diff --git a/fsrs4anki_optimizer.ipynb b/fsrs4anki_optimizer.ipynb
index f7fe634..8025813 100644
--- a/fsrs4anki_optimizer.ipynb
+++ b/fsrs4anki_optimizer.ipynb
@@ -5,9 +5,9 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# FSRS4Anki v4.6.2 Optimizer\n",
+        "# FSRS4Anki v4.7.0 Optimizer\n",
         "\n",
-        "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v4.6.2/fsrs4anki_optimizer.ipynb)\n",
+        "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v4.7.0/fsrs4anki_optimizer.ipynb)\n",
         "\n",
         "↑ Click the above button to open the optimizer on Google Colab.\n",
         "\n",
@@ -105,13 +105,14 @@
           "name": "stdout",
           "output_type": "stream",
           "text": [
+            "Note: you may need to restart the kernel to use updated packages.\n",
             "Deck file extracted successfully!\n",
             "revlog.csv saved.\n"
           ]
         }
       ],
       "source": [
-        "%pip install -q fsrs_optimizer==4.13.4\n",
+        "%pip install -q fsrs_optimizer==4.14.1\n",
         "# for local development\n",
         "# import os\n",
         "# import sys\n",
@@ -158,7 +159,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "026f0667870446388b76796805689a58",
+              "model_id": "c848d2f07965425b9d7f30ff5d9dc8a0",
               "version_major": 2,
               "version_minor": 0
             },
@@ -180,7 +181,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "338763c414164441877aeda2d4063858",
+              "model_id": "d93d05a7d7df4c80ad8c9ca098718b23",
               "version_major": 2,
               "version_minor": 0
             },
@@ -201,7 +202,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "d46a7ec3cfb54be6a5f6e53910d3ddf5",
+              "model_id": "a27e5de4888d47188d18cde9b178b563",
               "version_major": 2,
               "version_minor": 0
             },
@@ -298,7 +299,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "45a3891ee5044f518736bff26d9e96ec",
+              "model_id": "9ead5c1fb4ab49e68beaba3bce55b33a",
               "version_major": 2,
               "version_minor": 0
             },
@@ -321,7 +322,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "65357c63ef534cb1be64c200e03bf29f",
+              "model_id": "a6b6dc5f0eb640428adb08a5244081f3",
               "version_major": 2,
               "version_minor": 0
             },
@@ -343,7 +344,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "f112283d6e7b4fe7908cb802dcb62017",
+              "model_id": "b46ff89aa8e74ad3b93cae2d70f339a5",
               "version_major": 2,
               "version_minor": 0
             },
@@ -365,7 +366,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "5217df8e63444a8f807a803547cd761c",
+              "model_id": "3a85203196c04ddf99a3e4e2603e86bc",
               "version_major": 2,
               "version_minor": 0
             },
@@ -387,7 +388,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "c7177c0615244a40ab91df9a2b2b234f",
+              "model_id": "77ed58af4f74452297c4d862d4ec327e",
               "version_major": 2,
               "version_minor": 0
             },
@@ -409,7 +410,7 @@
         {
           "data": {
             "application/vnd.jupyter.widget-view+json": {
-              "model_id": "3aafd94218444d6483db0ea3eb67485a",
+              "model_id": "470a14bd0bfc47c487eae9939a20559a",
               "version_major": 2,
               "version_minor": 0
             },
@@ -656,35 +657,62 @@
           "text": [
             "average time for failed cards: 33.7s\n",
             "average time for recalled cards: 10.6s\n",
-            "terminal stability:  12492.87\n"
+            "average time for learning a new card: 25.7s\n"
           ]
         },
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "train:  80%|\u001b[31m████████  \u001b[0m| 8/10 [00:09<00:02,  1.21s/it]\n"
+          ]
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\n",
+            "-----suggested retention (experimental): 0.84-----\n"
+          ]
+        },
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": []
+        },
         {
           "data": {
-            "application/vnd.jupyter.widget-view+json": {
-              "model_id": "dc0a72219bce49829abd82db73acf949",
-              "version_major": 2,
-              "version_minor": 0
-            },
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAGzCAYAAACPa3XZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACDoUlEQVR4nO3dd3hUVfoH8O/MZGbSe4ckQOi9Q0QQpCmKDVFAxcKirO6uyuq6+BMF1t4btlXRVRBXRUUXlNBRQYpAqIGEkpDee6ae3x8z9yZDCplkSpL5fp6Hx8ydmTtnjjeZd95zznsUQggBIiIiIhdRursBRERE5FkYfBAREZFLMfggIiIil2LwQURERC7F4IOIiIhcisEHERERuRSDDyIiInIpBh9ERETkUgw+iIiIyKUYfBC52SeffAKFQoFz5865uylERC7B4IMIdQGA9M/LywtdunTBXXfdhaysLHc3z6W2b9+Om266CdHR0dBoNIiMjMTMmTOxbt06dzcNAFBdXY1ly5Zh+/bt7m5Ki118fXl7eyM2NhbTp0/Hm2++iYqKCnc3kcilvNzdAKL2ZMWKFejevTtqa2uxZ88efPLJJ/jll19w9OhReHt7O+U177jjDsyZMwdardYp57fHU089hRUrVqBXr1647777kJCQgKKiImzYsAGzZs3C6tWrMW/ePLe2sbq6GsuXLwcATJw40a1tsZd0fRkMBuTm5mL79u146KGH8Oqrr2L9+vUYPHiwu5tI5BIMPojqufrqqzFy5EgAwJ/+9CeEh4fjhRdewPr163HLLbc45TVVKhVUKpVTzm2Pr7/+GitWrMDNN9+MNWvWQK1Wy/c9+uij+Pnnn2EwGNzYwvatqqoKfn5+zT6m/vUFAEuWLMHWrVtx7bXX4rrrrsOJEyfg4+Pj7KYSuR2HXYiaMX78eABAenq6zfGTJ0/i5ptvRmhoKLy9vTFy5EisX79evn///v1QKBT49NNPG5zz559/hkKhwI8//gig6TkfGzduxPjx4+Hn54eAgABcc801OHbsmHz/+vXroVAokJKSIh/75ptvoFAocNNNN9mcq1+/frj11lubfa9Lly5FaGgoPv74Y5vAQzJ9+nRce+218u38/HwsWLAAUVFR8Pb2xpAhQxq83+3bt0OhUDQYIjl37hwUCgU++eQT+dhdd90Ff39/ZGVl4YYbboC/vz8iIiLwyCOPwGQyyc+LiIgAACxfvlwexli2bFmT70vq3507d+K+++5DWFgYAgMDMX/+fJSUlDR4/KX6vX5b09PTMWPGDAQEBOC2225rsg3NufLKK7F06VKcP38en3/+uXw8JSUFd911F3r06AFvb29ER0fjnnvuQVFRkfyYbdu2QaFQ4Ntvv21w3jVr1kChUGD37t2taheRMzH4IGqGFBCEhITIx44dO4axY8fixIkT+Oc//4lXXnkFfn5+uOGGG+QPgZEjR6JHjx7473//2+CcX375JUJCQjB9+vQmX/ezzz7DNddcA39/f7zwwgtYunQpjh8/jssvv1xu0+WXXy5/qEp27doFpVKJX375RT5WUFCAkydPYsKECU2+3unTp3Hy5EnccMMNCAgIuGS/1NTUYOLEifjss89w22234aWXXkJQUBDuuusuvPHGG5d8flNMJhOmT5+OsLAwvPzyy7jiiivwyiuv4IMPPgAARERE4N133wUA3Hjjjfjss8/w2WefNQi2GvOXv/wFJ06cwLJlyzB//nysXr0aN9xwA4QQ8mNa0u8So9GI6dOnIzIyEi+//DJmzZrV6vd9xx13AAA2bdokH0tOTsaZM2dw991346233sKcOXOwdu1azJgxQ27zxIkTERcXh9WrVzc45+rVq5GYmIikpKRWt4vIaQQRiVWrVgkAYvPmzaKgoEBkZmaKr7/+WkRERAitVisyMzPlx06ePFkMGjRI1NbWysfMZrO47LLLRK9eveRjS5YsEWq1WhQXF8vHdDqdCA4OFvfcc0+D1z579qwQQoiKigoRHBwsFi5caNPG3NxcERQUZHN8wIAB4pZbbpFvDx8+XMyePVsAECdOnBBCCLFu3ToBQBw+fLjJ9//9998LAOK1115rUX+9/vrrAoD4/PPP5WN6vV4kJSUJf39/UV5eLoQQYtu2bQKA2LZtm83zz549KwCIVatWycfuvPNOAUCsWLHC5rHDhg0TI0aMkG8XFBQIAOKpp55qUVul/h0xYoTQ6/Xy8RdffFEAEN9//70Qwr5+l9r6z3/+06427Nu3r8nHBAUFiWHDhsm3q6urGzzmiy++EADEzp075WNLliwRWq1WlJaWysfy8/OFl5dXi/uIyNWY+SCqZ8qUKYiIiEBcXBxuvvlm+Pn5Yf369ejatSsAoLi4GFu3bsUtt9yCiooKFBYWorCwEEVFRZg+fTpOnz4tr4659dZbYTAYbFaJbNq0CaWlpc0OgSQnJ6O0tBRz586Vz19YWAiVSoUxY8Zg27Zt8mPHjx+PXbt2AQAqKipw+PBh3HvvvQgPD5eP79q1C8HBwRg4cGCTr1leXg4ALcp6AMCGDRsQHR2NuXPnysfUajX+9re/obKyEjt27GjReRqzaNEim9vjx4/HmTNnWn0+yb333msznPTnP/8ZXl5e2LBhAwD7+r3+ORzF39/fZtVL/bkftbW1KCwsxNixYwEAf/zxh3zf/PnzodPp8PXXX8vHvvzySxiNRtx+++0Oax+RI3HCKVE9K1euRO/evVFWVoaPP/4YO3futFmFkpaWBiEEli5diqVLlzZ6jvz8fHTp0gVDhgxB37598eWXX2LBggUALB8K4eHhuPLKK5tsw+nTpwGgyccEBgbKP48fPx7vvfce0tLSkJ6eDoVCgaSkJDkoWbhwIXbt2oVx48ZBqWz6u4Z0zpYu+Tx//jx69erV4Jz9+vWT728Nb29veU6HJCQkpNG5Gfbq1auXzW1/f3/ExMTIwyn29DsAeHl5yUGpI1RWViIyMlK+XVxcjOXLl2Pt2rXIz8+3eWxZWZn8c9++fTFq1CisXr1avs5Wr16NsWPHomfPng5rH5EjMfggqmf06NHyaoQbbrgBl19+OebNm4fU1FT4+/vDbDYDAB555JEm52zU/4N/66234plnnkFhYSECAgKwfv16zJ07F15eTf/qSa/x2WefITo6usH99Z97+eWXAwB27tyJM2fOYPjw4fDz88P48ePx5ptvorKyEgcPHsQzzzzT7Pvu27cvAODIkSPNPs5eCoWi0ePSBNKLuXPVjz39DgBarbbZgM4eFy5cQFlZmc21c8stt+C3337Do48+iqFDh8rX31VXXSW3VTJ//nw8+OCDuHDhAnQ6Hfbs2YO3337bIW0jcgYGH0RNUKlUeO655zBp0iS8/fbb+Oc//4kePXoAsAwxTJky5ZLnuPXWW7F8+XJ88803iIqKQnl5OebMmdPscxITEwEAkZGRl3yN+Ph4xMfHY9euXThz5oy8OmfChAlYvHgxvvrqK5hMpmYnmwJA79690adPH3z//fd444034O/v3+zjExISkJKSArPZbPMBfPLkSfl+oG6ibmlpqc3zW5sZAZoOaC7l9OnTmDRpkny7srISOTk5mDFjBgD7+t3RPvvsMwCQA9qSkhJs2bIFy5cvx5NPPik/TsrOXGzOnDlYvHgxvvjiC9TU1ECtVl9ydRORO3HOB1EzJk6ciNGjR+P1119HbW0tIiMjMXHiRLz//vvIyclp8PiCggKb2/369cOgQYPw5Zdf4ssvv0RMTMwlA4Hp06cjMDAQzz77bKN1NS5+jfHjx2Pr1q3Yu3evHHwMHToUAQEBeP755+Hj44MRI0Zc8r0uX74cRUVF+NOf/gSj0djg/k2bNsnLg2fMmIHc3Fx8+eWX8v1GoxFvvfUW/P39ccUVVwCwBCEqlcpmRQ4AvPPOO5dsT1N8fX0BNAxoLuWDDz6w6c93330XRqMRV199NQD7+91Rtm7din/961/o3r27vFxXygCJeitxAOD1119v9Bzh4eG4+uqr8fnnn2P16tW46qqrEB4e7pT2EjkCMx9El/Doo49i9uzZ+OSTT7Bo0SKsXLkSl19+OQYNGoSFCxeiR48eyMvLw+7du3HhwgUcPnzY5vm33nornnzySXh7e2PBggWXTNUHBgbi3XffxR133IHhw4djzpw5iIiIQEZGBv73v/9h3LhxNin18ePHY/Xq1VAoFPIwjEqlwmWXXYaff/4ZEydOhEajueT7vPXWW3HkyBE888wzOHjwIObOnStXOP3pp5+wZcsWrFmzBoBl8ub777+Pu+66CwcOHEC3bt3w9ddf49dff8Xrr78uT1wNCgrC7Nmz8dZbb0GhUCAxMRE//vhjgzkM9vDx8UH//v3x5Zdfonfv3ggNDcXAgQObnVALAHq9HpMnT8Ytt9yC1NRUvPPOO7j88stx3XXXAbC/31tj48aNOHnyJIxGI/Ly8rB161YkJycjISEB69evl6voBgYGYsKECXjxxRdhMBjQpUsXbNq0CWfPnm3y3PPnz8fNN98MAPjXv/7VpnYSOZ27l9sQtQfNLYU0mUwiMTFRJCYmCqPRKIQQIj09XcyfP19ER0cLtVotunTpIq699lrx9ddfN3j+6dOnBQABQPzyyy9Nvra01Faybds2MX36dBEUFCS8vb1FYmKiuOuuu8T+/fttHnfs2DEBQPTr18/m+NNPPy0AiKVLl9rVF1u2bBHXX3+9iIyMFF5eXiIiIkLMnDlTXpIqycvLE3fffbcIDw8XGo1GDBo0yGbprKSgoEDMmjVL+Pr6ipCQEHHfffeJo0ePNrrU1s/Pr8Hzn3rqKXHxn6rffvtNjBgxQmg0mksuu5X6d8eOHeLee+8VISEhwt/fX9x2222iqKioweNb0u9NtfVSbZD+aTQaER0dLaZOnSreeOMNeWlyfRcuXBA33nijCA4OFkFBQWL27NkiOzu7yfer0+lESEiICAoKEjU1NS1uG5E7KIS4KK9HRNSJfPLJJ7j77ruxb98+m9LmnY3RaERsbCxmzpyJjz76yN3NIWoW53wQEXUC3333HQoKCjB//nx3N4Xokjjng4ioA/v999+RkpKCf/3rXxg2bJg82ZeoPWPmg4ioA3v33Xfx5z//GZGRkfjPf/7j7uYQtQjnfBAREZFLMfNBRERELsXgg4iIiFyq3U04NZvNyM7ORkBAQKvLKBMREZFrCSFQUVGB2NjYSxZTbHfBR3Z2NuLi4tzdDCIiImqFzMzMS+743O6CD6ksc2ZmZoMtrNvKYDBg06ZNmDZtGtRqtUPP3VGwD9gHAPsAYB8A7AOAfQA4rg/Ky8sRFxcnf443p90FH9JQS2BgoFOCD19fXwQGBnr0RcY+YB+wD9gHAPsAYB8Aju+DlkyZ4IRTIiIicikGH0RERORSDD6IiIjIpdrdnA8iIiKJEAJGoxEmk8kp5zcYDPDy8kJtba3TXqO9s6cP1Go1VCpVm1+TwQcREbVLer0eOTk5qK6udtprCCEQHR2NzMxMj60tZU8fKBQKdO3aFf7+/m16TQYfRETU7pjNZpw9exYqlQqxsbHQaDROCQ7MZjMqKyvh7+9/ycJYnVVL+0AIgYKCAly4cAG9evVqUwaEwQcREbU7er0eZrMZcXFx8PX1ddrrmM1m6PV6eHt7e3Tw0dI+iIiIwLlz52AwGNoUfHhmTxMRUYfgqQFBe+Wo7BP/rxIREZFLMfggIiIil2LwQURERC7F4IOIiMiB7rrrLigUCigUCqjVanTv3h3/+Mc/UFtb2+pzrl69GkOGDIGvry9iYmJwzz33oKioqNHHrl27FgqFAjfccIPN8ZdffhmRkZGIjIzEK6+8YnPf/v37MWrUKBiNxla30R4MPojIo5RU6fHu9nSU1xgAAOeLqrFyWxryK1r/wUB0sauuugo5OTk4c+YMXnvtNbz//vt46qmnWnWuX3/9FfPnz8eCBQtw7NgxfPXVV9i7dy8WLlzY4LHnzp3DI488gvHjx9scT0lJwZNPPom1a9fiiy++wBNPPIEjR44AAIxGIxYvXox33nkHXl6uWQTLpbZE5FGe/t8JfPPHBRSU12AIgJeTT+OnY3l46edUfHv/ZRgWH+LuJlIThBCoMTi2CqnZbEaN3gQvvbHZlTU+apVdKz20Wi2io6MBAHFxcZgyZQqSk5Pxwgsv2N3G3bt3o1u3bvjb3/4GAOjevTvuu+++BucymUy47bbbsHz5cuzatQulpaXyfSdPnsTgwYNx5ZVXAgAGDx6MkydPYtCgQXj55Zdx2WWXYdSoUXa3rbUYfBCRx6g1mPDT0RwAwG/pRRjSAziUWSrf/2ryKXy2YIybWkeXUmMwof+TP7vltY+vmA5fTes+Mo8ePYrffvsNCQkJ8rEBAwbg/PnzTT5n/Pjx2LhxIwAgKSkJjz/+ODZs2ICrr74a+fn5+PrrrzFjxgyb56xYsQKRkZFYsGABdu3aZXPfoEGDcOrUKWRkZEAIgVOnTmHgwIFIT0/HJ598gi1btrTqvbUWgw8i8hhbT+ajSm/55nwyrxLFXYC8Cp18//ki55XxJs/y448/wt/fH0ajETqdDkqlEm+//bZ8/4YNG2AwGJp8vo+Pj/zzuHHjsHr1atx6662ora2F0WjEzJkzsXLlSvkxv/zyCz766CMcOnSo0fP169cPzz77LKZOnQoAeO6559CvXz9MmTIFzz//PLZu3YqXXnoJarUab7zxBiZMmNDGHmgegw8i8hjfH8qyuf1LrhJC1N3OKauB2SygVHrmHh/tnY9aheMrpjv0nGazGRXlFQgIDLjksIs9Jk2ahHfffRdVVVV47bXX4OXlhVmzZsn318+CXMrx48fx4IMP4sknn8T06dORk5ODRx99FIsWLcJHH32EiooK3HHHHfj3v/+N8PDwJs+zaNEiLFq0SL796aefIiAgAElJSejbty/27t2L7OxszJkzB2fPnoVWq7XrPduDwQcReYTM4mpsPpEPAEjqEYbdZ4qwM9cSZIzpHor950tgMAnkV+gQHeTtzqZSExQKRauHPppiNpth1Kjgq/FyaDVVPz8/9OzZEwDw8ccfY8iQIfjoo4+wYMECAPYNuzz33HMYN24cHn30UQCW+Rp+fn4YP348nn76aeTl5eHcuXOYOXOmzfsCAC8vL6SmpiIxMdHm/IWFhVi+fDl27tyJ33//HT179kSvXr3Qp08fGAwGnDp1CoMGDXJYf1zMrv+L3bp1a7Sz7r//fqxcuRITJ07Ejh07bO6777778N5777WtlUREbfThrjMwmQXG9wrHbWMSsPtMEQxmS/DRPzYQF0pqkFVag6zSagYf5FBKpRKPP/44Fi9ejHnz5sHHx8euYZfq6uoGq1CkfVWEEOjbt6+8ckXyxBNPoKKiAm+88Qbi4uIanP/hhx/Gww8/jK5du+L333+3aYvRaITJ5NiJvRezK/jYt2+fTYOOHj2KqVOnYvbs2fKxhQsXYsWKFfJtZ24IREQdw4WSanx/KBv3jOsOH03rN6Oyl8ks8GtaIb47lIUfDmcDAP58RSKGJ4SgS7A3skoty2v7RgfgWHY5skprcKGkBiNanhEnapHZs2fj0UcfxcqVK/HII4/YNewyc+ZMLFy4EO+++6487PLQQw9h9OjRiI2NBQAMHDjQ5jnBwcGNHgeA5ORknDp1Cp9++ikAYNSoUTh9+jQ2btyIrKwsqFQq9OnTp5XvtGXsCj4iIiJsbj///PNITEzEFVdcIR/z9fWVlxe1hE6ng05XN+GrvLwcAGAwGJqNCltDOp+jz9uRsA/YB4Dr+2DFD8ew6Xg+vBQC94zr5pLXBIAnvj+OL/dfkG9P6RuBkfGBUMCMh67sgUfXHQcAJIb7IjbQMr6dWVTlMddGe/5dMBgMEELAbDbLQwjOIKyTfqTXctQ5Lz6fUqnEAw88gBdffBH33Xcf/Pz8Wny++fPno7y8HG+//Tb+/ve/Izg4GJMmTcLzzz/fZJsbawMA1NTU4C9/+Qu++OILAJbhmS5duuCFF17AggULoNVqsWrVKmi12kbPbTabIYRodFdbe64jhRD1p1u1nF6vR2xsLBYvXozHH38cADBx4kQcO3YMQghER0dj5syZWLp0abPZj2XLlmH58uUNjq9Zs4ZZE6JOQAjg//arUGVUYES4GfN7Oe+D5OLXfeKACpUGBUZHmHFZlBnd/AGpVIMQwGdpSlQYgPv6mvHzBSU2ZSkxLsqMW3q4po3UNC8vL0RHRyMuLg4ajcbdzSErvV6PzMxM5ObmNqiGWl1djXnz5qGsrAyBgYHNnqfVM3e+++47lJaW4q677pKPzZs3DwkJCYiNjUVKSgoee+wxpKamYt26dU2eZ8mSJVi8eLF8u7y8HHFxcZg2bdolG28vg8GA5ORkTJ06FWq12qHn7ijYB+wDwLV9cKagClV7fgUAVHkFYcaMJKe+nuRCSQ0q9+yCl1KBj/48Fd7qht/SFIq6PqjdfwGbso5DFRiBGTNGyI8rrNShsFKPvtEBLmm3K7Xn34Xa2lpkZmbC398f3t7Om4MjhEBFRQUCAgIctl18R2NPH9TW1sLHxwcTJkxo8P9FGrloiVYHHx999BGuvvpqebwJAO69917550GDBiEmJgaTJ09Genp6g5m2Eq1W2+hyHrVa7bRfBmeeu6NgH7APANf0waGsuj9IZwqqAKUKapXzd3Y4mlMAAOgXE4gA36Y/vKQ+SAi3BBfZZTqbPrn/i704mFGKtfeOxdgeYc5ttJu0x98Fk8kEhUIBpVLp0FUoF5OGFqTX8kT29IFSqZT3rLn4mrHnGmpVT58/fx6bN2/Gn/70p2YfN2aMpVJgWlpaa16GiDqB/edK5J/1JjPOFVa55HWlyqXD4oNb9PguIZbVBVklNTCaLH+Maw0mHMywnOfZDScc3UQij9Wq4GPVqlWIjIzENddc0+zjpEprMTExrXkZIuoE9p+3BB9e1sJdqXkVLnldKfgYGhfcosd3CfZBiK8aNQYT/mudpJqWXynfn3KhDKm5rmm7Kwgh8OX+C8h2TSxIZMPu4MNsNmPVqlW48847bdYdp6en41//+hcOHDiAc+fOYf369Zg/fz4mTJiAwYMHO7TRRNQx5JXX4mxhFZQKYNqAKABwyQe4zmjCkawyAC0PPjReSvz1yl4AgFeTU1FWY8DJi9r63UUVUjuy5ON5eOL741iT7rqlz63RyjUR5CSO+v9hd/CxefNmZGRk4J577rE5rtFosHnzZkybNg19+/bF3//+d8yaNQs//PCDQxpKRB3P7vQiAMCA2CCM6hYKADiYUYpagwlfH7iAJetScDK35ZPUWmp7agH0RjOiA73RPbzlSxpvH5uA7uF+KKzU477P9iPlQikAQGXN2px2UdbGFX5JKwQAZFVZhpfaG2n+QHU199tpT/R6PQA0WGZrL7snnE6bNq3RyCcuLq5BdVMi8kwGkxnHs8vxq/UDLikxDBN6R0CpsHzozXhjF85Y534UVerxwfyRDn399daCYjOHxNi1gkHjpcRbc4dhzgd7sOdMMfacKQYAXDMoBusPZ+N0vWGYju43a2BohgInciswukf7quqqUqkQHByM/HxLSXxfX1+nrEYxm83Q6/Wora316AmnLekDs9mMgoIC+Pr6Nqi4ai/u7UJEDvfpb+fw9P/qJmgm9QhDYoQ/bh0Vjy/2ZsiBBwB5eMRRKnVGbD6eBwC4fmgXu58/sEsQ3rltOOZ/vFc+du1gS/CRUVyNWoOpwbLdjia/otZmPsubW9Oh2HYGL908pNHS8h//chZHs8vw0s1D5CyQK0gFK6UAxBmEEKipqYGPj49HL7VtaR8olUrEx8e3ua8YfBCRw+08XWhze1R3y5DL4qm9sfFoDowmgQ/mj8BtH/6OnLJaFFToEBHgmB00P/3tHHRGM3qE+2FAbOtqBU3oHYHLEsPk7EBSYhhCfNUoqTYgLb8SA7sEOaSt7iJldCS/pFne59vbTuPpG2w3E6vWG7HiR0sl2JtHdMVliU3vmupoCoUCMTExiIyMdFoVVoPBgJ07d2LChAntbrmxq9jTBxqNxiEZIgYfRORw+eW18s9X9o2Ev9bypyYiQItND08AAEQGeKNHuB/SC6pwNKsMk/pGtvl1j2WX4fXNpwAA90/q2aZvZ8/eOAjXr/wVvaP8EeCtRq/IAOw9V9wpgo8/rCuQ4kN9kFFcIx8/lt1w/s2eM0Xyz+6aG6JSqdo8x6C5cxuNRnh7e3ts8OGOPvDMAS4ichqzWeB8kWWS4Lr7L8P7d4ywuT8ywBuRAZbU/iDrh7ijhl4+3HUWBpPAtP5RmDXc/iGX+rqF+2HXY5Ow+k9jAQA9o/wBAKfzO/6k05wyS8AxY6DtPlxHs8pQo68LMGr0JuxILZBvl1S1vz1gqGNi8EFEDpVXUYsagwkqpQKDugQ1W810oIODj8xiS9Bz/dAuDhm/D/RWQ+NlaX+vSGvwkdfxJ53mV1g28xwYG4h+wWb0iw5AoLcXDCaBA9asyKZjuRjw1E/4dPd5+Xkl1Xq3tNdeRpMZefWyb9T+MPggj2V0YbVNT3K2wNKn8aG+lyyjLmU+jjko+Mgps3zgNDZpsq16WoOPtE6w4iW/3BJ8RAZosaifGesfSMLkfpY6LLvPWObr/JZeBPNFCxtLqztG5uMfX6dgzLNb8MmvZ93dFGoCgw/yWB//dh4TX96O/+w+5+6mdCrSSpaW1NdItH6g55TXwmBq206yZrOQv+06I/joEWFpa0ZxtVx+vSMSQqCg0hJ81J/kO8Y6KfiP86UALBvzXazYmvlYuS0Nz2882S4LgO0/V4x1By3F4Jb9cBz/S8lxc4uoMQw+yGO9tOk0AODJ74/Jx4QQ2HGqAKUdJL3cHknZpG5hlw4+Qn01UKsUEKJuKKC1iqr0MJoFFArLN3pHiwn0htZLCaNZIKu04QdzR1FeY4TeaAmeIvzrtqrvb10ZdMpaSE16j6vuGoXl1w0AAJRW65FTVoOXfk7FezvScbYdZg6lPXika+CVTantMkjydAw+yGN1tW4kBgDbTubj9zNFeDX5FO78eC9e+OmkG1vWsUkfSN0jLh18KJUKRAVashS5ZW37QM+1DrmE+2udsmuuUqmQszln2uGHbkvlV1j6KdDbC9p69Up6RQZAobAEcQUVOmSVWObPdA3xQbCvZQVEcZUeu07VLaNub3vdFFXq8EdGKRQK4Mv7kuCnUeFMYVWDpcXkfgw+yGP5aer+8N79yT7c+sEevLXVsgPzF3sz3dWsDi+9wDInokcLy5pHy8FH2zIfudYhlxgnDLlIpGyONK+lIyqwZpgiA237yUejkt/fgfPFKK81ArDs9hvqZ8mQlFYbsONU3eqXi/e+cTcpGIoP9UX3cD9cP8yy4mnN3gy3tYlZl8Yx+CCPVdLM5DmpLgXZp7zWgHPWZbb9YlpW4Euan5HT5syH5flRgc4LPqRszrmijht8SMNbjQ1N9bYuJ95ywlJRNMRXDV+NF0J8LcFHYaUOu07XBR+uzHzU6E0wXzwD9iJSMNQnKgAAMGdUHADLyp1LPdcZ/vTpfox/cRtKqjiMezEGH+SRhLBdNnjLyK42EyQrdUZU6YzuaFqHdizLUqSqS3Ddt+VLkTIVbV0a6YrMh3SNtMe5Di0lDbs0Fnz0ibYEjFtPWoKPLtahSWnYpbBSL2dEgLr5Ic6271wxBjz1E97eltbs46RgqG90gPW/lvejM5pdvkw4v7wWm0/k4UJJDb4+cAEFFTq3BEDtFYMP8kg6E2AwWf4QnFhxFV68eQjWLByDl24ejABr1qOx2f7UvKPWJbOD7KgAKmUqpGWyreXMZbYSaSjpTAcZdsm1lq6vT7rdWDl76UO7yPpNvUuwJfi4OJAcEhcMwJIBckXV028PZsEsgB+sGwY2JdUaDElBlMZLiXDrpNq88rYN69lrd73KsM9sOIHRz27Gnav2wmRnAHK2sKpT1ixh8EEeqdL65c1brYSPde5HTJAPZo+MQ0K4L4C6glXUcilS8NG15cFHTJDlA66tf2DlZbZOHHbpZg0+sstqUK1v35mx8loDrn5jJ25Y+avN0uC6YZeG/dTHGnxIugRbfhd81Cq52BoAXNknEqF+GpiFa4qu7bHusZNWUImK2saHS81mIWdi+kT7y8el9+mqD3C90YydpwpsKsMClmzrrtOF+HDXmRadJ7+iFte9/Qsmvbwd17y5y6bybGfA4IM8klQlOtS34dBAV+sf3MwSBh/2kjIf9ux9Eh1k+QbeETIfYX4axAZ5Qwjg9c2nnfY6jnDgfAlKqg3IKq3BqXoBglxgLLBh5qNHuB+GWrMaABAbbOlLhUKBEN+6PT8GdQ2U51XsO+fclSR55bXy6iIhgJQLjReku1BSg2q9CRovpc0y72gHDeu11Dvb0zD/471yrREpmzQsPhgA8MqmU8gouvTflp+O5srvtbBSj6PZjt392d0YfJBHqjRaSm+HNDIvIS7U8k2cwy72Ka81yHMh7Bl2ibZmPvLLWz8mrjOakG2tSyFlUpxBoVBg+fUDAQD/3nUGB8633yWc++sFBYcyS+WfpTkfEf4Ngw+FQoHXbh0q306o9yGu9apbHTawSxCusu4Ls+q3s04turY7vcjmdv33YnP8guV4zwh/eNVbah1lDbJyXRB8CCHw+Z7zNsfWLByLnx+agHV/vgzje4VDbzK3aCn/wYxSm9uHLrrd0TH4II9Ubc2YNzYpsmsIh11a49fTlvoP3cJ8WzzZFLBMfFQoAL3JLFfQbKmCCh3e2Z6GDUdyUGswIzJAi4RQX7vOYa+p/aMwa3hXCAG8saX5CZDutP9cifzzoUzLz7UGEzKs13VcE/3UPdwPa/40Bn+emIhJfSLk47n1MlORAd64ZWQcQv00yCyuwYajuc54CwDqgo9Ab8tcrIMZde/LaDLjrlV7Mf7FrfjcugfNxHptBurmFLlizscfGaUorLRcw15KBab1j0KonwZ9ogOgUCjwf9f0g1IB/O9IDracyIPRZIYQAmXVBry3I92muKEUZI22Vp6tH3T9kVGCT38716GX8XI9IXmkSuuwS0gjwy7MfLRO8vE8AJYPZ3uoVUqE+2tRUKFDblktwhv5Rt6UN7ecxmf1vmlO7R8FpbLtG8pdyoOTe+Hbgxew81QBjmaV2TXMBAD/3ZcJrVqJ64e2befdpuiNZpsPK+nn4znlMJgEQv006BriA6Ox8Xkrl/UMx2U9w23PeVF2w0ejwp1J3fDa5lNYvec8rhsS69D3IDlpncdx66g4/HvXWRzKLIUQAgqFAu9uT8d269yKzGLL7+t1Q23bURd8OD/zIU2IvXFYFzx30yBovWy/3/eNDsTtYxPwn93n8efVfwAARiaEYEhcMN7dno7M4mo8c+MglFbr5SziXZd1w96zxXLQVVKlx10f70V5rRFRgd5yBqqjYeaDPFKVddil2cwH53y0mMFkxhbr8syp/e3/YygtYT2eU27X8zZe9I172gDX/CGOD/PFtYMtH3L/+vE4dMaWTwZML6jEP75JwUNfHkK+kz4Qj2aXQWc0w9c6mfp0vmWippS6HxoXbPeuv9cOjgEA3DoyTj5203BL8LTvXDFKqvT4I6MEi788ZFMLpK3OW2uqXDs4Ft5qJQor9UjNq0DKhVK8scV23k3vKH95ea2krohdLbaezMM/v0nB94eyHNY+iRACm45ZrseZQ2LgrVY12sdLr+2PK/tGQm80Q28047f0Ivxmze5sTy2AEEIOFruF+WJC7wgoFEB2WS3yy2vx5tbT8nLn9Ycd/z5chcEHeaSqZjIfUp2Iilpju1/R0F7sO1eMshoDQv00GJEQYvfzh1knOTY1nt8YIYTNZnT+Wi+M7RFq92u31t8m94SvRoXfzxbj7/89jLOFVbj9w99xw8pfm13RsOmYJUMkBLDZWszLUXLKanA0qwyvJZ8CYBmC6BLsAyGAX9OK5P4dVm9SaUs9c8MgvDFnKJZZ93kBLEM3faMDYBbAHR//jtnv7ca6g1m446O9LV7V0ZzSar28k26vKH+M7REGAPj5aB4e+vIQjGaBawbF4BprYHTziK4NziFNrD2eU457PtmPtfsy8ejXKfLcF0fJKK5Gdlkt1CoFknqEN/k4tUqJd24bjldmD5GPHbb+f8kqrUF6QaU832NoXDD8tV7y5N6V29Lw2e66TN/mE/lNrv5p7xh8kEeqlOd8qBvc56/1kr8x5ru4NkBHJX2gTu4bCVUrhj2kFRb2TKrLr9ChrMbyh/eK3hF47Ko+NpMina1nZAD+PX8kVEoFfkzJwdLvjuKXtEIcyizF8xtPym27WPLxumzNpuOOmytRozfhurd/xbVv/YJdpwvhrVbi79P6yBmLVzal4sB5S+p+qHXlhT2CfNW4fmgXeWm6RMo2Hc0qh8ks0N9a2XblJQqC1ac3mvGnT/fh/R3pNsfPW1eFRAZo4avxwhW9LfM53tx6GmcKqhAVqMUzNw7EK7OHYNXdo7Dg8h4Nzt3Y0mu90YxPfj3X4va1hDQ3ZWhccIM+upi3WoVZI7pict/IBvf9d/8FfPKbpW1jrMHWrOGWoOrT3edhNAtMHxCFxAg/6I1mLP3uaItWz7Q3DD7II1UZml7tolAoXDpO3NEJIeT5Hq0d9pA+DE/mljebbao1mLDujwsoqtTJpbR7RPjh03tG446kbq167bYY1zNczrb8kla34ZrRLLA9tWFWI7+iFgfrZXd+SytCpYMq6f7vSI5NQbGl1/ZHYoQ/7p/YE8G+apzOr5R3qh3cNdghrwkA0+rN8XlgUiL+uygJgGX7gpZ+K998Ig+bT+TjuY22q0DOWyfHSktnJ1iDD6lQ18uzhyDYVwNvtQqT+jQe+F6c3XxjzlAAwGd7zjs0ayAVFUuyBgwtcXFdFQD4YOcZlNUYMKhLkJzJuefy7hhpzSiG+2vw7I2DMN96vX93KBuLPj/Qxta7HoMP8khVUuajkWEXoK76Y14bt3n3BMdzypFVWgNvtRKX92w63dycmCAfRAVqYRbAkSbqOADAV/szsfi/h/Fq8imk5lrmh/Rt5A+4K02rN8fFX+uFP13eHQCwyRqQ1fdbWhGEAAZ3DUK3MF/oTWbsPVvU4HH1nSuswhUvbWuwhPNia3633P+XST2x7ZGJuG1MAgBLxuIf0/vKjxvTPRRBPg0zfq01IDYQj0zrjf+b0Q+PTOsDf62XXBOkpZO2jfWWWJfV23PpvHXSZUKYZR5Wj3A/eUL4XZd1w/hetitbGlN/AvKIhBDMHByLxAg/VNQa8UUrNpyr0hnxWvIpTHp5O+Z8sBsG64oVKfMxNrF1wUf3cD95gqq/1guv3TpU3p1ZpVTgrXnDMHtEV7x/x0iE+WsxPykB790+AoAlaO9oRci42oU8jtksUGpd0Rbq33jwIWU+nDUhsDORsh4TekVcMt3cnGFxIfjpWC7+yCiV080XO5ZtCThO51WixlrWu09Uyzawc5Yp/aPw1PpjACxzLK4ZHIMPfzmLbSfz8cz/juPeCYlyMCsVQusZ6Y/KWiPOFVUj6xIf0OsPZ+N8UTX+s/scbh+b0OhjTudV4I+MUngpFZh/WUKD6qXzxsRjQu9w1BpMNrU7HEGhUOAvV/ayORYX6ouS6jJkFle3aINBvbFu7k5mSTWCfC2rh6RNCqXgQ6FQ4OWbh+D3s8W4d0LDIZam3JmUgB9ScvDy7CFQKhW4b0Ii/vFNCj765SzmjWo4T6Q+IQQ+3HUWfaIDEBXojUWfH5BXopwtrMKWE3mID/VDfoUOGi8lhse3fM5T/eBjQq9wPDy1NwoqdIgI0CL4oi9GMUE+eKnePBGFQoHpA6IQ7q+RJ+EObcVcHndh5oM8zoncCtSaFPDTqJAY4d/oY6RNt/IrdLhQUs0NoZqxy1rfY4qdS2wvJg1fSPMgzGaBk7nlOJZdJhexSi+wVOo8X1xVr5S2ezMfXYJ95L1Orh4YgyFdgxET5I1qvQn/3nUWn+0+Jz+2/r4qdbv5Nh/gHrFWjZVWrGSX1uCJ747YbOqWfMIaAPaOaLRsOmBZxdUzMkD+Nu1MXUPsW65ev75FRr36OtJKl/oB05geYfjb5F7wVrc80F1+/UDs/78p8qqq64fFIipQi7xyHX66RI2SvWeL8cyGE5j/8V7c+sFunC2sQkyQt7zvzerfM7DeusR2Up8Iu9rVI9wfXtbMTM+oAAT7atDL+t+WUCgUcnB3oomVYrllte2yHgiDD/I4v5+1VH4c2S2kyT/EUlXED3aeweUvbMO8D/e0ecv3zshoMuOYtexza1a51DdjcAyUCktlx4yiaryafApXvb4L17z5C5asOwIASLdu6JZXrpNLhrt72AUA3pozDG/MGYoZg6KhVCrw4Z0jEWAtinW+3odpYaU1+PCvCz4uVXlTGoYSwtI3f179Bz7fk4G/fXFQnvsg7SNycYEtd4mzLldPPp6Hh9YexIVLLFsvrTfUUj/4kDIf3RyQrak//KL1Usk1Vg41M8wHAIetlVOldg6IDcTGB8fji4VjAViC7/esE2Xtrdui8VJigLVGzGA7a8VIpAm+x7PLUVqtx5J1KfJS583H8zD2uS3y6qf2hMEHeZw91uBjbPeml2Ve/O1xz5liLPhkf7v8BuEOZTUGLPrsAN7Zno5agxn+Wi90b+MHRGSANy5LtMwZ+SElG3vrlQf/6Wgu8itqUVxV9w1ZbzTDW61sslKnK8WH+eL6oV3kug4DYoPw7I2DAAA5pXXBhU3mo179iaYUVOhsgpPHvz0iL8s8mVuBrw9kolJnlFexSKtB3E3KfOw+U4TvDmXj5Z9Tm318/e3upRUuVTqjHKzFhzn+/3Fv6/LVtHxLELvlZD7u/HgvPtiZbjPp+UhWXUZhUp8IfHrPaAT7ahAf5mtTAVajUuLKRlavXMrbc4dh1d2j5OyZvfrH1mU+7v3PAXyxNxMPrT0EADhgLUy2r1612/aCwQd5FKPJjH3nSgFcIvhoZNOt4znl8pwDT7fq17P46VguXrV+o+ofG+iQyqJSlcyNR3PklDsAVOiM+OZAw4JKvaMCWrW01xVirWl5aYUJABRUNhx2ySiuxsL/7MfzF630AOo26pNIwxjje1mCtFeTT2F7aj6MZoFuYb4On8/RWl0vCgg3HM1FSZUepdV6/Hws12aOBwCU1luWLG1rIAUhoX4ah06QlfSOsgy5plmzaa9tTsOOUwV4dsNJ/HXNQflxR6yZj0/vGY1Vd4+2qcD78uwhcrZp7ug4u4ZcJHGhvpjUx/6gRSJlPvafL5ED9iJrkC5dLxntcKsITjglj3I6vxKVOiN8VAL9YppO19fPfKiUCkzoFY5tqQX44XC23aW0O6P63+YB+zaSa06SdaVAam4FDCZLlmlC7wjsPFWAVb+ebfB4qfhSeyTNCcgtr4XJLKBSKuTMR2SAFkprluRCSQ0ulNQgGXm4oneE3AdA3XyP+FBf+QPkuiGxeGn2YEx4cRvyynVYZp3sOqGdZD0AIC7EdnM/vdGMNXsz8MPhbJzMrcCA2EC8d/sIOWtV1siwixR8xjspsyXN9yqs1COvBkitt/PvlpP52HW6AEPiguWhn8au8TB/LVbdNQrpBVXo5oTsTEt0D/eDt1qJWoNtQFejNyHLOtyVU1YDvdEMjVf7yTe0n5YQuYCU4g7zRrPfmKPqZT7iQ31x6yhLSen1h7PdMvm0vU14PVsvKwE4LvjoEuwDP41KDjwCvb1wvTUbkt/Ismd3TzZtTkSAFl5KBUxmgfyKWuiMJrnwWHi9OR/13fvZfgxZvgm/WCfxpli/dc8ZHYeuIT7oEeGHf10/EFovFf5kLahVWKmH1ksp131oD6QtCgDAz7oC6qWfU+XaLMeyy/F/3x2VH1N/2CWrtAZGk7nefA/nfKj7ab3kAPHXXMtHYZ+oANx1WTcAwNM/npArjXYJ9mlys0SFQoGekbY76bqSl0qJF2YNxoxB0TYVXrNKq+Wsm1lA3vW5vbCrt7p16waFQtHg3wMPPAAAqK2txQMPPICwsDD4+/tj1qxZyMtruNadnK9Gb8JryaeanAHtqaS0d4C6+Q9zf21dUjA22BsT+0TCX+uFnLJaHM0uQ2GlDmn5FU5fW282C1y/8lcMWvYzHv/2iF17iDiLEAKpuRU2xwZ1dUzwoVQq0LteQNEt3A/je4ejfpxYP9vRnoMPlVIhBxjZpTXybqdqlQJBPmr4arzknVolFbVGlNUY8NmeczCbhTyX47LEcGx7ZCI2PjgeQdYaGnPHxMvPf3xGP/SMbHzlljvUH354c+4wufw5ADw+w1Jz5JfTBXImqP6EU5NZILu0FhnFDVe6OFov69DLrlzLBZaUGIYHJ/dCiK8aqXkV+Oc3KQAcF1w7y/VDu+Cd20bg5dlD5NUv6QVVNgF7ext6sSv42LdvH3JycuR/ycnJAIDZs2cDAB5++GH88MMP+Oqrr7Bjxw5kZ2fjpptucnyr6ZJW/HgMb2w5jT99ut/dTWlXCuXgo/nH1d8Qqm90ILzVKnlr609+O4cxz27BlFd3YvIr2xuMXztSVmkNDmeWokpvwprfM7B6j/1FkRwtr7yurHlSjzBM6hPR5smm9dVfvZIQ5ofIAG+8MWcYhscHo1uYL+4e102+vz0HHwAQG2T5Zp1dWls32dRfK19fMUF1wxOPTOstb9T2a1oRUvMqUFJtgLdaiQGxgVCrlDbl4/21Xvj0ntF4efYQzE9qvP6HO63/yzi8c9twTO4XhbfnDsOH80fi/TtG4N4JiRgSFwyzAO5atRdLvzsq77OiVln65VxRFc4VWjMf4c4bzuhlDdjMsLzu2B5hCPHT4LmbBgOwLINWKIAbhztn92FnkCb77jtbjPrz49tb8GHXnI+ICNsxxeeffx6JiYm44oorUFZWho8++ghr1qzBlVdeCQBYtWoV+vXrhz179mDs2LGOazU1y2QW+GJvJoC6FKa7UoLtTWGF5dvnpYIPAPjn1X3xv5Qc/GVSTwCWpaRbT+Zj3R91Ex+zy2qRX1Frk2Z2pNP5thmGTcdzcY+1gqa7nLRWFk2M8MMX9zr+97p3vcyGlHKfOSQWM63DLzllNZasQqA3IvwbTgxuT2KD6zIfUjZAKjgGAN71irLdMbYbAry9sD21AMVVevx7p2VjtqFxwU0uCR8WH4JhdhS1cqXBXYPlMu4KhcKmDsx1Q2JxOLMUx7JtJ3EPiwvB3nPFOFdUVW/OhxMzH5F115papZBrzVw1MBp/u7IntqUWYMnVfXFZKyv3uoO0zFkqKSDp0MFHfXq9Hp9//jkWL14MhUKBAwcOwGAwYMqUKfJj+vbti/j4eOzevbvJ4EOn00Gnq0sNlZdbLkSDwQCDwbG79Unnc/R525vtp2y3sz6eVSpPrvSUPmhKXrll3DNALS7ZBwsui8eCy+IBWPprWNfGKzUWltcgyt/xs/EB4GSOZcLh4K6BSLlQjn3nSpBfVtXobrz2aMt1cMJa16N3pL9TrqOe9b7pdg3WNniNcF8vrFkwCqF+ahiNrd8XxRW/C9HWuUMXiqvgq7YEEGF+Gvk1C+vtrOqrBkwmI8YlhuKHlFysO2gJcofHBTutje76e3BV/wi8luxls6+NQgEMjA3A3nPFOJZVhhzrEuMuQRqntW9ynzCM7xmKmtJCPDxzJPzUCvm1/jqpB/46yTKvpiP9vYwJsvxtOHLRSqkPdp7BwYwSTOoTjjA/Dfy1XvK+PI66Dux5fquDj++++w6lpaW46667AAC5ubnQaDQIDg62eVxUVBRyc5uuIPfcc89h+fLlDY5v2rQJvr7O+TYpDRd1Vv85rUT9EbXVP/2Cy6Js5zh09j5oyqnzlr4JUNvfBwYzoFKoYBIKqBUCQRqgUKfAz9t/xflg50wI3Z5maW9XRQkKfJXIqQbe+GoLRkc45vXs7YP0cuCTUyoACijKs7FhQ8Plr21VaQCkP03ZqYexIedwo4/LBXDcAa/nzN+FolwFABX2nTyPgiwBQIWakjxs2LABABCqUCILSqgUQj4WWG15jsScdxobNji3SJQ7/h4s7g/szlciOcvyt8pHKVCdewaACslHMiGEAt4qgT3bN0PhxNXUN0cAiAAKT+7FhoarnTucvGLb6ydILVBm3Uhz37kSueZHpLeA8ZztHLK2XgfV1S3PrrQ6+Pjoo49w9dVXIzY2trWnAAAsWbIEixcvlm+Xl5cjLi4O06ZNQ2CgY/dsMBgMSE5OxtSpU6FWO+ebanvw7srdACrQN8ofJ/MqYQ6Jx4wZAwB4Th805a20XwFUIUCDVvXBmpy9+COjFON7R6JKb0Th2RL0HjgUM+pNqHOkj97fA6AcV48bju65FVi5/QwKNTGYMWNom87b2utgwss7UW6oRY9wPyydN9Km5oEjrcnejQslNbjzhivlSqGO5orfhYDThfjq7B84WabEKevowvD+PTFjsmUob9i4WryxNQ13jk2Qs5MT9UaUfnscm07kIdRXg/tuHmczAdqR3P33oN/5EiR/uA8AEBHkh2sn9sfaM/tRrLN8WCZGBeKaa5Kc2gZ394Gj9citwIepu+XbVw7sgm8PWsq/zxnVFYUVOhhMAtFBWod/LkgjFy3Rqiv6/Pnz2Lx5M9atWycfi46Ohl6vR2lpqU32Iy8vD9HRTW+zrdVqodU2/AOmVquddiE489zuJoSQi/PcOLwrntt4EikXyhu8387cB82Riu8EqEWr+mDWiK44lFmK+Zd1w5f7LPNqKvRmp/SlEALp+ZZx736xQega6oeV28/gtzPFUChVDpnHY08fVNQa5H1I1t1/WYv3n2iNdfePg85oRqC3869RZ/4ujOsdiTuTErDuYBYqai1DDAlh/vLrxYer8cotw2yeE6RWY+XtI1CpM0KpAHw1zi/H5K6/BwO71puvogB6R9uuKrksMdxl7eosfxO7RwbCS6mQdwqe3C8KA2KDEO6vxQ3Dmp8429Y+sOe5rbqqV61ahcjISFxzzTXysREjRkCtVmPLli2YNWsWACA1NRUZGRlISnJu5Ep18sp1qDGYoFIqcO2QWDy38SRO5VdAZzTZzJT3RAaTGSXWJX2Brfz9um1MAuaMiodKqcDPxyzLyOuX/HaknLJaVOlN8FIqkBDmB6VCgWBfNUqrDTiUWYqR3Zqu0Oqs9gBAkI/aqYEHYNl7ozNcr1ovFZZfPxBLZvTD9tR8ZBRX4/phLcsWOyvb0Z4E1Asuc0prERGghdZLCZ11BdnU/k1/caXG+Wu98ObcYdh7thjh/hpM7R/VLn+X7L66zWYzVq1ahTvvvBNeXnVPDwoKwoIFC7B48WKEhoYiMDAQf/3rX5GUlMSVLi4kbfUcF+KD2CBvaFRK6E1mFFTonLYio6OQggSVUgHfNvxdl4qThVjrLdSvUeBIp617TnQL95NXO1zeMxw/puRg56kClwcfUsEiqWw4tZy3WoWrBjpnaK6z0JvMUCgUcuABtH2zQk81Y1AMZgxq39eb3XnbzZs3IyMjA/fcc0+D+1577TVce+21mDVrFiZMmIDo6GiboRlyPin46B7uB4VCIe9RkneJnTM9gVRnIdRXDUdsByKtOKlfndGRsqz7MiTUKy8tbRy246IVTa4gVUjsEtz4lu1ErfEn69JxqVaJVF24S7BPu923h9rO7u9/06ZNa3JnT29vb6xcuRIrV65sc8Oodc4WWr4tdw+3FM+JDvTGhZIa5JU3LE3tLiazwNaT+RiZEIKQJkoWO4NUYCzMXwug7Wveg62ZjxInZT6kgDEysO7DXtq/IyWrDGXVBrnapStI+7kw80GO9I+r+mJin0iM7GbJcrx7+wi8teU0npo5wM0tI2di5alO5qy1KmB3a62EqBZs2+1qH/9yFgv/sx+LPj/g0teVyluH+zsm4JEyH6VOynxIwUd0veAjKtAbPSL8IATw+9kip7xuU6TMR/2qnERtpfFS4vJe4XIRtuHxIVh192h0C28fO/SSczD46GQuznxIwUdeheuDj4MZJfjk17PIKLLNMrxvrdx4cQU+Z5MyH+EOyraE+EmZD+cGH/U3uQMsJc0BYPcZ1wYfdXM+OOxCRG3D4KMT+ebABaQXWOZ8SJtMSR9ceW7IfPz1i4NY9sNxTHhpG5atP4Zag6WgjRQEuFqO9cMzMtAxtSmkFR+lVc4Zdsm1DpVFXbT7qbTl+u50F2c+yqQ5H8x8EFHbMPjoJNILKvEP6w6Mf7q8u7ybpvRfV8/5qNIZcaGkbgvnT347h6XfHXXr1vBSe6SNl9pKGnap0BlhMDl+c7l8KfMRYBt8jLVmPk7mVqDIGshV643yhFpnMJuFPHTHOR9E1FYMPjqJX9MKYTILjOoWgsdn9JOPRwZIwYdrMx/SJkYhvmq8essQuY31AxJXz2TPLLG0yVHBR5CPWi777OjltjqjSS6IFn1R5iPcX4seEZbx8KPWTblueX83Jry4DSVOqjlSWGmpiqhSKhAZ0L43cyOi9o/BRyeRcsGyidDYHmFQ1vtQr8t8uDb4kHekDPOTV2jklNfiYGaJ/BiTWchDMc4mhKjLfDjom7tKqUCQj1Trw7Ef+vnWTJVGpZTridQXb11+m1tWg1qDCUezylFjMOFkbkWDxzqCNN8jKkDLHZKJqM34V6STOGrdwXBgF9vyxNKcjyq9CRW1rtuZ8Zx1kmm3MF+E+Wngq1FBCGDziXybxzmrQNfFiqv0qNZbAh1HDhvU1fpw3PtIy6/A+sOWvRgiA7VQNLKrlrQCJqesVg4MgLrsjqNJK4UiAjnZlIjarvPX7/UAtQaTXA1zcFfb4MNX44UAby9U1BqRV65DQohrUuZS5iMhzFLsLD7UFydzK7DtpG3wUVZjQHSQN4QQjX7IOsKOUwVIt/ZPVKClfLOj1NX6cEzmw2gyY+6/f5fnb0Q18WFfP6NVfyir/s+OVFxlrZHiwrosRNR5MfPRCRzPKYfJLBDur7GpCSGRPsDqf0N2tnOFdZkPAIizDhNU6ow2jyut1mPnqQIMXrYJb2897fB2ZBZX4+5Ve7HiR8vm63EOLjHv6Fof+86V2Ewcbez/Z/3jOWW1yCyuy3ZcKHZO5kOafxLK4IOIHIDBRydQf8ilsezBIOtQzDcHLrisTdKE0wRr8BFfr0S4WqVA/5hAAEBpjQHfHcpChc6Ilzedwqe/nXNoO7an5qP+AhtHTTaVOLrKafLxPJvbVXpjo4+TMh+5ZS7KfFiHXZj5ICJHYPDRCZzIsUwyHBgb1Oj9C6x7J/yYki0HBc5UazDJNSESwvys/60LPvrFBMpzUcqqDThn3Y8GAF746SRq9I6bhLrjVKHN7bhQ52Q+HLHKRAiBTcdzbY5Na2JXTzn4KK+1mefR2JyPzOLqNi8FLmbmg4gciMFHJyDNr+jeRDnigV2CML5XOMwCWLvP+dmPjOJqCAH4aVTyN+X6H/pD44LlAl0l1XqcyquU76vWm7DlpO23/9bSG834Ld02+PBz8DblIQ6c83EqrxIXSmqg9VJi3/9Nwcp5w3HziK6NPjYm0JLBKa02yPNZAEswojea8daW03j551SsP5yN8S9uw5tb2jakxWEXInIkBh+dwHlpZUl409/qpe2VT9X7oHKWQxmlAIABsXXDQPEXBR/SEtVj2eWo1BmhVilw74QeAIDvD2U7pB37zxejWm9CuL8GA7tYhnkm9olwyLklwQ5c7bLXulfLqG6hiAjQ4prBMdA0MTk20McLPta9MOovrxUCOJJVileST+HtbWn42xcHAQBvbU1rU9ukzEeYg/bFISLPxuCjg9MZGw5xNEb68M8sdv6k033nLHu2SLtUApaS3F7W+iPD4kPkuRJ7rfu7JEb446bhXQAAO1ILUFbT9g/zn45ahjCu6B2JLxaOxZa/X4G+0YFtPm99jpxwuu+cpQbKqG6hl3ysQqFoUHxMGsq6eDmzI9QNu7DAGBG1HYOPDi6zuAZCAP5ar2YnA0rBx4XSGji7wvn+85YP0frBh7dahRdmDcaT1/ZH93A/BFszH7nW4me9owLQNzoQsUHe0JvMOJ3XtmJZRpMZ/0vJAQDMHBKDAG81EiP823TOxoQ4cMLpfmvQNqpevzWn/kqYQG8veRLv5uOND1u1paBbEZfaEpEDMfjo4ORKoqG+zdbJiAnyhpdSAb3RjHLnVOAGYCnDfdY6gXREvO03+FkjuuIe6+RXabhC0ic6AEDdJmpt3Xzu1/QiFFXpEeqnwbie4W06V3NC/ByT+cgqrUF2WS1USgWGxge36DmBPnXzV5ISw9A7ytKHp5sYWmvtSphqvRG1BsuEVc75ICJHYPDRwZ1rwXwPAPBSKdHFusy0UGdZFbFs/THkVzi27Pp+69BB7yh/BDVSFlwizfmQSN/aw/0taf2CyrZ9mG+wZj2uGRQDtRPLgdcNuxggROtTSlLWY0BsIHw1LZsUK61u8td64cVZQzC+l+18lkFdghAd6A2N9f1n2rnSqbhKj8OZpThm3T9G66WEr0Zl1zmIiBrDCqcdXP1KopcSH+qL80XVKKpV4JVNafjf0VzoTWY8e+Mgh7XnYIYl+BiR0Py8hfqBSUyQt5ydkIKPwjbu0Hoy1/KB6cysB1BX58NoFqjQGRHo3XTA1RxpufTQuOAWP+fOcd0QFeiNqf2jEOSrxshuIfBRq1BjHV55fc5QJEb4497/7Mem43l2LbMurzXgihe3oaJeUbgwP43TqtASkWdh5qODq7+HyqVIy10LahX4xboEdfPxPIduc3/EWvBsSNfGa45IgutlPv40voe8qiPCupqircMu0hBDXKhzt3/3VqvkVSelVa2f9yGVL2+qnHpjAr3VuGVUnDz0461WISkxDACg8VKi20U1VuwJPs4WVNkEHgAQypUuROQgDD46OKnGQ3xoyzIfAHCwSIGyGssHS36FDocvlDqkLUKIJje4u1hMkA9CfNXw1agwZ1ScfDzcul17W4KPKp1RrkvR1cHl1BvjiFofxdbAJcS3bR/wV1h3EO4d5Q+V0naZsz3BR0Ejmae2to2ISMJhlw7sXGEVskproFYpMOgSmQag7kOosNY2db7peB6GxbdshUVzMoqrUV5rhEallCc/NsVHo8LPD0+ASqGwKfwlD7u0Yc6HtIdNoLdXg7klzhDsq0F2WW2bgg9pwmpIM/NkWmL2yK44lVch13UB6jJeycfz8PWBC5hlXdLcHCn4G9czDL+mWeqPnCmoau4pREQtxsxHB7bzdAEAYERCCPxbULmz20XzQsb1tKToP9t9Xs5YtIU05NIvJqDJ4lj1RQZ4I8zftm5EhAMyH9LESkeXUm9KiJ8lYChtw3LbYin4aONqEl+NF565cZDNXJce4XVLjB/56jB+t9ZWaY6U+ega7IuekZbnj+lx6fojREQtweCjA9uRagk+rugd2aLH94sJwMOTeyJEIxAb5I1XbxmKMd1DUakz4u5P9rWpDgRQF3xcasilOY6YcCoFH47eRK4p9UvFt1aJE8uXx4f54pkbB8q3pZU1zSmwBn8RAVp8vSgJj0zrjcdn9HN424jIMzH46KB0RhN+S7ekwyf0btmKDoVCgfsn9sCyESbseGQCogK98eGdIxHo7YWCCl2b0+pS9mRQm4IPy4dvld7U6g3m5MmmLpjvAbS90JjJLFBa45g5H025bUwCnrjGEjwcyiy95OOlzEe4vwbBvhr85cpecmBIRNRWDD46qLe2pKHGYEJ0oDf6taFkeIC3Gt2tlT/buuPtSety0f6xrW+Pv9YLWuuQTWuHXqSdXV2V+WhrifWyGgOkEiHBbZzz0Zxh1uJlhzJLL1mTRAo+IgJavvqGiKilGHx0QAczSvDOdstGYU/O7A+lsm21F+r2fWl98FFQoUNRlR4KBdArsvnJps1RKBT1Co21LvioW2brqsyHJfiQVtjYS9o3JdDby6kF0QbEBsFLqUBhpR5Zpc0XlyusN+xCRORoDD46oNc2n4ZZADcMjbVZ1dBaCdYP6fPFrR92SbXurNotzA8+bayCKS23vemd3/DJr2fteq4Qot6cD9cEH7HBluxAdmnrypdLc0WcXbrcW61CP2sl2cMXmp9gXJf5YPBBRI7H4KODOZpVhp2nCqBSKvD3aX0ccs66OhCt3/E21boRXJ9LLLFtCXW9TM4ryafseu6x7HKU1xqh9VLKxbWcLa6NmSMp89HWlS4tMSTOMh9HKpnemCqdEVXW+TYMPojIGVjno4P56BdLJuCaQTEOG1Zo64cnAKRay5n3jm578DEgNlDeGbelK3Ayi6vxzR8XcM66qd2UflHwVrtmHxKp/wor9ajUGVu07Lk+aa5IqAuKeHUJtla5rdABTVw+0pCLj1oFP+7lQkROwOCjAzGbBbaezAcAzE9KcNh5460Zggsl1TCZhVwZ0x7SsEtfBwQfiyYmQqlUYNWv52AyC5jN4pLzWt7cchpfHbgg3545JLbN7WipQG81QnzVKKk2ILO4Wh7aaCmpuunFO/06Q5g1u1JcrW8y+Kg/5MK9XIjIGTjs0oEczylHWY0B/lovuzYgu5ToQG+oVQoYTAK55fbvcmswmXEqz1LmvY8Dgo+YIB+5poRZQF6GCgD55bVyTYz6tp8qsLk9sU9Eg8c4U2tKmEvq5nw4vxqrNK+kuJl9aDjfg4icze7gIysrC7fffjvCwsLg4+ODQYMGYf/+/fL9d911FxQKhc2/q666yqGN9lR7zljqeozqFgIvB66KUCkV8uTMjCL7PjzNZoFHvzqMGoMJwb5qefJqW6lVSrk0urTpWmGlDpNe3o6b3v1NXiqamluBjKJqFFmHCuJDffHUzP4uG3KRtGXoypVzPqTN4YqbWZmTX6/GBxGRM9g17FJSUoJx48Zh0qRJ2LhxIyIiInD69GmEhNjuC3LVVVdh1apV8m2tlt+gHGG3taiYtHOpI8WH+uJsYRVeTU7FyojhiGzh7qpbTubju0PZ8FIq8OotQxwaFIX5a1BWY0BhpR49I4HvD2WjSm/C2cIqFFToUKU34Zo3d8Fo3ZU3KlCLnf+Y5LDXt8fFmQ8hBH4+losv92UCAN6YOwyB3o1nNuTqpq4edmnCKevk4e71yrITETmSXcHHCy+8gLi4OJvAonv37g0ep9VqER0d3fbWkcxkFthr3ZMjqUfLKpraY9EVidh/rhj7zpXgmQ0n8MacYY0+TghhMw8gzbqr7rWDY3Bl3yiHtinMT4MzBVUosm4yt/FIjnzf+eJqnMwplwMPoG2VVdvq4uDjne3peOnnVPn+ZeuP4dVbhjb63LwKy1CXSzIf1teoNZiha2Iu7/Ecy+ThthSLIyJqjl3Bx/r16zF9+nTMnj0bO3bsQJcuXXD//fdj4cKFNo/bvn07IiMjERISgiuvvBJPP/00wsIa/7au0+mg09UVkyovt/zhMxgMMBhav1FXY6TzOfq8rpBbXosKnREqpQK9Inxa/R6a6oOR8YF47ZbBuPfzg0jJLG30/BuO5GLZjyfw6uzBuNy6KV1emeXDNsJf4/B+lcqW55dX41xBubwCBgDS88rxu3UYStI/OqBFbXDGdRAbZPlQ355agPkf7cHO05a23Tg0Bt8fzsG6P7Jw7cAojO9lGzhuPJqLo1nlUCqAxLDW/39tKa1SQOOlhN5oRqWhYR+YzEKePNwr3PntcaeO/PfAUdgH7APAcX1gz/MV4lJ1luvx9rak4hcvXozZs2dj3759ePDBB/Hee+/hzjvvBACsXbsWvr6+6N69O9LT0/H444/D398fu3fvhkrVcBx+2bJlWL58eYPja9asga+va+o0dARZVcCLKV7wVws8M7JtG8A1pVQHPPWHF5QQeGmMCRdvTPvhSSWOlCgxLsqMW3qYAQCfnlLijyIlbkgwYVJsiy+lFvnvGSV+zVPiqq5mKBUCGzLrrp9pXczYV6BAib4uC7OgjwmDQx3bhpaS+q6+q7qacHWcwOo0JfYWKDGtixnXxJvl+ysNwDOHVKg2Khrc50xPHVChVK/A4kFGJFw0spJfAzxzyAtqpcCLo01oY/FcIvIg1dXVmDdvHsrKyhAY2Hzm1K7Mh9lsxsiRI/Hss88CAIYNG4ajR4/aBB9z5syRHz9o0CAMHjwYiYmJ2L59OyZPntzgnEuWLMHixYvl2+Xl5YiLi8O0adMu2Xh7GQwGJCcnY+rUqVCrnb+ywJF2nykCUg4gKtgfM2aMa/V5musDIQRePLoVVXoT+o+eIG+lLnkldReAGpj9wjFjxkgAwBe5+4CiEkwYPRQzBre92mp9p7ak4de8MwiOiceu04UAatE3OgAncytQqApFib4UKqUCVw+IwpnCKvxl9qgW1dhw1nUQ1DMXx7LLEeSjxrT+kege7gcAOL/jDPZuTkNAVFfMmDEQv58txg8puaisNaLamIu+0QF4feEYp5ZWr+/9c7tRmlOBSoMCU6dOsemDDUdygUMp6BcbhGuvGeuS9rhLR/574CjsA/YB4Lg+kEYuWsKu4CMmJgb9+/e3OdavXz988803TT6nR48eCA8PR1paWqPBh1arbXRCqlqtdtqF4MxzO0uFzvKNPsxP65C2N9UHPSL8cSSrDOdLdOjXpW4icbXeiEzrnilnCqvk5xZal2xGB/s6vE8jAy0bw/1wOAdVehOCfNS4f1JP/O2Lg/gjoxSApSDZ27eNaNX5HX0d3DA8DjcMb3g8RirsVWmAWq3G0xtScdI6tAFY9ufx9XbdpOwwfy2AClQZGvZBar6lSNuA2OAO9zvSWh3x74GjsQ/YB0Db+8Ce59r1VWvcuHFITU21OXbq1CkkJDRd8OrChQsoKipCTIxjvxV7Gml1gjN3PQWAxAjLt/UzhZU2x0/nVco7r+aV61BRawk6pJoQkU6oCRFmXeoplfq+aXiXBuXbx3QPdfjrOpq0cii/vBaZxdU2gcf0AVG4LNHxE4ibI614qTQ2vO+ENNk0pu31WoiImmJX8PHwww9jz549ePbZZ5GWloY1a9bggw8+wAMPPAAAqKysxKOPPoo9e/bg3Llz2LJlC66//nr07NkT06dPd8ob8BSlUi0IJy/HTIywDLWk59tuMpda7wMTAM4UVEFnNKHMWgAswt/xW69fvNHazSO6yqtKJLePdVylV2eJCrQEZvkVOmw6ngcAGN0tFOvuvwxvzm18VZEzhfpZ2lNpaDihgytdiMgV7Ao+Ro0ahW+//RZffPEFBg4ciH/96194/fXXcdtttwEAVCoVUlJScN1116F3795YsGABRowYgV27drHWRxuVVFs+5J29HDPROs8jvcA283HyouAjLb9SznpoVEoE+ji+Un+4f9010zPSH/1jAm12zO0R7oeEMD+Hv66jRQZYArPiKj02WJcLTx8YjeHxIdB6uX7vFCmjVHnRxPSiSh3yynVQKIA+0Qw+iMh57P7EuPbaa3Httdc2ep+Pjw9+/vnnNjeKGpJKcIc4edilh3XYJb2g0qamR2qe5Ruxn0aFKr0Jf//qsPyccH+NU/YAqZ/5mDEoRn6N28bEY/3hbLxzeyMTLNqhEF+1XL7+gHW58LT+jq2JYo/QJoZdTuRYAsxuYX52b45HRGQP7u3SQdQFH87NfHQL84NCAVTUGuUS3GXVBhyyTvCc2siHprP2AKn/Xq+tt5LmmRsH4cATU9G3g3w7VygUcvYDsAzDOGpH4taQg4+Lhl2O55QBAPpxvgcRORmDjw7CVcMu3moVYqwTJM9Z93n5/PfzqNKb0Dc6AHNHxzd4jrOCD5VSga8XJeGzBaPR+6KJppqLi5C0c5GBdX3kzkqsABBl/f9bWGvZmwcA0vIr5KxMfzt35SUishdzqx1ESZVrhl0AICHMD9lltThfVIUBsYFY9etZAMB9V/TA6O6heP+OEThfVIVnN5wE4NzdT0d2a/+rWVqi/mqgQV2C3dcQWJYn+2lVqNKZsO98CdYdslRglXCyKRE5W8f6+ujBSuSlts7f/yMhzDIkcL6oGhuO5KCwUo/YIG9cOzgWCoUC0wdE49ZRdRkQvdE9VUU7kqh6G/UN6ureD3e1SonLeljK49/+8X6bwAMA+jHzQUROxsxHB2AwmVFRa5kdePHyU2eQVpCcL6rCb+mFAIC5o+NtKnBK290DQHQQVzJdSv0JnAPdPOwCAJf3DEPyiXwAgFIBfHDHSPyaXgg/jRdignzc3Doi6uwYfHQApdb5HgqF7Ye+s3SzZj42n8hHpXUzu1tGxTV43P/+djm+2n8B90/s6fQ2dXQ1hrr9eOpPPnWX8b3qNnq8YVgXTOkfhSluXIFDRJ6FwUcHUGodcgnyUUPlgp2+pMxHpc6SbZncN9Jm2EAyIDYIA65z/7f4juCOsQn4cl9moxN23SEuxBd9g8wohy/+eVVfdzeHiDwMg48OoNhF1U0l0pwPyT2Xd3fJ63ZmPSL8cfipaS7bPK4l/tzfjOlXjYe31jXXFRGRpP38JaQmSctsnb2vi8Sv3vwEtUrRIfZP6QjaU+AhcUUmjYjoYu3vryE1kFtm2U22frlxZ5OKib0xZ5hTqpcSEZHn4rBLB5CaZyl73TvK32Wv+dLNg3GhpKZdrMwgIqLOhcFHByDtKOvKzb6CfTUuqSlCRESeh8Mu7ZwQAqfyLDvM9o3mnhtERNTxMfho5y6U1KBSZ4RapUD38Pa/fTwREdGlMPhoISEE0vIr5Y24XOWUdb5HYoR/u1wtQUREZC9+mrXQql/PYcqrO/DujnSXvu5Jeb4Hh1yIiKhzYPDRQit+PA4AeOnnVJe+7ml5pQuDDyIi6hwYfLRQt3pVP2sNJhRX6fHtwQswmsxOfd28ch0AoGsIN/siIqLOgUttWyjET4NzRdUAgIMZpXgt+RT2nitGZnEN/ja5l9Net6jKEny4ssAYERGRMzHz0UIl1v1VAOCRrw5j77liAMCqX8+iWm902usWVlpeN8yfNTeIiKhzYPDRQkX1go+sUku5c4XCsu/Kf/dlOuU1jSYzSqw72ob5MfNBRESdA4OPFjCYzKiotWQ3wv018FGrMKRrEB6Z1gcAsPForlNet7haDyEsQU6oHzMfRETUOXDORwtIQy5KBbD38SlQWncCPZRZipd+TsV561wQRyuyDrmE+mq4+ygREXUazHy0QLF16CPEVyMHHkDdCpjc8lrU6E0Of90izvcgIqJOiMFHCxRLGYiLhj6CfTUI9LYkjzKKHZ/9KKzkShciIup8GHy0gJz5aGTeRTfrfivni6oc/rpS8BHG4IOIiDoRBh8tUFxVN/fiYglhUvBhm/n4Lb0QH+4606a9YORltpxsSkREnQgnnLaAHHw0MvdCmvdxrl7mQwiBh788hLxyHeJCfTF9QHSrXrfImvmICGDmg4iIOg9mPlrA3sxHVmmNXBZ9/eHsVr+uVFuEmQ8iIupMGHy0gBx8NBIEJFgzH7+kFWJbaj6EEDiUWSrfv/l4Hip1rauAyjkfRETUGTH4aIHmgo9u1swHANy9ah9+TMnBoYxS+ZjOaEby8ZYVITObBT7cdQbXvf0LDmaUyEttw7nUloiIOhG7g4+srCzcfvvtCAsLg4+PDwYNGoT9+/fL9wsh8OSTTyImJgY+Pj6YMmUKTp8+7dBGu1pzwUdEgBaPTu+D/jGBAICV29Jw0Jr5iAq0ZCzqByPNWfr9UTz9vxNIuVCGp9YfQ35FrfwaREREnYVdwUdJSQnGjRsHtVqNjRs34vjx43jllVcQEhIiP+bFF1/Em2++iffeew+///47/Pz8MH36dNTW1jq88a5SN/zReAbigUk9sWbhGPhqVDiZW4ED50sAADMGxQAAsssu/d7NZoF1f2TJt1MulMFgEhgQG4guwT5tfQtERETthl3BxwsvvIC4uDisWrUKo0ePRvfu3TFt2jQkJiYCsGQ9Xn/9dTzxxBO4/vrrMXjwYPznP/9BdnY2vvvuO2e03+kMJrO85DU60LvJxwX7ajBvdLx8O8xPg3GJ4QCAbOtGdM3JLKlGjcEEjZcSE3pHyMcXXZEIhYKl1YmIqPOwa6nt+vXrMX36dMyePRs7duxAly5dcP/992PhwoUAgLNnzyI3NxdTpkyRnxMUFIQxY8Zg9+7dmDNnToNz6nQ66HQ6+XZ5eTkAwGAwwGAwtOpNNUU6nz3nlQIHtUoBf7Wi2ef+ZWJ3hPp5oVpnwoRe4fDVqORzXOo1j2eVAgASw/1wx5iu2HmqAAmhvpjSJ8yh/dCaPuhs2AfsA4B9ALAPAPYB4Lg+sOf5CiFEi6tgeXtbvvkvXrwYs2fPxr59+/Dggw/ivffew5133onffvsN48aNQ3Z2NmJiYuTn3XLLLVAoFPjyyy8bnHPZsmVYvnx5g+Nr1qyBr69vi9+Is5yrAF476oVQrcBTw+3bv6XGCPxznyW+e2m0EdZYxEaxDlh3VgkzgGMlSowKN+P2XmYcL1EgykcgrOlkCxERUbtRXV2NefPmoaysDIGBgc0+1q7Mh9lsxsiRI/Hss88CAIYNG4ajR4/KwUdrLFmyBIsXL5Zvl5eXIy4uDtOmTbtk4+1lMBiQnJyMqVOnQq1Wt+g5Px3LA44eRkJkMGbMGGP3a/4rZQuqdCYMHnsFekT4Nbj/H98cwZGSHPn2pBF9MOPy7phh9yu1TGv6oLNhH7APAPYBwD4A2AeA4/pAGrloCbuCj5iYGPTv39/mWL9+/fDNN98AAKKjLZU88/LybDIfeXl5GDp0aKPn1Gq10GobruZQq9VOuxDsOXdRlSWNFBPs06r2dAn2wam8SuRXGdAntuHzy2ptsyn9YoNd8gvgzP7tKNgH7AOAfQCwDwD2AdD2PrDnuXZNOB03bhxSU1Ntjp06dQoJCQkAgO7duyM6OhpbtmyR7y8vL8fvv/+OpKQke16q3ci1ViqNDGjd+EesdaVKU5NOqy4qQNY3OqBVr0NERNRR2JX5ePjhh3HZZZfh2WefxS233IK9e/figw8+wAcffAAAUCgUeOihh/D000+jV69e6N69O5YuXYrY2FjccMMNzmi/0+WXW5bJRge1LfjIKm18uW3WRUFJcytqiIiIOgO7go9Ro0bh22+/xZIlS7BixQp0794dr7/+Om677Tb5Mf/4xz9QVVWFe++9F6Wlpbj88svx008/yZNVO5pca/AhFQyzV5dmMh8ms0CutQbI/83oh+EJwVxWS0REnZ7du9pee+21uPbaa5u8X6FQYMWKFVixYkWbGtZe5MnBR+uCpxhrxiSnrGHwkVdeC6NZwEupwD2Xd4dKycCDiIg6P+7tcgnS7rStDT66hliWC58rrG5wnzTkEhPszcCDiIg8BoOPZlTqjPKOtK0NPnpG+gOwBBrVetvJpVklluCD5dOJiMiTMPhohjTk4q/1gr/W7hEqAJbN6MKsG9Kl51fZ3CdlProEu7+YGhERkasw+GhGXhsnm0qk7Mfp/Aqb4xdKLEMxXUKY+SAiIs/B4KMZbZ1sKukVJQUflTbHL1iHXboy+CAiIg/C4KMZ0mTTttbe6BVpKRx2Oq8u+DCYzDiYUQqAhcWIiMizMPhohlSDI7LNwYcl85FWb9jlj/MlqNQZEeqnwcDYoDadn4iIqCNh8NGM/AprddO2zvmwDrucL65GrcGyl8uOUwUAgAm9wqHkMlsiIvIgrVvC4SGkzEdb53xE+GsR5qdBUZUeG4/m4MNdZ3Es27L734TeEW1uJxERUUfCzEcz5AJjrdzXRaJQKDCmRygA4MnvjsmBh0IBjO/F4IOIiDwLg48mmM1CHnZpa+YDAJISwwEAFdaiZb2j/PH6rUMREdC2IR0iIqKOhsMuTSip1sNgEgCASAcECEk9wuSf1SoFvvnzZQjwVrf5vERERB0NMx9NkHazDffXQK1qezclRvjJWY6kxHAGHkRE5LEYfDQhv40byl1MoVBgav8oAMD1Q2Idck4iIqKOiMMuTch1UHXT+p64ph9uGtYFIxJCHHZOIiKijobBRxMKKiyZD0fM95D4arwwsluow85HRETUEXHYpQnFVXoAll1piYiIyHEYfDSBwQcREZFzMPhoQkk1gw8iIiJnYPDRhKJKS/ARwuCDiIjIoRh8NEHKfIQx+CAiInIoBh+NEELIcz5CfBl8EBERORKDj0ZU603QGc0AOOeDiIjI0Rh8NELKemi9lPDVqNzcGiIios6FwUcj6i+zVSgUbm4NERFR58LgoxHFXGZLRETkNAw+GlFcyeCDiIjIWRh8NIIFxoiIiJyHwUcjirjMloiIyGkYfDSipIoFxoiIiJyFwUcj5MwHgw8iIiKHsyv4WLZsGRQKhc2/vn37yvdPnDixwf2LFi1yeKOdrbBSB4CZDyIiImfwsvcJAwYMwObNm+tO4GV7ioULF2LFihXybV9f3zY0zz1ySmsBADHBPm5uCRERUedjd/Dh5eWF6OjoJu/39fVt9v72zmAyI7/CEnzEBnu7uTVERESdj93Bx+nTpxEbGwtvb28kJSXhueeeQ3x8vHz/6tWr8fnnnyM6OhozZ87E0qVLm81+6HQ66HQ6+XZ5eTkAwGAwwGAw2Nu8Zknna+68WaU1MAtArVIgSKN0eBvcrSV90NmxD9gHAPsAYB8A7APAcX1gz/MVQgjR0gdv3LgRlZWV6NOnD3JycrB8+XJkZWXh6NGjCAgIwAcffICEhATExsYiJSUFjz32GEaPHo1169Y1ec5ly5Zh+fLlDY6vWbPGLUM26eXAm8e8EK4VWDrc5PLXJyIi6oiqq6sxb948lJWVITAwsNnH2hV8XKy0tBQJCQl49dVXsWDBggb3b926FZMnT0ZaWhoSExMbPUdjmY+4uDgUFhZesvH2MhgMSE5OxtSpU6FWqxt9zPeHc/DI10cwtnsIPrtnlENfvz1oSR90duwD9gHAPgDYBwD7AHBcH5SXlyM8PLxFwYfdwy71BQcHo3fv3khLS2v0/jFjxgBAs8GHVquFVqttcFytVjvtQmju3PnW0uqxIb6d+kJ0Zv92FOwD9gHAPgDYBwD7AGh7H9jz3DbV+aisrER6ejpiYmIavf/QoUMA0OT97VF2aQ0AoAtXuhARETmFXZmPRx55BDNnzkRCQgKys7Px1FNPQaVSYe7cuUhPT8eaNWswY8YMhIWFISUlBQ8//DAmTJiAwYMHO6v9DpddKq10YfBBRETkDHYFHxcuXMDcuXNRVFSEiIgIXH755dizZw8iIiJQW1uLzZs34/XXX0dVVRXi4uIwa9YsPPHEE85qu1NImQ8GH0RERM5hV/Cxdu3aJu+Li4vDjh072twgd8uSh11Y44OIiMgZuLdLPaXVelTUGgEAMUHMfBARETkDg496Dl8oAwAkhPnCT9umhUBERETUBAYf9RzKKAUADIsLdms7iIiIOjMGH/UcyiwBAAxl8EFEROQ0DD6shBA4lFkKABgaH+LexhAREXViDD6sMoqrUVJtgEalRL+YAHc3h4iIqNNi8GF1LNuym26/mABovVRubg0REVHnxeDDqqTasqdLVCDrexARETkTgw+rSmt9D38usSUiInIqBh9WlTpr8OHN4IOIiMiZGHxYVTDzQURE5BIMPqyY+SAiInINBh9WVdbgI4CZDyIiIqdi8GElZT64pwsREZFzMfiw4pwPIiIi12DwYcU5H0RERK7B4MOqbs6H2s0tISIi6twYfFhJRcb8tCytTkRE5EwMPgCYzQKVeg67EBERuQKDDwDVBhOEsPzMYRciIiLnYvCBuiEXlVIBbzW7hIiIyJn4SYt6K120XlAoFG5uDRERUefG4AO2wQcRERE5F4MP1A27MPggIiJyPgYfACp1BgBc6UJEROQKDD4AVOpMAJj5ICIicgUGHwAqa5n5ICIichUGH6g34VTD4IOIiMjZGHwAqOCmckRERC7D4ANc7UJERORKDD5Qt6Mtgw8iIiLnsyv4WLZsGRQKhc2/vn37yvfX1tbigQceQFhYGPz9/TFr1izk5eU5vNGOVqW3rHbxY/BBRETkdHZnPgYMGICcnBz53y+//CLf9/DDD+OHH37AV199hR07diA7Oxs33XSTQxvsDNXWHW19NSo3t4SIiKjzs/urvpeXF6KjoxscLysrw0cffYQ1a9bgyiuvBACsWrUK/fr1w549ezB27Ni2t9ZJqq2ZDx8GH0RERE5nd/Bx+vRpxMbGwtvbG0lJSXjuuecQHx+PAwcOwGAwYMqUKfJj+/bti/j4eOzevbvJ4EOn00Gn08m3y8vLAQAGgwEGg8He5jVLOt/F5622zvnQqhre19k01QeehH3APgDYBwD7AGAfAI7rA3uerxBCiJY+eOPGjaisrESfPn2Qk5OD5cuXIysrC0ePHsUPP/yAu+++2yaQAIDRo0dj0qRJeOGFFxo957Jly7B8+fIGx9esWQNfX98Wv5G2WPGHCkU6BR4aaET3AJe8JBERUadSXV2NefPmoaysDIGBgc0+1q7Mx9VXXy3/PHjwYIwZMwYJCQn473//Cx8fn1Y1dsmSJVi8eLF8u7y8HHFxcZg2bdolG28vg8GA5ORkTJ06FWq1Wj6+ImU7oNNj8hXj0Te6c0cfTfWBJ2EfsA8A9gHAPgDYB4Dj+kAauWiJNi3vCA4ORu/evZGWloapU6dCr9ejtLQUwcHB8mPy8vIanSMi0Wq10Gq1DY6r1WqnXQgXn1ua8xHk6+0xF58z+7ejYB+wDwD2AcA+ANgHQNv7wJ7ntqnOR2VlJdLT0xETE4MRI0ZArVZjy5Yt8v2pqanIyMhAUlJSW17GqcxmgRoDJ5wSERG5il2Zj0ceeQQzZ85EQkICsrOz8dRTT0GlUmHu3LkICgrCggULsHjxYoSGhiIwMBB//etfkZSU1K5XutQaTfLPXGpLRETkfHYFHxcuXMDcuXNRVFSEiIgIXH755dizZw8iIiIAAK+99hqUSiVmzZoFnU6H6dOn45133nFKwx2lSlcXfPioGXwQERE5m13Bx9q1a5u939vbGytXrsTKlSvb1ChXqpFqfKhVUCoVbm4NERFR5+fxe7tUG1jdlIiIyJU8PviQhl18tQw+iIiIXMHjgw9p2MVXzU3liIiIXMHjgw9pUzkusyUiInINBh/WzIcfh12IiIhcgsGHvNqFwy5ERESuwOBDz9UuRERErsTgg8MuRERELsXgg8MuRERELuXxwUcNh12IiIhcyuODjyo9i4wRERG5kscHH3VFxhh8EBERuYLHBx91q10454OIiMgVPD744LALERGRa3l88CEPu3DCKRERkUt4fPAh7+3CpbZEREQuweCDRcaIiIhcisEHh12IiIhcyqODDyEEV7sQERG5mEcHHzqjGQaTAAD4ezP4ICIicgWPDj6qdEb5Zz9mPoiIiFzCw4MPaVM5FVRKhZtbQ0RE5Bk8OviotGY+/LTMehAREbkKgw8AAZzvQURE5DIeHXxUyZkPLrMlIiJyFY8OPuRhF042JSIichmPDj6qOOxCRETkch4dfHDCKRERkesx+ACDDyIiIlfy6OBDGnbxZ/BBRETkMm0KPp5//nkoFAo89NBD8rGJEydCoVDY/Fu0aFFb2+kUldYiYww+iIiIXKfVn7r79u3D+++/j8GDBze4b+HChVixYoV829fXt7Uv41RVHHYhIiJyuVZlPiorK3Hbbbfh3//+N0JCQhrc7+vri+joaPlfYGBgmxvqDJXysAvrfBAREblKq77yP/DAA7jmmmswZcoUPP300w3uX716NT7//HNER0dj5syZWLp0aZPZD51OB51OJ98uLy8HABgMBhgMhtY0r0nS+aT/VtRa/uvjpXD4a7VXF/eBJ2IfsA8A9gHAPgDYB4Dj+sCe5yuEEMKek69duxbPPPMM9u3bB29vb0ycOBFDhw7F66+/DgD44IMPkJCQgNjYWKSkpOCxxx7D6NGjsW7dukbPt2zZMixfvrzB8TVr1jh9uOalFBUuVCmwqK8J/ULs6gYiIiKqp7q6GvPmzUNZWdklRzzsCj4yMzMxcuRIJCcny3M9Lg4+LrZ161ZMnjwZaWlpSExMbHB/Y5mPuLg4FBYWOny4xmAwIDk5GVOnToVarcaU137B+eJqrP3TKIxIaDh81Bld3AeeiH3APgDYBwD7AGAfAI7rg/LycoSHh7co+LBr2OXAgQPIz8/H8OHD5WMmkwk7d+7E22+/DZ1OB5XKdv7EmDFjAKDJ4EOr1UKr1TY4rlarnXYhSOeu0lvmfAT7e3vcRefM/u0o2AfsA4B9ALAPAPYB0PY+sOe5dgUfkydPxpEjR2yO3X333ejbty8ee+yxBoEHABw6dAgAEBMTY89LuQT3diEiInI9uz51AwICMHDgQJtjfn5+CAsLw8CBA5Geno41a9ZgxowZCAsLQ0pKCh5++GFMmDCh0SW57mQ0mVFrMANgnQ8iIiJXcuinrkajwebNm/H666+jqqoKcXFxmDVrFp544glHvoxDVOlN8s+s80FEROQ6bf7U3b59u/xzXFwcduzY0dZTuoQ05KLxUkLj5dFV5omIiFzKYz91ua8LERGRe3hs8FG3oy2rmxIREbmSxwYfpdV6AECQj2cvrSIiInI1jw0+8sothc2iA73d3BIiIiLP4rHBR25ZLQAgksEHERGRS3ls8JFfYQk+ogIYfBAREbmSxwYfUuYjOqhhaXciIiJyHs8NPqxzPjjsQkRE5FoeG3zkl1szHww+iIiIXMojgw+d0YyiKstS2ygGH0RERC7lkcFHYaVlyEWjUiLEl3U+iIiIXMkjg488eb6HFgqFws2tISIi8iweGnxwvgcREZG7eGbwUWHJfHC+BxERket5ZPBRUFE37EJERESu5ZHBR0WtZUdbbipHRETkeh4ZfFTrTQAAP42Xm1tCRETkeTw6+PDVqtzcEiIiIs/jkcFHld4y7MLMBxERket5ZPAhZz40zHwQERG5mmcGHzrrnA8tMx9ERESu5pnBh4GZDyIiInfxzOBDmvPBzAcREZHLeWjwYcl8+KiZ+SAiInI1jws+zAKoNZgBMPNBRETkDh4XfFiTHgA454OIiMgdPC740FmSHlApFdB6edzbJyIicjuP+/S1rrKFr0YFhULh3sYQERF5II8NPljdlIiIyD08L/iwDrtwXxciIiL38Lzgw2QZamHmg4iIyD3aFHw8//zzUCgUeOihh+RjtbW1eOCBBxAWFgZ/f3/MmjULeXl5bW2nw+jrzfkgIiIi12t18LFv3z68//77GDx4sM3xhx9+GD/88AO++uor7NixA9nZ2bjpppva3FBHkYZdWOODiIjIPVoVfFRWVuK2227Dv//9b4SEhMjHy8rK8NFHH+HVV1/FlVdeiREjRmDVqlX47bffsGfPHoc1ui10zHwQERG5Vau+/j/wwAO45pprMGXKFDz99NPy8QMHDsBgMGDKlCnysb59+yI+Ph67d+/G2LFjG5xLp9NBp9PJt8vLywEABoMBBoOhNc1rksFgkIMPH7XS4efvCKT37InvXcI+YB8A7AOAfQCwDwDH9YE9z7c7+Fi7di3++OMP7Nu3r8F9ubm50Gg0CA4OtjkeFRWF3NzcRs/33HPPYfny5Q2Ob9q0Cb6+vvY275L0ZkuyJz8rExs2nHf4+TuK5ORkdzfB7dgH7AOAfQCwDwD2AdD2Pqiurm7xY+0KPjIzM/Hggw8iOTkZ3t7edjesMUuWLMHixYvl2+Xl5YiLi8O0adMQGBjokNeQGAwGfPPBFgBA/z6JmDGll0PP3xEYDAYkJydj6tSpUKvV7m6OW7AP2AcA+wBgHwDsA8BxfSCNXLSEXcHHgQMHkJ+fj+HDh8vHTCYTdu7cibfffhs///wz9Ho9SktLbbIfeXl5iI6ObvScWq0WWq22wXG1Wu2UC0Eadgnw0XjshQY4r387EvYB+wBgHwDsA4B9ALS9D+x5rl3Bx+TJk3HkyBGbY3fffTf69u2Lxx57DHFxcVCr1diyZQtmzZoFAEhNTUVGRgaSkpLseSmn0UurXVjng4iIyC3s+gQOCAjAwIEDbY75+fkhLCxMPr5gwQIsXrwYoaGhCAwMxF//+lckJSU1OtnUHbjahYiIyL0c/vX/tddeg1KpxKxZs6DT6TB9+nS88847jn6ZVpMqnPoy80FEROQWbf4E3r59u81tb29vrFy5EitXrmzrqZ2Ce7sQERG5l8ft7aLnrrZERERu5XHBB+d8EBERuZfnBR/c24WIiMitPCr4EELImQ8/Zj6IiIjcwqOCD53RDAHrahdmPoiIiNzCo4KPKmm2KQAfNTMfRERE7uBRwUe13gjAsqOtSqlwc2uIiIg8k0cFHzXWzAcLjBEREbmPRwUfVXLwwSEXIiIid/Go4KPaGnxwpQsREZH7eFbwYV1ny5UuRERE7uNZwYd1wimHXYiIiNzHo4IPzvkgIiJyP48KPjjng4iIyP08LPiQhl0454OIiMhdPCz4sGQ+fJj5ICIichuPCj4454OIiMj9PCr4kJbacs4HERGR+3hW8ME5H0RERG7nYcEHh12IiIjczaOCjyoutSUiInI7jwo+5F1ttQw+iIiI3MWjgg/O+SAiInI/jwo+uNSWiIjI/Twq+GB5dSIiIvfzmODDaDJDZzQD4LALERGRO3lM8FFtMMk/c9iFiIjIfTwn+LBWN1UpBDReHvO2iYiI2h2P+RSusq500XrMOyYiImqfPOajONBbjb9O6oGJsWZ3N4WIiMijeUzwERGgxd+u7InpXYW7m0JEROTR7Ao+3n33XQwePBiBgYEIDAxEUlISNm7cKN8/ceJEKBQKm3+LFi1yeKOJiIio47JrzWnXrl3x/PPPo1evXhBC4NNPP8X111+PgwcPYsCAAQCAhQsXYsWKFfJzfH19HdtiIiIi6tDsCj5mzpxpc/uZZ57Bu+++iz179sjBh6+vL6Kjox3XQiIiIupUWl1ty2Qy4auvvkJVVRWSkpLk46tXr8bnn3+O6OhozJw5E0uXLm02+6HT6aDT6eTb5eXlAACDwQCDwdDa5jVKOp+jz9uRsA/YBwD7AGAfAOwDgH0AOK4P7Hm+Qghh1wzMI0eOICkpCbW1tfD398eaNWswY8YMAMAHH3yAhIQExMbGIiUlBY899hhGjx6NdevWNXm+ZcuWYfny5Q2Or1mzhkM2REREHUR1dTXmzZuHsrIyBAYGNvtYu4MPvV6PjIwMlJWV4euvv8aHH36IHTt2oH///g0eu3XrVkyePBlpaWlITExs9HyNZT7i4uJQWFh4ycbby2AwIDk5GVOnToVarXbouTsK9gH7AGAfAOwDgH0AsA8Ax/VBeXk5wsPDWxR82D3sotFo0LNnTwDAiBEjsG/fPrzxxht4//33Gzx2zJgxANBs8KHVaqHVahscV6vVTrsQnHnujoJ9wD4A2AcA+wBgHwDsA6DtfWDPc9tc58NsNttkLuo7dOgQACAmJqatL0NERESdhF2ZjyVLluDqq69GfHw8KioqsGbNGmzfvh0///wz0tPT5fkfYWFhSElJwcMPP4wJEyZg8ODBzmo/ERERdTB2BR/5+fmYP38+cnJyEBQUhMGDB+Pnn3/G1KlTkZmZic2bN+P1119HVVUV4uLiMGvWLDzxxBPOajsRERF1QHYFHx999FGT98XFxWHHjh1tbhARERF1bh6ztwsRERG1Dww+iIiIyKVaXeHUWaSyI1KlU0cyGAyorq5GeXm5xy6pYh+wDwD2AcA+ANgHAPsAcFwfSJ/bLSkf1u6Cj4qKCgCWOSRERETUsVRUVCAoKKjZx9hd4dTZzGYzsrOzERAQAIVC4dBzS9VTMzMzHV49taNgH7APAPYBwD4A2AcA+wBwXB8IIVBRUYHY2Fgolc3P6mh3mQ+lUomuXbs69TUCAwM99iKTsA/YBwD7AGAfAOwDgH0AOKYPLpXxkHDCKREREbkUgw8iIiJyKY8KPrRaLZ566qlGN7LzFOwD9gHAPgDYBwD7AGAfAO7pg3Y34ZSIiIg6N4/KfBAREZH7MfggIiIil2LwQURERC7F4IOIiIhcisEHERERuZTHBB8rV65Et27d4O3tjTFjxmDv3r3ubpLTLFu2DAqFwuZf37595ftra2vxwAMPICwsDP7+/pg1axby8vLc2OK227lzJ2bOnInY2FgoFAp89913NvcLIfDkk08iJiYGPj4+mDJlCk6fPm3zmOLiYtx2220IDAxEcHAwFixYgMrKShe+i7a5VB/cddddDa6Lq666yuYxHb0PnnvuOYwaNQoBAQGIjIzEDTfcgNTUVJvHtOT6z8jIwDXXXANfX19ERkbi0UcfhdFodOVbabWW9MHEiRMbXAuLFi2yeUxH7oN3330XgwcPlit2JiUlYePGjfL9nf0aAC7dB26/BoQHWLt2rdBoNOLjjz8Wx44dEwsXLhTBwcEiLy/P3U1ziqeeekoMGDBA5OTkyP8KCgrk+xctWiTi4uLEli1bxP79+8XYsWPFZZdd5sYWt92GDRvE//3f/4l169YJAOLbb7+1uf/5558XQUFB4rvvvhOHDx8W1113nejevbuoqamRH3PVVVeJIUOGiD179ohdu3aJnj17irlz57r4nbTepfrgzjvvFFdddZXNdVFcXGzzmI7eB9OnTxerVq0SR48eFYcOHRIzZswQ8fHxorKyUn7Mpa5/o9EoBg4cKKZMmSIOHjwoNmzYIMLDw8WSJUvc8Zbs1pI+uOKKK8TChQttroWysjL5/o7eB+vXrxf/+9//xKlTp0Rqaqp4/PHHhVqtFkePHhVCdP5rQIhL94G7rwGPCD5Gjx4tHnjgAfm2yWQSsbGx4rnnnnNjq5znqaeeEkOGDGn0vtLSUqFWq8VXX30lHztx4oQAIHbv3u2iFjrXxR+8ZrNZREdHi5deekk+VlpaKrRarfjiiy+EEEIcP35cABD79u2TH7Nx40ahUChEVlaWy9ruKE0FH9dff32Tz+lsfSCEEPn5+QKA2LFjhxCiZdf/hg0bhFKpFLm5ufJj3n33XREYGCh0Op1r34ADXNwHQlg+eB588MEmn9PZ+kAIIUJCQsSHH37okdeAROoDIdx/DXT6YRe9Xo8DBw5gypQp8jGlUokpU6Zg9+7dbmyZc50+fRqxsbHo0aMHbrvtNmRkZAAADhw4AIPBYNMfffv2RXx8fKftj7NnzyI3N9fmPQcFBWHMmDHye969ezeCg4MxcuRI+TFTpkyBUqnE77//7vI2O8v27dsRGRmJPn364M9//jOKiork+zpjH5SVlQEAQkNDAbTs+t+9ezcGDRqEqKgo+THTp09HeXk5jh075sLWO8bFfSBZvXo1wsPDMXDgQCxZsgTV1dXyfZ2pD0wmE9auXYuqqiokJSV55DVwcR9I3HkNtLtdbR2tsLAQJpPJpgMBICoqCidPnnRTq5xrzJgx+OSTT9CnTx/k5ORg+fLlGD9+PI4ePYrc3FxoNBoEBwfbPCcqKgq5ubnuabCTSe+rsWtAui83NxeRkZE293t5eSE0NLTT9MtVV12Fm266Cd27d0d6ejoef/xxXH311di9ezdUKlWn6wOz2YyHHnoI48aNw8CBAwGgRdd/bm5uo9eKdF9H0lgfAMC8efOQkJCA2NhYpKSk4LHHHkNqairWrVsHoHP0wZEjR5CUlITa2lr4+/vj22+/Rf/+/XHo0CGPuQaa6gPA/ddApw8+PNHVV18t/zx48GCMGTMGCQkJ+O9//wsfHx83tozcac6cOfLPgwYNwuDBg5GYmIjt27dj8uTJbmyZczzwwAM4evQofvnlF3c3xW2a6oN7771X/nnQoEGIiYnB5MmTkZ6ejsTERFc30yn69OmDQ4cOoaysDF9//TXuvPNO7Nixw93Ncqmm+qB///5uvwY6/bBLeHg4VCpVg5nMeXl5iI6OdlOrXCs4OBi9e/dGWloaoqOjodfrUVpaavOYztwf0vtq7hqIjo5Gfn6+zf1GoxHFxcWdtl969OiB8PBwpKWlAehcffCXv/wFP/74I7Zt24auXbvKx1ty/UdHRzd6rUj3dRRN9UFjxowZAwA210JH7wONRoOePXtixIgReO655zBkyBC88cYbHnUNNNUHjXH1NdDpgw+NRoMRI0Zgy5Yt8jGz2YwtW7bYjH11ZpWVlUhPT0dMTAxGjBgBtVpt0x+pqanIyMjotP3RvXt3REdH27zn8vJy/P777/J7TkpKQmlpKQ4cOCA/ZuvWrTCbzfIvZWdz4cIFFBUVISYmBkDn6AMhBP7yl7/g22+/xdatW9G9e3eb+1ty/SclJeHIkSM2gVhycjICAwPllHV7dqk+aMyhQ4cAwOZa6Mh90Biz2QydTucR10BTpD5ojMuvgTZPWe0A1q5dK7Rarfjkk0/E8ePHxb333iuCg4NtZvF2Jn//+9/F9u3bxdmzZ8Wvv/4qpkyZIsLDw0V+fr4QwrLMLD4+XmzdulXs379fJCUliaSkJDe3um0qKirEwYMHxcGDBwUA8eqrr4qDBw+K8+fPCyEsS22Dg4PF999/L1JSUsT111/f6FLbYcOGid9//1388ssvolevXh1qmWlzfVBRUSEeeeQRsXv3bnH27FmxefNmMXz4cNGrVy9RW1srn6Oj98Gf//xnERQUJLZv326zhLC6ulp+zKWuf2mJ4bRp08ShQ4fETz/9JCIiIjrMMstL9UFaWppYsWKF2L9/vzh79qz4/vvvRY8ePcSECRPkc3T0PvjnP/8pduzYIc6ePStSUlLEP//5T6FQKMSmTZuEEJ3/GhCi+T5oD9eARwQfQgjx1ltvifj4eKHRaMTo0aPFnj173N0kp7n11ltFTEyM0Gg0okuXLuLWW28VaWlp8v01NTXi/vvvFyEhIcLX11fceOONIicnx40tbrtt27YJAA3+3XnnnUIIy3LbpUuXiqioKKHVasXkyZNFamqqzTmKiorE3Llzhb+/vwgMDBR33323qKiocMO7aZ3m+qC6ulpMmzZNRERECLVaLRISEsTChQsbBOAdvQ8ae/8AxKpVq+THtOT6P3funLj66quFj4+PCA8PF3//+9+FwWBw8btpnUv1QUZGhpgwYYIIDQ0VWq1W9OzZUzz66KM2NR6E6Nh9cM8994iEhASh0WhERESEmDx5shx4CNH5rwEhmu+D9nANKIQQou35EyIiIqKW6fRzPoiIiKh9YfBBRERELsXgg4iIiFyKwQcRERG5FIMPIiIicikGH0RERORSDD6IiIjIpRh8EBERkUsx+CAiIiKXYvBBRERELsXgg4iIiFzq/wHdS782fFaARwAAAABJRU5ErkJggg==",
             "text/plain": [
-              "find optimal retention:   0%|          | 0/15 [00:00<?, ?it/s]"
+              "<Figure size 640x480 with 1 Axes>"
             ]
           },
           "metadata": {},
           "output_type": "display_data"
         },
         {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
-            "expected_time.csv saved.\n",
-            "\n",
-            "-----suggested retention (experimental): 0.89-----\n"
-          ]
+          "data": {
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
         },
         {
           "data": {
-            "image/png": "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",
+            "image/png": "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",
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "image/png": "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",
             "text/plain": [
               "<Figure size 640x480 with 1 Axes>"
             ]
@@ -694,9 +722,7 @@
         }
       ],
       "source": [
-        "figs = optimizer.find_optimal_retention()\n",
-        "for f in figs:\n",
-        "    f.show()"
+        "figs = optimizer.find_optimal_retention()"
       ]
     },
     {
@@ -865,183 +891,183 @@
           "data": {
             "text/html": [
               "<style type=\"text/css\">\n",
-              "#T_1ce5b_row0_col0, #T_1ce5b_row0_col1, #T_1ce5b_row0_col2, #T_1ce5b_row0_col3, #T_1ce5b_row0_col4, #T_1ce5b_row0_col5, #T_1ce5b_row0_col6, #T_1ce5b_row1_col0, #T_1ce5b_row1_col1, #T_1ce5b_row1_col2, #T_1ce5b_row1_col3, #T_1ce5b_row1_col4, #T_1ce5b_row1_col6, #T_1ce5b_row2_col0, #T_1ce5b_row2_col1, #T_1ce5b_row2_col2, #T_1ce5b_row2_col3, #T_1ce5b_row2_col5, #T_1ce5b_row2_col6, #T_1ce5b_row3_col0, #T_1ce5b_row3_col1, #T_1ce5b_row3_col2, #T_1ce5b_row3_col3, #T_1ce5b_row3_col4, #T_1ce5b_row3_col6, #T_1ce5b_row4_col0, #T_1ce5b_row4_col1, #T_1ce5b_row4_col2, #T_1ce5b_row4_col3, #T_1ce5b_row4_col4, #T_1ce5b_row4_col6, #T_1ce5b_row5_col0, #T_1ce5b_row5_col1, #T_1ce5b_row5_col2, #T_1ce5b_row5_col3, #T_1ce5b_row5_col4, #T_1ce5b_row6_col0, #T_1ce5b_row6_col1, #T_1ce5b_row7_col0, #T_1ce5b_row7_col1, #T_1ce5b_row8_col0, #T_1ce5b_row9_col0, #T_1ce5b_row9_col3, #T_1ce5b_row11_col0, #T_1ce5b_row11_col3, #T_1ce5b_row12_col3, #T_1ce5b_row13_col0, #T_1ce5b_row13_col3, #T_1ce5b_row13_col6, #T_1ce5b_row14_col0, #T_1ce5b_row14_col3, #T_1ce5b_row14_col6, #T_1ce5b_row14_col7, #T_1ce5b_row15_col0, #T_1ce5b_row15_col3, #T_1ce5b_row15_col5, #T_1ce5b_row15_col6, #T_1ce5b_row15_col7, #T_1ce5b_row16_col0, #T_1ce5b_row16_col3, #T_1ce5b_row16_col4, #T_1ce5b_row16_col5, #T_1ce5b_row16_col6, #T_1ce5b_row16_col7, #T_1ce5b_row17_col0, #T_1ce5b_row17_col2, #T_1ce5b_row17_col3, #T_1ce5b_row17_col4, #T_1ce5b_row17_col5, #T_1ce5b_row17_col6, #T_1ce5b_row17_col7 {\n",
+              "#T_0e913_row0_col0, #T_0e913_row0_col1, #T_0e913_row0_col2, #T_0e913_row0_col3, #T_0e913_row0_col4, #T_0e913_row0_col5, #T_0e913_row0_col6, #T_0e913_row1_col0, #T_0e913_row1_col1, #T_0e913_row1_col2, #T_0e913_row1_col3, #T_0e913_row1_col4, #T_0e913_row1_col6, #T_0e913_row2_col0, #T_0e913_row2_col1, #T_0e913_row2_col2, #T_0e913_row2_col3, #T_0e913_row2_col5, #T_0e913_row2_col6, #T_0e913_row3_col0, #T_0e913_row3_col1, #T_0e913_row3_col2, #T_0e913_row3_col3, #T_0e913_row3_col4, #T_0e913_row3_col6, #T_0e913_row4_col0, #T_0e913_row4_col1, #T_0e913_row4_col2, #T_0e913_row4_col3, #T_0e913_row4_col4, #T_0e913_row4_col6, #T_0e913_row5_col0, #T_0e913_row5_col1, #T_0e913_row5_col2, #T_0e913_row5_col3, #T_0e913_row5_col4, #T_0e913_row6_col0, #T_0e913_row6_col1, #T_0e913_row7_col0, #T_0e913_row7_col1, #T_0e913_row8_col0, #T_0e913_row9_col0, #T_0e913_row9_col3, #T_0e913_row11_col0, #T_0e913_row11_col3, #T_0e913_row12_col3, #T_0e913_row13_col0, #T_0e913_row13_col3, #T_0e913_row13_col6, #T_0e913_row14_col0, #T_0e913_row14_col3, #T_0e913_row14_col6, #T_0e913_row14_col7, #T_0e913_row15_col0, #T_0e913_row15_col3, #T_0e913_row15_col5, #T_0e913_row15_col6, #T_0e913_row15_col7, #T_0e913_row16_col0, #T_0e913_row16_col3, #T_0e913_row16_col4, #T_0e913_row16_col5, #T_0e913_row16_col6, #T_0e913_row16_col7, #T_0e913_row17_col0, #T_0e913_row17_col2, #T_0e913_row17_col3, #T_0e913_row17_col4, #T_0e913_row17_col5, #T_0e913_row17_col6, #T_0e913_row17_col7 {\n",
               "  background-color: #000000;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row0_col7 {\n",
+              "#T_0e913_row0_col7 {\n",
               "  background-color: #9595ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row1_col5, #T_1ce5b_row6_col4, #T_1ce5b_row7_col3, #T_1ce5b_row7_col4, #T_1ce5b_row10_col2, #T_1ce5b_row10_col7, #T_1ce5b_row12_col5 {\n",
+              "#T_0e913_row1_col5, #T_0e913_row6_col4, #T_0e913_row7_col3, #T_0e913_row7_col4, #T_0e913_row10_col2, #T_0e913_row10_col7, #T_0e913_row12_col5 {\n",
               "  background-color: #ffeded;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row1_col7 {\n",
+              "#T_0e913_row1_col7 {\n",
               "  background-color: #a9a9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row2_col4, #T_1ce5b_row8_col6 {\n",
+              "#T_0e913_row2_col4, #T_0e913_row8_col6 {\n",
               "  background-color: #ffe5e5;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row2_col7 {\n",
+              "#T_0e913_row2_col7 {\n",
               "  background-color: #adadff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row3_col5, #T_1ce5b_row16_col1 {\n",
+              "#T_0e913_row3_col5, #T_0e913_row16_col1 {\n",
               "  background-color: #9999ff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row3_col7, #T_1ce5b_row4_col7, #T_1ce5b_row6_col5, #T_1ce5b_row7_col2, #T_1ce5b_row14_col2, #T_1ce5b_row15_col4 {\n",
+              "#T_0e913_row3_col7, #T_0e913_row4_col7, #T_0e913_row6_col5, #T_0e913_row7_col2, #T_0e913_row14_col2, #T_0e913_row15_col4 {\n",
               "  background-color: #ddddff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row4_col5 {\n",
+              "#T_0e913_row4_col5 {\n",
               "  background-color: #ffe9e9;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row5_col5, #T_1ce5b_row6_col3, #T_1ce5b_row9_col6 {\n",
+              "#T_0e913_row5_col5, #T_0e913_row6_col3, #T_0e913_row9_col6 {\n",
               "  background-color: #fffdfd;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row5_col6 {\n",
+              "#T_0e913_row5_col6 {\n",
               "  background-color: #ffb1b1;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row5_col7, #T_1ce5b_row8_col3 {\n",
+              "#T_0e913_row5_col7, #T_0e913_row8_col3 {\n",
               "  background-color: #fff1f1;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row6_col2, #T_1ce5b_row11_col2, #T_1ce5b_row14_col1 {\n",
+              "#T_0e913_row6_col2, #T_0e913_row11_col2, #T_0e913_row14_col1 {\n",
               "  background-color: #fff5f5;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row6_col6, #T_1ce5b_row9_col1, #T_1ce5b_row10_col0, #T_1ce5b_row10_col3 {\n",
+              "#T_0e913_row6_col6, #T_0e913_row9_col1, #T_0e913_row10_col0, #T_0e913_row10_col3 {\n",
               "  background-color: #f5f5ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row6_col7, #T_1ce5b_row17_col1 {\n",
+              "#T_0e913_row6_col7, #T_0e913_row17_col1 {\n",
               "  background-color: #fdfdff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row7_col5, #T_1ce5b_row7_col6, #T_1ce5b_row8_col7, #T_1ce5b_row11_col6 {\n",
+              "#T_0e913_row7_col5, #T_0e913_row7_col6, #T_0e913_row8_col7, #T_0e913_row11_col6 {\n",
               "  background-color: #ffcdcd;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row7_col7, #T_1ce5b_row8_col1, #T_1ce5b_row9_col7 {\n",
+              "#T_0e913_row7_col7, #T_0e913_row8_col1, #T_0e913_row9_col7 {\n",
               "  background-color: #fff9f9;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row8_col2 {\n",
