diff --git a/estimate.ipynb b/estimate.ipynb
index fb51c28..be57737 100644
--- a/estimate.ipynb
+++ b/estimate.ipynb
@@ -5,10 +5,10 @@
    "execution_count": 1,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:11.897293Z",
-     "iopub.status.busy": "2024-01-16T05:08:11.897087Z",
-     "iopub.status.idle": "2024-01-16T05:08:11.906784Z",
-     "shell.execute_reply": "2024-01-16T05:08:11.906184Z"
+     "iopub.execute_input": "2024-01-17T05:08:01.397008Z",
+     "iopub.status.busy": "2024-01-17T05:08:01.396781Z",
+     "iopub.status.idle": "2024-01-17T05:08:01.406517Z",
+     "shell.execute_reply": "2024-01-17T05:08:01.405827Z"
     }
    },
    "outputs": [
@@ -73,10 +73,10 @@
    "execution_count": 2,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:11.942223Z",
-     "iopub.status.busy": "2024-01-16T05:08:11.941711Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.571981Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.571291Z"
+     "iopub.execute_input": "2024-01-17T05:08:01.444344Z",
+     "iopub.status.busy": "2024-01-17T05:08:01.443884Z",
+     "iopub.status.idle": "2024-01-17T05:08:03.952066Z",
+     "shell.execute_reply": "2024-01-17T05:08:03.951409Z"
     },
     "urth": {
      "dashboard": {}
@@ -92,10 +92,10 @@
    "execution_count": 3,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.575071Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.574582Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.838652Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.838027Z"
+     "iopub.execute_input": "2024-01-17T05:08:03.955175Z",
+     "iopub.status.busy": "2024-01-17T05:08:03.954602Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.299961Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.299241Z"
     },
     "urth": {
      "dashboard": {}
@@ -116,10 +116,10 @@
    "execution_count": 4,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.841395Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.841174Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.844439Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.843876Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.302952Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.302732Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.306238Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.305557Z"
     },
     "urth": {
      "dashboard": {}
@@ -136,10 +136,10 @@
    "execution_count": 5,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.846649Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.846453Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.850340Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.849746Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.308599Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.308231Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.312113Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.311506Z"
     }
    },
    "outputs": [
@@ -147,7 +147,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "This notebook was last rendered at 2024-01-16 05:08:12.847334 UTC\n"
+      "This notebook was last rendered at 2024-01-17 05:08:04.309339 UTC\n"
      ]
     }
    ],
@@ -174,10 +174,10 @@
    "execution_count": 6,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.852682Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.852336Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.862697Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.861979Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.314622Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.314258Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.324559Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.323925Z"
     },
     "urth": {
      "dashboard": {}
@@ -197,10 +197,10 @@
    "execution_count": 7,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.865370Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.864897Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.871656Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.871033Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.327147Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.326941Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.333566Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.332882Z"
     },
     "urth": {
      "dashboard": {
@@ -239,10 +239,6 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2024-01-14</th>\n",
-       "      <td>816</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>2024-01-15</th>\n",
        "      <td>776</td>\n",
        "    </tr>\n",
@@ -250,6 +246,10 @@
        "      <th>2024-01-16</th>\n",
        "      <td>1072</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2024-01-17</th>\n",
+       "      <td>924</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
@@ -257,9 +257,9 @@
       "text/plain": [
        "            hits\n",
        "date            \n",
-       "2024-01-14   816\n",
        "2024-01-15   776\n",
-       "2024-01-16  1072"
+       "2024-01-16  1072\n",
+       "2024-01-17   924"
       ]
      },
      "execution_count": 7,
@@ -289,10 +289,10 @@
    "execution_count": 8,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.874181Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.873748Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.877527Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.876984Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.335856Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.335653Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.339370Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.338824Z"
     },
     "urth": {
      "dashboard": {}
@@ -308,10 +308,10 @@
    "execution_count": 9,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.879823Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.879629Z",
