diff --git a/estimate.ipynb b/estimate.ipynb index 987581a..bce134b 100644 --- a/estimate.ipynb +++ b/estimate.ipynb @@ -5,10 +5,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:51.908804Z", - "iopub.status.busy": "2024-02-25T05:07:51.908417Z", - "iopub.status.idle": "2024-02-25T05:07:51.918213Z", - "shell.execute_reply": "2024-02-25T05:07:51.917620Z" + "iopub.execute_input": "2024-02-26T05:07:56.444448Z", + "iopub.status.busy": "2024-02-26T05:07:56.443900Z", + "iopub.status.idle": "2024-02-26T05:07:56.454514Z", + "shell.execute_reply": "2024-02-26T05:07:56.453866Z" } }, "outputs": [ @@ -73,10 +73,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:51.953625Z", - "iopub.status.busy": "2024-02-25T05:07:51.953255Z", - "iopub.status.idle": "2024-02-25T05:07:53.369215Z", - "shell.execute_reply": "2024-02-25T05:07:53.368606Z" + "iopub.execute_input": "2024-02-26T05:07:56.490032Z", + "iopub.status.busy": "2024-02-26T05:07:56.489650Z", + "iopub.status.idle": "2024-02-26T05:07:57.105579Z", + "shell.execute_reply": "2024-02-26T05:07:57.104962Z" }, "urth": { "dashboard": {} @@ -92,10 +92,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.371894Z", - "iopub.status.busy": "2024-02-25T05:07:53.371600Z", - "iopub.status.idle": "2024-02-25T05:07:53.722713Z", - "shell.execute_reply": "2024-02-25T05:07:53.722112Z" + "iopub.execute_input": "2024-02-26T05:07:57.108397Z", + "iopub.status.busy": "2024-02-26T05:07:57.107949Z", + "iopub.status.idle": "2024-02-26T05:07:57.327060Z", + "shell.execute_reply": "2024-02-26T05:07:57.326462Z" }, "urth": { "dashboard": {} @@ -116,10 +116,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.725424Z", - "iopub.status.busy": "2024-02-25T05:07:53.725155Z", - "iopub.status.idle": "2024-02-25T05:07:53.728461Z", - "shell.execute_reply": "2024-02-25T05:07:53.727928Z" + "iopub.execute_input": "2024-02-26T05:07:57.330043Z", + "iopub.status.busy": "2024-02-26T05:07:57.329587Z", + "iopub.status.idle": "2024-02-26T05:07:57.332934Z", + "shell.execute_reply": "2024-02-26T05:07:57.332288Z" }, "urth": { "dashboard": {} @@ -136,10 +136,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.730851Z", - "iopub.status.busy": "2024-02-25T05:07:53.730483Z", - "iopub.status.idle": "2024-02-25T05:07:53.733865Z", - "shell.execute_reply": "2024-02-25T05:07:53.733252Z" + "iopub.execute_input": "2024-02-26T05:07:57.335229Z", + "iopub.status.busy": "2024-02-26T05:07:57.334883Z", + "iopub.status.idle": "2024-02-26T05:07:57.338371Z", + "shell.execute_reply": "2024-02-26T05:07:57.337750Z" } }, "outputs": [ @@ -147,7 +147,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "This notebook was last rendered at 2024-02-25 05:07:53.731500 UTC\n" + "This notebook was last rendered at 2024-02-26 05:07:57.335889 UTC\n" ] } ], @@ -174,10 +174,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.736076Z", - "iopub.status.busy": "2024-02-25T05:07:53.735877Z", - "iopub.status.idle": "2024-02-25T05:07:53.745494Z", - "shell.execute_reply": "2024-02-25T05:07:53.745004Z" + "iopub.execute_input": "2024-02-26T05:07:57.340588Z", + "iopub.status.busy": "2024-02-26T05:07:57.340388Z", + "iopub.status.idle": "2024-02-26T05:07:57.349866Z", + "shell.execute_reply": "2024-02-26T05:07:57.349380Z" }, "urth": { "dashboard": {} @@ -197,10 +197,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.747625Z", - "iopub.status.busy": "2024-02-25T05:07:53.747435Z", - "iopub.status.idle": "2024-02-25T05:07:53.753674Z", - "shell.execute_reply": "2024-02-25T05:07:53.753130Z" + "iopub.execute_input": "2024-02-26T05:07:57.351949Z", + "iopub.status.busy": "2024-02-26T05:07:57.351757Z", + "iopub.status.idle": "2024-02-26T05:07:57.357949Z", + "shell.execute_reply": "2024-02-26T05:07:57.357433Z" }, "urth": { "dashboard": { @@ -239,10 +239,6 @@ " \n", " \n", " \n", - " 2024-02-23\n", - " 1104\n", - " \n", - " \n", " 2024-02-24\n", " 948\n", " \n", @@ -250,6 +246,10 @@ " 2024-02-25\n", " 888\n", " \n", + " \n", + " 2024-02-26\n", + " 948\n", + " \n", " \n", "\n", "" @@ -257,9 +257,9 @@ "text/plain": [ " hits\n", "date \n", - "2024-02-23 1104\n", "2024-02-24 948\n", - "2024-02-25 888" + "2024-02-25 888\n", + "2024-02-26 948" ] }, "execution_count": 7, @@ -289,10 +289,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.755960Z", - "iopub.status.busy": "2024-02-25T05:07:53.755595Z", - "iopub.status.idle": "2024-02-25T05:07:53.758981Z", - "shell.execute_reply": "2024-02-25T05:07:53.758449Z" + "iopub.execute_input": "2024-02-26T05:07:57.360248Z", + "iopub.status.busy": "2024-02-26T05:07:57.359895Z", + "iopub.status.idle": "2024-02-26T05:07:57.363163Z", + "shell.execute_reply": "2024-02-26T05:07:57.362602Z" }, "urth": { "dashboard": {} @@ -308,10 +308,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.761339Z", - "iopub.status.busy": "2024-02-25T05:07:53.760970Z", - "iopub.status.idle": "2024-02-25T05:07:53.764315Z", - "shell.execute_reply": "2024-02-25T05:07:53.763795Z" + "iopub.execute_input": "2024-02-26T05:07:57.365266Z", + "iopub.status.busy": "2024-02-26T05:07:57.365074Z", + "iopub.status.idle": "2024-02-26T05:07:57.368409Z", + "shell.execute_reply": "2024-02-26T05:07:57.367906Z" }, "urth": { "dashboard": {} @@ -340,16 +340,16 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:53.766646Z", - "iopub.status.busy": "2024-02-25T05:07:53.766275Z", - "iopub.status.idle": "2024-02-25T05:07:54.046941Z", - "shell.execute_reply": "2024-02-25T05:07:54.046246Z" + "iopub.execute_input": "2024-02-26T05:07:57.370686Z", + "iopub.status.busy": "2024-02-26T05:07:57.370494Z", + "iopub.status.idle": "2024-02-26T05:07:57.653672Z", + "shell.execute_reply": "2024-02-26T05:07:57.653004Z" } }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABIgAAAJ1CAYAAACy8Ms+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAACFHElEQVR4nOzde3yT9f3//2faBihgCSAItEBBDlPEIDrKkCmIB6xUogIianRTP3Nc0zm/KoKsYIdCdcztI2HMw9TLTRSZgMWKc4oHROsREDwAAmrLWQwMaKGH6/cHv+bT9AA9pMmV5HG/3bgt15XTK3klzDx5HxyWZVkCAAAAAABA3EqIdAEAAAAAAACILAIiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIcAREAAAAAAECcIyACAAAAAACIcwREAAAAAAAAcY6ACAAAAAAAIM4REAEAAAAAAMQ5AiIAAOrhxhtvlMPh0LZt2yJdSp2efvppORwOPf3005EuxbbeeustORwOzZw5s8mPtW3bNjkcDt144431vk8ke1RaWqoZM2aob9++atmypRwOh5YuXRr2OuLdiBEj5HA4Il0GAAA1EBABAOLOxo0bdeedd2rw4MHq0KGDnE6nOnTooIyMDN1111365JNP6vU4JwoIKq9PT08/7uM4HA5+MMa59PT0E35Ommru3LnKyclRt27ddNddd2nGjBn6yU9+0qzPWZspU6Zo1KhR6t69u5KTk9WhQwedddZZuv/++/XDDz/U6zFuvvnmwPdm8+bNQddZlqUVK1botttu06BBg9S+fXu1atVK/fv31x133KFdu3bV+bj/+te/NGLECLVr107JyckaMGCAZs+eraNHjzbpNQMAEA2SIl0AAADhYlmWcnJylJOTo4qKCg0ePFhXX321OnTooP/+979at26dHn30Uc2dO1fz5s2TYRiB+86ePVv33nuvUlNTI/gKEO2uuOIKDR06VF27dg37cy9fvlxt27bV66+/rhYtWoT9+Ss98sgjGjx4sC666CJ17txZhw4d0gcffKCZM2fqscce0wcffKDu3bvXef+8vDw9+eSTatu2rQ4ePFjj+iNHjujSSy9VixYtdN555+nCCy9UeXm53nzzTf3lL3/R888/r3fffVd9+/YNut+0adM0e/ZstW3bVldddZU6dOigd999V9OmTdMbb7yhV199VU6nM+TvBwAAdkFABACIGzk5OZo5c6a6d++uhQsX6txzz61xm927d+vPf/6z9u/fH3S+a9euEflRj9jSrl07tWvXLiLPvX37dnXs2DGi4ZAkHThwQK1atapx/r777tODDz6o2bNna/78+bXed8+ePbrlllt09dVXa+fOnXr77bdr3CYxMVGzZs3S5MmT1b59+8D5iooKTZ48WX/729905513Ki8vL3Ddp59+qtmzZ8vlcumTTz5R7969JR0LlSdPnqwFCxbo0Ucf1Z133tnUlw8AgG0xxQwAEBe2bNmiWbNmqUWLFnr11VdrDYckqXPnznrwwQd1zz33BJ2vvgbRzJkz1atXL0nSM888E5juEqr1ZU60Vs6JpiS98sorGjZsmNq0aaP27dtr3Lhx2rRpU72f37IsPfPMMxo2bJg6deqkVq1aqXv37rrkkkv0wgsv1Lh9YWGhfvOb36h3795q2bKlOnbsqMsvv1wfffRRjdtu375dOTk5Ovfcc9WlSxe1aNFC3bp106RJk/TFF1/UuH3VqXwbN27U1Vdfrc6dOyshIUFvvfVW4Hb//ve/lZWVpc6dO6tly5bq3r27xo4dq//85z+1vsY1a9bosssuk8vlUuvWrXX++edr9erV9X6Pqtc4ceJEnXzyyWrVqpXOOeccLV++vMbtqq9BVNnnb7/9Vt9++23Q56jq1MV3331XWVlZSktLU8uWLdWlSxcNHTpU999//wlrq/zsbt26Neg5qn9+Fi1apPPOOy8wvWrgwIGaPXu2jhw5UuMxKz9/Bw4c0J133qn09HQ5nc56re1UWzgkSRMmTJCk435O/+d//keS5PP56ryN0+nUfffdFxQOSVJCQoKys7MlKehzIymwFtPNN98cCIekY9M/H3zwwRM+Z22ef/55nX322UpOTlbnzp11/fXXa/v27bXe9ujRo5o3b54yMzPVs2dPtWzZUh06dNCFF16oV199Nei25eXl6t69u1JSUmodQSVJt912mxwOhxYvXhw415TPEAAgPjCCCAAQF5566imVlZVp0qRJGjBgwAlvn5R0/P+LHDFihPx+v/7yl7/I7XbL4/EErhs0aFATq22al156Sa+++qquuOIKjRgxQmvWrNG//vUvrVy5UqtXr1b//v1P+Bj33XefZs+erV69emnChAlq166dduzYoY8++kgvvviirr766sBtP/30U1188cXat2+fLrnkEl155ZXau3evli5dquHDh2vJkiXKzMwM3P6dd97RnDlzNHLkSF111VVq27atNm3apMWLF+vll1/We++9J7fbXaOmb775RhkZGerXr5+uvfZaFRcXKyUlRZI0Y8YM5eTkqG3btvJ4POrevbu2b9+u1atX6x//+IcuvPDCoMf6+OOP9dBDD+lnP/uZbr75Zn333Xf617/+pVGjRmnNmjX1eo8qffvttxoyZIh69+6t66+/Xvv27dMLL7wQCKdGjhxZ533T09M1Y8YM/fnPf5Yk3XHHHYHrKj9HK1as0GWXXaaUlBRdfvnlSk1N1b59+/Tll19q/vz5mjFjxnHr83g8Sk9Pr/EcLpcrcJvK6VUnn3yyJk2apLZt2+rVV1/VtGnT9Nprr+nf//53jZFHR48e1QUXXKB9+/bp4osvVkpKSiA0bYzKET1nnnlmrdc//fTTWrp0qZYuXaqOHTs26jkqp4hV/37v3LlTkoLCoUrt27dX+/bttWXLFm3durVer/GRRx7RnXfeKZfLJa/XK5fLpddee03Dhg2rdQTZvn379Nvf/lbDhg3TRRddpE6dOmnHjh3Ky8tTZmamHn/8cd18882Sjo2QuuWWWzRjxgwtXLhQt9xyS9BjFRcX6x//+Ie6dOmisWPHSmr6ZwgAECcsAADiwMiRIy1J1hNPPNGo+99www2WJGvr1q2Bc1u3brUkWTfccEOt96m8vl27dtaMGTPq/CPJqv5/yStXrrQkWTNmzKj1sXv27Gn17Nkz6NxTTz0VeKy8vLyg6/785z9bkqwLLrigXq+3Q4cOVmpqqnXo0KEa1+3ZsydwubS01Dr11FOtli1bWm+99VbQ7YqKiqxu3bpZXbp0sUpKSgLnd+3aZR04cKDG465Zs8Zq06aNNXr06KDzle+jJGvq1Kk17vfaa69ZkqxevXpZhYWFNa7//vvvA5cr31dJ1lNPPRV0uwULFliSrF//+tc1HqM2VeuaOXNm0HUrVqywJFmXXnpp0PnKHlV/7tr6WenKK6+0JFlr1qypcV3VXpxIXc+xevVqS5LVvXt3a8eOHYHzpaWl1pgxYyxJ1gMPPFDjsSRZo0aNsg4ePFjvGqp6+OGHrRkzZlh33HGHNXz4cEuSdeaZZ1q7d++ucdtt27ZZKSkp1nXXXRc4d/7551uSrE2bNtX7OefMmWNJsiZOnBh0furUqZYk6+67765xnx9//DHQ51dfffWEz7F161bL6XRa7du3D/r7ory8PNDL6t/3kpKSoM9pJb/fbw0YMMBq3769dfjw4cD57du3W0lJSdbZZ59d4z6Vn7Fp06YFzoXqMwQAiG0ERACAuHDaaafV+QNv69atNUKbRx55JOg2TQmI6vunqqYERLWFQGVlZdapp55qSbK2bdtW62NW1aFDBys9PT0o2KnN0qVLLUnWXXfdVev1lcHUK6+8csLntCzLysrKslq2bGkdPXo0cK7yfTzllFNqracyxHjppZdO+PiV7+u5555b47qjR4/W+aO7NpV19ezZ0yorK6txfY8ePayOHTsGnWtKQPT111/Xq6661PUcN998syXJ+tvf/lbjuq+//tpKSEiwevXqVeOx6goc6uuUU04J+vyPHj3a2rlzZ43blZeXW+eff77VrVs3a9++fYHzDQ2IPvzwQys5Odk66aSTrM2bNwddt2rVKkuS5XK5gr7jFRUV1uTJkwM1Pvfccyd8nlmzZlmSrOzs7BrXffPNN1ZCQkKN7/vxzJ0715Jkvf3220Hnx40bZ0myPv7446DzQ4cOtRISEoJeR6g+QwCA2MYUMwBA3Nu2bVuNdTh69uwZNN2nKXr27BlYu6g2od7i/vzzz69xLjExUcOHD9c333yjzz77TD179jzuY1x77bV69NFHdfrpp2vChAk6//zz9bOf/azG9Jj3339f0rFpVrWtP1O5nsyXX34ZNM3slVde0YIFC/Txxx9r7969KisrC7rf3r17aywK7na71bJlyxrP8cEHH8jhcGj06NHHfU1VnXPOOTXOOZ1OnXLKKfrxxx/r/TjSsalgiYmJNc5379498P40xbXXXquXXnpJGRkZuvrqqzVy5Eide+65SktLa/JjS8emCErSBRdcUOO6fv36KS0tTVu3btX+/fuD+t+qVas6p4PVR+W0rl27dmn16tW69957ddZZZ2n58uUaPHhw4HaPPPKI3n77bb3yyis11hWqr40bNyorK0ulpaV6/vnndeqppwZdf+655+qmm27Sk08+qTPPPDNoF7N169bpJz/5ib766islJJx4+c7K97O272Hv3r3VvXt3ffvttzWu27Bhgx5++GG988472rFjh0pKSoKuLyoqCjqePHmyFi9erL/97W967LHHJEmff/65PvjgA1166aVBa0w192cIABAbCIiq+OKLL/Tyyy9r69at+vHHH3XXXXdpyJAh9b7/okWLghYDrNSyZUs9++yzoSwVANBAXbp00ZdfflnrIrEjRoyQZVmSpLKysqjfyvqUU06p9XyXLl0kqcYObbV55JFH1Lt3bz311FOaM2eO5syZo6SkJGVmZmru3Lnq06ePJOmHH36QJL344ovHfbyqi+n+5S9/0R133KH27dvroosuUo8ePdS6dWs5HA4tXbpUa9eurXVh5Mr6q/P7/Wrfvr2Sk5NP+LoqVV1/p6qkpCSVl5fX+3FO9FgVFRUNeqzaXHnllVq+fLnmzp2rv//97/rb3/4mSTr77LM1e/ZsXXTRRU16/MrPQ1279HXt2lXfffed/H5/UEDUuXPnkISbp5xyiq644goNHjxY/fr1k9fr1fr16yUdC3buu+8+/eIXvwgKGBti48aNGjlypPbt26fnn39el19+ea23e/zxxzVkyBA9/vjjWrRokRwOh4YOHaq33npLs2bN0ldffaXOnTuf8Pkq38/jfQ+rB0QffPCBLrjgApWVlWnUqFG6/PLLlZKSooSEBK1Zs0bLli2r8Z0YOXKkTjvtNC1cuFBz587VSSedFAiKfvWrXwXdtrk/QwCA2EBAVMWRI0eUnp6uCy64QH/84x8bfP/LL79cF198cdC5nJycGv9KBQAIv3PPPVcrV67UG2+8oV/+8peRLueEKkcqVB9ZU8nv99cZTOzatavW85UjNuqzzXpiYqLuuOMO3XHHHdq9e7dWrVql559/Xi+++KI2bNigDRs2qGXLloHHWrZsWZ0/vKsqKyvTzJkz1aVLF3366ac1QonjjbipK4xwuVz64YcfVFxc3KCQKJpcdtlluuyyy3To0CEVFBRo+fLl+utf/6oxY8bos88+0+mnn97ox67s4c6dO2v9b5YdO3YE3a5SqEe+9ezZU6effrrWrFmjvXv36uSTT9YXX3yhI0eO6KmnntJTTz1V6/369u0rSVqyZEnQYvHSsZFro0aN0g8//KAXX3wxsGhzbRwOh/7nf/4nsFNaVZ9//rkSEhKCRjbVpfJ92rVrV60L4ld+D6uaNWuWiouLtXLlSo0YMSLoutmzZ2vZsmW1Ptett96q3/72t/rnP/+pG264Qf/4xz+UmpqqMWPG1Lhtc36GAACxgW3uqzjrrLM0ceLEOkcNlZaWyjRN/epXv9L111+vadOmacOGDYHrW7VqJZfLFfjj9/tVWFhY65BtAEB43XjjjUpKStLixYv15ZdfhuQxK6cVNXTESX1UTqX5/vvva1y3efPm444Cevvtt2ucKy8v16pVqyQd+/+7hujcubOuvPJKLVq0SBdccIG++eabwAiPoUOHSjq2hXZ97N27V36/X8OGDasRDh08eDAwPachhg4dKsuytGLFigbf1y4