diff --git a/notebooks/seaborn_TP_solutions.ipynb b/notebooks/seaborn_TP_solutions.ipynb
index 893f0dc28ee2c20459e235fc969beaa4f4e14f6c..4b5b63dd7c75c7b47050625063df4bf09dc54fd2 100644
--- a/notebooks/seaborn_TP_solutions.ipynb
+++ b/notebooks/seaborn_TP_solutions.ipynb
@@ -41,6 +41,18 @@
   {
    "cell_type": "code",
    "execution_count": 2,
+   "id": "d4500895-2a2c-4ebb-a1fc-153e97769b9d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import warnings\n",
+    "warnings.simplefilter(action='ignore', category=FutureWarning, lineno=1498)\n",
+    "warnings.simplefilter(action='ignore', category=UserWarning, lineno=118)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "id": "skilled-daniel",
    "metadata": {},
    "outputs": [],
@@ -50,7 +62,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "brutal-manufacturer",
    "metadata": {},
    "outputs": [
@@ -256,7 +268,7 @@
        "[5 rows x 44 columns]"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -275,30 +287,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "id": "saved-identity",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='Sex', ylabel='Temperature'>"
+       "<Axes: xlabel='Sex', ylabel='Temperature'>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -316,30 +326,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "id": "continuous-indian",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='Age', ylabel='Count'>"
+       "<Axes: xlabel='Age', ylabel='Count'>"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -349,30 +365,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "id": "understanding-vegetarian",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='Age', ylabel='Count'>"
+       "<Axes: xlabel='Age', ylabel='Count'>"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -390,30 +412,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "id": "worldwide-communication",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='VaccineYellowFever', ylabel='count'>"
+       "<Axes: xlabel='VaccineYellowFever', ylabel='count'>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -431,30 +451,36 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "id": "academic-measure",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='Age', ylabel='Count'>"
+       "<Axes: xlabel='Age', ylabel='Count'>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAGwCAYAAACzXI8XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABIwElEQVR4nO3dd3xUZaI+8OdMyaRP+kw6IaTQQgktIoqAIGKh6OJe2atrWdcFG+6ucte6P724613LXhF270VxL2vDK4iKKEWidAiEUEJIQiAhySSZtGmZfn5/BOcaBYRkkjMneb6fz3xk5kyGJ4cx8+Sc97yvIIqiCCIiIiIZUkgdgIiIiKi7WGSIiIhItlhkiIiISLZYZIiIiEi2WGSIiIhItlhkiIiISLZYZIiIiEi2VFIH6G1erxd1dXWIiIiAIAhSxyEiIqLLIIoizGYzkpKSoFBc/LhLvy8ydXV1SE1NlToGERERdUNNTQ1SUlIuur3fF5mIiAgAnTsiMjJS4jRERER0OUwmE1JTU32f4xfT74vMd6eTIiMjWWSIiIhk5qeGhXCwLxEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJlqRFZuXKlcjLy/Otg1RQUIAvvvjCt91ut2Px4sWIjY1FeHg4FixYgIaGBgkTExERUSCRtMikpKTgpZdeQlFREQ4ePIhp06bh1ltvxfHjxwEAjz32GD799FOsW7cOhYWFqKurw/z586WMTERERAFEEEVRlDrE98XExODll1/Gbbfdhvj4eLz77ru47bbbAAAnT57E0KFDsWfPHkyaNOmyXs9kMkGr1aK9vZ2rXxMREcnE5X5+q/ow0yV5PB6sW7cOVqsVBQUFKCoqgsvlwowZM3zPyc3NRVpa2iWLjMPhgMPh8N03mUy9np2IiPpOdXU1jEaj1DF6LC4uDmlpaVLHkD3Ji8zRo0dRUFAAu92O8PBwrF+/HsOGDUNxcTGCgoIQFRXV5fk6nQ4Gg+Gir7d8+XI8//zzvZyaiIikUF1djdyhQ9Fhs0kdpcdCQkNxsrSUZaaHJC8yOTk5KC4uRnt7Oz766CPcddddKCws7PbrLVu2DEuXLvXdN5lMSE1N9UdUIiKSmNFoRIfNhjufeBm6tEyp43RbQ3Ul/vmn38FoNLLI9JDkRSYoKAhDhgwBAOTn5+PAgQN4/fXXsXDhQjidTrS1tXU5KtPQ0AC9Xn/R19NoNNBoNL0dm4iIJKRLy0RK1nCpY1AACLh5ZLxeLxwOB/Lz86FWq7Ft2zbftrKyMlRXV6OgoEDChERERBQoJD0is2zZMsyePRtpaWkwm8149913sWPHDnz55ZfQarW49957sXTpUsTExCAyMhIPPfQQCgoKLvuKJSIiIurfJC0yjY2N+Nd//VfU19dDq9UiLy8PX375Ja6//noAwKuvvgqFQoEFCxbA4XBg1qxZePPNN6WMTERERAFE0iKzevXqS24PDg7GihUrsGLFij5KRERERHIScGNkiIiIiC4XiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyRaLDBEREckWiwwRERHJFosMERERyZZK6gBERNQ3qqurYTQapY7RI6WlpVJHoADDIkNENABUV1cjd+hQdNhsUkfxC4vFInUEChAsMkREA4DRaESHzYY7n3gZurRMqeN0W+n+Qnzxzuuw2+1SR6EAwSJDRDSA6NIykZI1XOoY3dZQXSl1BAowHOxLREREssUiQ0RERLLFIkNERESyxSJDREREssUiQ0RERLIlaZFZvnw5xo8fj4iICCQkJGDu3LkoKyvr8pypU6dCEIQut1//+tcSJSYiIqJAImmRKSwsxOLFi7F3715s2bIFLpcLM2fOhNVq7fK8+++/H/X19b7bn//8Z4kSExERUSCRdB6ZzZs3d7m/Zs0aJCQkoKioCNdcc43v8dDQUOj1+st6TYfDAYfD4btvMpn8E5aIiIgCTkCNkWlvbwcAxMTEdHn8n//8J+Li4jBixAgsW7YMtktMsb18+XJotVrfLTU1tVczExERkXQCZmZfr9eLRx99FJMnT8aIESN8j//Lv/wL0tPTkZSUhJKSEjzxxBMoKyvDxx9/fMHXWbZsGZYuXeq7bzKZWGaIiIj6qYApMosXL8axY8ewc+fOLo//6le/8v155MiRSExMxPTp01FZWYnMzB+vF6LRaKDRaHo9LxEREUkvIE4tLVmyBJ999hm+/vprpKSkXPK5EydOBABUVFT0RTQiIiIKYJIekRFFEQ899BDWr1+PHTt2ICMj4ye/pri4GACQmJjYy+mIiIgo0ElaZBYvXox3330Xn3zyCSIiImAwGAAAWq0WISEhqKysxLvvvosbb7wRsbGxKCkpwWOPPYZrrrkGeXl5UkYnIqIAJIoizA432m0uOD1euDxeKAQBwWolQoOUiA4NglIhSB2T/EjSIrNy5UoAnZPefd/bb7+Nu+++G0FBQdi6dStee+01WK1WpKamYsGCBXjqqackSEtERIFGFEUYTHacMdpQ29aBBpMdbq940ecrBCAmLAhpMaEYHBeORG0wFCw2sib5qaVLSU1NRWFhYR+lISIiubB7ldhVYURZgxlmu7vLNoUARAarERKkhFIhQBQBu8sDs90Np8cLo8UJo8WJQ9VtCNeoMDJFixFJkQgNCpjrX+gK8F+NiIhkwwIN4uYuwz57AnC2FQCgVgrIiAtDanQokqJCEBWivuBRFlEUYba7YTDZUWW0ospohcXhxp7KZhyoasHYtGiMTY+CRqXs62+LeoBFhoiIAl6rzYk9lc0ox2CE5QwGAKRGh2BkshYZcWFQKX/6IlxBEBAZokZkiBrZugi4PV6UN1pQXNOGRrMD+8+04GhtO67Njke2LhyCwFNOcsAiQ0REAcvl8WJ/VQsOVbeic+iLCOvxQlybPwyTx07u0WurlAoMTYxErj4ClU1W7Ko0os3mwubjBpQ3hmFabgJPN8lAQMwjQ0RE9EPVLTb8z96zOHi2s8Skx4ZiDKpg/Ow/EKZw//QLXCZBEDAkIRyLJqZjYkYMFAJQ2WTFe/trYDDZ/fb3UO9gkSEiooDi8nix/WQj1h+uhdnuRkSwCjfnJeLWUUkIg+OnX6CblAoBkwbH4o7xaYgOVcPicOOjonM4Uc/FhwMZj5kREVHAMFoc+OKYAS1WJwAgL1mLyUPiEKTqu9+74yM0WDg+FV8db8BpoxVbTjTA5nRjXHrMT38x9TkWGSIiCggn603YerIRHq+I0CAlZg3XIy0mVJIsGpUSN+UlYldlM4rOtmJXRTPsTi8mD4nlIOAAwyJDRESS8ooidlc0o6i683Lq9NhQzBymk3ygrSAIuHpIHELVSnxbYezMJwCTM1lmAgmLDBERScbh9mDzMQPONNsAAOMHRaNgcGAVhbHp0QhSKbDtZCOKzrZCrRAwcXCs1LHoPBYZIiKSRJvNiU+P1KPF5oRSIeD6oTrk6COkjnVBI5K1cHm8+KbciL1VLQgOUmJUSpTUsQgsMkREJAGDyY5Pimthd3kRrlHhprxE6CKDpY51SWPSouF0e7G3qgWFZU3QhqgxKDZM6lgDHi+/JiKiPlXdYsPHh87B7vIiIUKDO8anBnyJ+c6EjBgMTYyACOCLowYYLb13OThdHhYZIiLqM+UNZmwsroPLIyI1JgQLxqYgTCOfkwOCIGB6rg7JUSFwerz4rKQeDpdH6lgDGosMERH1iaPn2rHpmAEeUcSQhHDcMiqpT+eH8RelQsCcvEREBKvQ3uHCVycaIIqi1LEGLPm9g4iISHaKzrZie1kjAGBEciRmj9BDpZDvR1CIWok5IxOhFAScNlp9l45T35Pvu4iIiGThwJkW7KwwAui8vHpaTgIUAXR5dXfpIoNxTXYcAGB3ZTPXZZIIiwwREfWa/WdasLuyGQAwaXAMrsqMC6g5YnpqZLIWWQnhEEXgy+MGuDxeqSMNOCwyRETUK/ZVNWPP+RJTkBmLiRn9bxI5QRAwLTcB4RoV2mwufFtulDrSgMMiQ0REfrfvdDP2nm4BAFyVGYsJg/rvgovBaiWuH6YDABytbcfZZqvEiQYWFhkiIvKrg2dasLeqs8RcPSQO4/txiflOWkwoRqVoAQDbTjbC6eYppr7CIkNERH5zpKYNu86fTpqcGYv89GiJE/WdqzLjEBGsgtnuxp7TzVLHGTBYZIiIyC+O17Vjx6kmAMCEQTEYNwCOxHxfkEqB6bkJAIDimjbUt3dInGhgYJEhIqIeO9VgxrbSznlixqRGYdLggVVivpMeG4ah5xe+/PpkE7ycKK/XscgQEVGPnG6y4MvjBojonOxuSlb/usT6Sl2dFQeNSoEmiwNHz7VLHaffY5EhIqJuq26xYdNRA7wikKuPwLSchAFdYgAgNEiFgszOS813n26GzemWOFH/xiJDRETdUtvWgU+P1MEjisiMD8P1Q3UDvsR8Z2SyFvERGjjdXuyq4MDf3sQiQ0REV6zBZMfG4jq4vSLSY0Mxe0QiFAqWmO8oBAHX5cQDAE7Um9BkdkicqP9ikSEioititDiw4XAtnB4vUqJCcNPIRChZYn4kURuCbF04AOCb8iaukN1LWGSIiOiytdqc+PhQLexuL/SRwbh5VBJUSn6UXMzkzDgoFQLOtXagysgZf3sD331ERHRZTB0ufHyoFh0uD+LDNbh1dBKCVPwYuZTIEDXGpEYBAHZWGOH18qiMv/EdSEREP8lid+Pjw7WwONyICQ3C3DFJCFYrpY4lC+MGRSNErUSrzYUT9Sap4/Q7LDJERHRJVocbHx8+h/YOF7Qhaswbk4zQIJXUsWRDo1Ji/KDOpRr2VbXA7eE6TP7EIkNERBfV4fRg/eFatNpcCNeoMH9MMsKDWWKu1MhkLcI1KlgcbpRwkjy/YpEhIqILcrg8WF9ci2arE2FBSiwYm4zIELXUsWRJpVRg4vllGw6cbYGLB2X8hkWGiIh+xOn2YkNxHZrMDoSolZg/NgVRoUFSx5K1YfpIRIeqYXd5UWnmx6+/cE8SEVEXLo8XnxyphcFkR7BKgXljkhETxhLTUwqFgAnnVwQvNyshqIMlTtQ/sMgQEZGP2+PFpyV1qGuzI0ipwNwxyYiP0Egdq9/I1kVAG6KG0ysgfPRsqeP0CywyREQEAHB7vfj8aD1qWjqgVgqYOyYJukgeNfAnhULAuPNXMGknzIfDzXlleopFhoiI4PZ48XlJPc4026BSCLhlVBIStSFSx+qXhuojEaoUoQyPxrYqm9RxZI9FhohogOs8nfR/JebmUUlIiQ6VOla/pVQIyI70AADWn7TA4fZInEjeWGSIiAYwl8eLjUfqUN1ig1op4NbRSUiLYYnpbYPCvXCbm9Hc4cXHh2qljiNrLDJERAOU0+3FxuI61LR2jom5dVQyj8T0EaUAmPb/LwDgzR0VcHG2325jkSEiGoDsLg82FNfiXFtH59VJo5ORHM0xMX3JUvwlIjUK1LR0YGNxndRxZItFhohogLE43Pio6Bzq2+3QnJ8nJimKJaaviW4HbskOA9B5VIYrY3cPiwwR0QBicQHrDtb4lh24LT8Fei0vsZbKDUNCEa5RobLJisLyJqnjyBKLDBHRAKFOGIwdDWqY7G5oQ9S4fVwq4sI52Z2UQtUK3DE+FQCw+tsqidPIE4sMEdEAUGxwQP8vy+HwCogP1+D2/BRouQBkQLh78iAoBGBnhRGl9Sap48iOpEVm+fLlGD9+PCIiIpCQkIC5c+eirKysy3PsdjsWL16M2NhYhIeHY8GCBWhoaJAoMRGR/PzPnjN44dsWKDRhiNN4sSA/GWEaldSx6LyU6FDMHpkIAFi9k0dlrpSkRaawsBCLFy/G3r17sWXLFrhcLsycORNWq9X3nMceewyffvop1q1bh8LCQtTV1WH+/PkSpiYikge3x4vnNh7H058ch1cELEe34uoENzQqpdTR6AfuvToDALCxuA6NZrvEaeRF0iKzefNm3H333Rg+fDhGjRqFNWvWoLq6GkVFRQCA9vZ2rF69Gq+88gqmTZuG/Px8vP3229i9ezf27t0rZXQiooBmsrtw7zsHsWb3GQDAopERaN70GpSCtLnowsamRWNsWhScHi/W7jkrdRxZCagxMu3t7QCAmJjOZc6LiorgcrkwY8YM33Nyc3ORlpaGPXv2XPA1HA4HTCZTlxsR0UBSWm/C3Dd2ofBUE4LVCqxaNBbzh4ZLHYt+wn1TBgMA1u6rht3FZQsuV8AUGa/Xi0cffRSTJ0/GiBEjAAAGgwFBQUGIiorq8lydTgeDwXDB11m+fDm0Wq3vlpqa2tvRiYgCgiiKeH9/Neau2IXTRisStcFY98BVuGFEotTR6DLMHKZDSnQIWqxOrD/MZQsuV8AUmcWLF+PYsWN4//33e/Q6y5YtQ3t7u+9WU1Pjp4RERIHL6nBj6YdH8OTHR+FwezE1Jx6fPzwFI1O0Ukejy6RSKnD3VYMAdA765QR5lycgisySJUvw2Wef4euvv0ZKSorvcb1eD6fTiba2ti7Pb2hogF6vv+BraTQaREZGdrkREfVnJefacMsbO7H+cC2UCgG/vyEHb901HjFhQVJHoyu0cHwqwjUqVDRa8A0nyLsskhYZURSxZMkSrF+/Htu3b0dGRkaX7fn5+VCr1di2bZvvsbKyMlRXV6OgoKCv4xIRBRS7y4OXvjiJuSt2obLJCl2kBu/dPwm/mToECgVH9cpRRLAaPxvXOSRi7V4O+r0ckk4ksHjxYrz77rv45JNPEBER4Rv3otVqERISAq1Wi3vvvRdLly5FTEwMIiMj8dBDD6GgoACTJk2SMjoRkaQOnmnB7/+3BKebOqeruGVUEp67ZTiPwvQDd05Kw1u7qrDtZCNqWmxIjeGK5JciaZFZuXIlAGDq1KldHn/77bdx9913AwBeffVVKBQKLFiwAA6HA7NmzcKbb77Zx0mJiAKD0eLAa1tP4Z/7qiGKQEKEBi/MHYGZwy98up3kJzM+HFcPicPOCiPe21+N39+QK3WkgCZpkRHFnx7IFBwcjBUrVmDFihV9kIiIKDB1OD14a1cVVu6ohMXhBgDcnp+Cp+YMgzaUSw30N4smpWFnhREfHKjBIzOyOInhJXCOaiKiAOb2eLGhuA5/+aoM9e2dM76OTNbi324cioLMWInTUW+ZMVQHXaQGDSYHNh8z4NbRyVJHClgsMkREAcjicOP9/dV4e9cZ1LZ1AACSo0Lw+xtycHNeEgfz9nMqpQL/MiEdr249hbV7z7LIXAKLDBFRAKlpseF/9p7Fe/uqYT5/CikmLAi/umYw7r5qEILVPMUwUNwxIRX/ub0cB860orTehKGJnE7kQlhkiIgk1mi2Y1NJPTYeqcOh6jbf45nxYbhvymDMG5PMAjMA6SKDMXO4DpuOGrB271m8OG+k1JECEosMUQCqrq6G0WiUOkaPORwOaDSabn+9yyOi3eGF2eGF2dl5szi9cHsBr1eERwQ8IiAACFIKUCs7/6tRCggLUiAiSIFITed/Narun4qJi4tDWlpat7/+x9+XFyXn2rGvqhnfnjJiX1UzvpvEVRCAqzJjcc/kDFyXk8BTSAPcoknp2HTUgPWHa/Hk7FxEBHNg9w+xyBAFmOrqauQOHYoOm03qKH4gALiMadaVamj0mQjSDYEqJhnq6CSoYpKhioyHoPDPkQivyw5vhxneDhM8tnZ4rG3w2NrgtbbDY/vuz23n/9wOeNy+rw0JDcXJ0tJulRmb043TTVZUNllQ0WhBcU0bis62wubsuijgmLQo3JyXhJvyEpEQGdzj75f6h4LBsciMD0NlkxUbDtfiFwWDpI4UcFhkiAKM0WhEh82GO594Gbq0TKnjdFvp/kJ88c7rmPPAH5CTl99lm8sLNNgFGO0KtDgFtDkFiLjwkQcBIoIUgEbZ+V+1AlAKnc8WhM7pyUXg/NEZAd7zR2mcXsDpEeDwAiIEKNTBUKiDgcj4y8qvFkRolIDC3YH6ssN4/osKpCaaEaxWIkSthEatgCgCHq8XHi/gEUXYHG60WJ1osTnRYnXCaHag7vyVRj8UHarGhIwYTMyIxfXDdJz0jC5IEAT8YlI6nvv0BP5n71ksmpQOQeBRuu9jkSEKULq0TKRkDZc6Rrc1VFcCAGKT0pGSNRxtNieqjFZUGa2obevAD9fDC1ErodcGIyYsCFGhakSHdP43NEjZox/coijC6fHC7vLC7vKgw+VBh9MDm9MDm9MNm/N7911udDg98IqASxTgcgNAKMJyJmNbVQdQdaZbGWLCgjAkPhyZCWHI1Udi4uAYZCdE8LQRXZZ5Y1Pw0uaTONVgweGaNoxNi5Y6UkBhkSGiXiNowlDnCsXJA9VoMDm6bIsOVSMtJhSJ2hAkaoMREazqld80BUGARqWERqWENuSnxxeIogiH2+srOueqz+CL91ZjyWO/RUy8vrMIuTywuzxQCAJUCgEKhQClICAkSImYsKDOW2gQYsKDMCg2jMsGUI9oQ9S4cWQiPj5Uiw8P1LDI/ACLDBH5lSiKqG3rQBmSkLL4Hyh3aQCXA4LQOQ9KRlwYBseFISo0MD/cBUFAsFqJYHVnKYFRhPnQZ7ht2PMYOzZH6ng0QC0cl4qPD9Vi45E6PHXTMIRr+PH9He4JIvILryiiotGCorOtaDQ7AGihUAOhggv5QxKRq49AaBB/5BB1x4SMGGTEhaHKaMXnJXVYON5/V9HJnULqAEQkb26PFyXn2vCPPWfxxTEDGs0OqBQC9GhF/T+WYlxwE8amRbPEEPWAIAhYOD4VAPD+gRqJ0wQWFhki6havKOJEvQnv7DmLr8ua0N7hQrBKgQkZMfjl5EEYAgOc9afACyyI/GP+2GSoFAIOV7ehzGCWOk7A4K9IRHRFRFHE2RYbdlYY0WxxAgDCNSrkp0djeFIk1Er+fkTUGxIigjEtNwFfnWjABwdq8MzNw6SOFBD4E4eILluL1Yn1h2vxSXEdmi1OBKkUmDwkFncVpGN0ahRLDFEvu2NC5+ml9YfPweH2/MSzBwYekSGin+TyeHHgTAuKzrbCKwJKQcCoVC3GD4rhGkBEfeiarHjoI4NhMNmx5UQDbspLkjqS5PjrExFd0hmjFWv3nsWBM50lJiMuDL8oSMeUrHiWGKI+plIqcPu4FADABxz0C4BFhoguwu7y4Itj9fjkSB1MdjfCNSrclJeIm/MSL2tiOSLqHbfnd55e+rbciJqW/rAmW8+wyBDRj5xp7jwKc6rBAkHoXNDwF5PSkRkfznVeiCSWFhuKyUNiAQDris5JnEZ6LDJE5ON0e7H9ZCM+Ka6D1elBdKgaPxuXimuy4hGk4o8LokDx3VGZjw+dg/eHC5cNMBzsS0QAAIPJjs3HDGjvcAEARqdGYXJmLFS8Eoko4Mwarke4RoVzrR3Yf6YFkwbHSh1JMvwJRTTAiaKIw9WtWHewBu0dLkQEqzB/TDKuzY5niSEKUCFBSswZmQgA+GiAn17iTymiAczu8uDzo/X4ptwIrwgMiQ/HnRPSkBoTKnU0IvoJt52/emnT0XpYHW6J00iHRYZogDK02/Hu/mpUNlmhFARMzY7HjSP10PCSaiJZGJcejfTYUNicHmw+ZpA6jmRYZIgGoGN17fio6BzMdje0IWrcPi4Fo1KjeEUSkYwIgoAFYzuPyvzvoYF7eqlbRWbw4MFobm7+0eNtbW0YPHhwj0MRUe/weEXsKGvEttJGeEQRmfFh+PmEVOgig6WORkTdMG9MMgBgd2UzzrUOzDllulVkzpw5A4/nx2s8OBwO1NbW9jgUEfmfzenG+sO1OHKuHQAwaXAM5oxMhEbFU0lEcpUaE4qC81csrT80MD9/r+jy640bN/r+/OWXX0Kr1fruezwebNu2DYMGDfJbOCLyjyazA5+W1MFsd0OtFDBruB6Z8eFSxyIiP7gtPwV7Tjfjfw+dw5JpQwbcKeIrKjJz584F0Hle7q677uqyTa1WY9CgQfjLX/7it3BE1HNlBjO2ljbA7RURFaLGTXmJiA3XSB2LiPzkhhF6PP3JMZxptqHobCvGDYqROlKfuqIi4/V6AQAZGRk4cOAA4uLieiUUEfWcKIrYe7oF+8+0AADSY0MxezivSiLqb8I0Ktw4MhEfFZ3DR0XnBlyR6dYYmaqqKpYYogDm8Yr46kSDr8Tkp0fjllFJLDFE/dR3Vy99XlIPu+vHY1j7s24vUbBt2zZs27YNjY2NviM133nrrbd6HIyIusfh9uDzknrUtHZAEIDpuQkYnqT96S8kItmamBGD5KgQ1LZ1YFtpI+bkJUodqc9064jM888/j5kzZ2Lbtm0wGo1obW3tciMiaZjtLqw7eA41rR1QKwXcOiqJJYZoAFAoBNw6OgkAsP7wwJpTpltHZFatWoU1a9bgF7/4hb/zEFE3NZkd2HikDhaHG2FBStwyOgkJEZwfhmigmDcmGW/uqMSOsia0WJ2ICQuSOlKf6NYRGafTiauuusrfWYiom842W/FR0TlYHG7EhAXhZ+NTWWKIBpgsXQRGJEfC7RXxeUmd1HH6TLeKzH333Yd3333X31mIqBtO1Juw8UgdnB4vUqJCcHt+CiKD1VLHIiIJzB3dOdPv+sMDZ3K8bp1astvt+Pvf/46tW7ciLy8PanXXH5qvvPKKX8IR0cWJooj9Z1qw93TnlUk5ugjMGJYAlYJLqBENVLeMSsK/byrFoeo2nG22Ij02TOpIva5bRaakpASjR48GABw7dqzLtoE2oyCRFDxeEV+XNeJ4nQlA5yq4V2XG8v8/ogEuITIYV2fF45tTTVh/uBaPzsiWOlKv61aR+frrr/2dg4guk9PtxaZj9TjbbIMAYGpOPPJSoqSORUQBYt6YJHxzqgkbDtfikelZ/f4XnG7PI0NEfc/qcOOTI3VoMjugUgiYPVKPwXFcM6kvlJaWSh2hR+Seny7fzGF6hKg7lywormnDmLRoqSP1qm4Vmeuuu+6SDW/79u3dDkREF9ZsceCTI50LP4aoOy+v1kfyyqTeZmppAgAsWrRI4iT+YbFYpI5AvSxMo8Ks4TpsKK7DhsO1LDIX8t34mO+4XC4UFxfj2LFjP1pMkoh67lyrDZ+W1MPp9iIqVI25o5OhDeGVSX2hw9I5DmnOA39ATl6+xGm6r3R/Ib5453XY7Xapo1AfmDc2BRuK6/BpST2eumkY1Mr+exFAt4rMq6++esHHn3vuObZ9Ij8rM5ix5UQDPKKIRG0wbh6VhBCumdTnYpPSkZI1XOoY3dZQXSl1BOpDkzNjEReugdHiwDenmjB9qE7qSL3GrxVt0aJFXGeJyE9EETh4pgWbjxvgEUUMSQjH/DHJLDFE9JNUSgVuGfXdkgX9e04ZvxaZPXv2IDiY5+yJekxQoLhViV2VzQCAMalRuHGEHqp+fHiYiPxr3pjOyfG2nGiA2e6SOE3v6dappfnz53e5L4oi6uvrcfDgQTz99NN+CUY0UNndXsTP+wNOWzqPvFyTFdfvB+sRkf+NSI7EkIRwVDRasPmYAbePS5U6Uq/o1q93Wq22yy0mJgZTp07Fpk2b8Oyzz/o7I9GA0WR24JkdLQjNmgiFIGLOyESWGCLqFkEQfEdl+vPppW4dkXn77bf9nYNowKtotOCeNQdQ3eKCx9aOqRmhGJLAOWKIqPtuGZWEl78sw57Tzahv70CiNkTqSH7XoxPuRUVFWLt2LdauXYvDhw9f8dd/8803uPnmm5GUlARBELBhw4Yu2++++24IgtDldsMNN/QkMlFA2lPZjPlv7kJ1iw26MCUMa3+HWI0odSwikrnUmFBMGBQDUQQ2FvfPFbG7VWQaGxsxbdo0jB8/Hg8//DAefvhh5OfnY/r06Whqarrs17FarRg1ahRWrFhx0efccMMNqK+v993ee++97kQmClj/W3QO//rWPpjsboxNi8JL02Phbu2fP3CIqO/NG9u/Ty91q8g89NBDMJvNOH78OFpaWtDS0oJjx47BZDLh4YcfvuzXmT17Nl544QXMmzfvos/RaDTQ6/W+W3Q0xwtQ/yCKIl7ZcgqPrzsCl0fEnLxEvHv/JGiDeXk1EfnPjSMSEaRU4KTBjDKDWeo4ftetMTKbN2/G1q1bMXToUN9jw4YNw4oVKzBz5ky/hQOAHTt2ICEhAdHR0Zg2bRpeeOEFxMbGXvT5DocDDofDd99kMvk1D5E/ONwePPFRCTacP9T7m6mZ+O3MHCgU/XtxNyLqqq/WwBqtV2N/rQN/21yERXmRfn3tuLg4pKWl+fU1r0S3iozX64Va/ePp0dVqNbxeb49DfeeGG27A/PnzkZGRgcrKSvzbv/0bZs+ejT179kCpvPBvrcuXL8fzzz/vtwxE/tZqdeKB/ynC/jMtUCkEvDhvBBaOl+6HABH1vb5ewys0ZzLi5y7Dh/uq8Oov7wXgvzF4IaGhOFlaKlmZ6VaRmTZtGh555BG89957SErqnDmwtrYWjz32GKZPn+63cHfccYfvzyNHjkReXh4yMzOxY8eOi/49y5Ytw9KlS333TSYTUlP757XzJD+nGsz41T8O4kyzDREaFVYuysfVWXFSxyKiPtbXa3h5ROCzcyKgTcC//uVjxAX7p8g0VFfin3/6HYxGo7yKzBtvvIFbbrkFgwYN8pWEmpoajBgxAmvXrvVrwO8bPHgw4uLiUFFRcdEio9FooNFoei0DUXd9ddyAxz4ohtXpQXJUCN7+5Xhk6yKkjkVEEurLNbyy3Q04UW9CszoWo7P6z9pL3SoyqampOHToELZu3YqTJ08CAIYOHYoZM2b4NdwPnTt3Ds3NzUhMTOzVv4fIn7xeEW98XYFXtpwCABQMjsWKO8ciJixI4mRENJDk6CNwot6EigYLpmYnQNlPxuRdUZHZvn07lixZgr179yIyMhLXX389rr/+egBAe3s7hg8fjlWrVmHKlCmX9XoWiwUVFRW++1VVVSguLkZMTAxiYmLw/PPPY8GCBdDr9aisrMTvf/97DBkyBLNmzbqS2ESSsTrc+O26I/jimAEAcPdVg/CHOUOh5ppJRNTHUqJDEBakhNXpwdlmKwbH948JN6/op+lrr72G+++/H5GRPx7xrNVq8cADD+CVV1657Nc7ePAgxowZgzFjxgAAli5dijFjxuCZZ56BUqlESUkJbrnlFmRnZ+Pee+9Ffn4+vv32W546IlmoabFhwcrd+OKYAWqlgD8tGInnbhnOEkNEklAIArL1naezT/ajy7Cv6IjMkSNH8Kc//emi22fOnIn/+I//uOzXmzp1KkTx4gOOvvzyyyuJRxQwdpYbseS9Q2izuRAfocGqRfnIT+ccSEQkrVxdBA5Xt+G00QqH2wONSv7zVl1RkWloaLjgZde+F1OprmhmX6L+xuMV8Z/by/H6tnKIIjAqRYu//WIc9NpgqaMRESE+QoPoUDVabS5UNlkxLNG/c8pI4YqOcScnJ+PYsWMX3V5SUsKBuDRgGS0O3PXWfry2tbPE/HxCKj54oIAlhogChiAIyNV3lpf+MsvvFRWZG2+8EU8//TTsdvuPtnV0dODZZ5/FTTfd5LdwRHKx73Qzbnz9W+ysMCJErcSrC0dh+fw8BKvlf9iWiPqXnPPjZGpabLA63BKn6bkrOrX01FNP4eOPP0Z2djaWLFmCnJwcAMDJkyexYsUKeDwe/OEPf+iVoESByOXx4j+3leONryvgFYGshHC8eedYZHF+GCIKUNoQNRK1wahvt6OswYyxafIev3dFRUan02H37t148MEHsWzZMt9AXUEQMGvWLKxYsQI6Xf+ZZIfoUs4YrXj0g2IU17QBAOaPTcYLc0cgNKhb0zMREfWZHF1EZ5ExDLAiAwDp6enYtGkTWltbUVFRAVEUkZWVxVWpacAQRREfHqzB85+egM3pQWSwCi/OG4mbRyVJHY2I6LJk6cJRWN6ERrMDrVYnomU8QWe3f3WMjo7G+PHj/ZmFKOAZ2u14asNRbC1tBABMGhyDV342GklRIRInIyK6fKFBKqTHhOJMsw0nDWYUZMZKHanbeAyc6DKIoogPDtTgxU2lMNvdUCsFPD4zB/dPGdxvpvkmooElRx+BM802lDWYMWlwDARBnj/LWGSIfkJNiw3LPj6KnRVGAJ1zw/z5tlG+kf9ERHKUGR8OtbIR7R0uGEx2JGrleWSZRYboIhxuD/772yq8sb0CHS4PNCoFHp+ZjXsmZ0DFZQaISObUSgUGx4ejzGBGmcHMIkPUnxSeasJzG4+jymgFAEzMiMFLC/KQERcmcTIiIv/J1UWgzGDGqQYLpmTFy/JUOYsM0ffUtNjw/z47ga9ONADonM77327MxdzRybI9f0xEdDFpMaEIUSvR4fKgpsWGQTL8ZY1FhghAi9WJN7ZXYO3es3B6vFAqBPzyqkF4ZEYWIoIvvr4YEZGcKRQCsnXhOHKuHScbzCwyRHLT4fTgrV1VWLWjEubzU3VfPSQOz9w8DNmcnZeIBoAcfQSOnGvH6SYLXB4v1DIbA8giQwNSh9OD9/ZXY1VhJRrNDgDA8KRIPDk7F1Oy4iVOR0TUd/SRwdCGqNHe4UJlk8W3qKRcsMgQAKC6uhpGo1HqGD0WFxeHtLS0i263ONxYu/cs/vvb0zBanACAlOgQ/G5WDm7OS4JChgPdiIh6QhAE5OgisP9MC8oMZhYZkp/q6mrkDh2KDptN6ig9FhIaipOlpT8qM01mB9buPYt39pxBm80FoLPA/GbqECzIT4ZGxVWqiWjgytV3FpmzLTbYnG5ZrRknn6TUa4xGIzpsNtz5xMvQpWVKHafbGqor8c8//Q5Go9FXZErrTXhrZxU+Ka6D0+MFAGTEhWHxdUNw6+gk2Z0LJiLqDdFhQUiI0KDR7EB5gwWjUqOkjnTZWGTIR5eWiZSs4VLH6DGXR8RnJXV4d181dlc2+x4fnRqFe6/OwI0jE2U5VwIRUW/K0Ueg0exAWYOZRYZICiYXEH3dvbj/s0aYHAYAgEIAZo9IxD1XZyA/nSu0ExFdTI4uAjvLjahvt6O9wwVtiDymnmCRIVlzebwob7DgWF076tuDEDlhHkwOL3SRGtyen4o7JqQiJTpU6phERAEvTKNCSkwIalo6UGYwY0JGjNSRLguLDMmOxyuiuqVzxdbOeQ9EAIAAEdZTe/HCPTfintmTuB4SEdEVytVFoqalAycNJowfFC2LGc1ZZEgWvKKI2tYOnGowo6LRArvb69umDVFjeFIkouz1WPmnFzHuqfksMURE3ZCZEIbtZQJabS40mR1IiAyWOtJPYpGhgCWKIgwmO04ZLDjVaIbN6fFtCw1SIjshAtn6cOgjgyEIAs6V10uYlohI/jQqJQbHhaG80YKTDWYWGaIrJYoijBYnyhrMONVghtnu9m3TqBTISghHti4CydEhUMjgkCcRkdzk6CNQ3mjBKYMZVw+JC/iftSwyFBBabU6cMphR1mBG6/kJ6wBArRQwOD4cOboIpMWE8rJpIqJeNig2DMEqBaxOD861diAtJrAvmGCRIclYHW6caugsLw0mh+9xpULAoNhQ5OgiMCgujJPWERH1IaVCwBBdOI7VmlBmMLPIEH2f0+1FZZMFZQYzqlttEDsvOIIgAGnRocjWRyAzPqxHSwaUlpb6Ka005J6fiOQvVxeJY7UmVDRacF1OfEBfQMEiQ71OFEXUtdlxvK4d5Y0WuL2ib5s+Mhg5+ghkJYQjTNOzt6OppQkAsGjRoh69TqCwWCxSRyCiASopKhgRwSqY7W5UGa3I0kVIHemiWGSo19icbpTWm3Gsrt23UCMARIWqkauLQI4+AlGhQX77+zosJgDAnAf+gJy8fL+9bl8r3V+IL955HXa7XeooRDRAfbci9sGzrShrMLPI0MDSaLKjuKYNpxos8Jw/d6RWCsjWRWB4UqTvcuneEpuULus1oxqqK6WOQESEHH1nkTljtMHu8iBY3f1T/r2JRYb8wiuKqGyyoLimDXVt/3ckQRepwYgkLbJ1EQhSBe45ViIi6iouXIO48CAYLU5UNFowIlkrdaQLYpGhHvF6RZxsMOPAmRbf6SOFAGQlRGB0ahT02sCfTImIiC4sRx8BY0UzThrMLDLUv3i8IkrrTTh4thXtHZ0FJlilwMgULfJSohDew4G7REQkvRxdBHZVNKO2rQNmuwsRwYG3IjY/beiKiKKIUw0W7K40wnR+1t0QtRJj06OQlxzF00dERP1IRLAayVEhqG3rXBF73KDAWxGbRYYuW21rB76taPJNXhcapER+ejRGJms5aR0RUT+Vq49AbVsHSg1m5KcH3orYLDL0k9o7XPi2vAmVTVYAnVcgjUuPwZi0KBYYIqJ+LksXjh2nmtBidaLR7IAuwBaSZJGhi/J4RRyubsXeqhZ4vCIEAMOTIjFpcGyPJ68jIiJ50KiUyIwPw6kGC0rrTSwyJA+Gdju2nWyA0eIEAKREh2BqdjxiwzUSJyMior42NDESpxosKGswY0pWfEAt4Msi0wPV1dUwGo1Sx+ix76/t4/J4savCiCPn2gEAwWoFrsmKR64+IuDOixIRUd9IiwlFmEYJq8ODKqMVQxLCpY7kwyLTTdXV1cgdOhQdNpvUUfymrq0D2/dXo/X8fDBD9RGYkhWPkKDAnM2RiIj6hkIQkKuPRNHZVpTWm1hk+gOj0YgOmw13PvEydGmZUsfpkRP7C7G7tBp7TZEQ4UKYRonrh+qQHhsmdTQiIgoQQ/URKDrbijPNVticboQGBUaFCIwUMqZLy5T1uj4Wuxt11S5E66+HCCAzPgzTh+oQEqBrahARkTRiwzVIiNCg0exAmcGMMWnRUkcCAPDa2QGstrUD7+6vRjvC4HXakR3UhjkjE1liiIjogoYlRgIASg1miZP8HxaZAUgURRypacPHh8+hw+VBKOyof+cRJKpsHNBLREQXla2PgEIAmswOGC0OqeMAYJEZcNweL7aUNmDHqSZ4RSBbF45ROAN3S63U0YiIKMCFqJXIiOscP1lab5I4TScWmQHE4nBjXdE5lNabIQCYMiQONwzXQwlR6mhERCQTQ8+fXjppMMMbAB8fHOw7QDRbHPjkSB3MdjeC1QrMHpGItJhQqWMREZHMDIoNQ4haCZvTgwa79MMRJD0i88033+Dmm29GUlISBEHAhg0bumwXRRHPPPMMEhMTERISghkzZqC8vFyasDJW29qBdUXnYLa7ERWixh3j01hiiIioW5QKATn6CADAWav0J3YkTWC1WjFq1CisWLHigtv//Oc/469//StWrVqFffv2ISwsDLNmzYLdbu/jpPJV3mDG+sO1cLi9SNQG42fjUqENUUsdi4iIZGxoYmeRqbcpoNBIO+eYpKeWZs+ejdmzZ19wmyiKeO211/DUU0/h1ltvBQD84x//gE6nw4YNG3DHHXdc8OscDgccjv8bSW0yBcZgJCkU17Sh8FQTgM75YW4YroeKq1UTEVEPxYdrEBsehGaLE6FDr5E0S8B+qlVVVcFgMGDGjBm+x7RaLSZOnIg9e/Zc9OuWL18OrVbru6WmpvZF3IBz4EyLr8TkpWhx48hElhgiIvILQRAwTN856Dd8xHRJswTsJ5vBYAAA6HS6Lo/rdDrftgtZtmwZ2tvbfbeamppezRloRFHEntPN2F3ZDACYmBGDqdnxUHB+GCIi8qMcfQQEiNAk56LW5JYsR7+7akmj0UCj0UgdQxKiKGJXZTOKzrYCAK7KjMX4QTESpyIiov4oTKOCLliEwS5gx1kbbpYoR8AekdHr9QCAhoaGLo83NDT4ttH/EUUR35QbfSXmmqw4lhgiIupVWZEeNH/1Jm7Jlm417IAtMhkZGdDr9di2bZvvMZPJhH379qGgoEDCZIHnuxJTXNMGALguJz5gFvMiIqL+KyFYhOXwJkRopKsTkp5aslgsqKio8N2vqqpCcXExYmJikJaWhkcffRQvvPACsrKykJGRgaeffhpJSUmYO3eudKED0N7TLb4SM31oAkYkaaUNRERE1EckLTIHDx7Edddd57u/dOlSAMBdd92FNWvW4Pe//z2sVit+9atfoa2tDVdffTU2b96M4OBgqSIHnINnWrD/TAsAYGp2PEsMERENKJIWmalTp0IUL75QgyAI+OMf/4g//vGPfZhKPo7UtGHX+auTJmfGYlRqlLSBiIiI+ljAjpGhSztRb8KO8/PEjB8UjXEc2EtERAMQi4wMVRmt2FraeTXX6NQoFAyOlTgRERGRNFhkZMZgsmPT0XqIIjBUH4FrsuIgcLI7IiIaoFhkZKTN5sTG4jq4vSLSYkIxfaiOJYaIiAY0FhmZsDnd2FBchw6XB/ERGswZmQilgiWGiIgGNhYZGXB5vNh4pA7tHS5EBqtw66gkBKn4T0dERMRPwwAniiK+PG5Ag8mBYLUCc0cnI0zT75bIIiIi6hYWmQC3u7IZlU1WKAUBN+clITosSOpIREREAYNFJoCdqDPh4PlFIGcMS0BSVIjEiYiIiAILi0yAqm3twLaTnXPFjB8UjVx9pMSJiIiIAg+LTABqsznx2dE6eEVgSEI4J7wjIiK6CBaZAON0e/FpST3sLi8SIjSYOYxzxRAREV0Mi0wAEUURX50woMXqRFiQEjePSoJayX8iIiKii+GnZAA5cLbVd4XSnLxEhPMyayIioktikQkQZ4xW7KlsBgBMzYlHopZXKBEREf0UFpkA0GZzYvNxAwBgRHIkRiRrJU5EREQkDywyEnO6vfispB4OtxeJ2mBcmx0vdSQiIiLZYJGRkCiK2FragGarE6FBStw4MhEqBf9JiIiILhc/NSVUVN2K8kYLFAIwZyQH9xIREV0pFhmJnG22YndF5+Dea7PjufwAERFRN7DISMBsd2HzcQNEAMOTIjGSg3uJiIi6hUWmj3m8Ir44ZvDN3Ds1O54z9xIREXUTi0wf211pRH27HUEqRefgXs7cS0RE1G38FO1DlU0WHKpuAwDMHKaDNkQtbSAiIiKZY5HpI+0dLnx1ogEAMCYtCpnx4RInIiIikj8WmT7g9nix6Wg9nOcnvZucGSd1JCIion6BRaYPfFtuRKPZgWC1ArNH6KFUcHAvERGRP7DI9LIygxklte0AgFnD9YgI5rgYIiIif2GR6UWtVie2newcFzN+UDQGxYZJnIiIiKh/YZHpJS6PF58fq4fLIyIlKgSTMmKljkRERNTvsMj0kh1lTWi2dC4GecMIPRQcF0NEROR3LDK94HhdO07UmyAAuGG4HmFcDJKIiKhXsMj4mdHiwI6yJgDApMGxSI0JlTgRERFR/8Ui40dOd+d8MW6viPSYUIwfFC11JCIion6NRcZPRFHEtpMNaLW5EK5RYdZwPReDJCIi6mUsMn5ytLYdpxosUAjA7BF6hAQppY5ERETU77HI+EGDyY5vThkBAJMz45AUFSJxIiIiooGBl9P0kNMLbDlaD48oYnBcGMakRUkdiYiIaMDgEZkeKmpWwWR3IzJYheuH6TguhoiIqA+xyPRAxPi5qOtQQCkIuHFkIoLVHBdDRETUl1hkuumk0Ynoa+8GAEzJjoMuMljaQERERAMQi0w3iKKId46YIChVSAn1IC9ZK3UkIiKiAYlFphsEQcCyq2NgPrwJY2M8HBdDREQkERaZborUKNDy1ZtQcw8SERFJhh/DREREJFssMkRERCRbLDJEREQkWwFdZJ577jkIgtDllpubK3UsIiIiChABv0TB8OHDsXXrVt99lSrgIxMREVEfCfhWoFKpoNfrpY5BREREASigTy0BQHl5OZKSkjB48GDceeedqK6uvuTzHQ4HTCZTlxsRERH1TwFdZCZOnIg1a9Zg8+bNWLlyJaqqqjBlyhSYzeaLfs3y5cuh1Wp9t9TU1D5MTERERH0poIvM7NmzcfvttyMvLw+zZs3Cpk2b0NbWhg8//PCiX7Ns2TK0t7f7bjU1NX2YmIiIiPpSwI+R+b6oqChkZ2ejoqLios/RaDTQaDR9mIqIiIikEtBHZH7IYrGgsrISiYmJUkchIiKiABDQRea3v/0tCgsLcebMGezevRvz5s2DUqnEz3/+c6mjERERUQAI6FNL586dw89//nM0NzcjPj4eV199Nfbu3Yv4+HipoxEREVEACOgi8/7770sdgYiIiAJYQJ9aIiIiIroUFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki0WGSIiIpItFhkiIiKSLRYZIiIiki1ZFJkVK1Zg0KBBCA4OxsSJE7F//36pIxEREVEACPgi88EHH2Dp0qV49tlncejQIYwaNQqzZs1CY2Oj1NGIiIhIYgFfZF555RXcf//9+OUvf4lhw4Zh1apVCA0NxVtvvSV1NCIiIpKYSuoAl+J0OlFUVIRly5b5HlMoFJgxYwb27Nlzwa9xOBxwOBy+++3t7QAAk8nk12wWiwUAcK78OBwdNr++dl9rqK4EABjOnEJlWKjEabqP30dg4fcRWPh9BJb+8n00nasC0PmZ6O/P2e9eTxTFSz9RDGC1tbUiAHH37t1dHv/d734nTpgw4YJf8+yzz4oAeOONN9544423fnCrqam5ZFcI6CMy3bFs2TIsXbrUd9/r9aKlpQWxsbEQBKHHr28ymZCamoqamhpERkb2+PXo4riv+w73dd/hvu5b3N99x9/7WhRFmM1mJCUlXfJ5AV1k4uLioFQq0dDQ0OXxhoYG6PX6C36NRqOBRqPp8lhUVJTfs0VGRvJ/ij7Cfd13uK/7Dvd13+L+7jv+3NdarfYnnxPQg32DgoKQn5+Pbdu2+R7zer3Ytm0bCgoKJExGREREgSCgj8gAwNKlS3HXXXdh3LhxmDBhAl577TVYrVb88pe/lDoaERERSSzgi8zChQvR1NSEZ555BgaDAaNHj8bmzZuh0+kkyaPRaPDss8/+6PQV+R/3dd/hvu473Nd9i/u770i1rwVR/KnrmoiIiIgCU0CPkSEiIiK6FBYZIiIiki0WGSIiIpItFhkiIiKSLRaZC1i+fDnGjx+PiIgIJCQkYO7cuSgrK+vyHLvdjsWLFyM2Nhbh4eFYsGDBjybuo8uzcuVK5OXl+SZRKigowBdffOHbzn3dO1566SUIgoBHH33U9xj3tf8899xzEAShyy03N9e3nfvav2pra7Fo0SLExsYiJCQEI0eOxMGDB33bRVHEM888g8TERISEhGDGjBkoLy+XMLE8DRo06Efva0EQsHjxYgDSvK9ZZC6gsLAQixcvxt69e7Flyxa4XC7MnDkTVqvV95zHHnsMn376KdatW4fCwkLU1dVh/vz5EqaWr5SUFLz00ksoKirCwYMHMW3aNNx66604fvw4AO7r3nDgwAH87W9/Q15eXpfHua/9a/jw4aivr/fddu7c6dvGfe0/ra2tmDx5MtRqNb744gucOHECf/nLXxAdHe17zp///Gf89a9/xapVq7Bv3z6EhYVh1qxZsNvtEiaXnwMHDnR5T2/ZsgUAcPvttwOQ6H3tl9Ud+7nGxkYRgFhYWCiKoii2tbWJarVaXLdune85paWlIgBxz549UsXsV6Kjo8X//u//5r7uBWazWczKyhK3bNkiXnvtteIjjzwiiiLf1/727LPPiqNGjbrgNu5r/3riiSfEq6+++qLbvV6vqNfrxZdfftn3WFtbm6jRaMT33nuvLyL2W4888oiYmZkper1eyd7XPCJzGdrb2wEAMTExAICioiK4XC7MmDHD95zc3FykpaVhz549kmTsLzweD95//31YrVYUFBRwX/eCxYsXY86cOV32KcD3dW8oLy9HUlISBg8ejDvvvBPV1dUAuK/9bePGjRg3bhxuv/12JCQkYMyYMfiv//ov3/aqqioYDIYu+1ur1WLixInc3z3gdDqxdu1a3HPPPRAEQbL3NYvMT/B6vXj00UcxefJkjBgxAgBgMBgQFBT0o8UodTodDAaDBCnl7+jRowgPD4dGo8Gvf/1rrF+/HsOGDeO+9rP3338fhw4dwvLly3+0jfvavyZOnIg1a9Zg8+bNWLlyJaqqqjBlyhSYzWbuaz87ffo0Vq5ciaysLHz55Zd48MEH8fDDD+Odd94BAN8+/eGM8NzfPbNhwwa0tbXh7rvvBiDdz5CAX6JAaosXL8axY8e6nNsm/8vJyUFxcTHa29vx0Ucf4a677kJhYaHUsfqVmpoaPPLII9iyZQuCg4OljtPvzZ492/fnvLw8TJw4Eenp6fjwww8REhIiYbL+x+v1Yty4cfj3f/93AMCYMWNw7NgxrFq1CnfddZfE6fqv1atXY/bs2UhKSpI0B4/IXMKSJUvw2Wef4euvv0ZKSorvcb1eD6fTiba2ti7Pb2hogF6v7+OU/UNQUBCGDBmC/Px8LF++HKNGjcLrr7/Ofe1HRUVFaGxsxNixY6FSqaBSqVBYWIi//vWvUKlU0Ol03Ne9KCoqCtnZ2aioqOD72s8SExMxbNiwLo8NHTrUdyrvu336w6tnuL+77+zZs9i6dSvuu+8+32NSva9ZZC5AFEUsWbIE69evx/bt25GRkdFle35+PtRqNbZt2+Z7rKysDNXV1SgoKOjruP2S1+uFw+Hgvvaj6dOn4+jRoyguLvbdxo0bhzvvvNP3Z+7r3mOxWFBZWYnExES+r/1s8uTJP5oi49SpU0hPTwcAZGRkQK/Xd9nfJpMJ+/bt4/7uprfffhsJCQmYM2eO7zHJ3te9NoxYxh588EFRq9WKO3bsEOvr6303m83me86vf/1rMS0tTdy+fbt48OBBsaCgQCwoKJAwtXw9+eSTYmFhoVhVVSWWlJSITz75pCgIgvjVV1+Josh93Zu+f9WSKHJf+9Pjjz8u7tixQ6yqqhJ37dolzpgxQ4yLixMbGxtFUeS+9qf9+/eLKpVKfPHFF8Xy8nLxn//8pxgaGiquXbvW95yXXnpJjIqKEj/55BOxpKREvPXWW8WMjAyxo6NDwuTy5PF4xLS0NPGJJ5740TYp3tcsMhcA4IK3t99+2/ecjo4O8Te/+Y0YHR0thoaGivPmzRPr6+ulCy1j99xzj5ieni4GBQWJ8fHx4vTp030lRhS5r3vTD4sM97X/LFy4UExMTBSDgoLE5ORkceHChWJFRYVvO/e1f3366afiiBEjRI1GI+bm5op///vfu2z3er3i008/Lep0OlGj0YjTp08Xy8rKJEorb19++aUI4IL7T4r3tSCKoth7x3uIiIiIeg/HyBAREZFsscgQERGRbLHIEBERkWyxyBAREZFsscgQERGRbLHIEBERkWyxyBAREZFsscgQERGRbLHIEBERkWyxyBBRQNqzZw+USmWXRemIiH6ISxQQUUC67777EB4ejtWrV6OsrAxJSUlSRyKiAMQjMkQUcCwWCz744AM8+OCDmDNnDtasWdNl+8aNG5GVlYXg4GBcd911eOeddyAIAtra2nzP2blzJ6ZMmYKQkBCkpqbi4YcfhtVq7dtvhIh6HYsMEQWcDz/8ELm5ucjJycGiRYvw1ltv4buDx1VVVbjtttswd+5cHDlyBA888AD+8Ic/dPn6yspK3HDDDViwYAFKSkrwwQcfYOfOnViyZIkU3w4R9SKeWiKigDN58mT87Gc/wyOPPAK3243ExESsW7cOU6dOxZNPPonPP/8cR48e9T3/qaeewosvvojW1lZERUXhvvvug1KpxN/+9jffc3bu3Ilrr70WVqsVwcHBUnxbRNQLeESGiAJKWVkZ9u/fj5///OcAAJVKhYULF2L16tW+7ePHj+/yNRMmTOhy/8iRI1izZg3Cw8N9t1mzZsHr9aKqqqpvvhEi6hMqqQMQEX3f6tWr4Xa7uwzuFUURGo0Gb7zxxmW9hsViwQMPPICHH374R9vS0tL8lpWIpMciQ0QBw+124x//+Af+8pe/YObMmV22zZ07F++99x5ycnKwadOmLtsOHDjQ5f7YsWNx4sQJDBkypNczE5G0OEaGiALGhg0bsHDhQjQ2NkKr1XbZ9sQTT2D79u348MMPkZOTg8ceewz33nsviouL8fjjj+PcuXNoa2uDVqtFSUkJJk2ahHvuuQf33XcfwsLCcOLECWzZsuWyj+oQkTxwjAwRBYzVq1djxowZPyoxALBgwQIcPHgQZrMZH330ET7++GPk5eVh5cqVvquWNBoNACAvLw+FhYU4deoUpkyZgjFjxuCZZ57hXDRE/RCPyBCR7L344otYtWoVampqpI5CRH2MY2SISHbefPNNjB8/HrGxsdi1axdefvllzhFDNECxyBCR7JSXl+OFF15AS0sL0tLS8Pjjj2PZsmVSxyIiCfDUEhEREckWB/sSERGRbLHIEBERkWyxyBAREZFsscgQERGRbLHIEBERkWyxyBAREZFsscgQERGRbLHIEBERkWz9fw2QUuOOQ2jYAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -496,7 +522,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "id": "3e0fe80a-175f-4cec-96f9-28bd7005097d",
    "metadata": {},
    "outputs": [],
@@ -506,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "id": "671736af-d00e-475a-9670-86374402a741",
    "metadata": {},
    "outputs": [
@@ -692,7 +718,7 @@
        "7   9    4   2    2  "
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -711,7 +737,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "id": "01a3b73d-46cb-48e7-8f18-2c8a6a612724",
    "metadata": {},
    "outputs": [],
@@ -721,7 +747,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "id": "997274c0-63ed-492f-94ea-f6bdd8552455",
    "metadata": {},
    "outputs": [
@@ -852,7 +878,7 @@
        "7  gene-LEPBI_RS01025    3   3   9    4   2    2"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -871,7 +897,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "id": "49f81fab-0e9e-4add-a0b6-249b735c7ab8",
    "metadata": {},
    "outputs": [],
@@ -881,7 +907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "id": "467a2115-6735-4a7f-aaf6-bbc1029a57a2",
    "metadata": {},
    "outputs": [
@@ -1013,7 +1039,7 @@
        "gene-LEPBI_RS01025    3   3   9    4   2    2"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1024,30 +1050,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "id": "79ae3c32-ce30-49d0-882b-e5681a50fef8",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.matrix.ClusterGrid at 0x7faaaadeed70>"
+       "<seaborn.matrix.ClusterGrid at 0x7fbf9e2815d0>"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x720 with 4 Axes>"
+       "<Figure size 1000x1000 with 4 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1065,30 +1089,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "id": "d1c055d5-0608-4bc3-ac33-738848946639",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.matrix.ClusterGrid at 0x7fa9edfba2c0>"
+       "<seaborn.matrix.ClusterGrid at 0x7fbf9e208070>"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 720x720 with 4 Axes>"
+       "<Figure size 1000x1000 with 4 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1304,7 +1326,7 @@
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
+       "<Axes: xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
       ]
      },
      "execution_count": 22,
@@ -1313,14 +1335,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAGwCAYAAABB4NqyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAzHklEQVR4nO3de1xU9b7/8feIMqjJmIXAFHkpFbwbKaF5S7ZEbdMulmSB106mHRVv0c7L0TpUZmpHQ7tpbR9uq729dLqwMxTvaCLuNM28IboVUrcyQIEK8/ujn3P2JKCDMzC4Xs/HYz0267u+3+98lj3YvB9rfdcak91utwsAAMBAalV3AQAAAFWNAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyndnUX4I1KS0t18uRJNWjQQCaTqbrLAQAA18Butys/P19Wq1W1alV8jYcAVIaTJ08qJCSkussAAACVcPz4cd1+++0V9iEAlaFBgwaSfvsH9Pf3r+ZqAADAtbDZbAoJCXH8Ha8IAagMl297+fv7E4AAAKhhrmX5CougAQCA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4RCAAACA4fBt8DC0sWPH6vTp05KkgIAAzZ8/v5orAgBUBQIQDO306dPKzc2t7jIAAFWMW2AAAMBwCEAAAMBwCEAAAMBwqjUAJSUlqXPnzmrQoIEaN26sAQMG6MCBA059ioqKNHr0aN1yyy266aab9Nhjj111zYbdbte0adMUHBysunXrKioqSgcPHvTkqQAAgBqkWgPQhg0bNHr0aKWnp2vt2rW6ePGi+vbtq8LCQkef8ePH63//93/12WefacOGDTp58qQeffTRCud944039Pbbb2vRokXavn276tevr+joaBUVFXn6lAAAQA1gstvt9uou4rLTp0+rcePG2rBhg3r06KG8vDwFBARo+fLlevzxxyVJP/74o8LCwrRt2zbde++9V8xht9tltVo1YcIETZw4UZKUl5enwMBALV26VIMGDbpqHTabTRaLRXl5efL393fvScKrPPXUU44rioGBgVq+fHk1VwQAqCxX/n571RqgvLw8SVKjRo0kSRkZGbp48aKioqIcfUJDQ3XHHXdo27ZtZc5x9OhR5eTkOI2xWCyKiIgod0xxcbFsNpvTBgAAblxeE4BKS0s1btw4devWTW3btpUk5eTkyNfXVw0bNnTqGxgYqJycnDLnudweGBh4zWOSkpJksVgcW0hIyHWeDQAA8GZeE4BGjx6tvXv3asWKFVX+2YmJicrLy3Nsx48fr/IaAABA1fGKADRmzBh98cUXWr9+vW6//XZHe1BQkC5cuKDz58879c/NzVVQUFCZc11u//2TYhWNMZvN8vf3d9oAAMCNq1oDkN1u15gxY7Rq1SqtW7dOzZo1czoeHh6uOnXqKDU11dF24MABZWdnKzIyssw5mzVrpqCgIKcxNptN27dvL3cMAAAwlmoNQKNHj9ayZcu0fPlyNWjQQDk5OcrJydGvv/4q6bfFy8OHD1dCQoLWr1+vjIwMDR06VJGRkU5PgIWGhmrVqlWSJJPJpHHjxumVV17R559/rj179iguLk5Wq1UDBgyojtMEAABeplq/DDU5OVmS1KtXL6f2JUuWaMiQIZKkuXPnqlatWnrsscdUXFys6OhovfPOO079Dxw44HiCTJImT56swsJCPfvsszp//rzuu+8+paSkyM/Pz6PnAwAAagaveg+Qt+A9QMbBe4AA4MZRY98DBAAAUBUIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHCqNQBt3LhR/fr1k9Vqlclk0urVq52Om0ymMrfZs2eXO+eMGTOu6B8aGurhMwEAADVJtQagwsJCdejQQQsXLizz+KlTp5y2Dz/8UCaTSY899liF87Zp08Zp3ObNmz1RPgAAqKFqV+eHx8TEKCYmptzjQUFBTvtr1qxR79691bx58wrnrV279hVjAQAALqsxa4Byc3P15Zdfavjw4Vfte/DgQVmtVjVv3lyDBw9WdnZ2hf2Li4tls9mcNgAAcOOqMQHoo48+UoMGDfToo49W2C8iIkJLly5VSkqKkpOTdfToUXXv3l35+fnljklKSpLFYnFsISEh7i4fAAB4kRoTgD788EMNHjxYfn5+FfaLiYnRwIED1b59e0VHR+urr77S+fPn9emnn5Y7JjExUXl5eY7t+PHj7i4fAAB4kWpdA3StNm3apAMHDuiTTz5xeWzDhg3VsmVLHTp0qNw+ZrNZZrP5ekoEAAA1SI0IQB988IHCw8PVoUMHl8cWFBTo8OHDeuaZZzxQ2fUJn/RxdZdgeP7nChyXQU+dK+C/iRfImB1X3SUAMIBqvQVWUFCg3bt3a/fu3ZKko0ePavfu3U6Llm02mz777DONGDGizDn69OmjBQsWOPYnTpyoDRs2KCsrS1u3btUjjzwiHx8fxcbGevRcAABAzVGtV4B27typ3r17O/YTEhIkSfHx8Vq6dKkkacWKFbLb7eUGmMOHD+vMmTOO/RMnTig2NlZnz55VQECA7rvvPqWnpysgIMBzJwIAAGqUag1AvXr1kt1ur7DPs88+q2effbbc41lZWU77K1ascEdpAADgBlZjngIDAABwFwIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwHAIQAAAwnGoNQBs3blS/fv1ktVplMpm0evVqp+NDhgyRyWRy2h544IGrzrtw4UI1bdpUfn5+ioiI0I4dOzx0BgAAoCaq1gBUWFioDh06aOHCheX2eeCBB3Tq1CnH9pe//KXCOT/55BMlJCRo+vTp2rVrlzp06KDo6Gj9/PPP7i4fAADUULWr88NjYmIUExNTYR+z2aygoKBrnvOtt97SyJEjNXToUEnSokWL9OWXX+rDDz/Uiy++eF31AgCAG4PXrwFKS0tT48aN1apVK40aNUpnz54tt++FCxeUkZGhqKgoR1utWrUUFRWlbdu2lTuuuLhYNpvNaQMAADcurw5ADzzwgD7++GOlpqbq9ddf14YNGxQTE6OSkpIy+585c0YlJSUKDAx0ag8MDFROTk65n5OUlCSLxeLYQkJC3HoeAADAu1TrLbCrGTRokOPndu3aqX379rrzzjuVlpamPn36uO1zEhMTlZCQ4Ni32WyEIAAAbmBefQXo95o3b65bb71Vhw4dKvP4rbfeKh8fH+Xm5jq15+bmVriOyGw2y9/f32kDAAA3LrcEoIsXL7pjmqs6ceKEzp49q+Dg4DKP+/r6Kjw8XKmpqY620tJSpaamKjIyskpqBAAA3s+lAPTpp5/qwoULjv0FCxaoSZMm8vPz06233qqZM2e69OEFBQXavXu3du/eLUk6evSodu/erezsbBUUFGjSpElKT09XVlaWUlNT1b9/f911112Kjo52zNGnTx8tWLDAsZ+QkKD33ntPH330kfbv369Ro0apsLDQ8VQYAACAS2uAYmNjderUKTVu3FhLlizRpEmTNHnyZEVERCgzM1NJSUmyWq0aMWLENc23c+dO9e7d27F/eR1OfHy8kpOT9f333+ujjz7S+fPnZbVa1bdvX82aNUtms9kx5vDhwzpz5oxj/8knn9Tp06c1bdo05eTkqGPHjkpJSbliYTQAADAuk91ut19r51q1aiknJ0eNGzdWRESEHn/8cU2aNMlxPDk5We+995527drlkWKris1mk8ViUV5enkfXA4VP+thjc+Pa+O/9q2pdKJQklfrWl63t49VcETJmx1V3CQBqKFf+fru8BshkMkmSjhw5or59+zod69u3b7kLlAEAALyFy4/Bp6SkyGKxyM/PT7/88ovTsaKiIkdAAgAA8FYuB6D4+HjHz+vWrXN6uio9PV133nmneyoDAADwEJcCUGlpaYXHAwMDlZSUdF0FAQAAeJpb3wT9xz/+0Z3TAQAAeMR1BaDz58/rs88+U3Z2tpo0aaKBAwfKYrG4qzYAAACPcOkpsEcffVR//etfJUk//PCDWrRooT/96U9au3atXn75ZYWGhmr//v0eKRQAAMBdXApAaWlpatu2rSRp0qRJ6tu3r06cOKH09HQdP35cDz30kMaNG+eJOgEAANzGpVtgRUVFqlOnjiRp9+7d+vLLL+Xr6ytJqlOnjiZPnqwuXbq4v0oAAAA3cukKUPv27bVu3TpJUlBQkI4dO+Z0/NixY6pbt677qgMAAPAAl64ATZ06VXFxcapTp47+8z//U+PHj9fZs2cVFhamAwcOaPr06XrmmWc8VSsAAIBbuBSAHnroIb377rsaN26cTp48KbvdrpEjR0qSzGaznnvuOd4DhBqltE79Mn8GANzYXH4M/rHHHtOAAQOUkZGho0ePqrS0VMHBwQoPD1eDBg08USPgMQWtYqq7BABANajUe4B8fHzUpUsXFjwDAIAayeUAdOHCBa1evVrbtm1TTk6OpN8WRHft2lX9+/d3PBUGAADgrVx6CuzQoUMKCwtTfHy8MjMzVVpaqtLSUmVmZiouLk5t2rTRoUOHPFUrAACAW7h0BWjUqFFq166dMjMz5e/v73TMZrMpLi5Oo0eP1t///ne3FgkAAOBOLgWgLVu2aMeOHVeEH0ny9/fXrFmzFBER4bbiAAAAPMGlW2ANGzZUVlZWucezsrLUsGHD6ywJAADAs1y6AjRixAjFxcVp6tSp6tOnjwIDAyVJubm5Sk1N1SuvvKIXXnjBI4UCAAC4i0sBaObMmapfv75mz56tCRMmyGQySZLsdruCgoI0ZcoUTZ482SOFAgAAuIvLj8FPmTJFU6ZM0ZEjR5Sbmyvpt8fgmzVr5vbiAAAAPKFSL0KUpObNm6t58+burAUAAKBKuLQIWpL27dun559/Xp06dVJwcLCCg4PVqVMnPf/889q3b58nagQAAHArl64Aff311xowYIDuvvtu9e/f32kR9Nq1a3X33XdrzZo1io6O9kixAAAA7mCy2+32a+3coUMH9e/fXzNnzizz+IwZM7Ry5Up9//33biuwOthsNlksFuXl5ZX5ziN3CZ/0scfmBmqqjNlx1V0CgBrKlb/fLt0C++mnnzR48OByj8fGxurgwYOuTAkAAFDlXApATZs21Zdfflnu8S+//FJNmjS57qIAAAA8yeX3AD311FNKS0tTVFTUFS9CTElJ0fLlyz1SKAAAgLu4FIAGDhyo2267TW+//bbmzJmjnJwcSb+9BygyMlJpaWmKjIz0SKEAAADu4vJ7gLp27aquXbt6ohYAAIAqUekXIebl5TldAbJYLG4rCgAAwJNcfhHi+++/r9atW6tRo0Zq3bq1wsLCHD9/8MEHLs21ceNG9evXT1arVSaTSatXr3Ycu3jxoqZMmaJ27dqpfv36slqtiouL08mTJyucc8aMGTKZTE5baGioq6cJAABuYC4FoNmzZ2vs2LHq37+/UlNTtXfvXv3www9KTU3VgAEDNHbsWL355pvXPF9hYaE6dOighQsXXnHsl19+0a5duzR16lTt2rVLK1eu1IEDB/Twww9fdd42bdro1KlTjm3z5s2unCYAALjBuXQLbMGCBVqyZImeeOIJp/awsDD16tVLHTp00KRJkzRx4sRrmi8mJkYxMTFlHrNYLFq7du0Vn9+lSxdlZ2frjjvuKHfe2rVrKygo6JpqAAAAxuPSFaCff/5Z7dq1K/d4u3btdObMmesuqjx5eXkymUxq2LBhhf0OHjwoq9Wq5s2ba/DgwcrOzq6wf3FxsWw2m9MGAABuXC4FoM6dO+u1117TpUuXrjhWUlKi119/XZ07d3Zbcf+uqKhIU6ZMUWxsbIWvt46IiNDSpUuVkpKi5ORkHT16VN27d1d+fn65Y5KSkmSxWBxbSEiIJ04BAAB4CZdvgUVHRysoKEg9evRwehHixo0b5evrq2+++cbtRV68eFFPPPGE7Ha7kpOTK+z777fU2rdvr4iICDVp0kSffvqphg8fXuaYxMREJSQkOPZtNhshCACAG5hLAah9+/b66aeftGzZMqWnp+vIkSOSfnsM/pVXXtFTTz3l9i8PvRx+jh07pnXr1rk8f8OGDdWyZUsdOnSo3D5ms1lms/l6SwUAADWEy+8BatCggUaNGqVRo0Z5oh4nl8PPwYMHtX79et1yyy0uz1FQUKDDhw/rmWee8UCFAACgJnIpAF26dEklJSVOV0tyc3O1aNEiFRYWql+/furevfs1z1dQUOB0Zebo0aPavXu3GjVqpODgYD3++OPatWuXvvjiC5WUlDhevNioUSP5+vpKkvr06aNHHnlEY8aMkSRNnDhR/fr1U5MmTXTy5ElNnz5dPj4+io2NdeVUAQDADcylADRy5Ej5+vpq8eLFkqT8/Hx17txZRUVFCg4O1ty5c7VmzRo9+OCD1zTfzp071bt3b8f+5XU48fHxmjFjhj7//HNJUseOHZ3GrV+/Xr169ZIkHT582OnJsxMnTig2NlZnz55VQECA7rvvPqWnpysgIMCVUwUAADcwlwLQli1btGDBAsf+xx9/rJKSEh08eFAWi0VTpkzR7NmzrzkA9erVS3a7vdzjFR27LCsry2l/xYoV1/TZAADAuFx6DP6f//ynWrRo4dhPTU3VY4895vgesPj4eP3www/urRAAAMDNXApAfn5++vXXXx376enpioiIcDpeUFDgvuoAAAA8wKUA1LFjR/35z3+WJG3atEm5ubm6//77HccPHz4sq9Xq3goBAADczKU1QNOmTVNMTIw+/fRTnTp1SkOGDFFwcLDj+KpVq9StWze3FwkAAOBOLgWgnj17KiMjQ998842CgoI0cOBAp+MdO3ZUly5d3FogAACAu7n8IsSwsDCFhYWVeezZZ591WiMEAADgjVxaA1SR4uJivfXWW2rWrJm7pgQAAPAIlwJQcXGxEhMTdc8996hr165avXq1JGnJkiVq1qyZ5s6dq/Hjx3uiTgAAALdxeRH04sWLFRUVpa1bt2rgwIEaOnSo0tPT9dZbb2ngwIHy8fHxVK0AAABu4VIA+uyzz/Txxx/r4Ycf1t69e9W+fXtdunRJ//jHP2QymTxVIwAAgFu5dAvsxIkTCg8PlyS1bdtWZrNZ48ePJ/wAAIAaxaUAVFJS4vgWdkmqXbu2brrpJrcXBQAA4Eku3QKz2+0aMmSIzGazJKmoqEjPPfec6tev79Rv5cqV7qsQAADAzVwKQPHx8U77Tz/9tFuLAQAAqAouBaAlS5a4NPmJEydktVpVq5bbXjcEAABw3TyaTFq3bq2srCxPfgQAAIDLPBqA7Ha7J6cHAACoFO5NAQAAwyEAAQAAwyEAAQAAw/FoAOIN0QAAwBuxCBoAABiOS+8BctW+fftktVo9+REAAAAucykAPfroo9fU7/JXYYSEhLheEQAAgIe5FIAsFoun6gAAAKgyHv0qDAAAAG/EY/AAAMBwXA5A69ev15w5c7RlyxZJ0uLFi3XHHXcoICBAI0eO1K+//ur2IgEAANzJpVtg7733nkaNGqVmzZrpT3/6k6ZPn65XX31VzzzzjGrVqqVly5bplltu0WuvveapegEAAK6bS1eA5s+fr7lz5+rgwYNavXq1pk2bpoULFyo5OVkLFy7U+++/r7/+9a+eqhUAAMAtXApAR44c0cMPPyxJeuCBB2QymdSlSxfH8YiICB0/fty9FQIAALiZSwGoqKhIdevWdeybzWaZzWan/UuXLrmvOgAAAA9waQ2QyWRSfn6+/Pz8ZLfbZTKZVFBQIJvNJkmO/wUAAPBmLl0BstvtatmypW6++WY1atRIBQUF6tSpk26++WbdfPPNatWqlUsfvnHjRvXr109Wq1Umk0mrV6++4vOmTZum4OBg1a1bV1FRUTp48OBV5124cKGaNm0qPz8/RUREaMeOHS7VBQAAbmwuXQFav369Wz+8sLBQHTp00LBhw8r8mo033nhDb7/9tj766CM1a9ZMU6dOVXR0tPbt2yc/P78y5/zkk0+UkJCgRYsWKSIiQvPmzVN0dLQOHDigxo0bu7V+AABQM5nsXvKV7SaTSatWrdKAAQMk/Xb1x2q1asKECZo4caIkKS8vT4GBgVq6dKkGDRpU5jwRERHq3LmzFixYIEkqLS1VSEiIXnjhBb344otljikuLlZxcbFj32azKSQkRHl5efL393fjWToLn/Sxx+YGaqqM2XHVXQKAGspms8lisVzT32+XboGVlpbq9ddfV7du3dS5c2e9+OKLHnvx4dGjR5WTk6OoqChHm8ViUUREhLZt21bmmAsXLigjI8NpTK1atRQVFVXuGElKSkqSxWJxbHyJKwAANzaXAtCrr76ql156STfddJNuu+02zZ8/X6NHj/ZIYTk5OZKkwMBAp/bAwEDHsd87c+aMSkpKXBojSYmJicrLy3NsPMoPAMCNzaU1QB9//LHeeecd/cd//Ick6dtvv9VDDz2k999/X7Vq1dyvFfv94/wAAODG5lJqyc7O1oMPPujYj4qKkslk0smTJ91eWFBQkCQpNzfXqT03N9dx7PduvfVW+fj4uDQGAAAYj0sB6NKlS1c8fVWnTh1dvHjRrUVJUrNmzRQUFKTU1FRHm81m0/bt2xUZGVnmGF9fX4WHhzuNKS0tVWpqarljAACA8bh0C8xut2vIkCFOt4uKior03HPPqX79+o62lStXXtN8BQUFOnTokGP/6NGj2r17txo1aqQ77rhD48aN0yuvvKIWLVo4HoO3Wq2OJ8UkqU+fPnrkkUc0ZswYSVJCQoLi4+N1zz33qEuXLpo3b54KCws1dOhQV04VAADcwFwKQPHx8Ve0Pf3005X+8J07d6p3796O/YSEBMfnLF26VJMnT1ZhYaGeffZZnT9/Xvfdd59SUlKcrkIdPnxYZ86ccew/+eSTOn36tKZNm6acnBx17NhRKSkpVyyMBgAAxuU17wHyJq68R+B68B4g4Eq8BwhAZXnsPUDX4ueff3b3lAAAAG7lUgCqV6+eTp8+7dh/6KGHdOrUKcd+bm6ugoOD3VcdAACAB7gUgIqKivTvd8w2btx4xZuguaMGAAC8ndtvgZlMJndPCQAA4FY19/XNAAAAleRSADKZTE5XeH6/DwAAUBO4/CLEli1bOkJPQUGBOnXq5PgeMNb/AACAmsClALRkyRJP1QEAgFuNHTvW8eRyQECA5s+fX80VwZtc95ug/92lS5d4DxAAwCucPn36ii/HBi5z6yLoH374QSEhIe6cEgAAwO14CgwAABgOAQgAABgOAQgAABiOS4ugv//++wqPHzhw4LqKAQAAqAouBaCOHTvKZDKV+b6fy+28GBEAAHg7lwLQ0aNHPVUHAABAlXEpADVp0sRTdQAAAFSZ614E3a5dOx0/ftwdtQAAAFSJ6w5AWVlZunjxojtqAQAAqBI8Bg8AAAznugNQ9+7dVbduXXfUAgAAUCVcWgRdlq+++soddQAAAFSZSl8B+vOf/6xu3brJarXq2LFjkqR58+ZpzZo1bisOAADAEyoVgJKTk5WQkKAHH3xQ586dU0lJiSSpYcOGmjdvnjvrAwAAcLtKBaD/+Z//0Xvvvac//elPql37/+6i3XPPPdqzZ4/bigMAAPCESgWgo0ePqlOnTle0m81mFRYWXndRAAAAnlSpANSsWTPt3r37ivaUlBSFhYVdb00AAAAeVamnwBISEjR69GgVFRXJbrdrx44d+stf/qKkpCS9//777q4RAADArSoVgEaMGKG6devq5Zdf1i+//KKnnnpKVqtV8+fP16BBg9xdIwAAgFtV+j1AgwcP1uDBg/XLL7+ooKBAjRs3dmddAAAAHnPdL0KsV6+e6tWr545aAAAAqkSlFkHn5ubqmWeekdVqVe3ateXj4+O0AQAAeLNKXQEaMmSIsrOzNXXqVAUHB8tkMrm7LoemTZs63jT9755//nktXLjwivalS5dq6NChTm1ms1lFRUUeqxEAANQslQpAmzdv1qZNm9SxY0c3l3Ol7777zvGmaUnau3ev/vCHP2jgwIHljvH399eBAwcc+54MaAAAoOapVAAKCQmR3W53dy1lCggIcNp/7bXXdOedd6pnz57ljjGZTAoKCrrmzyguLlZxcbFj32azuV4oAACoMSq1BmjevHl68cUXlZWV5eZyKnbhwgUtW7ZMw4YNq/CqTkFBgZo0aaKQkBD1799fP/zwQ4XzJiUlyWKxOLaQkBB3lw4AALxIpQLQk08+qbS0NN15551q0KCBGjVq5LR5yurVq3X+/HkNGTKk3D6tWrXShx9+qDVr1mjZsmUqLS1V165ddeLEiXLHJCYmKi8vz7EdP37cA9UDAABvUalbYNX1je8ffPCBYmJiZLVay+0TGRmpyMhIx37Xrl0VFhamxYsXa9asWWWOMZvNMpvNbq8XAAB4p0oFoPj4eHfXcVXHjh3Tt99+q5UrV7o0rk6dOurUqZMOHTrkocoAAEBNU6lbYJJ0+PBhvfzyy4qNjdXPP/8sSfr666+vut6mspYsWaLGjRvroYcecmlcSUmJ9uzZo+DgYI/UBQAAap5KBaANGzaoXbt22r59u1auXKmCggJJ0j/+8Q9Nnz7drQVKUmlpqZYsWaL4+HjVru180SouLk6JiYmO/ZkzZ+qbb77RkSNHtGvXLj399NM6duyYRowY4fa6AABAzVSpAPTiiy/qlVde0dq1a+Xr6+tov//++5Wenu624i779ttvlZ2drWHDhl1xLDs7W6dOnXLsnzt3TiNHjlRYWJgefPBB2Ww2bd26Va1bt3Z7XQAAoGaq1BqgPXv2aPny5Ve0N27cWGfOnLnuon6vb9++5b53KC0tzWl/7ty5mjt3rttrAAAAN45KXQFq2LCh01WXyzIzM3Xbbbddd1EAAACeVKkANGjQIE2ZMkU5OTkymUwqLS3Vli1bNHHiRMXFxbm7RgAAALeqVAD67//+b4WGhiokJEQFBQVq3bq1unfvrq5du+rll192d40AAABuVak1QL6+vnrvvfc0bdo07dmzRwUFBerUqZNatGjh7voAAADcrlIBKCEh4Yq29PR0mUwm+fn56a677lL//v09+rUYAAAAlVWpAJSZmaldu3appKRErVq1kiT99NNP8vHxUWhoqN555x1NmDBBmzdv5vFzAADgdSq1Bqh///6KiorSyZMnlZGRoYyMDJ04cUJ/+MMfFBsbq3/+85/q0aOHxo8f7+56AQAArlulAtDs2bM1a9Ys+fv7O9osFotmzJihN954Q/Xq1dO0adOUkZHhtkIBAADcpVIBKC8vz/H9X//u9OnTstlskn57V9CFCxeurzoAAAAPqPQtsGHDhmnVqlU6ceKETpw4oVWrVmn48OEaMGCAJGnHjh1q2bKlO2sFAABwi0otgl68eLHGjx+vQYMG6dKlS79NVLu24uPjHV9DERoaqvfff999lQIAALhJpQLQTTfdpPfee09z587VkSNHJEnNmzfXTTfd5OjTsWNHtxQIAADgbpUKQJfddNNNat++vbtqAYAbRvbMdtVdguFdOn+LJJ////NJ/pt4gTum7anuEhwqtQYIAACgJiMAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAwyEAAQAAw/HqADRjxgyZTCanLTQ0tMIxn332mUJDQ+Xn56d27drpq6++qqJqAQBATeHVAUiS2rRpo1OnTjm2zZs3l9t369atio2N1fDhw5WZmakBAwZowIAB2rt3bxVWDAAAvF3t6i7gamrXrq2goKBr6jt//nw98MADmjRpkiRp1qxZWrt2rRYsWKBFixaVO664uFjFxcWOfZvNdn1FAwAAr+b1V4AOHjwoq9Wq5s2ba/DgwcrOzi6377Zt2xQVFeXUFh0drW3btlX4GUlJSbJYLI4tJCTELbUDAADv5NUBKCIiQkuXLlVKSoqSk5N19OhRde/eXfn5+WX2z8nJUWBgoFNbYGCgcnJyKvycxMRE5eXlObbjx4+77RwAAID38epbYDExMY6f27dvr4iICDVp0kSffvqphg8f7rbPMZvNMpvNbpsPAAB4N6++AvR7DRs2VMuWLXXo0KEyjwcFBSk3N9epLTc395rXEAEAAGOoUQGooKBAhw8fVnBwcJnHIyMjlZqa6tS2du1aRUZGVkV5AACghvDqADRx4kRt2LBBWVlZ2rp1qx555BH5+PgoNjZWkhQXF6fExERH/7FjxyolJUVz5szRjz/+qBkzZmjnzp0aM2ZMdZ0CAADwQl69BujEiROKjY3V2bNnFRAQoPvuu0/p6ekKCAiQJGVnZ6tWrf/LcF27dtXy5cv18ssv66WXXlKLFi20evVqtW3btrpOAQAAeCGvDkArVqyo8HhaWtoVbQMHDtTAgQM9VBEAALgRePUtMAAAAE8gAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMMhAAEAAMPx6u8CAwCgshqZS8r8GZAIQACAG9RLnc5XdwnwYtwCAwAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhkMAAgAAhuPVASgpKUmdO3dWgwYN1LhxYw0YMEAHDhyocMzSpUtlMpmcNj8/vyqqGAAA1AReHYA2bNig0aNHKz09XWvXrtXFixfVt29fFRYWVjjO399fp06dcmzHjh2roooBAEBNULu6C6hISkqK0/7SpUvVuHFjZWRkqEePHuWOM5lMCgoK8nR5AACghvLqK0C/l5eXJ0lq1KhRhf0KCgrUpEkThYSEqH///vrhhx8q7F9cXCybzea0AQCAG1eNCUClpaUaN26cunXrprZt25bbr1WrVvrwww+1Zs0aLVu2TKWlperatatOnDhR7pikpCRZLBbHFhIS4olTAAAAXqLGBKDRo0dr7969WrFiRYX9IiMjFRcXp44dO6pnz55auXKlAgICtHjx4nLHJCYmKi8vz7EdP37c3eUDAAAv4tVrgC4bM2aMvvjiC23cuFG33367S2Pr1KmjTp066dChQ+X2MZvNMpvN11smAACoIbz6CpDdbteYMWO0atUqrVu3Ts2aNXN5jpKSEu3Zs0fBwcEeqBAAANREXn0FaPTo0Vq+fLnWrFmjBg0aKCcnR5JksVhUt25dSVJcXJxuu+02JSUlSZJmzpype++9V3fddZfOnz+v2bNn69ixYxoxYkS1nQcAAPAuXh2AkpOTJUm9evVyal+yZImGDBkiScrOzlatWv93IevcuXMaOXKkcnJydPPNNys8PFxbt25V69atq6psAADg5bw6ANnt9qv2SUtLc9qfO3eu5s6d66GKAADAjcCr1wABAAB4AgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYDgEIAAAYTo0IQAsXLlTTpk3l5+eniIgI7dixo8L+n332mUJDQ+Xn56d27drpq6++qqJKAQBATeD1AeiTTz5RQkKCpk+frl27dqlDhw6Kjo7Wzz//XGb/rVu3KjY2VsOHD1dmZqYGDBigAQMGaO/evVVcOQAA8FZeH4DeeustjRw5UkOHDlXr1q21aNEi1atXTx9++GGZ/efPn68HHnhAkyZNUlhYmGbNmqW7775bCxYsqOLKAQCAt6pd3QVU5MKFC8rIyFBiYqKjrVatWoqKitK2bdvKHLNt2zYlJCQ4tUVHR2v16tXlfk5xcbGKi4sd+3l5eZIkm812HdVfXUnxrx6dH6iJPP17V1Xyi0qquwTA63j69/vy/Ha7/ap9vToAnTlzRiUlJQoMDHRqDwwM1I8//ljmmJycnDL75+TklPs5SUlJ+q//+q8r2kNCQipRNYDrYfmf56q7BACekmSpko/Jz8+XxVLxZ3l1AKoqiYmJTleNSktL9a9//Uu33HKLTCZTNVaGqmCz2RQSEqLjx4/L39+/ussB4Eb8fhuL3W5Xfn6+rFbrVft6dQC69dZb5ePjo9zcXKf23NxcBQUFlTkmKCjIpf6SZDabZTabndoaNmxYuaJRY/n7+/N/kMANit9v47jalZ/LvHoRtK+vr8LDw5WamupoKy0tVWpqqiIjI8scExkZ6dRfktauXVtufwAAYDxefQVIkhISEhQfH6977rlHXbp00bx581RYWKihQ4dKkuLi4nTbbbcpKSlJkjR27Fj17NlTc+bM0UMPPaQVK1Zo586devfdd6vzNAAAgBfx+gD05JNP6vTp05o2bZpycnLUsWNHpaSkOBY6Z2dnq1at/7uQ1bVrVy1fvlwvv/yyXnrpJbVo0UKrV69W27Ztq+sU4OXMZrOmT59+xW1QADUfv98oj8l+Lc+KAQAA3EC8eg0QAACAJxCAAACA4RCAAACA4RCAAACA4RCAYGg5OTl64YUX1Lx5c5nNZoWEhKhfv35XvEsKgHdZtGiRGjRooEuXLjnaCgoKVKdOHfXq1cupb1pamkwm01W3tLS0qj0JVCuvfwwe8JSsrCx169ZNDRs21OzZs9WuXTtdvHhRf//73zV69Ohyv28OQPXr3bu3CgoKtHPnTt17772SpE2bNikoKEjbt29XUVGR/Pz8JEnr169XUFCQMjMzHePHjh0rm82mJUuWONoaNWpUtSeBakUAgmE9//zzMplM2rFjh+rXr+9ob9OmjYYNG1aNlQG4mlatWik4OFhpaWmOAJSWlqb+/ftr3bp1Sk9Pd1wJSktLU3R0tNNXItWtW1fFxcUVfk0SbmzcAoMh/etf/1JKSopGjx7tFH4u47vgAO/Xu3dvrV+/3rG/fv169erVSz179nS0//rrr9q+fbt69+5dXWXCSxGAYEiHDh2S3W5XaGhodZcCoJJ69+6tLVu26NKlS8rPz1dmZqZ69uypHj16ONbzbNu2TcXFxQQgXIFbYDAkXoAO1Hy9evVSYWGhvvvuO507d04tW7ZUQECAevbsqaFDh6qoqEhpaWlq3ry57rjjjuouF16GAARDatGihUwmEwudgRrsrrvu0u23367169fr3Llz6tmzpyTJarUqJCREW7du1fr163X//fdXc6XwRtwCgyE1atRI0dHRWrhwoQoLC684fv78+aovCoDLevfurbS0NKWlpTk9/t6jRw99/fXX2rFjB7e/UCYCEAxr4cKFKikpUZcuXfS3v/1NBw8e1P79+/X2228rMjKyussDcA169+6tzZs3a/fu3Y4rQJLUs2dPLV68WBcuXCAAoUzcAoNhNW/eXLt27dKrr76qCRMm6NSpUwoICFB4eLiSk5OruzwA16B379769ddfFRoaqsDAQEd7z549lZ+f73hcHvg9k53VoAAAwGC4BQYAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAAQAAAyHAATghnHhwoXqLgFADUEAAuC18vPzNXjwYNWvX1/BwcGaO3euevXqpXHjxkmSmjZtqlmzZikuLk7+/v569tlnJUl/+9vf1KZNG5nNZjVt2lRz5sxxmtdkMmn16tVObQ0bNtTSpUslSVlZWTKZTFqxYoW6du0qPz8/tW3bVhs2bHD0P3funAYPHqyAgADVrVtXLVq00JIlSzz2bwHAvQhAALxWQkKCtmzZos8//1xr167Vpk2btGvXLqc+b775pjp06KDMzExNnTpVGRkZeuKJJzRo0CDt2bNHM2bM0NSpUx3hxhWTJk3ShAkTlJmZqcjISPXr109nz56VJE2dOlX79u3T119/rf379ys5OVm33nqrO04bQBWoXd0FAEBZ8vPz9dFHH2n58uXq06ePJGnJkiWyWq1O/e6//35NmDDBsT948GD16dNHU6dOlSS1bNlS+/bt0+zZszVkyBCXahgzZowee+wxSVJycrJSUlL0wQcfaPLkycrOzlanTp10zz33SPrtahSAmoMrQAC80pEjR3Tx4kV16dLF0WaxWNSqVSunfpcDyGX79+9Xt27dnNq6deumgwcPqqSkxKUaIiMjHT/Xrl1b99xzj/bv3y9JGjVqlFasWKGOHTtq8uTJ2rp1q0tzA6heBCAANVr9+vVdHmMymWS3253aLl686NIcMTExOnbsmMaPH6+TJ0+qT58+mjhxosu1AKgeBCAAXql58+aqU6eOvvvuO0dbXl6efvrppwrHhYWFacuWLU5tW7ZsUcuWLeXj4yNJCggI0KlTpxzHDx48qF9++eWKudLT0x0/X7p0SRkZGQoLC3O0BQQEKD4+XsuWLdO8efP07rvvunaSAKoNa4AAeKUGDRooPj5ekyZNUqNGjdS4cWNNnz5dtWrVkslkKnfchAkT1LlzZ82aNUtPPvmktm3bpgULFuidd95x9Ln//vu1YMECRUZGqqSkRFOmTFGdOnWumGvhwoVq0aKFwsLCNHfuXJ07d07Dhg2TJE2bNk3h4eFq06aNiouL9cUXXziFIwDejStAALzWW2+9pcjISP3xj39UVFSUunXrprCwMPn5+ZU75u6779ann36qFStWqG3btpo2bZpmzpzptAB6zpw5CgkJUffu3fXUU09p4sSJqlev3hVzvfbaa3rttdfUoUMHbd68WZ9//rnjSS9fX18lJiaqffv26tGjh3x8fLRixQq3/xsA8AyT/fc3wgHASxUWFuq2227TnDlzNHz4cI99TlZWlpo1a6bMzEx17NjRY58DoPpwCwyA18rMzNSPP/6oLl26KC8vTzNnzpQk9e/fv5orA1DTEYAAeLU333xTBw4ckK+vr8LDw7Vp0yZeOAjgunELDAAAGA6LoAEAgOEQgAAAgOEQgAAAgOEQgAAAgOEQgAAAgOEQgAAAgOEQgAAAgOEQgAAAgOH8PzRcqs2iCBqKAAAAAElFTkSuQmCC",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1342,10 +1362,20 @@