-     "iopub.status.idle": "2024-01-16T05:08:12.883232Z",
-     "shell.execute_reply": "2024-01-16T05:08:12.882700Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.341520Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.341327Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.345125Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.344565Z"
     },
     "urth": {
      "dashboard": {}
@@ -340,16 +340,16 @@
    "execution_count": 10,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:12.885691Z",
-     "iopub.status.busy": "2024-01-16T05:08:12.885336Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.177139Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.176392Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.347473Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.347105Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.639484Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.638751Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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HLVq0qHUK6qZNm2QYhk477TQ1bdrU/5m45pprJElbtmwJuP7222+Xw+HQX//6V/+53bt3a/78+erdu7cuuugi//lrr71W8fHx8ng8yszMlGma+uGHH477WgAAsYc1iCr56quv9Nprr2njxo366aefdO+991ZbrPBY5s6dq3nz5lU7n5iYqOeffz6YpQIATkC7du309ddfa+vWrdVuGzx4sD+oKS0ttf1aHKecckqN59u1aydJNQY9VT311FPq3r27nn32WU2fPl3Tp09XQkKCMjIyNGPGDKWmpkqS9uzZI0l65ZVXjvl4Bw4c8P/8xz/+UXfffbdatmypSy+9VJ07d/Z/IV6wYIHWrFlT48LIFfVX5fP51LJly4Aty4+n8vo7lSUkJKisrKzOj3O8xyovLz+hx6rJ1VdfrUWLFmnGjBn6xz/+4Q8Ezj33XOXm5urSSy9t0ONXvB9q26Wvffv22rRpk3w+X8AObG3btpXD4WjQc0tH369XXXWVzjnnHPXs2VOZmZlat25drdfHx8erc+fO+u1vf6tTTjlF1113nbKzszVz5kz/NTfffLO+/PJLrVmzxh/uJCcn69e//rUOHTqku+++Ww8//HDAgvIPPfSQevfurT/+8Y/Kz89XWVmZ0tLStGjRIi1evFhr165V27Ztj/t6Kn6fx/scVrZhwwb1799fP/30ky688EJddtllatGiheLj41VYWKjnnnuu2meie/fuuvzyy/XGG2/ohx9+0Kmnnuq/7te//nXAtf3799cHH3ygadOmad68ef7/Ju3Vq5cmT56s66677rivCwAQGwiIKjl8+LC6du2qSy65JGDnh7q68sorddlllwWcy8nJ0amnnhqsEgEA9TBw4EAtW7ZMb7/9tm655ZZwl3NcFSMVSktLa7zd5/PVGkzs2LGjxvMVC/HWZZv1+Ph43X333br77ru1c+dOLV++XP/617/0yiuvqKCgQAUFBUpMTPQ/1sKFC6vtGFWT0tJSTZkyRe3atdPnn39eLZSoGJFUk9rCCLfbrT179qi4uPiEQiI7ueKKK3TFFVfo4MGDWrlypRYtWqS//OUvGjFihL744gudfvrp9X7sih5u3769xv9e2bZtW8B1FYIRDlXWpUsXnX766Vq9erV2796tk08++bj3GT58uCQF7Gb33//+V++9955atWpV4winikWmP/vss2q3XXPNNf4RO5VNnz5dknTeeecdt6aK39PxPoeVPfnkk9qzZ4+effbZgN3rJOnll1/Wc889V+Nj3X777Vq6dKn+9re/afr06Xr66aeVlJSkzMzMatdecMEFWrRokQ4fPqzPPvtMS5cu1Z///GeNHz9ebdq0qbaQOwAgNjHFrJKzzz5b48aNq3XUUElJiUzT1K9//WvdeOONmjRpkgoKCvy3JyUlye12+//4fD4VFRXVOGwbABA6N998sxISEjRv3rxq053qq2Ja0YmOOKmLli1bSpI2b95c7bb169cfcxTQe++9V+1cWVmZli9fLkkBuzrVRdu2bXX11Vdr7ty5uuSSS/TDDz/4R3icf/75ko5uw14Xu3fvls/n04ABA6qFQwcOHKh1etGxnH/++bIsS0uXLj3h+0aK+Pj4Or2PmjVrpksuuURPPvmkJk2apCNHjmjJkiUNeu6K90PlkKXC+vXrVVRUpG7dutUaSAZTxQi/mqbs1aRi2lXlXQePHDkiSdq/f7//58oqtrevuitbbX744Qd9+OGH6tu3r84444zjXn/OOedIqvlzuG/fPq1evbra+fXr10tSjeFUTY9TYcSIEercubOeffZZvfnmm/ruu+80duxY/98fNUlMTNSAAQOUk5OjP/3pT5KOBrwAAEgERCfk73//u77//nvdfffdevzxx3X++efr0Ucf9f/rWlXvvPOO2rdvr969e4e4UgBAZaeeeqoeeughHTlyRMOHD9eKFStqvM7n89X5MVu2bCmHw6FNmzYFqcr/Oe2005ScnKyFCxdq586d/vPFxcW66667jnnfd955R4sWLQo4N3PmTP3www8aMmSIunTpcsz7Hz58WB9++GG18yUlJf61Xpo2bSpJGjVqlE499VR5vV7/luNVffTRR/r5558lHQ2bmjZtqs8++yxg2llJSYl++9vf1rj20PHceeedkqT/7//7/6qt0yJVX7slErVu3Vq7du1ScXFxtdvef//9GkeSVYxQqehFfVWMqJs6dao/PJGOhor33nuvysvL9ctf/rJBz1Hhu+++qzHcLC8v14MPPqidO3dqwIABAQHH559/XmN4duDAAf32t7+VdHSEVYXWrVurd+/eKi0tDdgaXpIOHTqkqVOnSpKGDh0acNv+/furPceePXt0/fXXq7y8XHl5eXV6jaNGjVLLli310ksvadWqVQG3TZkypcbX37VrV0nVQ7o33nhDzzzzTK3PFRcXp1/96lfauXOnv48TJkyodt2KFStqfG8F6z0EAIgeTDGro927d+vdd9/VrFmz1KpVK0lHp5StWbNGy5Yt0/jx4wOuP3LkiD744AN5PJ4wVAsAqCo7O1uWZemRRx7RwIEDde6556p///5q1aqVfD6fCgsL9Z///EeSAhZ4rU3z5s2Vnp6uDz74QNdff7169uyp+Ph4XXnllQ1avFc6umDyb3/7Wz3yyCM6++yzddVVV6m0tFRvvfWWOnTooA4dOtR635EjR+qqq67SVVddpdTUVK1evVpLlixRq1atNGvWrOM+d3FxsQYNGqTU1FSde+656tKliw4dOqS33npLX3/9ta688kr/P3w4nU69+uqruvzyy3XFFVdowIABOuuss9S0aVNt3rxZn376qTZs2KBt27apadOmiouL01133aXp06erb9++GjVqlI4cOaJly5Zp7969GjJkiJYtW3ZCv6vLLrtMDz30kKZOnarevXvL4/GoU6dO2rFjh5YvX67zzz8/YK2ZSDR06FB9+umnGjZsmC666CIlJiYqLS1NI0eO1F133aUtW7Zo4MCB6tq1q5o0aaLPPvtM77zzjrp06aJx48Y16LkHDBig+++/X4899pjOOOMMjR49Ws2aNdOSJUu0bt06DRo0SPfdd19QXufixYs1ceJEDRo0SN26dVPr1q21Y8cOvffee9qwYYPatWunv/3tbwH3ycnJ0YcffqgBAwb416vavHmzlixZ4h+NNnHixID7/OlPf9IVV1yhqVOn6q233tKAAQNUXFysJUuW6Mcff1RqaqqysrKqPc/SpUt1wQUXqG3bttqyZYtee+01+Xw+zZgxwz+d7XiaN2+up59+Wtdee60uvPBCXXvttWrfvr2WL1+udevW6aKLLtL7778fcJ877rhDzz77rMaMGaPRo0erQ4cOWrdunZYuXaqxY8dqzpw5tT7frbfeqpycHG3ZskV9+/bVBRdcUO2axx57TO+8844uvPBCdevWTc2bN1dBQYGWLFmili1b6le/+lWdXhsAIAaEZ/O0yDdmzBhr5cqV/uPPPvvMGjNmjHXDDTcE/Bk3bpz15JNPVrv/Bx98YI0bN8766aefQlg1AOB4vvnmG+vuu++20tLSrBYtWlgJCQlWy5YtrX79+ll333239dlnn1W7T03b3FuWZX3//ffWiBEjrFatWlkOhyNgC/PK26Afi2rY5t6yLKu8vNzKzc21unfvbjmdTqtTp07WfffdZx08ePCY29w/++yzVn5+vnX++edbTZs2tVq0aGFdffXVdd4m/ciRI1ZeXp41bNgwq1OnTlZiYqJ18sknW+np6dZf/vIX6/Dhw9Xus2PHDisrK8vq06eP5XK5rGbNmlmpqanWNddcYz3//PNWSUmJ/9qSkhJrxowZVu/eva2kpCTrlFNOsW644QarsLCwxt9zxe/xpptuOmbdr7/+unX55ZdbLVu2tJo0aWKlpKRYHo/Hevvtt/3XVGxzP3ny5Bof41jbzVd1vLouvvjian2tbZv7AwcOWBMmTLA6duxoxcfHBzzunDlzrHHjxlmpqalWs2bNrJNOOsnq06ePNWnSJGvnzp11qrUur+3ll1+2Bg4caDVv3txKTEy0Tj/9dGvq1KlWcXHxCT9Wbb788kvLMAwrLS3Nat26tRUfH28lJydb/fr1syZPnmzt2bOn2n0WLVpkXX/99VaPHj2s5ORkKyEhwWrTpo01dOhQ669//WvAe6uyNWvWWDfccIPVqVMny+l0WklJSdbpp59uTZw4scb/Nlu0aJE1ZMgQq02bNpbT6bROOeUUa/To0dZHH310wq/TsizrzTfftAYOHGi5XC7L7XZbV155pfX111/X+nfJhx9+aA0ZMsRyu91W8+bNrYEDB1rz588/7nvWsizL4/FYkqyZM2fWePsbb7xh3XzzzVbv3r2t5ORkq2nTplbPnj2tO++80yosLKzX6wMARCeHZTXCHrtRYOzYsQG7mK1YsUJ/+tOf9OSTT1bb5rRi7aHKcnJy5HK5gvavbgAAAEBl5eXlSk1N1Y4dO7Rt2zYlJyeHuyQAgI0xxayOunbtqvLycu3bt++4awrt3LlTBQUFuv/++0NUHQAAAGLNvHnztHHjRk2YMIFwCADQYARElRw6dChg+9GdO3eqsLBQzZs3V4cOHTRo0CDNnDlTmZmZ6tatm/bv368vv/xSXbp08e9aIR1dINTtdp/wTjEAAADA8UyfPl179+7V008/rWbNmlVbhwkAgPpgilklBQUFevjhh6udv/jii2UYhkpLS/Xqq6/qvffe0969e5WcnKwePXpo7Nix6ty5s6SjQ30Nw9BFF12k6667LtQvAQAAAFHO4XDI6XTq9NNP1+OPP65LL7003CUBAKIAAREAAAAAAECMizv+JQAAAAAAAIhmBEQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDi2uf8/P/30k0pLS8NdRsRr06aNdu3aFe4ycBz0yR7ok33QK3ugT/ZAn+yDXtkDfbIH+mQf0darhIQEtWzZsm7XNnIttlFaWqqSkpJwlxHRHA6HpKO/Kza/i1z0yR7ok33QK3ugT/ZAn+yDXtkDfbIH+mQfsd4rppgBAAAAAADEOAIiAAAAAACAGEdABAAAAAAAEOMIiAAAAAAAAGIci1TXweHDh3X48OFwlxERiouLdeTIkWrnHQ6Hmjdv7l/UCwAAAAAA2AcB0XEcPHhQDodDJ510EuGHJKfTWeNub0eOHNGBAwd00kknhaEqAAAAAADQEEwxO47S0lI1bdqUcOg4mjRpEpPbAAIAAAAAEA0IiI6DYAgAAAAAAEQ7AiIAAAAAAIAYR0AEAAAAAAAQ4wiIotTo0aOVnZ1d6+0dO3bU0qVLQ1gRAAAAAACIVAREMeqLL77QkCFDJEmbN29Wx44dtW7dujBXBQAAAAAAwoFt7mNU27Ztw10CAAAAAACIEIwgimKWZWnq1Knq06ePzjrrLM2YMcN/W+UpZueff74k6fLLL1fHjh01evRoSdKKFSt0xRVXKDU1Vb1799aoUaO0efPm0L8QAAAAAADQqAiIQsg0TaWnp8s0zZA83yuvvKKmTZsqPz9fDz74oJ566im9//771a57/fXXJUn/+te/9MUXX+hvf/ubSktL9ctf/lLnn3++/vOf/+i1117T9ddfL4fDEZLaAQAAAABA6BAQhZDX61VRUZG8Xm9Inq93796655571L17d40ZM0ZpaWlavnx5tetat24tSWrZsqXatm2rli1b6r///a/279+vX/ziF+ratat69OihsWPHKiUlJSS1AwAAAACA0CEgCiHDMJSSkiLDMELyfL179w44btu2rXbv3l2n+7Zs2VJjx47V9ddfr5tuuknPPPOMduzY0RhlAgAAAACAMCMgCqHMzEytXLlSmZmZIXm+hITANcgdDofKy8vrfP+nnnpKr732mvr166fXXntNF154oVatWhXsMgEAAAAAQJgREEFOp1OSagyPzjjjDN1555167bXX1KtXL7366quhLg8AAAAAADQytrmHTj75ZCUlJWnZsmVq3769EhMT5fP59OKLL+rSSy9Vu3bt9MMPP2jjxo269tprw10uAAAAAAAIMkYQQQkJCXrkkUf0wgsv6JxzztEtt9wil8ul9evX61e/+pUuvPBC3X///br55pt10003hbtcAAAAAEAdhXo3bdiXw7IsK9xFRIJdu3appKSk2vn9+/crOTk5DBVFJqfTWePvSeJ3FSkcDofat2+vbdu2iY935KJP9kGv7IE+2QN9sg96ZQ/0yR7C3af09HQVFRUpJSVFK1euDPnz20m4e9UYnE6n2rRpU6drGUEEAAAAAEAUMk1TBw4ckNvtDtlu2rAvAiIAAAAAAKKQ1+uVz+dT8+bNQ7abNuyLgAgAAAAAgChhmqZSU1OVkpKi1q1bKyUlhdFDqBN2MQMAAAAAIErk5eWpuLhYkrRu3Tpt2rQpzBXBLhhBBAAAAABAFDAMQz6fz398xhlnhK8Y2A4BUR2Ul5eHu4SIFy0rvAMAAACAXS1cuDDgeM+ePWGqBHZEQHQcTZs21X//+19CouP4+eeflZiYGO4yAAAAACDmmKapPn36BPzDvcvl0oEDB2SaZhgrg52wBtFxJCQkqFmzZjpw4EC4S4kITZo00ZEjRwLOWZalhIQEAiIAAAAACDHTNDVp0qRqszqOHDmi4uJieb1edjBDnRAQ1UFCQoKSk5PDXUbYORwOtW/fXtu2bWNKGQAAAABEgLy8vGrfz+Lj4zVy5EitWrWKHcxQZwREAAAAAADYkGma2rdvn//Y5XKpdevWMgyDUUM4YQREAAAAAADYUE5Ojn/0kNvtVlZWFsEQ6o2ACAAAAAAAmzEMQ8XFxf7jwYMHy+v1+o+9Xi8jiXBCCIgAAAAAALAR0zS1YMGCgHP5+fkqKyvzh0RFRUUsUI0TQkAEAAAAAIBNmKapiRMnBpxLSUlRv379AhalrhhBBNQVAREAAAAAADaRk5MTcOzxeAKmllVg5BBOVFy4CwAAAAAAAMdnmmbAukO1hUNAfRAQAQAAAABgA5XDIJfLRTiEoCIgAgAAAAAgwmVkZKioqEjS0XAoOzs7zBUh2hAQAQAAAAAQ4dasWeP/uXXr1nVaY8g0TaWnp8s0zcYsDVGCgAgAAAAAgAiWkZERcFzX3cm8Xq9/u3vgeAiIAAAAAACIUKZpBoweys3NrfMOZYZhKCUlhe3uUSdscw8AAAAAQISqPPonLS3thLavz8zMZLt71BkjiAAAAAAAiDCmaSo1NVVFRUVyuVzKzc3V4sWLw10WohgjiAAAAAAAiCCmaWrixIn+4yNHjjASCI2OEUQAAAAAAESIquGQJI0cOdJ/G7uSobEQEAEAAAAAECHy8vICjj0ej38dInYlQ2MiIAIAAAAAIAKYpimfz+c/rhwOSexKhsZFQAQAAAAAQIhlZGSoY8eOysjIkFR9apnD4VB6enrAfTIzM7Vy5UrWI0KjYJFqAAAAAABCyDAMrVmzRpK0Zs0apaamqri4OOAay7Lk9XoJgxAyBEQAAAAAAISIYRhasGBBwLmq4ZDT6dQpp5zCVDKEFAERAAAAAAAhYJpmtXCoKpfLpezsbEYOIeRYgwgAAAAAgBCoukNZTVq3bk04hLAgIAIAAAAAoJENHz682g5lHo9HDodDLpdLHo+HHcoQVkwxAwAAAACgEZ133nn+Raklye12+7evT09Pl9fr9f8vEC6MIAIAAAAAoJHccccdWrVqlf/Y6XQqKyvLf+z1elVUVEQ4hLAjIAIAAAAAIMgMw1DHjh0DFqVOS0tTYWFhwBpDhmEwtQwRgSlmAAAAAAAEUU1b2UvSuHHjqp3LzMxkUWpEBEYQAQAAAAAQJDVtZe9wOCSJaWSIaAREAAAAAAAEgWmamjhxYsC56dOna9asWfWeRmaaptLT02WaZrDKBGrEFDMAAAAAAIIgOzs74Njj8SgzM1Pt27fXqFGjZFnWCT9m5UWsmYqGxsQIIgAAAAAAGigjI0MlJSX+Y4/H0+ApZaZp6sCBA3K73SxijUZHQAQAAAAAQAMYhqE1a9b4j9PS0oKy3pDX65XP51Pz5s0ZPYRGR0AEAAAAAEA9Vd2xLC0tTYsXL5Z0dARQ//79NXv27Ho/dn3XLgJOFGsQAQAAAABQT5XDIZfL5Q+HpP+tHzR9+nSNGjXqhB+7YtRQxWgkRhGhMTGCCAAAAACAesjIyAg4rrpIdcUIoAceeKDez1F5keoTwe5nOFEERAAAAAAAnKCMjIyAdYcqdiyrLDMzU5988okmTJhQ7+ep7zSz+gZLiF0ERAAAAAAAnKDGWJS6JpmZmVq5cuUJTy9j/SKcKAIiAAAAAADqyDRNpaam+o+dTmfAukORor7BEmIXAREAAAAAAHWUk5Oj4uLigGMgGkTULmZfffWVXnvtNW3cuFE//fST7r33XvXv3/+Y9ykoKJBpmtq8ebNat26ta665RoMHDw5NwQAAAACAmGGaZkA4VNO6Q4BdRdQIosOHD6tr16765S9/Wafrd+7cqenTp6tPnz567LHHdMUVV2j27NlavXp14xYKAAAAAIg5lUcLuVwuFoBGVImoEURnn322zj777Dpf/+abb6pt27b+xDYlJUXffPONXn/9dZ111lmNVCUAAAAAINYYhhEweqjqlvaA3UVUQHSivv/+e/Xt2zfgXFpamv75z3/Wep+SkhKVlJT4jx0Oh1wul/9n1K7i98PvKbLRJ3ugT/ZBr+yBPtkDfbIPemUP9Cl07rjjDi1YsMB/7PF4dNNNN9XpvvTJPmK9V7YOiHw+n1q0aBFwrkWLFiouLtaRI0fUpEmTaveZP3++5s2b5z/u1q2b8vLy1KZNm0avN1q0a9cu3CWgDuiTPdAn+6BX9kCf7IE+2Qe9sgf61PgWLlzo/7lp06aaP3/+CT8GfbKPWO2VrQOi+rjqqqs0YsQI/3FFMrhr1y6VlpaGqyxbcDgcateunbZv3y7LssJdDmpBn+yBPtkHvbIH+mQP9Mk+6JU90KfQGD58eMDvNzs7W9u2bavz/emTfURjrxISEuo8IMbWAZHb7da+ffsCzu3bt08ul6vG0UOS5HQ65XQ6a7wtWt4Ajc2yLH5XNkCf7IE+2Qe9sgf6ZA/0yT7olT3Qp8ZjGIbWrFnjP/Z4PLrxxhvr9ftu7D6Zpimv1yvDMNhZrYFi9TMVUbuYnagePXroyy+/DDi3du1a9ezZM0wVAQAAAACiReV1h9LS0iJ61zKv16uioqKIrhGRLaICokOHDqmwsFCFhYWSjm5jX1hYqN27d0uSXnrpJc2cOdN//WWXXaadO3fqhRde0JYtW/TGG2/oo48+0hVXXBGO8gEAAAAAUcA0TXXt2jXg3OLFi8NTTB0ZhqGUlBQZhhHuUmBTERUQ/fDDD7r//vt1//33Szr6obz//vs1Z84cSdJPP/3kD4skqW3btnrggQe0du1a3XfffVq0aJEmTJjAFvcAAABAHZimqfT0dJmmGe5SgIiSk5MTsPu1x+MJXzF1lJmZqZUrVwZML+MzjhPhsGJxYl0Ndu3aFfAXAKpzOBxq3769tm3bFpPzMe2CPtkDfbIPemUP9Mke6FPkSU9PV1FRkVJSUrRy5Ur/eXplD/SpcRiGUW1qWUNGD4WzT7V9xlGzaPxMOZ3OOi9SHVEjiAAAAACEDlNSgOoqb2nvcrkifmrZsfAZx4kgIAIAAABiSOUpJzVNSQFimWEY1ba0r4ldpm7xGceJICACAAAAYoRhGJo4cSI7HQE16N+/f8DUstzc3FqDFXYMQzQiIAIAAABiROUvv0w5Af4nIyNDW7Zs8R+7XK5jjrqxy9Qtu4x0QmQgIAIAAABiQNUviEw5AY7KyMjQmjVr/Mfx8fG1Ti2rEElTt44VAjHSCSeCgAgAAACIcqZp6qGHHvIf22HLbiAUTNMMCIfS0tK0adOmiAh+pLqNADpWCGSXkU6IDAREAAAAQJTLzs5WWVmZpKPrqjCaADgavkycONF/7HQ6I27HsrqMADpWCBRJI50Q+QiIAAAAgChmGIZKSkr8x3xRBI6qOo0sJycnTJXUri4jgAiBECwJ4S4AAAAAQOMwTTNgYeq0tLTwFQNEkIyMjIDg1OPxRGTAkpmZGZF1IToxgggAAACIUpVHRLhcroibPgOEg2EY1dYdYtolQEAEAAAARCXTNFVcXOw/Pt6uTEAsqGlUHcEpcBQBEQAAABCFqo4eYpoKYl3VRaklEQ4BlRAQAQAAAFHGMAxGDwGV1BQOeTye8BQDRCgCIgAAACCKVJ1CE6mL7wKhVHWHMo/Hw7pDQBUERAAAAEAUqTq1jC/BiHVV1+MiHAJqxjb3AAAAQJRgYWogkGEYASPqCE2B2jGCCAAAAIgCVddYYWFqQAHhkERoChwLAREAAAAQBaquscIXYcQy0zTVtWvXgHOsxwUcGwERAAAAYHM1rbHCF2HEsuzsbJWUlPiPWXcIOD4CIgAAAMDGappaxhdhxDLDMALCobS0ND4TQB0QEAEAAAA2lpeXF3DM1DLEqoppZZXXHUpLS9PixYvDVxRgIwREAAAAgE2Zpimfz+c/ZmoZYlleXl61kUOEQ0DdERABAAAANlV5YWq32800GsQswzACwlJJ2rNnT3iKiRCmaSo9PV2maYa7FNgEAREAAABgQ4ZhBCxMnZWVFcZqgPDKz88