpdpmvL5fBo8eLBWrVolwzBYBBgRt3Tp0kiXAABRr04pSkZGRlgWZxoxYoR8Pp+6d++uHj16aOnSpTp48KAGDx4sSZozZ47atm2r8ePHS5Iuuugivfbaa4GRTDt27NDChQt1ySWXNHqtAAAAqM7n86mgoECSlJ+fH+FqAABAXdUpIDIMo7HrkCQNHDhQ+/bt0/z58+X3+5WWlqYpU6YEppjt3r07KKg67rjjdM899+jZZ5/VXXfdpbZt2+qSSy4J2gkNAAAA4WMYhnw+X9j+/ggAAELDYcXThLoj2LVrl0pKSiJdRlRzOBzq1KmTtm/fHlfzMO2GPtkHvbIH+mQf9Moe6JN90Cv7oFf2QJ/sI5Z65XQ6G3eRaunw+kCrV6/Wzp07tX///hqvGTNmTH0fHgAAAAAAAGFSr4Dou+++08MPP6yffvrpiNcREAEAAAAAAES/egVETz31lA4dOqS77rpLJ510klq0aBHqugAAAAAAABAm9QqIfvjhB40bN079+/cPdT0AAAAAAAAIs4T63Klt27a2X6gJAAAA9WeapjIyMmSaZqRLAQAAIVCvgGjUqFF666239Msvv4S6HgAAANiAz+dTQUGBfD5fpEsBAAAhUK8pZsXFxWrWrJluvfVWDRw4UMcdd5wSEqpnTSNGjGhwgQAAAIg+hmHI5/PJMIxIlwIAAEKgXgHRc889F/j5tddeq/U6AiIAAIDY5PV65fV6I10GAAAIkXoFRHPmzAl1HQAAAIhipmkGRgwRDAEAEHvqFRC1b98+1HUAAAAgiuXm5srv9ys3N5eACACAGFSvRarvv/9+ffDBBzp06FCo6wEAAAAAAECY1WsE0Y8//qi//vWvatasmc4880yde+656tu3rxwOR6jrAwAAQBTIyspiUWoAAGJYvQKiP//5z9q4caPef/99ffTRR3r//ffldrs1aNAgnXPOOUpLSwtxmQAAAAi3qusOMbUMAIDYVa+ASJJ69OihHj16aMKECVq7dq3ef/99vfnmm1qyZIlSU1N17rnnatCgQWrXrl0o6wUAAECY+Hw+FRQUyOfzEQ4BABDj6h0QVUhISNBpp52m0047TQcOHNCTTz6pjz/+WC+88IJefPFF9enTR8OHD1e/fv1CUS8AAADCxDAMppUBABAnGhwQSdJ//vMfvffee8rPz9f+/fvVuXNnnXvuuUpKStKKFSuUm5ur0aNH68orrwzF0wEAACAMmFYGAED8qHdAVFBQoPfee08ffvihdu/erdatW+u8887TueeeG7QGUWZmpp544gm99tprBEQAAABRruq6QwAAID7UKyC666679MMPP8jpdKp///664YYblJ6eroSEhBqv79Onj95+++0GFQoAAIDGZZqmpkyZIsuylJubS0AEAEAcqVdA1KJFC/3ud7/TWWedpebNmx/1+jPPPFNz5sypz1MBAAAgDEzT1L333ivLsiJdCgAAiIB6BUTTp08/puubNm2q9u3b1+epAAAAEAY+n09lZWVyOBxq3bq1srKyIl0SAAAIowYtUv3DDz/oiy++0K5duyRJ7du31+mnn64uXbqEpDgAAACER+Udy5haBgBA/KlXQFRSUqInn3xS7733niTJ4XBIkizL0gsvvKBzzjlHEydOVFJSSDZJAwAAQCOpvCh1fn5+pMsBAAARUq8E5/nnn9d7772niy66SJdccomOP/54ORwO7dixQ0uXLtUbb7yhli1b6rrrrgtxuQAAAAiVzMxMrVmzRtLhKWaMHAIAIH7VvO3YUbz//vs655xz9Jvf/EYnnHCCEhMTlZCQoBNOOEE33HCDBg0apPfffz/UtQIAACBEKodD0uEpZgAAIH7VKyAqLS1Vr169ar29d+/eKisrq3dRAAAAaDymaQaFQ+np6YweAgAgztUrIEpPT9fq1atrvX316tU69dRT61sTAAAAGolhGJo8eXLgOD09XUuXLo1gRQAAIBrUKyAaN26cdu3apYceekhffvmldu3apV27dmnt2rV68MEHtWvXLo0bN0779+8P+g8AAACRY5qmFi1aFDh2u92EQwAAQFI9F6n+wx/+IOnwNveffvrpEa+pbN68efV5OgAAADSQaZpBI4dcLpeysrIiWBEAAIgm9QqILr/88sDW9gAAAIh+ubm5gZ8dDoc2btwYwWoAAEC0qVdAdMUVV4S6DgAAADSSzMxM+f3+wPGoUaMiVwwAAIhK9QqIAAAAYB+VdyzLyclhxzIAAFBNnQKiBQsWSJJGjx6thISEwPHRjBkzpv6VAQAAoEEMw1BeXp7cbrf8fj/b2QMAgFrVKSB66aWXJEkej0cJCQmB46MhIAIAAIiMzMzMwMih//73vyosLIxwRQAAIJrVKSCquvsYu5EBAABEJ9M0lZ2draKiosC5kSNHRrAiAABgB6xBBAAAEEOmTp2qkpKSwHF6erp8Pl8EKwIAAHaQEOkCAAAA0HCmaSotLS0oHPJ4PFq6dGkEqwIAAHZBQAQAABADGDkEAAAagoAIAADA5jIzM6uFQ4wcAgAAx4KACAAAwKYqppVV7FYmEQ4BAID6qVNAtHTpUm3btq2xawEAAMAxqGlaGeEQAACojzoFRM8++6w2bdoUOL7yyiv1wQcfNFpRAAAAODKmlQEAgFCq0zb3LVu2lN/vb+RSAAAAUBcDBgxQYWFh4JhwCAAANFSdAqKTTz5ZL730krZs2aLmzZtLkt599119++23td7H4XDo//2//xeaKgEAACDTNJlWBgAAGkWdAqIbbrhB//jHP7R27Vrt3btXkrR27VqtXbv2iPcjIAIAAAid7OzsoHAoJSWFcAgAAIREnQKi1q1b67bbbgscX3nllbrllls0aNCgRisMAAAA/5OZmamioqLAMSOHAABAKNVrm/ubbrpJvXr1CnUtAAAAqEFmZmbQVvYul4twCAAAhFSdRhBVNXjw4MDPBQUF2rVrlySpffv2Sk1NDUlhAAAAkAzDCAqHnE6npk6dGsGKAABALKpXQCRJn376qUzT1M6dO4POd+jQQRMmTFD//v0bXBwAAEA8M01TixYtChwzrQwAADSWegVEn3/+uR5++GG1b99eV111VWDUUEFBgd566y099NBDmjRpkk477bRQ1goAABBXsrOzg44JhwAAQGOpV0D073//W127dtWMGTPUrFmzwPn+/ftr2LBhmjp1ql566SUCIgAAgHqquii1x+OJXDEAACDm1WuR6h9++EHnnXdeUDhUoVmzZho8eLB++OGHBhcHAAAQj6quO+TxeOTz+SJYEQAAiHX1CoicTqf2799f6+379++X0+msd1EAAADxyjCMausOEQ4BAIDGVq+A6JRTTtHSpUv17bffVrttw4YNWrZsmfr27dvg4gAAAOJJ1UWp2c4eAACES73WILrmmmt0zz336I9//KN69OihE044QZK0bds2bdy4Ua1bt9bVV18d0kIBAABiXdVFqdnOHgAAhEu9RhB16NBBDz30kC655BIdOHBAK1eu1MqVK3XgwAFlZmbqwQcfVIcOHUJdKwAAQEwyTVNpaWnVFqX2er0RrAoAAMSTeo0gkqTWrVvruuuuC2EpAAAA8Sk7O1slJSWBYxalBgAA4VavEUQAAAAIjarb2bMoNQAAiAQCIgAAgAjJzMystp09i1IDAIBIICACAACIkMrhECOHAABAJBEQAQAAhJlhGEpJSQkcp6enM3IIAABEFAERAABAGJmmqUWLFgWdGzduXGSKAQAA+D8ERAAAAGFimqYmT55c7TxTywAAQKTVKyAqLi7WY489psLCwlDXAwAAEJNqCoecTqfcbrcMw4hQVQAAAIfVKyAqKSnRu+++q59//lmS9Msvv2jGjBnavHlzSIsDAACIFVOnTg069ng82rJli9avXy+v1xuhqgAAAA5LquuFhmGoV69e6tmzpzp27Bh0W1lZmb766isdOHAg5AUCAADYXWZmpkpKSgLHHo+HaWUAACCq1DkguuSSS7Rhwwbl5eVpz549kqQXXnhBZ5xxhrp27dpoBQIAANhZZmYm29kDAICoV+eAaMSIEYGft27dqjvvvFOtWrXSypUrNX/+fEnS888/r759+6p3797q1auXWrVqFfqKAQAAbMIwjGrhENvZAwCAaFTngGj79u3q1KmTJMntdkuSRo4cqVNOOUXbtm3TH/7wB7Vp00br16/Xq6++qtLSUs2bN69RigYAAIh2hmEEbWfvdDoJhwAAQNSqc0B0++23q2XLlurRo4c6d+4sSSovL5ekwEihzMxMnXLKKTp06BALVgMAgLhVNRySpOzs7