+              "#T_0e913_row8_col2 {\n",
               "  background-color: #e5e5ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row8_col4 {\n",
+              "#T_0e913_row8_col4 {\n",
               "  background-color: #ff6d6d;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row8_col5, #T_1ce5b_row9_col4, #T_1ce5b_row14_col4 {\n",
+              "#T_0e913_row8_col5, #T_0e913_row9_col4, #T_0e913_row14_col4 {\n",
               "  background-color: #ffe1e1;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row9_col2 {\n",
+              "#T_0e913_row9_col2 {\n",
               "  background-color: #e9e9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row9_col5 {\n",
+              "#T_0e913_row9_col5 {\n",
               "  background-color: #ffbdbd;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row10_col1, #T_1ce5b_row11_col1 {\n",
+              "#T_0e913_row10_col1, #T_0e913_row11_col1 {\n",
               "  background-color: #ededff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row10_col4 {\n",
+              "#T_0e913_row10_col4 {\n",
               "  background-color: #ffc1c1;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row10_col5 {\n",
+              "#T_0e913_row10_col5 {\n",
               "  background-color: #ff7d7d;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row10_col6 {\n",
+              "#T_0e913_row10_col6 {\n",
               "  background-color: #ff8d8d;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row11_col4 {\n",
+              "#T_0e913_row11_col4 {\n",
               "  background-color: #ff9999;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row11_col5 {\n",
+              "#T_0e913_row11_col5 {\n",
               "  background-color: #ffb5b5;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row11_col7 {\n",
+              "#T_0e913_row11_col7 {\n",
               "  background-color: #ffd9d9;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col0 {\n",
+              "#T_0e913_row12_col0 {\n",
               "  background-color: #cdcdff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col1, #T_1ce5b_row13_col1 {\n",
+              "#T_0e913_row12_col1, #T_0e913_row13_col1 {\n",
               "  background-color: #e1e1ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col2 {\n",
+              "#T_0e913_row12_col2 {\n",
               "  background-color: #ffc5c5;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col4 {\n",
+              "#T_0e913_row12_col4 {\n",
               "  background-color: #ffadad;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col6, #T_1ce5b_row13_col2, #T_1ce5b_row13_col5 {\n",
+              "#T_0e913_row12_col6, #T_0e913_row13_col2, #T_0e913_row13_col5 {\n",
               "  background-color: #ffdddd;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row12_col7 {\n",
+              "#T_0e913_row12_col7 {\n",
               "  background-color: #f9f9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row13_col4 {\n",
+              "#T_0e913_row13_col4 {\n",
               "  background-color: #ff5d5d;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row13_col7 {\n",
+              "#T_0e913_row13_col7 {\n",
               "  background-color: #2d2dff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row14_col5 {\n",
+              "#T_0e913_row14_col5 {\n",
               "  background-color: #9d9dff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
-              "#T_1ce5b_row15_col1 {\n",
+              "#T_0e913_row15_col1 {\n",
               "  background-color: #d5d5ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row15_col2 {\n",
+              "#T_0e913_row15_col2 {\n",
               "  background-color: #d9d9ff;\n",
               "  color: #000000;\n",
               "}\n",
-              "#T_1ce5b_row16_col2 {\n",
+              "#T_0e913_row16_col2 {\n",
               "  background-color: #8d8dff;\n",
               "  color: #f1f1f1;\n",
               "}\n",
               "</style>\n",
-              "<table id=\"T_1ce5b\">\n",
+              "<table id=\"T_0e913\">\n",
               "  <thead>\n",
               "    <tr>\n",
               "      <th class=\"index_name level0\" >d_bin</th>\n",
-              "      <th id=\"T_1ce5b_level0_col0\" class=\"col_heading level0 col0\" >3</th>\n",
-              "      <th id=\"T_1ce5b_level0_col1\" class=\"col_heading level0 col1\" >4</th>\n",
-              "      <th id=\"T_1ce5b_level0_col2\" class=\"col_heading level0 col2\" >5</th>\n",
-              "      <th id=\"T_1ce5b_level0_col3\" class=\"col_heading level0 col3\" >6</th>\n",
-              "      <th id=\"T_1ce5b_level0_col4\" class=\"col_heading level0 col4\" >7</th>\n",
-              "      <th id=\"T_1ce5b_level0_col5\" class=\"col_heading level0 col5\" >8</th>\n",
-              "      <th id=\"T_1ce5b_level0_col6\" class=\"col_heading level0 col6\" >9</th>\n",
-              "      <th id=\"T_1ce5b_level0_col7\" class=\"col_heading level0 col7\" >10</th>\n",
+              "      <th id=\"T_0e913_level0_col0\" class=\"col_heading level0 col0\" >3</th>\n",
+              "      <th id=\"T_0e913_level0_col1\" class=\"col_heading level0 col1\" >4</th>\n",
+              "      <th id=\"T_0e913_level0_col2\" class=\"col_heading level0 col2\" >5</th>\n",
+              "      <th id=\"T_0e913_level0_col3\" class=\"col_heading level0 col3\" >6</th>\n",
+              "      <th id=\"T_0e913_level0_col4\" class=\"col_heading level0 col4\" >7</th>\n",
+              "      <th id=\"T_0e913_level0_col5\" class=\"col_heading level0 col5\" >8</th>\n",
+              "      <th id=\"T_0e913_level0_col6\" class=\"col_heading level0 col6\" >9</th>\n",
+              "      <th id=\"T_0e913_level0_col7\" class=\"col_heading level0 col7\" >10</th>\n",
               "    </tr>\n",
               "    <tr>\n",
               "      <th class=\"index_name level0\" >s_bin</th>\n",
@@ -1057,208 +1083,208 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
-              "      <td id=\"T_1ce5b_row0_col0\" class=\"data row0 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col1\" class=\"data row0 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col2\" class=\"data row0 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col3\" class=\"data row0 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col4\" class=\"data row0 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col5\" class=\"data row0 col5\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col6\" class=\"data row0 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row0_col7\" class=\"data row0 col7\" >-4.17%</td>\n",
+              "      <th id=\"T_0e913_level0_row0\" class=\"row_heading level0 row0\" >0.710000</th>\n",
+              "      <td id=\"T_0e913_row0_col0\" class=\"data row0 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col1\" class=\"data row0 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col2\" class=\"data row0 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col3\" class=\"data row0 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col4\" class=\"data row0 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col5\" class=\"data row0 col5\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col6\" class=\"data row0 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row0_col7\" class=\"data row0 col7\" >-4.17%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
-              "      <td id=\"T_1ce5b_row1_col0\" class=\"data row1 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col1\" class=\"data row1 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col2\" class=\"data row1 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col3\" class=\"data row1 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col4\" class=\"data row1 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col5\" class=\"data row1 col5\" >0.74%</td>\n",
-              "      <td id=\"T_1ce5b_row1_col6\" class=\"data row1 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row1_col7\" class=\"data row1 col7\" >-3.30%</td>\n",
+              "      <th id=\"T_0e913_level0_row1\" class=\"row_heading level0 row1\" >1.000000</th>\n",
+              "      <td id=\"T_0e913_row1_col0\" class=\"data row1 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col1\" class=\"data row1 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col2\" class=\"data row1 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col3\" class=\"data row1 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col4\" class=\"data row1 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col5\" class=\"data row1 col5\" >0.74%</td>\n",
+              "      <td id=\"T_0e913_row1_col6\" class=\"data row1 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row1_col7\" class=\"data row1 col7\" >-3.30%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
-              "      <td id=\"T_1ce5b_row2_col0\" class=\"data row2 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col1\" class=\"data row2 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col2\" class=\"data row2 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col3\" class=\"data row2 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col4\" class=\"data row2 col4\" >1.07%</td>\n",
-              "      <td id=\"T_1ce5b_row2_col5\" class=\"data row2 col5\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col6\" class=\"data row2 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row2_col7\" class=\"data row2 col7\" >-3.16%</td>\n",
+              "      <th id=\"T_0e913_level0_row2\" class=\"row_heading level0 row2\" >1.400000</th>\n",
+              "      <td id=\"T_0e913_row2_col0\" class=\"data row2 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col1\" class=\"data row2 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col2\" class=\"data row2 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col3\" class=\"data row2 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col4\" class=\"data row2 col4\" >1.07%</td>\n",
+              "      <td id=\"T_0e913_row2_col5\" class=\"data row2 col5\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col6\" class=\"data row2 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row2_col7\" class=\"data row2 col7\" >-3.16%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
-              "      <td id=\"T_1ce5b_row3_col0\" class=\"data row3 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col1\" class=\"data row3 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col2\" class=\"data row3 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col3\" class=\"data row3 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col4\" class=\"data row3 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col5\" class=\"data row3 col5\" >-3.94%</td>\n",
-              "      <td id=\"T_1ce5b_row3_col6\" class=\"data row3 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row3_col7\" class=\"data row3 col7\" >-1.41%</td>\n",
+              "      <th id=\"T_0e913_level0_row3\" class=\"row_heading level0 row3\" >1.960000</th>\n",
+              "      <td id=\"T_0e913_row3_col0\" class=\"data row3 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col1\" class=\"data row3 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col2\" class=\"data row3 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col3\" class=\"data row3 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col4\" class=\"data row3 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col5\" class=\"data row3 col5\" >-3.94%</td>\n",