POE5JSZFhGGGqJjJ4vV4VFRURHKPOCIgAAAAAG6q8zgpTyxCrTNNUnz59FBf3v6+2Ho9HK1eujPnPhGEYBGU4IQnhLgAAAADAicnIyAg4ZoQAYlHVHfzcbrcKCgrCWFFkyczMjPmQDCeGEUQAAACAjRiGoTVr1viPPR5P+IoBwqjyGlwAGo6ACAAAALAJ0zSrbeHN6CHEGtM0lZqaGrAGl8vlYh0uoIGYYgYAAADYRHZ2tv9nl8vFFt6ISTk5OQHhkMfjISgFgoARRAAAAIANGIahkpIS/3HlsAiIFRkZGdXCofT0dLZzB4KAgAgAAACIcDVNLWPxWcQa0zSrrb/l9XrZzh0IEgIiAAAAIMJVXoyXqWWIVZU/B06n0x8IsZ07EBysQQQAAABEMNM0A6bUMLUMsajq56ByWMR27kBwMIIIAAAAiGBVRw/xRRixqPL0MY/HI0msOwQEGQERAAAAEKEMw2D0EKD/TSPLzc1l3SGgkRAQAQAAABGq8sLUHo+H0UPA/2HdISD4CIgAAACACFT1iy8jJRDLqo4YyszM1MqVKwlNgSAiIAIAAAAiTNVt7SvWXAFikWma2rNnjxwOh/r16xfucoCoxS5mAAAAQISpujA1o4cQi0zT1IMPPqjy8nL/uVWrVoWxIiC6ERABAAAAEYSFqQEpIyNDa9asqXaeNYeAxsMUMwAAACCCsDA1Yp1pmjWGQ8f6PJimybb3QAMREAEAAAARgoWpEetM09TEiRMDzuXm5mrLli3H/Dyw7T3QcAREAAAAQARgYWrEOsMwagyH6jKKjm3vgYYjIAIAAAAiAAtTI9ZVDkilwCllx5tCxrb3QMMREAEAAABhZpomC1MjpmVkZAQc5+bmBoSkTCEDGh8BEQAAABBGVddccblcjIJATKm6Y1lNi1EzhQxofGxzDwAAAIRR5allEqOHEFuqhkNpaWk1jhLKzMwkOAUaGSOIAAAAgDCpOrWMbe0RSwzDCAiHnE6nFi9eHMaKgNhGQAQAAACECQtTI1YZhhGwKLXT6aw2mg5AaDHFDAAAAAiDjIwMFqZGTKoaDklSYWFhWGoB8D+MIAIAAABCrOrUGqaWIVaYplnjdvb1faz09HSZptnwwgAQEAEAAAChVvkLcm2L8gLRpuqOfVL17exPhNfrVVFREZ8fIEgIiAAAAIAQqrpNN4vyIhbUFg41ZOScYRhKSUmp9pkCUD8ERAAAAECIVJ1eU9+pNYDdVF2AOi0trcZw6ESmjWVmZmrlypVMzwSChIAIAAAACBF2LUOsMU1TXbt2DViQ3ePx1DpyjmljQPgQEAEAAAAhYJomu5Yh5mRnZ6ukpMR/7PF4jhn+MG0MCB+2uQcAAAAaWdX1V1wuF9NiEPUMwwgIh+qyIHtmZiafDSBMGEEEAAAANLKq668wegjRrup6W2lpaSzIDkQ4AiIAAACgERmGUW39FUZIINpVDkWPteYQgMhBQAQAAAA0ooULF/p/ZmFqxILK6205HA7e84BNEBABAAAAjcQwDFmW5T9mahminWmaeuihh/zHSUlJddqyHkD4ERABAAAAjaDqGiy5ublMLUPUy8vLU1lZmRwOh9xut4qLixlBBNgEAREAAADQCKouTE04hGhmGIY6duwon88nSWrRooWysrLYsh6wEba5BwAAAIKs8hos0tFFeoFoVnmtLUnKyspiy3rAZhhBBAAAAARZ1R2cmGKDaFZ1ra20tDR5vd6AtYdM01R6enrMrUdkmqb69++v2bNnh7sU4LgIiAAAAIAgYgcnxBLDMALW2nK73frxxx9VVFQU8N73er3VzsWCitc9ffr0cJcCHBcBEQAAABBElUcPjRo1KoyVAI2r6kLsLpfLvwZR1bWHDMOIyfWIKl73Aw88EO5SgONiDSIAAAAgSBg9hFhS+f3t8XiUnp4ur9crwzCqrT0Uq+sRZWZm6qabblL79u21bdu2cJcDHBMBEQAAABAkjB5CLDBNUzk5Of4wtPI6W7EYAgHRgoAIAAAACIKMjAxGDyHqmaaphx56SGVlZf5zq1atCmNFAIKFgAgAAABoINM0tWbNGv8xo4cQjaouSC0dXXco1tYVAqIVAREAAADQQHl5ef6fnU4no4cQlRYuXBhwvGXLljBVAqAxsIsZAAAA0ACGYfh3bpIC1yECokVGRoYsy/Ifu1yuMFYDoDEwgggAAABogMpTbtxuN4v0IuoYhhEwhdLtdisrKyuMFQFoDIwgAgAAAOqp6torfGlGtKm67lBaWpoKCgoCglDTNJWeni7TNMNQIYBgISACAAAA6qnymiwej4fRQ4gqpmkGhEMul0vjxo2rdp3X61VRURFrbwE2F3FTzJYuXar8/Hz5fD516dJFt9xyi1JTU2u9/vXXX9ebb76p3bt3Kzk5Wenp6Ro/fryaNGkSwqoBAAAQayqvyeJyufhyjKhTdT2t4uJieb1eZWZmyjRNeb1eGYYhwzD8PwOwr4gKiFasWCHTNHXbbbepR48eev311zVt2jT94Q9/UIsWLapdv3z5cr300ku6/fbb1bNnT23btk2zZs2Sw+HQTTfdFIZXAAAAgFhQdVv77OzsMFYDBFdN29mnpaVpz549/hCo8qihlStXMnoOiAIRNcVs0aJFGjp0qIYMGaKUlBTddtttatKkiZYtW1bj9d9++6169eqlQYMGqW3btkpLS9PAgQO1fv36EFcOAACAWFJ5ZEVaWhpfjhFV8vPzA449Ho8WL14cEAQZhqGUlBRGDQFRJGJGEJWWlmrDhg3yeDz+c3Fxcerbt6++++67Gu/Tq1cvffDBB1q/fr1SU1O1Y8cOffHFF7rwwgtrfZ6SkhKVlJT4jx0Oh3+LRofDEZwXE6Uqfj/8niIbfbIH+mQf9Moe6JM9REufTNNUcXGx/3jJkiVhrKZxREuvol1j9Mk0TcXFxamsrEzS0XBo1qxZ1a676aabmLVRR3ye7CPWexUxAdH+/ftVXl4ut9sdcN7tdmvr1q013mfQoEHav3+/fv/730uSysrKdOmll+rqq6+u9Xnmz5+vefPm+Y+7deumvLw8tWnTpuEvIka0a9cu3CWgDuiTPdAn+6BX9kCf7MHufao8eqhp06Zq3759GKtpXHbvVawIVp9mz56tBx980B8OxcfH6/LLLz/ue3z27NmaPn26HnjgAUny/zxhwoSg1BUt+DzZR6z2KmICovooKCjQ/Pnzdeutt6pHjx7avn27nn32Wc2bN0+jR4+u8T5XXXWVRowY4T+uSAZ37dql0tLSkNRtVw6HQ+3atdP27dv9CzIi8tAne6BP9kGv7IE+2UM09OmOO+7Qzz//7D/Ozs7Wtm3bwlhR44iGXsWCYPZp+PDhAetqSUf/AX7atGkaNWrUMe87bdo0FRUVadq0aZLk//l494sVfJ7sIxp7lZCQUOcBMRETECUnJysuLk4+ny/gvM/nqzaqqMKcOXN00UUXaejQoZKkzp0769ChQ3r66ad19dVXKy6u+hJLTqdTTqezxseLljdAY7Msi9+VDdAne6BP9kGv7IE+2YOd+1R54V6Px6Mbb7zRtq+lLuzcq1jS0D5lZGRUC4fcbreaN28uwzCO+9hVdzGr+Jn3TiA+T/YRq72KmIAoISFB3bt317p169S/f39JUnl5udatW6dhw4bVeJ/Dhw9XmxtYUygEAAAANFRGRkbAMdvaIxpU3ZFPOvqP6llZWXVefD0zMzPgWhZtB+wpotKUESNG6O2339a7776roqIiPfPMMzp8+LAGDx4sSZo5c6Zeeukl//Xnnnuu3nrrLX344YfauXOn1q5dqzlz5ujcc88lKAIAAEDQVP0SXXljFcCuTNPUpEmTqp0vLy8/ZshjmqbS09NlmmZjlgcgxCJmBJEkDRgwQPv379fcuXPl8/nUtWtXTZo0yT/FbPfu3QEjhq655ho5HA7961//0t69e5WcnKxzzz1X1113XZheAQAAAKJR5dFCaWlpjB6C7ZmmqYkTJ/qPHQ6HzjzzTK1bt04jR4485n29Xq+Kiork9XoZLQREkYgKiCRp2LBhtU4pmzJlSsBxfHy8xowZozFjxoSgMgAAAMQi0zS1Y8cOSUfDocWLF4e5IqDhqoaco0aNqnPwWXXNoQqmacrr9apfv35atWqVDMMgQAJshHlYAAAAwDHk5OSopKREkrR27dowVwM0XOXQs8KqVav8tx1v+lhmZqZWrlxZLfypGFmUn5/vH2EEwD4IiAAAAIBamKap4uJi/3FSUlIYqwEarmJqWUXo6XA4lJKSErADWVFRkR566KETXmPIMAylpKRo5MiRAY8JwB4ibooZAAAAEAmqrtHicrmUnZ0dxoqAhjve1DLDMPTQQw+prKzshNcYqrqbGQB7ISACAAAAapCXl+f/2eFwaP369WGsBmi4qlPLPB5PtcCoIuCpaY0hANGNgAgAAACowcGDB/0/jxo1KoyVAMFReT2t+Pj4WtcIYiQQEJtYgwgAAACowjCMgDVaWGwXdpeRkRGwntbxtrIHEHsIiAAAAIBKTNPUggUL/MeMHoLdGYahNWvW+I9rmlpWX3XZ9QyAPRAQAQAAAJXk5OT4f3a5XIwegq1lZGQEBJ5OpzOo7+mKXc/4nAD2R0AEAAAA/J+q29qzaxnsrOrIIZfLFRCABus52NIeiA4sUg0AAAD8n6qjh1ioF3ZVdapkWlqaFi9eHPTnYUFrIHoQEAEAAAA6OhKC0UOIBoZhBIRDkjRu3LjwFAPANphiBgAAAEgBX6g9Hg+jImBLVUcOVai6RhCLSwOoioAIAAAAMa/ql2QW3IVdVV1jyOPx1LhGEItLA6iKKWYAAACIeXl5ef6fPR5P+AoBGqB///4B0ySPtZ29YRjyer0sLg3AjxFEAAAAiGmmacrn80liW3vYl2EY2rJli/84LS1Nq1atqnUKWWZmplauXMlUSgB+BEQAAACIaZVHDyUmJoaxEqB+hg8fHrDuUMeOHbVnzx7/FDLWGwJQFwREAAAAiGmHDx/2/5yVlRXGSoATN378eK1Zs8Z/7PF49Mknn8gwDP/aQ8Feb4jACYhOBEQAAACIWaZp+tdscblcTLeBrdxxxx16+eWXA86lp6dLCpxCVjksCgYWuAaiEwERAAAAYhbTy2BXdd3OXgr+ekPBDpwARAZ2MQMAAEBMMgzDvzi1xPQy2IdhGNXCIY/Ho1WrVoUktMnMzGS0HRCFCIgAAAAQc6qOvnC73XzhhS1kZGQErDnUpEkT5eTk6MYbbwxjVQCiAVPMAAAAEHNycnICjhk9BDswDCMgHJKk0tJSwk0AQUFABAAAgJhSeWFqScrNzeULNiJeTdPKJCkpKSn0xQCISgREAAAAiCmVF6Zm5zLYxcKFC/0/d+zYUW63W263WzNmzDihx2GLegC1YQ0iAAAAxJTDhw/7f87Ozg5jJUDdmKYpy7L8xw6HQwUFBXI4HGrfvr22bdtW58eqvEU94SiAyhhBBAAAgJhhmqYOHTokiYWpYQ+maeqhhx6SdDQYcrvdDdqpjC3qAdSGEUQAAACICaZpauLEif5jFqaGHXi9XpWVlSk+Pl5Tp05tcKjJFvUAasMIIgAAAMSEyjuXORwOviTDFipG/AQjHAKAYyEgAgAAQNSrunPZqFGjwlgNcGyVF5LOzMzUypUrCYcANDoCIgAAAES9yqOHPB6PvF5vGKsBamcYhiZOnOhfSLpCRWhkGAa7kAFoFAREAAAAiGpVRw8RDiGS5efn+3+uvJB0xe5j+fn51cIjAAgGAiIAAABEtcqjh1wuVxgrAWpXMULojDPOUHx8vDweT8C0soq1iEaOHMkuZAAaBbuYAQAAIGoZhhEweig7OzuM1QA1M