MgUAwAAUAd1DogeeOABbdiwQRs3btTq1aslSbNnz9aJJ56onj17SvpfYNSkSRP17t079NUCAABEuZrCoZycHHYqAwAAUa3OAVHXrl3VtWtXXXDBBdq3b59uvPFGeTweFRcX68svv5R0+C8/Xbp0Ua9evdS7d28NGjSo0QoHAACINjWFQx6Ph3AIAABEvToHRJU5HA5J0sknn6xTTjklEBiNGTNGZWVl+uabb/Tee+8REAEAgLjCyCEAAGBX9QqIEhISdNxxx6lJkyaS/hcY9e7dW6eccoqk/003AwAAiHWmaWrq1KlB5wiHAACAndQrIGrRooV8Pl/gODExUSeffLJatGgROJeQkNDw6gAAAGxg6tSpKikpCRwzrQwAANhNvQKiqpo3b65p06aF4qEAAABsJTMzMygcSk9PD/qHNAAAADtgmA8AAEA9GYahNWvWBI7T09O1dOnSCFYEAABQPwREAAAA9ZSXlxf4mXAIAADYWVQGRMuXL5dhGLr66qs1ZcoUbdy4sU73+/DDD3XFFVfogQceaOQKAQBAPDMMQ126dFGrVq0kEQ4BAAD7i7qAaOXKlTJNU2PGjFFubq66du2qWbNmae/evUe8386dO/Xcc8/ppJNOClOlAAAgHmVmZmrRokUqKyuT3++XJP3000+RLQoAAKCBoi4gWrJkiYYOHaohQ4YoNTVVN954o5o0aaIVK1bUep/y8nL99a9/1RVXXKEOHTqEsVoAABBPalpzKDU1VYZhRLAqAACAhgvJLmahUlpaqk2bNsnj8QTOJSQkqG/fvvr2229rvd+CBQuUnJys888/X19//fURn6OkpCRopxGHwyGXyxX4GbWr+P3we4pu9Mk+6JU90Cf7aOxe/f73v9eiRYsCx06nU8uWLWuU54plfKbsg17ZB72yB/pkH/Haq6gKiPbt26fy8nK53e6g8263W9u2bavxPv/5z3/09ttv13ndoYULF2rBggWB427duik3N1ft27evd93xpmPHjpEuAXVAn+yDXtkDfbKPxujV+PHjg8IhSWrVqpUWL16siRMnhvz54gGfKfugV/ZBr+yBPtlHvPUqqgKiY1VUVKS//vWv+t3vfqfk5OQ63eeyyy7TiBEjAscVieCuXbtUWlraKHXGCofDoY4dO2rHjh2yLCvS5aAW9Mk+6JU90Cf7aKxemaapF198Meic2+3Wnj17NGvWLI0aNSpkzxUP+EzZB72yD3plD/TJPmKpV0lJSXUeEBNVAVFycrISEhICCz5W8Pv91UYVSdKPP/6oXbt2KTc3N3Cuonnjxo3To48+Wi3xczqdcjqdNT6/3RsfLpZl8buyAfpkH/TKHuiTfYSyV6ZpavLkyUHnPB6PMjIy5PP5ZBgG74t64jNlH/TKPuiVPdAn+4i3XkVVQJSUlKTu3btr3bp1GjBggKTDC1CvW7dOw4YNq3b9CSecoIceeijo3L/+9S8VFxfruuuu03HHHReWugEAQOypKRzKycmR1+uVpMD/AgAAxIKoCogkacSIEfL5fOrevbt69OihpUuX6uDBgxo8eLAkac6cOWrbtq3Gjx+vJk2aqEuXLkH3b9GihSRVOw8AAFBXhmFUW3PI5XIRCgEAgJgVdQHRwIEDtW/fPs2fP19+v19paWmaMmVKYIrZ7t27424lcQAAED6madYYDk2dOjUyBQEAAIRB1AVEkjRs2LAap5RJ0vTp0494X8MwGqEiAAAQD2oaOeTxeOTz+SJTEAAAQJgkRLoAAACAaFDTyCG32004BAAA4kJUjiACAAAIp9rWHMrKyopMQQAAAGFGQAQAAOJabSOH1q9fH5mCAAAAIoCACAAAxC1GDgEAABxGQAQAAOJSZmam1qxZE3SOBakBAEC8YpFqAAAQdwiHAAAAgjGCCAAAxJWawqGcnBx5vd4IVQQAABB5jCACAABxwTRNZWRkBIVDTqeTcAgAAECMIAIAAHHANE3de++9KisrC5xzOp3asmVL5IoCAACIIowgAgAAMS83N1dlZWVyOBzyeDxKTU1VdnZ2pMsCAACIGowgAgAAcaN169YsRA0AAFADRhABAICYl5WVpdTUVGVlZUW6FAAAgKhEQAQAAGJOxYLUpmlKkrxer/Lz81mMGgAAoBYERAAAIOb4fD4VFBQwnQwAAKCOCIgAAEDMMQxDqampMgwj0qUAAADYAotUAwCAmOP1eplOBgAAcAwYQQQAAAAAABDnCIgAAAAAAADiHAERAAAAAABAnCMgAgAAtlF1+3oAAACEBgERAACwDbavBwAAaBwERAAAwDbYvh4AAKBxsM09AACwDbavBwAAaByMIAIAAAAAAIhzBEQAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxDkCIgAAAAAAgDhHQAQAAAAAABDnCIgAAAAAAADiHAERAACIKNM0lZGRIdM0I10KAABA3CIgAgAAEeXz+VRQUCCfzxfpUgAAAOIWAREAAIgowzCUmpoqwzAiXQoAAEDcSop0AQAAIL55vV55vd5IlwEAABDXGEEEAAAAAAAQ5wiIAAAAAAAA4hwBEQAACAt2KwMAAIheBEQAACAs2K0MAAAgehEQAQCAsGC3MgAAgOjFLmYAACAs2K0MAAAgejGCCAAAAAAAIM4REAEAAAAAAMQ5AiIAAAAAAIA4R0AEAABCgm3sAQAA7IuACAAAhATb2AMAANgXAREAAGiQipFD/fv3Zxt7AAAAm2KbewAAUC+macrn82n//v3y+/2SpPz8/MgWBQAAgHphBBEAAKiXiillkhg5BAAAYHMERAAAoF4Mw1BqaqqysrKUn58vr9cb6ZIAAABQTwREAACgzirvVOb1egmGAAAAYgQBEQAAqBPTNHXvvfeyUxkAAEAMIiACAAB14vP5VFZWpsTERNYbAgAAiDEERAAAoE4q1hyaOXMm08oAAABiDNvcAwCAOvF6vQRDAAAAMYoRRAAAIEjlhagBAAAQHwiIAABAEJ/Px0LUAAAAcYaACAAABKlYa4iFqAEAAOIHAREAAHGu6pQyr9er/Px81hsCAACIIwREAADEOaaUAQAAgIAIAIA4x5QyAAAAsM09AABxju3rAQAAwAgiAAAAAACAOEdABAAAAAAAEOcIiAAAiHFVdykDAAAAqiIgAgAgxrFLGQAAAI6GgAgAgBhVMXKof//+7FIGAACAI2IXMwAAYlTFyCFJys/Pj3A1AAAAiGaMIAIAIEZUXWvIMAxGDgEAAKBOCIgAAIgRVdca8nq9ys/Pl9frjXBlAAAAiHYERAAAxAhGDAEAAKC+CIgAALAp0zTVp08f9enTR6ZpMmIIAAAA9UZABACATfl8Pvn9fvn9frawBwAAQIMQEAEAYCOVRw31799fbrdbbrebaWUAAABoELa5BwDARipGDUnSqlWrtH79+sgWBAAAgJjACCIAAGzEMAxGDQEAACDkCIgAAIhipmkqIyNDpmlKOrx1/fr167V+/XoWowYAAEDIROUUs+XLlysvL09+v19du3bV9ddfrx49etR47Ztvvqn33ntPW7dulSR1795dV111Va3XAwBgJz6fTwUFBfL5fARCAAAAaDRRN4Jo5cqVMk1TY8aMUW5urrp27apZs2Zp7969NV7/1Vdf6eyzz9a0adM0c+ZMtWvXTjNnztSePXvCXDkAAKFnGIZSU1OZTgYAAIBGFXUB0ZIlSzR06FANGTJEqampuvHGG9WkSROtWLGixutvvfVWXXzxxUpLS1NKSoomTpwoy7L05ZdfhrlyAAAazjAMdenSJRAIeb1e5efnM3oIAAAAjSqqppiVlpZq06ZN8ng8gXMJCQnq27evvv322zo9xsGDB1VaWqqWLVvWeHtJSYlKSkoCxw6HQy6XK/Azalfx++H3FN3ok33QK3sIV59M09ScOXNUWFgoy7KUl5enxx57rFGfM9bwmbIH+mQf9Mo+6JU90Cf7iNdeRVVAtG/fPpWXl8vtdgedd7vd2rZtW50e4/nnn1fbtm3Vt2/fGm9fuHChFixYEDju1q2bcnNz1b59+3rXHW86duwY6RJQB/TJPuiVPTR2nx544AHt2bNHTqdT5eXluuKKK9SpU6dGfc5YxWfKHuiTfdAr+6BX9kCf7CPeehVVAVFDLVq0SB9++KGmT5+uJk2a1HjNZZddphEjRgSOKxLBXbt2qbS0NCx12pXD4VDHjh21Y8cOWZYV6XJQC/pkH/TKHsLVp/LycklSixYt9NVXX0mStm/f3mjPF4v4TNkDfbIPemUf9Moe6JN9xFKvkpKS6jwgJqoCouTkZCUkJMjv9wed9/v91UYVVfXKK69o0aJF+uMf/6iuXbvWep3T6ZTT6azxNrs3Plwsy+J3ZQP0yT7olT2Euk+macrn88kwDHm9XmVlZQWOeT80DJ8pe6BP9kGv7INe2QN9so9461VULVKdlJSk7t27a926dYFz5eXlWrdunXr16lXr/RYvXqx///vfmjJlik488cRwlAoAQINU3r5eYjFqAAAARFZUBUSSNGLECL311lt65513VFBQoKeeekoHDx7U4MGDJUlz5szRCy+8ELh+0aJFmjdvnm666SZ16NBBfr9ffr9fxcXFEXoFAADUzjRNZWRkqH///mxfDwAAgKgRVVPMJGngwIHat2+f5s+fL7/fr7S0NE2ZMiUwxWz37t1BK4m/8cYbKi0t1Z/+9KegxxkzZoyuuOKKcJYOAECtKqaU7d+/PzCVOj8/P7JFAQAAAP8n6gIiSRo2bJiGDRtW423Tp08POq4Ymg8AQDSrmFLmdrsZOQQAAICoE3VTzAAAiAUVU8lM05QkGYah1NRUZWVlsdYQAAAAog4BEQAAjYBFqAEAAGAnBEQAAIRI5VFDFSOGmEoGAAAAO4jKNYgAALCjyqOGGC0EAAAAO2EEEQAAIcKoIQAAANgVAREAAPVgmqb69OmjPn36BBaiZp0hAAAA2BUBEQAA9eDz+eT3++X3+wMLUQMAAAB2RUAEAEA9GIYht9stt9vNlDIAAADYHgERAAB1UHmHMunwdLL169dr/fr1TCkDAACA7REQAQBQg6qB0Jw5cwI7lAEAAACxhoAIAIAqTNPUvffeq4KCAs2ZM0eSdPPNN7NDGQAAAGJWUqQLAAAgmlSEQ2VlZUpMTNTNN98s6fCUsmuvvTbC1QEAAACNgxFEAABU4vP5AuHQzJkzWV8IAAAAcYGACAAQ1zIzM5WSkqLMzExJh3cnS01NJRwCAABAXGGKGQAgLpmmKZ/Pp4KCAknSmjVrJB2eSkYwBAAAgHhDQAQAiCumaSo3N1d79+6VZVlyOp0qKSlRenp6pEsDAAAAIoaACAAQV3w+n/x+vyQpMTFR2dnZjBgCAABA3GMNIgBAXDEMQ263W263m3WGAAAAgP9DQAQAiFmmaSojI0OmaQbOeb1erV+/XuvXryccAgAAAP4PAREAIGZVLELt8/kiXQoAAAAQ1QiIAAAxq2LLesMwIl0KAAAAENUIiAAAtlfTVDLp8HSy/Px8ppIBAAAAR0FABACwrYpgKDc3l6lkAAAAQAMQEAEAbKtijSFJTCUDAAAAGoCACAAQ9UzTVJ8+fdSnT5+gaWQVawxlZWUxlQwAAABoAAIiAEDUqgiGpkyZIr/fL7/fHzSNjDWGAAAA6sYwDKWkpCglJUVdunSptnYjQEAEAIg6VYMhy7LkcDjkdruZRgYAAFAPeXl5gZ/LysqUm5sbwWoQjZIiXQAAANLhf9VavHixkpKSVFpaKsuyJEkOh0OtW7dWVlYWI4UAAADqaeTIkVq0aFGky0AUYwQRACCiKnYiW7RokSzLUklJSdCIofvvv1/r168nHAIAAGgAn8+nwsJC5eTkBNZwBCpjBBEAIOxM05TP55NhGEE7kVVwu92MGAIAAGgEXq+Xv2OhRgREAICwMQxDeXl5atKkiYqKioJCov79+2vVqlUyDIO/tAAAAABhRkAEAGhUlUcL5eXlqaysTMXFxUpNTQ2EQQRCAAAAQGQREAEAQsowjMACiC6XS02bNg1sTz9y5Ejl5eVp5MiRQdvVAwAAAIgsAiIAQEhU7EJWsfuYJBUVFalp06ZBo4UIhgAAAIDowy5mAIB6q9iBzDRN5eXlBYVD0uERRFlZWcrPz2caGQAAABDFCIgAAPVWsQNZxfQxh8Mhl8ulnJwcFRYWauPGjQRDAAAAgA0QEAEA6qTyaKEKhmEEpo9VhEWEQgAAAID9EBABAGpUNRCqPFqogtfrZfoYAAAAEAMIiAAAQSqCodzc3KBAqPJoIQAAAACxhV3MAACSDgdAeXl5atKkiYqKiuR2u4MCIa/Xy0ghAAAAIEYREAFAHDJNU9nZ2SoqKpIkpaSkaMeOHSorK1NxcXHQtvQAAAAAYh8BEQDEkaqjhCoUFhbK4/EoLy9PI0eODFpnCAAAAEDsIyACgBhnmqZyc3N18ODBQChUXFwsl8sVNILI5/MRDAEAAABxioAIAGJQ1SlkVY0aNYowCAAAAEAAAREAxAjTNOXz+dSuXTutWbMm6DaHw6FmzZqpadOmysrKYm0hAAAAAEEIiADAxgzD0KJFiyQpMGWsoKAg6BqXy6WpU6cSCgEAAACoFQERANhU5XBIUmD3sXbt2mndunUsNg0AAACgzgiIAMAmMjMztWbNGqWnp2vp0qXKy8sLup11hQAAAADUV0KkCwAA1MwwDKWmpiotLU19+vQJrCtU8b8jR46Uw+GQy+VSTk4O4RAAAACAemMEEQBEidp2HispKZHf75fT6VRJSYnS09MliW3pAQAAAIQMAREAREDV9YMkBQKgqpxOp1q0aMHuYwAAAAAaDQERAITJgAEDVFhYqMTERJWXl1e7vaSkJLATmcTuYwAAAADCh4AIAMKksLBQklRWVhYUBFWoWHwaAAAAAMKNRaoBIExSUlIkSYmJiZo6daq2bdsmy7K0bds2FRYWEg4BAAAAiBhGEAFAmHzyySeRLgEAAAAAasQIIgAAAAAAgDhHQAQAAAAAABDnCIgAAAAAAADiHAERAAAAAABAnGORagAxIzMzU2vWrAk6x9bxAAAAAHB0BEQAbMU0TU2dOlUlJSV1ur5qYAQAAAAAqI6ACEDUMU1Tubm5OnDgQCAISkg4PCO2vLz8mB4rPT095PUBAAAAQKwhIAIQMYZhaNGiRZIkj8cjScrLy1N5ebksywq6ti7BUGJiombOnCmv1xvqUgEAAAAgphEQAWg0R5oO5nQ6g87n5eVJksrKymp8rKojiFhbCAAAAABCh4AIQEhUHg1UF1VDo5EjR0o6HBS1atVKfr+fEAgAAAAAwoSACECd1bRLWH05nU61aNFCWVlZQVPCfD5fSB4fAAAAAFB3BEQAAo51h7CjcTqdys7OZk0gAAAAAIhyBERAnDBNU/fcc88x7wJ2rFJTU5Wfn9+ozwEAAAAACC0CIiBGDBgwQIWFhY3+PLWtC2Sapnw+nwzDaPQaAAAAAAChRUAERLG6LPxcMY0rlOGQx+M55rWAvF4vU8kAAAAAwKYIiIAICOVaPyUlJfL5fEpJSalTSFSf8AcAAAAAENsIiIAGCtfaPrVxOp0yDCMwesfhcKhTp07avn27LMuKSE0AAAAAAHshIELcq2nr9vT0dH311Vch282rIRITEzVz5kymbwEAAAAAGg0BEWyvpoCnoUL9eLWpbcFnAAAAAADCiYAIERfK9XhCpT4jiFjbBwAAAEC0q/z9i3+wRmUERKiTaAxxQok/GAEAAADEA5/PF/heF66ZE7CHqAyIli9frry8PPn9fnXt2lXXX3+9evToUev1H330kebNm6ddu3apY8eOuvrqq9WvX78wVhx5AwYMCOk253ZTsdU76/QAAAAAQO0MwwgaQQRUiLqAaOXKlTJNUzfeeKN69uypV199VbNmzdKjjz6q1q1bV7v+m2++0Z///GeNHz9e/fr10wcffKAHH3xQubm56tKlSwReQWTEQjhU2yge0zTl8/mCduoCAAAAABw7r9fL9yrUKOoCoiVLlmjo0KEaMmSIJOnGG2/U559/rhUrVsjj8VS7funSpTrttNN06aWXSpLGjRunL7/8UsuXL9dvf/vbcJYeUSkpKWEJifr3769XXnmlXtunm6ap3NxcSVJWVlad/1DiDzAAAAAAABpXVAVEpaWl2rRpU1AQlJCQoL59++rbb7+t8T7ffvutRowYEXQuPT1dn376aY3Xl5SUBK2j43A45HK5Aj/bVW2vN5QcDoc6duyoHTt21Ov+EyZM0IQJE0JcFaqqeB/b+f0cL+iVPdAn+6BX9kCf7INe2Qe9Osw0Tc2ZM0c333xzVP4DczT1yTRN/fGPf4zZNWZDzePx6LHHHot0GY0uqgKiffv2qby8XG63O+i82+3Wtm3baryP3++vNvWsdevW8vv9NV6/cOFCLViwIHDcrVs35ebmqn379g2qPZ507Ngx0iWgDuiTfdAre6BP9kGv7IE+2Qe9so9479Xjjz+ugoICPf7448rKyop0ObWKhj49/vjjhEPHIC8vTwsXLox0GY0uqgKicLjsssuCRhxVpLe7du1SaWlppMqyhcojiOozxQzhQZ/sg17ZA32