+              "      <td id=\"T_0e913_row3_col6\" class=\"data row3 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row3_col7\" class=\"data row3 col7\" >-1.41%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
-              "      <td id=\"T_1ce5b_row4_col0\" class=\"data row4 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col1\" class=\"data row4 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col2\" class=\"data row4 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col3\" class=\"data row4 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col4\" class=\"data row4 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col5\" class=\"data row4 col5\" >0.81%</td>\n",
-              "      <td id=\"T_1ce5b_row4_col6\" class=\"data row4 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row4_col7\" class=\"data row4 col7\" >-1.25%</td>\n",
+              "      <th id=\"T_0e913_level0_row4\" class=\"row_heading level0 row4\" >2.740000</th>\n",
+              "      <td id=\"T_0e913_row4_col0\" class=\"data row4 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col1\" class=\"data row4 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col2\" class=\"data row4 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col3\" class=\"data row4 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col4\" class=\"data row4 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col5\" class=\"data row4 col5\" >0.81%</td>\n",
+              "      <td id=\"T_0e913_row4_col6\" class=\"data row4 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row4_col7\" class=\"data row4 col7\" >-1.25%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
-              "      <td id=\"T_1ce5b_row5_col0\" class=\"data row5 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row5_col1\" class=\"data row5 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row5_col2\" class=\"data row5 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row5_col3\" class=\"data row5 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row5_col4\" class=\"data row5 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row5_col5\" class=\"data row5 col5\" >0.08%</td>\n",
-              "      <td id=\"T_1ce5b_row5_col6\" class=\"data row5 col6\" >2.97%</td>\n",
-              "      <td id=\"T_1ce5b_row5_col7\" class=\"data row5 col7\" >0.56%</td>\n",
+              "      <th id=\"T_0e913_level0_row5\" class=\"row_heading level0 row5\" >3.840000</th>\n",
+              "      <td id=\"T_0e913_row5_col0\" class=\"data row5 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row5_col1\" class=\"data row5 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row5_col2\" class=\"data row5 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row5_col3\" class=\"data row5 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row5_col4\" class=\"data row5 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row5_col5\" class=\"data row5 col5\" >0.08%</td>\n",
+              "      <td id=\"T_0e913_row5_col6\" class=\"data row5 col6\" >2.97%</td>\n",
+              "      <td id=\"T_0e913_row5_col7\" class=\"data row5 col7\" >0.56%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
-              "      <td id=\"T_1ce5b_row6_col0\" class=\"data row6 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row6_col1\" class=\"data row6 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row6_col2\" class=\"data row6 col2\" >0.44%</td>\n",
-              "      <td id=\"T_1ce5b_row6_col3\" class=\"data row6 col3\" >0.06%</td>\n",
-              "      <td id=\"T_1ce5b_row6_col4\" class=\"data row6 col4\" >0.63%</td>\n",
-              "      <td id=\"T_1ce5b_row6_col5\" class=\"data row6 col5\" >-1.34%</td>\n",
-              "      <td id=\"T_1ce5b_row6_col6\" class=\"data row6 col6\" >-0.46%</td>\n",
-              "      <td id=\"T_1ce5b_row6_col7\" class=\"data row6 col7\" >-0.10%</td>\n",
+              "      <th id=\"T_0e913_level0_row6\" class=\"row_heading level0 row6\" >5.380000</th>\n",
+              "      <td id=\"T_0e913_row6_col0\" class=\"data row6 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row6_col1\" class=\"data row6 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row6_col2\" class=\"data row6 col2\" >0.44%</td>\n",
+              "      <td id=\"T_0e913_row6_col3\" class=\"data row6 col3\" >0.06%</td>\n",
+              "      <td id=\"T_0e913_row6_col4\" class=\"data row6 col4\" >0.63%</td>\n",
+              "      <td id=\"T_0e913_row6_col5\" class=\"data row6 col5\" >-1.34%</td>\n",
+              "      <td id=\"T_0e913_row6_col6\" class=\"data row6 col6\" >-0.46%</td>\n",
+              "      <td id=\"T_0e913_row6_col7\" class=\"data row6 col7\" >-0.10%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
-              "      <td id=\"T_1ce5b_row7_col0\" class=\"data row7 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row7_col1\" class=\"data row7 col1\" ></td>\n",
-              "      <td id=\"T_1ce5b_row7_col2\" class=\"data row7 col2\" >-1.38%</td>\n",
-              "      <td id=\"T_1ce5b_row7_col3\" class=\"data row7 col3\" >0.73%</td>\n",
-              "      <td id=\"T_1ce5b_row7_col4\" class=\"data row7 col4\" >0.63%</td>\n",
-              "      <td id=\"T_1ce5b_row7_col5\" class=\"data row7 col5\" >1.91%</td>\n",
-              "      <td id=\"T_1ce5b_row7_col6\" class=\"data row7 col6\" >1.99%</td>\n",
-              "      <td id=\"T_1ce5b_row7_col7\" class=\"data row7 col7\" >0.24%</td>\n",
+              "      <th id=\"T_0e913_level0_row7\" class=\"row_heading level0 row7\" >7.530000</th>\n",
+              "      <td id=\"T_0e913_row7_col0\" class=\"data row7 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row7_col1\" class=\"data row7 col1\" ></td>\n",
+              "      <td id=\"T_0e913_row7_col2\" class=\"data row7 col2\" >-1.38%</td>\n",
+              "      <td id=\"T_0e913_row7_col3\" class=\"data row7 col3\" >0.73%</td>\n",
+              "      <td id=\"T_0e913_row7_col4\" class=\"data row7 col4\" >0.63%</td>\n",
+              "      <td id=\"T_0e913_row7_col5\" class=\"data row7 col5\" >1.91%</td>\n",
+              "      <td id=\"T_0e913_row7_col6\" class=\"data row7 col6\" >1.99%</td>\n",
+              "      <td id=\"T_0e913_row7_col7\" class=\"data row7 col7\" >0.24%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
-              "      <td id=\"T_1ce5b_row8_col0\" class=\"data row8 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row8_col1\" class=\"data row8 col1\" >0.27%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col2\" class=\"data row8 col2\" >-1.08%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col3\" class=\"data row8 col3\" >0.47%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col4\" class=\"data row8 col4\" >5.63%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col5\" class=\"data row8 col5\" >1.13%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col6\" class=\"data row8 col6\" >0.99%</td>\n",
-              "      <td id=\"T_1ce5b_row8_col7\" class=\"data row8 col7\" >2.02%</td>\n",
+              "      <th id=\"T_0e913_level0_row8\" class=\"row_heading level0 row8\" >10.540000</th>\n",
+              "      <td id=\"T_0e913_row8_col0\" class=\"data row8 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row8_col1\" class=\"data row8 col1\" >0.27%</td>\n",
+              "      <td id=\"T_0e913_row8_col2\" class=\"data row8 col2\" >-1.08%</td>\n",
+              "      <td id=\"T_0e913_row8_col3\" class=\"data row8 col3\" >0.47%</td>\n",
+              "      <td id=\"T_0e913_row8_col4\" class=\"data row8 col4\" >5.63%</td>\n",
+              "      <td id=\"T_0e913_row8_col5\" class=\"data row8 col5\" >1.13%</td>\n",
+              "      <td id=\"T_0e913_row8_col6\" class=\"data row8 col6\" >0.99%</td>\n",
+              "      <td id=\"T_0e913_row8_col7\" class=\"data row8 col7\" >2.02%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
-              "      <td id=\"T_1ce5b_row9_col0\" class=\"data row9 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row9_col1\" class=\"data row9 col1\" >-0.36%</td>\n",
-              "      <td id=\"T_1ce5b_row9_col2\" class=\"data row9 col2\" >-0.82%</td>\n",
-              "      <td id=\"T_1ce5b_row9_col3\" class=\"data row9 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row9_col4\" class=\"data row9 col4\" >1.15%</td>\n",
-              "      <td id=\"T_1ce5b_row9_col5\" class=\"data row9 col5\" >2.54%</td>\n",
-              "      <td id=\"T_1ce5b_row9_col6\" class=\"data row9 col6\" >0.04%</td>\n",
-              "      <td id=\"T_1ce5b_row9_col7\" class=\"data row9 col7\" >0.17%</td>\n",
+              "      <th id=\"T_0e913_level0_row9\" class=\"row_heading level0 row9\" >14.760000</th>\n",
+              "      <td id=\"T_0e913_row9_col0\" class=\"data row9 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row9_col1\" class=\"data row9 col1\" >-0.36%</td>\n",
+              "      <td id=\"T_0e913_row9_col2\" class=\"data row9 col2\" >-0.82%</td>\n",
+              "      <td id=\"T_0e913_row9_col3\" class=\"data row9 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row9_col4\" class=\"data row9 col4\" >1.15%</td>\n",
+              "      <td id=\"T_0e913_row9_col5\" class=\"data row9 col5\" >2.54%</td>\n",
+              "      <td id=\"T_0e913_row9_col6\" class=\"data row9 col6\" >0.04%</td>\n",
+              "      <td id=\"T_0e913_row9_col7\" class=\"data row9 col7\" >0.17%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
-              "      <td id=\"T_1ce5b_row10_col0\" class=\"data row10 col0\" >-0.33%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col1\" class=\"data row10 col1\" >-0.63%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col2\" class=\"data row10 col2\" >0.71%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col3\" class=\"data row10 col3\" >-0.33%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col4\" class=\"data row10 col4\" >2.44%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col5\" class=\"data row10 col5\" >5.01%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col6\" class=\"data row10 col6\" >4.46%</td>\n",
-              "      <td id=\"T_1ce5b_row10_col7\" class=\"data row10 col7\" >0.75%</td>\n",
+              "      <th id=\"T_0e913_level0_row10\" class=\"row_heading level0 row10\" >20.660000</th>\n",
+              "      <td id=\"T_0e913_row10_col0\" class=\"data row10 col0\" >-0.33%</td>\n",
+              "      <td id=\"T_0e913_row10_col1\" class=\"data row10 col1\" >-0.63%</td>\n",
+              "      <td id=\"T_0e913_row10_col2\" class=\"data row10 col2\" >0.71%</td>\n",
+              "      <td id=\"T_0e913_row10_col3\" class=\"data row10 col3\" >-0.33%</td>\n",
+              "      <td id=\"T_0e913_row10_col4\" class=\"data row10 col4\" >2.44%</td>\n",
+              "      <td id=\"T_0e913_row10_col5\" class=\"data row10 col5\" >5.01%</td>\n",
+              "      <td id=\"T_0e913_row10_col6\" class=\"data row10 col6\" >4.46%</td>\n",
+              "      <td id=\"T_0e913_row10_col7\" class=\"data row10 col7\" >0.75%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
-              "      <td id=\"T_1ce5b_row11_col0\" class=\"data row11 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row11_col1\" class=\"data row11 col1\" >-0.72%</td>\n",
-              "      <td id=\"T_1ce5b_row11_col2\" class=\"data row11 col2\" >0.40%</td>\n",
-              "      <td id=\"T_1ce5b_row11_col3\" class=\"data row11 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row11_col4\" class=\"data row11 col4\" >3.91%</td>\n",
-              "      <td id=\"T_1ce5b_row11_col5\" class=\"data row11 col5\" >2.94%</td>\n",
-              "      <td id=\"T_1ce5b_row11_col6\" class=\"data row11 col6\" >1.99%</td>\n",
-              "      <td id=\"T_1ce5b_row11_col7\" class=\"data row11 col7\" >1.51%</td>\n",
+              "      <th id=\"T_0e913_level0_row11\" class=\"row_heading level0 row11\" >28.930000</th>\n",
+              "      <td id=\"T_0e913_row11_col0\" class=\"data row11 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row11_col1\" class=\"data row11 col1\" >-0.72%</td>\n",
+              "      <td id=\"T_0e913_row11_col2\" class=\"data row11 col2\" >0.40%</td>\n",
+              "      <td id=\"T_0e913_row11_col3\" class=\"data row11 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row11_col4\" class=\"data row11 col4\" >3.91%</td>\n",
+              "      <td id=\"T_0e913_row11_col5\" class=\"data row11 col5\" >2.94%</td>\n",
+              "      <td id=\"T_0e913_row11_col6\" class=\"data row11 col6\" >1.99%</td>\n",
+              "      <td id=\"T_0e913_row11_col7\" class=\"data row11 col7\" >1.51%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
-              "      <td id=\"T_1ce5b_row12_col0\" class=\"data row12 col0\" >-1.95%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col1\" class=\"data row12 col1\" >-1.18%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col2\" class=\"data row12 col2\" >2.30%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col3\" class=\"data row12 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row12_col4\" class=\"data row12 col4\" >3.27%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col5\" class=\"data row12 col5\" >0.65%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col6\" class=\"data row12 col6\" >1.27%</td>\n",
-              "      <td id=\"T_1ce5b_row12_col7\" class=\"data row12 col7\" >-0.31%</td>\n",
+              "      <th id=\"T_0e913_level0_row12\" class=\"row_heading level0 row12\" >40.500000</th>\n",
+              "      <td id=\"T_0e913_row12_col0\" class=\"data row12 col0\" >-1.95%</td>\n",
+              "      <td id=\"T_0e913_row12_col1\" class=\"data row12 col1\" >-1.18%</td>\n",
+              "      <td id=\"T_0e913_row12_col2\" class=\"data row12 col2\" >2.30%</td>\n",
+              "      <td id=\"T_0e913_row12_col3\" class=\"data row12 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row12_col4\" class=\"data row12 col4\" >3.27%</td>\n",
+              "      <td id=\"T_0e913_row12_col5\" class=\"data row12 col5\" >0.65%</td>\n",
+              "      <td id=\"T_0e913_row12_col6\" class=\"data row12 col6\" >1.27%</td>\n",
+              "      <td id=\"T_0e913_row12_col7\" class=\"data row12 col7\" >-0.31%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
-              "      <td id=\"T_1ce5b_row13_col0\" class=\"data row13 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row13_col1\" class=\"data row13 col1\" >-1.15%</td>\n",
-              "      <td id=\"T_1ce5b_row13_col2\" class=\"data row13 col2\" >1.29%</td>\n",
-              "      <td id=\"T_1ce5b_row13_col3\" class=\"data row13 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row13_col4\" class=\"data row13 col4\" >6.37%</td>\n",
-              "      <td id=\"T_1ce5b_row13_col5\" class=\"data row13 col5\" >1.25%</td>\n",
-              "      <td id=\"T_1ce5b_row13_col6\" class=\"data row13 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row13_col7\" class=\"data row13 col7\" >-8.18%</td>\n",
+              "      <th id=\"T_0e913_level0_row13\" class=\"row_heading level0 row13\" >56.690000</th>\n",
+              "      <td id=\"T_0e913_row13_col0\" class=\"data row13 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row13_col1\" class=\"data row13 col1\" >-1.15%</td>\n",
+              "      <td id=\"T_0e913_row13_col2\" class=\"data row13 col2\" >1.29%</td>\n",
+              "      <td id=\"T_0e913_row13_col3\" class=\"data row13 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row13_col4\" class=\"data row13 col4\" >6.37%</td>\n",
+              "      <td id=\"T_0e913_row13_col5\" class=\"data row13 col5\" >1.25%</td>\n",
+              "      <td id=\"T_0e913_row13_col6\" class=\"data row13 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row13_col7\" class=\"data row13 col7\" >-8.18%</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
-              "      <td id=\"T_1ce5b_row14_col0\" class=\"data row14 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row14_col1\" class=\"data row14 col1\" >0.46%</td>\n",
-              "      <td id=\"T_1ce5b_row14_col2\" class=\"data row14 col2\" >-1.35%</td>\n",
-              "      <td id=\"T_1ce5b_row14_col3\" class=\"data row14 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row14_col4\" class=\"data row14 col4\" >1.22%</td>\n",
-              "      <td id=\"T_1ce5b_row14_col5\" class=\"data row14 col5\" >-3.82%</td>\n",
-              "      <td id=\"T_1ce5b_row14_col6\" class=\"data row14 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row14_col7\" class=\"data row14 col7\" ></td>\n",
+              "      <th id=\"T_0e913_level0_row14\" class=\"row_heading level0 row14\" >79.370000</th>\n",
+              "      <td id=\"T_0e913_row14_col0\" class=\"data row14 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row14_col1\" class=\"data row14 col1\" >0.46%</td>\n",
+              "      <td id=\"T_0e913_row14_col2\" class=\"data row14 col2\" >-1.35%</td>\n",
+              "      <td id=\"T_0e913_row14_col3\" class=\"data row14 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row14_col4\" class=\"data row14 col4\" >1.22%</td>\n",
+              "      <td id=\"T_0e913_row14_col5\" class=\"data row14 col5\" >-3.82%</td>\n",
+              "      <td id=\"T_0e913_row14_col6\" class=\"data row14 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row14_col7\" class=\"data row14 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
-              "      <td id=\"T_1ce5b_row15_col0\" class=\"data row15 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row15_col1\" class=\"data row15 col1\" >-1.67%</td>\n",
-              "      <td id=\"T_1ce5b_row15_col2\" class=\"data row15 col2\" >-1.53%</td>\n",
-              "      <td id=\"T_1ce5b_row15_col3\" class=\"data row15 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row15_col4\" class=\"data row15 col4\" >-1.38%</td>\n",
-              "      <td id=\"T_1ce5b_row15_col5\" class=\"data row15 col5\" ></td>\n",
-              "      <td id=\"T_1ce5b_row15_col6\" class=\"data row15 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row15_col7\" class=\"data row15 col7\" ></td>\n",
+              "      <th id=\"T_0e913_level0_row15\" class=\"row_heading level0 row15\" >111.120000</th>\n",
+              "      <td id=\"T_0e913_row15_col0\" class=\"data row15 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row15_col1\" class=\"data row15 col1\" >-1.67%</td>\n",
+              "      <td id=\"T_0e913_row15_col2\" class=\"data row15 col2\" >-1.53%</td>\n",
+              "      <td id=\"T_0e913_row15_col3\" class=\"data row15 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row15_col4\" class=\"data row15 col4\" >-1.38%</td>\n",
+              "      <td id=\"T_0e913_row15_col5\" class=\"data row15 col5\" ></td>\n",
+              "      <td id=\"T_0e913_row15_col6\" class=\"data row15 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row15_col7\" class=\"data row15 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
-              "      <td id=\"T_1ce5b_row16_col0\" class=\"data row16 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row16_col1\" class=\"data row16 col1\" >-3.99%</td>\n",
-              "      <td id=\"T_1ce5b_row16_col2\" class=\"data row16 col2\" >-4.38%</td>\n",
-              "      <td id=\"T_1ce5b_row16_col3\" class=\"data row16 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row16_col4\" class=\"data row16 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row16_col5\" class=\"data row16 col5\" ></td>\n",
-              "      <td id=\"T_1ce5b_row16_col6\" class=\"data row16 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row16_col7\" class=\"data row16 col7\" ></td>\n",
+              "      <th id=\"T_0e913_level0_row16\" class=\"row_heading level0 row16\" >155.570000</th>\n",
+              "      <td id=\"T_0e913_row16_col0\" class=\"data row16 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row16_col1\" class=\"data row16 col1\" >-3.99%</td>\n",
+              "      <td id=\"T_0e913_row16_col2\" class=\"data row16 col2\" >-4.38%</td>\n",
+              "      <td id=\"T_0e913_row16_col3\" class=\"data row16 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row16_col4\" class=\"data row16 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row16_col5\" class=\"data row16 col5\" ></td>\n",
+              "      <td id=\"T_0e913_row16_col6\" class=\"data row16 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row16_col7\" class=\"data row16 col7\" ></td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th id=\"T_1ce5b_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
-              "      <td id=\"T_1ce5b_row17_col0\" class=\"data row17 col0\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col1\" class=\"data row17 col1\" >-0.04%</td>\n",
-              "      <td id=\"T_1ce5b_row17_col2\" class=\"data row17 col2\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col3\" class=\"data row17 col3\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col4\" class=\"data row17 col4\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col5\" class=\"data row17 col5\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col6\" class=\"data row17 col6\" ></td>\n",
-              "      <td id=\"T_1ce5b_row17_col7\" class=\"data row17 col7\" ></td>\n",
+              "      <th id=\"T_0e913_level0_row17\" class=\"row_heading level0 row17\" >217.800000</th>\n",
+              "      <td id=\"T_0e913_row17_col0\" class=\"data row17 col0\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col1\" class=\"data row17 col1\" >-0.04%</td>\n",
+              "      <td id=\"T_0e913_row17_col2\" class=\"data row17 col2\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col3\" class=\"data row17 col3\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col4\" class=\"data row17 col4\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col5\" class=\"data row17 col5\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col6\" class=\"data row17 col6\" ></td>\n",
+              "      <td id=\"T_0e913_row17_col7\" class=\"data row17 col7\" ></td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n"
             ],
             "text/plain": [
-              "<pandas.io.formats.style.Styler at 0x2b351b9d0>"
+              "<pandas.io.formats.style.Styler at 0x2c49801c0>"
             ]
           },
           "execution_count": 12,