SExPr9Tlq06aNLrjgAv3pT3/StGnTdPTo0RrboDdU5eeh+tbv0rHPWmFhoXr16lVnIBlKlSP8Kr9b6enpuummm2r9UzmibPz48brpppuCplRJx0KdESNGaN++fXrppZeOGw4dz1tvvaXvvvtOl112Wb3C1coQqbbv4ZYtW+r8Tnfo0KFGOFTX41S64YYb1Lp1az322GN64YUX5Pf7ddNNN9U65bFSc3yGAACxgYCoAZ588klt2rRJd9xxhx5++GENHTpUDz74YOBf1qp788031bVrV5122mlhrhQAUN2pp56q6dOn6+jRo7r00ku1evXqWm/n9/vr/Zjt27eXw+HQd999F6Iq/89PfvITpaSkaNmyZdq9e3fgfHFxsW6//fbj3vfNN9/U8uXLg87NmzdP33zzjUaOHHnC9YeOHDmi9957r8b50tJS7du3T5LUunVrSdLYsWN16qmnyufzKT8/v9bHe//993X48GFJx8Km1q1b65NPPgmadlZaWqrf/va32rt373Frq81tt90mSfp//+//1VinRaq5dosddezYUXv27FFxcXGN6955551aR5JVjhSr7EVjVY6omzVrlvbs2RM4X15errvuuksVFRW66aabmvQclTZu3FhruFlRUaH77rtPu3fv1rBhwwIB6aBBg/TEE0/U+qd///6SpAcffFBPPPGEBg0aFHi8NWvWaOTIkfrvf/+rZcuW6bLLLjthbQcOHKhx7ttvv9XNN9+sFi1aaNasWfV6jddee62cTqceffTRoLXHKioqdPfdd9c67TA9PV379u3TunXrgs4/+eSTeu211+p8rnbt2mnSpEn67LPPNH36dCUmJtbY9l5q/s8QACA2MMWsnvbu3au33npL8+fPV4cOHSQdm1K2du1arVy5UpMmTQq6/dGjR/Xuu+/WGOoMAIic7OxsWZalP/zhDzr33HN19tlna8iQIerQoYP8fr+2bdum//znP5Kk884774SP17ZtW2VkZOjdd9/Vtddeq379+ikxMVGXX355kxbvlY4tmPzb3/5Wf/jDH3TWWWfpiiuuUFlZmV5//XV169ZN3bp1q/O+WVlZuuKKK3TFFVeoT58+WrNmjV599VV16NBB8+fPP+FzFxcXa/jw4erTp4/OPvts9ezZUyUlJXr99df15Zdf6vLLLw/844fT6dRLL72kSy65RJdddpmGDRumQYMGqXXr1vr+++/10UcfacuWLdqxY4dat26thIQE3X777ZozZ44GDhyosWPH6ujRo1q5cqX27dunkSNHauXKlQ16ry6++GJNnz5ds2bN0mmnnSaPx6Pu3btr165dWrVqlYYOHaqnn366QY8ZbqNGjdJHH32k0aNH67zzzlPLli3ldruVlZWl22+/XUVFRTr33HOVnp6uFi1a6JNPPtGbb76pnj17auLEiU167mHDhumee+7RQw89pDPOOEPjxo1TmzZt9Oqrr2r9+vUaPny47r777pC8zvz8fE2dOlXDhw9Xr1691LFjR+3atUtvv/22tmzZoi5duujxxx9v0nP8+OOPGjVqlPbt26dRo0bp/fffr3Xq4h133BE0Kuqmm27St99+q8GDB6tDhw7aunWrXn75ZZWWlurZZ5+t93c6PT1dc+bM0f/7f/9PZ511lq6++mq1a9dOr732mvx+v84888waQdAdd9yh1157TcOHD9eECRPUrl07ffzxx1q1apXGjRtX6xqXlSZPnqwnnnhCRUVFysrKqnXh6eb+DAEAYkSEd1GzrfHjx1sFBQWB408++cQaP368dd111wX9mThxovWnP/2pxv3fffdda+LEidaPP/4YxqoBAPXx1VdfWXfccYfldrutdu3aWUlJSVb79u2tc845x7rjjjusTz75pMZ9atvm3rIsa9OmTdaYMWOsDh06WA6HI2gL86rboB+Patnm3rKObbE9e/Zsq3fv3pbT6bS6d+9u3X333dahQ4eOu839U089ZeXl5VlDhw61WrdubbVr18668sor673F9dGjR63c3Fxr9OjRVvfu3a2WLVtaJ598spWRkWH99a9/tY4cOVLjPrt27bKmTJliDRgwwEpOTrbatGlj9enTx7rqqqusZ5991iotLQ3ctrS01Jo7d6512mmnWa1atbJOOeUU67rrrrO2bdtW6/tc+T7ecMMNx637lVdesS655BKrffv2VosWLay0tDTL4/FYb7zxRuA2ldvcz5gxo9bHON5289WdqK7Kbdirqmub+4MHD1q33nqrlZqaaiUmJgY97gsvvGBNnDjR6tOnj9WmTRvrpJNOsgYMGGBNmzbN2r17d71qrc9rW7hwoXXuuedabdu2tVq2bGmdfvrp1qxZs6zi4uIGP1ZdPv/8c8swDMvtdlsdO3a0EhMTrZSUFOucc86xZsyYYf3www/1fqy6trmv7MuJ/lT/Lj/99NPWsGHDrA4dOlhOp9NKS0uzvF6v9cUXXzT4dVqWZT333HPWWWedFfj+XHvttVZRUVGtnwvLsqy8vDwrIyPDatu2rdWuXTvroosust5+++06PzNVDRo0yJJkLV++vNbrQ/UZAgDENodl/f/btiDIhAkTgnYxW716tf73f/9Xf/rTn2pscVq59lBVOTk5Sk5ODtm/uAEAAADV/fe//1W3bt0Co56q/3cqAAD1xRSzekpPT1dFRYX2799/wjWFdu/erQ0bNuiee+4JU3UAAACIR3/961918OBBTZ8+nXAIANAkBERVlJSUBG09unv3bm3btk1t27ZVt27dNHz4cM2bN09er1e9evXSgQMH9Pnnn6tnz55B256++eabcrlcDd4lBgAAADiR/fv3669//auKior0+OOPq2vXrpo8eXKkywIARDmmmFWxYcMG3X///TXOn3/++TIMQ2VlZXrppZf09ttva9++fUpJSVHfvn01YcIE9ejRQ9KxHSoMw9B5552na665JtwvAQAAADFu27Zt6tWrl1q2bKmzzz5bjz76aNA/VgIA0BgERAAAAAAAAHGOicoAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxDkCIgAAAAAAgDjHNvf/vx9//FFlZWWRLsPWOnXqpD179kS6DBwHPYoO9Mn+6JH90SP7o0f2R4/sjx7ZHz2yv3jvUVJSktq3b1+/2zZzLVGjrKxMpaWlkS7DthwOh6Rj7xMb39kTPYoO9Mn+6JH90SP7o0f2R4/sjx7ZHz2yP3rUMEwxAwAAAAAAiHMERAAAAAAAAHGOgAgAAAAAACDOERABAAAAAADEORaprocjR47oyJEjkS4j4oqLi3X06NFar3M4HGrbtm1gETAAAAAAABA9CIhO4NChQ3I4HDrppJPiPvxwOp117vR29OhRHTx4UCeddFKYqwIAAAAAAE3FFLMTKCsrU+vWreM+HDqRFi1asG0gAAAAAABRioDoBAiGAAAAAABArCMgAgAAAAAAiHMERAAAAAAAAHGOgChGjRs3TtnZ2XVen5qaqhUrVoSxIgAAAAAAYFcERHHqs88+08iRIyVJ33//vVJTU7V+/foIVwUAAAAAACKBbe7jVOfOnSNdAgAAAAAAsAlGEMUwy7I0a9YsDRgwQIMGDdLcuXMD11WdYjZ06FBJ0iWXXKLU1FSNGzdOkrR69Wpddtll6tOnj0477TRddtllKiwsDP8LAQAAAAAAzYqAKIxM01RGRoZM0wzL87344otq3bq18vLydN999+mRRx7RO++8U+N2r7zyiiTp+eef12effabHH39cZWVluummmzR06FD95z//0csvv6zrr79eDocjLLUDAAAAAIDwISAKI5/Pp8LCQvl8vrA832mnnaY777xTvXv31vjx4+V2u7Vq1aoat+vYsaMkqX379urcubPat2+v//73vzpw4IAuvPBCpaenq2/fvpo4caJSU1PDUjsAAAAAAAgfAqIwMgxDaWlpMgwjLM932mmnBR137txZe/furdd927dvrwkTJujaa6/VDTfcoCeeeEK7du1qjjIBAAAAAECEERCFkdfrVUFBgbxeb1ieLykpeA1yh8OhioqKet//kUce0csvv6xzzjlHL7/8soYOHapPPvkk1GUCAAAAAIAIIyCCnE6nJNUaHp1xxhm67bbb9PLLL+snP/mJli5dGubqAAAAAABAc2Obe+jkk09Wq1attHLlSnXt2lUtW7aU3+/XP//5T1100UXq0qWLvvnmG23dulVXXXVVpMsFAAAAAAAhxggiKCkpSX/4wx/0j3/8Q4MHD9Yvf/lLJScna/Pmzfqf//kf/fznP9c999yjX/ziF7r++usjXS4AAAAAxLVw75CN+OCwLMuKdBF2sGfPHpWWltY4f+DAAaWkpESgIvtxOp21vkeVeK8iy+FwqGvXrtqxY4f4WtsXfbI/emR/9Mj+6JH90SP7o0f2F8keZWRkqLCwUGlpaSooKAjrc0cTvkfHfsd36tSpXrdlBBEAAAAAAFHCNE0dPHhQLpcrbDtkIz4QEAEAAAAAECV8Pp/8fr/atm0bth2yER8IiAAAAAAAsDnTNNWnTx8VFhYqOTmZ0UMIOXYxAwAAAADAxkzT1PTp01VeXi5JOnr0KKOHEHIERAAAAAAA2JRpmpo2bVrQIstZWVkRrAixiilm9VBRURHpEmwvXleEBwAAAIDmlJubG/R7Ky0tTT6fL4IVIVYREJ1A69at9d///peQ6AQOHz6sli1bRroMAAAAAIgZhmHI7/cHjp1Opw4ePCjTNCNXFGIWU8xOICkpSW3atNHBgwcjXUrEtWjRQkePHq1x3rIsJSUlERABAAAAQIiYpqmlS5cGnSsrK5Pf75fP52MNIoQcAVE9JCUlKSUlJdJlRJTD4VDXrl21Y8cOppMBAAAAQDPLycmpca5Vq1bq2LEjO5ihWRAQAQAAAABgI6Zpqri4OHDs8Xj08ccfyzAMRg6h2RAQAQAAAABgE5W7llXyeDwsSo2wYJFqAAAAAABsIicnJ7CsR3JysjIyMpSRkSHDMJSRkcEC1Wg2BEQAAAAAANhAZmZm0NSyli1byufzqbCwUHl5eSosLGQ0EZoNU8wAAAAAAIgwwzC0du3awHFycrKmTJkiSfL5fDrnnHMC6xABzYGACAAAAACACKq+pb3T6dTmzZsDxyxMjXBgihkAAAAAABFUfUv72ra4B5obAREAAAAAABFUUlISuDx79mxGDCEiCIgAAAAAAIgA0zSVnp4e2LXM4/EQDiFiCIgAAAAAAIiA3NxclZaWBo7ru0OZaZpseY+QIyACAAAAACDMTNOU3+8PHLvd7nrf1+fzseU9Qo6ACAAAAACAMMvNzQ1cdjgcys/Pr/d9DcNQWloaW94jpNjmHgAAAACACBo7dmyDbu/1elmrCCFHQAQAAAAAQJhkZmZq7dq1Sk1NVdu2bWUYBmEPbIGACAAAAACAZmaapnJzcwPrDhUVFamoqCiyRQFVsAYRAAAAAADNrGo4JElOpzNwmV3JYAcERAAAAAAANLMjR44EHefk5AQusysZ7ICACAAAAACAZmQYhoqLiwPHHo8naN0hdiWDHRAQAQAAAAAQIpmZmUpNTVVmZqakY+HP0qVLA9d7PJ4aI4W8Xq8KCgpYrBoRxSLVAAAAAACEQOUOZZICO5VV9/HHH4e7LKBeGEEEAAAAAEATVQ2H6uJyuZhGBttiBBEAAAAAAE1gGMYJw6HappYBdsIIIgAAAAAAmmDZsmUnvA1Ty2B3BEQAAAAAADTST3/6U1mWFTj2eDxyuVxKTk6Wy+WSx+NhhzJEBaaYAQAAAADQQKZpKicnR4cPHw6cmz17trxer0zTlM/nk2EY7EyGqMEIIgAAAAAAGuj+++8PCodSU1MDYZDP51NhYSFrDiGqEBABAAAAAFBPmZmZSk1NVXFxceCcx+PRhx9+GDg2DINpZYg6TDEDAAAAAKAe6tqtLCMjI+jY6/UytQxRhxFEAAAAAACcgGEYWrp0adC5hIRjP6mZSoZYQEAEAAAAAMBxmKZZIxyaM2eOfD5fo6eSmaapjIwMmaYZoiqBpmGKGQAAAAAAdTBNU1OnTg06V7lbWdeuXTV27Nigbe7rq+pC1kxHgx0wgggAAAAAgFrUFg55PJ4mBzqmaergwYNyuVwsZA3bICACAAAAAKAWOTk5Qccejyck6w35fD75/X61bduW0UOwDQIiAAAAAACqMQyjxlb2leGQaZoaMmSIFixY0OjHbuzaRUBzISACAAAAAKCK6otSJycnB40cqlw/aM6cORGoDmgeBEQAAAAAAFSRnZ193OPKEUD33ntvox6/6gLVDcHOZ2hOBEQAAAAAAPz/MjMzVVpaGjiu3LGsKq/Xqw8//FC33npro56jsVPMGhssAfVBQAQAAAAAgI6N0Fm7dm3g2O12N8si0l6vVwUFBQ1+bNYuQnNKinQBAAAAAABEWvUt7d1ut/Lz8yNYUU1er5ddz9BsGEEEAAAAAIh7Vbe0dzgctguHgOZmqxFEX3zxhV5++WVt3bpVP/74o+666y4NGTLkuPfZsGGDTNPU999/r44dO+qqq67SiBEjwlMwAAAAACDqVd/SfuzYsRGsBogMW40gOnLkiNLT03XTTTfV6/a7d+/WnDlzNGDAAD300EO67LLLtGDBAq1Zs6Z5CwUAAAAAxIyqW9p7PB4WgUZcstUIorPOOktnnXVWvW//73//W507dw7MwUxLS9NXX32lV155RYMGDWqmKgEAAAAAsaL6gs+EQ4hXtgqIGmrTpk0aOHBg0Dm3262nn366zvuUlpYGbVnocDiUnJwcuIzaVb43vEf2RY+iA32yP3pkf/TI/uiR/dEj+6NH4TF58uQao4fq+57TI/ujRw0T1QGR3+9Xu3btgs61a9dOxcXFOnr0qFq0aFHjPkuWLNHixYsDx7169VJubq46derU7PXGgi5dukS6BJwAPYoO9Mn+6JH90SP7o0f2R4/sjx41r2XLlgUut27dWkuWLGnwY9Aj+6NH9RPVAVFjXHHFFRozZkzguDJJ3LNnj8rKyiJVlu05HA516dJFO3fulGVZkS4HtaBH0YE+2R89sj96ZH/0yP7okf3Ro+Z36aWXBr232dnZ2rFjR73vT4/sjx5JSUlJ9R4QE9UBkcvl0v79+4PO7d+/X8nJybWOHpIkp9Mpp9NZ63Xx+oFpCMuyeJ9sjh5FB/pkf/TI/uiR/dEj+6NH9kePmodhGFq7dm3g2OPx6Prrr2/Ue92cPTJNUz6fT4ZhBNbeRcPxPaofW+1i1lB9+/bV559/HnRu3bp16tevX4QqAgAAAADYXdV1h9xut20Xpvb5fCosLLRtfYgttgqISkpKtG3bNm3btk3SsW3st23bpr1790qSnnvuOc2bNy9w+4svvli7d+/WP/7xDxUVFem1117T+++/r8suuywS5QMAAAAAbMw0TaWnpwedy8/Pj0wx9WAYhtLS0mrstAY0B1sFRN98843uuece3XPPPZKOfXnvuecevfDCC5KkH3/8MRAWSVLnzp117733at26dbr77ru1fPly3XrrrWxxDwAAAPz/TNNURkaGTNOMdClAxOXk5ATtau3xeCJXTD14vV4VFBTUmF7G9xrNwWExEU/SsUWqq/5FgWAOh0Ndu3bVjh07mLtpU/QoOtAn+6NH9keP7I8e2UtGRoYKCwuVlpamgoICSfQoGtCj0DMMo8bUsqaMHopkj2r7XqMmvkfH1mGu7yLVthpBBAAAACC0mKICHFN1S/vk5GRbTy07Eb7XaA4ERAAAAEAMqT71pK4pKkA8MQyjxpb2tYmWqVt8r9EcCIgAAACAGJKTk6PCwkLl5OREuhTAFjIzM4Omls2ePbvOYIVdwxDPCIgAAACAGGEYhoqLiyUd2yEYiHeZmZlau3Zt0LnjjbqJhqlb0TLKCdGHgAgAAACIEVXXWBk7dmwEKwEizzCMGuHQiXYts8vUreOFQIxyQnMhIAIAAABigGmagTVWkpOT+fGIuGaaZtC0MqfTqaKiItt8L040Cuh4IVA0jHJCdCIgAgAAAKKcYRiaOnWqpGPbOte1AC8QL6p/B+y2JteJRgEdLwSyyygnxB4CIgAAACCKVR8p0a5dO344Iq5lZmaqtLQ0cHy8Rakj5USjgAiBEAlJkS4AAAAAQONVHxkxZcqUCFUCRF71RandbrctQxav12vLuhDfGEEEAAAARCnTNAO7lkn2HCkBhEv1Randbrfy8/MjWBEQXQiIAAAAgChVdfRQcnIy4RDiVvWploRDQMMREAEAAABRyDCMoNFDLEyNeGWaZmCR9kqEQ0DDERABAAAAUajqaAmPx8PoIcSt6uGox+OJTCFAlCMgAgAAAKJM9Z2P6toqG4h1hmEE7Vjm8Xj4PgCNREAEAAAARJHqa60wWgLxqrZ1hwiHgMYjIAIAAACiSPWFqflBjHhUfd2h5ORk1h0CmoiACAAAAIgSLEwNHFM1KJX4LgChQEAEAAAARIHq02nY1h7xasiQIUFBqdvt5rsAhAABEQAAABAFGDEBSJmZmSoqKgocezweppYBIUJABAAAANhcZmZm0IiJ2bNnM2ICcccwDK1duzZwnJqayhpcQAglRboAAAAAAMdX9Uexx+MhHELcyczMDPoeuN1uRg4BIcYIIgAAAMDGDMMIXHY6nYyYQNwxTTMoHHI6nYRDQDMgIAIAAABsyjCMoIWpq69DBMS66tvZS1KbNm0iVI09mKapjIwMmaYZ6VIQYwiIAAAAAJuqGg4xtQzxqPqIubS0NE2ZMiVC1diDz+dTYWEhowkRcgREAAAAgA1VnVom1fyhDMQy0zQ1YMAA/fDDD0pIOPaz1e12q6CgIO6DUsMwlJaWVuPvCKCpWKQaAAAAsJnqU8s8Hk/EagHCzTRNTZs2TZZlSZKSk5O1efPmCFdlH16vN+5DMjQPRhABAAAANlM1HEpOTmb0EOJKTk5OIBySpJKSkghWA8QPAiIAAADARqpPG8nOzo5QJUD4ZWZmqri4OHDscDg0duzYCFYExA+mmAEAAAA2UdvUMqaSIF4YhhG0nb3H42H0HBBGjCACAAAAbIKpZYhX1cNRt9stn8/Hlu5AGBEQAQAAADbA1DLEs2XLlgUuO51O5efnS2JLdyCcCIgAAACACDNNk6lliFuGYQQtSt2mTZug69jSHQgP1iACAAAAIiwnJydwmalliDdVRw+5XC5NmTIlcMyW7kD4MIIIAAAAiCDTNIN2bWJqGeJNq1atJB0LRzds2CBJrDsERAABEQAAABBB1UcPMVoC8SY7O1tpaWmBcJR1h4DIICACAAAAIsQwDEYPIa6ZpimfzyfDMALhKOsOAZFBQAQAAABECAtTI97VNlrI6/WqoKCA7wMQZgREAAAAQARUHx3BdBrEo44dOwb9L4DIISACAAAAwqy2be2BeGGaptLT05Wamqq1a9dKktavXx/hqgCwzT0AAAAQZmxrj3hlGEZQOFopKysr/MUACMIIIgAAACCM2NYe8ay2cMjtdtcZkpqmyZb3QJgQEAEAAABhxLb2iFeZmZlBxx6PR0VFRcrPz6/zPmx5D4QPAREAAAAQJmxrj3iVmZkZWG9IOhYO1Sf0Yct7IHwIiAAAAIAwYVt7xCPDMILCoapTyk40hYwt74HwISACAAAAwoBt7RGPqi9K7Xa7g6aUMYUMsA8CIgAAAKCZVf+RzLb2iAemaQZ97pOTk2usN8QUMsA+2OYeAAAAaGbVfyQzWgKxrrbt7Gtbc8vr9TJ9DLAJRhABAAAAzaj6yAgWpkY8qB4OseYWYH8ERAAAAEAzqT7Fhh/JiHWmaSo9PT3oXH13LAMQWQREAAAAQDOpOlqIqWWIB9nZ2SotLQ0cEw4B0YOACAAAAGgGhmEE/VBmahliXfXPfNXt7BvKNE1lZGTINM1QlQfgBAiIAAAAgBCrPrXM7XYztQwxLTMz87jb2TeUz+dTYWEho4+AMCIgAgAAAEIsJycncLm2rb2BWGIYhtauXRs4DsVn3jAMpaWl1VjkHUDzISACAAAAQsgwDBUXFweOmVqGWFZ9tJxU+2e+oVPGvF6vCgoKGHkHhBEBEQAAABBC7FqGeGEYhqZOnRp0bvbs2bV+5pkyBtgfAREAAAAQItWnw/BjGLHKMIwaI4fqCocqb8+UMcDekiJdAAAAABALqv9g9ng8EasFaE61TSs70Wg5r9fLaDrA5giIAAAAgBCo+oM5OTmZ0UOIWbm5uUHHxxs5BCB6MMUMAAAAaKLMzMygYxamRqwyTVN+vz9wTDgExA4CIgAAAKAJTNMM2uKbhakRq0zT1PTp0wPHLpeLzzoQQwiIAAAAgCbIyckJXHa73UwtQ0yqDIfKy8vlcDiUnJwcOA8gNhAQAQAAAI1kGIaKi4sDx/n5+RGsBmg+Pp9P5eXlkqSxY8eqY8eO8vv9BKJADCEgAgAAABqh+k5OlSMqgFiTmZmpwsLCwPHHH3/MtvVADGIXMwAAAKARqu/kxMLUiEXV19hKTEyUYRhsWw/EIEYQAQAAAI1w6NChwGV2ckIsMgxDU6dODRwnJCTopJNOCrqNaZrKyMiIu7WITNPUkCFDtGDBgkiXAoQMAREAAADQQKZpqrS0VJLkcDgIhxBzqk+hdLlcSklJqbHukM/nU2FhYdytRVT5uufMmRPpUoCQISACAAAAGsA0TU2bNi1wPHbs2AhWAzSP6lMo/X6/JNVYdyhe1yKqfN333ntvpEsBQoY1iAAAAIAGyM3NlWVZko6Nqoi3kROILw6HQ2PHjg0sTF19tFy8rkXk9Xp1ww03qGvXrtqxY0ekywFCgoAIAAAAaICqaw9NmTIlgpUAoWeaprKzs1VaWiqn06mcnJy4DICAeERABAAAANRTZmYmaw8hZpmmqenTp6u8vFySVFpaymcciCMERAAAAEA9GIYRtN03aw8hlhiGEbQotSS53e7IFAMgIgiIAAAAgHpYtmxZ4LLb7WbtIcSM6juWORwOFRYWRq4gABHBLmYAAADACRiGEViY2ul0Kj8/P8IVAaFhmqamTp0adI7RcUB8YgQRAAAAcBzVR1e0adMmcsUAIWSapqZNmxZ0bvbs2aw7BMQpRhABAAAAx5GTkxN0zM5liBU5OTmBkXGS5PF4aoRDpmkqIyNDpmmGuzwAYUZABAAAABxHcXFx4DKjKxArDMMI+my7XC5lZGTUuJ3P51NhYSFrbgFxwHZTzFasWKG8vDz5/X717NlTv/zlL9WnT586b//KK6/o3//+t/bu3auUlBRlZGRo0qRJatGiRRirBgAAQCzKzMwMXE5OTiYcQkyoPm1Skvx+fyAE8vl8MgxDXq9XhmEEjgHENluNIFq9erVM09S4ceOUm5urnj176oEHHtD+/ftrvf2qVav03HPPafz48XrkkUd066236v3339fChQvDXDkAAABijWmaQdvaZ2dnR7AaIDQMw6ixKLXH41FaWlogDKo6Ysjr9aqgoIBwFIgDthpBtHz5co0aNUojR46UJN1yyy369NNPtXLlSnk8nhq3//rrr9W/f38NHz5cktS5c2ede+652rRpUzjLBgAAQAyquvaQ2+3mBzJiQl5eXtBxbdMmGTEExCfbBERlZWXasmVLUBCUkJCggQMHauPGjbXep3///nr33Xe1efNm9enTR7t27dJnn32mn//853U+T2lpqUpLSwPHDodDycnJgcuoXeV7w3tkX/QoOtAn+6NH9keP7C8WemSaZtD6LK+++moEqwm9WOhRrGuOHk2ePFnl5eWBY4/HoxtuuCHoNjfccEONc6gd3yP7o0cNY5uA6MCBA6qoqJDL5Qo673K5tH379lrvM3z4cB04cEC///3vJUnl5eW66KKLdOWVV9b5PEuWLNHixYsDx7169VJubq46derU9BcRB7p06RLpEnAC9Cg60Cf7o0f2R4/sL5p7VHX0UOvWrdW1a9cIVtN8orlH8SJUPVqwYEFg3SGHw6EePXrokksuOeFne8GCBZozZ47uvfdeSQpcvvXWW0NSVyzge2R/9Kh+bBMQNcaGDRu0ZMkS3Xzzzerbt6927typp556SosXL9a4ceNqvc8VV1yhMWPGBI4rk8Q9e/aorKwsLHVHI4fDoS5dumjnzp1BW2HCPuhRdKBP9keP7I8e2V+092jy5Mk6fPhw4Dg7O1s7duyIYEWhF+09igeh7NGll14atJ5WUlKSvv32Wz3wwAMaO3bsce/7wAMPqLCwUA888IAkBS6f6H7xgO+R/dGjY9/3+g6IsU1AlJKSooSEBPn9/qDzfr+/xqiiSi+88ILOO+88jRo1SpLUo0cPlZSU6LHHHtOVV16phISaa3A7nU45nc5aHy9ePzANYVkW75PN0aPoQJ/sjx7ZHz2yv2jtUdXdnTwej66//vqofB31Ea09iidN7VFmZmZQOCRJbdq0Udu2bWUYxgkfu/ouZpWX+dz8H75H9keP6sc2AVFSUpJ69+6t9evXa8iQIZKkiooKrV+/XqNHj671PkeOHKkxl7C2UAgAAACoj6rb2ksK7OQERCPDMGqEQ8nJyZoyZUq9F133er1Bt2WxdiB22SpNGTNmjN544w299dZbKiws1BNPPKEjR45oxIgRkqR58+bpueeeC9z+7LPP1uuvv6733ntPu3fv1rp16/TCCy/o7LPPJigCAABAg1Tf1r62XXSBaGGaZtBouEodO3Y8bshjmqYyMjJkmmYzVgfAjmwzgkiShg0bpgMHDmjRokXy+/1KT0/XtGnTAlPM9u7dGzRi6KqrrpLD4dDzzz+vffv2KSUlRWeffbauueaaCL0CAAAARKuqo4XcbjejhxC1TNPU1KlTA8dOp1Nt2rSRpBNuX+/z+VRYWCifz8doISDO2CogkqTRo0fXOaVs5syZQceJiYkaP368xo8fH4bKAAAAEKtM09SuXbskHQuH8vPzI1wR0HjVw82cnJx6hz3V1xyqZJqmfD6fzjnnHH388ccyDIMACYgxzMMCAABA3MvJyVFpaakkad26dRGuBmg8wzBUWFgYOE5OTg4EOfWZPub1elVQUFAj/KkcWZSXlxcYYQQgthAQAQAAIK6Zpqni4uLAcatWrSJYDdB41dcdSkxMVHZ2duC4MuSZPn16g9cYMgxDaWlpysrKUlpa2gmnqgGIPrabYgYAAACES/W1WpKTk4N+UAPRpPqonlmzZgWNBDIMQ9OnT1d5eXmD1xiqvpsZgNhDQAQAAIC4lZubG7jscDi0efPmCFYDNF71qWUej6dGoFN5XNsaQwBAQAQAAIC4dejQocDlsWPHRrASoGmqTi1LS0urc40gRgIBqAtrEAEAACAuGYYRWJja4XCw6C6ikmma6tOnT9A5RgcBaAwCIgAAAMSd6ov5MnoI0SonJydokfXappY1Vn12PQMQOwiIAAAAEHdycnICl5OTkxk9hKiUmZkZFA6F+rNcuesZ3w8gPhAQAQAAIK5U39aeXcsQjQzD0Nq1awPHzbEDX+XW9kxZA+IDi1QDAAAgrlQfPcSCvYg21adIut1u5efnh/x5WNAaiC8ERAAAAIgbhmEweghRzTCMoHDI6XQ2SzgEIP4wxQwAAABxo+oP61Au5guEQ/WRQ5LUpk2bWm/H4tIAGoqACAAAAHGh+o9lFt5FtKk6PVKSXC6XpkyZUuN2LC4NoDEIiAAAABAXcnNzA5c9Hk/kCgEaYciQITW2s9+wYUOto+BYXBpAYxAQAQAAIOaZpim/3y+Jbe0RfQzDUFFRUeDY7Xbr448/rnMKmdfrVUFBAVMoATQIAREAAABiXtXRQy1btoxgJUDDXHrppUHrDqWmpuqHH34ITCFjvSEAoUJABAAAgJh35MiRwOXa1mwB7GjSpElau3Zt4Njj8ejDDz8MmkIWyvWGCJuA+EZABAAAgJhmmmZg7Zbk5GSm3SAqTJ48WQsXLgw6l5GRISl4Clko1xticWsgvhEQAQAAIKYxvQzRprbt7KXad94L5XpDLG4NxLekSBcAAAAANBfDMAKLU0tML4P9GYZRIxzyeDz6+OOPmz248Xq9jLAD4hgBEQAAAGJW1R/aLpeLH7+wtczMzKA1hxwOh8aOHcuULwBhwRQzAAAAxKTqoy0YPQQ7MwwjKBySJMuy9PHHH0eoIgDxhoAIAAAAMaf6Gi4ej4fRQ7Ct2qaVSVJCQoJ+85vfhL8gAHGJgAgAAAAxp+rC1MnJyUzRga0tW7YscDk1NVUul0sul0s+n69BwSbb1ANoCtYgAgAAQMw5cuRI4HJ2dnYEKwGOzzRNWZYVOHY4HNqwYYMcDoe6du2qHTt21Puxqm5Tz4g5AA3FCCIAAADEFNM0VVJSIomFqWFvpmlq+vTpko4FQy6Xq0k7lbFNPYCmYAQRAAAAYoZpmpo6dWrgmIWpYWc+n0/l5eVKTEzUrFmzmhxmsk09gKZgBBEAAABiRk5OTuCyw+HgxzJsrXLETyjCIQBoKgIiAAAAxIzi4uLA5bFjx0awEqB2VReS9nq9KigoIBwCYAsERAAAAIgJVdddYecy2JFhGJo6dWpgIelKlaGRYRjsQgYgYgiIAAAAEPVM09TSpUsDx+xcBjvKy8sLXK4aaFbuPpaXl1cjPAKAcCEgAgAAQNSruvZQcnIyU3ZgK5UjhM444wwlJibK4/EEfUYr1yLKyspiFzIAEcMuZgAAAIhqpmkGrT3E6CHYTU5OjoqLi/XDDz/ou+++q3E9u48BsANGEAEAACCqMXoIdlY1wCwpKYlwNfVXdTFtAPGBgAgAAABRi9FDsLPKRakrRdPOepXrIrEeEhA/CIgAAAAQtaqOHqq+rgsQaVUXpZ49e3ZUhS2V6yKxHhIQPwiIAAAAEJUMwwiMHnI4HFH14xuxzTAM9ejRQ126dKl1Uepo4PV6VVBQEHV1A2i8Ri1SvW3bNhUWFmr48OGBc2vWrNGSJUtUWlqq4cOHKzMzM2RFAgAAAFVV39Y+mqbuILYZhhH4bO7cubPWRakBwI4aNYLoH//4h1avXh043r17t/74xz9q9+7dkqRnnnlG//nPf0JTIQAAAFBN9YWpGT0EO6gaDklSVlZW5IqpJxajBlCpUQHRt99+q5/85CeB47ffflsJCQnKzc3Vgw8+qKFDh+r1118PWZEAAABApapTyyQWpoY9VB/V5vF4oiK4ZDFqAJUaFRAdPnxYJ510UuD4s88+05lnnqmUlBRJ0plnnqmdO3eGpkIAAACgiuo/wlkjBZFWfbeyaAmHJBajBvB/GhUQuVwuFRUVSZJ+/PFHbdmyRWeeeWbg+pKSEjkcjtBUCAAAAOjYCI309PSgc9HyIxyxq/rIIZfLFVWfSxajBlCpUYtU//SnP9Wrr76qo0ePavPmzXI6nRoyZEjg+m+//VannHJKyIoEAAAAcnNzVVpaGjj2eDyRKwbQsXBo2rRpQeemTJkSoWrCwzRN+Xw+GYZBqATEmEaNIJo4caIyMjL07rvvav/+/Zo8ebJcLpekY9PPPvjgg6ARRQAAAEBTHTp0KHDZ7XZH1SgNxJ7KaWWWZQXOxcOUR9YsAmJXo0YQtWrVSrfffnud1y1YsEAtWrRoUmEAAABAJcMwAqOHHA6H8vPzI1wR4llt08qmTJkS8+GQdOy7WDmCCEBsaVRAVN3hw4fVqlUrJSQkKCEhQa1btw7FwwIAAAA1tg4fO3Zs5IoBFLz2VXJysjZs2BDBasLL6/XGRRAGxKNGTTGTpG+++UYPPPCArrvuOv3yl7/UF198IUk6cOCAHnroobj6SxIAAADNp2o4lJyczNQWRFRmZqYKCwuVkJAgl8ul7OzsSJcUcqZpKiMjQ6ZpRroUAGHUqIDo66+/VnZ2tnbu3Kmf//znQfNuU1JSdPjwYb3++ushKxIAAADxqfo0llj8MY7oYRiG1q5dK0mqqKjQhg0bYnI0DesMAfGpUQHRwoULlZqaqj/96U+65ppralw/YMAAbd68ucnFAQAAIH5Vn1oWDwsAw54Mw1BqamrQ59HtdkeuoGZmGIbS0tJYZwiIM41ag+ibb77RNddcI6fTqZKSkhrXd+jQQX6/v6m1AQAAII4xtQx2kJmZGRg1VMnj8cT055F1hoD41KgRRImJiUHTyqrbt2+fWrVq1eiiAAAAEN8yMzODjplahkipHg653e6YDocAxK9GBUR9+/bVBx98UOt1JSUleuutt3T66ac3qTAAAADEr6o/yplahkiqnErmdDo1e/Zs5efnR7giAGgejZpiNmHCBM2cOVOzZ8/WueeeK0natm2bdu3apby8PB04cEBXXXVVSAsFAABA/HC73Vq7di2jNRBxBEIA4kWjRxBNnTpVO3fuDPwf9rPPPqvHHntMFRUVmjp1qnr27BnSQgEAABA/8vPzVVRUxI9zRBxbvgOIF40aQSRJZ5xxhv7yl79o27Zt2rFjhyzL0imnnKLevXvL4XCEskYAAAAACCvTNJWbm6v9+/fLsiz5fD6mOgKIaY0OiCqlp6crPT09BKUAAAAAgD1kZ2ertLRU0rFNetjyHUCsq1dA9MUXXzTqwVmoGgAAAEA0qgyHJGnWrFmMHgIQ8+oVEN1///2NevAXXnihUfcDAAAAgEgwDEN5eXlyuVzy+/1yu92EQwDiQr0CohkzZjR3HQAAAAAQUYZhaOnSpZKk//73vyoqKopsQQAQRvUKiJgqBgAAACCWDRkyJCgQysrKimA1ABB+jdrmHgAAAABihWmaQeGQx+ORz+eLYEUAEH71GkE0f/58ORwO/epXv1JCQoLmz59/wvs4HA79+te/bnKBAAAAANBcMjMztXbt2sBxamoq4RCAuFSvgGjDhg1yOByqqKhQQkKCNmzYcML7OByOJhcHAACA2GSapnw+nwzDYAFgRIxhGEHh0OzZs/k8Aohb9QqIqifoJOoAAABoCp/Pp8LCQvl8Pn6QIyJM0wwsSC1JTqeTzyKAuFavNYimTJmiNWvWBI7ffvtt7d69u7lqAgAAQAwzTVMHDx6Uy+WSYRiRLgdxyDRNTZs2LehcTk5OhKoBAHuoV0D07bff6sCBA4Hj+fPna+PGjc1WFAAAAGKTYRiaOnWq/H6/2rZty4gNhF3lZ9CyLEnHlsZgahkA1DMg6tSpkz7//HNVVFQ0dz0AAACIYXl5eYHLjB5CuFWfVuZwOPTggw8SDgGA6rkG0UUXXaR//vOfWrVqlVq0aCFJWrBggR5//PHj3u+ZZ55peoUAAACIGVlZWcrLy1NWVhY/yhFWtU0rIxwCgP9Tr4Do8ssvV8+ePbVhwwb5/X69/fbbOvXUU3XKKac0d30AAACIIT6fjw1PEHamaWrq1KlB5zweD+EQAFRRr4BIktxut9xut6Rji1RfdNFFGj58eLMVBgAAgOhnmqZyc3MlHdv4hB/kCLfawiHWHIo80zTl8/lkGAa9AGyiXmsQVffCCy8QDgEAAOCEcnNz5ff75ff7GTmEsGPkkH35fD4VFhby9wJgI40KiAAAAIATmTx5svx+v6RjiwGzKDXCrfrW9R6Ph0DCJgzDUFpaGn8vADZS7ylmAAAAQH1NmjQpaLcoFgNGuBmGoeLi4sAx4ZC9eL1e/k4AbIYRRAAAAAgp0zS1cOHCwDFTehBuhmEEBZTJycmEQwBwAgREAAAACKl58+YFLjNqA+FmmmaNcCg7OztyBQFAlCAgAgAAQJOZpqmMjAyZpqnf/OY36tmzp+bMmUM4hLCqbVHqzZs3M4INAOqhSWsQHTx4UOvWrdOePXskSZ06ddLAgQN10kknNfoxV6xYoby8PPn9fvXs2VO//OUv1adPnzpvf+jQIS1cuFAffvihDh48qE6dOumGG27Q4MGDG10DAAAA6q/qj/Ls7Gx9++23mjJlinbs2CHLsiJcHeJFXTuWAQDqp9EB0aJFi7Rs2TKVlZUFP2BSki6//HJdffXVDX7M1atXyzRN3XLLLerbt69eeeUVPfDAA/rzn/+sdu3a1bh9WVmZZs2apZSUFN15553q0KGD9u7dq9atWzf2ZQEAAKCBqu4UVVpaGsFKEK/qCocYwQYA9deogGjx4sX617/+pbPOOkujR49Wt27dJEnbt2/XihUr9NJLLykxMVHjxo1r0OMuX75co0aN0siRIyVJt9xyiz799FOtXLmy1vT/zTff1MGDB/WHP/xBSUnHXkrnzp0b85IAAADQSCUlJYHLbrc7gpUgXrGdPQA0XaMCotdff11nn3227rnnnqDznTt31qBBgzRnzhy9/vrrDQqIysrKtGXLlqAgKCEhQQMHDtTGjRtrvc8nn3yivn376sknn9THH3+slJQUnXvuufJ4PEpIqH15pdLS0qB/2XI4HEpOTg5cRu0q3xveI/uiR9GBPtkfPbI/emQ/Y8eOVV5enrKysjR//nx6FAViqUeTJ0+usZ39/PnzI1hRaMRSj2IVPbI/etQwjQqIDh8+rEGDBtV5/eDBg/XFF1806DEPHDigiooKuVyuoPMul0vbt2+v9T67du3Snj17NHz4cE2dOlU7d+7UE088ofLyco0fP77W+yxZskSLFy8OHPfq1Uu5ubnq1KlTg+qNV126dIl0CTgBehQd6JP90SP7o0eRN2nSJC1atEgTJkyoseyARI+iQbT36Kc//ak+/vjjwHHr1q21ZMmSCFYUetHeo3hAj+yPHtVPowKin/zkJ9q0aZMuvvjiWq/ftGmT+vfv36TC6sOyLKWkpOhXv/qVEhIS1Lt3b+3bt08vv/xynQHRFVdcoTFjxgSOK5PEPXv21PofNjjG4XCoS5cu2rlzJ4tN2hQ9ig70yf7okf3RI3swTVMLFy6UdGxtyrlz5wauo0f2Fys9qhoOSccWSd+xY0eEqgmtWOlRLKNH9kePjq0TXd8BMY0KiG655RY98MADevrppzV69OjAuj+7d+/WihUrtGnTJk2bNq1Bj5mSkqKEhAT5/f6g836/v8aookoul0tJSUlB08lSU1Pl9/tVVlYWWJeoKqfTKafTWevjxesHpiEsy+J9sjl6FB3ok/3RI/ujR5E1b968wOWsrKxae0GP7C/ae+R2u7V27Vo5nU7l5OTo+uuvj+rXU5to71E8oEf2R4/qp14BkdfrrTFnr7y8XK+++qpeffXVQEBTUVEh6VgIc/fdd+uZZ56pfyFJSerdu7fWr1+vIUOGBB5v/fr1Gj16dK336d+/v9577z1VVFQEatixY4fat29fazgEAACApjNNUwcPHpTL5dKUKVPk9XojXRLiVH5+fqRLAICYUa8UJSMjIyyLOo0ZM0Y+n0+9e/dWnz59lJ+fryNHjmjEiBGSjv1LVYcOHTRp0iRJ0sUXX6zXXnstMJJp586dWrJkiS699NJmrxUAACBe+Xw++f1+paWlEQ4BABAj6hUQGYbR3HVIkoYNG6YDBw5o0aJF8vv9Sk9P17Rp0wJTzPbu3RsUVJ188sm677779Mwzz+juu+9Whw4ddOmllwbthAYAAIDQMgxDPp8vbP+NCAAAmp/DYiKepGOLVJeWlka6DNtyOBzq2rWrduzYwdxNm6JH0YE+2R89sj96ZH/0yP7okf3RI/ujR/ZHj44tAdSsi1RLx9YHWrNmjXbv3q2DBw/Weptx48Y19uEBAAAAAAAQJo0KiL755hvNnTtXP/zww3FvR0AEAAAAAABgf40KiJ544gkdPXpUd999t0477TS1adMm1HUBAAAAAAAgTBoVEH333XeaOHGizjnnnFDXAwAAAAAAgDBLaMydOnToELcLPAEAAMQD0zSVkZEh0zQjXQoAAAiDRgVEY8eO1RtvvKHDhw+Huh4AAADYgM/nU2FhoXw+X6RLAQAAYdCoKWYlJSVq1aqVbr/9dg0bNkwnn3yyEhJqZk1jxoxpcoEAAAAIP8Mw5PP5ZBhGpEsBAABh0KiA6Nlnnw1cfu211+q8HQERAABAdPJ6vfJ6vZEuAwAAhEmjAqJ58+aFug4AAABEmGmagVFDhEMAAMSXRgVEnTp1CnUdAAAAiCDTNDV9+nSVl5fL5/MREAEAEGcatUj1gw8+qFWrVuno0aOhrgcAAAAR4PP5VF5ersTERNYdAgAgDjVqBNGuXbv06KOPqlWrVvrpT3+q8847TwMHDpTD4Qh1fQAAAAiDqotSM3oIAID406iA6C9/+Ys2b96sd999V++//77effdduVwuDR8+XD//+c+Vnp4e4jIBAADQHKquO1RQUBDpcgAAQIQ0KiCSpD59+qhPnz664YYbtG7dOr377rv6z3/+o+XLlystLU3nnXeehg8fro4dO4ayXgAAAISQz+dTYWEh6w4BABDnGh0QVUpISNCgQYM0aNAgHTp0SI899pg++OADPffcc1q4cKEGDBigyy67TIMHDw5FvQAAAAihqlPLAABA/GpyQCRJX331ld555x0VFBTo4MGD6t69u8477zwlJSVp5cqVys3N1ZVXXqmrr746FE8HAACAEPF6vYwcAgAAjQ+ICgsL9c477+i9997T3r171a5dO51//vk677zzgtYgyszM1N/+9je99tprBEQAAAA2UHXdIcIhAAAgNTIguvvuu/Xdd9/J6XTqnHPO0c033yy3262EhIRabz9gwAC9+eabTSoUAAAATWcYhpYuXSpJrDsEAAACGhUQtWnTRr/61a80dOhQtW7d+oS3/+lPf6p58+Y15qkAAAAQIqZpBsIhSaw7BAAAAhoVEM2cObNBt2/ZsqU6derUmKcCAABAiPh8vsBlj8fD6CEAABDQpEWqv/vuO3322Wfas2ePJKlTp04666yz1KNHj5AUBwAAgNCpumMZ4RAAAKiqUQFRaWmpHnvsMb3zzjuSJIfDIUmyLEvPPfecfv7zn+vWW29VUlJINkkDAABAE1RdlLqgoCDS5QAAABtqVILzz3/+U++8844uvvhiXXrppTrllFPkcDi0c+dO5efn6/XXX1fbtm114403hrhcAAAA1JdpmsrJyVFxcbEkFqUGAAB1q33bsRN499139fOf/1w33XSTunXrpsTERCUkJKhbt266+eabNXz4cL377ruhrhUAAAANkJ2dHQiHJBalBgAAdWtUQFRWVqZ+/frVeX3//v1VXl7e6KIAAADQNKZpqrS0NHDMotQAAOB4GjXFzO12a82aNbr44otrvX7NmjU688wzm1QYAAAAGiczM1Nr164NHLvd7qAdzAAAAKpr1AiiiRMnas+ePfrjH/+ozz//XHv27NGePXu0bt06Pfzww9qzZ48mTpyogwcPBv0BAABA8zJNMygcmj17tvLz8yNYEQAAiAaNGkH0u9/9TtKxbe4/+uij496mqhdeeKExTwcAAIB6MAxDS5cuDRy73W6mlQEAgHppVEB01VVXBba2BwAAgD0sW7YscNnlcjFyCAAA1FujAqIJEyaEug4AAAA0UuV29pZlBc5NmTIlghUBAIBo06g1iAAAAGAfPp8vaDv72bNnM7UMAAA0SL1GEC1evFiSdOWVVyohISFwfCLjxo1rfGUAAAA4IcMwVFRUpISEBFmWpbFjxxIOAQCABqtXQPTiiy9KkjwejxISEgLHJ0JABAAA0Dwqp5VVjhxKSEjQ999/H+GqAABAtKpXQFR99zF2IwMAAIgc0zQ1derUoHNZWVkRqgYAAMQC1iACAACIIrWFQx6PRz6fL0IVAQCAWEBABAAAECUIhwAAQHMhIAIAAIgChEMAAKA5ERABAABEgezs7KBjt9tNOAQAAEKGgAgAAMDGTNNUenq6SktLA+c8Ho/y8/MjWBUAAIg19QqI8vPztX379uauBQAAANVkZ2cHhUOMHAIAAM2hXgHRM888oy1btgSOr776aq1atarZigIAAICUmZlZIxxi5BAAAGgOSfW5Udu2beX3+5u5FAAAAFQaMmSIioqKAseEQwAAoDnVKyA6/fTT9eKLL2rbtm1q3bq1JOntt9/Wxo0b67yPw+HQL37xi9BUCQAAECdM06x1WhnhEAAAaE71CohuvvlmPf3001q3bp32798vSVq3bp3WrVt33PsREAEAADRMTk5OUDiUmppKOAQAAJpdvQKidu3a6be//W3g+Oqrr9Ztt92m4cOHN1thAAAA8SYzM1PFxcWBY0YOAQCAcGnUNve//vWv1a9fv1DXAgAAELcyMzO1du3awHFycjLhEAAACJt6jSCqbsSIEYHLhYWF2rNnjySpU6dOSktLC0lhAAAA8cI0zaBwyOl0Kjs7O4IVAQCAeNOogEiSPvroI5mmqd27dwed79y5s2644Qadc845TS4OAAAg1pmmqalTpwaOnU6ntm3bFrmCAABAXGpUQPTpp59q7ty56tSpk6655prAqKHCwkK98cYb+uMf/6h7771XgwYNCmWtAAAAMScnJ+e4xwAAAOHQqIDoX//6l3r27Kn7779frVq1Cpw/55xzNHr0aGVnZ+vFF18kIAIAADgOwzCCFqX2eDzyer0RrAgAAMSrRi1S/d133+n8888PCocqtWrVSiNGjNB3333X5OIAAABilWEYWrp0aeA4OTlZPp8vcgUBAIC41qiAyOl06uDBg3Vef/DgQTmdzkYXBQAAEMtM06wRDrEoNQAAiKRGTTE744wzlJ+fr0GDBtXY7n7Tpk169dVXdeaZZ4akQAAAgFhSfVFqSdq8eXOEqgEAADimUQHRddddp/vuu0+///3v1adPH3Xr1k2StH37dm3evFnt2rXTtddeG9JCAQAAYkH1Rag9Hk9kCgEAAKiiUQFR586d9cc//lFLlizRmjVrtHr1aklSp06dlJmZKY/Ho3bt2oW0UAAAgGg3ZMiQGotSs+4QAACwg0YFRJLUrl073XjjjSEsBQAAIHYZhqGioqLAMeEQAACwk0YHRAAAAKifzMxMrV27NnCcmppKOAQAAGylUbuYAQAAoH4MwwgKhzwejz788MMIVgQAAFATAREAAEAzysvLC1x2Op2MHAIAALZEQAQAANAMTNNUenq6ysvLJUnJyck1djADAACwC9YgAgAACDHTNDV16tSgc9nZ2fJ6vRGqCAAA4PgYQQQAABBi2dnZNc4xtQwAANhZowKikpISzZ8/P2irVgAAABzbsay0tDRw7HQ65XK5ZBhGBKsCAAA4vkYFRKWlpXr77bf1448/SpIOHz6s+++/X1u3bg1pcQAAANGk+nb2brdb27Zt04YNG5heBgAAbK3eaxAZhqF+/fqpb9++6tKlS9B15eXl+uKLL3To0KGQFwgAABANqm9n73a7lZ+fH8GKAAAA6q/eAdGll16qTZs2KS8vT/v27ZMkPffcczr77LPVs2fPZisQAADA7gzD0NKlSwPHTqeTcAgAAESVegdEY8aMCVz+/vvvddddd+mkk07S6tWrtWjRIknSP//5Tw0cOFD9+/dXv379dNJJJ4W+YgAAABsxTTMoHJLEdvYAACDq1Dsg2rFjh7p27SpJcrlckqSsrCydccYZ2r59u373u9+pffv22rBhg1555RWVlZXphRdeaJaiAQAA7KC27exnz57NekMAACDq1DsguuOOO9S2bVv16dNH3bt3lyRVVFRIUmCkUGZmps444wwdPXqUBasBAEBMqy0c8ng8hEMAACAq1Tsgeuihh7Rp0yZt3rxZa9askSTNmTNHp556qvr27Svp/wKjFi1aqH///qGvFgAAwAbqCod8Pl+EKgIAAGiaegdEPXv2VM+ePXXhhRfqwIEDuuWWW+TxeFRSUqLPP/9c0rEh1T169FC/fv3Uv39/DR8+