diff --git a/tutorials/Titanic_Basic_Interpret.ipynb b/tutorials/Titanic_Basic_Interpret.ipynb
index a761ac9a2..be03f8fc2 100644
--- a/tutorials/Titanic_Basic_Interpret.ipynb
+++ b/tutorials/Titanic_Basic_Interpret.ipynb
@@ -20,9 +20,20 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/antareepgogoi/Codes/My_First_Classifier/lib/python3.13/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n"
+     ]
+    }
+   ],
    "source": [
     "# Initial imports\n",
+    "import os\n",
+    "import requests\n",
     "import numpy as np\n",
     "\n",
     "import torch\n",
@@ -43,23 +54,41 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We will begin by importing and cleaning the dataset. Download the dataset from https://hbiostat.org/data/repo/titanic3.csv and update the cell below with the path to the dataset csv."
+    "We will begin by importing and cleaning the dataset. The code cell below will automatically download the titanic3.csv dataset from https://hbiostat.org/data/repo/titanic3.csv and save it to the tutorials/data/ folder if it is not already present."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading https://hbiostat.org/data/repo/titanic3.csv to data/titanic3.csv...\n",
+      "Download complete.\n"
+     ]
+    }
+   ],
    "source": [
-    "# Download dataset from: https://hbiostat.org/data/repo/titanic3.csv\n",
-    "# Update path to dataset here.\n",
-    "dataset_path = \"titanic3.csv\""
+    "dataset_path = \"data/titanic3.csv\"\n",
+    "url = 'https://hbiostat.org/data/repo/titanic3.csv'\n",
+    "\n",
+    "# Download the file if it's not already there\n",
+    "if not os.path.exists(dataset_path):\n",
+    "    print(f\"Downloading {url} to {dataset_path}...\")\n",
+    "    response = requests.get(url)\n",
+    "    with open(dataset_path, 'wb') as f:\n",
+    "        f.write(response.content)\n",
+    "    print(\"Download complete.\")\n",
+    "else:\n",
+    "    print(f\"{dataset_path} already exists.\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -76,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +149,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -151,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -184,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +261,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -251,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -292,7 +321,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -312,7 +341,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -330,7 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -354,7 +383,7 @@
     },
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -397,12 +426,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -432,12 +461,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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YMcfHAwAABVe+hqURI0bIgAEDLPepWrWqKcA+duyYy3q9Yk2vkNNtWdW0aVPzdc+ePSYs6XM3btzoss/Ro0fNV6vjBgcHmwUAAHi/fA1LYWFhZslMdHS0JCUlyebNm6Vx48Zm3erVqyUtLc0RgLJi69at5qv2MNmPO2nSJBPE7MN8erWdFnlpQTkAAIBHFHjXqlVLOnXqZKYB0J6gn3/+WR577DHp3bu340q4w4cPS1RUlKOnSIfaJk6caALW/v37ZcmSJWZagJYtW0r9+vXNPh06dDCh6B//+Ids27ZNvv32W3n22Wfl0UcfpecIAAB4TliyX9WmYUhrjnTKgNtuu01mz57t2K5zL2nxtv1qN73s//vvvzeBSJ+nQ349e/aUpUuXOp4TEBAgy5YtM1+1l6lv374mUDnPywQAAHybR8yzVNAxzxIAAJ7Hq+ZZAgAAyC+EJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAgNy+3cmqVavMorcJ0VuOOJs7d25ODgkAAOAdYWn8+PFmhusmTZqYe6z5+fm5p2UAAACeGJZmzZol8+fPN/dTAwAA8HbZrlm6dOmSNG/e3D2tAQAA8PSw9NBDD8nChQvd0xoAAABPH4a7ePGizJ49W77//nupX7++FCpUyGX7q6++mpvtAwAA8KywtH37dmnYsKH5/vfff3fZRrE3AAAQXw9LMTEx7mkJAACAt01KeejQIbMAAAB4q2yHJZ2EUudZCg0NlUqVKpmlZMmSMnHixGsmqAQAAPC5Ybh//etfMmfOHJk6daq0aNHCrFu7dq2MGzfOFH9PmjTJHe0EAADIF342m82WnSdERkaaiSm7du3qsv6rr76SRx55RA4fPiy+5syZM6anLTk5WUJCQvK7OQAAIBc/v7M9DHfq1CmJioq6Zr2u020AAADeJNthqUGDBvLGG29cs17X6TYAAACfrll66aWXpEuXLmZSyujoaLMuNjZW4uPj5ZtvvnFHGwEAADynZ6lVq1byn//8R3r06CFJSUlmueuuuyQuLk5uv/1297QSAADAUwq8cS0KvAEA8N7P78Cs3uKkbt264u/vb763oveLAwAA8BZZCkt6L7jExEQJDw833+s94NLrkNL1qamp7mgnAABAwQ1L+/btk7CwMMf3AAAAviJLYUlvaWJ34MABad68uQQGuj71ypUrsm7dOpd9AQAAfO5quDZt2qQ7+aQWR+k2AAAAnw5LWquktUlXO3nypBQrViy32gUAAOBZk1LqXEpKg9KAAQMkODjYsU2LuvUqOR2eAwAA8MmwpPMQ2HuWSpQoIUWKFHFsCwoKkmbNmsmgQYPc00oAAICCHpbmzZtnvlauXFlGjhzJkBsAAPAJzOCdC5jBGwAAH5/B21mVKlXSLfC227t3b3YPCQAAUGBlOyw9+eSTLo8vX74sv/76q6xYsUKeeuqp3GwbAACA54WlJ554It31M2fOlF9++SU32gQAAOC58yxl5I477pDPP/9c3EUnwuzTp48ZUyxZsqQMHDhQzp07l+H++/fvN8OF6S2ffvqpY7/0ti9atMht7wMAAHh5z1JGPvvsMyldurS4iwalhIQEWblypRn6e+CBB2Tw4MGycOHCdPevWLGi2d/Z7Nmz5eWXXzbB7uor/Tp16uR4rGEMAAAgR2GpUaNGLgXeOu9SYmKiHD9+XN588023nNWdO3eamqhNmzZJkyZNzLoZM2ZI586d5ZVXXpHIyMhrnhMQECAREREu67788ku55557pHjx4i7rNRxdvS8AAECOwlL37t1dHvv7+0tYWJi0bt1aoqKi3HJWY2NjTaCxByXVvn1789obNmyQHj16ZHqMzZs3y9atW01t1dUeffRReeihh6Rq1aoyZMgQ02tldcVfSkqKWZwvPQQAAN4p22Hp+eefl7ymPVfh4eEu6wIDA82wn27Lijlz5kitWrWuuSXLhAkTpG3btlK0aFH57rvv5JFHHjG1UEOHDs3wWFOmTJHx48fn8N0AAACvr1nSe8HpkJYOj6natWtLt27dTIDJjtGjR8uLL75ouY/9Na7HX3/9ZWqbnnvuuWu2Oa/TIcbz58+buiarsDRmzBgZPny4S8+S1kgBAADvk+2wtGPHDrnzzjvl6NGjUrNmTbNOA48OxS1dulTq1q2b5WONGDHC3JTXig6NaT3RsWPHXNZfuXLFXCGXlVojLT6/cOGC9OvXL9N9mzZtKhMnTjTDbM43C3am6zPaBgAAfDwsaW2PBiKtASpVqpRZd/r0aRN69Oq0devWZflYGrB0yUx0dLQkJSWZ12zcuLFZt3r1aklLSzPhJitDcF27ds3Sa2ldk74vwhAAAMhRWNIwoZNP2oOS0u8nTZokt9xyi1vOqtYa6aX9gwYNklmzZpmpAx577DHp3bu340q4w4cPS7t27eT999+XW2+91fHcPXv2yJo1a+Sbb7655rjaE6Y9ZM2aNZPChQubaQkmT55sbhQMAACQo7B00003mYBRp04dl/U6TFa9enW3ndUFCxaYgKSBSK+C69mzp0yfPt2xXQNUXFycGW5zNnfuXKlQoYJ06NDhmmMWKlTIXB03bNgwMwWCtv/VV181oQwAAED52TQlZML50vi1a9fK008/LePGjTM9Mmr9+vXmqrKpU6eauY98TVbvWgwAADzv8ztLYUl7cq6eiNI8+X/rnB/rlXK+hrAEAID3fn5naRguJiYmN9sGAADgMbIUllq1auX+lgAAAHhqWNq+fbuZLkCH4/R7K/Xr18+ttgEAAHhGWGrYsKHjliP6vdYmpVfq5Ks1SwAAwMfD0r59+xwTOur3AAAAviJLYalSpUqOuYz0BrJ6P7UqVaq4u20AAAD5zj87O+skjp9//rn7WgMAAODJYUl1795dFi9e7J7WAAAAePrtTmrUqGFm6/7555/NTW2LFSvmsn3o0KG52T4AAIB8laUZvJ1Z1Srp1XB79+4VX8MM3gAA+PgM3s64Gg4AAPiSbNcs6RDchQsXrln/119/mW0AAAA+PQwXEBAgCQkJZoJKZydPnjTrfHFSSobhAADw3s/vbPcsabbS2qSrbdu2TUqXLp39lgIAABRgWa5ZKlWqlAlJutx0000ugUl7k86dOydDhgxxVzsBAAAKdlh6/fXXTa/Sgw8+aGbx1m4ru6CgIKlcubJER0e7q50AAAAFOyz179/fMXVAixYtJDAw2xfSAQAAeJxs1yy1bdtWTp06dc16LfDW4m8AAABvkqMC7/SkpKSY4TgAAABvkuWxtOnTp5uvWtj97rvvSvHixV0KvNesWSNRUVHuaSUAAEBBD0uvvfaao2dp1qxZLkNu9gJvXQ8AAOCTYcl+m5M2bdrIF198YaYSAAAA8HbZrlmKiYm5JijpDJhvvfWWNGnSJDfbBgAAkO+u6/p/DU5z5841PU0671KPHj1yr2UAAACeGJYOHz4s8+fPl3nz5klSUpKcPn1aFi5cKPfcc0+6t0EBAADwiWG4zz//XDp37iw1a9aUrVu3yrRp0+TIkSPi7+8v9erVIygBAADf7lm69957ZdSoUfLxxx9LiRIl3NsqAAAAT+tZGjhwoMycOVM6depkpgjQ4TcAAABvl+Ww9Pbbb0tCQoIMHjxYPvroIylXrpx069bNzLuUlpbm3lYCAAB4wtQBRYoUMTfU/fHHH+W3336TOnXqSNmyZc2Nde+//35zVRwAAIA38bNldLO3LNJepa+//lrmzJkjy5cvN/eI8zU6z5ROnZCcnCwhISH53RwAAJCLn9/XHZacHTt2TMLDw8XXEJYAAPDez+9sz+BtxReDEgAA8G65GpYAAAC8DWEJAADAAmEJAAAgt8OS3hPu3XfflTFjxsipU6fMui1btpj7xgEAAPh0WNq+fbvcdNNN8uKLL8orr7xigpPSOZY0PLnLpEmTpHnz5lK0aFEpWbJklp6jF/qNHTvWTKCpc0S1b99edu/e7bKPhr0+ffqYKng9rs5Ufu7cOTe9CwAA4PVhafjw4TJgwAATOgoXLuxYrzfZXbNmjbjLpUuXpFevXvLwww9n+TkvvfSSTJ8+3dyeZcOGDVKsWDHp2LGjXLx40bGPBqUdO3bIypUrZdmyZeY96CzlAAAAOZpnSecj0CG3atWqmRvqbtu2TapWrSoHDhyQmjVrugQRd5g/f748+eSTjh6tjOjbioyMlBEjRsjIkSPNOp1HQWcc12P07t1bdu7cKbVr15ZNmzZJkyZNzD4rVqwwwe/QoUPm+enRiTedJ9/UeRoqVqzIpJQAAHgQt82zFBwcbA5+tf/85z8SFhYmBcW+ffskMTHRDL3Z6Qlp2rSpxMbGmsf6VYfe7EFJ6f7+/v6mJyojU6ZMMceyLxqUAACAd8p2WOratatMmDBBLl++bB77+fnJwYMHZdSoUdKzZ08pKDQoKe1JcqaP7dv069UTaQYGBkrp0qUd+6RHa7M0hdqX+Ph4t7wHAADggWFp2rRppgBaQ8Zff/0lrVq1kurVq5shOS3Czo7Ro0ebsGW17Nq1Swoa7V3T7jrnBQAAeKfA7D5Bh520GHrt2rXmyjgNTjfffLPLcFdWaT2RFotb0XqonIiIiDBfjx49aq6Gs9PHDRs2dOyj97NzduXKFXOFnP35AADAt2U7LNnddtttZrkeWuPkrjqnKlWqmMCzatUqRzjSWiutRbJfURcdHW0KxTdv3iyNGzc261avXi1paWmmtgkAACDbYUkvxU+PDpnpVAI6JNeyZUsJCAjI1bOrdVHa46NfU1NTZevWrWa9vl7x4sXN91FRUab4ukePHqY9etXcCy+8IDVq1DDh6bnnnjNXuHXv3t3sX6tWLenUqZMMGjTITC+gdViPPfaYuVIuoyvhAACAb8l2WHrttdfk+PHjcuHCBSlVqpRZd/r0aTNZpIYWHdbSobOYmJhcvUpMJ5d87733HI8bNWpkvurrtG7d2nwfFxdnCq7tnn76aTl//ryZN0l7kLQnTKcGcJ4fasGCBSYgtWvXzlwFp0XqGQVCADl38lyK7D95QcqXLCIRof///yAAeN08Sx999JHMnj3b3O5E51pSe/bskX/+858mlLRo0cL0zOgQ2GeffSa+IKvzNAC+6quth2Xkp9vkcqpN/PSK0s5RMrjlf39/AEBB//zOdljSgPT555876oDsfv31V9Mrs3fvXlm3bp35PiEhQXwBYQnI2KHTF6TVyz9Iaprrr5rPH24ujSv9t3caALxqUkoNQHrF2NV0nX1uIq33OXv2bHYPDcAL7Uo4e01Q0t6l3w///5A5ABRk2Q5Lbdq0MUNu2pNkp9/rFWZt27Y1j3/77TdTUA0AZUOurU/S6FQ2JJiTA8A7w9KcOXPMDNd6qb1OzqiL3i5E1+k2pYXeOnklANQtHyL3NPnvxR6B/n6mV+n26mWkfS3X2fUBoKDKds2Snc6srfeDU3oDXV18FTVLgDX9NfPNb4kSd/SsVCxVRHo0Ki+BAdn+Ww0APKPAGzk/2QAAwPM+v3M0g/ehQ4dkyZIlZoLIS5cuuWx79dVXc3JIAACAAinbYUlvH9K1a1cz8aQOxdWtW1f2799vutn1HnEAAADeJNtFA2PGjJGRI0eaK950Jmydcyk+Pl5atWolvXr1ck8rAQAAPCUs7dy5U/r162e+DwwMlL/++stc/TZhwgR58cUX3dFGAAAAzwlLxYoVc9QplStXTv7880/HthMnTuRu6wAAADytZqlZs2aydu1aqVWrlnTu3FlGjBhhhuS++OILsw0AAMCnw5Je7Xbu3Dnz/fjx4833H3/8sdSoUYMr4QAAgG+HpdTUVDNtQP369R1DcrNmzXJX2wAAADyrZikgIEA6dOggp0+fdl+LAAAAPLnAW+dV2rt3r3taAwAA4Olh6YUXXjDzLC1btkwSEhLMVOHOCwAAgDfJ9r3h/P3/P1/5+en9w/9LD6OPta7J13BvOAAAPI/b7g0XExNzvW0DAADwGNkOS3pbEwAAAF+R7Zol9dNPP0nfvn2lefPmcvjwYbPugw8+MJNVAgAA+HRY0hvnduzYUYoUKSJbtmyRlJQUs17H+yZPnuyONgIAAHjW1XA6EeU777wjhQoVcqxv0aKFCU8AAAA+HZbi4uKkZcuW16zXavKkpKTcahcAAIBnhqWIiAjZs2fPNeu1Xqlq1aq51S4AAADPDEuDBg2SJ554QjZs2GDmVTpy5IgsWLDATFT58MMPu6eVAAAAnjJ1wOjRoyUtLU3atWsnFy5cMENywcHBJiw9/vjj7mklAACAp8zgbXfp0iUzHHfu3DmpXbu2FC9eXHwVM3gDAOC9n9/ZHob78MMPTY9SUFCQCUm33nqrTwclAADg3bIdloYNGybh4eFy//33yzfffOOT94IDAAC+I9thKSEhQRYtWmSKu++55x4pV66cPProo7Ju3Tr3tBAAAMATa5aUDsd9+eWXsnDhQvn++++lQoUK8ueff4qvoWYJAADv/fzO9tVwzooWLWpufXL69Gk5cOCA7Ny583oOBwAA4B030tUeJZ1bqXPnzlK+fHl5/fXXpUePHrJjx47cbyEAAEA+ynbPUu/evWXZsmWmV0lrlp577jmJjo52T+sAAAA8LSwFBATIJ598Yobf9Htnv//+u9StWzc32wcAAOBZYUmH35ydPXtWPvroI3n33Xdl8+bNTCUAAAC8So5qltSaNWukf//+ZuqAV155Rdq2bSvr168Xd5k0aZI0b97cDP+VLFky0/0vX74so0aNknr16kmxYsUkMjJS+vXrZ+5l56xy5cpmGgTnZerUqW57HwAAwIt7lhITE2X+/PkyZ84cc7md1iylpKTI4sWLzWze7qS3V+nVq5epj9LXz0oR+pYtW0xNVYMGDcwVe3oD4K5du8ovv/zisu+ECRPMDYLtSpQo4Zb3AAAAvDgs3XnnnaY3qUuXLubqt06dOpmapVmzZkleGD9+vPmqYS0rdN6ElStXuqx74403zO1ZDh48KDfeeKNLOIqIiMhyWzQg6mKnwREAAPj4MNzy5ctl4MCBJrRoYLq6uNsT6KRTOsx29TCeDrvdcMMN0qhRI3n55ZflypUrlseZMmWKCWP2pWLFim5uOQAAKPBhae3ataaYu3HjxtK0aVPTS3PixAnxFBcvXjQ1TPfdd5/LLJ1Dhw41t2+JiYmRf/7znzJ58mR5+umnLY81ZswYE7zsS3x8fB68AwAAUKDDUrNmzeSdd94x94bTUKEBQ4um09LSzHCXBqnsGj169DXF1Vcvu3btkuulxd5aX6V3dnnrrbdctg0fPlxat24t9evXlyFDhsi0adNkxowZLsNsVwsODjaBy3kBAADe6bruDRcXF2eKrT/44ANJSkqSv/3tb7JkyZIsP//48eNy8uRJy32qVq0qQUFBjsdas/Tkk0+a18tOUNq7d6+sXr3aDLdZ0VnIda4oDWk1a9bM0mtwbzgAADxPntwbTsPESy+9ZGp4li5dKnPnzs3W88PCwsziLvagtHv3bjPMlllQUlu3bhV/f38JDw93W7sAAIDnuK6wZKfF3t27dzeLu+gVbKdOnTJfU1NTTahR1atXl+LFi5vvo6KiTHDT+9RpULr77rvN9AF6exZ9jk59oEqXLm16q2JjY2XDhg3Spk0bc0WcPh42bJj07dtXSpUq5bb3AgAAPEeuhKW8MHbsWHnvvfccj/XKNaU9RlpzZB8W1K40dfjwYceQYMOGDV2OZX+O1h5p7dW4ceNMjVKVKlVMWNI6JgDwRInJF2XtnhMSXiJYbq9RxtR+AsjHmiX8FzVLAAqCPcfOSveZ6+Rcyn+nP+kXXUkmdON+ncD1fn7n+HYnAICCZf66/fLX5VTH4/djD8ip85fytU2ANyAsAYCX8JNrh9wYhAOuH2EJALzEgBaVpVjQ/99d4cEWlaVUsf+fegWAlxd4AwCsVQsrLt+PaCWxf56UsBLBEl018+lSAGSOsAQAXiS8RGHp1rB8fjcD8CoMwwEAAFggLAEAAFggLAEAAFggLAEAAFggLAEAAFggLAEAAFggLAEAABCWAAAAcoaeJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAAuEJQAAAG8IS5MmTZLmzZtL0aJFpWTJkll6zoABA8TPz89l6dSpk8s+p06dkj59+khISIg57sCBA+XcuXNuehcAAMDTeExYunTpkvTq1UsefvjhbD1Pw1FCQoJj+eijj1y2a1DasWOHrFy5UpYtWyZr1qyRwYMH53LrAQCApwoUDzF+/Hjzdf78+dl6XnBwsERERKS7befOnbJixQrZtGmTNGnSxKybMWOGdO7cWV555RWJjIzMhZYDAABP5jE9Szn1ww8/SHh4uNSsWdP0Sp08edKxLTY21gy92YOSat++vfj7+8uGDRsyPGZKSoqcOXPGZQEAAN7Jq8OSDsG9//77smrVKnnxxRflxx9/lDvuuENSU1PN9sTERBOknAUGBkrp0qXNtoxMmTJFQkNDHUvFihXd/l4AAIAPhqXRo0dfU4B99bJr164cH793797StWtXqVevnnTv3t3UJOmQm/Y2XY8xY8ZIcnKyY4mPj7+u4wEAgIIrX2uWRowYYa5Ys1K1atVcez09VpkyZWTPnj3Srl07U8t07Ngxl32uXLlirpDLqM7JXgelCwAA8H75GpbCwsLMklcOHTpkapbKlStnHkdHR0tSUpJs3rxZGjdubNatXr1a0tLSpGnTpnnWLgAAUHB5TM3SwYMHZevWrear1hzp97o4z4kUFRUlX375pfle1z/11FOyfv162b9/v6lb6tatm1SvXl06duxo9qlVq5apaxo0aJBs3LhRfv75Z3nsscfM8B1XwgEAAI+aOmDs2LHy3nvvOR43atTIfI2JiZHWrVub7+Pi4kwNkQoICJDt27eb52jvkYafDh06yMSJE12G0BYsWGACkg7L6VVwPXv2lOnTp+f5+wMAAAWTn81ms+V3IzydTh2gV8VpUNOZwAEAgPd8fnvMMBwAAEB+ICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAABYICwBAAB4Q1iaNGmSNG/eXIoWLSolS5bM0nP8/PzSXV5++WXHPpUrV75m+9SpU934TgAAgCcJFA9x6dIl6dWrl0RHR8ucOXOy9JyEhASXx8uXL5eBAwdKz549XdZPmDBBBg0a5HhcokSJXGo1AADwdB4TlsaPH2++zp8/P8vPiYiIcHn81VdfSZs2baRq1aou6zUcXb0vAACARw3DXa+jR4/K119/bXqWrqbDbjfccIM0atTIDNFduXLF8lgpKSly5swZlwUAAHgnj+lZul7vvfee6UG66667XNYPHTpUbr75ZildurSsW7dOxowZY4bvXn311QyPNWXKFEdPFwAA8G752rM0evToDIuw7cuuXbty5bXmzp0rffr0kcKFC7usHz58uLRu3Vrq168vQ4YMkWnTpsmMGTNM71FGNFAlJyc7lvj4+FxpIwAAKHjytWdpxIgRMmDAAMt9rq4vyomffvpJ4uLi5OOPP85036ZNm5phuP3790vNmjXT3Sc4ONgsAADA++VrWAoLCzOLu+nVc40bN5YGDRpkuu/WrVvF399fwsPD3d4uAACQMZvNJpsPnJYLl1KladXSEhwYIPnBY2qWDh48KKdOnTJfU1NTTahR1atXl+LFi5vvo6KiTD1Rjx49HM/T4utPP/3UDK9dLTY2VjZs2GCukNN6Jn08bNgw6du3r5QqVSoP3x0AALjas4t/lwUbDprvG1QIlY//GS2FC+V9YPKYsDR27FhTpG2nV66pmJgYU3OkdKhNa4icLVq0yCTT++6775pj6lCabh83bpypUapSpYoJS1rHBAAA8s/JcymOoKS2HUqWn/eckHa1yuZ5W/xsmiRwXbT3KjQ01AS1kJAQziYAANcp+a/L0nDCd+KcUj4c2FRuq1FG8vrz22fmWQIAAJ4jtEgh+VfnWuL3v8ddG0RK82o35EtbPGYYDgAA+JaHbq8qPRqVl4tX0qR8ySL51g7CEgAAKLBuKJ7/U/UwDAcAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBsAQAAGCBG+nmApvNZr6eOXMmNw4HAADygP1z2/45nhHCUi44e/as+VqxYsXcOBwAAMjjz/HQ0NAMt/vZMotTyFRaWpocOXJESpQoIX5+fh6TpjXcxcfHS0hIiPgyzgXng58P/l/hd4dv/i612WwmKEVGRoq/f8aVSfQs5QI9wRUqVBBPpD/QnvJD7W6cC84HPx/8v8LvDt/7XRpq0aNkR4E3AACABcISAACABcKSjwoODpbnn3/efPV1nAvOBz8f/L/C7w5+l1qhwBsAAMACPUsAAAAWCEsAAAAWCEsAAAAWCEsAAAAWCEs+Zs2aNXLnnXea2Up1tvHFixeLr5oyZYrccsstZub18PBw6d69u8TFxYmveuutt6R+/fqOCeWio6Nl+fLl+d2sAmHq1Knm/5cnn3xSfNG4cePM+3deoqKixFcdPnxY+vbtKzfccIMUKVJE6tWrJ7/88ov4osqVK1/zs6HLo48+Kt6EsORjzp8/Lw0aNJCZM2eKr/vxxx/N/9Dr16+XlStXyuXLl6VDhw7mHPkinYVeQ8HmzZvNL/62bdtKt27dZMeOHeLLNm3aJG+//bYJkr6sTp06kpCQ4FjWrl0rvuj06dPSokULKVSokPlj4o8//pBp06ZJqVKlxFf//0hw+rnQ36WqV69e4k243YmPueOOO8wCkRUrVrichvnz55seJg0LLVu29LlTpD2OziZNmmR6mzRM6gelLzp37pz06dNH3nnnHXnhhRfElwUGBkpERIT4uhdffNHc/2zevHmOdVWqVBFfFRYW5vJY/+CqVq2atGrVSrwJPUvA/yQnJ5uvpUuX9vlzkpqaKosWLTK9bDoc56u057FLly7Svn178XW7d+82w/dVq1Y1AfLgwYPii5YsWSJNmjQxPSf6x1WjRo1MmIbIpUuX5MMPP5QHH3zQY24qn1X0LAEikpaWZupRtHu9bt26PntOfvvtNxOOLl68KMWLF5cvv/xSateuLb5Iw+KWLVvMMIOva9q0qel5rVmzphlqGT9+vNx+++3y+++/m5o/X7J3717T4zp8+HB55plnzM/H0KFDJSgoSPr37y++bPHixZKUlCQDBgwQb0NYAv7Xg6C/+H21DsNOPwy3bt1qetk+++wz88tfa7t8LTDFx8fLE088YeovChcuLL7Oeehea7c0PFWqVEk++eQTGThwoPjaH1baszR58mTzWHuW9HfHrFmzfD4szZkzx/ysaA+kt2EYDj7vsccek2XLlklMTIwpcvZl+tdx9erVpXHjxuZqQb0Y4N///rf4Gq1bO3bsmNx8882mVkcXDY3Tp0833+swpS8rWbKk3HTTTbJnzx7xNeXKlbvmj4datWr57LCk3YEDB+T777+Xhx56SLwRPUvwWTabTR5//HEz1PTDDz/4dJGm1V/RKSkp4mvatWtnhiSdPfDAA+Zy+VGjRklAQID4Mi18//PPP+Uf//iH+Bodqr96ipH//Oc/pqfNl82bN8/UcGmNnzciLPngLznnvwb37dtnhl20qPnGG28UXxt6W7hwoXz11Vem7iIxMdGsDw0NNXOn+JoxY8aYLnT9OTh79qw5Nxoiv/32W/E1+vNwde1asWLFzLw6vljTNnLkSHO1pAaCI0eOyPPPP28C43333Se+ZtiwYdK8eXMzDHfPPffIxo0bZfbs2Wbx5T+q5s2bZ4YhtefVK9ngU2JiYmz6z3710r9/f5uvSe886DJv3jybL3rwwQdtlSpVsgUFBdnCwsJs7dq1s3333Xf53awCo1WrVrYnnnjC5ovuvfdeW7ly5czPRvny5c3jPXv22HzV0qVLbXXr1rUFBwfboqKibLNnz7b5sm+//db87oyLi7N5Kz/9T34HNgAAgIKKAm8AAAALhCUAAAALhCUAAAALhCUAAAALhCUAAAALhCUAAAALhCUAAAALhCUAAAALhCUAHmX+/PnmRq5248aNk4YNG+Zrm5A+vV2On5+fJCUlcYrg0QhLQAEXGxtr7sPlrTeovNqPP/4obdu2NfcrLFq0qNSoUcPcc+rSpUtm+7333mtuXJqf9u/fb0LA1Uvfvn1z7TUqV64sr7/+uuSHzZs3m/ezfv36DG80fNddd+V5u4D8QlgCCrg5c+bI448/LmvWrDE3MXUnvfvRlStXJL/88ccf0qlTJ2nSpIl5v7/99pvMmDFDgoKCJDU11eyjNznWu5sXBN9//70kJCQ4lpkzZ0pBYw+Z2dG4cWNp0KCBzJ07N92gGBMTIwMHDsylFgIFH2EJKMDOnTsnH3/8sTz88MOmZ0mHoOzuv/9+08vi7PLly1KmTBl5//33HXcDnzJlilSpUsWEDP0A/Oyzz64ZJlm+fLn5gAwODpa1a9fKn3/+Kd26dZOyZctK8eLF5ZZbbjHBwJmGA22THlePv3Dhwmt6Q3T45aGHHpKwsDAJCQkxPUbbtm3L8P1+9913EhERIS+99JLUrVtXqlWrZsLTO++8Y14nvWE4u7ffflsqVqxoeqP0bvDJycku7/PWW2+VYsWKmee2aNFCDhw44DKMZ/X8jNxwww2mvfYlNDQ0S+87s/PbunVr0z69w72918q5rc70fOt5txswYIB0795dJk2aJJGRkVKzZk2zPj4+3rwvff/aa6evr8EnIxqG9GfvwoULLuv1/JcrV878u3zwwQcm2JYoUcK8f/2ZPHbsWIbHzEr71bvvviu1atWSwoULS1RUlLz55psZHhPIC4QloAD75JNPzIeFfuDpEI/+pW+/93WfPn1k6dKlJlDZffvtt+bDrUePHuaxBiUNTrNmzZIdO3aYD189jg51ORs9erRMnTpVdu7cKfXr1zfH7Ny5s6xatUp+/fVX88F45513ysGDBx3P6devn+np0iDy+eefy+zZs6/5oOzVq5dZp2FMh3ZuvvlmM4Rz6tSpdN+vfuBqCNNepezYs2ePOVd6PlasWGHa/Mgjj5ht2lOm4aFVq1ayfft2M6w5ePBgRwDJ7Pk5kdn7zuz8fvHFF1KhQgWZMGGCo9cqO/S4cXFxsnLlSlm2bJkJ0R07djSh5qeffpKff/7ZhDR93Yx6nvTnKyUlxSVc68/ee++9ZwKZDg3rcSdOnGiC4OLFi0340m3XY8GCBTJ27FgT9vTncfLkyfLcc8+Z1wXyjQ1AgdW8eXPb66+/br6/fPmyrUyZMraYmBiXx++//75j//vuu8927733mu8vXrxoK1q0qG3dunUuxxw4cKDZT+mx9NfA4sWLM21LnTp1bDNmzDDf79y50zxv06ZNju27d+8261577TXz+KeffrKFhISYdjirVq2a7e233073Na5cuWIbMGCAOU5ERISte/fu5jWTk5Md+8ybN88WGhrqePz888/bAgICbIcOHXKsW758uc3f39+WkJBgO3nypDneDz/8kO5rZvb89Ozbt88cs0iRIrZixYo5li1btuTofV99flWlSpUc59K5rQ0aNHBZp/vovnb9+/e3lS1b1paSkuJY98EHH9hq1qxpS0tLc6zT7dr+b7/9NsM29e7d29aqVSvH41WrVpn3rf/W6dGfB91+9uxZl5+v06dPZ7n9ep4WLlzoss/EiRNt0dHRGbYTcDd6loACSnsGNm7cKPfdd595HBgYaIbdtIbJ/liHVfQvcXX+/Hn56quvTI+AvbdEe5n+9re/mV4E+6I9TToM5EyHUpxpz8fIkSPNUIgO2+jz9K98e8+Htk1fX3tM7KpXry6lSpVyPNbeBj2ODlU5v/6+ffuueX077a2YN2+eHDp0yAzFlS9f3vQs1KlTx7J35cYbbzT72kVHR5shSG2nDjlpb4f2rGjvzb///e9rjmX1fCs6TLV161bHUrt27Sy978zO7/WqV6+eqfOy0zbpz4P2LNnbo+fl4sWLGf5bqAcffND08tn30Z5N7aHTf2ulvWZ6TvX86bF1m8rp+9CfYX0tHQJ0PncvvPCCZTsBdwt0+ysAyBENRTqEpHUnzsMgWlf0xhtvmPoYDUb6AaVDPjrkonU9OrSi7MNzX3/9tUsQUHoMZ1rL40w/yPV4r7zyivlg1OPefffd2SoW1tfX2hYdprtaejVHzrS9//jHP8yiwzw33XSTGUocP3685IQGsKFDh5ohNg04zz77rHl/zZo1k+uhNU724JCd953T8+vv7+8YhrXTobCrXf3vqW3SmjR7sHamdVUZ0aFDDUJap/TUU0+Z4UGt7bIHGw2guuhx9TgakvRxRu8js/bbf2a1Rq1p06bXBGkgvxCWgAJIQ5L2AE2bNk06dOjgsk3rbz766CMZMmSING/e3HxgawDQ+hitlSlUqJDZT3s5NBTpB5j9L/6s0poW7Y2x1z7ph5hzMbDWUGkbtd5GP4SV9lycPn3asY/2OiUmJpoeqKsLeLNDe6s0fOiHc0b0PWr9lD1Y6iXv+sFsL25WjRo1MsuYMWNMz5EWpNvDUlaen1VZed+ZnV/lfAWgnQYSPbYGDnvNlfZoZaVN+jOiVxFqwXlW6Tl44IEHTHDXAKtt0lCndu3aJSdPnjS1bvozqH755RfL42XWfi1413+DvXv3OnpIgYKAYTigANKiXA0eOhyhV4U5Lz179nQMxSm9Akl7XbSnwvkDRodFtAdDi7q1OFaHMbZs2WIuxc+sWFbnNtJeBP0g0yEcfQ0dlrLTovP27dubQmkdKtTQpN9rD4n9Q1C3ayjRcKdXuWkYWLdunfzrX//K8ENVey30yj/dX9urRemjRo0yX3W4JyN61ZTOxaRt1QJm7UXSIUotGNfhLw1IWtitV5jpsXfv3m2GwLLy/OzKyvvO7PwqDVo6BHb48GE5ceKE4yq548ePmyFKPT86VYGG5Mzoz4VeJalXwOn703OiPV/6PnXI04qGJW3DM888Y4aE7Vclao+Thif9edJws2TJEtMLaCUr7dfeQ70wYfr06WY+LZ0+QnsGX3311UzfJ+A2bq+KApBtf//7322dO3dOd9uGDRtM0ey2bdvM4z/++MM81iJZ5wJepY+1QFyLewsVKmQLCwuzdezY0fbjjz+mW4DrXMDcpk0bUwBcsWJF2xtvvGEKfZ944gnHPkeOHLHdcccdtuDgYPPaWpQbHh5umzVrlmOfM2fO2B5//HFbZGSkeX09Vp8+fWwHDx5M971pgXTfvn1tVapUMce94YYbbC1btrQtWbLEssBbi4bffPNN8zqFCxe23X333bZTp06Z7YmJiaZQvFy5cragoCDT1rFjx9pSU1Oz9HyrAu9ff/013e2Zve+snN/Y2Fhb/fr1zXlw/lX91ltvmedoQXm/fv1skyZNuqbAu1u3bte0SYvVdX+9KECPWbVqVdugQYNciucz0qFDB9OGjRs3uqzXf/PKlSub42kBtv47OZ+X9H6+Mmu/WrBgga1hw4bm36tUqVLmZ+CLL77ItJ2Au/jpf9wXxQD4Cu2h0OEYnS9Ia108hc79o5e9Z2U4C4BvomYJQI6sXr3a1NrolVd6ddnTTz9tho5atmzJGQXgVQhLAHJEr2LSOhatV9H6KC0216ui7AXmAOAtGIYDAACwwNVwAAAAFghLAAAAFghLAAAAFghLAAAAFghLAAAAFghLAAAAFghLAAAAFghLAAAAkrH/A24zIcQH7vaYAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -487,7 +516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -503,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -520,7 +549,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -544,7 +573,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -566,12 +595,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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qx6JFizRjxgwNHDhQkrR69WpFRUUpLS1No0eP9jpmYWGhCgsL3a8LCgoqPBgAABD4fLry8aMf/UgffvihvvjiC0nSZ599pr/97W/q27evJOnQoUPKyclRz5493fs4nU4lJiYqPT291GPOnTtX4eHh7i0mJqaiYwEAAFdoMe3PXltV8+nKx5NPPqn8/Hy1bdtWtWvX1qVLl/TMM89o8ODBkqScnBxJUlRUlMd+UVFROnLkSKnHnD59uqZMmeJ+XVBQQAABAKAG8yl8vPHGG3r11VeVlpamuLg47dq1S5MmTVJ0dLRGjBjhrudwODz2M8Z4lZVwOp1yOp0V6DoAAKiOfAofv/rVrzRt2jQ9/PDDkqSbb75ZR44c0dy5czVixAi5XC5J310Badq0qXu/3Nxcr6shAADg+8mnNR/nzp1TrVqeu9SuXdv9qG3Lli3lcrm0adMm9/tFRUXaunWrEhIS/NBdAABQ3fl05aN///565pln9IMf/EBxcXH6xz/+oYULF+qxxx6T9N3tlkmTJik1NVWtW7dW69atlZqaqpCQEA0ZMqRSBgAAAKoXn8LHiy++qKeeekrjxo1Tbm6uoqOjNXr0aD399NPuOlOnTtX58+c1btw45eXlqUuXLtq4caPCwsL83nkAAFD9OIwxpqo7cbmCggKFh4crPz9fDRo0qOruAABQrZTnUdrD8+71e7u+/P3mu10AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWOVz+Dh27JiGDRumxo0bKyQkRLfeeqt27tzpft8Yo5SUFEVHRys4OFhJSUnat2+fXzsNAACqL5/CR15enrp166a6devq/fffV1ZWlp577jk1bNjQXWfBggVauHChFi9erMzMTLlcLiUnJ+vs2bP+7jsAAKiG6vhSef78+YqJidGqVavcZS1atHD/tzFGixYt0owZMzRw4EBJ0urVqxUVFaW0tDSNHj3aP70GAADVlk9XPtatW6dOnTrpoYceUmRkpG677TatWLHC/f6hQ4eUk5Ojnj17usucTqcSExOVnp5e6jELCwtVUFDgsQEAgJrLp/Dx1VdfaenSpWrdurU2bNigMWPG6Oc//7l+//vfS5JycnIkSVFRUR77RUVFud+70ty5cxUeHu7eYmJiKjIOAABQTfgUPoqLi9WhQwelpqbqtttu0+jRo/XTn/5US5cu9ajncDg8XhtjvMpKTJ8+Xfn5+e4tOzvbxyEAAIDqxKfw0bRpU7Vr186jLDY2VkePHpUkuVwuSfK6ypGbm+t1NaSE0+lUgwYNPDYAAFBz+RQ+unXrpgMHDniUffHFF2revLkkqWXLlnK5XNq0aZP7/aKiIm3dulUJCQl+6C4AAKjufHraZfLkyUpISFBqaqoGDRqkv//971q+fLmWL18u6bvbLZMmTVJqaqpat26t1q1bKzU1VSEhIRoyZEilDAAAAFQvPoWP22+/XX/4wx80ffp0zZkzRy1bttSiRYs0dOhQd52pU6fq/PnzGjdunPLy8tSlSxdt3LhRYWFhfu88AACofhzGGFPVnbhcQUGBwsPDlZ+fz/oPAAB81GLan69Z5/C8e/3eri9/v/luFwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWXVf4mDt3rhwOhyZNmuQuM8YoJSVF0dHRCg4OVlJSkvbt23e9/QQAADVEhcNHZmamli9frvbt23uUL1iwQAsXLtTixYuVmZkpl8ul5ORknT179ro7CwAAqr8KhY9///vfGjp0qFasWKGIiAh3uTFGixYt0owZMzRw4EDFx8dr9erVOnfunNLS0vzWaQAAUH1VKHyMHz9e9957r+655x6P8kOHDiknJ0c9e/Z0lzmdTiUmJio9Pb3UYxUWFqqgoMBjAwAANVcdX3d4/fXX9emnnyozM9PrvZycHElSVFSUR3lUVJSOHDlS6vHmzp2r2bNn+9oNAABQTfl05SM7O1sTJ07Uq6++qqCgoKvWczgcHq+NMV5lJaZPn678/Hz3lp2d7UuXAABANePTlY+dO3cqNzdXHTt2dJddunRJf/3rX7V48WIdOHBA0ndXQJo2bequk5ub63U1pITT6ZTT6axI3wEAQDXk05WPu+++W3v27NGuXbvcW6dOnTR06FDt2rVLrVq1ksvl0qZNm9z7FBUVaevWrUpISPB75wEAQPXj05WPsLAwxcfHe5SFhoaqcePG7vJJkyYpNTVVrVu3VuvWrZWamqqQkBANGTLEf70GAADVls8LTq9l6tSpOn/+vMaNG6e8vDx16dJFGzduVFhYmL+bAgAA1ZDDGGOquhOXKygoUHh4uPLz89WgQYOq7g4AANVKi2l/vmadw/Pu9Xu7vvz95rtdAACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFYRPgAAgFWEDwAAYBXhAwAAWEX4AAAAVhE+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFjlU/iYO3eubr/9doWFhSkyMlL33XefDhw44FHHGKOUlBRFR0crODhYSUlJ2rdvn187je+PFtP+7LUBAKo3n8LH1q1bNX78eG3fvl2bNm3SxYsX1bNnT3377bfuOgsWLNDChQu1ePFiZWZmyuVyKTk5WWfPnvV75wEAQPVTx5fKH3zwgcfrVatWKTIyUjt37tSdd94pY4wWLVqkGTNmaODAgZKk1atXKyoqSmlpaRo9erT/eg4AAKql61rzkZ+fL0lq1KiRJOnQoUPKyclRz5493XWcTqcSExOVnp5e6jEKCwtVUFDgsQEAgJqrwuHDGKMpU6boRz/6keLj4yVJOTk5kqSoqCiPulFRUe73rjR37lyFh4e7t5iYmIp2CQAAVAMVDh8TJkzQ7t27tWbNGq/3HA6Hx2tjjFdZienTpys/P9+9ZWdnV7RLAACgGvBpzUeJJ554QuvWrdNf//pXNWvWzF3ucrkkfXcFpGnTpu7y3Nxcr6shJZxOp5xOZ0W6AQAAqiGfrnwYYzRhwgS988472rx5s1q2bOnxfsuWLeVyubRp0yZ3WVFRkbZu3aqEhAT/9BgAAFRrPl35GD9+vNLS0vTee+8pLCzMvY4jPDxcwcHBcjgcmjRpklJTU9W6dWu1bt1aqampCgkJ0ZAhQyplAAAAoHrxKXwsXbpUkpSUlORRvmrVKo0cOVKSNHXqVJ0/f17jxo1TXl6eunTpoo0bNyosLMwvHQYAANWbT+HDGHPNOg6HQykpKUpJSalonwAAQA3Gd7sAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArKpT1R0ALtdi2p+tHffwvHsrpS0AQNm48gEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAqwgfAADAKj7nA9XOlZ/Zwed1AED1wpUPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFhF+AAAAFbxOR+oka78LBCgOuGzbFBe1fV3HVc+AACAVYQPAABgFeEDAABYRfgAAABWET4AAIBVhA8AAGAV4QMAAFjF53ygylTX59MBANeHKx8AAMAqwgcAALCK8AEAAKxizQeqvcpcO1KV37FR2rj4jg/g+62mrJXjygcAALCK8AEAAKwifAAAAKtY8wEAsKIia6j8tfYp0NZQBVp/bOPKBwAAsIrwAQAArCJ8AAAAq1jzAQCocWrK52HUVFz5AAAAVhE+AACAVYQPAABgFWs+4Bflub8aaM+wV+X3tvjL9/2zAr7P/PXvtyI/u1X9814d13NUpM/VcZzlxZUPAABgFeEDAABYxW0XWFNTLyHavH1TWeewpn6EtW1VeSuvMs99Tb1l4K/bR9VhrIGGKx8AAMAqwgcAALCK8AEAAKyqtDUfS5Ys0bPPPqsTJ04oLi5OixYtUvfu3SuruXL7vt+Troia8EhqeZTnvu336d5ueebdX2sBKvIoZ2nK00d/jcPmeoqa+u+uOvw+/r78/rOtUq58vPHGG5o0aZJmzJihf/zjH+revbv69Omjo0ePVkZzAACgGqmU8LFw4UI9/vjjGjVqlGJjY7Vo0SLFxMRo6dKlldEcAACoRvx+26WoqEg7d+7UtGnTPMp79uyp9PR0r/qFhYUqLCx0v87Pz5ckFRQU+LtrkqTiwnNeZZXVVk1x5Tkr7XyVdl6/r/z176mi57Qi7ZenrYrO+5X7ledn0J9jr6x/vxVtyx9tl1dVt18R/vq3UFkq8/efzbFXxt+9kmMaY65d2fjZsWPHjCSzbds2j/JnnnnG/PCHP/SqP2vWLCOJjY2NjY2NrQZs2dnZ18wKlbbg1OFweLw2xniVSdL06dM1ZcoU9+vi4mJ98803aty4can1a6qCggLFxMQoOztbDRo0qOrufO8xH4GHOQk8zElgqer5MMbo7Nmzio6OvmZdv4ePJk2aqHbt2srJyfEoz83NVVRUlFd9p9Mpp9PpUdawYUN/d6vaaNCgAT/EAYT5CDzMSeBhTgJLVc5HeHh4uer5fcFpvXr11LFjR23atMmjfNOmTUpISPB3cwAAoJqplNsuU6ZM0fDhw9WpUyfdcccdWr58uY4ePaoxY8ZURnMAAKAaqZTw8ZOf/ESnT5/WnDlzdOLECcXHx2v9+vVq3rx5ZTRXIzidTs2aNcvrFhSqBvMReJiTwMOcBJbqNB8OY8rzTAwAAIB/8N0uAADAKsIHAACwivABAACsInwAAACrCB8AAMAqwocf5OXlafjw4QoPD1d4eLiGDx+uM2fOlLmPMUYpKSmKjo5WcHCwkpKStG/fPo86hYWFeuKJJ9SkSROFhobqxz/+sb7++muf287MzNTdd9+thg0bKiIiQj179tSuXbv8MPLAFehzIkkvv/yy2rdvr6CgILlcLk2YMOF6hx2wqsN8SNLp06fVrFkzORyOa/avugvkOfnss880ePBgxcTEKDg4WLGxsXr++ef9NfSAsWTJErVs2VJBQUHq2LGjPv744zLrb926VR07dlRQUJBatWqlZcuWedVZu3at2rVrJ6fTqXbt2ukPf/iDz+2WZ56v2/V+kRyM6d27t4mPjzfp6ekmPT3dxMfHm379+pW5z7x580xYWJhZu3at2bNnj/nJT35imjZtagoKCtx1xowZY2688UazadMm8+mnn5q77rrL3HLLLebixYvlbrugoMBERESYkSNHms8//9zs3bvXPPDAAyYyMtIUFRX5/2QEiECeE2OMee6550x0dLR57bXXzMGDB83evXvNunXr/HsSAkigz0eJAQMGmD59+hhJJi8vzy9jD1SBPCcrV640TzzxhNmyZYv55z//aV555RUTHBxsXnzxRf+fiCry+uuvm7p165oVK1aYrKwsM3HiRBMaGmqOHDlSav2vvvrKhISEmIkTJ5qsrCyzYsUKU7duXfP222+766Snp5vatWub1NRUs3//fpOammrq1Kljtm/f7lO75Znn60X4uE5ZWVlGksfkZmRkGEnm888/L3Wf4uJi43K5zLx589xl//nPf0x4eLhZtmyZMcaYM2fOmLp165rXX3/dXefYsWOmVq1a5oMPPih325mZmUaSOXr0qLvO7t27jSRz8OBBP5yBwBPoc/LNN9+Y4OBg85e//MV/gw5ggT4fJZYsWWISExPNhx9+WOPDR3WZk8uNGzfO3HXXXRUbcADq3LmzGTNmjEdZ27ZtzbRp00qtP3XqVNO2bVuPstGjR5uuXbu6Xw8aNMj07t3bo06vXr3Mww8/XO52yzPP/sBtl+uUkZGh8PBwdenSxV3WtWtXhYeHKz09vdR9Dh06pJycHPXs2dNd5nQ6lZiY6N5n586dunDhgked6OhoxcfHu+uUp+02bdqoSZMmWrlypYqKinT+/HmtXLlScXFxNfYTZwN9TjZt2qTi4mIdO3ZMsbGxatasmQYNGqTs7Gz/nYQAEujzIUlZWVmaM2eOfv/736tWrZr/a7E6zMmV8vPz1ahRo4oNOMAUFRVp586dHudJknr27HnVc5CRkeFVv1evXtqxY4cuXLhQZp2SY5an3fLMsz/U/J+ySpaTk6PIyEiv8sjISK9v9r18H0le3/IbFRXlfi8nJ0f16tVTREREmXWu1XZYWJi2bNmiV199VcHBwapfv742bNig9evXq06dSvl0/SoX6HPy1Vdfqbi4WKmpqVq0aJHefvttffPNN0pOTlZRUZGPow18gT4fhYWFGjx4sJ599ln94Ac/8HF01VOgz8mVMjIy9Oabb2r06NHXGFn1cOrUKV26dKnMc3mlnJycUutfvHhRp06dKrNOyTHL02555tkfCB9XkZKSIofDUea2Y8cOSZLD4fDa3xhTavnlrny/PPtcWedabZ8/f16PPfaYunXrpu3bt2vbtm2Ki4tT3759df78+TLbCjQ1ZU6Ki4t14cIFvfDCC+rVq5e6du2qNWvW6Msvv9RHH31UZluBpKbMx/Tp0xUbG6thw4aVedzqoKbMyeX27dunAQMG6Omnn1ZycnKZ7VQ3vp7L0upfWV6eY/qrzvWomf/r6wcTJkzQww8/XGadFi1aaPfu3Tp58qTXe//617+8kmMJl8sl6buE2bRpU3d5bm6uex+Xy6WioiLl5eV5/F9Ebm6uEhIS3HWu1XZaWpoOHz6sjIwM9+XktLQ0RURE6L333rvmGANJTZmTkuO3a9fO/f4NN9ygJk2a6OjRo2WOL5DUlPnYvHmz9uzZo7ffflvS//1Cb9KkiWbMmKHZs2eXOcZAUlPmpERWVpZ69Oihn/70p5o5c2aZ46pOmjRpotq1a3tdSbj8XF7J5XKVWr9OnTpq3LhxmXVKjlmedsszz37ht9Uj31Mli6c++eQTd9n27dvLtXBr/vz57rLCwsJSF2698cYb7jrHjx8vdeFWWW2/8MILxuVymeLiYnedCxcumNDQUPPaa6/54QwEnkCfkwMHDhhJHgtOT58+bWrVqmU2bNjghzMQWAJ9Pg4ePGj27Nnj3l566SUjyaSnp5uTJ0/670QEkECfE2OM2bt3r4mMjDS/+tWv/DPoANO5c2czduxYj7LY2NgyF5zGxsZ6lI0ZM8ZrwWmfPn086vTu3dtrwWlZ7ZZnnv2B8OEHvXv3Nu3btzcZGRkmIyPD3HzzzV6PrLVp08a888477tfz5s0z4eHh5p133jF79uwxgwcPLvWRtWbNmpm//OUv5tNPPzU9evQo9ZG1strev3+/cTqdZuzYsSYrK8vs3bvXDBs2zISHh5vjx49X4lmpWoE8J8Z890hnXFyc2bZtm9mzZ4/p16+fadeuXY19/DnQ5+NyH330UY1/2sWYwJ6TvXv3mhtuuMEMHTrUnDhxwr3l5uZW4hmxq+SR15UrV5qsrCwzadIkExoaag4fPmyMMWbatGlm+PDh7volj9pOnjzZZGVlmZUrV3o9artt2zZTu3ZtM2/ePLN//34zb968qz5qe7V2jSnfPF8vwocfnD592gwdOtSEhYWZsLAwM3ToUK9fXJLMqlWr3K+Li4vNrFmzjMvlMk6n09x5551mz549HvucP3/eTJgwwTRq1MgEBwebfv36eTwyW962N27caLp162bCw8NNRESE6dGjh8nIyPDnKQg4gT4n+fn55rHHHjMNGzY0jRo1Mvfff7/XcWqSQJ+Py31fwkcgz8msWbOMJK+tefPmfj4LVet3v/udad68ualXr57p0KGD2bp1q/u9ESNGmMTERI/6W7ZsMbfddpupV6+eadGihVm6dKnXMd966y3Tpk0bU7duXdO2bVuzdu1an9o1pnzzfL0cxvz/G5wAAAAW8LQLAACwivABAACsInwAAACrCB8AAMAqwgcAALCK8AEAAKwifAAAAKsIHwAAwCrCBwAAsIrwAQAArCJ8AAAAq/4fyAfqu7fmrpAAAAAASUVORK5CYII=",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -581,7 +610,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -607,12 +636,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -622,7 +651,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -662,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -678,7 +707,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -687,7 +716,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,7 +725,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -720,7 +749,7 @@