01TkyZNkmVZOnDggDZt2lTtGnYfA9DYGEEEAACAqGSaphYsWOA/rjoiA4gUeXl5siwr3GWcsMqLaQOwPwIiAAAARKW8vDz/zy6XizVbEHFM01SfPn3k8/kkSQ6HQ1lZWeEt6gRUrIvEZwuIDgREAAAAiDqmafq/dEtMLUNk8nq9/vdpfHy8Hn30UVuNcqtYF4n1kIDowBpEAAAAiDqVF6Z2u922+tKN6GeapvLy8nT48GG5XC4lJiYqKyvLdu9T1kUCoku9AqLCwkIVFRVp0KBB/nOrV6/W/PnzVVJSokGDBikjIyNoRQIAAAB1VXVhajtN2UH0q7wgtSSlpKRo5cqVYa4KAOo5xeyFF17QihUr/Mc7d+7UE088oZ07d0qSnnvuOf3nP/8JToUAAADACWBhakSynJwcfzjkcDhsMT2LxaiB2FCvgOjHH3/Uaaed5j9+7733FBcXp7y8PD366KM6//zz9dZbbwWtSAAAAKAuqn7ZZvFcRBLTNANGt9llzSEWowZiQ70Cop9//lknnXSS//iLL77QmWeeqeTkZEnSmWeeqe3btwenQgAAAKAOatrWHogUGRkZmjhxov/YTqPbWIwaiA31WoPI7XZry5YtkqSffvpJGzZs0ODBg/23Hzp0SA6HIygFAgAAAMdjmmbAl2+2tUckMQxDa9as8R/n5ubaJhySWIwaiBX1CojOO+88LVmyREeOHNH69evldDrVv39//+0//vijTjnllKAVCQAAABxLXl5ewDHb2iNSGIYRMLLN6XRGfdhimqa8Xq8Mw4j61wpEk3pNMRs3bpzS09P1wQcfaN++fbrjjjvkdrslHZ1+9vHHH+vMM88MZp0AAABAjUzTlM/n8x+npaXxpRQRoWo45HK5lJOTE76CQoQ1iwB7qtcIoqSkJN1111213jZ79mw1adKkQYUBAAAAdVH5C7fb7dbixYvDWA1wVNVwyOPxxExgYhiGfwQRAPuoV0BU1c8//6ykpCTFxcUpLi5OTZs2DcbDAgAAAMeUkZERsCtUVlZWGKsB/ic/P9//cyyFQxJrFgF2Va8pZpL0ww8/aNq0abrhhht0yy236KuvvpIk7d+/X4899pgKCgqCViQAAABQlWmaAQv/2mlXKEQv0zSVmpqqsrIySdEdDpmmqfT0dJmmGe5SAARBvQKib7/9VtnZ2dq+fbsuvPBCWZblvy05OVk///yz3nrrraAVCQAAAFRVeWqZ0+mM2i/hsA/TNDVp0iT/qLb4+Piofl+y1hAQXeoVEL388svq2LGjnnzySV133XXVbu/Tp4/Wr1/f4OIAAACAmlSdWhYLC/8ismVkZGjixIkB/3g+cuTIMFbU+AzDUEpKCmsNAVGiXgHRDz/8oMGDB8vpdMrhcFS7vVWrVgE7SQAAAADBwtQyRBLTNNW1a9eA96Qk5ebmRv3ImszMTK1cuZLPHxAl6hUQxcfHByTjVe3du1dJSUn1LgoAAACoiWmamjhxov+YqWUIN6/Xq5KSkoBzhJYA7KheAVGPHj308ccf13jboUOH9O677+r0009vUGEAAABAVVXDIKaWIdwMw5DT6ZQkpaWlacuWLYSWAGypXgHR2LFjtWHDBuXm5uqLL76QJBUWFurtt9/WAw88oP379+uaa64JaqEAAACAYRhyuVxyOByM0kBEyMzMVGFhobZs2aLFixeHuxwAqLd6jyCaOHGitm/f7k/Hn3/+eT399NMqLy/XxIkT1aVLl6AWCgAAAGRmZmr9+vXsnISIwVbvAKJFQn3veMYZZ+iPf/yjCgsLtW3bNlmWpVNOOUXdu3evceFqAAAAAIgmFdvaW5alvLw8RrQBsLV6B0QVunbtqq5duwahFAAAAACwB8MwtGDBgnCXAQBBU6eA6KuvvqrXg7NQNQAAAIBolJ+f7//Z4XAoKysrjNUAQMPVKSB6+OGH6/Xgc+bMqdf9AAAAACASGYah/Px8tWvXTlu3blVSUpKys7OZXgbA9uoUEE2ePLmx6wAAAACAiGaapn9a2datW1VUVBTeggAgiOoUEDFVDAAAAEAsq7rmUFJSUviKAYBGUK9t7gEAAAAglixcuDDgODs7O0yVAEDjqNMIolmzZsnhcOjXv/614uLiNGvWrOPex+Fw6Pbbb29wgQAAAAAQLqZpKicnR5Zl+c95PB7WHAIQdeoUEBUUFMjhcKi8vFxxcXEqKCg47n0cDkeDiwMAAEDsMU1TXq9XhmHwJRxhZZqmJk6cGHAuNzeX9yWAqFSngMjr9R7zGAAAAAgWr9eroqIieb1evogjbEzT1KRJkwLOMXIIQDSr0xpEWVlZWr16tf/4vffe086dOxurJgAAAMQg0zSVnp6ufv36KSUlRYZhhLskxKiKcKjqtDL+oRxANKvTCKIff/xR+/fv9x/PmjVLd955p9q2bdtohQEAACC25OTkqLi4WHv27NH69evDXQ5iWHZ2tj8ccjgcevTRRxk5BCDq1WkEUZs2bfTll1+qvLy8sesBAABAjDp06FDA/wLhkJGRoZKSEv8x4RCAWFGnEUSXXnqpXnzxRS1fvlxNmjSRJM2ePVt/+9vfjnm/5557ruEVAgAAICaMGjVK+fn5GjlyZLhLQYwyDENr1qzxH6elpREOAYgZdQqIrrzySnXp0kUFBQXy+Xx67733dOqpp+qUU05p7PoAAAAQI7xeL2u8IGwMw9CCBQv8x2lpaVq8eHH4CgKAEKtTQCQd/QsyLS1N0tFFqi+99FINGjSo0QoDAABAdDMMwz9iiGAI4ZSRkREwcsjlchEORQDTNOX1emUYBiO5gBCo0xpEVc2ZM4dwCAAAAPVmmqYWLFigsrIy5efnh7scxLCawqHs7OwwVoQKXq9XRUVFBMhAiNQrIAIAAADqq2IL8QqsOYRwMU2z2ppD69evZ7RKhDAMQykpKTIMI9ylADGhzlPMAAAAgIaaPXu2Jk6c6N9C3O12MzoAYWGapiZOnOg/djqdTCuLMJmZmYR1QAgxgggAAAAh8+CDD/rDIYfDoaysrDBXhFiVk5NzzGMAiDUERAAAAAg5h8OhRx99lNEBCIuMjAwVFxf7jz0eD+9FADGPgAgAAACNyjRNpaenyzRNTZs2TSkpKYRDCJuqi1J7PB6mOQKAGrgG0YEDB7R27Vrt2rVLktSmTRv17dtXJ510Ur0fc+nSpcrPz5fP51OXLl10yy23KDU1tdbrDx48qJdfflmffPKJDhw4oDZt2uimm27SOeecU+8aAAAAEByVv4xPnz5dP/30k0aNGuWfZgaEUtVwKC0tjXAIAP5PvQOiuXPnauHChSotLQ18wIQEXXnllbr22mtP+DFXrFgh0zR12223qUePHnr99dc1bdo0/eEPf1CLFi2qXV9aWqqpU6cqOTlZ99xzj1q1aqXdu3eradOm9X1ZAAAACBLDMAK+jAPhVFM4xKLUAPA/9QqI5s2bp3//+986++yzNWzYMHXo0EGStHXrVi1dulSvvvqq4uPjNXr06BN63EWLFmno0KEaMmSIJOm2227T559/rmXLlsnj8VS7/p133tGBAwf0yCOPKCHh6Etp27ZtfV4SAAAAgiw/P9//s9Pp1AMPPBDGahDLqoaVhEMAUF29AqK33npL5557ru6///6A823bttVZZ52l6dOn66233jqhgKi0tFQbNmwICILi4uLUt29ffffddzXe57PPPlOPHj3097//XatWrVJycrIGDhwoj8ejuLial1cqKSlRSUmJ/9jhcMjlcvl/Ru0qfj/8niIbfbIH+mQf9Moe6FNkGjlypPLz8zVy5EjNmjWLPtlINPXKNE0tWLDAf5yWlqYlS5aEr6AgiqY+RTP6ZB+x3qt6BUQ///yzzjrrrFpvP+ecc/TVV1+d0GPu379f5eXlcrvdAefdbre2bt1a43127NihXbt2adCgQZo4caK2b9+uZ555RmVlZRozZkyN95k/f77mzZvnP+7WrZvy8vLUpk2bE6o3lrVr1y7cJaAO6JM90Cf7oFf2QJ8iw/jx4zV37lyNHTu22nIEEn2yE7v3avz48Xr55ZcDzq1evTo8xTQiu/cpVtAn+4jVXtUrIDrttNP0/fff67LLLqvx9u+//169evVqUGF1YVmWkpOT9etf/1pxcXHq3r279u7dq9dee63WgOiqq67SiBEj/McVyeCuXbtq/A8Y/I/D4VC7du20fft2FpaMYPTJHuiTfdAre6BPkeVf//qXLMvSv/71L82YMcN/nj7ZR7T0au7cuQHHHo9H27ZtC1M1wRctfYp29Mk+orFXCQkJdR4QU6+A6LbbbtO0adP0z3/+U8OGDfOv+7Nz504tXbpU33//vSZNmnRCj5mcnKy4uDj5fL6A8z6fr9qoogput1sJCQkB08k6duwon8+n0tJS/7pElTmdTjmdzhofL1reAI3Nsix+VzZAn+yBPtkHvbIH+hQZkpKSVFxcrKSkpBr7QZ/sw+69GjlypH96WcV29nZ+PbWxe59iBX2yj1jtVZ0CoszMzGpz8MrKyrRkyRItWbLEH9CUl5dLOhrC3HfffXruuefqXkhCgrp3765169apf//+/sdbt26dhg0bVuN9evXqpQ8//FDl5eX+GrZt26aWLVvWGA4BAACg8ZimKa/Xq8svv1yrVq2SYRjhLgkxzuv1so09ANRRnVKU9PT0kCzSNGLECHm9XnXv3l2pqalavHixDh8+rMGDB0uSZs6cqVatWmn8+PGSpMsuu0xvvPGGfyTT9u3bNX/+fA0fPrzRawUAAEAgr9eroqIiSdLKlSvDXA0AADgRdQqIQvWvPwMGDND+/fs1d+5c+Xw+de3aVZMmTfJPMdu9e3dAUHXyySfrwQcf1HPPPaf77rtPrVq10vDhwwN2QgMAAEBoGIYhr9fLyCEAAGzIYcXixLoa7Nq1SyUlJeEuI6I5HA61b99e27Zti8n5mHZBn+yBPtkHvbIH+mQP9Mk+6JU90Cd7oE/2EY29cjqdjbtItXR0faDVq1dr586dOnDgQI3XjB49ur4PDwAAAAAAgBCpV0D0ww8/aMaMGdqzZ88xryMgAgAAAAAAiHz1CoieeeYZHTlyRPfdd5969+6tZs2aBbsuAAAAAAAAhEi9AqJNmzZp3Lhx6tevX7DrAQAAAAAAQIjF1edOrVq1ipoFmwAAAHBiTNNUenq6TNMMdykAACBI6hUQjRo1Sm+//bZ+/vnnYNcDAACACOf1elVUVCSv1xvuUgAAQJDUa4rZoUOHlJSUpLvuuksDBgzQySefrLi46lnTiBEjGlwgAAAAIothGPJ6vTIMI9ylAACAIKlXQPT888/7f37jjTdqvY6ACAAAIPpkZmYqMzMz3GUAAIAgqldANHPmzGDXAQAAgAhlmqZ/xBDBEAAA0aleAVGbNm2CXQcAAAAiVF5ennw+n/Ly8giIAACIUvVapPrRRx/V8uXLdeTIkWDXAwAAAAAAgBCr1wiiHTt26M9//rOSkpJ03nnn6aKLLlLfvn3lcDiCXR8AAADCLCsri0WpAQCIcvUKiP74xz9q/fr1+uCDD/TRRx/pgw8+kNvt1qBBg3ThhReqa9euQS4TAAAAoVR13SGmlgEAEN3qFRBJUmpqqlJTU3XTTTdp7dq1+uCDD/Sf//xHixYtUkpKii666CINGjRIrVu3Dma9AAAACAGv16uioiJ5vV7CIQAAYkC9A6IKcXFxOuuss3TWWWfp4MGDevrpp/Xxxx/rpZde0ssvv6w+ffroiiuu0DnnnBOMegEAABAChmEwrQwAgBjS4IBIkr755hu9//77WrlypQ4cOKBOnTrpoosuUkJCgpYtW6a8vDxdffXVuvbaa4PxdAAAAGhkTCsDACC21