yD3plD/TJPuiVfdCrw2666SbNmTNHN910k7Zv3x7pcqqJpj7ddNNNjCA6BiNHjozK91RdJCUl1XlATFQFRMnJyUpISKg2+sfv91cbVVTB7XZr7969Qef27t1b6/VOp1NOp7PG2yL9IbULy7L4XdkAfbIPemUP9Mk+6JU90Cf7oFf2Ee+9uvbaa3XttddKiu7vdtHQp8q/K1TncDjUqVMnbd++PdCrSPcsHBIiXUBlSUlJ6t69u9atWxc4V15ernXr1qlXr1413qdXr1768ssvg86tXbtWPXv2bNRaAQAAAAAAYkVUBUSSNGLECL311lt65513VFBQoKeeekoHDx7U4MGDJUlz5szRCy+8ELg+MzNTa9asUV5engoLCzV//nx99913GjZsWIReAQAAAAAAgL1E1RQzSRo4cKD27dun+fPny+/3Ky0tTVOmTAlMGdu9e3fQqu+9e/fWrbfeqn/961968cUX1alTJ911113q0qVLhF4BAAAAAACAvURdQCRJw4YNq3UE0PTp06ud+/Wvf61f//rXjVwVAAAAAABAbIq6KWYAAAAAAAAILwIiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIcAREAAAAAAECcIyACAAAAAACIcwREAAAAAAAAcY6ACAAAAAAAIM4REAEAAAAAAMQ5AiIAAAAAAIA4R0AEAAAAAAAQ5wiIAAAAAAAA4hwBEQAAAAAAQJwjIAIAAAAAAIhzBEQAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxLmkSBcQLZKS+FXUFb8re6BP9kGv7IE+2Qe9sgf6ZB/0yj7olT3QJ/uIhV4dy2twWJZlNWItAAAAAAAAiHJMMUOdFRUVKSsrS0VFRZEuBUdAn+yDXtkDfbIPemUP9Mk+6JV90Ct7oE/2Ea+9IiBCnVmWpc2bN4tBZ9GNPtkHvbIH+mQf9Moe6JN90Cv7oFf2QJ/sI157RUAEAAAAAAAQ5wiIAAAAAAAA4hwBEerM6XRqzJgxcjqdkS4FR0Cf7INe2QN9sg96ZQ/0yT7olX3QK3ugT/YRr71iFzMAAAAAAIA4xwgiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIcAREAAAAAAECcS4p0AQifhQsX6pNPPlFhYaGaNGmiXr166ZprrtEJJ5wQuObQoUMyTVMrV65USUmJ0tPTdcMNN8jtdgeu+fvf/65vvvlGW7duVUpKih588MGg59m5c6duvvnmas8/c+ZM9erVq9FeXywJV68kybIs5eXl6a233tKuXbvUqlUrXXzxxRo9enQ4XqqthatP8+fP14IFC6o9f9OmTfXcc8812uuLJeH8TK1evVovvfSStm7dKqfTqZNOOkler1cdOnQIx0u1tXD2aeXKlVq4cKG2b9+u5ORkDRs2TJdeemk4XmZMCEWvtmzZokWLFumbb77Rvn371KFDB1144YXKzMwMeq7169fLNE1t3bpV7dq10+WXX67BgweH8dXaW7h69fPPP8s0TW3atEk7duzQJZdcouuuuy7Mr9a+wtWn/Px8vf7669qyZYtKS0uVmpqqsWPH6rTTTgvzK7avcPXqP//5j55//nkVFhbq4MGDat++vS644AKNGDEi3C/ZlsL5/1MV/vOf/2j69Onq3LlzjX/3sAMCojjy1Vdf6eKLL9aJJ56osrIyvfjii5o5c6b+9Kc/qVmzZpKkZ599Vp9//rnuuOMONW/eXE8//bQefvhh3XfffUGPNWTIEG3cuFHff/99rc/3xz/+UZ07dw4ct2zZsnFeWAwKZ6+eeeYZrV27Vtdee626dOmi/fv3a//+/Y3+GmNBuPp06aWX6qKLLgo6l52drRNPPLHxXlyMCVevdu7cqQcffFDDhw/XLbfcol9++UXPPvusHn74YeXm5obltdpZuPr0xRdf6K9//av+3//7f0pPT1dhYaGeeOIJNWnSRMOGDQvLa7W7UPRq06ZNat26tW655Ra1a9dO33zzjZ588kklJCQE+rBz507Nnj1bF154oW655RatW7dOc+fOldvt5gttHYWrVyUlJUpOTtbo0aP16quvRuz12lW4+vT111/r1FNP1VVXXaUWLVpoxYoVys3N1f33369u3bpF7PXbSbh61bRpU1188cXq2rWrmjZtqv/85z/629/+pmbNmumCCy6I2Ou3i3D1qcKBAwfk8/nUt29f+f3+cL/c0LEQt/bu3WuNHTvWWr9+vWVZlnXgwAFr3Lhx1kcffRS4pqCgwBo7dqz1zTffVLv/vHnzrDvvvLPa+R9//NEaO3astXnz5karPd40Vq+2bt1qjRs3ziosLGy84uNIY/Wpqs2bN1tjx461vvrqq9AVH2caq1cfffSRNW7cOKusrCxw7tNPP7WuuOIKq6SkpBFeSWxrrD49+uij1sMPPxx0bunSpdbEiROt8vLyEL+K+NDQXlX429/+Zk2fPj1w/Nxzz1l33HFH0DWPPPKINXPmzBC/gvjRWL2qbNq0adYzzzwT0rrjTTj6VOEPf/iD9dJLL4Wm8DgUzl49+OCD1l/+8pfQFB5nGrtPjzzyiPXiiy/W+e/z0Yo1iOLYL7/8Iul/I3s2bdqksrIy9e3bN3BNSkqKjjvuOH377bfH/Pi5ubm64YYb9Mc//lGrVq0KTdFxqrF69dlnn6lDhw767LPPZBiGDMPQ3LlzGUFUT439marw9ttvq1OnTjrppJMaVnAca6xede/eXQ6HQ++8847Ky8v1yy+/6L333lPfvn2VlMSg3WPVWH0qKSmR0+kMOtekSRP99NNP2rVrVwgqjz+h6tUvv/wSNOJ4w4YNQY8hSenp6Q36MzTeNVavEFrh6lN5ebmKioroZQOEq1ebN2/WN998o5NPPjlElceXxuzTihUr9OOPP2rs2LGNUHl4ERDFqfLycv3jH/9Q79691aVLF0mS3+9XUlKSWrRoEXRt69atj2mYXLNmzeT1enXHHXdo0qRJ+tWvfqUHH3yQkKieGrNXP/74o3bv3q2PP/5YN998s37/+99r06ZNevjhh0P5EuJCY/apskOHDun999/X+eef39CS41Zj9qpDhw6699579eKLL2r8+PG67rrrtGfPHv3hD38I5UuIC43Zp9NOO02ffPKJvvzyS5WXl2vbtm1asmRJ4DlwbELVq2+++UYfffRR0NQJv9+v1q1bV3uMoqIiHTp0KLQvJA40Zq8QOuHsU15enoqLi/XrX/86ZPXHk3D0auLEiRo/frwmTZqkiy++WEOHDg3564h1jdmn7du364UXXtAtt9yixMTERnsN4cI/Z8app59+Wlu3blV2dnbIHzs5OTlo8bQePXro559/1iuvvKL+/fuH/PliXWP2yrIslZSUyDCMwIJtEydO1KRJk7Rt27agRdxwZI3Zp8o++eQTFRcX67zzzmvU54lljdkrv9+vJ554Quedd57OPvtsFRUVaf78+frTn/6ke++9Vw6HI+TPGasas09Dhw7Vjh07NHv2bJWVlcnlcikzM1MvvfQSPaqHUPTqhx9+0AMPPKAxY8YoPT09hNWhMnplD+Hq0wcffKAFCxborrvuqhbEom7C0avs7GwVFxfr22+/1QsvvKCOHTtq0KBBDSk77jRWn8rLy/WXv/xFY8eOjZnvTQREcejpp5/W559/rhkzZqhdu3aB8263W6WlpTpw4EBQkrp3796g3WHqo0ePHlq7dm2DHiMeNXav2rRpo8TExKA/0FJTUyVJu3fvjpk/6BpbOD9Tb7/9tvr169fgz2S8auxeLV++XM2bN9c111wTOHfLLbfopptu0oYNG9jJsY4au08Oh0PXXHONxo8fL7/fr+TkZH355ZeSpOOPPz5kryMehKJXBQUFuu+++3TBBRfo8ssvD7rN7XZr7969Qef27t0rl8ulJk2ahP4FxbDG7hVCI1x9+vDDDzV37lzdcccdOvXUUxvltcS6cPWqYhfULl26aO/evXrppZcIiI5BY/apqKhI3333nTZv3qy///3vkg7/A7xlWRo3bpzuvfdenXLKKY37AkOMKWZxxLIsPf300/rkk080derUalsud+/eXYmJiYG/JEvStm3btHv37gZ/qdmyZYvatGnToMeIJ+HqVe/evVVWVqYdO3YEPY4kHXfccQ18FbEv3J+pnTt3av369Uwvq4dw9erQoUPVRqAkJCQEasCRhfszlZCQoLZt2yopKUkffvihevXqpeTk5Aa/jngQql5t3bpVM2bM0Hnnnaerrrqq2vP07Nkz6DEkae3atYStxyBcvULDhLNPH3zwgR577DHddttt6tevX+O8oBgWyc+UZVkqLS0NzQuJceHok8vl0kMPPaQHHngg8N+FF16oE044QQ888IB69OjRuC+yETCCKI48/fTT+uCDD3T33XfL5XIF5lY2b95cTZo0UfPmzXX++efLNE21bNlSzZs319///nf16tUr6EOyY8cOFRcXy+/369ChQ9qyZYukwyNPkpKS9M477ygpKSmwVWZ+fr5WrFihiRMnhvsl21a4etW3b19169ZNjz/+uK677rrAH6Snnnoqo4fqIFx9qvD222/L7Xbr9NNPD+fLjAnh6lW/fv306quvasGCBYEpZi+++KLat2/P9sF1EK4+7du3Tx9//LH69OmjkpISrVixQh999JFmzJgRgVdtT6Ho1Q8//KDs7Gylp6drxIgRgcdISEgIBHUXXXSRXnvtNf3zn//UkCFDtG7dOn300UeaNGlSJF62LYWrV5ICn7Xi4mLt27dPW7ZsUVJSUmB0MmoXrj598MEH8vl8uu6669SzZ8/ANRXPgaMLV6+WL1+u4447TikpKZKkr7/+Wnl5ebrkkkvC/prtKBx9SkhICKxpVCE5OVlOp7PaebtwWPyTZty44oorajz/+9//XoMHD5Z0+F+/TdPUhx9+qNLSUqWnp+uGG24IGmY3ffp0ffXVV9UeZ86cOerQoYPeeecdLV68WLt371ZCQoJSUlJ06aWX6qyzzmqMlxWTwtUrSdqzZ4/+/ve/a+3atWratKlOP/10eb1edrOog3D2qby8XIZh6Nxzz+VfbushnL368MMP9corr2jbtm1q2rSpevXqpauvvjrwFzzULlx92rdvn3Jzc/XDDz9Iknr16qVx48apZ8+eIX9NsSoUvZo/f74WLFhQ7THat28vn88XOF6/fr2effZZFRQUqF27drr88ssDz4GjC2evanquqtegZuHqU21/Pp533nkyDCM0LybGhatXy5Yt05tvvqmdO3cqISFBHTt21NChQ3XBBRcERiejduH8s6+y+fPn69NPP9WDDz4YktcRbgREAAAAAAAAcY7oEQAAAAAAIM4REAEAAAAAAMQ5AiIAAAAAAIA4R0AEAAAAAAAQ5wiIAAAAAAAA4hwBEQAAAAAAQJwjIAIAAAAAAIhzBEQAAAAAAABxjoAIAAAAAAAgziVFugAAAAC7eOf/b+9uQqLc4jiOf8dsGs1KapiGFtoLLgSpptDohVAUIiKhEmtRRKs20dJo1aoINxKIy6BNQ6YtoiGiFjJgIC3CyalmFYFhKaVNYhE4z90NeA26XubeC3e+H5jFeZ7z/Dln9/Cb85wzMsLAwECxvXr1ampqaqirqyORSNDW1kZVVdWK6+ZyOcbHxzl27Bhr164t5ZAlSZL+EgMiSZKkFeru7iYWi7G4uMjc3ByvX7/mzp07pFIpenp6qK+vX1G9XC7H0NAQra2tBkSSJOk/YUAkSZK0QolEgh07dhTbJ06cYGJigps3b9Lb20tfXx/hcPg/HKEkSdLKGBBJkiSVQFNTE6dOnSKZTJJOp+no6OD9+/c8evSIN2/eMDs7S3V1NYlEgnPnzrFu3ToABgcHGRoaAuDSpUvFev39/cRiMQDS6TSpVIrJyUnC4TC7du3i7NmzRKPRf3+ikiTpf8mASJIkqUQOHz5MMpkkk8nQ0dFBJpNhenqa1tZWamtrmZyc5NmzZ0xOTnL9+nVCoRD79u1jamqK0dFRzp8/XwyO1q9fD8CDBw+4d+8e+/fvp729nXw+z+PHj7l27Rq9vb1+kiZJkkrCgEiSJKlENm3aRHV1NZ8+fQLgyJEjHD9+fEmfhoYGbt26xdu3b2lsbKS+vp5t27YxOjpKc3NzcdUQwMzMDIODg5w+fZqTJ08Wr7e0tHDlyhWePHmy5LokSdLf5TH3kiRJJRSJRPj+/TvAkn2Ifv78ST6fp6GhAYB37979ttbY2BhBEHDgwAHy+XzxV1tbSzweJ5vN/jOTkCRJZccVRJIkSSX048cPNmzYAMD8/Dz379/n+fPnfP36dUm/hYWF39b6+PEjQRBw+fLlX96vrPRVTpIklYZvFZIkSSXy+fNnFhYW2Lx5MwB9fX3kcjk6OzvZunUrkUiEQqHAjRs3KBQKv61XKBQIhUJcvXqViorlC78jkUjJ5yBJksqTAZEkSVKJpNNpAHbv3s38/DyvXr2iu7ubrq6uYp+pqallz4VCoV/Wi8fjBEFALBZjy5Yt/8ygJUmScA8iSZKkkpiYmGB4eJhYLMahQ4eKK36CIFjSL5VKLXt2zZo1wPLPzlpaWqioqGBoaGhZnSAI+PbtWymnIEmSypgriCRJklbo5cuXfPjwgUKhwNzcHNlslkwmQzQapaenh3A4TDgcprGxkYcPH7K4uMjGjRsZHx9nenp6Wb3t27cDkEwmOXjwIKtWrWLv3r3E43HOnDnD3bt3mZmZobm5mUgkwvT0NC9evKC9vZ3Ozs5/e/qSJOl/KBT8+e8oSZIk/dLIyAgDAwPFdmVlJTU1NdTV1bFnzx7a2tqoqqoq3v/y5Qu3b98mm80SBAE7d+7kwoULXLx4ka6uLrq7u4t9h4eHefr0KbOzswRBQH9/f/HI+7GxMVKpVPHks2g0SlNTE0ePHvXTM0mSVBIGRJIkSZIkSWXOPYgkSZIkSZLKnAGRJEmSJElSmTMgkiRJkiRJKnMGRJIkSZIkSWXOgEiSJEmSJKnMGRBJkiRJkiSVOQMiSZIkSZKkMmdAJEmSJEmSVOYMiCRJkiRJksqcAZEkSZIkSVKZMyCSJEmSJEkqcwZEkiRJkiRJZe4Pw3K+q5tfFMIAAAAASUVORK5CYII=",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -386,10 +386,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.935388Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.934824Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.940563Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.939981Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.431163Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.430963Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.436728Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.436196Z"
     },
     "urth": {
      "dashboard": {
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.942946Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.942584Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.947486Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.946953Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.439094Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.438719Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.443472Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.442924Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.150547\n",
+       "hits   -19.144885\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.949812Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.949464Z",
-     "iopub.status.idle": "2024-01-08T05:08:17.952811Z",