vNkKBwAAiJTs7OygY7fbTTgEAACiWr0DoqocDock6fTTT9cZZ5wRCIzGjRun8vJyff3113rnnXcIiAAAQMwxDEOlpaWBY0YOAQCAWNCogCghIUEnn3yyWrRoIen/AqP+/fvrjDPOkPR/080AAABiRWZmptauXRs4ZuQQAACIFY0KiNq0aRP0H0OJiYk6/fTT1aZNm8C5hISEplcHAABgE4ZhBIVDycnJys/Pj2BFAAAAodOogKi61q1ba8aMGaF4KAAAANsxDENLly4NOld9HSIAAIBoxjAfAACA4zBNs0Y4NHv2bLazBwAAMYWACAAA4DiqrzFEOAQAAGKRLQOiFStWyDAMXXvttZo2bZo2b95cr/u99957mjBhgh566KFmrhAAAMQ6wzDUo0cPWZYlh8Oh5ORkwiEAABCzbBcQrV69WqZpaty4ccrNzVXPnj31wAMPaP/+/ce93+7du/Xss8/qtNNOC1OlAAAgVlVOKysvL1dRUZEsy1LHjh0JhwAAQMyyXUC0fPlyjRo1SiNHjlRaWppuueUWtWjRQitXrqzzPhUVFXr00Uc1YcIEde7cOYzVAgCAWGOapqZOnRp0Li0tTYZhRKgiAACA5heSXcxCpaysTFu2bJHH4wmcS0hI0MCBA7Vx48Y677d48WKlpKToggsu0Jdffnnc5ygtLVVpaWnguHLIeOVl1K7yveE9si96FB3ok/3RI/tr7h5V353M4/Fo/vz5zfJcsYrvkf3RI/ujR/ZHj+yPHjWMrQKiAwcOqKKiQi6XK+i8y+XS9u3ba73PV199pTfffLPe6w4tWbJEixcvDhz36tVLubm56tSpU6PrjiddunSJdAk4AXoUHeiT/dEj+wt1jxYsWKDbb7896B+SzjnnHH322WdatmyZbr311pA+Xzzge2R/9Mj+6JH90SP7o0f1Y6uAqKGKi4v16KOP6le/+pVSUlLqdZ8rrrhCY8aMCRxXJol79uxRWVlZs9QZCxwOh7p06aKdO3fKsqxIl4Na0KPoQJ/sjx7ZX3P16M477wwKh9xut3bu3KnCwkI98MADGjt2bMieK9bxPbI/emR/9Mj+6JH90SMpKSmp3gNibBUQpaSkKCEhQX6/P+i83++vMapIknbt2qU9e/YoNzc3cK6y6RMnTtSf//znGkmh0+mU0+ms9fnj9QPTEJZl8T7ZHD2KDvTJ/uiR/YWyR5mZmSouLg4cu91u5efnyzRN+Xw+GYbB56ER+B7ZHz2yP3pkf/TI/uhR/dgqIEpKSlLv3r21fv16DRkyRNKxBajXr1+v0aNH17h9t27d9Mc//jHo3PPPP6+SkhLdeOONOvnkk8NSNwAAiF6ZmZlau3Zt4LgyHJIkr9fLzmUAACAu2CogkqQxY8bI5/Opd+/e6tOnj/Lz83XkyBGNGDFCkjRv3jx16NBBkyZNUosWLdSjR4+g+7dp00aSapwHAACorno4JEk//PBDhKoBAACIHNsFRMOGDdOBAwe0aNEi+f1+paena9q0aYEpZnv37mUFcgAA0GSGYQSFQwkJCerWrRvb2QMAgLhku4BIkkaPHl3rlDJJmjlz5nHvy3/UAQCAE6k+csjpdConJ4fpZAAAIG7ZMiACAABoLtVHDknStm3bIlMMAACATRAQAQCAuFHbmkMejycyxQAAANgIAREAAIgLtYVDRUVFEaoGAADAXhIiXQAAAEBzY+QQAADA8TGCCAAAxLQhQ4YEjRRyOp2sOQQAAFANI4gAAEBMMk1T6enpNcKhnJycCFYFAABgT4wgAgAAMSk7O1ulpaWB49TUVH344YcRrAgAAMC+GEEEAABiimmaGjBgQFA45Ha7CYcAAACOgxFEAAAgZpimqenTp6u8vDxwzu12Kz8/P4JVAQAA2B8jiAAAQMzIzc0NhEMul0uzZ88mHAIAAKgHRhABAICY43K5tGHDhkiXAQAAEDUYQQQAAGLGlClTlJaWpilTpkS6FAAAgKhCQAQAAKKWaZrKyMiQaZqSJK/Xq4KCAnm93ghXBgAAEF0IiAAAQNTy+XwqLCyUz+eLdCkAAABRjYAIAABELcMwlJaWJsMwIl0KAABAVGORagAAELW8Xi/TyQAAAEKAEUQAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxDkCIgAAYDvVt68HAABA8yIgAgAAtsP29QAAAOFFQAQAAGyH7esBAADCi23uAQCA7bB9PQAAQHgxgggAAAAAACDOERABAAAAAADEOQIiAAAAAACAOEdABAAAAAAAEOcIiAAAAAAAAOIcAREAAAAAAECcIyACAAAAAACIcwREAAAgLEzTVEZGhkzTjHQpAAAAqIaACAAAhIXP51NhYaF8Pl+kSwEAAEA1BEQAACAsDMNQWlqaDMOIdCkAAACoJinSBQAAgPjg9Xrl9XojXQYAAABqwQgiAAAAAACAOEdABAAAAAAAEOcIiAAAQEixWxkAAED0ISACAAAhxW5lAAAA0YeACAAAhBS7lQEAAEQfdjEDAAAhxW5lAAAA0YcRRAAAAAAAAHGOgAgAAAAAACDOERABAAAAAADEOQIiAADQYGxlDwAAEFsIiAAAQIOxlT0AAEBsISACAAD1UnXUEFvZAwAAxBa2uQcAACdkmqamT5+u8vJy+Xw+FRQUsJU9AABADGEEEQAAOCGfz6fy8nIlJiYyaggAACAGERABAIATqpxSNmvWLEYOAQAAxCACIgAAUKuqaw55vV6mlQEAAMQwAiIAAFBD5ZpD7FQGAAAQHwiIAABADaw5BAAAEF8IiAAAQA2sOQQAABBf2OYeAADU4PV6CYYAAADiCCOIAACIY1UXogYAAED8IiACACCO+Xw+FqIGAAAAAREAAPGscq0hFqIGAACIbwREAADEidqmk3m9XhUUFLDeEAAAQJwjIAIAIE4wnQwAAAB1ISACACBOMJ0MAAAAdWGbewAA4gRb1wMAAKAujCACAAAAAACIcwREAAAAAAAAcY6ACACAGFLbTmUAAADAiRAQAQAQQ9ipDAAAAI1BQAQAQJSrOmqIncoAAADQGOxiBgBAlKs6aqigoICdygAAANBgjCACACDKVF9niFFDAAAAaCoCIgAAokz1dYa8Xi8jhwAAANAkBEQAAEQZRgwBAAAg1FiDCACAKGAYhvLy8pSVlSWfz8doIQAAAIQUI4gAAIgCeXl5Ki8vV15eXqRLAQAAQAwiIAIAwKYMw1CPHj1kGIaysrKUmJiorKysSJcFAACAGMQUMwAAbKrqqKHvvvsusCg1AAAAEGqMIAIAwKYYNQQAAIBwISACAMAmTNNURkaGTNOUdGw7e0YOAQAAIBxsOcVsxYoVysvLk9/vV8+ePfXLX/5Sffr0qfW2//nPf/TOO+/o+++/lyT17t1b11xzTZ23BwDArnw+nwoLC9mlDAAAAGFnuxFEq1evlmmaGjdunHJzc9WzZ0898MAD2r9/f623/+KLL3TuuedqxowZmjVrljp27KhZs2Zp3759Ya4cAICmMQxDaWlpMgwj0qUAAAAgztguIFq+fLlGjRqlkSNHKi0tTbfccotatGihlStX1nr722+/XZdcconS09OVmpqqW2+9VZZl6fPPPw9z5QAA1J9pmhowYIAGDBgQmFLm9XpVUFDA6CEAAACEna2mmJWVlWnLli3yeDyBcwkJCRo4cKA2btxYr8c4cuSIysrK1LZt21qvLy0tVWlpaeDY4XAoOTk5cBm1q3xveI/six5FB/pkf+HokWmamj59usrLyyUdm1p2ww03NNvzxRq+R/ZHj+yPHtkfPbI/emR/9KhhbBUQHThwQBUVFXK5XEHnXS6Xtm/fXq/H+Oc//6kOHTpo4MCBtV6/ZMkSLV68OHDcq1cv5ebmqlOnTo2uO5506dIl0iXgBOhRdKBP9tdcPVqwYIHuu+8+lZeXy+FwqH379rrvvvvUtWvXZnm+WMb3yP7okf3RI/ujR/ZHj+yPHtWPrQKiplq6dKnee+89zZw5Uy1atKj1NldccYXGjBkTOK5MEvfs2aOysrKw1BmNHA6HunTpop07d8qyrEiXg1rQo+hAn+yvuXv0wAMPqLy8XImJiXrggQcC08l27NgR8ueKVXyP7I8e2R89sj96ZH/0yP7okZSUlFTvATG2CohSUlKUkJAgv98fdN7v99cYVVTdyy+/rKVLl+r3v/+9evbsWeftnE6nnE5nrdfF6wemISzL4n2yOXoUHeiT/YWyR6ZpyufzyTAMGYYRuHz99dfzOWgCvkf2R4/sjx7ZHz2yP3pkf/SofmwVECUlJal3795av369hgwZIkmqqKjQ+vXrNXr06Drvt2zZMr300ku67777dOqpp4arXAAA6qXq9vUsQg0AAAA7st0uZmPGjNEbb7yht956S4WFhXriiSd05MgRjRgxQpI0b948Pffcc4HbL126VC+88IJ+/etfq3PnzvL7/fL7/SopKYnQKwAA4BjTNJWRkaFzzjmH7esBAABga7YaQSRJw4YN04EDB7Ro0SL5/X6lp6dr2rRpgSlme/fuDVqB/PXXX1dZWZn+9Kc/BT3OuHHjNGHChHCWDgCApP+bUnbw4MHAtOmCgoLIFgUAAAAch+0CIkkaPXp0nVPKZs6cGXTs8/nCUBEAAPVXOaXM5XIxcggAAABRwXZTzAAAiEaV08lM05RhGEpLS9OUKVNYcwgAAABRwZYjiAAAiDYsRA0AAIBoxggiAAAaoeqIIUmBUUNMJwMAAEA0IiACAKARqo4YkiSv18vIIQAAAEQtAiIAABqBEUMAAACIJQREAACcgGmaGjBggAYMGBCYUsaIIQAAAMQSAiIAAE7A5/PJ7/fL7/cHppQBAAAAsYSACACAEzAMQy6XSy6XiyllAAAAiEkERAAAVLNgwQINGTIkaDrZhg0btGHDBqaUAQAAICYREAEAoOBt6+fMmRO0QxkAAAAQ6wiIAABxrTIYys3NVWFhoebNm6d7772XHcoAAAAQV5IiXQAAAJFimqamT5+u8vJyuVwupaWl6Te/+Y1uvfVWjR07VpZlRbpEAAAAICwIiAAAccvn86m8vFyJiYmaMmWKvF6vHA5HpMsCAAAAwo4pZgCAuGEYhtLS0tSnTx+Zphk4njVrFotPAwAAIK4xgggAEBdM09TSpUslScXFxfL5fCooKCAYAgAAAERABACIYaZpKjc3t8b55ORkFqAGAAAAqiAgAgDELJ/PJ7/fL0mBRagNw2DUEAAAAFANaxABAGKWYRhyuVxyuVyaMmUKU8oAAACAOhAQAQBigmmaysjIkGmagXNer1cbNmzQhg0bCIYAAACA4yAgAgDEBJ/Pp8LCQvl8vkiXAgAAAEQdAiIAQEyo3LKexacBAACAhiMgAgBEldqmkknHppOxxhAAAADQOAREAICoUBkM5ebmMpUMAAAACDECIgBAVKhcY0gSU8kAAACAECMgAgDYjmmaGjBggAYMGBCYSla5xhDb1QMAAAChR0AEALCNymBo2rRp8vv98vv9galkrDEEAABwjGmaSk9PV2pqqlJTU5WZmRnpkhADkiJdAAAAhmEoLy9PLVq0UHFxsSTJ4XCoXbt2TCUDAACoxufzqbS0NHC8du3aCFaDWEFABACIiMzMTK1du1ZOp1NlZWWyLEslJSVyuVySpClTpjBaCAAAoBaGYSg7OzsQEjmdzghXhFjAFDMAQFhVTiOr/Jeu0tJStWrVSomJiRo7dqw2bNigDRs2EA4BAADUwev1atu2bZo9e7bS0tKUk5MT6ZIQAxhBBABodqZpyufzyTAM+Xw++f3+wHVOp1PZ2dkEQgAAAA3k9Xr5byiEDAERAKDZVF9bqDIkys3NlcQ0MgAAAMAuCIgAACFVdbRQXl6eysvLVVJSorS0NBmGwb90AQAAADZEQAQAaBLDMLR06VJJUnJyslq2bBnYnj4rK0t5eXnKysoKbFcPAAAAwH4IiAAAjWIYhpYtWybLsgLniouL1bJly6DRQgRDAAAAgP2xixkAoN5M01RGRoZM01ReXl5QOCQdG0E0ZcoUFRQUMI0MAAAAiCIERACAevP5fCosLAxMH3M4HEpOTtbs2bNVVFSkzZs3EwwBAAAAUYiACABQq6qjhSoZhhGYPlYZFhEKAQAAANGPgAgAEFA1FKo6WqiS1+tl+hgAAAAQgwiIACDO1RUKVR0tBAAAACC2sYsZAMQp0zSVm5ur/fv3y7KsQChU+b9er5eRQgAAAECcICACgDiRmZmptWvXSpKcTqfatGkjv98vSUpMTCQUAgAAAOIYAREAxDDDMJSXl6esrKxAOCRJpaWlkiSXyyVJmjJlCsEQAAAAEMcIiAAgxlROHTty5IiKi4slSXl5eXK73UEjiAiFAAAAAFQiIAKAGFAZCh06dCgwOqiqrKysoN3IAAAAAKAqAiIAiGKVwVDlWkJVJScnq2XLlowUAgAAAHBCBEQAEGUMw9DSpUslHQuBKqeRVXI4HBo7diwjhgAAAADUGwERAEQJ0zSVk5MTFAiVlJTI5XLpyJEjjBYCAAAA0GgERABgU4ZhaNmyZWrVqpWys7Pl8/lqjBZipBAAAACAUEiIdAEAgGNM09SAAQOUnp6utLQ0LV26VJZlqbi4WD6fT4ZhKDk5WQ6HQx6PR0VFRYRDAAAAAEKCEUQAEEGmaSo7O7vWncekY+sJtWrVSoZhyOv1Mn0MAAAAQLMgIAKAMMnMzNTatWuDziUnJ9caDrHQNAAAAIBwIiACgGZSdXSQ0+msNQgqKSkJXJeQkKCUlBQWmgYAAAAQdgREANBMfD5fIBSqKyRilBAAAAAAO2CRagBoJoZhyOl0SpKcTqdycnK0fft2WZal7du3s8g0AAAAANtgBBEANBMWlQYAAAAQLRhBBAAAAAAAEOcIiAAAAAAAAOIcAREAAAAAAECcIyACAAAAAACIcwREAKKaaZrq3r27UlNTA3+GDBkS6bIAAAAAIKqwixmAqJCZmam1a9fW67ZFRUXNXA0AAAAAxBYCIgC2YRiGli5dKklyOByyLEvJyckqLi5u0OOkpqY2Q3UAAAAAELsIiACElWmays3N1aFDh1RWVqYzzzxT3377rQ4dOqTS0tLA7SzLkqR6hUNut1v5+fnNVjMAAAAAxDoCIgAhV3UkUFVOpzMoBJJU57Sx2kYQOZ1O5eTkyOv1hrxmAAAAAIhnBEQAmqQhawNVD4ccDkeNEUTJycnKzs4mBAIAAACAMCIgAnBCQ4YMCcnCz06nU0lJSWrZsqWmTJlCCAQAAAAANkFABECmaeq+++5TRUVFSB6PUUAAAAAAEF0IiIAYZ5qmsrOza0zvCqXk5GRt3ry52R4fAAAAANC8CIiAKNeQNYCaoradwkzTlM/nk2EYzf78AAAAAIDmQ0AE2FB9R/14PJ6QhkMej0c+n6/et/d6vUwjAwAAAIAYQEAEhFkoR/zk5eXJ7XbX6/FqGwEEAAAAAIBEQAQ0iWEYWrp0acSePysrKzDix+FwqGvXrtqxY4csy4pYTQAAAACA6ENAhLhWffv2xMREZWVl6eWXXw7Zjl5NwagfAAAAAEA4EBAhqoV6BE95ebny8vKaPRxyOp3Kyclh/R4AAAAAgC0QECHiwrULV300ZgRRYmKiZs2aRdgDAAAAIOwqf0/xj9BoKgIi1MvkyZMjutZOc6ptGldDdvICAAAAgEip/Mf20tJS+Xw+AiI0mi0DohUrVigvL09+v189e/bUL3/5S/Xp06fO27///vt64YUXtGfPHnXp0kXXXnutBg8eHMaKI6/6WjrxhBE8AAAAAOJV5a7GTqdThmFEuhxEMdsFRKtXr5ZpmrrlllvUt29fvfLKK3rggQf05z//We3atatx+6+//lp/+ctfNGnSJA0ePFirVq3Sww8/rNzcXPXo0SMCryAyoj0cSk1N1YcffljjvGma8vl8MgyDAAgAAAAAqmFTm9AyDEPLli1Tq1atlJ2dHVe/QxMiXUB1y5cv16hRozRy5EilpaXplltuUYsWLbRy5cpab5+fn69Bgwbp8ssvV1pamiZOnKjevXtrxYoVYa48slJTU5v9ORITEzVnzhwVFRU16o/H41FiYqI8Hk+N62oLhyTJ6/WqoKAgrr6UAAAAAIDmZxiGevToETTyaunSpbIsS8XFxZo6daoyMzMjWGF42WoEUVlZmbZs2SKPxxM4l5CQoIEDB2rjxo213mfjxo0aM2ZM0Dm3262PPvqo1tuXlpaqtLQ0cOxwOJScnBy4HK3qer2h4nA41KVLF+3cuVOWZTXqMebPn6/58+eHuDJUqvz8RvPnOB7QJ/ujR/ZHj+yPHtkfPbI/enRsNsG8efP0m9/8xpb/YGynHsXymrHhsHTp0jrfv7Vr18owjLj4LWurgOjAgQOqqKiQy+UKOu9yubR9+/Za7+P3+2tMPWvXrp38fn+tt1+yZIkWL14cOO7Vq5dyc3PVqVOnJtUeL7p06RLpEnAC9Cg60Cf7o0f2R4/sjx7ZHz2yv3ju0V//+lcVFhbqr3/9q6ZMmRLpcupkhx7l5eVFuoSYlpeXpyVLlkS6jGZnq4AoHK644oqgEUeVae+ePXtUVlYWqbJsLxQjiNC86FF0oE/2R4/sjx7ZHz2yP3pkf/RI+vWvf6158+bp17/+tXbs2BHpcmqwU4+ysrIYQRRCbrdb11xzje6//36VlJQoKyvLlp/B+khKSqr3gBhbBUQpKSlKSEioMfrH7/fXGFVUyeVyaf/+/UHn9u/fX+ftnU6nnE5nrddF+ksdDSzL4n2yOXoUHeiT/dEj+6NH9keP7I8e2V889+j666/X9ddfL8nev9Xs0COfzyefzxfRGuzI4XCoa9eu2rFjR6N6VPn5k+z9GQwVWy1SnZSUpN69e2v9+vWBcxUVFVq/fr369etX63369eunzz//POjcunXr1Ldv32atFQAAAAAAIFbYKiCSpDFjxuiNN97QW2+9pcLCQj3xxBM6cuSIRowYIUmaN2+ennvuucDtMzMztXbtWuXl5amoqEiLFi3SN998o9GjR0foFQAAAAAAAEQXW00xk6Rhw4bpwIEDWrRokfx+v9LT0zVt2rTAlLG9e/cGrRLfv39/3X777Xr++ee1cOFCde3aVXfffbd69OgRoVcAAAAAAAAQXWwXEEnS6NGj6xwBNHPmzBrnfvazn+lnP/tZM1cFAAAAAAAQm2w3xQwAAAAAAADhRUAEAAAAAAAQ5wiIAAAAAAAA4hwBEQAAAAAAQJwjIAIAAAAAAIhzBEQAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxDkCIgAAAAAAgDhHQAQAAAAAABDnCIgAAAAAAADiHAERAAAAAABAnCMgAgAAAAAAiHMERAAAAAAAAHGOgAgAAAAAACDOERABAAAAAADEOQIiAAAAAACAOJcU6QLsIimJt6I+eJ/sjx5FB/pkf/TI/uiR/dEj+6NH9keP7I8e2V8896ghr91hWZbVjLUAAAAAAADA5phihnopLi7WlClTVFxcHOlSUAd6FB3ok/3RI/ujR/ZHj+yPHtkfPbI/emR/9KhhCIhQL5ZlaevWrWLAmX3Ro+hAn+yPHtkfPbI/emR/9Mj+6JH90SP7o0cNQ0AEAAAAAAAQ5wiIAAAAAAAA4hwBEerF6XRq3LhxcjqdkS4FdaBH0YE+2R89sj96ZH/0yP7okf3RI/ujR/ZHjxqGXcwAAAAAAADiHCOIAAAAAAAA4hwBEQAAAAAAQJwjIAIAAAAAAIhzBEQAAAAAAABxLinSBSB8lixZog8//FBFRUVq0aKF+vXrp+uuu07dunUL3Obo0aMyTVOrV69WaWmp3G63br75ZrlcrsBt/v73v+vrr7/W999/r9TUVD388MNBz7N792795je/qfH8s2bNUr9+/Zrt9cWCcPVIkizLUl5ent544w3t2bNHJ510ki655BJdeeWV4XipUStcPVq0aJEWL15c4/lbtmypZ599ttleXywI5/dozZo1evHFF/X999/L6XTqtNNOk9frVefOncPxUqNWOHu0evVqLVmyRDt27FBKSopGjx6tyy+/PBwvM6qFokfbtm3T0qVL9fXXX+vAgQPq3LmzLrroImVmZgY914YNG2Sapr7//nt17NhRV111lUaMGBHGVxudwtWjH3/8UaZpasuWLdq5c6cuvfRS3XjjjWF+tdErXH0qKCjQv//9b23btk1lZWVKS0vT+PHjNWjQoDC/4ugTrh599dVX+uc//6mioiIdOXJEnTp10oUXXqgxY8aE+yVHnXD+f1Klr776SjNnzlT37t1r/e+LWEVAFEe++OILXXLJJTr11FNVXl6uhQsXatasWfrTn/6kVq1aSZKeeeYZffrpp7rzzjvVunVrPfnkk5o7d67+8Ic/BD3WyJEjtXnzZn377bd1Pt/vf/97de/ePXDctm3b5nlhMSScPXrqqae0bt06XX/99erRo4cOHjyogwcPNvtrjHbh6tHll1+uiy++OOhcTk6OTj311OZ7cTEiXD3avXu3Hn74YV122WW67bbbdPjwYT3zzDOaO3eucnNzw/Jao1W4evTZZ5/p0Ucf1S9+8Qu53W4VFRXpb3/7m1q0aKHRo0eH5bVGq1D0aMuWLWrXrp1uu+02dezYUV9//bUee+wxJSQkBN7/3bt3a86cObrooot02223af369VqwYIFcLhc/bE8gXD0qLS1VSkqKrrzySr3yyisRe73RKlx9+vLLL3XmmWfqmmuuUZs2bbRy5Url5ubqwQcfVK9evSL2+qNBuHrUsmVLXXLJJerZs6datmypr776So8//rhatWqlCy+8MGKvPxqEq0eVDh06JJ/Pp4EDB8rv94f75UaWhbi1f/9+a/z48daGDRssy7KsQ4cOWRMnTrTef//9wG0KCwut8ePHW19//XWN+7/wwgvWXXfdVeP8rl27rPHjx1tbt25tttrjRXP16Pvvv7cmTpxoFRUVNV/xcaK5elTd1q1brfHjx1tffPFF6IqPE83Vo/fff9+aOHGiVV5eHjj30UcfWRMmTLBKS0ub4ZXErubq0Z///Gdr7ty5Qefy8/OtW2+91aqoqAjxq4htTe1Rpccff9yaOXNm4PjZZ5+17rzzzqDbPPLII9asWbNC/ApiX3P1qKoZM2ZYTz31VEjrjjfh6FOl3/3ud9aLL74YmsLjSDh79PDDD1v/+7//G5rC40hz9+iRRx6xFi5cWO//To8lrEEUxw4fPizp/0b2bNmyReXl5Ro4cGDgNqmpqTr55JO1cePGBj9+bm6ubr75Zv3+97/Xxx9/HJqi40xz9eiTTz5R586d9cknn8gwDBmGoQULFjCCqBGa+3tU6c0331TXrl112mmnNa3gONRcPerdu7ccDofeeustVVRU6PDhw3rnnXc0cOBAJSUxQLchmqtHpaWlcjqdQedatGihH374QXv27AlB5fEjVD06fPhw0IjiTZs2BT2GJLnd7ib9fRmvmqtHCK1w9amiokLFxcX0shHC1aOtW7fq66+/1umnnx6iyuNHc/Zo5cqV2rVrl8aPH98MldsfAVGcqqio0NNPP63+/furR48ekiS/36+kpCS1adMm6Lbt2rVr0NC6Vq1ayev16s4779S9996rn/zkJ3r44YcJiRqoOXu0a9cu7d27Vx988IF+85vfaPLkydqyZYvmzp0bypcQ85qzR1UdPXpU7777ri644IKmlhx3mrNHnTt31vTp07Vw4UJNmjRJN954o/bt26ff/e53oXwJMa85ezRo0CB9+OGH+vzzz1VRUaHt27dr+fLlgedA/YSqR19//bXef//9oKkUfr9f7dq1