    "id": "7102bd62-f2d1-4573-a741-45903b9dee1d",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
+       "<Axes: xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
       ]
      },
      "execution_count": 23,
@@ -1354,14 +1384,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1387,7 +1415,7 @@
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
+       "<Axes: xlabel='groups', ylabel='gene-LEPBI_RS00065'>"
       ]
      },
      "execution_count": 24,
@@ -1396,14 +1424,12 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -1783,7 +1809,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 30,
    "id": "cfd41f82-0e31-41f9-8e1c-75cc934e89d2",
    "metadata": {},
    "outputs": [],
@@ -1793,7 +1819,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 31,
    "id": "e2d779f7-c127-4f24-8e6c-34190bf8460d",
    "metadata": {
     "tags": []
@@ -1954,7 +1980,7 @@
        "gene-LEPBI_RS01025  202146      -   famous_gene_3  "
       ]
      },
-     "execution_count": 33,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1974,7 +2000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 32,
    "id": "03e3e893-ae73-4fea-853c-bcdc6129f71c",
    "metadata": {},
    "outputs": [],
@@ -1992,30 +2018,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 147,
+   "execution_count": 33,
    "id": "e11d36d2-6a41-463b-92e0-af4cdcec279f",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<AxesSubplot:xlabel='FoldChange', ylabel='Name'>"
+       "<Axes: xlabel='FoldChange', ylabel='Name'>"
       ]
      },
-     "execution_count": 147,
+     "execution_count": 33,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApkAAAGwCAYAAADi5H4xAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABaE0lEQVR4nO3deVgVZf8/8PcBZN+R1UBUEDEkUNBHkdAkQNNwT6UnLTdUQMUFSUNcEYXUFjQsxcoUKlNTH9QIFNHHcDm4IyAGJWrmw2oics7vD7/MzxOIiJOHg+/Xdc11nTNzzz2fmbri3T33zJHI5XI5iIiIiIhEpKbsAoiIiIio9WHIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJTkPZBdCLSyaT4fr16zAwMIBEIlF2OURERNQEcrkcFRUVsLGxgZra48crGTJJaa5fvw5bW1tll0FERETNUFxcjJdeeumx2xkySWkMDAwAPPyX1NDQUMnVEBERUVOUl5fD1tZW+Dv+OAyZpDR1t8gNDQ0ZMomIiFTMk6a68cEfIiIiIhIdQyYRERERiY63y0npXl20HepaOsoug6hFOLXmHWWXQEQkCo5kEhEREZHoGDKJiIiISHQMmUREREQkOoZMIiIiIhIdQyYRERERiY4hk4iIiIhEx5BJRERERKJjyCQiIiIi0TFkEhEREZHoGDKJiIiISHQMmUREREQkOoZMIiIiIhIdQyYRERERiU5lQqZcLseUKVNgamoKiUQCqVSq7JKIiIiI6DFUJmSmpqYiKSkJe/fuRUlJCVxcXJRd0gvrwoULGDFiBOzt7SGRSLBu3Tpll0REREQtjMqEzIKCAlhbW6NPnz6wsrKChoaGskt6Yd29excdO3bEqlWrYGVlpexyiIiIqAVSiZA5YcIEhIaGoqioCBKJBPb29khNTUXfvn1hbGwMMzMzDB48GAUFBcI+165dg0QiQUpKCry9vaGjowNPT09cuXIF2dnZ8PDwgL6+PgYOHIg//vhD2E8mk2Hp0qV46aWXoKWlBTc3N6SmpgrbMzIyIJFIUFpaKqyTSqWQSCS4du0aAODXX3/FkCFDYGJiAj09Pbz88svYv39/k851z549cHR0hLa2Nvr374+tW7fWO97Ro0eFc7K1tUVYWBiqqqqE7fb29li5ciXee+89GBgYwM7ODomJiQrHKS4uxujRo2FsbAxTU1MEBgYK9T+Jp6cn1qxZgzFjxkBLS6tJ+wBAdXU1ysvLFRYiIiJqnVQiZK5fv14IfiUlJcjOzkZVVRXCw8Nx8uRJpKWlQU1NDcOGDYNMJlPYd/HixVi0aBFOnz4NDQ0NjBs3DvPnz8f69euRmZmJ/Px8REVFKRwrPj4ecXFxOHv2LPz9/fHmm28iLy+vyfXOmDED1dXVOHLkCM6dO4fY2Fjo6+s/cb/CwkKMHDkSQ4cORU5ODqZOnYqFCxcqtCkoKEBAQABGjBiBs2fPIjk5GUePHkVISIhCu/j4eHh4eODMmTOYPn06pk2bhtzcXABATU0N/P39YWBggMzMTGRlZUFfXx8BAQG4f/9+k8/zacXExMDIyEhYbG1t/7FjERERkXKpxD1nIyMjGBgYQF1dXbg9O2LECIU2mzdvhrm5OS5evKgwX3Pu3Lnw9/cHAMycORNjx45FWloavLy8AAATJ05EUlKS0D4uLg4REREYM2YMACA2Nhbp6elYt24dPv300ybVW1RUhBEjRqBbt24AgI4dOzZpv88++wxOTk5Ys2YNAMDJyQnnz5/HihUrhDYxMTEICgrCrFmzAACOjo746KOP4OPjgw0bNkBbWxsAMGjQIEyfPh0AEBERgbVr1yI9PR1OTk5ITk6GTCbD559/DolEAgDYsmULjI2NkZGRAT8/vybV+7QiIyMRHh4ufC8vL2fQJCIiaqVUImQ2JC8vD1FRUThx4gRu374tjGAWFRUphExXV1fhs6WlJQAI4a9u3a1btwA8DD3Xr18XAmgdLy8v5OTkNLm2sLAwTJs2DQcPHoSvry9GjBihUMfj5ObmwtPTU2Fdz549Fb7n5OTg7Nmz2LZtm7BOLpdDJpOhsLAQzs7OABTPWyKRwMrKSjjPnJwc5Ofnw8DAQKHve/fuKUw5EJuWltZT3V4nIiIi1aWyIXPIkCFo3749Nm3aBBsbG8hkMri4uNS73dumTRvhc92o3d/X/f0We2PU1B7OMJDL5cK6mpoahTaTJk2Cv78/9u3bh4MHDyImJgbx8fEIDQ1t+gk+RmVlJaZOnYqwsLB62+zs7ITPj54joHielZWV6NGjh0JQrWNubv7MNRIRERGpZMj8888/kZubi02bNsHb2xvAw4dhnpWhoSFsbGyQlZUFHx8fYX1WVpYwolgXwkpKSmBiYgIADb6z09bWFsHBwQgODkZkZCQ2bdr0xJDp5ORU7wGh7Oxshe/du3fHxYsX4eDg8NTn92gfycnJsLCwgKGhYbP7ISIiInoclXjw5+9MTExgZmaGxMRE5Ofn4+eff1aY6/cs5s2bh9jYWCQnJyM3NxcLFiyAVCrFzJkzAQAODg6wtbVFdHQ08vLysG/fPsTHxyv0MWvWLBw4cACFhYU4ffo00tPThdvYjZk6dSouX76MiIgIXLlyBSkpKcJ80bpR2IiICBw7dgwhISGQSqXIy8vD7t276z3405igoCC0bdsWgYGByMzMRGFhITIyMhAWFobffvvtifvfv38fUqkUUqkU9+/fx++//w6pVIr8/Pwm10BEREStm0qGTDU1NezYsQOnTp2Ci4sLZs+eLTws86zCwsIQHh6OOXPmoFu3bkhNTRVeKwQ8vA29fft2XL58Ga6uroiNjcXy5csV+qitrcWMGTPg7OyMgIAAdO7cGQkJCU88docOHfDdd99h586dcHV1xYYNG4Sny+vmMrq6uuLw4cO4cuUKvL294e7ujqioKNjY2DT5HHV1dXHkyBHY2dlh+PDhcHZ2xsSJE3Hv3r0mjWxev34d7u7ucHd3R0lJCeLi4uDu7o5JkyY1uQYiIiJq3STyRycXUouzYsUKbNy4EcXFxcouRXTl5eUwMjLCK6Eboa6lo+xyiFqEU2veUXYJRESNqvv7XVZW1ujglErOyWzNEhIS4OnpCTMzM2RlZWHNmjVPdSuciIiIqCVQydvlqio4OBj6+voNLsHBwQAevpopMDAQXbt2xbJlyzBnzhxER0c/1zofV6O+vj4yMzOfay1ERESkmni7/Dm6devWY39K0dDQEBYWFs+5ooY19gBPu3btoKMjzq1t3i4nqo+3y4mopePt8hbIwsKixQTJxjzL65GIiIiIAN4uJyIiIqJ/AEMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0fE8mKd2R5WMbfZkrERERqR6OZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItHxZeykdMWr/gUDbXVll0FERNRq2EWdU3YJHMkkIiIiIvExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISnUqFTLlcjilTpsDU1BQSiQRSqVTZJRERERFRA1QqZKampiIpKQl79+5FSUkJXFxclF0SAdixYwckEgmGDh2q7FKIiIiohdBQdgFPo6CgANbW1ujTp4+yS6H/c+3aNcydOxfe3t7KLoWIiIhaEJUZyZwwYQJCQ0NRVFQEiUQCe3t7pKamom/fvjA2NoaZmRkGDx6MgoICYZ9r165BIpEgJSUF3t7e0NHRgaenJ65cuYLs7Gx4eHhAX18fAwcOxB9//CHsJ5PJsHTpUrz00kvQ0tKCm5sbUlNThe0ZGRmQSCQoLS0V1kmlUkgkEly7dg0A8Ouvv2LIkCEwMTGBnp4eXn75Zezfv79J57pnzx44OjpCW1sb/fv3x9atW+sd7+jRo8I52draIiwsDFVVVcJ2e3t7rFy5Eu+99x4MDAxgZ2eHxMREheMUFxdj9OjRMDY2hqmpKQIDA4X6m6K2thZBQUFYsmQJOnbs+MT21dXVKC8vV1iIiIiodVKZkLl+/Xoh+JWUlCA7OxtVVVUIDw/HyZMnkZaWBjU1NQwbNgwymUxh38WLF2PRokU4ffo0NDQ0MG7cOMyfPx/r169HZmYm8vPzERUVpXCs+Ph4xMXF4ezZs/D398ebb76JvLy8Jtc7Y8YMVFdX48iRIzh37hxiY2Ohr6//xP0KCwsxcuRIDB06FDk5OZg6dSoWLlyo0KagoAABAQEYMWIEzp49i+TkZBw9ehQhISEK7eLj4+Hh4YEzZ85g+vTpmDZtGnJzcwEANTU18Pf3h4GBATIzM5GVlQV9fX0EBATg/v37TTrHpUuXwsLCAhMnTmxS+5iYGBgZGQmLra1tk/YjIiIi1aMyt8uNjIxgYGAAdXV1WFlZAQBGjBih0Gbz5s0wNzfHxYsXFeZrzp07F/7+/gCAmTNnYuzYsUhLS4OXlxcAYOLEiUhKShLax8XFISIiAmPGjAEAxMbGIj09HevWrcOnn37apHqLioowYsQIdOvWDQCaNNIHAJ999hmcnJywZs0aAICTkxPOnz+PFStWCG1iYmIQFBSEWbNmAQAcHR3x0UcfwcfHBxs2bIC2tjYAYNCgQZg+fToAICIiAmvXrkV6ejqcnJyQnJwMmUyGzz//HBKJBACwZcsWGBsbIyMjA35+fo3WefToUXzxxRdP9fBVZGQkwsPDhe/l5eUMmkRERK2UyoTMhuTl5SEqKgonTpzA7du3hRHMoqIihZDp6uoqfLa0tAQAIfzVrbt16xaAh8Hn+vXrQgCt4+XlhZycnCbXFhYWhmnTpuHgwYPw9fXFiBEjFOp4nNzcXHh6eiqs69mzp8L3nJwcnD17Ftu2bRPWyeVyyGQyFBYWwtnZGYDieUskElhZWQnnmZOTg/z8fBgYGCj0fe/ePYUpBw2pqKjAv//9b2zatAlt27Z94jnV0dLSgpaWVpPbExERkepS6ZA5ZMgQtG/fHps2bYKNjQ1kMhlcXFzq3e5t06aN8Llu1O7v6/5+i70xamoPZxnI5XJhXU1NjUKbSZMmwd/fH/v27cPBgwcRExOD+Ph4hIaGNv0EH6OyshJTp05FWFhYvW12dnbC50fPEVA8z8rKSvTo0UMhqNYxNzdv9PgFBQW4du0ahgwZIqyr61dDQwO5ubno1KlT00+IiIiIWh2VDZl//vkncnNzsWnTJuHJ5qNHjz5zv4aGhrCxsUFWVhZ8fHyE9VlZWcKIYl0IKykpgYmJCQA0eNvY1tYWwcHBCA4ORmRkJDZt2vTEkOnk5FTvAaHs7GyF7927d8fFixfh4ODw1Of3aB/JycmwsLCAoaHhU+3bpUsXnDt3TmHdokWLUFFRgfXr1/MWOBEREanOgz9/Z2JiAjMzMyQmJiI/Px8///yzwny/ZzFv3jzExsYiOTkZubm5WLBgAaRSKWbOnAkAcHBwgK2tLaKjo5GXl4d9+/YhPj5eoY9Zs2bhwIEDKCwsxOnTp5Geni7cxm7M1KlTcfnyZURERODKlStISUkR5ovWjcJGRETg2LFjCAkJgVQqRV5eHnbv3l3vwZ/GBAUFoW3btggMDERmZiYKCwuRkZGBsLAw/Pbbb43uq62tDRcXF4XF2NgYBgYGcHFxgaamZpPrICIiotZJZUOmmpoaduzYgVOnTsHFxQWzZ88WHpZ5VmFhYQgPD8ecOXPQrVs3pKamCq8VAh7eht6+fTsuX74MV1dXxMbGYvny5Qp91NbWYsaMGXB2dkZAQAA6d+6MhISEJx67Q4cO+O6777Bz5064urpiw4YNwtPldfMZXV1dcfjwYVy5cgXe3t5wd3dHVFQUbGxsmnyOurq6OHLkCOzs7DB8+HA4Oztj4sSJuHfv3lOPbBIRERH9nUT+6MRCapFWrFiBjRs3ori4WNmliKq8vBxGRkY4H+kMA211ZZdDRETUathFnXtyo2aq+/tdVlbW6MCUys7JbM0SEhLg6ekJMzMzZGVlYc2aNU91K5yIiIhI2VT2drmqCg4Ohr6+foNLcHAwgIevZgoMDETXrl2xbNkyzJkzB9HR0c+1zsfVqK+vj8zMzOdaCxEREake3i5/zm7duvXYn1M0NDSEhYXFc66oYfn5+Y/d1q5dO+jo6DzzMXi7nIiI6J/B2+UvIAsLixYTJBvzLK9HIiIiIuLtciIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0fE8mKZ3tgv82+jJXIiIiUj0cySQiIiIi0TFkEhEREZHoGDKJiIiISHQMmUREREQkOoZMIiIiIhIdQyYRERERiY4hk4iIiIhEx5BJRERERKLjy9hJ6V7f+Do0dPivIhERkViyQrOUXQJHMomIiIhIfAyZRERERCQ6hkwiIiIiEh1DJhERERGJjiGTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJjiGTiIiIiESn0iEzIyMDEokEpaWlyi6FiIiIiB6h0iGTlGfFihXo06cPdHV1YWxsrOxyiIiIqIVhyKRmuX//PkaNGoVp06YpuxQiIiJqgZQaMu3t7bFu3TqFdW5uboiOjgYASCQSfP755xg2bBh0dXXh6OiIPXv2PLa/u3fvYuDAgfDy8kJpaSmuXbsGiUSCnTt3on///tDV1cUrr7yC48ePK+z3/fff4+WXX4aWlhbs7e0RHx8vbPvkk0/g4uIifN+1axckEgk2btworPP19cWiRYsAANHR0XBzc8NXX30Fe3t7GBkZYcyYMaioqGjSNamoqEBQUBD09PRgbW2NtWvXol+/fpg1a5bQprq6GnPnzkW7du2gp6eHXr16ISMjQ9ielJQEY2NjHDhwAM7OztDX10dAQABKSkoUjvX555/D2dkZ2tra6NKlCxISEppUIwAsWbIEs2fPRrdu3Zq8DxEREb04WvxI5pIlSzB69GicPXsWgwYNQlBQEO7cuVOvXWlpKV5//XXIZDIcOnRI4RbuwoULMXfuXEilUnTu3Bljx47FgwcPAACnTp3C6NGjMWbMGJw7dw7R0dH44IMPkJSUBADw8fHBxYsX8ccffwAADh8+jLZt2wqhrqamBsePH0e/fv2E4xUUFGDXrl3Yu3cv9u7di8OHD2PVqlVNOt/w8HBkZWVhz549OHToEDIzM3H69GmFNiEhITh+/Dh27NiBs2fPYtSoUQgICEBeXp7Q5u7du4iLi8NXX32FI0eOoKioCHPnzhW2b9u2DVFRUVixYgUuXbqElStX4oMPPsDWrVubVGdzVFdXo7y8XGEhIiKi1qnFh8wJEyZg7NixcHBwwMqVK1FZWYlffvlFoc2NGzfg4+MDa2tr/Pjjj9DV1VXYPnfuXLzxxhvo3LkzlixZgl9//RX5+fkAgA8//BADBgzABx98gM6dO2PChAkICQnBmjVrAAAuLi4wNTXF4cOHATx82GjOnDnC919++QU1NTXo06ePcDyZTIakpCS4uLjA29sb//73v5GWlvbEc62oqMDWrVsRFxeHAQMGwMXFBVu2bEFtba3QpqioCFu2bMG3334Lb29vdOrUCXPnzkXfvn2xZcsWoV1NTQ02btwIDw8PdO/eHSEhIQo1LF68GPHx8Rg+fDg6dOiA4cOHY/bs2fjss8+a9M+lOWJiYmBkZCQstra2/9ixiIiISLlafMh0dXUVPuvp6cHQ0BC3bt1SaPP666/DwcEBycnJ0NTUbLQPa2trABD6uHTpEry8vBTae3l5IS8vD7W1tZBIJHj11VeRkZGB0tJSXLx4EdOnT0d1dTUuX76Mw4cPw9PTUyHY2tvbw8DAQOGYf6+5IVevXkVNTQ169uwprDMyMoKTk5Pw/dy5c6itrUXnzp2hr68vLIcPH0ZBQYHQTldXF506dWqwhqqqKhQUFGDixIkKfSxfvlyhD7FFRkairKxMWIqLi/+xYxEREZFyaSjz4GpqapDL5QrrampqFL63adNG4btEIoFMJlNY98Ybb+D777/HxYsXG5wj+GgfEokEAOr10Zh+/fohMTERmZmZcHd3h6GhoRA8Dx8+DB8fn6euubkqKyuhrq6OU6dOQV1dXWGbvr5+ozXUXevKykoAwKZNm9CrVy+Fdn/vU0xaWlrQ0tL6x/onIiKilkOpI5nm5uYKD6OUl5ejsLDwqftZtWoVxo8fjwEDBuDixYtPta+zszOysrIU1mVlZaFz585C4Kqbl/ntt98Kcy/79euHn376CVlZWQrzMZ9Fx44d0aZNG2RnZwvrysrKcOXKFeG7u7s7amtrcevWLTg4OCgsVlZWTTqOpaUlbGxscPXq1Xp9dOjQQZRzISIiohebUkcyX3vtNSQlJWHIkCEwNjZGVFRUs0fS4uLiUFtbi9deew0ZGRno0qVLk/abM2cOPD09sWzZMrz11ls4fvw4PvnkE4UnrV1dXWFiYoJvvvkGe/fuBfAwZM6dOxcSiaTe7fbmMjAwwPjx4zFv3jyYmprCwsICixcvhpqamjAC27lzZwQFBeGdd95BfHw83N3d8ccffyAtLQ2urq544403mnSsJUuWICwsDEZGRggICEB1dTVOnjyJ//3vfwgPD3/i/kVFRbhz5w6KiopQW1sLqVQKAHBwcFAYUSUiIqIXk1JDZmRkJAoLCzF48GAYGRlh2bJlzRrJrLN27VqFoNnQ/My/6969O1JSUhAVFYVly5bB2toaS5cuxYQJE4Q2EokE3t7e2LdvH/r27QvgYfA0NDSEk5MT9PT0ml3z33344YcIDg7G4MGDYWhoiPnz56O4uBja2tpCmy1btmD58uWYM2cOfv/9d7Rt2xb/+te/MHjw4CYfZ9KkSdDV1cWaNWswb9486OnpoVu3bgqvSmpMVFSUwpPo7u7uAID09HTRRnaJiIhIdUnkf58USS1KVVUV2rVrh/j4eEycOFHZ5YiqvLwcRkZG6BnbExo6Sv3/HSIiolYlKzTryY2aqe7vd1lZGQwNDR/bjn/ZW5gzZ87g8uXL6NmzJ8rKyrB06VIAQGBgoJIrIyIiImq6Fv8Ko9akqKhI4ZVBf1+KiooAPJxf+sorr8DX1xdVVVXIzMxE27Ztn1udK1eufGyNAwcOfG51EBERkeriSOZzZGNjIzwg87jtdnZ2OHXq1PMrqgHBwcEYPXp0g9t0dHSeczVERESkihgynyMNDQ04ODgou4wnMjU1hampqbLLICIiIhXG2+VEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6PieTFK6Q8GHGv3tUyIiIlI9HMkkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESi48vYSemOBgyEngb/VQQAnyOHlV0CERGRKDiSSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqVCplyuRxTpkyBqakpJBIJpFKpsksiIiIiogaoVMhMTU1FUlIS9u7di5KSEri4uCi7pBfWpk2b4O3tDRMTE5iYmMDX1xe//PKLsssiIiKiFkKlQmZBQQGsra3Rp08fWFlZQUNDQ9klvbAyMjIwduxYpKen4/jx47C1tYWfnx9+//13ZZdGRERELYDKhMwJEyYgNDQURUVFkEgksLe3R2pqKvr27QtjY2OYmZlh8ODBKCgoEPa5du0aJBIJUlJS4O3tDR0dHXh6euLKlSvIzs6Gh4cH9PX1MXDgQPzxxx/CfjKZDEuXLsVLL70ELS0tuLm5ITU1VdiekZEBiUSC0tJSYZ1UKoVEIsG1a9cAAL/++iuGDBkCExMT6Onp4eWXX8b+/fubdK579uyBo6MjtLW10b9/f2zdurXe8Y4ePSqck62tLcLCwlBVVSVst7e3x8qVK/Hee+/BwMAAdnZ2SExMVDhOcXExRo8eDWNjY5iamiIwMFCo/0m2bduG6dOnw83NDV26dMHnn38OmUyGtLS0Ju1PRERErZvKhMz169cLwa+kpATZ2dmoqqpCeHg4Tp48ibS0NKipqWHYsGGQyWQK+y5evBiLFi3C6dOnoaGhgXHjxmH+/PlYv349MjMzkZ+fj6ioKIVjxcfHIy4uDmfPnoW/vz/efPNN5OXlNbneGTNmoLq6GkeOHMG5c+cQGxsLfX39J+5XWFiIkSNHYujQocjJycHUqVOxcOFChTYFBQUICAjAiBEjcPbsWSQnJ+Po0aMICQlRaBcfHw8PDw+cOXMG06dPx7Rp05CbmwsAqKmpgb+/PwwMDJCZmYmsrCzo6+sjICAA9+/fb/J51rl79y5qampgamr62DbV1dUoLy9XWIiIiKh1Upn7zUZGRjAwMIC6ujqsrKwAACNGjFBos3nzZpibm+PixYsK8zXnzp0Lf39/AMDMmTMxduxYpKWlwcvLCwAwceJEJCUlCe3j4uIQERGBMWPGAABiY2ORnp6OdevW4dNPP21SvUVFRRgxYgS6desGAOjYsWOT9vvss8/g5OSENWvWAACcnJxw/vx5rFixQmgTExODoKAgzJo1CwDg6OiIjz76CD4+PtiwYQO0tbUBAIMGDcL06dMBABEREVi7di3S09Ph5OSE5ORkyGQyfP7555BIJACALVu2wNjYGBkZGfDz82tSvXUiIiJgY2MDX1/fx7aJiYnBkiVLnqpfIiIiUk0qM5LZkLy8PIwdOxYdO3aEoaEh7O3tATwMeI9ydXUVPltaWgKAEP7q1t26dQsAUF5ejuvXrwsBtI6XlxcuXbrU5NrCwsKwfPlyeHl5YfHixTh79myT9svNzYWnp6fCup49eyp8z8nJQVJSEvT19YXF398fMpkMhYWFQrtHz1sikcDKyko4z5ycHOTn58PAwEDow9TUFPfu3VOYctAUq1atwo4dO/DDDz8IAbchkZGRKCsrE5bi4uKnOg4RERGpDpUZyWzIkCFD0L59e2zatAk2NjaQyWRwcXGpd7u3TZs2wue6Ubu/r/v7LfbGqKk9zOZyuVxYV1NTo9Bm0qRJ8Pf3x759+3Dw4EHExMQgPj4eoaGhTT/Bx6isrMTUqVMRFhZWb5udnZ3w+dFzBBTPs7KyEj169MC2bdvq9WFubt7kWuLi4rBq1Sr89NNPCqG2IVpaWtDS0mpy30RERKS6VDZk/vnnn8jNzRVepQM8fBjmWRkaGsLGxgZZWVnw8fER1mdlZQkjinUhrKSkBCYmJgDQ4Ds7bW1tERwcjODgYERGRmLTpk1PDJlOTk71HhDKzs5W+N69e3dcvHgRDg4OT31+j/aRnJwMCwsLGBoaNquP1atXY8WKFThw4AA8PDyaXQsRERG1Pip7u9zExARmZmZITExEfn4+fv75Z4SHh4vS97x58xAbG4vk5GTk5uZiwYIFkEqlmDlzJgDAwcEBtra2iI6ORl5eHvbt24f4+HiFPmbNmoUDBw6gsLAQp0+fRnp6OpydnZ947KlTp+Ly5cuIiIjAlStXkJKSIswXrRuFjYiIwLFjxxASEgKpVIq8vDzs3r273oM/jQkKCkLbtm0RGBiIzMxMFBYWIiMjA2FhYfjtt9+euH9sbCw++OADbN68Gfb29rhx4wZu3LiBysrKJtdARERErZfKhkw1NTXs2LEDp06dgouLC2bPni08LPOswsLCEB4ejjlz5qBbt25ITU0VXisEPLwNvX37dly+fBmurq6IjY3F8uXLFfqora3FjBkz4OzsjICAAHTu3BkJCQlPPHaHDh3w3XffYefOnXB1dcWGDRuEp8vrbjW7urri8OHDuHLlCry9veHu7o6oqCjY2Ng0+Rx1dXVx5MgR2NnZYfjw4XB2dsbEiRNx7969Jo1sbtiwAffv38fIkSNhbW0tLHFxcU2ugYiIiFovifzRiYVPKT8/HwUFBXj11Veho6MDuVwujLaReFasWIGNGze2ugdlysvLYWRkhH29+0CPL9YHAPgcOazsEoiIiBpV9/e7rKys0YGpZo1k/vnnn/D19UXnzp0xaNAglJSUAHj4KqA5c+Y0r2ISJCQkIDs7G1evXsVXX32FNWvWYPz48coui4iIiKjJmhUyZ8+eDQ0NDRQVFUFXV1dY/9Zbbyn8Mg7VFxwcrPDqoUeX4OBgAA9fzRQYGIiuXbti2bJlmDNnDqKjo59rnY+rUV9fH5mZmc+1FiIiIlI9zbpdbmVlhQMHDuCVV16BgYEBcnJy0LFjR1y9ehWurq58+KMRt27deuwv3RgaGsLCwuI5V9Sw/Pz8x25r164ddHR0nvkYvF1eH2+XExFRS9fU2+XN+steVVWlMIJZ586dO3wP4hNYWFi0mCDZmGd5PRIRERFRs26Xe3t748svvxS+173ke/Xq1ejfv79oxRERERGRamrWSObq1asxYMAAnDx5Evfv38f8+fNx4cIF3LlzB1lZWWLXSEREREQqplkjmS4uLrhy5Qr69u2LwMBAVFVVYfjw4Thz5gw6deokdo1EREREpGKa/bSFkZGR8JJwIiIiIqJHNTtk3rt3D2fPnsWtW7cgk8kUtr355pvPXBgRERERqa5mhczU1FS88847uH37dr1tEokEtbW1z1wYEREREamuZs3JDA0NxahRo1BSUgKZTKawMGASERERUbNexm5oaMiHfOiZNfVlrkRERNRy/KO/XT5y5EhkZGQ0tzYiIiIiauWaNZJ59+5djBo1Cubm5ujWrRvatGmjsD0sLEy0Aqn14kgmERGR6vlHf1Zy+/btOHjwILS1tZGRkQGJRCJsk0gkDJlEREREL7hmhcyFCxdiyZIlWLBgAdTUmnXHnYiIiIhasWYlxPv37+Ott95iwCQiIiKiBjUrJY4fPx7Jycli10JERERErUSzbpfX1tZi9erVOHDgAFxdXes9+PPhhx+KUhwRERERqaZmhcxz587B3d0dAHD+/HmFbY8+BEREREREL6Zmhcz09HSx6yAiIiKiVqRZIZNITJ+9/x/oaOkquwyiVickfoiySyCiF1izQ+bJkyeRkpKCoqIi3L9/X2Hbzp07n7kwIiIiIlJdzXq6fMeOHejTpw8uXbqEH374ATU1Nbhw4QJ+/vlnGBkZiV0jEREREamYZoXMlStXYu3atfjxxx+hqamJ9evX4/Llyxg9ejTs7OzErpGIiIiIVEyzQmZBQQHeeOMNAICmpiaqqqogkUgwe/ZsJCYmilogEREREameZoVMExMTVFRUAADatWsnvMaotLQUd+/eFa86IiIiIlJJzXrw59VXX8WhQ4fQrVs3jBo1CjNnzsTPP/+MQ4cOYcCAAWLXSEREREQqplkh85NPPsG9e/cAAAsXLkSbNm1w7NgxjBgxAosWLRK1QCIiIiJSPc0KmaampsJnNTU1LFiwQLSCiIiIiEj1PVXIVFNTe+LPRkokEjx48OCZiiIiIiIi1fZUIfOHH3547Lbjx4/jo48+gkwme+aiiIiIiEi1PVXIDAwMrLcuNzcXCxYswI8//oigoCAsXbpUtOKIiIiISDU16xVGAHD9+nVMnjwZ3bp1w4MHDyCVSrF161a0b99ezPqIiIiISAU9dcgsKytDREQEHBwccOHCBaSlpeHHH3+Ei4vLP1EfEREREamgpwqZq1evRseOHbF3715s374dx44dg7e39z9VW4MmTJiAoUOHNrjN3t4eEomk3rJq1SoAwLVr1xTWm5mZwc/PD2fOnBH66Nevn0IbS0tLjBo1Cr/++qvQpq4fqVT6xHr/fkxTU1P4+PggMzNTod3du3cRGRmJTp06QVtbG+bm5vDx8cHu3buFNnK5HFFRUbC2toaOjg58fX2Rl5en0M+dO3cQFBQEQ0NDGBsbY+LEiaisrFRok5KSAjc3N+jq6qJ9+/ZYs2bNY+vPysqChoYG3Nzc6m379NNPYW9vD21tbfTq1Qu//PLLE68HERERvRieKmQuWLAA9+7dg4ODA7Zu3Yrhw4c3uCjT0qVLUVJSorCEhoYqtPnpp59QUlKCAwcOoLKyEgMHDkRpaamwffLkySgpKcH169exe/duFBcX4+23336muuqOeeTIEdjY2GDw4MG4efOmsD04OBg7d+7Exx9/jMuXLyM1NRUjR47En3/+KbRZvXo1PvroI2zcuBEnTpyAnp4e/P39hXeWAkBQUBAuXLiAQ4cOYe/evThy5AimTJkibP/Pf/6DoKAgBAcH4/z580hISMDatWvxySef1Ku5tLQU77zzToMv2E9OTkZ4eDgWL16M06dP45VXXoG/vz9u3br1TNeJiIiIWoenevDnnXfeeeIrjJTNwMAAVlZWjbYxMzODlZUVrKysEBcXBy8vL5w4cQL+/v4AAF1dXaEPa2trhISEYOrUqc9U16PHfP/997Fjxw6cOHECb775JgBgz549WL9+PQYNGgTg4ahsjx49hP3lcjnWrVuHRYsWCQ9gffnll7C0tMSuXbswZswYXLp0CampqcjOzoaHhwcA4OOPP8agQYMQFxcHGxsbfPXVVxg6dCiCg4MBAB07dkRkZCRiY2MxY8YMhX++wcHBGDduHNTV1bFr1y6F8/nwww8xefJkvPvuuwCAjRs3Yt++fdi8eTPfm0pERERPFzKTkpL+oTKUR0dHBwBw//79BrffuXMHKSkp6NWrlyjH++uvv/Dll18CADQ1NYX1VlZW2L9/P4YPHw4DA4N6+xUWFuLGjRvw9fUV1hkZGaFXr144fvw4xowZg+PHj8PY2FgImADg6+sLNTU1nDhxAsOGDUN1dTV0dXUV+tbR0cFvv/2GX3/9Ffb29gCALVu24OrVq/j666+xfPlyhfb379/HqVOnEBkZKaxTU1ODr68vjh8//thzr66uRnV1tfC9vLy8sUtFREREKqzZT5e3VBEREdDX11dY/j7/sU5paSmWLVsGfX199OzZU1ifkJAAfX196OnpwczMDLm5udi8efMz1dWnTx+hz7i4OPTo0UPhNnRiYiKOHTsGMzMzeHp6Yvbs2cjKyhK237hxAwBgaWmp0K+lpaWw7caNG7CwsFDYrqGhAVNTU6GNv78/du7cibS0NMhkMly5cgXx8fEAgJKSEgBAXl4eFixYgK+//hoaGvX/P+T27duora1ttJaGxMTEwMjISFhsbW0bv2hERESkslpdyJw3bx6kUqnC8ujIHvD/A5+JiQlycnKQnJysEJiCgoIglUqRk5ODo0ePwsHBAX5+fqioqGh2XcnJyThz5gy+//57ODg4ICkpCW3atBG2v/rqq7h69SrS0tIwcuRIXLhwAd7e3li2bFmzj9mQyZMnIyQkBIMHD4ampib+9a9/YcyYMQAejkbW1tZi3LhxWLJkCTp37izqsSMjI1FWViYsxcXFovZPRERELUezfru8JWvbti0cHBwabZOcnIyuXbvCzMwMxsbG9bYbGRkJfTg4OOCLL76AtbU1kpOTMWnSpGbVZWtrC0dHRzg6OuLBgwcYNmwYzp8/Dy0tLaFNmzZt4O3tDW9vb0RERGD58uVYunQpIiIihDmiN2/ehLW1tbDPzZs3hSe/rays6j148+DBA9y5c0fYXyKRIDY2FitXrsSNGzdgbm6OtLQ0AA/nZ1ZUVODkyZM4c+YMQkJCAAAymQxyuRwaGho4ePAg+vbtC3V1dYUHl+pqaWw+rJaWlsL5EhERUevV6kYym8LW1hadOnVqMGA2RF1dHcDD+ZRiGDlyJDQ0NJCQkNBou65du+LBgwe4d+8eOnToACsrKyEQAg/nNJ44cQK9e/cGAPTu3RulpaU4deqU0Obnn3+GTCarN6dUXV0d7dq1g6amJrZv347evXvD3NwchoaGOHfunMJIcHBwMJycnCCVStGrVy9oamqiR48eCrXIZDKkpaUJtRAREdGLTSVHMsvKyuq9o9LMzAwAUFFRUW9eoK6uLgwNDZvc/927d4U+bt68iWXLlkFbWxt+fn7PVvj/kUgkCAsLQ3R0NKZOnQpdXV3069cPY8eOhYeHB8zMzHDx4kW8//776N+/v1D7rFmzsHz5cjg6OqJDhw744IMPYGNjI7w31NnZGQEBAZg8eTI2btyImpoahISEYMyYMbCxsQHwcD7ld999h379+uHevXvYsmULvv32Wxw+fBjAw1vmf3+xvoWFBbS1tRXWh4eHY/z48fDw8EDPnj2xbt06VFVVCU+bExER0YtNJUcyMzIy4O7urrAsWbIEAISXlT+6zJ8//6n637Rpk7Bv//79cfv2bezfvx9OTk6incP48eNRU1MjvJ/S398fW7duhZ+fH5ydnREaGgp/f3+kpKQI+8yfPx+hoaGYMmUKPD09UVlZidTUVGhrawtttm3bhi5dumDAgAEYNGgQ+vbti8TERIVjb926FR4eHvDy8sKFCxeQkZGh8OBTU7z11luIi4tDVFQU3NzcIJVKkZqaWu9hICIiInoxSeRyuVzZRdCLqby8HEZGRlg9Ywd0tHSfvAMRPZWQ+CHKLoGIWqG6v99lZWWN3ilWyZFMIiIiImrZGDKfUXBwcL33ctYtdb+qQ0RERPSiUckHf1qSpUuXYu7cuQ1ue5qHjYiIiIhaE4bMZ2RhYVHvV3aIiIiIXnS8XU5EREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJjiGTiIiIiETHl7GT0k1dOZC/jkRERNTKcCSTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJji9jJ6VbM/nf0G7TRtllKMXCr79TdglERET/CI5kEhEREZHoGDKJiIiISHQMmUREREQkOoZMIiIiIhIdQyYRERERiY4hk4iIiIhEx5BJRERERKJjyCQiIiIi0TFkEhEREZHoGDKJiIiISHQMmUREREQkOoZMIiIiIhIdQyYRERERiY4hk4iIiIhEp3Ihc8KECRg6dGiD2+zt7SGRSOotq1atAgBcu3ZNYb2ZmRn8/Pxw5swZoY9+/foptLG0tMSoUaPw66+/Cm3q+pFKpU+s9+/HNDU1hY+PDzIzMxXa3b17F5GRkejUqRO0tbVhbm4OHx8f7N69W2gjl8sRFRUFa2tr6OjowNfXF3l5eQr93LlzB0FBQTA0NISxsTEmTpyIyspKhTYpKSlwc3ODrq4u2rdvjzVr1jy2/qysLGhoaMDNzU1hfXR0dL3r3KVLlydeDyIiInoxqFzIfJKlS5eipKREYQkNDVVo89NPP6GkpAQHDhxAZWUlBg4ciNLSUmH75MmTUVJSguvXr2P37t0oLi7G22+//Ux11R3zyJEjsLGxweDBg3Hz5k1he3BwMHbu3ImPP/4Yly9fRmpqKkaOHIk///xTaLN69Wp89NFH2LhxI06cOAE9PT34+/vj3r17QpugoCBcuHABhw4dwt69e3HkyBFMmTJF2P6f//wHQUFBCA4Oxvnz55GQkIC1a9fik08+qVdzaWkp3nnnHQwYMKDBc3r55ZcVrvPRo0ef6RoRERFR66Gh7ALEZmBgACsrq0bbmJmZwcrKClZWVoiLi4OXlxdOnDgBf39/AICurq7Qh7W1NUJCQjB16tRnquvRY77//vvYsWMHTpw4gTfffBMAsGfPHqxfvx6DBg0C8HBUtkePHsL+crkc69atw6JFixAYGAgA+PLLL2FpaYldu3ZhzJgxuHTpElJTU5GdnQ0PDw8AwMcff4xBgwYhLi4ONjY2+OqrrzB06FAEBwcDADp27IjIyEjExsZixowZkEgkwjGDg4Mxbtw4qKurY9euXfXOSUND44nX+lHV1dWorq4WvpeXlzd5XyIiIlItrW4k82np6OgAAO7fv9/g9jt37iAlJQW9evUS5Xh//fUXvvzySwCApqamsN7Kygr79+9HRUVFg/sVFhbixo0b8PX1FdYZGRmhV69eOH78OADg+PHjMDY2FgImAPj6+kJNTQ0nTpwA8DDoaWtrK/Sto6OD3377TWFKwJYtW3D16lUsXrz4seeSl5cHGxsbdOzYEUFBQSgqKmr03GNiYmBkZCQstra2jbYnIiIi1dXqQmZERAT09fUVlr/Pf6xTWlqKZcuWQV9fHz179hTWJyQkQF9fH3p6ejAzM0Nubi42b978THX16dNH6DMuLg49evRQuA2dmJiIY8eOwczMDJ6enpg9ezaysrKE7Tdu3AAAWFpaKvRraWkpbLtx4wYsLCwUtmtoaMDU1FRo4+/vj507dyItLQ0ymQxXrlxBfHw8AKCkpATAw/C4YMECfP3119DQaHiwu1evXkhKSkJqaio2bNiAwsJCeHt7PzYkA0BkZCTKysqEpbi4uEnXjoiIiFRPqwuZ8+bNg1QqVVgeHdkD/n/gMzExQU5ODpKTkxXCW1BQEKRSKXJycnD06FE4ODjAz8+v0QD1JMnJyThz5gy+//57ODg4ICkpCW3atBG2v/rqq7h69SrS0tIwcuRIXLhwAd7e3li2bFmzj9mQyZMnIyQkBIMHD4ampib+9a9/YcyYMQAANTU11NbWYty4cViyZAk6d+782H4GDhyIUaNGwdXVFf7+/ti/fz9KS0uRkpLy2H20tLRgaGiosBAREVHr1OrmZLZt2xYODg6NtklOTkbXrl1hZmYGY2PjetuNjIyEPhwcHPDFF1/A2toaycnJmDRpUrPqsrW1haOjIxwdHfHgwQMMGzYM58+fh5aWltCmTZs28Pb2hre3NyIiIrB8+XIsXboUERERwtzHmzdvwtraWtjn5s2bwpPfVlZWuHXrlsJxHzx4gDt37gj7SyQSxMbGYuXKlbhx4wbMzc2RlpYG4OH8zIqKCpw8eRJnzpxBSEgIAEAmk0Eul0NDQwMHDx7Ea6+9Vu/8jI2N0blzZ+Tn5zfr+hAREVHr0upGMpvC1tYWnTp1ajBgNkRdXR3Aw/mUYhg5ciQ0NDSQkJDQaLuuXbviwYMHuHfvHjp06AArKyshEAIPH5w5ceIEevfuDQDo3bs3SktLcerUKaHNzz//DJlMVm9Oqbq6Otq1awdNTU1s374dvXv3hrm5OQwNDXHu3DmFkeDg4GA4OTlBKpU+dm5qZWUlCgoKFAIwERERvbhUciSzrKys3jsqzczMAAAVFRXC/MM6urq6T3Vr9u7du0IfN2/exLJly6CtrQ0/P79nK/z/SCQShIWFITo6GlOnToWuri769euHsWPHwsPDA2ZmZrh48SLef/999O/fX6h91qxZWL58ORwdHdGhQwd88MEHsLGxEd4b6uzsjICAAEyePBkbN25ETU0NQkJCMGbMGNjY2AAAbt++je+++w79+vXDvXv3sGXLFnz77bc4fPgwgIe3zF1cXBTqtbCwgLa2tsL6uXPnYsiQIWjfvj2uX7+OxYsXQ11dHWPHjhXlGhEREZFqU8mRzIyMDLi7uyssS5YsAQDhZeWPLvPnz3+q/jdt2iTs279/f9y+fRv79++Hk5OTaOcwfvx41NTUCO+n9Pf3x9atW+Hn5wdnZ2eEhobC399fYY7j/PnzERoaiilTpsDT0xOVlZVITU1VeFp827Zt6NKlCwYMGIBBgwahb9++SExMVDj21q1b4eHhAS8vL1y4cAEZGRkKDz41xW+//YaxY8fCyckJo0ePhpmZGf773//C3Nz8Ga4KERERtRYSuVwuV3YR9GIqLy+HkZERFo1+E9qPPAT1Iln49XfKLoGIiOip1P39Lisra/ROsUqOZBIRERFRy8aQ+YyCg4PrvZezbqn7VR0iIiKiF41KPvjTkixduhRz585tcBvfA0lEREQvKobMZ2RhYVHvV3aIiIiIXnS8XU5EREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJjr9dTkrT1N8+JSIiopaDv11ORERERErDkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJTkPZBRDlrjkMfW09ZZehcpwXvqbsEoiIiB6LI5lEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItGpXMicMGEChg4d2uA2e3t7SCSSesuqVasAANeuXVNYb2ZmBj8/P5w5c0boo1+/fgptLC0tMWrUKPz6669Cm7p+pFLpE+v9+zFNTU3h4+ODzMxMhXZ3795FZGQkOnXqBG1tbZibm8PHxwe7d+8W2sjlckRFRcHa2ho6Ojrw9fVFXl6eQj8rVqxAnz59oKurC2Nj4wZrKioqwhtvvAFdXV1YWFhg3rx5ePDggbB9586deP3112Fubg5DQ0P07t0bBw4cqNfPp59+Cnt7e2hra6NXr1745Zdfnng9iIiI6MWgciHzSZYuXYqSkhKFJTQ0VKHNTz/9hJKSEhw4cACVlZUYOHAgSktLhe2TJ09GSUkJrl+/jt27d6O4uBhvv/32M9VVd8wjR47AxsYGgwcPxs2bN4XtwcHB2LlzJz7++GNcvnwZqampGDlyJP7880+hzerVq/HRRx9h48aNOHHiBPT09ODv74979+4Jbe7fv49Ro0Zh2rRpDdZRW1uLN954A/fv38exY8ewdetWJCUlISoqSmhz5MgRvP7669i/fz9OnTqF/v37Y8iQIQphPDk5GeHh4Vi8eDFOnz6NV155Bf7+/rh169YzXSciIiJqHTSUXYDYDAwMYGVl1WgbMzMzWFlZwcrKCnFxcfDy8sKJEyfg7+8PANDV1RX6sLa2RkhICKZOnfpMdT16zPfffx87duzAiRMn8OabbwIA9uzZg/Xr12PQoEEAHo7K9ujRQ9hfLpdj3bp1WLRoEQIDAwEAX375JSwtLbFr1y6MGTMGALBkyRIAQFJSUoN1HDx4EBcvXsRPP/0ES0tLuLm5YdmyZYiIiEB0dDQ0NTWxbt06hX1WrlyJ3bt348cff4S7uzsA4MMPP8TkyZPx7rvvAgA2btyIffv2YfPmzViwYEGDx66urkZ1dbXwvby8/GkuIREREamQVjeS+bR0dHQAPBwBbMidO3eQkpKCXr16iXK8v/76C19++SUAQFNTU1hvZWWF/fv3o6KiosH9CgsLcePGDfj6+grrjIyM0KtXLxw/frzJxz9+/Di6desGS0tLYZ2/vz/Ky8tx4cKFBveRyWSoqKiAqakpgIfX6tSpUwq1qKmpwdfXt9FaYmJiYGRkJCy2trZNrpuIiIhUS6sLmREREdDX11dY/j7/sU5paSmWLVsGfX199OzZU1ifkJAAfX196OnpwczMDLm5udi8efMz1dWnTx+hz7i4OPTo0QMDBgwQticmJuLYsWMwMzODp6cnZs+ejaysLGH7jRs3AEAhHNZ9r9vWFDdu3Giwj0eP8XdxcXGorKzE6NGjAQC3b99GbW3tU9cSGRmJsrIyYSkuLm5y3URERKRaWl3InDdvHqRSqcLi4eGh0KYu8JmYmCAnJwfJyckKgSkoKAhSqRQ5OTk4evQoHBwc4Ofn99hRxqZITk7GmTNn8P3338PBwQFJSUlo06aNsP3VV1/F1atXkZaWhpEjR+LChQvw9vbGsmXLmn1MMXzzzTdYsmQJUlJSYGFh8Ux9aWlpwdDQUGEhIiKi1qnVzcls27YtHBwcGm2TnJyMrl27wszMrMEnsI2MjIQ+HBwc8MUXX8Da2hrJycmYNGlSs+qytbWFo6MjHB0d8eDBAwwbNgznz5+HlpaW0KZNmzbw9vaGt7c3IiIisHz5cixduhQRERHCHNGbN2/C2tpa2OfmzZtwc3Nrch1WVlb1ngKvewDp73NZd+zYgUmTJuHbb79VuDXetm1bqKurKzy4VNfPk+bDEhER0Yuh1Y1kNoWtrS06der02Ff8/J26ujqAh/MpxTBy5EhoaGggISGh0XZdu3bFgwcPcO/ePXTo0AFWVlZIS0sTtpeXl+PEiRPo3bt3k4/du3dvnDt3TuEp8EOHDsHQ0BBdu3YV1m3fvh3vvvsutm/fjjfeeEOhD01NTfTo0UOhFplMhrS0tKeqhYiIiFovlRzJLCsrq/eOSjMzMwBARUVFvXmBurq6T3Vr9u7du0IfN2/exLJly6CtrQ0/P79nK/z/SCQShIWFITo6GlOnToWuri769euHsWPHwsPDA2ZmZrh48SLef/999O/fX6h91qxZWL58ORwdHdGhQwd88MEHsLGxUXhvaFFREe7cuYOioiLU1tYK18nBwQH6+vrw8/ND165d8e9//xurV6/GjRs3sGjRIsyYMUMYVf3mm28wfvx4rF+/Hr169RKuhY6ODoyMjAAA4eHhGD9+PDw8PNCzZ0+sW7cOVVVVwtPmRERE9GJTyZHMjIwMuLu7Kyx1r+6pe1n5o8v8+fOfqv9NmzYJ+/bv3x+3b9/G/v374eTkJNo5jB8/HjU1Nfjkk08APHzCe+vWrfDz84OzszNCQ0Ph7++PlJQUYZ/58+cjNDQUU6ZMgaenJyorK5GamgptbW2hTVRUFNzd3bF48WJUVlYK1+fkyZMAHo7K7t27F+rq6ujduzfefvttvPPOO1i6dKnQR2JiIh48eIAZM2YoXMeZM2cKbd566y3ExcUhKioKbm5ukEqlSE1NrfcwEBEREb2YJHK5XK7sIujFVF5eDiMjI/yyaA/0tfWUXY7KcV74mrJLICKiF1Dd3++ysrJG7xSr5EgmEREREbVsDJnPKDg4uN57OeuW4OBgZZdHREREpBQq+eBPS7J06VLMnTu3wW18DyQRERG9qBgyn5GFhcUzv6SciIiIqLXh7XIiIiIiEh1DJhERERGJjiGTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdHxPJimd0zwfvrieiIioleFIJhERERGJjiGTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1fxk5KFxMTAy0tLWWXoXKio6OVXQIREdFjcSSTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJjiGTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdCoVMuVyOaZMmQJTU1NIJBJIpVJll0REREREDVCpkJmamoqkpCTs3bsXJSUlcHFxUXZJL6ydO3fCw8MDxsbG0NPTg5ubG7766itll0VEREQthIayC3gaBQUFsLa2Rp8+fZRdygvP1NQUCxcuRJcuXaCpqYm9e/fi3XffhYWFBfz9/ZVdHhERESmZyoxkTpgwAaGhoSgqKoJEIoG9vT1SU1PRt29fGBsbw8zMDIMHD0ZBQYGwz7Vr1yCRSJCSkgJvb2/o6OjA09MTV65cQXZ2Njw8PKCvr4+BAwfijz/+EPaTyWRYunQpXnrpJWhpacHNzQ2pqanC9oyMDEgkEpSWlgrrpFIpJBIJrl27BgD49ddfMWTIEJiYmEBPTw8vv/wy9u/f36Rz3bNnDxwdHaGtrY3+/ftj69at9Y539OhR4ZxsbW0RFhaGqqoqYbu9vT1WrlyJ9957DwYGBrCzs0NiYqLCcYqLizF69GgYGxvD1NQUgYGBQv1P0q9fPwwbNgzOzs7o1KkTZs6cCVdXVxw9erRJ+xMREVHrpjIhc/369ULwKykpQXZ2NqqqqhAeHo6TJ08iLS0NampqGDZsGGQymcK+ixcvxqJFi3D69GloaGhg3LhxmD9/PtavX4/MzEzk5+cjKipK4Vjx8fGIi4vD2bNn4e/vjzfffBN5eXlNrnfGjBmorq7GkSNHcO7cOcTGxkJfX/+J+xUWFmLkyJEYOnQocnJyMHXqVCxcuFChTUFBAQICAjBixAicPXsWycnJOHr0KEJCQhTaxcfHw8PDA2fOnMH06dMxbdo05ObmAgBqamrg7+8PAwMDZGZmIisrC/r6+ggICMD9+/ebfJ7Aw7myaWlpyM3NxauvvvrYdtXV1SgvL1dYiIiIqHVSmdvlRkZGMDAwgLq6OqysrAAAI0aMUGizefNmmJub4+LFiwrzNefOnSvcwp05cybGjh2LtLQ0eHl5AQAmTpyIpKQkoX1cXBwiIiIwZswYAEBsbCzS09Oxbt06fPrpp02qt6ioCCNGjEC3bt0AAB07dmzSfp999hmcnJywZs0aAICTkxPOnz+PFStWCG1iYmIQFBSEWbNmAQAcHR3x0UcfwcfHBxs2bIC2tjYAYNCgQZg+fToAICIiAmvXrkV6ejqcnJyQnJwMmUyGzz//HBKJBACwZcsWGBsbIyMjA35+fk+staysDO3atUN1dTXU1dWRkJCA119//bHtY2JisGTJkiZdByIiIlJtKjOS2ZC8vDyMHTsWHTt2hKGhIezt7QE8DHiPcnV1FT5bWloCgBD+6tbdunULAFBeXo7r168LAbSOl5cXLl261OTawsLCsHz5cnh5eWHx4sU4e/Zsk/bLzc2Fp6enwrqePXsqfM/JyUFSUhL09fWFxd/fHzKZDIWFhUK7R89bIpHAyspKOM+cnBzk5+fDwMBA6MPU1BT37t1TmHLQGAMDA0ilUmRnZ2PFihUIDw9HRkbGY9tHRkairKxMWIqLi5t0HCIiIlI9KjOS2ZAhQ4agffv22LRpE2xsbCCTyeDi4lLvdm+bNm2Ez3Wjdn9f9/db7I1RU3uYzeVyubCupqZGoc2kSZPg7++Pffv24eDBg4iJiUF8fDxCQ0ObfoKPUVlZialTpyIsLKzeNjs7O+Hzo+cIKJ5nZWUlevTogW3bttXrw9zcvEl1qKmpwcHBAQDg5uaGS5cuISYmBv369WuwvZaWFrS0tJrUNxEREak2lQ2Zf/75J3Jzc7Fp0yZ4e3sDgCgPnRgaGsLGxgZZWVnw8fER1mdlZQkjinUhrKSkBCYmJgDQ4Ds7bW1tERwcjODgYERGRmLTpk1PDJlOTk71HhDKzs5W+N69e3dcvHhRCHjN0b17dyQnJ8PCwgKGhobN7udRMpkM1dXVovRFREREqk1lb5ebmJjAzMwMiYmJyM/Px88//4zw8HBR+p43bx5iY2ORnJyM3NxcLFiwAFKpFDNnzgQAODg4wNbWFtHR0cjLy8O+ffsQHx+v0MesWbNw4MABFBYW4vTp00hPT4ezs/MTjz116lRcvnwZERERuHLlClJSUoT5onWjsBERETh27BhCQkIglUqRl5eH3bt313vwpzFBQUFo27YtAgMDkZmZicLCQmRkZCAsLAy//fbbE/ePiYnBoUOHcPXqVVy6dAnx8fH46quv8Pbbbze5BiIiImq9VDZkqqmpYceOHTh16hRcXFwwe/Zs4WGZZxUWFobw8HDMmTMH3bp1Q2pqqvBaIeDhbejt27fj8uXLcHV1RWxsLJYvX67QR21tLWbMmAFnZ2cEBASgc+fOSEhIeOKxO3TogO+++w47d+6Eq6srNmzYIDxdXner2dXVFYcPH8aVK1fg7e0Nd3d3REVFwcbGpsnnqKuriyNHjsDOzg7Dhw+Hs7MzJk6ciHv37jVpZLOqqgrTp0/Hyy+/DC8vL3z//ff4+uuvMWnSpCbXQERERK2XRP7oxEJqkVasWIGNGze2ugdlysvLYWRkhAULFnCuZjNER0cruwQiInoB1f39Lisra3RgSmXnZLZmCQkJ8PT0hJmZGbKysrBmzZqnuhVOREREpGwqe7tcVQUHByu8eujRJTg4GMDDVzMFBgaia9euWLZsGebMmfPcR60eV6O+vj4yMzOfay1ERESkeni7/Dm7devWY3/pxtDQEBYWFs+5oobl5+c/dlu7du2go6PzzMfg7fJnw9vlRESkDLxd3kJZWFi0mCDZmGd5PRIRERERb5cTERERkegYMomIiIhIdAyZRERERCQ6hkwiIiIiEh1DJhERERGJjiGTiIiIiETHkElEREREouPL2ElpmvoyVyIiImo5mvr3myOZRERERCQ6hkwiIiIiEh1DJhERERGJjr9dTkpTNx24vLxcyZUQERFRU9X93X7SYz0MmaQ0f/75JwDA1tZWyZUQERHR06qoqICRkdFjtzNkktKYmpoCAIqKihr9l5TqKy8vh62tLYqLi/lk/lPgdWs+Xrvm47VrHl635vunr51cLkdFRQVsbGwabceQSUqjpvZwSrCRkRH/A9JMhoaGvHbNwOvWfLx2zcdr1zy8bs33T167pgwO8cEfIiIiIhIdQyYRERERiY4hk5RGS0sLixcvhpaWlrJLUTm8ds3D69Z8vHbNx2vXPLxuzddSrh1/VpKIiIiIRMeRTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkpfj0009hb28PbW1t9OrVC7/88ouyS1IJR44cwZAhQ2BjYwOJRIJdu3YpuySVEBMTA09PTxgYGMDCwgJDhw5Fbm6usstSCRs2bICrq6vwUufevXvjP//5j7LLUjmrVq2CRCLBrFmzlF1KixcdHQ2JRKKwdOnSRdllqYzff/8db7/9NszMzKCjo4Nu3brh5MmTSqmFIZOeu+TkZISHh2Px4sU4ffo0XnnlFfj7++PWrVvKLq3Fq6qqwiuvvIJPP/1U2aWolMOHD2PGjBn473//i0OHDqGmpgZ+fn6oqqpSdmkt3ksvvYRVq1bh1KlTOHnyJF577TUEBgbiwoULyi5NZWRnZ+Ozzz6Dq6ursktRGS+//DJKSkqE5ejRo8ouSSX873//g5eXF9q0aYP//Oc/uHjxIuLj42FiYqKUevgKI3ruevXqBU9PT3zyyScAAJlMBltbW4SGhmLBggVKrk51SCQS/PDDDxg6dKiyS1E5f/zxBywsLHD48GG8+uqryi5H5ZiammLNmjWYOHGisktp8SorK9G9e3ckJCRg+fLlcHNzw7p165RdVosWHR2NXbt2QSqVKrsUlbNgwQJkZWUhMzNT2aUA4EgmPWf379/HqVOn4OvrK6xTU1ODr68vjh8/rsTK6EVSVlYG4GFYoqarra3Fjh07UFVVhd69eyu7HJUwY8YMvPHGGwr/zaMny8vLg42NDTp27IigoCAUFRUpuySVsGfPHnh4eGDUqFGwsLCAu7s7Nm3apLR6GDLpubp9+zZqa2thaWmpsN7S0hI3btxQUlX0IpHJZJg1axa8vLzg4uKi7HJUwrlz56Cvrw8tLS0EBwfjhx9+QNeuXZVdVou3Y8cOnD59GjExMcouRaX06tULSUlJSE1NxYYNG1BYWAhvb29UVFQou7QW7+rVq9iwYQMcHR1x4MABTJs2DWFhYdi6datS6tFQylGJiJRkxowZOH/+POd4PQUnJydIpVKUlZXhu+++w/jx43H48GEGzUYUFxdj5syZOHToELS1tZVdjkoZOHCg8NnV1RW9evVC+/btkZKSwikaTyCTyeDh4YGVK1cCANzd3XH+/Hls3LgR48ePf+71cCSTnqu2bdtCXV0dN2/eVFh/8+ZNWFlZKakqelGEhIRg7969SE9Px0svvaTsclSGpqYmHBwc0KNHD8TExOCVV17B+vXrlV1Wi3bq1CncunUL3bt3h4aGBjQ0NHD48GF89NFH0NDQQG1trbJLVBnGxsbo3Lkz8vPzlV1Ki2dtbV3vf/6cnZ2VNt2AIZOeK01NTfTo0QNpaWnCOplMhrS0NM7xon+MXC5HSEgIfvjhB/z888/o0KGDsktSaTKZDNXV1couo0UbMGAAzp07B6lUKiweHh4ICgqCVCqFurq6sktUGZWVlSgoKIC1tbWyS2nxvLy86r2e7cqVK2jfvr1S6uHtcnruwsPDMX78eHh4eKBnz55Yt24dqqqq8O677yq7tBavsrJS4f/mCwsLIZVKYWpqCjs7OyVW1rLNmDED33zzDXbv3g0DAwNh/q+RkRF0dHSUXF3LFhkZiYEDB8LOzg4VFRX45ptvkJGRgQMHDii7tBbNwMCg3pxfPT09mJmZcS7wE8ydOxdDhgxB+/btcf36dSxevBjq6uoYO3assktr8WbPno0+ffpg5cqVGD16NH755RckJiYiMTFROQXJiZTg448/ltvZ2ck1NTXlPXv2lP/3v/9VdkkqIT09XQ6g3jJ+/Hhll9aiNXTNAMi3bNmi7NJavPfee0/evn17uaamptzc3Fw+YMAA+cGDB5Vdlkry8fGRz5w5U9lltHhvvfWW3NraWq6pqSlv166d/K233pLn5+cruyyV8eOPP8pdXFzkWlpa8i5dusgTExOVVgvfk0lEREREouOcTCIiIiISHUMmEREREYmOIZOIiIiIRMeQSURERESiY8gkIiIiItExZBIRERGR6BgyiYiIiEh0DJlEREREJDqGTCKiF1C/fv0wa9asRtvY29tj3bp1T9VvRkYGJBIJSktLm10bEbUODJlERCpqwoQJkEgk9ZZHf99ebGfOnMGoUaNgaWkJbW1tODo6YvLkybhy5co/dkwiUk0MmUREKiwgIAAlJSUKS4cOHf6RY+3duxf/+te/UF1djW3btuHSpUv4+uuvYWRkhA8++OAfOSYRqS6GTCIiFaalpQUrKyuFRV1dHYcPH0bPnj2hpaUFa2trLFiwAA8ePHhsP7du3cKQIUOgo6ODDh06YNu2bQrb7969i3fffReDBg3Cnj174Ovriw4dOqBXr16Ii4vDZ599ptD+1KlT8PDwgK6uLvr06YPc3FxhW0FBAQIDA2FpaQl9fX14enrip59+Utjf3t4eK1euxHvvvQcDAwPY2dkhMTFRoc2xY8fg5uYGbW1teHh4YNeuXZBIJJBKpUKb8+fPY+DAgdDX14elpSX+/e9/4/bt2097mYmoGRgyiYhamd9//x2DBg2Cp6cncnJysGHDBnzxxRdYvnz5Y/eZMGECiouLkZ6eju+++w4JCQm4deuWsP3AgQO4ffs25s+f3+D+xsbGCt8XLlyI+Ph4nDx5EhoaGnjvvfeEbZWVlRg0aBDS0tJw5swZBAQEYMiQISgqKlLoIz4+Hh4eHjhz5gymT5+OadOmCWG1vLwcQ4YMQbdu3XD69GksW7YMERERCvuXlpbitddeg7u7O06ePInU1FTcvHkTo0ePbtJ1JKJnJCciIpU0fvx4ubq6ulxPT09YRo4cKX///fflTk5OcplMJrT99NNP5fr6+vLa2lq5XC6X+/j4yGfOnCmXy+Xy3NxcOQD5L7/8IrS/dOmSHIB87dq1crlcLo+NjZUDkN+5c6fRmtLT0+UA5D/99JOwbt++fXIA8r/++uux+7388svyjz/+WPjevn17+dtvvy18l8lkcgsLC/mGDRvkcrlcvmHDBrmZmZlCn5s2bZIDkJ85c0Yul8vly5Ytk/v5+Skcp7i4WA5Anpub2+h5ENGz01BiviUiomfUv39/bNiwQfiup6eHGTNmoHfv3pBIJMJ6Ly8vVFZW4rfffoOdnZ1CH5cuXYKGhgZ69OghrOvSpYvC6KRcLn+qulxdXYXP1tbWAB7ekrezs0NlZSWio6Oxb98+lJSU4MGDB/jrr7/qjWQ+2odEIoGVlZUwupqbmwtXV1doa2sLbXr27Kmwf05ODtLT06Gvr1+vvoKCAnTu3PmpzomIng5DJhGRCtPT04ODg8M/fpy6QHb58mX07t37ie3btGkjfK4LuzKZDAAwd+5cHDp0CHFxcXBwcICOjg5GjhyJ+/fvP7aPun7q+miKyspKDBkyBLGxsfW21QVfIvrncE4mEVEr4+zsjOPHjyuMPmZlZcHAwAAvvfRSvfZdunTBgwcPcOrUKWFdbm6uwrsu/fz80LZtW6xevbrBYz7NezGzsrIwYcIEDBs2DN26dYOVlRWuXbvW5P0BwMnJCefOnUN1dbWwLjs7W6FN9+7dceHCBdjb28PBwUFh0dPTe6rjEdHTY8gkImplpk+fjuLiYoSGhuLy5cvYvXs3Fi9ejPDwcKip1f/PvpOTEwICAjB16lScOHECp06dwqRJk6CjoyO00dPTw+eff459+/bhzTffxE8//YRr167h5MmTmD9/PoKDg5tcn6OjI3bu3AmpVIqcnByMGzfuqUYoAQj7TJkyBZcuXcKBAwcQFxcH4P+PnM6YMQN37tzB2LFjkZ2djYKCAhw4cADvvvsuamtrn+p4RPT0GDKJiFqZdu3aYf/+/fjll1/wyiuvIDg4GBMnTsSiRYseu8+WLVtgY2MDHx8fDB8+HFOmTIGFhYVCm8DAQBw7dgxt2rTBuHHj0KVLF4wdOxZlZWWNPrn+dx9++CFMTEzQp08fDBkyBP7+/ujevftTnaOhoSF+/PFHSKVSuLm5YeHChYiKigIAYZ6mjY0NsrKyUFtbCz8/P3Tr1g2zZs2CsbFxg2GbiMQlkT/tbG4iIqIWaNu2bXj33XdRVlamMApLRMrBB3+IiEglffnll+jYsSPatWuHnJwcREREYPTo0QyYRC0EQyYREamkGzduICoqCjdu3IC1tTVGjRqFFStWKLssIvo/vF1ORERERKLjzGciIiIiEh1DJhERERGJjiGTiIiIiETHkElEREREomPIJCIiIiLRMWQSERERkegYMomIiIhIdAyZRERERCS6/wdHGG2+OtwHfwAAAABJRU5ErkJggg==",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 640x480 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2033,7 +2057,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 34,
    "id": "9e16ae65-8cd9-42cd-931c-8dd519715255",
    "metadata": {},
    "outputs": [],
@@ -2043,30 +2067,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 35,
    "id": "08854b8a-f35c-4ce5-a509-c94d37ceaa2a",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<seaborn.axisgrid.FacetGrid at 0x7fa9ebf333a0>"