-     "shell.execute_reply": "2024-01-08T05:08:17.952183Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.445888Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.445508Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.448910Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.448373Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:17.955176Z",
-     "iopub.status.busy": "2024-01-08T05:08:17.954815Z",
-     "iopub.status.idle": "2024-01-08T05:08:18.286625Z",
-     "shell.execute_reply": "2024-01-08T05:08:18.285880Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.451265Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.450893Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.778297Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.777612Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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b7Z7xacrzPeyug8vl8ul3laLY7XY5HA5lZ2fLMIxivz9Vr15dhmEoMjLSU/vCVObPv9JwOp2aOHGiDh8+7KmF+3Xhlve9V6tWLV28eFFZWVmSpNDQUFWrVk1paWme9V0ul0JCQjRkyBAdOHBA33zzjWd96ffvlJGRkfrtt99Uq1YttWzZUm3atNFHH32kM2fOKCoqStHR0UpNTVVERITn36CEhAStWrVKTZs2VWRkZIGxjvIGUJfL4XDI5XLJ4XAoODhY6enpZdpf/fr1FRUVpZMnTyorK0snT54sdv1LfY65l+ddz2azFfs+ttvtqlevnmJiYnT69Glt2bKlXN537mPnfe8VxX3dy9KusLAwr3rlDQJL87uW+7u0pEu2u6qrbL9TXI5yCaDuu+++Eq1XHk/By8nJ0QMPPKCnnnpKnTp18syfNm2azp07p2effbbANo8++qj69Omj22+/3TNvwYIF+uGHH/Taa6/pxIkTevzxx/Xqq6+qadOmnnXGjx+vpk2bFvnhnJ2d7RU02Ww2BQcHKzU11esLnlW88sormjp1akU3AyizxMRE/fjjjz5/Pffp00fvvvuuT/dZWqV5n+b9i1jv3r0lSStWrPD6q9iYMWO8xlzIK+92pW1PSbYtTv52FncOeZcV1Z7C1vUld5vyKuxYNptNkZGRSklJqVRf0Iq7plVRcXVyX6vL/UNIVeH+bPHFa6q4a96iRYsCwV1RvSkKO35h712UTVHXurJ+/pWGlV4vffr00ZIlSzzT7vePuz7jx4/Xe++9V4EtBKquyvA7xeVyOBwlCqDKNAZUv379PKlxRcvIyJDL5VJ4eLjX/PDwcB07dqzQbdLS0grcmhcWFub5y4P7/8WtU5hFixZp4cKFnuno6GglJCSUqCCV0fr16yu6CUCZ2Ww2bd++3ZTX8/fff1/h48KV5rzcvbe2b9+uIUOGSJK2bdvmNb7B+vXrvbplu7mvo3u70ranJNsWJ387izuHvMsKa4970NP86/rStm3bvH45vtT1i4yM9HkbyqK4a1qVFVanvNcKRcv72VLW11Rx1/zgwYMFgimXy+X53nqp42/btu2y2oSiXarWle3zrzSs8nqx2Wz67rvvvOa5b5dy16dPnz4EUEAFqQy/U5itTAHUgAEDfNUOv9K3b1/16dPHM+3+smPVHlA33nijfvzxx4puBlAmhmGoXbt2ys3N9fnruVOnTp5BOStKad6n7u7l7dq187S7ffv2XoOGuveXvweU+zpe6nyLak9Jti1O/nYWdw55lxXWnryDipa1XcW1N+8vwEVdv8raA6C4a1oVFVcn97WiB1Tx3O9FX7ymirvm0dHRJeoBVdTx27dvf1ltQtGKutaV9fOvNKzyejEMQ507dy7QAyrve6Fjx46Kjo7WwYMHK7ClQNVUGX6nuFzl0gNq3759atmyZVl24TOhoaGy2+0FeialpaUV6BXlFh4eXuB+5PT0dM/67v+np6erdu3aXuvkvSUvv8DAQM/9rvlZ8R/W5557TlLlH6/IKkJCQjR8+HBJlf+a2mw2RURE6JVXXqnQMaDyK80YUO4nqrjHPXCPceCLMaAcDoduueUWzZgxo8Lf2+73aUnGgMo7mKS73YU9irhDhw5KTk5WcHCw9uzZI+n/ruOlztfdnsLGgCrLtSqsncWdg3tZYddHUqHr+pK7Tflfh0UdyzCMCn8t5VXcNa3KCqtT3mt1/Phxn4wBZYa8Y0CVJSzLOwZUeHi46tevX+IxoNyfLWV9TeW/5pcaA8r92Sdd+r3v3rdZY0D5KqisqDGgLl68eMn1ChsDqrhzrmyff6Xhfr1MmjRJP//8s2ljQG3cuFFBQUEF/qgdGhqqunXrFjoGVLNmzXTy5Mkix4Bq2LBhgffCHXfcUa7DbxR2u39xgoKCin0Nlub9aLPZPO9Hd6eByva5LZV8DCj3Q7Iu9R69XMV9dkVFRWnChAn69NNP9dVXX1my40VFqUy/U5itzGNARUZG6sYbb9SNN96oBg0a+LJtpTZu3Di1aNFCw4YNk/T7h8eoUaN0yy23lHgQ8pdeeklNmjTxGoT8jjvu0B133CGp6g5CXh7KOgil0+ks0SNeS7qd0+ks8Esjyn+wUHd9goODS/xIXfzOXwZ2rQqolTX46il4+T/TJBX4dyj/04zGjBnjCVJLepz58+cX+MWzqPa4j325/5ZWNpXhPVWSa+sOAm666Sav0N8K/9756rVSGWplRWa9V/N/9uSXfxy3+Ph4rVy50nMrbFRUlO66665CP9/cPwcHB3uNMxkTE6Pt27d7jud+Cp477LjhhhtUu3Zt2Ww2tWnTpthwrCRPXyvu2o0fP16JiYme3r89e/b0bOM+Z/c5Pvfcc5XqMzPvw2Pyj7UnqchxytzX2V2PvLc25x0jLP9T8Hbt2uX1ns3/71RCQoJXnc14aqOV+dtnX7kMQr5hwwatX7/e84HRqlUr3XjjjYqNjS23J9/llZycrOnTp2vEiBFq0aKFli1bpo0bN+qtt95SeHi4pk2bpjp16mjw4MGSpL1792rChAkaPHiwrrvuOiUlJWnRokVKSEhQkyZNJP3+1/IvvvhCo0ePVkREhD766CMdPnxYb775pidhLikCqOL525vQX1En66BW1kGtrKGiAvjK8IuN1fCesg5qVbnkD2Datm2r06dPq06dOpo4caI6duyoFStWeIVK+R9ikv9pu4U9+dIdTuTtUZM/MMkbVrmXxcTEaNu2bZ4eS+3bt1dERIRXQFSWoMMdwOXdV1JSktc1uVTAVRHyt3vcuHE6deqUunTp4lUH9x/X3b1C81/fMWPG6Pz58/r55589wWJh5+w+Xt7eY/mDqvyvpcp43SqSv332lTSAKtMteF27dlXXrl2VkZGh5ORkbdiwQbNmzdKcOXPUvn17/fGPf9QNN9wgh6NMhymx2NhYZWRkaMGCBUpLS1PTpk01btw4z610p06d8ho0vXXr1hozZow++ugjzZ8/Xw0bNtQzzzzjCZ8k6a677tKFCxc0Y8YMnTt3Tm3atNG4ceNKHT4BAACURt7bhgGgPMTFxWnmzJmeQGLr1q0KCAjQ4cOHPevk/2xy3wqbN8yYOXOmV8+bvPPi4+N17ty5Ar2sevbs6dVbMz4+XuPHj/e0xW63a+vWrZ71DcPw3N6fN7CXfg8/8gZehSksGCvs1nNJXtckODi4RPsvT0lJSV4PeDh//rwmTJjgFWwU9W9K/tuipd+vTd5Qz31d8+4rMTFRb7zxhnbv3u3pOZWcnOzZR/7XUv59oGoqUw+owqSkpGjDhg3asGGDjh8/rpCQEP3hD39Qt27d1KZNG18eynLoAVU8f0uB/RV1sg5qZR3Uyhqok3VQK+ugVpWPO8zJ3wtmzJgxeuaZZ4qsU2E9Xty9YvL3gnH3oHGz2+16+OGHC/SQyd+zxx1a2Ww23XzzzZ6Qq6j1i+oNVdL18l+T/D2GKsttZfnP54svvlDHjh3L9J4qSS/cS11HevIWzd8++0raA8p+yTVKKSgoSNWqVfMMwm2z2bRp0yaNHz9eL7zwgo4ePerrQwIAAAAAfCA+Pl4TJkzQoEGDvJ6E2r1792K3i4uL81o/Nja20HnuY4wZM0bS/w1CXlgPGXdPm2HDhmnMmDGenjaGYWjQoEEF1s/fEyg5ObnQtpZ0vfzX5Ny5c6XazlecTqfGjx8vp9NZZPvc1ykxMVF33nlnmY/pPufigqP8x82/bkn2garFJz2gzp8/r2+//VYbNmzQ7t27ZbPZFBMTo27duun666+X3W7X999/r7lz5yo8PFxTpkzxRdsthx5QxfO3FNhfUSfroFbWQa2sgTpZB7WyDmpVueXtwTJkyJBL1qmwHi/F9YIpbQ+ZS61vVg+osm5XFqU9Ju8pa/C3OpXLIOQ//PCD1q9fry1btig7O1vNmzfXH//4R8XFxalWrVoF1v/mm280a9Ysz+BnVQ0BVPH87U3or6iTdVAr66BW1kCdrINaWQe1sgYr1amkoZavn6BtltIO5u2LJ4vnHxsLvmel91RJlMsg5K+//rrq1q2r22+/Xd26dVOjRo2KXb9p06a68cYby3JIAAAAAEAlZ3aQUdT+S/oAh8t90EN5PyCiPAfzztvbKu+g8YCvlCmA+tvf/qZrrrmmxOu3aNFCLVq0KMshAQAAAACVmNlBRlUKSop6Mp8ZChsby1+vKypGmQYhL034BAAAAADwf6Ud5Pty9m+32z1PxiuvwcArSnkN5l3UoPGAr5SpB5Tb4cOH9eOPPyo1NVWSVL9+fXXo0EFNmjTxxe4BAAAAABZh9m1jISEhcrlckiSXy6Xg4GCf7r8wVWFspPLsbYWqqUwBVHZ2tt59912tW7dO0u8DaUmSYRj68MMPdeONN2rkyJFyOHyScwEAAAAAKjmzg4xz587Jbrd7Qqg9e/b4dP/5VbVb/vz13FDxypQMzZs3T+vWrVN8fLxuvfVWNWjQQDabTSkpKVq2bJm+/vpr1axZU0OGDPFRcwEAAAAAlZ2vg4y8PZDcPazyLnM6naYFJ4yNBPhGmcaAWr9+vW688UY9/PDDatSokQICAmS329WoUSMNHz5cXbt21fr1633VVgAAAABAFePugZSYmKihQ4dK+j3gct+BY8Y4U3kxNhLgG2UKoHJyctSqVasil7du3Vq5ubllOQQAAAAAoAorrAfSoEGDZBhGuYRC7lsKhw0b5te33wFmK9MteO3bt9fWrVuLfANu3bpV7dq1K8shAAAAAABVkPu2u5CQkAI9kMp7wGzGRgLKrkwB1MCBA/XWW2/p9ddfV+/evRUZGSlJOn78uFasWKHU1FQ9+eSTyszM9NquZs2aZTksAAAAAMCP5R34Ozc3V2PGjNH58+e9wiZCIcBayhRAPfnkk5Kkw4cP64cffih2nbw+/vjjshwWAAAAAODH8t92d/78eU2YMKGimwWgDMoUQPXr188z8BsAAAAAAL7gftIdA38D/qNMAdSAAQN81Q4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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -539,10 +539,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:18.289358Z",
-     "iopub.status.busy": "2024-01-08T05:08:18.288851Z",
-     "iopub.status.idle": "2024-01-08T05:08:18.295701Z",
-     "shell.execute_reply": "2024-01-08T05:08:18.295163Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.781085Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.780697Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.787403Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.786866Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3299\n",
+       "False    3300\n",
        "True       82\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:18.298104Z",
-     "iopub.status.busy": "2024-01-08T05:08:18.297715Z",
-     "iopub.status.idle": "2024-01-08T05:08:18.301658Z",
-     "shell.execute_reply": "2024-01-08T05:08:18.301109Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.789752Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.789373Z",
+     "iopub.status.idle": "2024-01-09T05:07:54.793143Z",
+     "shell.execute_reply": "2024-01-09T05:07:54.792605Z"
     }
    },
    "outputs": [],
@@ -589,16 +589,16 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-08T05:08:18.304067Z",
-     "iopub.status.busy": "2024-01-08T05:08:18.303679Z",
-     "iopub.status.idle": "2024-01-08T05:08:18.557370Z",
-     "shell.execute_reply": "2024-01-08T05:08:18.556671Z"
+     "iopub.execute_input": "2024-01-09T05:07:54.795375Z",
+     "iopub.status.busy": "2024-01-09T05:07:54.795015Z",
+     "iopub.status.idle": "2024-01-09T05:07:55.044703Z",
+     "shell.execute_reply": "2024-01-09T05:07:55.044040Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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Vp08fORwOtWnTJmJ3ewMAVAwERQXYsGGD5s2bp23btunIkSN68MEHSzxG38cwDH3yySf6+uuvlZGRoTPOOEN9+vTRtddeW0atBgCEKjMzU4cPH5Yk1atXz7/8+uuv19y5c9W0aVNdc801SkpK8v/i9fLLLwf0hvG5++679e2332rKlCkaO3as9u3bp3nz5qljx44BP1OmTZumxYsX53t+SYKiY8eOSVKhc/j4lueeyLig+VZ69OgRdFDk62mR+zq98soruvfee1WrVi317t1bjRo1UlxcnCwWi3+upbzX6s4779QzzzyjyZMn+4OiN998U7Gxsf6JgIvjO8/CwojiFDZfjN3+19ckj8fjX7Z161ZdeOGFOnLkiC655BI5nU7VrFlTNptN27dv1/Tp0wt8PRR2nIKO4atr/fr1C9xP/fr18wVFhw4dUnZ2drHz6Zw4caLE887Ur19ft956q2699VZJ0uHDh/XII49oypQpGjZsmHbt2qXY2FhJpXuPSCW/JvHx8fruu++UmpqqefPm+Xso1a1bV3fffbcef/xxxcTEFHk+SUlJkqSdO3cWe+6+bRo0aFDstuXBN7H05s2bi6zxiRMn8i3znXdejRs31vLlyzVmzBh98cUX+u9//yvpr6DuwQcf1KhRo8LQcgCAGREUFeDPP//UOeeco8svv1wvvPBCqfbhcrm0Zs0a3XzzzWrUqJFOnDhR4A9vAEDFsXTpUmVnZ6t+/fr+4GTlypWaO3euevXqpfnz5/t/iZX+Gg7y3HPPFbiva6+9VvXr19fUqVP15JNPFjqJte/uQ6XhG762b9++Atf7htrkHuZmFHAXr2D9/vvv+uGHHyRJF110kaS/7sY0ZswYJSUladWqVfnCq2XLlhW4r4YNG6pfv36aO3euNm7cqMOHD2vdunW6/vrrA0Koovh63ixatEgej6dMe5i8+OKLOnTokFwul4YOHRqwbubMmf671IXCN+H0/v37/ROF57Z///58y2rWrKmcnBx/0FkWateurcmTJ8vtdmvHjh1at26dOnfuXOr3SLDOOussTZ06VYZhaMOGDfrmm2/02muvady4ccrJySl0EnGfYF4nX331lSTJ4XD4l/kmQc/bS87n6NGjpZqkuiR87+H+/fv7A52SKqp30LnnnqsPPvhA2dnZ+umnn/TVV1/p3//+t0aPHq3q1asXOzk8ACA6MUdRATp16qTBgwcX2osoKytL77zzjv7xj3/o5ptv1mOPPab169f71+/atUsLFizQww8/rAsuuECJiYlq2rSp2rdvX16nAAAIUk5Ojp555hlJ8vdskaQtW7ZI+muYRu5fgKW/5lDJO+zIJyYmRrfffrt2796tTz75RFOmTFGNGjXyzSVUHN8vs7l7V/h06tRJUuFh08KFCyVJnTt3DuqYxXn++ed16tQpde7cWeeee66kv4aUHT16VMnJyflCohMnTviHyRXk7rvvlvTXnE6+4XkluSucT/fu3dWqVSvt2rUr393D8srJyQmYJylYvtfDgAED8q0rqGdYafjqWtDcUr/99luBPWIuvvhiHTlyJOD7SFmwWq2qXr26pP+FjqV9j5SWxWJR27ZtNXLkSC1YsECS9NFHHxX7vO7du6t58+bas2eP3n777UK3W79+vebOnSu73a5hw4b5l9eqVUtSwT2StmzZ4u8JlltR799gtG7dWgkJCfruu+9Cev0Wxm636/zzz9cjjzyimTNnSirZNQUARCeColKYOnWqNm/erHvvvVfPP/+8Lr74Yj377LP+v9z+8MMPSkxM1A8//KARI0ZoxIgReuONN+hRBAAV1IEDBzR48GAtWrRIjRo10mOPPeZf5+tZlDeMOXDggEaMGFHkfu+8807ZbDbdc8892rZtm2688cYSTbqbm2+Y0I4dO/KtczgcatWqlZYuXao5c+YErJszZ46WLFmili1bFjjXTWlkZmbq2Wef1TPPPKPY2Fi98sor/nWJiYmKi4vTDz/8EPDzLisrS6NHj9bBgwcL3W/Pnj3VsmVLTZ8+XbNmzVKrVq102WWXlbhdVqtVkydPlt1u16hRo/Tee+8V2HNqw4YNcjqdpR6iJhX+evjyyy81ZcqUUu83txtvvFF2u13//ve/A0IJwzD0z3/+s8DQ4b777pMk3XHHHQVOwPzHH3/ou+++K9Hxx44dm29om8+cOXO0ceNG1apVS+edd56k0N4jJbV+/foCe1L5lsXFxRW7D5vNptdff11Wq1WjR4/W3Llz823z888/q1+/fsrKytITTzyhxo0b+9e1bt1a8fHx+vjjj3XgwAH/8lOnThU6TKuo928w7Ha7Ro4cqb1792rUqFEFhm979+7Vhg0bSrzPH374ocBwK5hrCgCITgw9C9LBgwe1aNEivf766/47l/Tr108//fSTFi5cqBtvvFH79+/XwYMH9d133+mee+5RTk6Opk+frokTJxZ51wkAQNnzTeack5Ojo0ePav369Vq6dKlOnz6tCy+8UDNmzFDdunX923fp0kUOh0P//e9/lZycrG7dumn//v2aP3++WrVqVeQcJo0aNdJVV12lefPmSQqul4xPz5499fzzz+uOO+7QgAEDdMYZZyghIUH33HOPLBaLpk+frt69e+v666/XNddco9atW2vTpk366KOPdMYZZ+idd97xD5kJxrRp0/y/+P/+++/aunWrvv32Wx0+fFhnnnmm3n777YAAymq1atSoURo/frzatWuna665RqdPn9bChQt1+PBhXXbZZf4eTnlZLBYNHz5c999/v6T/3fUqGN27d9d///tf3Xzzzbr55pv11FNPqUePHqpXr56OHTumlStX6vvvvw/5bk533323XC6XBg4cqOuuu04NGjTQunXr9MUXX2jQoEH64IMPSr1vn2bNmmncuHF67LHH1KFDB/9d8hYsWKDDhw+rQ4cOWrNmTcBzevbsqfHjx+uf//ynWrRooSuvvFJNmjTRiRMn9Ntvv2nx4sXq1q2bvvjii2KP/9JLL2nMmDHq1KmTLrjgAv81XLVqlZYtWya73a433njDPwdRKO+RklqwYIEeeughde3aVS1btlRiYqJ27dqljz/+WFarVQ899FCJ9tO7d2/NmDFDw4YN07XXXqsLL7xQDodDsbGxWr9+vb788ktlZWXpoYce0hNPPBHw3JiYGI0ePVpPPfWUOnXqpP79+ys7O1sLFixQgwYNCjzPrl27Ki4uTi+//LIOHTrkny9o5MiRQd/58IknntBPP/2kN954Q5988okuv/xyNWzYUAcOHNDmzZuVlpamZ555Rm3atCnR/t59911NnjxZ3bp1U7NmzVSrVi39+uuv+uSTT1SlShXde++9QbUPABBFDBRp4MCBxvfff+9//MMPPxgDBw40hgwZEvDf4MGDjRdffNEwDMN44403jIEDBxq7d+/2P+/XX3/NtwwAUH4kBfwXGxtr1KlTx+jcubNx++23G/Pnzzc8Hk+Bzz106JBx1113GY0bNzaqVKliNG3a1PjnP/9p/PHHH0bjxo2Nxo0bF3rcjz76yJBkXHDBBaVu+8SJE43WrVsbsbGxhqR8x9u4caMxZMgQIykpybDb7UZSUpJx0003GRs3bgz6WN27dw+4TjabzahZs6bRqlUrY9CgQYbL5TJOnDhR4HOzsrKMiRMnGueee65RtWpVo379+saQIUOM7du3G7feeqshydi2bVuBzz18+LBhtVqNqlWrGgcPHgy63T4HDx40xo0bZ3Tt2tWoXbu2YbfbjVq1ahldu3Y1nnrqKWP//v0B2xdVv9TUVEOSsXDhwoDlaWlpxmWXXWYkJCQYNWrUMBwOhzF37lxj4cKFhiQjNTU1YHvfNS2Iy+UyJBkulyvfunfeecfo2LGjUaVKFaNu3brGTTfdZOzevdto27atUbNmzQL3t2TJEmPgwIHGmWeeacTExBh169Y1OnToYNx3333GihUrCnxOQft47LHHDIfDYZx99tlGbGysERcXZ7Rs2dK4/fbbjTVr1uR7TrDvkaLO2zD+er92797d/3jDhg3GfffdZ5x//vlG3bp1jdjYWKNx48bGgAEDjLS0tBKdV247d+40HnzwQeO8884zatSoYVSpUsVo3LixccsttwR878srJyfH+L//+z+jadOmRkxMjHH22WcbDz30UJGfBfPnzzcuvvhio3r16v73le99UNhrLO/55z7+O++8Y1x++eVGrVq1jJiYGKNBgwaGw+EwnnnmGWPHjh3+bbdt22ZIMm699dYCz+W7774zhg8fbrRv396oVauWUbVqVaNZs2bG0KFDjbVr1xZ3CQEAUcxiGGGY1TKKDRo0KOCuZ+np6Zo0aZJefPHFfH+hrVq1qhISEjRr1izNnTvXP8Zb+uu2tEOGDNHjjz/OXEUAUImMGTNGY8eO1ZQpU5gYtgiLFi3SZZddpiFDhujdd9+NdHMqrOPHj6t+/frq2LFjoROEAwAAhIKhZ0E655xzlJOTo2PHjvkn8MyrVatW8ng82rdvn7+LsW++gNzDGQAA0e3333/XG2+8odq1a+uGG26IdHMqNN+dse65554It6RiyMjIUEJCQsAt37Ozs/XAAw8oMzNT/fv3j2DrAABANCMoKkBmZmbArYYPHDig7du3q0aNGmrQoIG6deumV199VbfccouaNGmi48ePa+3atWrcuLE6d+6sdu3aqUmTJvp//+//aejQoTIMQ1OnTlX79u3DMk4fAFCxffbZZ1q1apU++eQT7d+/Xy+88AITwxZg7dq1+vTTT/XDDz9o/vz56tu3ry666KJIN6tC+PDDD/Xkk0+qV69eOvvss3X48GF9++23+uWXX9SxY0eNHDky0k0EAABRiqFnBVi/fr3Gjh2bb3n37t01YsQIZWdn67///a8WL16sw4cPKz4+Xi1atNCgQYPUqFEjSdLhw4f19ttva82aNapSpYo6deqkW265RTVq1Cjv0wEAlLOhQ4dq+vTpql+/voYNG6ann366VBNKR7t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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index 37f97e7..064a713 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2135,3 +2135,4 @@ date,hits
 2024-01-06,996
 2024-01-07,1160
 2024-01-08,1100
+2024-01-09,1100