q/EYxcXFOnr0aGhfSAxrzh4hdMLZp7y8PJWUlOhnP/tZyOqPB+Ho0a233qpJkybp3nvv1SWXXKJRo0aF/HXEsubs0Y4dO/Tcc8/ptttuU2JiYrO9Bjvjnzjj1JNPPqnvv/9eOTk5IX/slJSUoMXW+vTpox9//FEvv/yyzjnnnJA/X6xqzh5ZlqXS0lIZhhFY3O3WW2/Vvffeq+3btwct+Ia6NWePqvrwww9VUlKi888/v1mfJxY1Z4/8fr/+9re/6fzzz9e5556r4uJiLVq0SH/60580ffp0ORyOkD9nLGrOHo0aNUo7d+7UnDlzVF5eruTkZGVmZurFF1+kPw0Qih599913euihhzRu3Di53e4QVgeJHkWLcPVp1apVWrx4se6+++4aASyOLxw9ysnJUUlJiTZu3KjnnntOXbp00fDhw5tSdlxprh5VVFTof//3fzV+/Pi4/i1EQBSHnnzySX366ae6//771bFjx8B5l8ulsrIyHTp0KCh93b9/f9CuMY3Rp08frVu3rkmPEU+au0ft27dXYmJi0F9+aWlpkqS9e/fG9V+K9RXO79Gbb76pwYMHN/l7GG+au0crVqxQ69atdd111wXO3Xbbbfr1r3+tTZs2sWtjPTR3jxwOh6677jpNmjRJfr9fKSkp+vzzzyVJp5xySsheRywLRY8KCwv1hz/8QRdeeKGuuuqqoOtcLpf2798fdG7//v1KTk5WixYtQv+CYlBz9wihEa4+vffee1qwYIHuvPNOnXnmmc3yWmJVuHpUudNpjx49tH//fr344osERPXUnD0qLi7WN998o61bt+rvf/+7pGP/qG5ZliZOnKjp06frjDPOaN4XaANMMYsjlmXpySef1Icffqjs7Owa2zD37t1biYmJgf94lqTt27dr7969Tf6hs23bNrVv375JjxEPwtWj/v37q7y8XDt37gx6HEk6+eSTm/gqYlu4v0e7d+/Whg0bmF7WAOHq0dGjR2uMQklISAjUgLqF+3uUkJCgDh06KCkpSe+995769eunlJSUJr+OWBaqHn3//fe6//77df755+uaa66p8Tx9+/YNegxJWrduHQFrPYSrR2iacPZp1apVmj9/vn77299q8ODBzfOCYlAkv0uWZamsrCw0LySGhaNHycnJ+uMf/6iHHnoo8Oeiiy5St27d9NBDD6lPnz7N+yJtghFEceTJJ5/UqlWrdM899yg5OTkwH7N169Zq0aKFWrdurQsuuECmaapt27Zq3bq1/v73v6tfv35BX6ydO3eqpKREfr9fR48e1bZt2yQdG4GSlJSkt956S0lJSYEtNQsKCrRy5Urdeuut4X7JUSdcPRo4cKB69eqlv/71r7rxxhsDf+meeeaZjB46gXD1qNKbb74pl8uls846K5wvM6qFq0eDBw/WK6+8osWLFwemmC1cuFCdOnViS+ETCFePDhw4oA8++EADBgxQaWmpVq5cqffff1/3339/BF51dAlFj7777jvl5OTI7XZrzJgxgcdISEgIBHQXX3yxXnvtNf3jH//QyJEjtX79er3//vu69957I/Gyo0q4eiQp8N0qKSnRgQMHtG3bNiUlJQVGH6Nu4erTqlWr5PP5dOONN6pv376B21Q+B+oWrh6tWLFCJ598slJTUyVJX375pfLy8nTppZeG/TVHm3D0KCEhIbCmUaWUlBQ5nc4a52OZw+KfOePGhAkTaj0/efJkjRgxQtKxfxE3TVPvvfeeysrK5Ha7dfPNNwcNzZs5c6a++OKLGo8zb948de7cWW+99ZaWLVumvXv3KiEhQampqbr88ss1dOjQ5nhZMSVcPZKkffv26e9//7vWrVunli1b6qyzzpLX62W3ixMIZ48qKipkGIbOO+88/lW3AcLZo/fee08vv/yytm/frpYtW6pfv3669tprA//xh9qFq0cHDhxQbm6uvvvuO0lSv379NHHiRPXt2zfkrynWhKJHixYt0uLFi2s8RqdOneTz+QLHGzZs0DPPPKPCwkJ17NhRV111VeA5ULdw9qi256p+G9QuXH2q6+/D888/X4ZhhObFxKhw9ejVV1/Vf/7zH+3evVsJCQnq0qWLRo0apQsvvDAwAhm1C+ffd1UtWrRIH330kR5++OGQvI5oQEAEAAAAAAAQ54gqAQAAAAAA4hwBEQAAAAAAQJwjIAIAAAAAAIhzBEQAAAAAAABxjoAIAAAAAAAgzhEQAQAAAAAAxDkCIgAAAAAAgDhHQAQAAAAAABDnCIgAAAAAAADiXFKkCwAAAIgWb731lubPnx84djqdatu2rXr06KGzzjpLI0eOVHJycoMf9+uvv9batWt12WWXqU2bNqEsGQAAoF4IiAAAABpowoQJ6ty5s8rLy+X3+/XFF1/omWee0SuvvKJ77rlHPXv2bNDjff311/9fe3cP2sQfx3H8nVpiLD6UGmJw8JEOhaJWacUHpNKCOFhQS3VQxMlFHCtOTop0KUJxdDRYUwcxiOgggQrFQYwN6iRCpJqi1ViqCObcDvqvIP45Fbz3C264u999ud92fO73QD6fp7u724BIkiT9FQZEkiRJv6ijo4ONGzeG5wcPHmRycpJLly4xNDTE8PAwyWTyL76hJEnSrzEgkiRJikB7ezuHDx8ml8tRLBbp7e3l1atX3L59m2fPnjEzM0NTUxMdHR0cP36cZcuWATA6Oko+nwfg9OnTYb2RkREymQwAxWKRQqFApVIhmUyyefNmjh07Rjqd/vMdlSRJ/yQDIkmSpIjs2bOHXC5HqVSit7eXUqlEtVqlu7ub5uZmKpUK9+/fp1KpcOHCBRKJBNu3b2dqaorx8XFOnDgRBkfLly8H4ObNm1y/fp0dO3bQ09NDrVbjzp07nD9/nqGhIaekSZKkSBgQSZIkRWTlypU0NTXx9u1bAPbt28eBAwfmtWltbeXy5cs8f/6ctrY21q5dy/r16xkfH6ezszMcNQQwPT3N6OgoR44c4dChQ+H1rq4uzp49y927d+ddlyRJ+r/c5l6SJClCqVSKz58/A8xbh+jr16/UajVaW1sBePny5U9rTUxMEAQBO3fupFarhUdzczPZbJZyufx7OiFJkmLHEUSSJEkR+vLlCytWrABgdnaWGzdu8PDhQz5+/Div3dzc3E9rvXnzhiAIOHPmzA/vNzb6KSdJkqLhV4UkSVJE3r17x9zcHKtWrQJgeHiYFy9e0NfXx7p160ilUtTrdS5evEi9Xv9pvXq9TiKR4Ny5czQ0LBz4nUqlIu+DJEmKJwMiSZKkiBSLRQC2bNnC7OwsT58+ZWBggP7+/rDN1NTUgucSicQP62WzWYIgIJPJsHr16t/z0pIkSbgGkSRJUiQmJycZGxsjk8mwe/fucMRPEATz2hUKhQXPLl68GFg47ayrq4uGhgby+fyCOkEQ8OnTpyi7IEmSYswRRJIkSb/o8ePHvH79mnq9zocPHyiXy5RKJdLpNIODgySTSZLJJG1tbdy6dYtv377R0tLCkydPqFarC+pt2LABgFwux65du1i0aBHbtm0jm81y9OhRrl27xvT0NJ2dnaRSKarVKo8ePaKnp4e+vr4/3X1JkvQPSgT//R0lSZKkH3rw4AFXrlwJzxsbG1m6dClr1qxh69at7N27lyVLloT3379/z9WrVymXywRBwKZNmzh58iSnTp2iv7+fgYGBsO3Y2Bj37t1jZmaGIAgYGRkJt7yfmJigUCiEO5+l02na29vZv3+/U88kSVIkDIgkSZIkSZJizjWIJEmSJEmSYs6ASJIkSZIkKeYMiCRJkiRJkmLOgEiSJEmSJCnmDIgkSZIkSZJizoBIkiRJkiQp5gyIJEmSJEmSYs6ASJIkSZIkKeYMiCRJkiRJkmLOgEiSJEmSJCnmDIgkSZIkSZJizoBIkiRJkiQp5r4DLWieegCycJgAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -386,10 +386,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.049646Z", - "iopub.status.busy": "2024-02-25T05:07:54.049235Z", - "iopub.status.idle": "2024-02-25T05:07:54.055055Z", - "shell.execute_reply": "2024-02-25T05:07:54.054442Z" + "iopub.execute_input": "2024-02-26T05:07:57.656513Z", + "iopub.status.busy": "2024-02-26T05:07:57.656111Z", + "iopub.status.idle": "2024-02-26T05:07:57.661819Z", + "shell.execute_reply": "2024-02-26T05:07:57.661226Z" }, "urth": { "dashboard": { @@ -401,7 +401,7 @@ { "data": { "text/plain": [ - "hits -64960.0\n", + "hits -64900.0\n", "dtype: float64" ] }, @@ -433,10 +433,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.057581Z", - "iopub.status.busy": "2024-02-25T05:07:54.057200Z", - "iopub.status.idle": "2024-02-25T05:07:54.062045Z", - "shell.execute_reply": "2024-02-25T05:07:54.061431Z" + "iopub.execute_input": "2024-02-26T05:07:57.664225Z", + "iopub.status.busy": "2024-02-26T05:07:57.663850Z", + "iopub.status.idle": "2024-02-26T05:07:57.668719Z", + "shell.execute_reply": "2024-02-26T05:07:57.668201Z" }, "urth": { "dashboard": { @@ -448,7 +448,7 @@ { "data": { "text/plain": [ - "hits -18.944299\n", + "hits -18.921283\n", "dtype: float64" ] }, @@ -480,10 +480,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.064200Z", - "iopub.status.busy": "2024-02-25T05:07:54.064007Z", - "iopub.status.idle": "2024-02-25T05:07:54.067318Z", - "shell.execute_reply": "2024-02-25T05:07:54.066779Z" + "iopub.execute_input": "2024-02-26T05:07:57.670985Z", + "iopub.status.busy": "2024-02-26T05:07:57.670786Z", + "iopub.status.idle": "2024-02-26T05:07:57.673973Z", + "shell.execute_reply": "2024-02-26T05:07:57.673409Z" }, "urth": { "dashboard": {} @@ -499,16 +499,16 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.069645Z", - "iopub.status.busy": "2024-02-25T05:07:54.069269Z", - "iopub.status.idle": "2024-02-25T05:07:54.394824Z", - "shell.execute_reply": "2024-02-25T05:07:54.394275Z" + "iopub.execute_input": "2024-02-26T05:07:57.676039Z", + "iopub.status.busy": "2024-02-26T05:07:57.675846Z", + "iopub.status.idle": "2024-02-26T05:07:58.003632Z", + "shell.execute_reply": "2024-02-26T05:07:58.002975Z" } }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABKAAAAJ1CAYAAADueogaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/H5lhTAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB7tElEQVR4nOzdeVyU9f7//+cMi4AKuCGaibuWKVipBZaahi22mGlqyxHTjmlp+2Ke49LRky128mjfLJX0ZJZZZm5JpaZCm5r70fSoqSmKKRAqCsz1+6PfzIdhEZC54Jrhcb/duuVc6/u6XsMAT97v92UzDMMQAAAAAAAAYBJ7ZTcAAAAAAAAAvo0ACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAABWiSZMmatKkSWU3AwAAVAICKAAA4HE2m83tv2rVqqlevXq6+uqrNXToUK1cuVJ5eXmV3cxCBg8eLJvNpoMHD1bI+bp16+Z2n/z9/VWrVi21adNG/fv3V2JiorKysiqkLZfi999/18svv6zY2FjVrVtXAQEBqlOnjm644QZNnjxZx48fr+wmAgAAi7AZhmFUdiMAAIBvsdlskqRx48ZJkvLy8pSenq6dO3cqOTlZFy5c0LXXXqv58+erVatWldlUN4MHD9bcuXN14MCBCump061bN3377bf6y1/+oiZNmsgwDP3xxx/av3+/1q1bp9OnTysyMlKzZ8/WbbfdZnp7ymLZsmV64IEHlJGRoRYtWqhbt26KiIhQRkaGfvjhB23atEkhISHat2+fIiMjJcl1Tysq4AMAANbhX9kNAAAAvmv8+PGFlh0/flyPP/64PvnkE/Xs2VMbN25URERExTfOQgYPHqxu3bq5LcvOztYbb7yhv//97+rTp4+++uor3XjjjZXTwAK+/fZb9enTR/7+/kpMTNRf/vIXV+jotH37do0ePVrZ2dmV1EoAAGAlDMEDAAAVqn79+vroo4/UrVs3HT58WJMnT3Zbv2nTJo0ePVrR0dGqXbu2goKC1LJlSz399NM6ffq027YzZ86UzWbThAkTijxXamqqAgIC1K5duxLbZbPZNHfuXElS06ZNXcPiCvaE2rt3rx566CFddtllCgwMVMOGDfXQQw9p7969ZbgLJQsKCtJLL72ksWPH6sKFCxo9erTb+qNHj2rixImKi4tTZGSkqy2DBg3Srl273LbdvXu3bDabunfvXuz52rVrp4CAAB07duyi7XI4HPrrX/+q3NxcvfXWW65hi0Ud7+uvv9Zll11WaN2ZM2f07LPPqnHjxqpWrZpatGihKVOmqKiO+e+//7769u2rZs2aKTg4WKGhoYqLi9MHH3xQZPucwxpzc3M1efJktWzZUtWqVdPll1+u559/XhcuXChyv/nz5+vqq69WcHCwIiIi9OCDD+ro0aOu4xVl1apVuu2221S3bl1Vq1ZNzZs317PPPqv09PSL3EEAAKomhuABAACPc/7CfrEfM7755hv17NlTERERSk1Nde0zfPhwLV68WF27dtXll18uh8OhTZs2af369briiiv0ww8/qGbNmpKkrKwsXXbZZQoLC9OBAwfk5+fndo7JkyfrpZde0r///W899thjF23z+PHj9fnnn2vr1q0aPXq0wsPDJUnh4eF64oknJEk//fSTevbsqT/++EN33nmnrrzySu3evVuff/65atasqa+//lodO3Ys9X1yDsFbs2ZNoR5QTn/88Yfq16+vc+fOaceOHWrbtq0k6aOPPtKQIUPUvXt3NWnSRDVq1NDevXu1bNkyBQYGKjk5WdHR0a7j3HTTTVqzZo327NlTaNhjSkqK4uLi1LdvXy1atOiibV6zZo1uuukmXXbZZfr1118L3fOLadKkiXJyctS0aVMdPXpUN998s/z9/fX555/r6NGjGj9+vGvYplNwcLDatm2rq666Sg0aNNDvv/+uFStW6LffftPYsWP18ssvu23vvKf9+vXT+vXrdeuttyo0NFQrVqzQ3r17NXjwYCUmJrrt8+qrr+r5559XrVq11L9/f4WFhemrr77S6dOnFRYWpq1btxZ6L0+YMEHjx49X7dq11bt3b0VERGjbtm1KSkrSlVdeqe+++06hoaGlvjcAAPg8AwAAwMMkGSX9mJGdnW34+/sbkoz9+/e7lh88eNDIzc0ttP2sWbMMScYrr7zitnzkyJGGJGPp0qVuyx0Oh9G0aVMjJCTESE9PL1W7//KXvxiSjAMHDhRa53A4jDZt2hiSjA8++MBt3UcffWRIMlq3bm3k5eWV6lyGYRhdu3Y1JBlr1qy56HZdunQxJBlz5sxxLTt+/LiRmZlZaNstW7YY1atXN2655Ra35Z988okhyXj66acL7eO87qSkpBLbPHHiREOScf/995e4bUFRUVGGJOPWW281zp4963YtYWFhRlhYmHHhwgW3ffbt21foOOfPnzduuukmw9/f3zhy5IjbOuc9vfrqq43ff//dtTwrK8to3ry5YbfbjWPHjrmW/+9//zP8/f2NunXrGocOHXItdzgcxoABA4p8L69evdqQZFx//fXG6dOn3dYlJiYakownnnii9DcGAIAqgCF4AACgUlSrVk116tSRJKWlpbmWR0VFFdmrZsiQIQoNDdWqVavclj/66KOS/hyOl19SUpIOHDig++67T2FhYeVub0pKinbv3q3rr79e999/v9u6++67T126dNGePXu0YcOGcp+rIOcwtvz3KSIiwtUTLL/o6GhXb6ecnBzX8rvvvlsNGjTQ+++/r/Pnz7uWp6ena+HChWrevLl69uxZYlucQ/QaNWp0ydczbdo0BQcHu13LXXfdpYyMDO3Zs8dt2+bNmxfaPzAwUCNHjlRubq6++eabIs8xZcoU1a5d2/W6evXquv/+++VwOLRx40bX8g8//FC5ubl6/PHHdfnll7uW22w2vfLKK0W+F6dNmyZJeu+991w95ZwGDx6smJgYzZ8//yJ3AACAqodJyAEAQKUx/v9hTfnn2MnJydHMmTP10UcfadeuXcrIyJDD4XCt/+2339yO0bZtW914441auXKlDh8+7AoR3n33XUl/Dulzev/99ws9ga1bt27FDn/Lb/PmzZL+HMpWlJtuukkbNmzQzz//7JosvKhJ2AcPHlzmJ+wVdZ8kafny5XrnnXe0ceNGnTx5Urm5uW7rT548qQYNGkiS/P39NWzYME2cOFGffvqpBg0aJEn6z3/+o3PnzumRRx4pdq4jTwoLC1OLFi0KLXfWreA8X4cOHdKUKVP0zTff6NChQzp37pzb+oLvB6drr722VOf4+eefJUldunQptH1UVJQuv/zyQu+Z7777TgEBAfrkk0/0ySefFNrvwoULSktL0++//+4KWQEAqOoIoCrQrl279MUXX+jAgQM6ffq0nnnmGXXq1KnU+y9cuLDIeRmqVaum//znP55sKgAApsvOztapU6ckSfXq1XMtv++++7R48WI1a9ZMd911lyIjI1WtWjVJ0r/+9S+33jtOI0aM0Lp16zRr1ixNmDBBqamp+uKLLxQTE+P2vfb999/Xt99+W2j/0gRQGRkZkuQKdApyLs8/AXVRk6N369atzAHU0aNHJbnfp7feektPPPGEatWqpZtvvlmNGzdWSEiIbDabay6rgvfqkUce0aRJkzRz5kxXAPXuu+8qMDBQCQkJpWqL8zqLC35KUrDHkJO//58/lubl5bmW7d+/X506ddLp06d1ww03KD4+XmFhYfLz89PBgwc1d+7cIt8PxZ2nqHM461q/fv0ij1O/fv1CAdTvv/+u3NzcYie/d8rKyiKAAgDg/0cAVYHOnz+vJk2a6KabbtLrr79e5v3vvPNOxcfHuy2bOHFikV3TAQCwug0bNig3N1f169d3BTIbN27U4sWL1bNnT61cudIVGEh/Pn3t1VdfLfJY99xzj+rXr6/Zs2fr73//u+bMmaPc3Fz99a9/ddtu7dq1l9xe5zC+1NTUItc7h6blH+5neOBZL3/88Yc2bdokSercubMkKTc3V+PHj1dkZKQ2b95cKBT77rvvijzWZZddpjvvvFOLFy/W7t27derUKe3YsUP33XefW7h1Mc6eQmvXrlVeXl6ZJiEvq6lTp+r3339XYmKiBg8e7LZuwYIFrqcWlodzovDjx4+7JnjP7/jx44WWhYWFyeFwuAJUAABQMuaAqkAdOnTQgAEDiu31lJOTo3nz5umvf/2rHnzwQY0ZM0Y7d+50rQ8KClJ4eLjrv/T0dB05cqTYoQAAAFiVw+HQpEmTJMnVE0eS9u3bJ+nPP7rkD58k6ccffyw0/MopICBAQ4cO1W+//aalS5dq1qxZqlGjRqG5mkriDFPy95Bx6tChg6TiQ6w1a9ZIkq6++uoynbMkr732ms6dO6err75aV1xxhaQ/h9alp6crNja2UPiUlZXlGi5YlBEjRkj6c84s5zDFgkHdxXTt2lWtW7fWkSNHCj1NriCHw+E2D1VZOd8Pffv2LbSuqJ5sl8JZ16Lm7vr11191+PDhQsuvu+46nT592u3nNAAAcHEEUBYye/Zs7d27V0888YRee+01XXfddZo8ebLrL6oFrV69Wg0aNHD9MAoAgDc4ceKEBgwYoLVr16px48YaM2aMa52zJ1TBkOfEiRMaOXLkRY/7yCOPyM/PT4899pgOHDigQYMGFTlJ98U4h0sdOnSo0Lq4uDi1bt1aGzZsKDQkftGiRVq/fr1atWpV5FxClyI7O1uTJ0/WpEmTFBgYqLfeesu1LiIiQiEhIdq0aZOysrJcy3NycjR69GidPHmy2OP26NFDrVq10ty5c7Vw4UK1bt1a3bt3L3W77Ha7Zs6cKX9/f40aNUoffPBBkT29du3apfj4+EseqicV/35YtWqVZs2adcnHzW/QoEHy9/fXv//9b7ewyTAMvfjii0WGkU8++aQkadiwYa7hkfmdOXNG33//vUfaBwCAr2AInkWcPHlSa9eu1dtvv+16Ysudd96prVu3as2aNW5/HZb+nNxy/fr1uvvuuyuhtQAAlI5zEm6Hw6H09HTt3LlTGzZs0IULF9SpUyfNnz9fdevWdW3fsWNHxcXF6bPPPlNsbKy6dOmi48ePa+XKlWrdurUaNmxY7LkaN26s22+/XV988YWksvXqcerRo4dee+01DRs2TH379lXNmjUVHh6uxx57TDabTXPnztXNN9+s++67T3fddZfatGmjPXv26PPPP1fNmjU1b9482e1l//ve+++/7wpZ/vjjD+3fv1/r1q3TqVOn1KBBA82ZM8ct2LLb7Ro1apReeeUVtWvXTnfddZcuXLigNWvW6NSpU+revburR1ZBNptNw4cP11NPPSXpz+CurLp27arPPvtMDz74oB588EG9/PLL6tatm+rVq6eMjAxt3LhRP/zwg6pXr+72tLuyGjFihBITE9WvXz/de++9atiwoXbs2KEvv/xS/fv318cff3zJx3Zq3ry5Jk6cqDFjxig6Otr11MSvvvpKp06dUnR0tLZt2+a2T48ePfTKK6/oxRdfVMuWLXXbbbepadOmysrK0q+//qpvv/1WXbp00Zdfflnu9gEA4DMMVIp+/foZP/zwg+v1pk2bjH79+hkPPPCA238DBgwwpk6dWmj/9evXGwMGDDBOnz5dga0GAKB0JLn9FxgYaNSpU8e4+uqrjaFDhxorV6408vLyitz3999/Nx599FEjKirKqFatmtGsWTPjxRdfNM6cOWNERUUZUVFRxZ73888/NyQZ11577SW3/Y033jDatGljBAYGGpIKnW/37t3GAw88YERGRhr+/v5GZGSkcf/99xu7d+8u87m6du3qdp/8/PyMsLAwo3Xr1kb//v2NxMREIysrq8h9c3JyjDfeeMO44oorjKCgIKN+/frGAw88YBw8eND4y1/+YkgyDhw4UOS+p06dMux2uxEUFGScPHmyzO12OnnypDFx4kTj+uuvN2rXrm34+/sbtWrVMq6//nrj5ZdfNo4fP+62/cXqN27cOEOSsWbNGrflycnJRvfu3Y3w8HCjRo0aRlxcnLF48WJjzZo1hiRj3Lhxbts772lREhMTDUlGYmJioXXz5s0zYmJijGrVqhl169Y17r//fuO3334z2rZta4SFhRV5vPXr1xv9+vUzGjRoYAQEBBh169Y1oqOjjSeffNL46aefitwHAICqymYYHpgdE2XWv39/t6fgpaSkaNq0aZo6dWqhv5w6537Kb+LEiQoODtazzz5bUU0GAMDyxo8frwkTJmjWrFl6+OGHK7s5lrV27Vp1795dDzzwAE/SvYjMzEzVr19fMTExxU7sDgAASocheBbRpEkTORwOZWRklDin04kTJ7Rz504999xzFdQ6AACs748//tA777yj2rVra+DAgZXdHEtzPk3wscceq+SWWENaWprCw8MVEBDgWpabm6unn35a2dnZ6tOnTyW2DgAA30AAVYGys7PdHt184sQJHTx4UDVq1FDDhg3VpUsXTZ8+XQ899JCaNm2qzMxMbd++XVFRUW5P1Fm9erXCw8NdT20BAKAqW758uTZv3qylS5fq+PHjev311xUSElLZzbKc7du3a9myZdq0aZNWrlyp3r17q3PnzpXdLEv49NNP9fe//109e/bU5ZdfrlOnTmndunX65ZdfFBMTo8cff7yymwgAgNcjgKpA//vf/zRhwgTX63nz5kn6cyLPkSNHasSIEfrss880b948nTp1SqGhoWrZsqWuueYa1z4Oh0PffvutunXrdkmTnAIA4Gs++eQTzZ07V/Xr19eLL77oekIZ3G3atEljxoxRaGio+vXrp7fffruym2QZnTt3VpcuXbRu3Tr9/vvvkqSmTZvqpZde0vPPP1+uidQBAMCfmAMKAAAAAAAApqILDQAAAAAAAExFAAUAAAAAAABT+dQcULt27dIXX3yhAwcO6PTp03rmmWfUqVOni+6zc+dOzZs3T4cPH1adOnXUt29fdevWzW2bL7/8UkuXLlV6erqioqI0ZMgQtWjRwsQrAQAAAAAA8B0+1QPq/PnzatKkiR5++OFSbX/ixAm98soratu2rV599VXdfvvteuedd7RlyxbXNikpKZo3b57uvfdeTZkyRVFRUZo0aZIyMjJMugoAAAAAAADf4lM9oDp06KAOHTqUevukpCRFRETooYcekiQ1atRIu3fv1vLlyxUTEyNJWrZsmXr06KHu3btLkoYNG6bNmzdrzZo1uvvuu4s8bk5OjnJyclyvbTabgoODdfr0aeXm5l7axfk4m82munXr6uTJk2JefGuiRt6BOlkfNbI+amR91Mj6qJH1USPro0begTpJ/v7+qlWrVsnbVUBbLGvv3r1q166d27Lo6Gi9//77kqTc3Fzt37/fLWiy2+1q166dfvnll2KPu3jxYi1atMj1umnTppoyZUqpClLV1a1bt7KbgBJQI+9AnayPGlkfNbI+amR91Mj6qJH1USPvQJ1KVqUDqPT0dIWFhbktCwsL07lz53ThwgVlZWXJ4XAoPDzcbZvw8HAdPXq02OP26dNHvXv3dr222WySpLS0NHpAFcNmsykyMlKpqalVNjW2OmrkHaiT9VEj66NG1keNrI8aWR81sj5q5B2o0589oOrVq1fydhXQlionICBAAQEBRa6rqm/I0jIMg3tkcdTIO1An66NG1keNrI8aWR81sj5qZH3UyDtQp5L51CTkZRUeHl5oMvGMjAwFBwcrMDBQoaGhstvtSk9Pd9smPT29UK8oAAAAAAAAFK1KB1AtW7bU9u3b3ZZt27ZNrVq1kvRnN7JmzZppx44drvUOh0M7duxwbQMAAAAAAICL86kAKjs7WwcPHtTBgwclSSdOnNDBgwd18uRJSdKHH36o6dOnu7aPj4/XiRMn9MEHH+i3337TqlWr9N133+n22293bdO7d2998803Wrt2rY4cOaJZs2bp/Pnz6tatW0VeGgAAAAAAgNfyqTmg/ve//2nChAmu1/PmzZMkde3aVSNHjtTp06ddYZQkRURE6IUXXtDcuXO1YsUK1alTR8OHD1dMTIxrm9jYWGVmZmrhwoVKT09XkyZNNGbMGIbgAQAAAAAAlJJPBVBt27bVwoULi10/cuTIIvd59dVXL3rcW265Rbfccku52wcAAAAAAFAV+dQQPAAAAAAAAFgPARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFT+ld0AAAAAAAAqQ1JSkpKTkxUXF6f4+PjKbg7g0+gBBQAAAACocpKSkpSQkKDExEQlJCQoKSmpspsE+DQCKAAAAABAlZOcnCw/Pz/l5eXJz89PKSkpld0kwKcRQAEAAAAAqpy4uDhX+JSXl6fY2NjKbhLg05gDCgAAAABQ5cTHxysxMVEpKSmKjY1lDijAZARQAAAAAIAqKT4+nuAJqCAMwQMAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmMq/shvgaV9++aWWLl2q9PR0RUVFaciQIWrRokWR244fP167du0qtLxDhw568cUXJUkzZszQt99+67Y+OjpaL730kucbDwAAAAAA4IN8KoBKSUnRvHnzNGzYMLVs2VLLly/XpEmT9K9//UthYWGFtn/mmWeUm5vrev3HH3/o2Wef1fXXX++2XUxMjEaMGOF67e/vU7cNAAAAAADAVD6VpCxbtkw9evRQ9+7dJUnDhg3T5s2btWbNGt19992Ftq9Ro4bb6+TkZFWrVk3XXXed23J/f3+Fh4eXuh05OTnKyclxvbbZbAoODnb9G4U57wv3x7qokXegTtZHjayPGlkfNbI+amR91Mj6qJF3oE6l5zMBVG5urvbv3+8WNNntdrVr106//PJLqY6xevVqxcbGKigoyG35rl27NHToUFWvXl1XXXWVBgwYoJo1axZ7nMWLF2vRokWu102bNtWUKVNUr169sl1UFRQZGVnZTUAJqJF3oE7WR42sjxpZHzWyPmpkfdTI+qiRd6BOJfOZACozM1MOh6NQT6Xw8HAdPXq0xP337dunw4cP69FHH3VbHhMTo86dOysiIkKpqalasGCBJk+erEmTJsluL3oO9z59+qh3796u184kNC0tzW3IH/6PzWZTZGSkUlNTZRhGZTcHRaBG3oE6WR81sj5qZH3UyPqokfVRI+ujRt6BOv05aqw0HW58JoAqr9WrV6tx48aFJiyPi4tz/btx48aKiorS448/rp07d6pdu3ZFHisgIEABAQFFrquqb8jSMgyDe2Rx1Mg7UCfro0bWR42sjxpZHzWyPmpkfdTIO1CnkhXdhccLhYaGym63Kz093W15enp6ifM3ZWdnKzk5WTfddFOJ56lfv75q1qyp1NTUcrQWAAAAAACg6vCZAMrf31/NmjXTjh07XMscDod27NihVq1aXXTf77//Xrm5ubrhhhtKPM/vv/+urKws1apVq9xtBgAAAAAAqAp8aghe7969NWPGDDVr1kwtWrTQihUrdP78eXXr1k2SNH36dNWuXVuDBg1y22/16tXq2LFjoYnFs7Oz9cknn6hz584KDw/X8ePH9cEHHygyMlLR0dEVdVkAAAAAAABezacCqNjYWGVmZmrhwoVKT09XkyZNNGbMGNcQvJMnTxZ6NOLRo0e1e/dujR07ttDx7Ha7Dh06pG+//VZnzpxR7dq11b59e913333FzvEEAAAAAAAAdz4VQEnSLbfcoltuuaXIdePHjy+0rGHDhlq4cGGR2wcGBuqll17yZPMAAAAAAACqHJ+ZAwoAAAAAAADWRAAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABM5V/ZDfC0L7/8UkuXLlV6erqioqI0ZMgQtWjRosht165dq7ffftttWUBAgObPn+96bRiGFi5cqG+++UZnzpxRmzZtNHToUDVo0MDU6wAAAAAAAPAVPhVApaSkaN68eRo2bJhatmyp5cuXa9KkSfrXv/6lsLCwIvcJDg7WW2+9VewxlyxZopUrV2rkyJGKiIjQxx9/rEmTJmnq1KkKDAw061IAAAAAAAB8hk8FUMuWLVOPHj3UvXt3SdKwYcO0efNmrVmzRnfffXeR+9hsNoWHhxe5zjAMrVixQvfcc486duwoSXrsscc0bNgw/fTTT4qLiytyv5ycHOXk5LidIzg42PVvFOa8L9wf66JG3oE6WR81sj5qZH3UyPqokfVRI+ujRt6BOpWezwRQubm52r9/v1vQZLfb1a5dO/3yyy/F7pedna0RI0bIMAw1bdpUAwcO1OWXXy5JOnHihNLT09W+fXvX9iEhIWrRooV++eWXYgOoxYsXa9GiRa7XTZs21ZQpU1SvXr1yXqXvi4yMrOwmoATUyDtQJ+ujRtZHjayPGlkfNbI+amR91Mg7UKeS+UwAlZmZKYfDUag3U3h4uI4ePVrkPg0bNtSjjz6qqKgonT17Vl988YXGjh2rqVOnqk6dOkpPT5ekQsP3wsLCXOuK0qdPH/Xu3dv12pmEpqWlKTc3t+wXVwXYbDZFRkYqNTVVhmFUdnNQBGrkHaiT9VEj66NG1keNrI8aWR81sj5q5B2ok+Tv71+qDjc+E0BdilatWqlVq1Zur5988kl99dVXGjBgwCUfNyAgQAEBAUWuq6pvyNIyDIN7ZHHUyDtQJ+ujRtZHjayPGlkfNbI+amR91Mg7UKeS2Su7AZ4SGhoqu91eqGdSenp6sXM8FeTv76+mTZsqNTVVklz7ZWRkuG2XkZFR6mMCAAAAAABUdT4TQPn7+6tZs2basWOHa5nD4dCOHTvcejldjMPh0KFDh1SrVi1JUkREhMLDw7V9+3bXNmfPntW+fftKfUwAAAAAAICqzqeG4PXu3VszZsxQs2bN1KJFC61YsULnz59Xt27dJEnTp09X7dq1NWjQIEnSokWL1LJlS0VGRurMmTP64osvlJaWph49ekj6cyznbbfdps8++0wNGjRQRESEPvroI9WqVcv1VDwAAAAAAABcnE8FULGxscrMzNTChQuVnp6uJk2aaMyYMa7hcidPnnR7NGJWVpZmzpyp9PR0Va9eXc2aNdM//vEPNWrUyLXNXXfdpfPnz2vmzJk6e/as2rRpozFjxigwMLCiLw8AAAAAAMAr2QxmyaowaWlpysnJqexmWJLNZlODBg107NgxJm6zKGrkHaiT9VEj66NG1keNrI8aWR81sj5q5B2o058PYivNU/B8Zg4oAAAAAAAAWBMBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMJV/ZTcAAAAAAABPSkpKUnJysuLi4hQfH1/ZzQEgekABAAAAAHxIUlKSEhISlJiYqISEBCUlJVV2kwCIAAoAAAAA4EOSk5Pl5+envLw8+fn5KSUlpbKbBEAEUAAAAAAAHxIXF+cKn/Ly8hQbG1vZTQIgH5wD6ssvv9TSpUuVnp6uqKgoDRkyRC1atChy26+//lrr1q3T4cOHJUnNmjXTwIED3bafMWOGvv32W7f9oqOj9dJLL5l3EQAAAACASxIfH6/ExESlpKQoNjaWOaAAi/CpAColJUXz5s3TsGHD1LJlSy1fvlyTJk3Sv/71L4WFhRXafteuXYqLi1Pr1q0VEBCgJUuW6B//+IemTp2q2rVru7aLiYnRiBEjXK/9/X3qtgEAAACAT4mPjyd4AizGp5KUZcuWqUePHurevbskadiwYdq8ebPWrFmju+++u9D2o0aNcns9fPhw/fDDD9q+fbu6du3qWu7v76/w8PBStyMnJ0c5OTmu1zabTcHBwa5/ozDnfeH+WBc18g7UyfqokfVRI+ujRtZHjayPGlkfNfIO1Kn0fCaAys3N1f79+92CJrvdrnbt2umXX34p1THOnz+v3Nxc1ahRw235rl27NHToUFWvXl1XXXWVBgwYoJo1axZ7nMWLF2vRokWu102bNtWUKVNUr169sl1UFRQZGVnZTUAJqJF3oE7WR42sjxpZHzWyPmpkfdTI+qiRd6BOJfOZACozM1MOh6NQT6Xw8HAdPXq0VMeYP3++ateurXbt2rmWxcTEqHPnzoqIiFBqaqoWLFigyZMna9KkSbLbi57DvU+fPurdu7frtTMJTUtLU25ubhmvrGqw2WyKjIxUamqqDMOo7OagCNTIO1An66NG1keNrI8aWR81sj5qZH3UyDtQpz9HjZWmw43PBFDl9fnnnys5OVnjx49XYGCga3lcXJzr340bN1ZUVJQef/xx7dy50y2oyi8gIEABAQFFrquqb8jSMgyDe2Rx1Mg7UCfro0bWR42sjxpZHzWyPmpkfdTIO1CnkhXdhccLhYaGym63Kz093W15enp6ifM3ffHFF/r88881duxYRUVFXXTb+vXrq2bNmkpNTS1niwEAAAAAAKoGnwmg/P391axZM+3YscO1zOFwaMeOHWrVqlWx+y1ZskSffvqpxowZo+bNm5d4nt9//11ZWVmqVauWR9oNAAAAAADg63xqCF7v3r01Y8YMNWvWTC1atNCKFSt0/vx5devWTZI0ffp01a5dW4MGDZL057C7hQsXatSoUYqIiHD1ngoKClJQUJCys7P1ySefqHPnzgoPD9fx48f1wQcfKDIyUtHR0ZV0lQAAAAAAAN7FpwKo2NhYZWZmauHChUpPT1eTJk00ZswY1xC8kydPuj0a8auvvlJubq6mTp3qdpx7771X/fv3l91u16FDh/Ttt9/qzJkzql27ttq3b6/77ruv2DmeAAAAAAAA4K5cAdTBgwd15MgRdenSxbVsy5YtWrx4sXJyctSlSxfddttt5W5kWdxyyy265ZZbilw3fvx4t9czZsy46LECAwP10ksveappAAAAAAAAVVK55oD64IMPlJKS4np94sQJvf766zpx4oQkae7cufr666/L10IAAAAAAAB4tXIFUL/++qvatGnjev3tt9/KbrdrypQpmjx5sq677jp99dVX5W4kAAAAAAAAvFe5AqizZ8+qZs2artc///yz2rdvr9DQUElS+/btlZqaWr4WAgAAAABQxaxatUpPPvmkVq1aVdlNATyiXHNAhYeH67fffpMknT59Wvv373c9cU6SsrOz3Sb9BgAAAAAAF5eUlKSEhAT5+fkpLy9PiYmJio+Pr+xmAeVSrgCqY8eOWrlypS5cuKB9+/YpICBAnTp1cq3/9ddfVb9+/XI3EgAAAACAqiI5OdkVPvn5+SklJYUACl6vXEPwBgwYoM6dO2v9+vXKyMjQiBEjFB4eLunP4Xnff/+92rdv74l2AgAAAABQJcTFxbnCp7y8PMXGxlZ2k4ByK1cPqKCgII0aNarYde+8844CAwPLcwoAAAAAAKqU+Ph4JSYmatu2bWrfvj29n+ATyhVAOeXk5OjAgQPKyMhQ69atFRoaKrvdrpCQEE8cHgAAAACAKqVXr14aPHiwjh07JsMwKuy8SUlJSk5OVlxcHMEXPKpcQ/AkacWKFXrkkUf0t7/9Ta+//roOHTokScrMzNTDDz+s1atXl7uRAAAAAADAXM7JzxMTE5WQkKCkpKTKbhJ8SLkCqDVr1mju3LmKiYnRo48+6rYuNDRUbdu2VUpKSrkaCAAAAAAAzFfU5OeAp5QrgFq2bJmuvfZajR49Wtdcc02h9c2aNdPhw4fLcwoAAAAAAFABmPwcZirXHFCpqam69dZbi11fo0YNZWVllecUAAAAAACgAjgnP09JSVFsbCxzQMGjyhVAhYSEKDMzs9j1R44cUXh4eHlOAQAAAAAAKkh8fDzBE0xRriF4HTp00DfffKMzZ84UWnf48GF98803RQ7NAwAAAACgKElJSRo3bhwTYAM+plw9oAYMGKCXXnpJTz/9tCtoWrt2rVavXq0ffvhBtWrV0r333uuRhgIAAAAAfJvzKWx+fn6aNWuWEhMT6Y0D+Ihy9YCqXbu2XnnlFcXExLhmx1+/fr02bdqkuLg4TZo0SaGhoR5pKAAAAADAt/EUNsB3lasHlCSFhYVp+PDhGj58uDIzM+VwOBQaGiq7vVzZFgAAAACgiomLi9OsWbN4Chvgg8oUQJ08ebJU2506dcrtdd26dctyGgAAAABAFcRT2ADfVaYAauTIkZd0ko8//viS9gMAAAAAVC08hQ3wTWUKoB599FGz2gEAAAAAAAAfVaYAqlu3biY1AwAAAAAAAL6KmcIBAAAAAABgqkuahNw5qXhpJyVnEnIAAAAAgFNSUpKSk5MVFxfHfE9AFXFJk5DPnz9f/v7+pZ6UnEnIAQAAAADSn+FTQkKC/Pz8NGvWLCUmJhJCVQJCQFS0S5qE3M/Pz+01AAAAAABFKRh0JCcny8/PT3l5efLz81NKSgoBSAUjBERlKFMA1bRpU9WrV082m00Sk5IDAAAAAIpXVNARFxenWbNmuUKo2NjYym5mlZM/BLTb7XrjjTckiRAKpirTJOTPPfecNm/e7Ho9YcIEbd++3eONAgAAAAB4v+J6OyUmJmrIkCH0vKkkcXFxrvDJ4XBo165dSkhIUFJSUmU3DT6sTAFUYGCgzp8/73q9a9cuZWRkeLxRAAAAAADv5ww6CvZ2io+P1/jx4wmfKokzBLzyyitdIZQzIATMUqYheE2aNNGyZctkt9sVEhIiSdq3b58CAgIuul/nzp0vvYUAAAAAAK/kDDpSUlIUGxtL4GQhzlo4h0gyHBJmK1MANXjwYE2dOlXvvPOOa9nKlSu1cuXKi+7HU/AAAAAAoGqKj48neLIoAkJUpDIFUM2bN9e0adN0/Phxpaena8KECerTp4/at29vVvsAAAAAAIBJCAhRUcoUQEmSn5+fGjZsqIYNG6pr16665ppr1LJlSzPaBgAAAAAAKlhSUpKSk5MVFxdHOAWPKXMAld+IESM81Q4AAAAAAFDJpkyZomnTpslut2vWrFk8qRAeU6an4AEAAAAAAN+UlJSkadOmSZIcDofsdjtPxoPHEEABAAAAAAAlJyfLbv+/mMDhcPBkPHgMARQAAAAAAFBcXJyr55MkjRo1iuF38JhyzQEFAAAAAAB8Q3x8vBITE5WSkqLY2FjCJ3gUARQAAAAAoMLxpDVrio+Ppx4whUcCqEOHDunnn39WWlqaJKlevXrq0KGDGjdu7InDAwAAAAB8SFJSkhISEuTn58eT1oAqolwBVE5Ojt59912tW7dOkmSz2SRJhmHoww8/1A033KDhw4fL35+OVgAAAACAPyUnJ8vPz095eXny8/NzPWmNHlGA7ypXMjR//nytW7dO8fHxuvXWW1W/fn3ZbDalpqZqxYoV+uqrr1SjRg0NHjzYQ80FAAAAAHi7uLg4zZo1yxVCBQcHV2iPKF8f/ufr1wfvVK6n4K1fv1433HCDHn74YTVs2FB+fn6y2+1q2LChhg4dqi5dumj9+vWeaisAAAAAwAc4J7seMmSIEhMTdfbs2SJ7RJnBOfwvMTFRCQkJSkpKMu1clcF5fXPmzFFCQoKmTJlS2U0CJJUzgMrNzVWrVq2KXd+6dWvl5eWV5xQAAAAAAItISkrSuHHjPBLaxMfHa/z48YqPj1dcXJwrfMrLy1NsbKwHWlu04ob/+Yrk5GTZ7XY5HA5J0rRp03wuZIN3KlcAFR0drS1bthS7fsuWLWrfvn15TgEAAAAAsABP9BwqLsCKj4/XqFGjdMUVV2jUqFGmDhuryLCrMsTFxbnCJ6cFCxaU+TieDBsBqYwBVFZWltt/AwYMUFpaml5//XVt375daWlpSktL07Zt2/Taa68pLS1NAwYMMKvtAAAAAIAKUt6eQ8UFWElJSRo8eLCmTZum//73v6b32Ck4/E+STwUtzjAvv6SkpDJdn68PU0TlKNMk5A8//HCRyw8dOqSffvqpyHVPPfWUPvroo7K3DAAAAABgGQUnDi9rzyHn0LC8vDzZ7XZXgJWQkOB6onr+cMvMXlDx8fGKj493BS0VNfm5VDEThD///PPavXu3vvrqKxmGUeZ7WlTYyGTmKK8yBVB9+/Z1fTAAAAAAAKoOZ8+hlJQUxcbGljmQCAkJcQ0NczgcCg4Odgs6JMlms1XosLiKDloqMvAaOHCgkpKSLikwLG/YCBSlTAFU//79zWoHAAAAAMDinD2HLsXZs2ddk2PbbDatXr1aN910k9t8TDfffLMGDhx4See4lJ5FFR20VGTgVZ7AsLxhI1CUMgVQF5Odna2srKwi19WtW9dTpwEAAAAAXKL8Ic3gwYPLfYyCwcTF1jnDHmcItWvXLu3YsUOjRo3SuXPnig06ShMsXWrPoooOWio68CpPYFiefYGilCuAunDhghYtWqTVq1frjz/+KHa7jz/+uDynAQAAAACUU8GQpnbt2urYsWOp9nMGQJKKDXpKCoGcYc8bb7yhXbt2yeFwyM/PT+fOndP48eNL1ebigqXy9CyqyKClsnoWVcS8U0BJyhVAzZo1S99++606duyoK664QtWrV/dUuwAAAAAAHpKUlKQ33njDNQm4n5+f1q5dW2IAVTAAio+PLzboKU0IFB8fr59//lk7duxwteVivYBKGyxdrGdRwfClssOY0gReSUlJSklJUe/evUsVEpZ0rIqeaB0oSrkCqB9//FE9evTQI4884qn2AAAAAAA8yBlAOIe+OYOfbt26XXSf5ORkHTp0yC0AkuQ2Z1P+oCckJMT1hLvigqWkpCRNmzbN1ZZRo0ZdNAwp7ZC14noWFQxfRo0apWnTplk6jMnf5vfee6/cbSwpxCvYwy05OVkhISE6e/YsPabgUeUKoGw2m5o2beqptnjEl19+qaVLlyo9PV1RUVEaMmSIWrRoUez23333nT7++GOlpaUpMjJS999/v66++mrXesMwtHDhQn3zzTc6c+aM2rRpo6FDh6pBgwYVcTkAAAAAfFhF9MbJH0DY7XZdeeWVevrpp3XnnXfq2LFjhdoh/d8wO+fT6Zz/HjhwoAYOHFhk0JM/WOrdu7eSk5Mlya3XUcFA69y5c0Xej/wBSGmHrBXVs6hg+LJ69eoKferdpSjY5gULFhT5HinqXjn3z79tSb3D8gd0ktyCSquGdPBO5Qqgrr32Wm3fvl0333yzp9pTLikpKZo3b56GDRumli1bavny5Zo0aZL+9a9/KSwsrND2e/bs0VtvvaVBgwbp6quv1oYNG/Taa69pypQpaty4sSRpyZIlWrlypUaOHKmIiAh9/PHHmjRpkqZOnarAwMCKvkSgyqnsLtIAcClK+0tBwe0v5bOOz8nKUdx9L6r2+X/5plcB8quooVHOnkmS5HA41KRJE40bN05vv/22RowYIUnFDrOz2WyKjo5Wx44dCwVAH374oRYsWKCBAwdqwYIFstlsruBi2bJlrgCjd+/ertcOh0OSCoUhSUlJ+vDDD/XVV18VGYAUN0dUSZzhi81mU15envz9/YvtwWWVz9OCgVFSUlKh90hRvdqcAVL+baU/v/cUNdF7wWGZTs4aOefosmJIB+9kMwzDuNSdU1NT9eabb6pZs2a6+eabVbduXdnt9kLb1ahRo1yNLK0xY8aoefPmevjhhyX