DsgKioq0vvvv68PP/xQu3fvVosWLXTxxRfroosuCliDKCMjQ3/961/1xhtvEBABAABEsKrrDgEAgNhRr4Dovvvu06ZNm+R0OtWvXz/deuutSktLU1xcXI3X9+nTR++8806DCgUAAEDjMQxDCxYskCTWHQIAIAbVKyBq1qyZfv3rX+v8889X06ZNj3v9eeedp5kzZ9bnqQAAANDITNP0h0OSWHcIAIAYVK+AaMqUKSd0fWJiotq0aVOfpwIAAEAj83q9/p89Hg+jhwAAiEENWqR606ZN+uKLL7Rr1y5JUps2bXT22Werc+fOQSkOAAAAja/yjmWEQwAAxKZ6BUQlJSV6+umn9f7770uSHA6HJMmyLL300ku68MILNWHCBCUkBGWTNAAAADSCyotSr1y5MtzlAACAMKpXgvPiiy/q/fff12WXXabhw4frlFNOkcPh0Pbt27V48WK99dZbat68uW6++eYglwsAAIBgyMjI0Jo1aySxKDUAAJBq3nbsOD744ANdeOGF+uUvf6kOHTooPj5ecXFx6tChg2699VYNGjRIH3zwQbBrBQAAQBBUDockFqUGAAD1DIhKS0vVs2fPWm/v1auXysrK6l0UAAAAGodpmgHhUFpaGqOHAABA/QKitLQ0rV69utbbV69erTPPPLO+NQEAAKARGIahiRMn+o/T0tK0ePHiMFYEAAAiRb0ConHjxmnXrl164okn9OWXX2rXrl3atWuX1q5dq8cff1y7du3SuHHjdODAgYA/AAAACA/TNLVgwQL/sdvtJhwCAAB+9Vqk+ne/+52ko9vcf/rpp8e8prI5c+bU5+kAAADQAIZhBIRDLpdLWVlZ4SsIAABEnHoFRNdcc41/a3sAAABEtoULF/p/drvdKigoCGM1AAAgEtUrIBo7dmyw6wAAAECQmaapnJwcWZblP8fIIQAAUJN6rUEEAACAyOf1elVcXOw/zs3NZccyAABQozqNIJo3b54k6eqrr1ZcXJz/+HhGjx5d/8oAAABQb4ZhaMuWLYqLi5NlWRo1ahThEAAAqFWdAqJXXnlFkuTxeBQXF+c/Ph4CIgAAgNDLyMjQmjVrJElxcXHavHlzmCsCAACRrk4BUdXdx9iNDAAAIPJUrDlUeVrZyJEjw1gRAACwi3otUg0AAIDIYpqmJk6cGHAuLS1NXq83TBUBAAA7YZFqAAAAm6spHPJ4PFq8eHGYKgIAAHZDQAQAAGBjtYVDjBwCAAAngoAIAADAxrKzswOOmVYGAADqg4AIAADAhkzTVNeuXVVSUuI/x7QyAABQX3UKiBYvXqytW7c2di0AAACoo+zs7IBwiJFDAACgIeoUED333HPasGGD//jaa6/V8uXLG60oAAAA1C4jI6NaOMTIIQAA0BB1CoiaN28un8/XyKUAAADgWCqmla1Zs8Z/jnAIAAAEQ0JdLjr99NP1yiuvqLCwUE2bNpUkvffee/ruu+9qvY/D4dD/+3//LzhVAgAAxLiadisjHAIAAMFSp4Do1ltv1T//+U+tXbtW+/btkyStXbtWa9euPeb9CIgAAACCIycnJ+CYcAgAAARTnQKiFi1a6Le//a3/+Nprr9Wdd96pQYMGNVphAAAAOKp///4qLi72HxMOAQCAYKvXNve33367evbsGexaAAAAUEVGRoa2bNniP2YrewAA0BjqNIKoqsGDB/t/Lioq0q5duyRJbdq0UUpKSlAKAwAAiHWGYQQsSN2xY0e2sgcAAI2iXgGRJH366acyTVM7d+4MON+2bVvddNNN6tevX4OLAwAAiFWmaWrBggX+Y6aVAQCAxlSvgOjzzz/XjBkz1KZNG1133XX+UUNFRUV6++239cQTT+iBBx7QWWedFcxaAQAAYkbVRakJhwAAQGOqV0D073//W126dNHDDz+spKQk//l+/fpp2LBhys7O1iuvvEJABAAAUA8ZGRkBi1J7PJ7wFQMAAGJCvRap3rRpky6++OKAcKhCUlKSBg8erE2bNjW4OAAAgFhTdd0hj8fDukMAAKDR1SsgcjqdOnDgQK23HzhwQE6ns95FAQAAxCLDMKqtO0Q4BAAAQqFeAdEZZ5yhxYsX67vvvqt22/fff68lS5aob9++DS4OAAAgVlQNh1wuF+sOAQCAkKnXGkQ33HCDHnzwQf3+979XamqqOnToIEnaunWr1q9frxYtWuj6668PaqEAAADRrHI4JEnZ2dnhKQQAAMSkeo0gatu2rZ544gkNHz5cBw8e1IoVK7RixQodPHhQGRkZevzxx9W2bdtg1woAABB1TNNU165dA87l5uYqMzMzPAUBAICYVK8RRJLUokUL3XzzzUEsBQAAIPbk5OSopKTEf+zxeAiHAABAyNVrBBEAAAAarup29ixKDQAAwoWACAAAIAwyMjKqbWfPotQAACBcCIgAAADCoHI4xMghAAAQbgREAAAAIWQYhjp27Og/TktLY+QQAAAIOwIiAACAEDEMo9p29uPGjQtPMQAAAJUQEAEAAISAaZrVwiFJTC0DAAARoV4B0aFDhzRr1ixt2bIl2PUAAABEHdM0NXHixIBzLpdLbrdbhmGEqSoAAID/qVdAVFJSovfee08//fSTJOnnn3/Www8/rI0bNwa1OAAAgGiQnZ0dcOzxeLR+/XoVFBQoMzMzTFUBAAD8T0JdLzQMQz179lSPHj3Url27gNvKysr01Vdf6eDBg0EvEAAAwM4yMjJUUlLiP/Z4PEwrAwAAEafOAdHw4cP1/fffKz8/X3v37pUkvfTSSzr33HPVpUuXRisQAADArjIyMtjOHgAA2EKdA6IRI0b4f968ebPuvfdenXTSSVqxYoXmzp0rSXrxxRfVt29f9erVSz179tRJJ50U/IoBAABswDCMauEQ29kDAIBIVeeAaNu2bWrfvr0kye12S5JGjhypM844Q1u3btXvfvc7tWzZUgUFBXr99ddVWlqqOXPmNErRAAAAkazqdvZOp5NwCAAARLQ6B0R33323mjdvrtTUVHXq1EmSVF5eLkn+kUIZGRk644wzdOTIERasBgAAManqtDJJysnJCVM1AAAAdVPngOixxx7T999/r/Xr12v16tWSpOnTp+vUU09Vjx49JP0vMGrSpIl69eoV/GoBAAAiWNVpZZKUm5vLTmUAACDi1Tkg6tKli7p06aJf/OIX2r9/v2677TZ5PB4dOnRIX375paSj/wHUuXNn9ezZU7169dKgQYMarXAAAIBIUnVamUQ4BAAA7KPOAVFlDodDknT66afrjDPO8AdGo0ePVllZmb799lu9//77BEQAACBmEA4BAAA7q1dAFBcXp5NPPllNmjSR9L/AqFevXjrjjDMk/W+6GQAAQDQzTVPZ2dkB5wiHAACA3dQrIGrWrJm8Xq//OD4+XqeffrqaNWvmPxcXF9fw6gAAACJcdna2SkpK/Mcej4dwCAAA2E69AqKqmjZtqsmTJwfjoQAAAGwjIyMjIBxKS0sL+Ec0AAAAu2CYDwAAQD1U3bEsLS1NixcvDmNFAAAA9UdABAAAUA/5+fn+nwmHAACA3UVkQLR06VIZhqHrr79ekyZN0vr16+t0vw8//FBjx47VY4891sgVAgCAWGUYhjp37qyTTjpJEuEQAACIDhEXEK1YsUKmaWr06NHKy8tTly5dNG3aNO3bt++Y99u5c6eef/559e7dO0SVAgCAWJORkaEFCxaorKxMPp9PkrRnz57wFgUAABAEERcQLVq0SEOHDtWQIUOUkpKi2267TU2aNNGyZctqvU95ebn+/Oc/a+zYsWrbtm0IqwUAALGipjWHUlJSZBhGGKsCAAAIjqDsYhYspaWl2rBhgzwej/9cXFyc+vbtq++++67W+82bN0/Jycm65JJL9PXXXx/zOUpKSgJ2G3E4HHK5XP6fUbuK3w+/p8hGn+yBPtkHvbKHxu7THXfcoQULFviPnU6nlixZ0ijPFc34PNkHvbIH+mQP9Mk+Yr1XERUQ7d+/X+Xl5XK73QHn3W63tm7dWuN9vvnmG73zzjt1Xndo/vz5mjdvnv+4W7duysvLU5s2bepdd6xp165duEtAHdAne6BP9kGv7KEx+jR+/PiAcEiSTjrpJC1cuFATJkwI+vPFAj5P9kGv7IE+2QN9so9Y7VVEBUQnqri4WH/+85/161//WsnJyXW6z1VXXaURI0b4jyuSwV27dqm0tLRR6owWDodD7dq10/bt22VZVrjLQS3okz3QJ/ugV/bQWH0yTVMvv/xywDm32629e/dq2rRpGjVqVNCeKxbwebIPemUP9Mke6JN9RGOvEhIS6jwgJqICouTkZMXFxfkXfazg8/mqjSqSpB07dmjXrl3Ky8vzn6to4rhx4/SHP/yhWvLndDrldDprfP5oeQM0Nsuy+F3ZAH2yB/pkH/TKHoLZJ9M0NXHixIBzHo9H6enp8nq9MgyD90Q98XmyD3plD/TJHuiTfcRqryIqIEpISFD37t21bt069e/fX9LRBajXrVunYcOGVbu+Q4cOeuKJJwLO/etf/9KhQ4d088036+STTw5J3QAAILrUFA7l5uYqMzNTkvz/CwAAEC0iKiCSpBEjRsjr9ap79+5KTU3V4sWLdfjwYQ0ePFiSNHPmTLVq1Urjx49XkyZN1Llz54D7N2vWTJKqnQcAAKgLwzCqrTnkcrkIhQAAQFSLuIBowIAB2r9/v+bOnSufz6euXbtq0qRJ/ilmu3fvjtkVxQEAQOMyTbPGcCg7Ozs8BQEAAIRIxAVEkjRs2LAap5RJ0pQpU455X8MwGqEiAAAQ7WoaOeTxeOT1esNTEAAAQAjFhbsAAACAcKtp5JDb7SYcAgAAMSMiRxABAACESm1rDmVlZYWnIAAAgDAgIAIAADGrtpFDBQUF4SkIAAAgTAiIAABATGLkEAAAwP8QEAEAgJiTkZGhNWvWBJxjQWoAABDLWKQaAADEFMIhAACA6hhBBAAAYkZN4VBubq4yMzPDVBEAAEBkYAQRAACIeqZpKj09PSAccjqdhEMAAAD/hxFEAAAg6uXl5cnn8/mPnU6nCgsLw1YPAABApCEgAgAAUc00Te3bt0/S0V3KWrduLcMwwlwVAABAZCEgAgAAUc3r9cqyLMXHxys7O5spZQAAADVgDSIAABDVDMNQSkqKpk6dSjgEAABQCwIiAAAQVSoWpDZNU5KUmZmplStXEg4BAAAcAwERAACIKl6vV0VFRfJ6veEuBQAAwDYIiAAAQFSpmFLGQtQAAAB1xyLVAAAgqmRmZjKdDAAA4AQxgggAAAAAACDGERABAAAAAADEOAIiAAAAAACAGEdABAAAbKPqFvYAAAAIDgIiAABgG2xhDwAA0DgIiAAAgG2whT0AAEDjYJt7AABgG2xhDwAA0DgYQQQAAAAAABDjCIgAAAAAAABiHAERAAAAAABAjCMgAgAAAAAAiHEERAAAAAAAADGOgAgAAAAAACDGERABAAAAAADEOAIiAAAQNqZpKj09XaZphrsUAACAmEZABAAAwsbr9aqoqEherzfcpQAAAMQ0AiIAABA2hmEoJSVFhmGEuxQAAICYlhDuAgAAQOzKzMxUZmZmuMsAAACIeYwgAgAAAAAAiHEERAAAAAAAADGOgAgAADQ6disDAACIbAREAACg0bFbGQAAQGQjIAIAAI2O3coAAAAiG7uYAQCARsduZQAAAJGNEUQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDgCIgAAEBRsZQ8AAGBfBEQAACAo2MoeAADAvgiIAABAvVUeNcRW9gAAAPbFNvcAAOCEmaYpr9erAwcOyOfzyev1auXKlWxlDwAAYFOMIAIAACesYjqZJEYNAQAARAECIgAAcMIqppNlZWUxcggAACAKEBABAIA6q1hzSBLBEAAAQBQhIAIAAMdVEQzl5eWxUxkAAEAUIiACAADHxZpDAAAA0Y2ACAAAHBdrDgEAAEQ3trkHAADHlZmZSSgEAAAQxRhBBAAAAlSsN2SaZrhLAQAAQIgQEAEAgAAV6w2xEDUAAEDsICACAAABKtYbYiFqAACA2EFABABADKtpOllmZiYLUQMAAMQYAiIAAGIY08kAAAAgERABABDTmE4GAAAAiW3uAQCIaWxfDwAAAIkRRAAAAAAAADGPgAgAAAAAACDGERABABDlatqpDAAAAKiMgAgAgCjHTmUAAAA4HgIiAACiUOVRQ+xUBgAAgONhFzMAAKJQ5VFDK1euZKcyAAAAHBMjiAAAiAJV1xli1BAAAABOBAERAABRoOo6Q5mZmYwcAgAAQJ0REAEAEAUYMQQAAICGICACAMCGTNNUnz591KdPH5mmyYghAAAANAgBEQAANuT1euXz+eTz+di+HgAAAA1GQAQAgE1UHjXUr18/ud1uud1uppUBAACgwdjmHgAAm6gYNSRJq1atUkFBQXgLAgAAQNRgBBEAADZhGAajhgAAANAoCIgAAIhQpmkqPT1dpmlKOrp1fUFBgQoKCliMGgAAAEEVkVPMli5dqvz8fPl8PnXp0kW33HKLUlNTa7z2P//5j95//31t3rxZktS9e3ddd911tV4PAIBdeL1eFRUVyev1EggBAACgUUXcCKIVK1bINE2NHj1aeXl56tKli6ZNm6Z9+/bVeP1XX32lgQMHavLkyZo6dapat26tqVOnau/evSGuHACA4DIMQykpKUwnAwAAQKOLuIBo0aJFGjp0qIYMGaKUlBTddtttatKkiZYtW1bj9XfddZcuv/xyde3aVR07dtSECRNkWZa+/PLLEFcOAEDDGIahzp07+wOhzMxMrVy5ktFDAAAAaHQRNcWstLRUGzZskMfj8Z+Li4tT37599d1339XpMQ4fPqzS0lI1b968xttLSkpUUlLiP3Y4HHK5XP6fUbuK3w+/p8hGn+yBPtlHqHplmqYWLFggScrPz9esWbMa9fmiDZ8pe6BP9kGv7IE+2QN9so9Y71VEBUT79+9XeXm53G53wHm3262tW7fW6TFefPFFtWrVSn379q3x9vnz52vevHn+427duikvL09t2rSpd92xpl27duEuAXVAn+yBPtlHY/Zq9uzZevDBB/3HY8eOVfv27Rvt+aIZnyl7oE/2Qa/sgT7ZA32yj1jtVUQFRA21YMECffjhh5oyZYqaNGlS4zVXXXWVRowY4T+uSAZ37dql0tLSkNRpVw6HQ+3atdP27dtlWVa4y0Et6JM90Cf7CEWvpk2bprKyMsXHx2vatGnKzMzUtm3bGuW5ohWfKXugT/ZBr+yBPtkDfbKPaOxVQkJCnQfERFRAlJycrLi4OPl8voDzPp+v2qiiql577TUtWLBAv//979WlS5dar3M6nXI6nTXeFi1vgMZmWRa/KxugT/ZAn+wjmL0yTVNer1eGYSgzM1OGYfiPb7zxRt4TDcBnyh7ok33QK3ugT/ZAn+wjVnsVUYtUJyQkqHv37lq3bp3/XHl5udatW6eePXvWer+FCxfq3//+tyZNmqRTTz01FKUCAFBvlbevl1iMGgAAAOEXUQGRJI0YMUJvv/223n33XRUVFemZZ57R4cOHNXjwYEnSzJkz9dJLL/mvX7BggebMmaPbb79dbdu2lc/nk8/n06FDh8L0CgAAqJlpmkpPT1e/fv3Yvh4AAAARJaKmmEnSgAEDtH//fs2dO1c+n09du3bVpEmT/FPMdu/eHbCi+FtvvaXS0lI9+eSTAY8zevRojR07NpSlAwBQo4opZQcOHPBPo165cmV4iwIAAAAqibiASJKGDRumYcOG1XjblClTAo4rhucDABCpKqaUud1uRg4BAAAgIkXcFDMAAKJBxXQy0zRlGIZSUlKUlZXFWkMAAACISBE5gggAALurvBA1oRAAAAAiHSOIAAAIgsojhiT5Rw0xnQwAAAB2QEAEAEAQsHU9AAAA7IyACACAIGDEEAAAAOyMgAgAgBNkmqb69OmjPn36+KeUMWIIAAAAdkZABADACfJ6vfL5fPL5fP4pZQAAAICdERABAHCCDMOQ2+2W2+1mShkAAACiAgERAADHMXv2bPXv3z9gOllBQYEKCgqYUgYAAICoQEAEAEANKm9bP3369IAdygAAAIBoQ0AEAEAlFcFQXl6eioqKNHPmTD3wwAPsUAYAAIColhDuAgAAiBSmaeqhhx5SWVmZ3G63UlJS9Jvf/EYTJkzQqFGjZFlWuEsEAAAAGgUBEQAA/8fr9aqsrEzx8fHKyspSZmamHA5HuMsCAAAAGh1TzAAAMcswDKWkpCg1NVWmafqPp06dyuLTAAAAiCmMIAIAxCTTNLVgwQJJUnFxsbxer1auXEkwBAAAgJhEQAQAiBmmaSovL6/aeZfLxQLUAAAAiGkERACAmOH1euXz+STJvwi1YRiMGgIAAEDMYw0iAEDMMAxDbrdbbrdbWVlZTCkDAAAA/g8BEQAgKpmmqfT0dJmm6T+XmZmpgoICFRQUEAwBAAAAlRAQAQCiktfrVVFRkbxeb7hLAQAAACIeAREAICpVbFnP4tMAAADA8REQAQBsraapZNLR6WSsMQQAAADUDQERAMCWKoKhvLw8ppIBAAAADURABACwpYo1hiQxlQwAAABoIAIiAEBEqxgpZBhGwFSyijWG2K4eAAAAaLiEcBcAAEBNTNNUXl6e9u3bJ8uytG3bNpWVlcnr9SozM9P/BwAAALUzDEMLFizwH3s8Hqbmo0aMIAIARBzDMDRx4kT5fD5ZlqX4+HiNHDmSqWQAAAAnKD8/P+B44cKFYaoEkY4RRACAsDNNUzk5OSouLpbL5dKhQ4f8t7ndbmVlZTFaCAAAoB5GjhwZMIIoKSkpfMUgojGCCAAQVqZpatKkSSouLpYkFRcXKykpSfHx8fJ4PCooKCAcAgAAqCev16stW7YoNzdXKSkpys7ODndJiFCMIAIAhJxpmvJ6vTIMQ16vV5Zl+W9zuVzKzs4mFAIAAAgi1m/E8TCCCAAQEoZhqHPnzv5QqKioyB8Sud1uud1u5ebmav369fzHCwAAABBiBEQAgEZVsU39woULVVZWpvz8fP8W9YZhKDMzUwUFBUwlAwAAAMKIKWYAgKCpvNi0dHQb1VWrVqmoqEgul0tHjhzRyJEjGeIMAAAARBgCIgBAg5mmqby8PPl8voDz+fn5mjp1qn8qGaEQAAAAEJkIiAAA9Vax2PSBAweqhUOSGC0EAAAA2AQBEQCg3ioWm65YZPrw4cNKTExUVlYWoRAAAABgIyxSDQA4roqFpk3TDDhfsdh0VlaWCgoKtH79ehabBgAAAGyIgAgAUKPKoVDlbekry8zM1MqVKwmEAAAAAJsjIAIABKgIhvLy8vyhUOVt6QEAAABEH9YgAgD4dyGr4PP55Ha7/aEQC00DAAAA0Y2ACABiUEZGhtasWeM/drlcKi4ulqRqwRAAAACA6EdABAAxovIooapb0h86dEhut1uS2IEMAAAAiEEERAAQxSoWmG7dunXAiCGn06mSkhL/8ahRo6otQA0AAAAgdhAQAUCUqRgpdPDgQX8IVFRU5L/d7XYzSggAAABAAAIiAIgSFcFQ1eljkpSWlqZ169Zp5MiRjBQCAAAAUA0BEQDYmGEYWrBggaTAhaYrOBwOpo8BAAAAOC4CIgCwIcMwtHDhQlmW5T9XsdD04cOHlZiYyDQyAAAAAHVGQAQANlARCCUlJSk7O1v5+fkB4ZDEQtMAAAAA6i8u3AUAAKozTVOpqanq2LGjUlNT/aOFiouL5fV6NXLkSDkcDrlcLuXm5mrLli2EQwAAAADqjRFEABAhKq8nVFlxcbFcLpcOHTqkpKQkGYahzMxMAiEAAAAAQUNABABhMHz4cK1Zs8Z/7HQ6VVpaWuO1LpdL2dnZrCcEAAAAoNEQEAFACBxvt7GSkpJq5z0eD6OEAAAAAIQEAREAhEB+fr7/5+LiYjmdTpWUlPjPOZ1ORgkBAAAACBsWqQaAEBg5cqT/Z5fLpUceeUSWZWnr1q3asmWLCgsLCYcAAAAAhA0jiAAgBLxeb8B0MYfDEcZqAAAAACAQI4gAAAAAAABiHAERAAAAAABAjCMgAgAAAAAAiHEERAAAAAAAADGOgAhAVDBNU127dlXHjh39fzp37izTNMNdGgAAAABEPHYxA2ArhmFowYIFdbq2rKxMXq+X7eMBAAAA4DgIiABEHMMwtHDhQjkcDpWXl0uS4uLi/D/XVXx8vAzDaIwSAQAAACCqEBABCAvTNJWXl6eDBw+qtLRUZ555pn788UcdPnxYxcXFkiTLsvzX1yUcSktL0+LFixutZgAAAACIVgREABpNbdPBnE6nSkpKAs6tWbPmmI9VdQSRx+OR1+sNSp0AAAAAEOsIiAAERf/+/bVly5Y6XVs1HHI4HAEjiEpLS1VaWqpRo0YRAgEAAABACBAQAagT0zT14IMPnvA6QDVxOp1KSEhQYmKisrKyWEQaAAAAAMKMgAiA34nsEFYXLpdL2dnZBEAAAAAAEOEIiIAYEezwpyYul0vr169v1OcAAAAAAAQfAREQBYI5/et4aloc2jRNeb1etpQHAAAAAJsiIAIiWEZGxnF390pLS9OePXuCFg7Fx8dr6tSpJzQtLDMzk2lkAAAAAGBjBERAGARzuteaNWuUm5tbpxFE9Ql/AAAAAADRj4AIaKBQrO1zLGlpaQEjeBwOh9q3b69t27bJsqyw1QUAAAAAsA8CIsQ00zSVnZ2tkpIS/7n4+HiNHDlSr732WkjW9Dkep9OpnJwcRv0AAAAAABoNARFsry7r9JyIsrIy5efnh23BZwAAAAAAQo2ACGFX0yiecKrvCCLCHgAAAACRqvL3rrS0NC1evDjcJSHCEBChTiItxAm2mv6CJOwBAAAAEC28Xq//+1wwZ2AgekRkQLR06VLl5+fL5/OpS5cuuuWWW5Samlrr9R999JHmzJmjXbt2qV27drr++ut1zjnnhLDi8Ovfv7+2bNkS7jLCpmPHjvrkk0/CXQYAAAAARCTDMAJGEAFVxYW7gKpWrFgh0zQ1evRo5eXlqUuXLpo2bZr27dtX4/Xffvut/vjHP+qSSy5RXl6ezjvvPD3++OPatGlTiCsPr2gIhzwej7Zs2VLtT25urlJSUpSbm1vj7Vu2bCEcAgAAAIBjyMzMVGFhobZs2cL0MtQo4kYQLVq0SEOHDtWQIUMkSbfddps+//xzLVu2TB6Pp9r1ixcv1llnnaUrr7xSkjRu3Dh9+eWXWrp0qX71q1+FsvSw6tixY0hCouuuu04zZsyo1/bppmkqLy9PkpSVlVXnXbkqb+EOAAAAAACCL6ICotLSUm3YsCEgCIqLi1Pfvn313Xff1Xif7777TiNGjAg4l5aWpk8//bTG60tKSgLW0XE4HHK5XP6f7aq21xtMDodD7dq10/bt2+t1/5tuukk33XRTkKtCVRXvYzu/n2MBfbIPemUP9Mke6JN90Ct7oE9HmaapmTNn6je/+U1E/sNypPXpvPPOi4oZKKHk8Xg0a9ascJfR6CIqINq/f7/Ky8vldrsDzrvdbm3durXG+/h8PrVo0SLgXIsWLeTz+Wq8fv78+Zo3b57/uFu3bsrLy1ObNm0aVHssadeuXbhLQB3QJ3ugT/ZBr+yBPtkDfbIPemUPsd6nv/zlLyoqKtJf/vIXZWVlhbucWkVKnwiHTlx+fr7mz58f7jIaXUQFRKFw1VVXBYw4qkhxd+3apdLS0nCVZQuVRxDVZ4oZQoM+2QN9sg96ZQ/0yR7ok33QK3ugT0fdfvvtmjlzpm6//XZt27Yt3OVUE2l9CtXyJNFk5MiREfneqouEhIQ6D4iJqIAoOTlZcXFx1Ub/+Hy+aqOKKrjd7moLWO/bt6/W651Op5xOZ423RcKH1Q4sy+J3ZQP0yR7ok33QK3ugT/ZAn+yDXtlDrPfpxhtv1I033igpsr/TRUqf2OCndg6HQ+3bt9e2bduq9SoSetfYImoXs4SEBHXv3l3r1q3znysvL9e6devUs2fPGu/Ts2dPffnllwHn1q5dqx49ejRqrQAAAAAAANEiogIiSRoxYoTefvttvfvuuyoqKtIzzzyjw4cPa/DgwZKkmTNn6qWXXvJfn5GRoTVr1ig/P19btmzR3Llz9cMPP2jYsGFhegUAAAAAAAD2ElFTzCRpwIAB2r9/v+bOnSufz6euXbtq0qRJ/ilju3fvDlj9vVevXrrrrrv0r3/9Sy+//LLat2+v++67T507dw7TKwAAAAAAALCXiAuIJGnYsGG1jgCaMmVKtXMXXHCBLrjggkauCgAAAAAAIDpF3BQzAAAAAAAAhBYBEQAAAAAAQIwjIAIAAAAAAIhxBEQAAAAAAAAxjoAIAAAAAAAgxhEQAQAAAAAAxDgCIgAAAAAAgBhHQAQAAAAAABDjCIgAAAAAAABiHAERAAAAAABAjCMgAgAAAAAAiHEERAAAAAAAADGOgAgAAAAAACDGERABAAAAAADEOAIiAAAAAACAGEdABAAAAAAAEOMIiAAAAAAAAGJcQrgLiBQJCfwq6orflT3QJ3ugT/ZBr+yBPtkDfbIPemUP9Mke6JN9RFOvTuS1OCzLshqxFgAAAAAAAEQ4ppihzoqLi5WVlaXi4uJwl4JjoE/2QJ/sg17ZA32yB/pkH/TKHuiTPdAn+4j1XhEQoc4sy9LGjRvFoLPIRp/sgT7ZB72yB/pkD/T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       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -386,10 +386,10 @@
    "execution_count": 11,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.179956Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.179529Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.185429Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.184878Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.642277Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.641865Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.647922Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.647252Z"
     },
     "urth": {
      "dashboard": {
@@ -401,7 +401,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -64776.0\n",
+       "hits   -64924.0\n",
        "dtype: float64"
       ]
      },
@@ -433,10 +433,10 @@
    "execution_count": 12,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.187988Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.187590Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.192735Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.192169Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.650889Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.650277Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.655909Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.655347Z"
     },
     "urth": {
      "dashboard": {
@@ -448,7 +448,7 @@
     {
      "data": {
       "text/plain": [
-       "hits   -19.113603\n",
+       "hits   -19.151622\n",
        "dtype: float64"
       ]
      },
@@ -480,10 +480,10 @@
    "execution_count": 13,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.195159Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.194953Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.198587Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.197998Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.658497Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.658053Z",
+     "iopub.status.idle": "2024-01-17T05:08:04.661646Z",
+     "shell.execute_reply": "2024-01-17T05:08:04.661011Z"
     },
     "urth": {
      "dashboard": {}
@@ -499,16 +499,16 @@
    "execution_count": 14,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.200785Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.200588Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.500259Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.499571Z"
+     "iopub.execute_input": "2024-01-17T05:08:04.664074Z",
+     "iopub.status.busy": "2024-01-17T05:08:04.663684Z",
+     "iopub.status.idle": "2024-01-17T05:08:05.009720Z",
+     "shell.execute_reply": "2024-01-17T05:08:05.009012Z"
     }
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 1400x700 with 1 Axes>"
       ]
@@ -539,10 +539,10 @@
    "execution_count": 15,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.502911Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.502698Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.510259Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.509571Z"
+     "iopub.execute_input": "2024-01-17T05:08:05.012548Z",
+     "iopub.status.busy": "2024-01-17T05:08:05.012132Z",
+     "iopub.status.idle": "2024-01-17T05:08:05.019388Z",
+     "shell.execute_reply": "2024-01-17T05:08:05.018869Z"
     }
    },
    "outputs": [
@@ -550,7 +550,7 @@
      "data": {
       "text/plain": [
        "hits\n",
-       "False    3305\n",
+       "False    3306\n",
        "True       84\n",
        "Name: count, dtype: int64"
       ]
@@ -571,10 +571,10 @@
    "execution_count": 16,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.512874Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.512504Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.516537Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.515892Z"
+     "iopub.execute_input": "2024-01-17T05:08:05.022002Z",
+     "iopub.status.busy": "2024-01-17T05:08:05.021540Z",
+     "iopub.status.idle": "2024-01-17T05:08:05.025567Z",
+     "shell.execute_reply": "2024-01-17T05:08:05.024937Z"
     }
    },
    "outputs": [],
@@ -589,10 +589,10 @@
    "execution_count": 17,
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2024-01-16T05:08:13.518971Z",
-     "iopub.status.busy": "2024-01-16T05:08:13.518585Z",
-     "iopub.status.idle": "2024-01-16T05:08:13.777745Z",
-     "shell.execute_reply": "2024-01-16T05:08:13.777040Z"
+     "iopub.execute_input": "2024-01-17T05:08:05.027846Z",
+     "iopub.status.busy": "2024-01-17T05:08:05.027641Z",
+     "iopub.status.idle": "2024-01-17T05:08:05.289638Z",
+     "shell.execute_reply": "2024-01-17T05:08:05.288888Z"
     }
    },
    "outputs": [
diff --git a/ipynb_counts.csv b/ipynb_counts.csv
index 0f8957e..23dcaa3 100644
--- a/ipynb_counts.csv
+++ b/ipynb_counts.csv
@@ -2143,3 +2143,4 @@ date,hits
 2024-01-14,816
 2024-01-15,776
 2024-01-16,1072
+2024-01-17,924