+       "<seaborn.axisgrid.FacetGrid at 0x7fbf9d2ee020>"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWEAAAFgCAYAAABqo8hyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAbAElEQVR4nO3df5Bd5X3f8fdnQWZtCdVYrARBMEIZbIIcW7bXhNQmcewkKIlj6A8YZeqaujSaeJhgh2Yck3TiSVrPuEmGJu4MbrBDjCcxRHWdwKQxE0riOp1i08WWAwJTy6CAgpCE3BhZmSWC/faPe1a+llegXe3dZ+/u+zVzZ899zrnnfpnVfHj2Oec8T6oKSVIbI60LkKTlzBCWpIYMYUlqyBCWpIYMYUlq6NTWBQzSli1b6q677mpdhiQBZKbGJd0Tfvrpp1uXIEkvaEmHsCQtdoawJDVkCEtSQ4awJDU00BBOckuS/UkePKb955M8kmRnkt/oa78hya5u32V97W9I8kC37yNJZrzKKEnDZtA94U8AW/obkvwIcDnwmqraBPxW134RsBXY1H3mpiSndB/7KLANuKB7fcc5JWlYDTSEq+rzwDeOaX4P8OGqerY7Zn/Xfjlwe1U9W1WPAbuAi5OcDayuqnurN+XbJ4ErBlm3JC2UFmPCrwQuTfLFJP8zyRu79nOAJ/qO29O1ndNtH9suSUOvxRNzpwJnAJcAbwS2J9nIzE+T1Au0zyjJNnpDF5x33nknXawkDVKLnvAe4DPVcx8wBZzZtZ/bd9x64Mmuff0M7TOqqpuraryqxsfGxua9+GE2NVU8euBb3Pv1p3n0wLeYmnJCf6m1FiH8J8BbAZK8EngJ8DRwJ7A1yWlJzqd3Ae6+qtoLHEpySXdXxLuAOxrUPdSmpoq7dj7FT37kr/iZj32Rn/zIX3HXzqcMYqmxQd+idhtwL/CqJHuSXAPcAmzsblu7Hbi66xXvBLYDDwF3AddW1fPdqd4DfJzexbqvA58dZN1L0e6Dh7l++w4mj0wBMHlkiuu372D3wcONK5OWt4GOCVfVzxxn1zuPc/yHgA/N0D4BvHoeS1t29j0zeTSAp00emWL/oUk2jq1qVJUkn5hbJtatHmV0xXf+ukdXjLD29NFGFUkCQ3jZ2LBmJTdetfloEI+uGOHGqzazYc3KxpVJy9uSntRd3zYyErZsOosLr7uU/YcmWXv6KBvWrGRkxCfApZYM4WVkZCRsHFvlGLC0iDgcIUkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1NBAQzjJLUn2J3lwhn2/mKSSnNnXdkOSXUkeSXJZX/sbkjzQ7ftIkgyybklaKIPuCX8C2HJsY5JzgR8DHu9ruwjYCmzqPnNTklO63R8FtgEXdK/vOqckDaOBhnBVfR74xgy7/hPwfqD62i4Hbq+qZ6vqMWAXcHGSs4HVVXVvVRXwSeCKQdYtSQtlwceEk7wD+Nuq+soxu84Bnuh7v6drO6fbPrb9eOfflmQiycSBAwfmqWpJGowFDeEkLwN+BfjVmXbP0FYv0D6jqrq5qsaranxsbGxuhUrSAjl1gb/ve4Hzga9019bWA19KcjG9Hu65fceuB57s2tfP0C5JQ29Be8JV9UBVra2qDVW1gV7Avr6qngLuBLYmOS3J+fQuwN1XVXuBQ0ku6e6KeBdwx0LWLUmDMuhb1G4D7gVelWRPkmuOd2xV7QS2Aw8BdwHXVtXz3e73AB+nd7Hu68BnB1m3JC2U9G44WJrGx8drYmKidRmSBDNf3/KJOUlqyRCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIYMYUlqyBCWpIZObV2AJA2Dqali98HD7HtmknWrR9mwZiUjIznp8xrCkvQipqaKu3Y+xfXbdzB5ZIrRFSPceNVmtmw666SD2OEISXoRuw8ePhrAAJNHprh++w52Hzx80uceaAgnuSXJ/iQP9rX9ZpKvJvnrJH+c5OV9+25IsivJI0ku62t/Q5IHun0fSXLyfwNI0gna98zk0QCeNnlkiv2HJk/63IPuCX8C2HJM293Aq6vqNcD/BW4ASHIRsBXY1H3mpiSndJ/5KLANuKB7HXtOSRqYdatHGV3xnXE5umKEtaePnvS5BxrCVfV54BvHtP15VT3Xvf0CsL7bvhy4vaqerarHgF3AxUnOBlZX1b1VVcAngSsGWbck9duwZiU3XrX5aBBPjwlvWLPypM/d+sLcvwb+qNs+h14oT9vTtR3pto9tn1GSbfR6zZx33nnzWaukZWpkJGzZdBYXXncp+w9Nsvb0JXB3RJJfAZ4D/nC6aYbD6gXaZ1RVNwM3A4yPjx/3OEmajZGRsHFsFRvHVs3reZuEcJKrgbcDb+uGGKDXwz2377D1wJNd+/oZ2iVp6C34LWpJtgC/BLyjqv6+b9edwNYkpyU5n94FuPuqai9wKMkl3V0R7wLuWOi6JWkQBtoTTnIb8BbgzCR7gA/SuxviNODu7k6zL1TVz1XVziTbgYfoDVNcW1XPd6d6D707LV4KfLZ7SdLQy7dHA5ae8fHxmpiYaF2GJMHM17d8Yk6SWjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJakhQ1iSGjKEJamhU2dzcJJTgHX9n6uqx+e7KElaLk44hJP8PPBBYB8w1TUX8JoB1CVJy8JsesLvBV5VVQcHVYwkLTezGRN+AvjmoAqRpOXoRXvCSa7vNh8FPpfkvwPPTu+vqhsHVJskLXknMhxxevfz8e71ku4FvTFhSdIcvWgIV9WvASS5sqr+a/++JFcOqjBJWg5mMyZ8wwm2HZXkliT7kzzY1/aKJHcn+Vr384y+fTck2ZXkkSSX9bW/IckD3b6PJMks6pakRetFQzjJTyT5z8A5XQBOvz4BPPciH/8EsOWYtg8A91TVBcA93XuSXARsBTZ1n7mpuy8Z4KPANuCC7nXsOZe1qani0QPf4t6vP82jB77F1JSjRNKwOJEx4SeBCeAdwP197YeAX3ihD1bV55NsOKb5cuAt3fatwOeAX+rab6+qZ4HHkuwCLk6yG1hdVfcCJPkkcAXw2ROofcmbmiru2vkU12/fweSRKUZXjHDjVZvZsuksRkb8g0Fa7E5kTPgrwFeSfKqqjszDd66rqr3dufcmWdu1nwN8oe+4PV3bkW772HYBuw8ePhrAAJNHprh++w4uvO5SNo6talydpBczm4c1vpTk2L9zv0mvl/wf5uEhjpm6bfUC7TOfJNlGb+iC88477yRLWvz2PTN5NICnTR6ZYv+hSUNYGgKzCeHPAs8Dn+reb6UXkN+kN/b70yd4nn1Jzu56wWcD+7v2PcC5fcetpzcUsqfbPrZ9RlV1M3AzwPj4+JIfHF23epTRFSPfEcSjK0ZYe/pow6oknajZ3B3xpqq6oaoe6F6/AvxwVf1HYMMsznMncHW3fTVwR1/71iSnJTmf3gW4+7qhi0NJLunuinhX32eWvQ1rVnLjVZsZXdH7VU6PCW9Ys7JxZZJOxGx6wquS/EBVfREgycXA9N+7M94lkeQ2ehfhzkyyh94EQB8Gtie5ht7DH1cCVNXOJNuBh7rzXVtVz3eneg+93vZL6fXIvSjXGRkJWzadxYXXXcr+Q5OsPX2UDWtWelFOGhKpOrG/2JO8EbiFXvAGeAb4N8BO4Keqavugipyr8fHxmpiYaF2GJMHM17dOvCdcVf8H+P4k/4heeP9d3+5FF8CSNAxmM5/wacA/ozf+e+r0Q2tV9esDqUySloHZjAnfQe9OiPvpm0VNkjR3swnh9VXl48KSNI9mc4va/07y/QOrRJKWodn0hN8M/Kskj9EbjghQVeUac5I0R7MJ4Z8YWBWStEyd8HBEVf0NvceK39pt//1sPi9J+m4nHKJJPkhvysnpidxXAH8wiKIkabmYTU/2n9CbU/gwQFU9ybfXn5MkzcFsQvgfqveMcwEkcYYYSTpJswnh7Ul+F3h5kp8F/gfwscGUJUnLw2zmjvitJD9Gb+KeVwG/WlV3D6wySVoGZnOLGl3oGrySNE9eNISTHGLm5YSmH9ZYPe9VSdIycSILfZ7QHRBJzqiq/3fyJUnS8jGfD1vcM4/nkqRlYT5D2PV0JGmW5jOEl/zKxpI035z7QZIacjhCkhqaVQgneXOSd3fbY0nO79v9tnmtTJKWgXmbRa2qvjG/pUnS0ucsapLUkLOoSVJDzqImSQ05i5okNeQsapLU0GzujvinSb6W5JtJnklyKMkzgyxOkpa62fSEfwP46ap6eFDFSNJyM5sLc/sMYEmaX7PpCU8k+SPgT4Bnpxur6jPzXZQkLRezCeHVwN8DP97XVoAhLElzNJtb1N49yEIkaTmazd0Rr0xyT5IHu/evSfLv5vrFSX4hyc4kDya5Lcloklckubu7C+PuJGf0HX9Dkl1JHkly2Vy/V5IWk9lcmPsYvcl7jgBU1V8DW+fypUnOAa4Dxqvq1cAp3bk+ANxTVRfQWy7pA93xF3X7NwFbgJuSnDKX75akxWQ2IfyyqrrvmLbnTuK7TwVemuRU4GXAk8DlwK3d/luBK7rty4Hbq+rZqnoM2AVcfBLfLUmLwmxC+Okk38u3J/D558DeuXxpVf0t8FvA4905vllVfw6sq6q93TF7gbXdR84Bnug7xZ6u7bsk2ZZkIsnEgQMH5lKeJC2Y2YTwtcDvAhcm+VvgfcDPzeVLu7Hey4Hzge8BViZ55wt9ZIa2Gde0q6qbq2q8qsbHxsbmUp4kLZjZ3KJ2BfBnwF/SC+/DwI8mub+qdszye38UeKyqDgAk+Qzwj4F9Sc6uqr1Jzgb2d8fvAc7t+/x6esMXkjTUZtMTHqfX8z0DeDmwDXgL8LEk75/l9z4OXJLkZUlCb2mkh4E7gau7Y64G7ui27wS2JjmtW1LpAuDY8WlJGjqz6QmvAV5fVd+Co8sdfRr4IeB+enNLnJCq+mKSTwNfondx78vAzcAqevMWX0MvqK/sjt+ZZDvwUHf8tVX1/Cxql6RFKb3FMk7gwORh4LVV9Q/d+9OAHVX1fUm+XFWvG2CdczI+Pl4TExOty5AkOM6K9LPpCX8K+EKS6SGCnwZu65Y5eugki5OkZWk2jy3/+yR/BryZXqL/XFVNdzP/xSCKk6SlbrYra9xPb/xXkjQPZnN3hCRpns2qJywthKmpYvfBw+x7ZpJ1q0fZsGYlIyMzXtOQhp4hrEVlaqq4a+dTXL99B5NHphhdMcKNV21my6azDGItSQ5HaFHZffDw0QAGmDwyxfXbd7D74OHGlUmDYQhrUdn3zOTRAJ42eWSK/YcmG1UkDZYhrEVl3epRRld85z/L0RUjrD19tFFF0mAZwlpUNqxZyY1XbT4axNNjwhvWrGxcmTQYXpjTojIyErZsOosLr7uU/YcmWXu6d0doaTOEteiMjISNY6vYOLaqdSnSwDkcIUkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JBTWXZc4VdSC4YwrvArqR2HI3CFX0ntGMK4wq+kdgxhXOFXUjuGMK7wK6kdL8zhCr+S2mnWE07y8iSfTvLVJA8n+cEkr0hyd5KvdT/P6Dv+hiS7kjyS5LL5rmd6hd9LNp7JxrFVBrCkBdFyOOJ3gLuq6kLgtcDDwAeAe6rqAuCe7j1JLgK2ApuALcBNSU5pUrUkzaMmIZxkNfBDwO8BVNU/VNXfAZcDt3aH3Qpc0W1fDtxeVc9W1WPALuDihaxZkgahVU94I3AA+P0kX07y8SQrgXVVtReg+7m2O/4c4Im+z+/p2r5Lkm1JJpJMHDhwYHD/BZI0D1qF8KnA64GPVtXrgMN0Qw/HMdMAbc10YFXdXFXjVTU+NjZ28pVK0gC1CuE9wJ6q+mL3/tP0QnlfkrMBup/7+44/t+/z64EnF6hWSRqYJiFcVU8BTyR5Vdf0NuAh4E7g6q7tauCObvtOYGuS05KcD1wA3LeAJUvSQLS8T/jngT9M8hLgUeDd9P6nsD3JNcDjwJUAVbUzyXZ6Qf0ccG1VPd+mbEmaP6macWh1SRgfH6+JiYnWZUgSzHxty8eWJaklQ1iSGjKEJakhQ1iSGjKEJakhp7Jc5FyAVFraDOFFzAVIpaXP4YhFzAVIpaXPEF7EXIBUWvoM4UXMBUilpc8QXsRcgFRa+rwwt4i5AKm09BnCi9z0AqQbx1a1LkXSADgcIUkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNGcKS1JAhLEkNOXfEC3BpIUmDZggfh0sLSVoIDkcch0sLSVoIhvBxuLSQpIVgCB+HSwtJWgiG8HG4tJCkheCFueNwaSFJC8EQfgEuLSRp0ByOkKSGmoZwklOSfDnJn3bvX5Hk7iRf636e0XfsDUl2JXkkyWXtqpak+dO6J/xe4OG+9x8A7qmqC4B7uvckuQjYCmwCtgA3JTllgWuVpHnXLISTrAd+Cvh4X/PlwK3d9q3AFX3tt1fVs1X1GLALuHiBSpWkgWnZE/5t4P1A/xMR66pqL0D3c23Xfg7wRN9xe7o2SRpqTUI4yduB/VV1/4l+ZIa2Os65tyWZSDJx4MCBOdcoSQuhVU/4TcA7kuwGbgfemuQPgH1Jzgbofu7vjt8DnNv3+fXAkzOduKpurqrxqhofGxsbVP2SNC+ahHBV3VBV66tqA70Lbn9RVe8E7gSu7g67Grij274T2JrktCTnAxcA9y1w2ZI07xbbwxofBrYnuQZ4HLgSoKp2JtkOPAQ8B1xbVc+3K1OS5keqZhxaXRLGx8drYmKidRmSBDNf22p+n7AkLWuGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1ZAhLUkOGsCQ1dGrrAjR7U1PF7oOH2ffMJOtWj7JhzUpGRmZcTVvSImcID5mpqeKunU9x/fYdTB6ZYnTFCDdetZktm84yiKUh5HDEkNl98PDRAAaYPDLF9dt3sPvg4caVSZoLQ3jI7Htm8mgAT5s8MsX+Q5ONKpJ0MgzhIbNu9SijK77z1za6YoS1p482qkjSyTCEh8yGNSu58arNR4N4ekx4w5qVjSuTNBdemBsyIyNhy6azuPC6S9l/aJK1p3t3hDTMDOEhNDISNo6tYuPYqtalSDpJDkdIUkOGsCQ1ZAhLUkOGsCQ11CSEk5yb5C+TPJxkZ5L3du2vSHJ3kq91P8/o+8wNSXYleSTJZS3qlqT51qon/Bzwb6vq+4BLgGuTXAR8ALinqi4A7une0+3bCmwCtgA3JTmlSeWSNI+ahHBV7a2qL3Xbh4CHgXOAy4Fbu8NuBa7oti8Hbq+qZ6vqMWAXcPGCFi1JA9B8TDjJBuB1wBeBdVW1F3pBDaztDjsHeKLvY3u6tpnOty3JRJKJAwcODKxuSZoPTUM4ySrgvwHvq6pnXujQGdpqpgOr6uaqGq+q8bGxsfkoU5IGptkTc0lW0AvgP6yqz3TN+5KcXVV7k5wN7O/a9wDn9n18PfDki33H/fff/3SSv5nPuhfImcDTrYuYo2GuHYa7/mGuHYa7/hOp/a6q2nJsY6pm7FAOVJLQG/P9RlW9r6/9N4GDVfXhJB8AXlFV70+yCfgUvXHg76F30e6Cqnp+wYtfAEkmqmq8dR1zMcy1w3DXP8y1w3DXfzK1t+oJvwn4l8ADSXZ0bb8MfBjYnuQa4HHgSoCq2plkO/AQvTsrrl2qASxpeWkSwlX1v5h5nBfgbcf5zIeADw2sKElqoPndEZrRza0LOAnDXDsMd/3DXDsMd/1zrr3JmLAkqceesCQ1ZAhLUkOGcGNJbkmyP8mDfW3HnchoMZnLREyLRZLRJPcl+UpX+6917Yu+9mlJTkny5SR/2r0fptp3J3kgyY4kE13bUNSf5OVJPp3kq92//R88mdoN4fY+QW9Son4zTmS0CM1qIqZF5lngrVX1WmAzsCXJJQxH7dPeS2/elWnDVDvAj1TV5r77a4el/t+h9+DFhcBr6f0O5l57Vflq/AI2AA/2vX8EOLvbPht4pHWNJ/jfcQfwY8NWP/Ay4EvADwxL7fSeGr0HeCvwp8P27wbYDZx5TNuirx9YDTxGd1PDfNRuT3hxOt5ERovWCU7EtKh0f87voPd4/N1VNTS1A78NvB+Y6msbltqhN/fLnye5P8m2rm0Y6t8IHAB+vxsK+niSlZxE7YawTtosJmJaVKrq+araTK9XeXGSVzcu6YQkeTuwv6rub13LSXhTVb0e+Al6w1g/1LqgE3Qq8Hrgo1X1OuAwJzlsYggvTvu6CYw4ZiKjReeFJmLq9i/q+gGq6u+Az9Ebmx+G2t8EvCPJbuB24K1J/oDhqB2Aqnqy+7kf+GN688IMQ/17gD3dX00An6YXynOu3RBenO4Eru62r6Y31rrodBMx/R7wcFXd2Ldr0defZCzJy7vtlwI/CnyVIai9qm6oqvVVtYHeijN/UVXvZAhqB0iyMsnp09vAjwMPMgT1V9VTwBNJXtU1vY3enDZzrt0n5hpLchvwFnpT4e0DPgj8CbAdOI9uIqOq+kajEo8ryZuBvwIe4Ntjk79Mb1x4Udef5DX0ZvI7hV5nZHtV/XqSNSzy2vsleQvwi1X19mGpPclGer1f6P15/6mq+tAQ1b8Z+DjwEuBR4N10/4aYQ+2GsCQ15HCEJDVkCEtSQ4awJDVkCEtSQ4awJDVkCEvHkeSsJLcn+XqSh5L8WZJXtq5LS4shLM2gexDlj4HPVdX3VtVF9O6BXte2Mi01rVZblha7HwGOVNV/mW6oqh3tytFSZU9YmtmrgWGeIEdDwhCWpIYMYWlmO4E3tC5CS58hLM3sL4DTkvzsdEOSNyb54YY1aQlyAh/pOJJ8D70VLN4ATNJbkud9VfW1hmVpiTGEJakhhyMkqSFDWJIaMoQlqSFDWJIaMoQlqSFDWJIaMoQlqaH/D55qImFiOFcwAAAAAElFTkSuQmCC\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 360x360 with 1 Axes>"
+       "<Figure size 500x500 with 1 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2084,7 +2106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 36,
    "id": "a322c866-9232-4fae-bcee-9a635e3fd70b",
    "metadata": {},
    "outputs": [],
@@ -2094,7 +2116,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 37,
    "id": "044022d1-741d-4a07-ba7f-c1f863cca138",
    "metadata": {},
    "outputs": [],
@@ -2113,20 +2135,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 38,
    "id": "c33bfc78-7480-4327-93a0-f8aaca0d3614",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n",
+      "/home/khourhin/work/kornobis/courses/pasteur_python/scientific_python/scpy_env/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
+      "  with pd.option_context('mode.use_inf_as_na', True):\n"
+     ]
+    },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 648x504 with 4 Axes>"
+       "<Figure size 900x700 with 4 Axes>"
       ]
      },
-     "metadata": {
-      "needs_background": "light"
-     },
+     "metadata": {},
      "output_type": "display_data"
     }
    ],
@@ -2153,7 +2183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 39,
    "id": "64ebeca1-1332-4585-9e5c-c1b66f82be71",
    "metadata": {},
    "outputs": [],
@@ -2165,14 +2195,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 40,
    "id": "fb746fda-36cc-4c35-92d8-257a489fb278",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7de5b452c77544698ed582bc1e524b66",
+       "model_id": "9f78628def434f60bbb70e9de34b1883",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2189,13 +2219,21 @@
     "def plot_counts(genes):\n",
     "    return plt.show(sns.barplot(data=counts_df, x=\"groups\", y=genes))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a51dc3a0-3011-4f89-b44c-1a6dac1f744e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:dev]",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "conda-env-dev-py"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -2207,7 +2245,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.4"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,