9+QXz6KOP6tZbb9Xdd99daPs333xT58+f1wsvvOBa9tJLLykqKkqPPPKIDMPQX//6V/Xu3Vt33nmnpD8fHTps2DCNGDHC9cNkaaWlpSknJ+fSL7ASTZkyRe+9916hv1BYjc1mU1ne0jabTZKK3Mf5XnZ+AHuibTVr1tTgwYO1f/9+ffnll8rNzfXIsc0QHBysYcOGSZISExOVlZVVpnvrCfl/SHG+rlGjhgYPHqyUlBRt3rxZhmEoKChIkZGRatmypQYOHCjpzx+IbDab22N877rrLu3YsUONGjVS9erVdfr0abVv314//vij0tLSZBiG/P39ZbfblZOTI8MwFBgYqDp16igtLU25ubmy2+2KiorS3//+d0t8I/7rX/+q7777Ttdff7369u2rt956SwcOHNCFCxdUo0YNDRw4UB06dCj1L73OH/7S0tIUERFRpscgT5kyRZ9//rmys7MVFBSku+++W88//3y5r/FSn7ST/97MnDmzwn6onDJliuux0kVdv81mU4MGDXTs2LEK/5q6GKv80G0FF6tR/vv06aeflvuz3GazKTQ0VBkZGZe8f8E2On+5MgxDNptNAQEBcjgcbu202+0yDOOi70GbzaagoCDVrFlTQUFBioiIcH19nzhxQn5+fjpz5oxOnTolu92u+Ph4zZw5U5Ln3k/5Q5uPPvpIv//+u+rUqaMpU6aodu3amjFjhiSpTZs2pQr6Ch77+eefd33+X4zNZpOfn58cDofHfi4oifOczlpW9PmKe484v08ahqHo6GgtWbKk2ONZ8bOurJKSkjRhwgQdOnTIVXvnvXJ+jeW/Z9WqVZPNZtO5c+dks9lUt25dnT9/XllZWa7ha5IUFhamqKgo7dmzx+1hTs7PhLCwMLVv317nz5+XzWbTqVOntHPnTklSZGSkwsLC3L5P5//eU/D7vjOoKC9/f39X0BEQEFDu3wsaN26siIgInThxQhkZGSV+Dhb8uTA/52eh8zMvNzdXhmHIz8+v2M9ou92umjVrKiwsTIGBgTp48GCF/Wxut9tdoc/Fvj6c9/xSP3f8/f3drikwMFC5ubllPp7dbne1xcq/v1hVwd8vnMuqV68uh8OhoKAgDRw40CM/N1eWgIAA1atXr8TtyhVA3XfffaXariKegpebm6sHHnhATz31lDp16uRaPn36dJ09e1bPPfdcoX0effRR9e7dW7fffrtr2cKFC/XTTz/ptdde0/Hjx/X444/r1VdfVZMmTVzbjBs3Tk2aNCn2gzwnJ8ctaLLZbAoODnb9AuttXnnlFU2bNq2ymwFcssTERM2YMUMbN270+HF79erl0WOWxSOPPKJly5aValvnLxX527xq1Sq37vXOOREKKs11Fvc5MWrUKLeQv6wKtvFi7c+/ruC9ufbaa7Vx48Yit/WkgvehqOu32WyKjIxUamqqZX4pu9i9rIqKq1HB+4TCevfurb59+3rk/eS83xf7pTO/onpWFHdu57FRftdee62++OKLQsut+FlXVt7yPnH2Lsov/9dASkqK3nvvvUpqHYDSKu/PzZXJ39+/VAFUuYbg9e3b19WDpLJlZmbK4XAoPDzcbXl4eLiOHj1a5D7p6emFhuaFhYUpPT3dtd65rLhtirJ48WItWrTI9bpp06aaMmVKqQpiRevXr6/sJgCXzGazadu2ba6/GnrStm3bNHjwYI8ft7R++OGHUm/r7Gqev81bt251m19g/fr1hXpTOO9fSddZ3OfEhg0byjVnXsE2Xqz9+dcVvDc7d+4sdltPKngfLnb9kZGRHj//pbrYvazKCtYo/31C0X788Ue1aNHCI++nst5vh8Ph+rm0pHNv3bq1zO1B0Xbu3HnRz3krfdaVlTe8T2w2W5E/D+T/GujduzcBFOAFli1bprfeequym2GqcgVQ/fv391Q7fEqfPn3Uu3dv12vnD0Pe2gPqhhtu0M8//1zZzQAuiWEYat++vdq2bevxHlDt27d3TdxZGTp37lzmHlD52xwdHe02B0JRX+vO+1fSdRb3OdGlS5dy3aOCbbxY+/OvK3hvnPUvaltPKngfirp+K/YKuNi9rIqKq1HB+4TCOnXq5LH3k/M45ekBVdy5o6Ojy9weFK1t27ZF3mMrftaVlTe8TwzDKPLngfxfAx07dlRMTIy2bNlSOY0EUCqhoaFe+/NXhfSA2rt3r1q2bFmeQ3hMaGio7HZ7oZ5J6enphXpFOYWHhxcaa5yRkeHa3vn/jIwM1apVy22b/EPyCgoICFBAQECR67zxG7BzLKo3zAFlZd42B1RISIiGDh0qqfLmgCqoLHNALViwQJJccyPEx8e7zQFVo0YNnT59Wu3atSvXHFCVeU9mzpxZ6jmg8j85xtnmoh5X3KFDBy1YsEAnTpxwm1uipOt0fk4454AKDg7WXXfdpeeff75c96ioNl6s/c51Be+Ncw6oorb1JOd9yD8HVHHnKWn+nYp0sXtZlRWsUcH75Ik5oMyQfw6o8sg/B1RwcLDq1atX6jmgPPF+yn+/g4ODXXNA1a1bV6+88kqhOaCck+tKKvHczmN7Yg6oss4/WVqVNQdUSe/nouaAulj7rPRZV1bO98nEiRP166+/mjIHlPNr6dSpU26/l9SrV0+dO3fWhQsXJKnMc0AV/Bq48cYbLRtAhYaG6syZMxcN9m02m2uC85I45zkqaQ6oos5RUe/V0swB5ZzG5cKFC6Z9nyku4K9Xr55effVV/fzzz/wOWIFGjx7ttZ+XpVXuOaAiIyN1ww036IYbblD9+vU92bYyGzNmjFq0aKEhQ4ZI+rMr9ogRI3TLLbeUehLysWPHqnHjxm6TkN9xxx264447JFXdScjN5omJKgv+clmefZKSkgoFGFVdRU8m6qxNcHBwoSd2oHi+MumrL6NG1uep70kFv48U/J6T/+lXeXl5io+PL9P3HOc5CgbGRW1X8Lxl/X5pNZX9dVTUPSzqPud/D0iF/zhiVZ54j1R2jbyRWV+bBZ+WJrlP2m0YhmseSOfnUf5to6KidNdddxUZ8jr/HRwcrGnTprn2yx/m1KtXT2lpaa5jR0VFuQLtJk2auD0dr6gQyM/PT0OGDCn2KXgl3bdx48YpMTHRdV2NGjXSoUOH3Nrj/KOZlT4fnW2pV6+eJk+e7Davl6Ri5ydz3sP8T8crWPf8T1tMSEhQUlKS2zFGjRrlNiH2lClT3Opr1tMavVVJDy956623dPr0abf32VtvvaX9+/dLkpo1a6bRo0d79T2tkEnIN2zYoPXr12vbtm1yOBxq1aqVbrjhBsXGxlbYk+/yS0lJ0YwZMzRs2DC1aNFCK1as0Hfffac333xT4eHhmj59umrXrq1BgwZJkvbs2aPx48dr0KBBuvrqq5WcnKzFixdrypQpaty4saQ//5q/ZMkSjRw5UhEREfroo4906NAhTZ06VYGBgWVqHwFU8fghxfqokXegTtZHjayvImtkpV92vAlfR9ZHjawjfwDj5+endu3aKTc3V02aNFHLli3Vvn17t3DaGSblf0iJ8ymT+QPXgk+bdIYUTvnDDsk9tMofvucPw9q2baubbrpJu3fvVlJSklvocqmfkUWF/d98843rflws3KosBds8atSoQn+QzR9yO3uBFlW7c+fO6ddffy32mp3nKhhK5r/nBd9DVrxnlYnPu9IHUOUagtelSxd16dJFmZmZSklJ0YYNGzR79mzNnTtX0dHRuvHGG3XttdfK379cpym12NhYZWZmauHChUpPT1eTJk00ZswY11C6kydPuk2a3rp1a40aNUofffSRFixYoAYNGujZZ591hU/Sn49tP3/+vGbOnKmzZ8+qTZs2GjNmTJnDJwAAgIKcQ4QBwCxxcXGaNWuWK5TYsmWL/Pz8tGPHDi1ZskQdO3aUYRhun0fOYXz5A41Zs2a59b7Jvyw+Pl5nz551623j7FnlPGb+MKNg+OTc3jl8XXLvDZ+cnOx2jOIUFYwVHD7t3M7ZhuDgYI0bN85tn8qWnJzs9jCH7OzsQoFPcd8/Cg7BlP683vzX7LwPzuMkJibqjTfe0K5du+RwOOTn56eUlBTX/gXfQ/n3B8qiXD2gipKamqoNGzZow4YNOnbsmEJCQnTdddepa9euatOmjSdP5XXoAVU8UmPro0begTpZHzWyPmpkfdTI+qiRtTjDnII9YUaNGqVnn3222BoV1fPF2TumYG8YZ08aJ7vdrocffrhQcFKwd0/+IWMFty+47cV6QpV126J6e1llaFlZrqUsx7xYj9uSzkmP3eLxeVf6HlB2T584MDBQ1apVc03CbbPZtHHjRo0bN04vvviijhw54ulTAgAAAACKER8fr/Hjx2vgwIFuT6ns1q3bRfeLi4tz2z42NrbIZc5zjBo1StL/TW5dVE8ZZ4+bIUOGaNSoUa7JwovavmBPoJSUlGLbWpZtnffj7Nmzpd7Hk5KSkjRu3LhCcy/lb19iYqIefvhhLVmyRL169Sr3OZ3XXFx4lL8uRQVeJe0PlIZHekCdO3dO33//vTZs2KBdu3bJZrMpJiZGXbt21TXXXCO73a4ff/xR8+bNU3h4uCZPnuyJtnsdekAVj9TY+qiRd6BO1keNrI8aWR81sj5qZF35e7IMHjy4xBqVZtL9krYvbXuKOpYZPaDKs095leWcfB15B+pUQZOQ//TTT1q/fr02b96snJwcNW/eXDfeeKPi4uJUs2bNQtt//fXXmj17tmuytKqGAKp4fNFaHzXyDtTJ+qiR9VEj66NG1keNrM9balSWQMuTT8U2S1km9C5vjYqaEwue5y1fS2aqkEnIX3/9ddWpU0e33367unbtqoYNG150+yZNmuiGG24ozykBAAAAAJXA7ECjuEnES3uuS3mwQ0U/DKKiJvTO39Mq/2TxQGUqVwD197//XW3bti319i1atFCLFi3Kc0oAAAAAQAUzO9CoKoFJwafymXWNRc2J5Yv3E96lXJOQlyV8AgAAAAB4p7JM8n0pFixYIJvNVuETgleGipjQu7jJ4oHKVK4eUE6HDh3Szz//rLS0NElSvXr11KFDBzVu3NgThwcAAAAAVCIzh44lJSW5PRGuIgITX58fqaJ6WgFlUa4AKicnR++++67WrVsn6c/JtyTJMAx9+OGHuuGGGzR8+HD5+3sk5wIAAAAAVAIzA438vaskmd6RoSoN9/PF64L3KlcyNH/+fK1bt07x8fG69dZbVb9+fdlsNqWmpmrFihX66quvVKNGDQ0ePNhDzQUAAAAAVAZPBxrOXkghISHKy8uT3W6Xw+HQkSNHlJCQYFowxPxIQOUo1xxQ69ev1w033KCHH35YDRs2lJ+fn+x2uxo2bKihQ4eqS5cuWr9+vafaCgAAAADwAc5eSImJiZo2bZpGjRqlK6+80hVCmTkPFPMjAZWjXAFUbm6uWrVqVez61q1bu7pRAgAAAAAgFe6FdO7cOT399NOu8MnMYMg5nHDIkCE+O/wOsKJyDcGLjo7Wli1biv2C3bJli9q3b1+eUwAAAAAAfETBYXf5w6aKnDib+ZGAileuAGrAgAF688039frrr6tXr16KjIyUJB07dkyrVq1SWlqannzySWVlZbntV6NGjfKcFgAAAADgZfJP/p2Xl6dRo0bp3LlzbmETwRDgu8oVQD355JOSpEOHDumnn3666Db5ffzxx+U5LQAAAADAyxQ17G78+PGV3SwAFaRcAVTfvn1ls9k81RYAAAAAgI+Ki4vTrFmzmPwbqKLKFUD179/fU+0AAAAAAPiwipzjCYD1lCmAOnnypCSpbt26bq9L4tweAAAAAFB1MceT9Tknio+Li6NW8KgyBVAjR46UJM2fP1/+/v6u1yVhzicAAAAAQEkIPzzjUu9j/oniZ82apcTEROoAjylTAPXoo49Kkvz8/NxeAwAAAABQHoQfnlGe+1hwoviUlBRqAI8pUwDVrVu3i74GAAAAAOBSEH54RnnuIxPFw0z2ym4AAAAAAABxcXGu0ITw49KV5T4mJSVp3LhxSkpKkvR/E8UPGTLE1XOq4DbApSrXU/AAAAAAAPAEnpLnGaW9j8UN1cs/UTzDIuFJBFAAAAAAAFOUdTJsnpLnGaW5j6UZqsewSHgSQ/AAAAAAAB7n7D2TmJiohIQEhnBZSFJSkn799dcSh+oxLBKeVKYeUL/++qvq1aunkJAQs9oDAAAAAPAB9J6xpvzD6iSpR48eGjhwYJG1YVgkPKlMPaCee+45bd682fV6woQJ2r59u8cbBQAAAADwbvSesaaCwWBUVNRFg6X4+HiNHz+e8AnlVqYAKjAwUOfPn3e93rVrlzIyMjzeKAAAAACAdyvqiWqofASDqCxlGoLXpEkTLVu2THa73TUMb9++fQoICLjofp07d770FgIAAAAAvBKTilsPw+pQWcoUQA0ePFhTp07VO++841q2cuVKrVy58qL7ffzxx5fWOgAAAAAA4FElBYNlfXohUBplCqCaN2+uadOm6fjx40pPT9eECRPUp08ftW/f3qz2AQAAAACACpJ/kvJZs2YxfBIeU6YASpL8/PzUsGFDNWzYUF27dtU111yjli1bmtE2AAAAAIAPooeNdfH0QpilTJOQFzRixAjCJwAAAABAqTl72CQmJiohIUFJSUmV3STkwyTlMEuZe0AVJzs7WydPnpQk1a1bV0FBQZ46NAAAAADAR9DDxtqYpBxmKXcAtW/fPs2fP1+7d++Ww+GQJNntdrVp00YPPPCAmjdvXu5GAgAAAAB8Q1xcnGbNmkUPGwvj6YUwQ7kCqL1792r8+PHy9/fXTTfdpMsuu0yS9Ntvvyk5OVnjxo3T+PHj1aJFC480FgAAAADg3ehhA1RN5QqgPvroI9WuXVsvv/yywsPD3db169dPf/vb37RgwQL97W9/K89pAAAAAAA+hB42QNVTrknI9+7dq5tvvrlQ+CRJ4eHh6tmzp/bu3VueUwAAAAAAgAqSlJSkcePGMTk8PK5cAZTNZlNeXl6x6x0Oh2w2W3lOAQAAAAAAKgBPKISZyhVAtW7dWqtWrVJaWlqhdSdPnlRSUpLatGlTnlMAAAAAAIAKUNQTCgFPKdccUAMHDtS4ceP0xBNPqFOnTmrQoIEk6ejRo9q4caP8/Pw0cOBAjzQUAAAAAACYhycUwkzlCqCaNm2qyZMna8GCBdq4caMuXLggSQoMDFRMTIwGDBigRo0aeaShAAAAAADAPDyhEGYqVwAlSY0aNdKzzz4rh8OhzMxMSVJoaKjs9nKN7gMAAAAAABWMJxTCLOUOoJzsdnuRT8MDAAAAAABA1UY3JQAAAAAAAJjKYz2gAAAAAACAZ6xatUpbt25VdHQ0Q+LgEwigAAAAAACwkKSkJCUkJLieRpeYmEgIBa/HEDwAAAAAACwkOTnZFT75+fkpJSWlspsElBsBFAAAAAAAFhIXF+cKn/Ly8hQbG1vZTQLKrVxD8LKzszVnzhzddddduuyyyzzVJgAAAAAAqqz4+HglJiZq27Ztat++PcPv4BPK1QMqJydH3377rU6fPi1JOnv2rCZMmKADBw54pHEAAAAAAFRFvXr10tSpU9WrV6/KbgrgEWXuATVy5Ei1atVKLVu2VGRkpNu6vLw87dq1S2fOnPFYAwEAAAAAAODdyhxA3Xrrrdq7d6+WLl2qU6dOSZI+/PBDXXPNNYqKivJ4AwEAAAAAAODdyhxA9e7d2/Xvw4cP65lnnlHNmjWVkpKihQsXSpLmz5+vdu3aqXXr1mrVqpVq1qzpuRYDAAAAAADAq5Q5gDp27JgaNGggSQoPD5ck3XHHHbrqqqt09OhRPfnkk6pVq5Z27typ5cuXKzc3Vx9//LFHG12UrKwszZkzR5s2bZLNZlPnzp2VkJCgoKCgYrdfuHChtm7dqpMnTyo0NFQdO3bUgAEDFBIS4tquf//+hfYdPXq04uLiTLsWAAAAAAAAX1LmAOqJJ55QjRo11KJFC11++eWSJIfDIUmunk633XabrrrqKl24cKHCJiSfNm2aTp8+rbFjxyovL09vv/22Zs6cqdGjRxe5/alTp3Tq1Ck9+OCDatSokU6ePKn33ntPp0+f1tNPP+227YgRIxQTE+N6nT+gAgAAAAAAwMWVOYB69dVXtXfvXu3bt09btmyRJL3yyitq3ry5WrZsKen/AqnAwEC1bt3ac60txpEjR7Rlyxb985//VPPmzSVJQ4YM0T//+U89+OCDql27dqF9GjdurGeeecb1OjIyUgMGDNC///1v5eXlyc/Pz7UuJCTE1dsLAAAAAAAAZVPmACoqKkpRUVHq2bOnMjMzNWzYMN19993Kzs7W9u3bJUn//Oc/1bhxY7Vq1UqtW7dWly5dPN7w/H755RdVr17dFT5JUrt27WSz2bRv3z516tSpVMc5e/asgoOD3cInSZo9e7ZmzpypiIgI3XzzzerevbtsNluxx8nJyVFOTo7rtc1mU3BwsOvfKMx5X7g/1kWNvAN1sj5qZH3UyPqokfVRI+ujRtZHjbwDdSq9MgdQ+Tlv8JVXXqmrrrrKFUjde++9ysvL0549e7Ru3TrTA6j09HSFhoa6LfPz81ONGjWUnp5eqmNkZmbq008/Vc+ePd2W9+/fX1dddZWqVaumrVu3avbs2crOztZtt91W7LEWL16sRYsWuV43bdpUU6ZMUb169Up/UVVUZGRkZTcBJaBG3oE6WR81sj5qZH3UyPqokfVRI+ujRt6BOpWsXAGU3W5X3bp1FRgYKOn/AqnWrVvrqquukvR/w/Euxfz587VkyZKLbvPmm29e8vGdzp49q1deeUWNGjVSv3793Nbde++9rn83bdpU58+f19KlSy8aQPXp08ftaYHO+5KWlqbc3Nxyt9cX2Ww2RUZGKjU1VYZhVHZzUARq5B2ok/VRI+ujRtZHjayPGlkfNbI+auQdqJPk7+9fqg435QqgqlevrhkzZrhe+/n56corr1T16tVdy+x2+yUf/4477lC3bt0uuk39+vUVHh6uzMxMt+V5eXnKysoqce6mc+fOafLkyQoODtYzzzwjf/+L35KWLVvq008/VU5OjgICAorcJiAgoNh1VfUNWVqGYXCPLI4aeQfqZH3UyPqokfVRI+ujRtZHjayPGnkH6lSycgVQBYWEhGjcuHEeO15oaGihoXVFadWqlc6cOaP9+/erWbNmkqQdO3bIMAy1aNGi2P3Onj2rSZMmKSAgQM8995yrJ9fFHDx4UNWrVy82YAIAAAAAVK6kpCQlJycrLi5O8fHxld0cAJIuvXuShTRq1EgxMTGaOXOm9u3bp927d2vOnDmKjY11PQHv1KlTeuKJJ7Rv3z5J/xc+nT9/XsOHD9e5c+eUnp6u9PR017DBjRs36ptvvtGhQ4eUmpqqpKQkLV68WLfeemulXSsAAAAAoHhJSUlKSEhQYmKiEhISlJSUVNlNAiAP94CqTKNGjdLs2bM1ceJE2Ww2de7cWUOGDHGtz83N1dGjR3X+/HlJ0oEDB7R3717XvvlNnz5dERER8vf316pVqzR37lwZhqHIyEg99NBD6tGjR8VdGAAAAACg1JKTk+Xn56e8vDz5+fkpJSWFXlCABfhMAFWjRg2NHj262PURERFauHCh63Xbtm3dXhclJiZGMTExnmoiAAAAAMBkcXFxmjVrliuEio2NrewmAZAPBVAAAAAAAMTHxysxMVEpKSmKjY2l9xNgEaYHUFlZWapRo4bZpwEAAAAAQNKfIRTBE2AtpgRQOTk52rhxo9avX6+tW7dq/vz5ZpwGAAAAAAAAXsBjAZRhGNq+fbs2bNigH3/8UefOnfPUoQEAAAAAAODFyh1A7d+/X+vXr1dKSorS09MVGBioDh066Prrr9fhw4f16aefeqKdAAAAAAAA8FKXFEAdP35c69ev14YNG3Ts2DH5+/srOjpasbGxuvbaaxUUFOTaDgAAAAAAAFVbmQOol156Sfv27ZO/v7/atWunPn36qGPHjgoJCTGjfQAAAAAAAPByZQ6gnOFT37591bNnT4WGhprRLgAAAAAAAPiIMgdQQ4YM0YYNG/Txxx/rk08+0ZVXXqnY2Fh17txZNWrUMKONAAAAAAAA8GJlDqB69eqlXr166cSJE655oN59913Nnj1b7dq10/XXX69OnToxJA8AAAAAAACSyvEUvIiICPXt21d9+/Z1exLeli1b9N5776ldu3aebCcAAAAAAAC81CUHUPk1a9ZMzZo104MPPqgdO3Zo/fr1+vHHH5Wdne2JwwMAAAAAAMCLeSSAcrLb7Wrfvr3at2+vYcOGaePGjdqwYYMnTwEAAAAAAAAv49EAKr/AwEDFxsYqNjbWrFMAAAAAAADAC9gruwEAAAAAAADwbQRQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAEzlX9kN8JSsrCzNmTNHmzZtks1mU+fOnZWQkKCgoKBi9xk/frx27drltqxnz5565JFHXK9Pnjyp9957Tzt37lRQUJC6du2qQYMGyc/Pz7RrAQAAAAAA8CU+E0BNmzZNp0+f1tixY5WXl6e3335bM2fO1OjRoy+6X48ePXTfffe5XgcGBrr+7XA49M9//lPh4eH6xz/+odOnT2v69Ony8/PToEGDTLsWAAAAAAAAX+ITQ/COHDmiLVu2aPjw4WrZsqXatGmjIUOGKCUlRadOnbrovtWqVVN4eLjrv5CQENe6rVu36siRI3r88cfVpEkTdejQQffdd59WrVql3Nxcsy8LAAAAAADAJ/hED6hffvlF1atXV/PmzV3L2rVrJ5vNpn379qlTp07F7rt+/XqtX79e4eHhuuaaa9S3b19Vq1bNddzGjRsrPDzctX1MTIxmzZqlw4cPq2nTpkUeMycnRzk5Oa7XNptNwcHBrn+jMOd94f5YFzXyDtTJ+qiR9VEj66NG1keNrI8aWR818g7UqfR8IoBKT09XaGio2zI/Pz/VqFFD6enpxe7XpUsX1a1bV7Vr19avv/6q+fPn6+jRo3rmmWdcx80fPklSWFiYa11xFi9erEWLFrleN23aVFOmTFG9evXKdmFVUGRkZGU3ASWgRt6BOlkfNbI+amR91Mj6qJH1USPro0begTqVzNIB1Pz587VkyZKLbvPmm29e8vF79uzp+nfjxo1Vq1YtTZw4UampqeV68/Tp00e9e/d2vXYmoWlpaQzdK4bNZlNkZKRSU1NlGEZlNwdFoEbegTpZHzWyPmpkfdTI+qiR9VEj66NG3oE6Sf7+/qXqcGPpAOqOO+5Qt27dLrpN/fr1FR4erszMTLfleXl5ysrKKtSD6WJatGghSa4AKjw8XPv27XPbJiMjQ5IuetyAgAAFBAQUua6qviFLyzAM7pHFUSPvQJ2sjxpZHzWyPmpkfdTI+qiR9VEj70CdSmbpACo0NLTQ0LqitGrVSmfOnNH+/fvVrFkzSdKOHTtkGIYrVCqNgwcPSpJq1arlOu5nn32mjIwM19C7bdu2KTg4WI0aNSrj1QAAAAAAAFRNPvEUvEaNGikmJkYzZ87Uvn37tHv3bs2ZM0exsbGqXbu2JOnUqVN64oknXD2aUlNTtWjRIu3fv18nTpzQxo0bNWPGDF1xxRWKioqSJEVHR6tRo0aaPn26Dh48qC1btuijjz5Sr169iu3hBAAAAAAAAHeW7gFVFqNGjdLs2bM1ceJE2Ww2de7cWUOGDHGtz83N1dGjR3X+/HlJf45R3L59u1asWKHz58+rTp066ty5s+655x7XPna7XS+88IJmzZqlsWPHqlq1auratavuu+++Cr8+AAAAAAAAb+UzAVSNGjU0evToYtdHRERo4cKFrtd169bVhAkTSjxuvXr19OKLL3qkjQAAAAAAAFWRTwzBAwAAAAAAgHURQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFMRQAEAAAAAAMBUBFAAAAAAAAAwFQEUAAAAAAAATEUABQAAAAAAAFP5V3YDPCUrK0tz5szRpk2bZLPZ1LlzZyUkJCgoKKjI7U+cOKHHHnusyHVPPvmkrr/+eklS//79C60fPXq04uLiPNd4AAAAAAAAH+YzAdS0adN0+vRpjR07Vnl5eXr77bc1c+ZMjR49usjt69atq3fffddt2ddff60vvvhCHTp0cFs+YsQIxcTEuF6HhIR4vP0AAAAAAAC+yieG4B05ckRbtmzR8OHD1bJlS7Vp00ZDhgxRSkqKTp06VeQ+drtd4eHhbv/9+OOPuv766wv1mgoJCXHbLjAwsCIuCwAAAAAAwCf4RA+oX375RdWrV1fz5s1dy9q1ayebzaZ9+/apU6dOJR5j//79OnjwoB5++OFC62bPnq2ZM2cqIiJCN998s7p37y6bzVbssXJycpSTk+N6bbPZFBwc7Po3CnPeF+6PdVEj70CdrI8aWR81sj5qZH3UyPqokfVRI+9AnUrPJwKo9PR0hYaGui3z8/NTjRo1lJ6eXqpjrF69Wpdddplat27ttrx///666qqrVK1aNW3dulWzZ89Wdna2brvttmKPtXjxYi1atMj1umnTppoyZYrq1atX+ouqoiIjIyu7CSgBNfIO1Mn6qJH1USPro0bWR42sjxpZHzXyDtSpZJYOoObPn68lS5ZcdJs333yz3Oe5cOGCNmzYoL59+xZad++997r+3bRpU50/f15Lly69aADVp08f9e7d2/XamYSmpaUpNze33O31RTabTZGRkUpNTZVhGJXdHBSBGnkH6mR91Mj6qJH1USPro0bWR42sjxp5B+ok+fv7l6rDjaUDqDvuuEPdunW76Db169dXeHi4MjMz3Zbn5eUpKytL4eHhJZ7n+++/1/nz59W1a9cSt23ZsqU+/fRT5eTkKCAgoMhtAgICil1XVd+QpWUYBvfI4qiRd6BO1keNrI8aWR81sj5qZH3UyPqokXegTiWzdAAVGhpaaGhdUVq1aqUzZ85o//79atasmSRpx44dMgxDLVq0KHH/1atX69prry3VuQ4ePKjq1asXGzABAAAAAADAnU88Ba9Ro0aKiYnRzJkztW/fPu3evVtz5sxRbGysateuLUk6deqUnnjiCe3bt89t39TUVP33v/9Vjx49Ch1348aN+uabb3To0CGlpqYqKSlJixcv1q233loh1wUAAAAAAOALLN0DqixGjRql2bNna+LEibLZbOrcubOGDBniWp+bm6ujR4/q/PnzbvutXr1atWvXVvv27Qsd09/fX6tWrdLcuXNlGIYiIyP10EMPFRlWAQAAAAAAoGg+E0DVqFFDo0ePLnZ9RESEFi5cWGj5oEGDNGjQoCL3iYmJUUxMjKeaCAAAAAAAUCX5xBA8AAAAAAAAWBcBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMBUBFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVP6V3QAAAAAAACpDUlKSkpOTFRcXp/j4+MpuDuDT6AEFAAAAAKhykpKSlJCQoMTERCUkJCgpKamymwT4NAIoAAAAAECVk5ycLD8/P+Xl5cnPz08pKSmV3STApxFAAQAAAACqnLi4OFf4lJeXp9jY2MpuEuDTmAMKAAAAAFDlxMfHKzExUSkpKYqNjWUOKMBkBFAAAAAAgCopPj6e4AmoIAzBAwAAAAAAgKkIoAAAAAAAAGAqAigAAAAAAACYigAKAAAAAAAApiKAAgAAAAAAgKkIoAAAAAAAAGAqAigAAAAAAACYigAKAAAAAAAApiKAAgAAAAAAgKkIoAAAAAAAAGAqAigAAAAAAACYyr+yG+Apn332mTZv3qyDBw/K399f77//fon7GIahhQsX6ptvvtGZM2fUpk0bDR06VA0aNHBtk5WVpTlz5mjTpk2y2Wzq3LmzEhISFBQUZOLVAAAAAAAA+A6f6QGVm5ur6667TvHx8aXeZ8mSJVq5cqWGDRumyZMnq1q1apo0aZIuXLjg2mbatGk6fPiwxo4dqxdeeEH//e9/NXPmTDMuAQAAAAAAwCf5TADVv39/9e7dW40bNy7V9oZhaMWKFbrnnnvUsWNHRUVF6bHHHtPp06f1008/SZKOHDmiLVu2aPjw4WrZsqXatGmjIUOGKCUlRadOnTLzcgAAAAAAqDRJSUkaN26ckpKSKrsp8BE+MwSvrE6cOKH09HS1b9/etSwkJEQtWrTQL7/8ori4OP3yyy+qXr26mjdv7tqmXbt2stls2rdvnzp16lTksXNycpSTk+N6bbPZFBwc7Po3CnPeF+6PdVEj70CdrI8aWR81sj5qZH3UyPqokfVVZo1WrVqlhIQE+fn5adasWUpMTFSvXr0qvB3egK+l0quyAVR6erokKSwszG15WFiYa116erpCQ0Pd1vv5+alGjRqubYqyePFiLVq0yPW6adOmmjJliurVq+eRtvuyyMjIym4CSkCNvAN1sj5qZH3UyPqokfVRI+ujRtZXGTXaunWr/Pz8lJeXJz8/P23btk2DBw+u8HZ4E76WSmbpAGr+/PlasmTJRbd58803ddlll1VQi0qnT58+6t27t+u1MwlNS0tTbm5uZTXL0mw2myIjI5WamirDMCq7OSgCNfIO1Mn6qJH1USPro0bWR42sjxpZX2XWKDo62hU+5eXlqX379jp27FiFtsFb8LUk+fv7l6rDjaUDqDvuuEPdunW76Db169e/pGOHh4dLkjIyMlSrVi3X8oyMDDVp0sS1TWZmptt+eXl5ysrKcu1flICAAAUEBBS5rqq+IUvLMAzukcVRI+9AnayPGlkfNbI+amR91Mj6qJH1VUaN4uPjlZiYqJSUFMXGxio+Pp73SQn4WiqZpQOo0NDQQkPgPCUiIkLh4eHavn27K3A6e/as9u3b53qSXqtWrXTmzBnt379fzZo1kyTt2LFDhmGoRYsWprQLAAAAAIDKFh8fX6anzAMl8Zmn4J08eVIHDx7UyZMn5XA4dPDgQR08eFDZ2dmubZ544gn9+OOPkv7sJnfbbbfps88+08aNG3Xo0CFNnz5dtWrVUseOHSVJjRo1UkxMjGbOnKl9+/Zp9+7dmjNnjmJjY1W7du1KuU4AAAAAAABvY+keUGXx8ccf69tvv3W9fu655yRJ48aNU9u2bSVJR48e1dmzZ13b3HXXXTp//rxmzpyps2fPqk2bNhozZowCAwNd24waNUqzZ8/WxIkTZbPZ1LlzZw0ZMqSCrgoAAAAAAMD72QwGKVaYtLQ05eTkVHYzLMlms6lBgwY6duwY42Ytihp5B+pkfdTI+qiR9VEj66NG1keNrI8aeQfq9Oc82KWZhNxnhuABAAAAAADAmgigAAAAAAAAYCoCKAAAAAAAAJiKAAoAAAAAAACmIoACAAAAAACAqQigAAAAAAAAYCoCKAAAAAAAAJiKAAoAAAAAAACmIoACAAAAAACAqQigAAAAAAAAYCoCKAAAAAAAAJiKAAoAAAAAAACmIoACAAAAAACAqQigAAAAAAAAYCoCKAAAAAAAAJiKAAoAAAAAAACmIoACAAAAAACAqfwruwFVib8/t7sk3CPro0begTpZHzWyPmpkfdTI+qiR9VEj66NG3qEq16m0124zDMMwuS0AAAAAAACowhiCB0s4d+6cnn/+eZ07d66ym4JiUCPvQJ2sjxpZHzWyPmpkfdTI+qiR9VEj70CdSo8ACpZgGIYOHDggOuRZFzXyDtTJ+qiR9VEj66NG1keNrI8aWR818g7UqfQIoAAAAAAAAGAqAigAAAAAAACYigAKlhAQEKB7771XAQEBld0UFIMaeQfqZH3UyPqokfVRI+ujRtZHjayPGnkH6lR6PAUPAAAAAAAApqIHFAAAAAAAAExFAAUAAAAAAABTEUABAAAAAADAVARQAAAAAAAAMJV/ZTcAvmPx4sX68ccf9dtvvykwMFCtWrXSAw88oIYNG7q2uXDhgubNm6eUlBTl5OQoOjpaQ4cOVXh4uGubOXPmaM+ePTp8+LAuu+wyvfbaa27nOXHihB577LFC5//HP/6hVq1amXZ9vqCiaiRJhmFo6dKl+uabb5SWlqaaNWuqV69euueeeyriUr1WRdVo4cKFWrRoUaHzV6tWTf/5z39Muz5fUJFfR1u2bNEnn3yiw4cPKyAgQFdccYUeeughRUREVMSleq2KrFFKSooWL16sY8eOKTQ0VLfccovuvPPOirhMr+aJGh08eFCff/659uzZo8zMTEVEROjmm2/Wbbfd5naunTt3at68eTp8+LDq1Kmjvn37qlu3bhV4td6roup0+vRpzZs3T/v371dqaqpuvfVWDR48uIKv1jtVVI1++OEHJSUl6eDBg8rNzVWjRo3Ur18/xcTEVPAVe5+KqtHu3bs1f/58/fbbbzp//rzq1aunnj17qnfv3hV9yV6nIr8nOe3evVvjx4/X5ZdfXuTPF76KAAoes2vXLvXq1UvNmzdXXl6eFixYoH/84x+aOnWqgoKCJElz587V5s2b9dRTTykkJESzZ8/WG2+8oZdfftntWN27d9e+ffv066+/Fnu+v/3tb7r88stdr2vUqGHOhfmQiqxRYmKitm3bpgcffFCNGzdWVlaWsrKyTL9Gb1dRNbrzzjsVHx/vtmzixIlq3ry5eRfnIyqqRidOnNBrr72m22+/XY8//rjOnj2ruXPn6o033tCUKVMq5Fq9VUXV6Oeff9a///1vJSQkKDo6Wr/99ptmzpypwMBA3XLLLRVyrd7KEzXav3+/wsLC9Pjjj6tOnTras2eP3n33Xdntdtf9P3HihF555RXdfPPNevzxx7Vjxw698847Cg8P5xfnUqioOuXk5Cg0NFT33HOPli9fXmnX640qqkb//e9/1b59ew0cOFDVq1fXmjVrNGXKFE2ePFlNmzattOv3BhVVo2rVqqlXr16KiopStWrVtHv3br333nsKCgpSz549K+36vUFF1cjpzJkzmjFjhtq1a6f09PSKvtzKZQAmycjIMPr162fs3LnTMAzDOHPmjDFgwADju+++c21z5MgRo1+/fsaePXsK7f/xxx8bzzzzTKHlx48fN/r162ccOHDAtLZXFWbV6PDhw8aAAQOM3377zbzGVxFm1aigAwcOGP369TN27drlucZXEWbV6LvvvjMGDBhg5OXluZb99NNPRv/+/Y2cnBwTrsR3mVWjf/3rX8Ybb7zhtmzFihXG8OHDDYfD4eGr8G3lrZHTe++9Z4wfP971+j//+Y/x1FNPuW3z5ptvGv/4xz88fAVVg1l1ym/cuHFGYmKiR9tdlVREjZyefPJJ45NPPvFMw6uQiqzRa6+9ZkybNs0zDa9CzK7Rm2++aSxYsKDUP6f7EuaAgmnOnj0r6f96Ju3fv195eXlq166da5vLLrtMdevW1S+//FLm40+ZMkVDhw7V3/72N23cuNEzja5izKrRpk2bFBERoU2bNmnkyJEaOXKk3nnnHXpAXQKzv46cVq9erQYNGuiKK64oX4OrILNq1KxZM9lsNq1du1YOh0Nnz57VunXr1K5dO/n704G5LMyqUU5OjgICAtyWBQYG6vfff1daWpoHWl51eKpGZ8+edesRvXfvXrdjSFJ0dHS5Pi+rMrPqBM+pqBo5HA6dO3eOOl6CiqrRgQMHtGfPHl155ZUeannVYWaN1qxZo+PHj6tfv34mtNz6CKBgCofDoffff1+tW7dW48aNJUnp6eny9/dX9erV3bYNCwsrU9fDoKAgPfTQQ3rqqaf0wgsvqE2bNnrttdcIocrIzBodP35cJ0+e1Pfff6/HHntMI0aM0P79+/XGG2948hJ8npk1yu/ChQtav369brrppvI2ucoxs0YREREaO3asFixYoEGDBmnw4ME6deqUnnzySU9egs8zs0YxMTH68ccftX37djkcDh09elTLli1znQOl46ka7dmzR999953bUJP09HSFhYUVOsa5c+d04cIFz16IjzOzTvCMiqzR0qVLlZ2dreuvv95j7a8KKqJGw4cP16BBg/TCCy+oV69e6tGjh8evw5eZWaNjx47pww8/1OOPPy4/Pz/TrsHK+BMqTDF79mwdPnxYEydO9PixQ0ND3SbTa9GihU6fPq0vvvhC1157rcfP56vMrJFhGMrJydHIkSNdk/cNHz5cL7zwgo4ePeo2oR+KZ2aN8vvxxx+VnZ2trl27mnoeX2RmjdLT0zVz5kx17dpVcXFxOnfunBYuXKipU6dq7NixstlsHj+nLzKzRj169FBqaqpeeeUV5eXlKTg4WLfddps++eQT6lMGnqjRoUOH9Oqrr+ree+9VdHS0B1sHJ+pkfRVVow0bNmjRokV69tlnCwW8uLiKqNHEiROVnZ2tX375RR9++KEiIyPVpUuX8jS7SjGrRg6HQ9OmTVO/fv2q9O9CBFDwuNmzZ2vz5s2aMGGC6tSp41oeHh6u3NxcnTlzxi09zsjIcHvq0KVo0aKFtm3bVq5jVCVm16hWrVry8/Nz+3Bt1KiRJOnkyZNV+kO3tCry62j16tW6+uqry/11WNWYXaMvv/xSISEheuCBB1zLHn/8cT366KPau3cvT/0sBbNrZLPZ9MADD2jQoEFKT09XaGiotm/fLkmqX7++x67Dl3miRkeOHNHLL7+snj17qm/fvm7rwsPDlZGR4bYsIyNDwcHBCgwM9PwF+Siz64Tyq6gaJScn65133tFTTz2l9u3bm3ItvqqiauR8Um7jxo2VkZGhTz75hACqlMys0blz5/S///1PBw4c0Jw5cyT9+Ud7wzA0YMAAjR07VldddZW5F2gBDMGDxxiGodmzZ+vHH3/U3//+90KPCW/WrJn8/PxcP5xL0tGjR3Xy5Mly/yJ18OBB1apVq1zHqAoqqkatW7dWXl6eUlNT3Y4jSXXr1i3nVfi2iv46OnHihHbu3MnwuzKoqBpduHChUC8au93uagOKV9FfR3a7XbVr15a/v7+Sk5PVqlUrhYaGlvs6fJmnanT48GFNmDBBXbt21cCBAwudp2XLlm7HkKRt27YR4JZSRdUJl64ia7Rhwwa9/fbbGj16tK6++mpzLsgHVebXkWEYys3N9cyF+LCKqFFwcLBef/11vfrqq67/br75ZjVs2FCvvvqqWrRoYe5FWgQ9oOAxs2fP1oYNG/Tcc88pODjYNR42JCREgYGBCgkJ0U033aR58+apRo0aCgkJ0Zw5c9SqVSu3L9zU1FRlZ2crPT1dFy5c0MGDByX92YPG399fa9eulb+/v+uRrz/88IPWrFmj4cOHV/Qle52KqlG7du3UtGlT/b//9/80ePBg14d6+/bt6f1UgoqqkdPq1asVHh6uDh06VORlerWKqtHVV1+t5cuXa9GiRa4heAsWLFC9evV45HUJKqpGmZmZ+v7779W2bVvl5ORozZo1+u677zRhwoRKuGrv4okaHTp0SBMnTlR0dLR69+7tOobdbncFgPHx8Vq1apU++OADde/eXTt27NB3332nF154oTIu2+tUVJ0kub6+srOzlZmZqYMHD8rf39/VgxpFq6gabdiwQTNmzNDgwYPVsmVL1zbOc6B4FVWjL7/8UnXr1tVll10mSfrvf/+rpUuX6tZbb63wa/Y2FVEju93umlPKKTQ0VAEBAYWW+zKbwZ9R4SH9+/cvcvmIESPUrVs3SX/+RX/evHlKTk5Wbm6uoqOjNXToULeui+PHj9euXbsKHWf69OmKiIjQ2rVrtWTJEp08eVJ2u12XXXaZ7rzzTl133XVmXJZPqagaSdKpU6c0Z84cbdu2TdWqVVOHDh300EMP8bSUElRkjRwOh0aOHKkbb7yRv0iXQUXWKDk5WV988YWOHj2qatWqqVWrVrr//vtdP1yiaBVVo8zMTE2ZMkWHDh2SJLVq1UoDBgxQy5YtPX5NvsYTNVq4cKEWLVpU6Bj16tXTjBkzXK937typuXPn6siRI6pTp4769u3rOgcuriLrVNS5Cm6DwiqqRsV9Hnbt2lUjR470zMX4qIqq0cqVK/X111/rxIkTstvtioyMVI8ePdSzZ09XD2oUrSI/6/JbuHChfvrpJ7322mseuQ5vQAAFAAAAAAAAUxGFAgAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFQEUAAAAAAAADAVARQAAAAAAABMRQAFAAAAAAAAUxFAAQAAAAAAwFT+ld0AAAAA/Gnt2rV6++23Xa8DAgJUo0YNNW7cWB06dFD37t0VHBxc5uPu2bNHW7du1e23367q1at7sskAAAClQgAFAABgMf3791dERITy8vKUnp6uXbt2ae7cuVq+fLmee+45RUVFlel4e/bs0aJFi9StWzcCKAAAUCkIoAAAACymQ4cOat68uet1nz59tGPHDr3yyit69dVX9eabbyowMLASWwgAAFA2BFAAAABe4KqrrlLfvn21YMECrVu3Tj179tSvv/6qZcuW6b///a9Onz6tkJAQdejQQQ8++KBq1qwpSVq4cKEWLVokSXrsscdcx5s+fboiIiIkSevWrdPy5ct15MgRBQYGKjo6Wg888IDq1q1b8RcKAAB8EgEUAACAl7jxxhu1YMECbdu2TT179tS2bdt04sQJdevWTeHh4Tpy5Ii+/vprHTlyRJMmTZLNZlPnzp117NgxJScn6y9/+YsrmAoNDZUkffbZZ/r44491/fXXq0ePHsrMzNTKlSs1btw4vfrqqwzZAwAAHkEABQAA4CXq1KmjkJAQHT9+XJLUq1cv3XHHHW7btGzZUm+99ZZ2796tK664QlFRUWratKmSk5PVsWNHV68nSUpLS9PChQt133336Z577nEt79Spk55//nmtWrXKbTkAAMClsld2AwAAAFB6QUFBOnfunCS5zQN14cIFZWZmqmXLlpKkAwcOlHisH374QYZhKDY2VpmZma7/wsPDFRkZqZ07d5pzEQAAoMqhBxQAAIAXyc7OVlhYmCQpKytLn3zyiVJSUpSRkeG23dmzZ0s8VmpqqgzD0KhRo4pc7+/Pj4oAAMAz+KkCAADAS/z+++86e/as6tevL0l68803tWfPHt15551q0qSJgoKC5HA4NHnyZDkcjhKP53A4ZLPZ9OKLL8puL9wxPigoyOPXAAAAqiYCKAAAAC+xbt06SVJMTIyysrK0fft29e/fX/fee69rm2PHjhXaz2azFXm8yMhIGYahiIgINWzY0JxGAwAAiDmgAAAAvMKOHTv06aefKiIiQl26dHH1WDIMw2275cuXF9q3WrVqkgoPy+vUqZPsdrsWLVpU6DiGYeiPP/7w5CUAAIAqjB5QAAAAFvPzzz/rt99+k8PhUHp6unbu3Klt27apbt26eu655xQYGKjAwEBdccUV+uKLL5SXl6fatWtr69atOnHiRKHjNWvWTJK0YMECxcXFyc/PT9dcc40iIyM1YMAAffjhh0pLS1PHjh0VFBSkEydO6KefflKPHj105513VvTlAwAAH2QzCv65CwAAAJVi7dq1evvtt12v/f39VaNGDTVu3FhXX321unfvruDgYNf6U6dOac6cOdq5c6cMw1D79u2VkJCgv/71r7r33nvVv39/17affvqpvvrqK50+fVqGYWj69OmKiIiQ9OfT8JYvX+56cl7dunV11VVX6dZbb2VoHgAA8AgCKAAAAAAAAJiKOaAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIAAAAAAICpCKAAAAAAAABgKgIoAAAAAAAAmIoACgAAAAAAAKYigAIA/H/t2LEAAAAAwCB/61HsK4wAAABWAgoAAACAlYACAAAAYCWgAAAAAFgJKAAAAABWAROUx6LNHptrAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -539,10 +539,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.397145Z", - "iopub.status.busy": "2024-02-25T05:07:54.396950Z", - "iopub.status.idle": "2024-02-25T05:07:54.403649Z", - "shell.execute_reply": "2024-02-25T05:07:54.403015Z" + "iopub.execute_input": "2024-02-26T05:07:58.006294Z", + "iopub.status.busy": "2024-02-26T05:07:58.005885Z", + "iopub.status.idle": "2024-02-26T05:07:58.012639Z", + "shell.execute_reply": "2024-02-26T05:07:58.012011Z" } }, "outputs": [ @@ -551,7 +551,7 @@ "text/plain": [ "hits\n", "False 3342\n", - "True 87\n", + "True 88\n", "Name: count, dtype: int64" ] }, @@ -571,10 +571,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.405929Z", - "iopub.status.busy": "2024-02-25T05:07:54.405572Z", - "iopub.status.idle": "2024-02-25T05:07:54.409457Z", - "shell.execute_reply": "2024-02-25T05:07:54.408815Z" + "iopub.execute_input": "2024-02-26T05:07:58.015095Z", + "iopub.status.busy": "2024-02-26T05:07:58.014711Z", + "iopub.status.idle": "2024-02-26T05:07:58.018427Z", + "shell.execute_reply": "2024-02-26T05:07:58.017862Z" } }, "outputs": [], @@ -589,16 +589,16 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-02-25T05:07:54.411774Z", - "iopub.status.busy": "2024-02-25T05:07:54.411420Z", - "iopub.status.idle": "2024-02-25T05:07:54.662184Z", - "shell.execute_reply": "2024-02-25T05:07:54.661567Z" + "iopub.execute_input": "2024-02-26T05:07:58.020691Z", + "iopub.status.busy": "2024-02-26T05:07:58.020315Z", + "iopub.status.idle": "2024-02-26T05:07:58.273348Z", + "shell.execute_reply": "2024-02-26T05:07:58.272631Z" } }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/ipynb_counts.csv b/ipynb_counts.csv index ee9594c..845c5a6 100644 --- a/ipynb_counts.csv +++ b/ipynb_counts.csv @@ -2183,3 +2183,4 @@ date,hits 2024-02-23,1104 2024-02-24,948 2024-02-25,888 +2024-02-26,948