     },
     {
      "data": {
-      "image/png": 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XoriyjkuXLun111/PNgf33HOPpIK9T3OSU82FHfeVz3PWRyXye89e/tq93JkzZ3ThwgUuJAfgusBn1AGgmL311lsyxmjJkiU5fp/x22+/rfHjx6t06dLq2bOnhg8frgULFuill17Su+++q65du7ocEQ8ICJC3t7dLwL/c5Z8dlnI+mrRo0SJ5eHho5cqV8vLyci7/+OOPXdpl/eJ85MgR3XTTTc7lly5dyvaLcUBAgOrVq6eXXnopx7qu/Jx0YRV03B9//LHOnDmjZcuWqWrVqs7Hk5KSCrytrDm5/CJkUu4hJqc5DggIUMWKFXO9kNXlR4iLW0pKSo7PZ9bznfXv4cOHs4XfQ4cOFeg1lpf33ntP4eHhWrx4sUvfK+e7oCpUqKDSpUtnu9DdlQrzGu3Xr5/69eunM2fO6N///rfGjBmjjh07as+ePS6vq4KoWLGiDh8+nG35oUOHnHVd7mqOAHfp0kUtWrTQmDFjNGfOHJfHypcvr9KlSysuLk5//etfc+yf9Yexa/EeKOy4i6pu3bpatGiRUlJSXP4ItX37dklSnTp1rsl2AMCdCOoAUIwyMjL09ttvq3r16vrnP/+Z7fGVK1dq2rRp+uyzz9SxY0eVL19eXbt21TvvvKPo6GilpKS4nPYuSR07dtSECRNUsWJF5y/VhWWz2VSmTBmX00zPnTund99916XdHXfcIUlavHixGjVq5Fy+ZMmSbBd969ixoz799FNVr149x1Ptr1ZBx50VGC7/OitjjObOnZut7eVHZS+XdXXybdu2qW3bts7lK1asKFS9ixYtUkZGRrF/DV9+Fi5c6HL6/IcffqhLly6pVatWkuQ8hfm9997Trbfe6my3adMm7d6923nmRX5ym1+bzSZPT0+XcJeSkpLjVd8LwtvbWy1bttRHH32kl156KdcAWJTXaNmyZdW+fXtduHBBXbt21c6dOwsd1O+66y5NnDhRW7ZscXkfvfPOO7LZbGrdunWh1pefyZMn67bbbtNrr73mstzHx0etW7fW1q1bVa9ePedZFzm5/D1w+XezF+Y9UFzj7tKli5599lm9/fbbGjlypHP5ggUL5O3trXbt2l2T7QCAOxHUAaAYffbZZzp06JAmT57sDEGXq1OnjmbOnKl58+apY8eOkv44/X3x4sUaPHiwbr75Zt19990ufYYOHaqlS5fqjjvu0LBhw1SvXj1lZmbqwIEDWr16tf72t7/lGww7dOig6dOnq1evXnr00Ud1/PhxTZ06Ndt3NdeuXVs9e/bUtGnTVLp0ad15553auXOnpk2bJofDoVKl/veJqhdffFFr1qxRTEyMhgwZooiICJ0/f1779+/Xp59+qtmzZ+d7anJeCjruNm3ayNPTUz179tSIESN0/vx5vfnmmzp58mS2ddatW1fLli3Tm2++qcaNG6tUqVJq0qSJgoODdffdd2vixIkqX768qlatqi+//FLLli0rcL09evTQwoULdc899+jJJ59U06ZN5eHhof/+97/6+uuv1aVLF917771Fno+rsWzZMpUpU0Zt2rRxXvW9fv36zmsRRERE6NFHH9Xrr7+uUqVKqX379s6rvoeGhmrYsGEF2k7Wkc7FixerWrVq8vLyUt26ddWxY0ctW7ZMgwYNUrdu3XTw4EGNGzdOISEhzms2FNb06dN12223qVmzZho1apRq1KihI0eOaMWKFfrHP/4hPz+/Ar9GBwwYIG9vb7Vo0UIhISFKSUnRxIkT5XA4XP5wUVDDhg3TO++8ow4dOujFF19U1apVtWrVKs2aNUuPP/64atasWaQx56ZFixbq0qVLjn/4ePXVV3Xbbbfp9ttv1+OPP66wsDCdPn1aP/30kz755BPn58ZvvfVWRURE6KmnntKlS5dUvnx5LV++XN9++22B6yiucdeuXVv9+/fXmDFjVLp0ad16661avXq15syZo/Hjx3PqO4DrQwleyA4Abjhdu3Y1np6eeV6JukePHqZMmTImJSXFGPPHVcpDQ0ONJPPMM8/k2Of33383zz77rImIiDCenp7G4XCYunXrmmHDhjnXY8wfV8z+61//muM63nrrLRMREWHsdrupVq2amThxopk3b162Kz2fP3/eDB8+3AQGBhovLy/TvHlzk5CQYBwOR7arhx87dswMGTLEhIeHGw8PD1OhQgXTuHFj88wzz5jff/89z7lq2bKlqV27dp5tCjruTz75xNSvX994eXmZm266yfz97383n332WbarVZ84ccJ069bNlCtXzthsNnP5j8nDhw+bbt26mQoVKhiHw2F69+5tNm/enONV38uWLZtjvRcvXjRTp0511uLr62siIyPNwIEDzY8//pjnWHO76ntOc5TTlcaNyf78Z63zu+++M506dTK+vr7Gz8/P9OzZ0xw5csSlb0ZGhpk8ebKpWbOm8fDwMAEBAaZ3797m4MGDLu3yet72799vYmNjjZ+fn5HkcoX9SZMmmbCwMGO3201UVJSZO3eus768xnD5mC//1gFjjNm1a5d54IEHTMWKFY2np6epUqWK6du3rzl//ryzTUFeo2+//bZp3bq1CQoKMp6enqZy5cqme/fuZtu2bTmO88q6cnoufvnlF9OrVy9TsWJF4+HhYSIiIszLL79sMjIynG2yrn7+8ssv57ud/La3a9cuU7p06WxXfc/azsMPP2xuuukm4+HhYSpVqmRiYmLM+PHjXdrt2bPHxMbGGn9/f1OpUiXzxBNPmFWrVuV41ffcXgNXO25JZsyYMfnOw4ULF8yYMWNMlSpVjKenp6lZs6bLNx4AgNXZjDGm2P86AAD4U1m/fr1atGihhQsXqlevXiVdDgpo7NixeuGFF3Ts2LFr9vlgAABw9Tj1HQBQKGvWrFFCQoIaN24sb29vff/995o0aZJuueUW3XfffSVdHgAAwHWPoA4AKBR/f3+tXr1aM2bM0OnTpxUQEKD27dtr4sSJLleMBwAAQNFw6jsAAAAAABZSKv8mAAAAAACguBDUAQAAAACwEII6AAAAAAAWckNeTC4zM1OHDh2Sn5+fbDZbSZcDAAAAAPiTM8bo9OnTqly5skqVyvuY+Q0Z1A8dOqTQ0NCSLgMAAAAAcIM5ePCgbr755jzb3JBB3c/PT9IfE+Tv71/C1QAAAAAA/uzS0tIUGhrqzKN5uSGDetbp7v7+/gR1AAAAAECxKcjHr7mYHAAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQsqUdAEAAAAAcDXCRq0q6RLcbv+kDiVdAooRR9QBAAAAALAQgjoAAAAAABbCqe8AAOCa4hRUAACuDkfUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwkDIlXQAA9wkbtaqkS3C7/ZM6FLkv8wMAAAAr4og6AAAAAAAWQlAHAAAAAMBCOPUdAIBC4mMTAIrbjbDfkdj3AFncfkR91qxZCg8Pl5eXlxo3bqxvvvkmz/br1q1T48aN5eXlpWrVqmn27NnZ2ixdulS1atWS3W5XrVq1tHz5cneVDwAAAABAsXJrUF+8eLGGDh2qZ555Rlu3btXtt9+u9u3b68CBAzm237dvn+655x7dfvvt2rp1q55++mkNGTJES5cudbZJSEjQgw8+qLi4OH3//feKi4tT9+7dtWHDBncOBQAAAACAYuHWoD59+nT1799fjzzyiKKiojRjxgyFhobqzTffzLH97NmzVaVKFc2YMUNRUVF65JFH9PDDD2vq1KnONjNmzFCbNm00evRoRUZGavTo0brrrrs0Y8YMdw4FAAAAAIBi4bbPqF+4cEHfffedRo0a5bI8NjZW69evz7FPQkKCYmNjXZa1bdtW8+bN08WLF+Xh4aGEhAQNGzYsW5u8gnp6errS09Od99PS0go5GgC4sfBZSAAAgJLjtqD+22+/KSMjQ0FBQS7Lg4KClJKSkmOflJSUHNtfunRJv/32m0JCQnJtk9s6JWnixIl64YUXijiSkncj/MJc1F+Wb4S5kYo+P4SQvDE/uWNu8sb85I35QVHdCD/X+ZnuHsxP3nhvXX/cfjE5m83mct8Yk21Zfu2vXF7YdY4ePVqpqanO28GDBwtcPwAAAAAAxcltR9QDAgJUunTpbEe6jx49mu2IeJbg4OAc25cpU0YVK1bMs01u65Qku90uu91elGEAAAAAAFCs3HZE3dPTU40bN9aaNWtclq9Zs0YxMTE59omOjs7WfvXq1WrSpIk8PDzybJPbOgEAAAAAuJ647Yi6JA0fPlxxcXFq0qSJoqOjNWfOHB04cECPPfaYpD9OSf/111/1zjvvSJIee+wxzZw5U8OHD9eAAQOUkJCgefPm6YMPPnCu88knn9Qdd9yhyZMnq0uXLvrXv/6lL774Qt9++607hwIAAAAAQLFwa1B/8MEHdfz4cb344os6fPiw6tSpo08//VRVq1aVJB0+fNjlO9XDw8P16aefatiwYXrjjTdUuXJlvfbaa7r//vudbWJiYrRo0SI9++yzeu6551S9enUtXrxYzZo1c+dQAAAAAAAoFm4N6pI0aNAgDRo0KMfHFixYkG1Zy5YttWXLljzX2a1bN3Xr1u1alAcAAAAAgKW4/arvAAAAAACg4AjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACzE7Vd9BwAAAApi/6QOJV0CAFgCQR3XNX6gAwAAAPiz4dR3AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZSxl0rPnnypIYMGaIVK1ZIkjp37qzXX39d5cqVy7WPMUYvvPCC5syZo5MnT6pZs2Z64403VLt2bUnSiRMnNGbMGK1evVoHDx5UQECAunbtqnHjxsnhcLhrKAAAAABw3do/qUNJl4BCctsR9V69eikpKUnx8fGKj49XUlKS4uLi8uwzZcoUTZ8+XTNnztSmTZsUHBysNm3a6PTp05KkQ4cO6dChQ5o6daq2b9+uBQsWKD4+Xv3793fXMAAAAAAAKFY2Y4y51ivdvXu3atWqpcTERDVr1kySlJiYqOjoaP3www+KiIjI1scYo8qVK2vo0KEaOXKkJCk9PV1BQUGaPHmyBg4cmOO2PvroI/Xu3VtnzpxRmTIFO0EgLS1NDodDqamp8vf3L+Ioi0/YqFUlXYLb8Vc+AAAAAH9mhcmhbjminpCQIIfD4QzpktS8eXM5HA6tX78+xz779u1TSkqKYmNjncvsdrtatmyZax9JzkHmFdLT09OVlpbmcgMAAAAAwIrcEtRTUlIUGBiYbXlgYKBSUlJy7SNJQUFBLsuDgoJy7XP8+HGNGzcu16PtWSZOnCiHw+G8hYaGFmQYAAAAAAAUu0IF9bFjx8pms+V527x5syTJZrNl62+MyXH55a58PLc+aWlp6tChg2rVqqUxY8bkuc7Ro0crNTXVeTt48GB+QwUAAAAAoEQU6qrvgwcPVo8ePfJsExYWpm3btunIkSPZHjt27Fi2I+ZZgoODJf1xZD0kJMS5/OjRo9n6nD59Wu3atZOvr6+WL18uDw+PPGuy2+2y2+15tgEAAAAAwAoKFdQDAgIUEBCQb7vo6GilpqZq48aNatq0qSRpw4YNSk1NVUxMTI59wsPDFRwcrDVr1qhhw4aSpAsXLmjdunWaPHmys11aWpratm0ru92uFStWyMvLqzBDAAAAAADA0tzyGfWoqCi1a9dOAwYMUGJiohITEzVgwAB17NjR5YrvkZGRWr58uaQ/TnkfOnSoJkyYoOXLl2vHjh3q27evfHx81KtXL0l/HEmPjY3VmTNnNG/ePKWlpSklJUUpKSnKyMhwx1AAAAAAAChWhTqiXhgLFy7UkCFDnFdx79y5s2bOnOnSJjk5Wampqc77I0aM0Llz5zRo0CCdPHlSzZo10+rVq+Xn5ydJ+u6777RhwwZJUo0aNVzWtW/fPoWFhblrOAAAAAAAFAu3fI+61fE96tbD96gDAAAA+DMr8e9RBwAAAAAARUNQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYiNuC+smTJxUXFyeHwyGHw6G4uDidOnUqzz7GGI0dO1aVK1eWt7e3WrVqpZ07d+batn379rLZbPr444+v/QAAAAAAACgBbgvqvXr1UlJSkuLj4xUfH6+kpCTFxcXl2WfKlCmaPn26Zs6cqU2bNik4OFht2rTR6dOns7WdMWOGbDabu8oHAAAAAKBElHHHSnfv3q34+HglJiaqWbNmkqS5c+cqOjpaycnJioiIyNbHGKMZM2bomWee0X333SdJevvttxUUFKT3339fAwcOdLb9/vvvNX36dG3atEkhISHuGAIAAAAAACXCLUfUExIS5HA4nCFdkpo3by6Hw6H169fn2Gffvn1KSUlRbGysc5ndblfLli1d+pw9e1Y9e/bUzJkzFRwcXKB60tPTlZaW5nIDAAAAAMCK3BLUU1JSFBgYmG15YGCgUlJScu0jSUFBQS7Lg4KCXPoMGzZMMTEx6tKlS4HrmThxovOz8g6HQ6GhoQXuCwAAAABAcSpUUB87dqxsNluet82bN0tSjp8fN8bk+7nyKx+/vM+KFSv01VdfacaMGYUpW6NHj1ZqaqrzdvDgwUL1BwAAAACguBTqM+qDBw9Wjx498mwTFhambdu26ciRI9keO3bsWLYj5lmyTmNPSUlx+dz50aNHnX2++uor7d27V+XKlXPpe//99+v222/X2rVrc1y33W6X3W7Ps24AAAAAAKygUEE9ICBAAQEB+baLjo5WamqqNm7cqKZNm0qSNmzYoNTUVMXExOTYJzw8XMHBwVqzZo0aNmwoSbpw4YLWrVunyZMnS5JGjRqlRx55xKVf3bp19corr6hTp06FGQoAAAAAAJbklqu+R0VFqV27dhowYID+8Y9/SJIeffRRdezY0eWK75GRkZo4caLuvfde2Ww2DR06VBMmTNAtt9yiW265RRMmTJCPj4969eol6Y+j7jldQK5KlSoKDw93x1AAAAAAAChWbgnqkrRw4UINGTLEeRX3zp07a+bMmS5tkpOTlZqa6rw/YsQInTt3ToMGDdLJkyfVrFkzrV69Wn5+fu4qEwAAAAAAS7EZY0xJF1Hc0tLS5HA4lJqaKn9//5IuJ19ho1aVdAlut39Sh5IuAQAAAADcpjA51C1fzwYAAAAAAIqGoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFuK2oH7y5EnFxcXJ4XDI4XAoLi5Op06dyrOPMUZjx45V5cqV5e3trVatWmnnzp3Z2iUkJOjOO+9U2bJlVa5cObVq1Urnzp1z00gAAAAAACg+bgvqvXr1UlJSkuLj4xUfH6+kpCTFxcXl2WfKlCmaPn26Zs6cqU2bNik4OFht2rTR6dOnnW0SEhLUrl07xcbGauPGjdq0aZMGDx6sUqU4OQAAAAAAcP2zGWPMtV7p7t27VatWLSUmJqpZs2aSpMTEREVHR+uHH35QREREtj7GGFWuXFlDhw7VyJEjJUnp6ekKCgrS5MmTNXDgQElS8+bN1aZNG40bN67A9aSnpys9Pd15Py0tTaGhoUpNTZW/v//VDLVYhI1aVdIluN3+SR1KugQAAAAAcJu0tDQ5HI4C5VC3HIZOSEiQw+FwhnTpj4DtcDi0fv36HPvs27dPKSkpio2NdS6z2+1q2bKls8/Ro0e1YcMGBQYGKiYmRkFBQWrZsqW+/fbbPOuZOHGi8xR8h8Oh0NDQazBKAAAAAACuPbcE9ZSUFAUGBmZbHhgYqJSUlFz7SFJQUJDL8qCgIOdjP//8syRp7NixGjBggOLj49WoUSPddddd+vHHH3OtZ/To0UpNTXXeDh48WKRxAQAAAADgboUK6mPHjpXNZsvztnnzZkmSzWbL1t8Yk+Pyy135+OV9MjMzJUkDBw5Uv3791LBhQ73yyiuKiIjQW2+9les67Xa7/P39XW4AAAAAAFhRmcI0Hjx4sHr06JFnm7CwMG3btk1HjhzJ9tixY8eyHTHPEhwcLOmPI+shISHO5UePHnX2yVpeq1Ytl75RUVE6cOBAwQcCAAAAAIBFFSqoBwQEKCAgIN920dHRSk1N1caNG9W0aVNJ0oYNG5SamqqYmJgc+4SHhys4OFhr1qxRw4YNJUkXLlzQunXrNHnyZEl//BGgcuXKSk5Odum7Z88etW/fvjBDAQAAAADAktzyGfWoqCi1a9dOAwYMUGJiohITEzVgwAB17NjR5YrvkZGRWr58uaQ/TnkfOnSoJkyYoOXLl2vHjh3q27evfHx81KtXL2ebv//973rttde0ZMkS/fTTT3ruuef0ww8/qH///u4YCgAAAAAAxapQR9QLY+HChRoyZIjzKu6dO3fWzJkzXdokJycrNTXVeX/EiBE6d+6cBg0apJMnT6pZs2ZavXq1/Pz8nG2GDh2q8+fPa9iwYTpx4oTq16+vNWvWqHr16u4aCgAAAAAAxcYt36NudYX5/jor4HvUAQAAAOD6VuLfow4AAAAAAIqGoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAAAAAGAhBHUAAAAAACyEoA4AAAAAgIUQ1AEAAAAAsBC3BfWTJ08qLi5ODodDDodDcXFxOnXqVJ59jDEaO3asKleuLG9vb7Vq1Uo7d+50aZOSkqK4uDgFBwerbNmyatSokZYsWeKuYQAAAAAAUKzcFtR79eqlpKQkxcfHKz4+XklJSYqLi8uzz5QpUzR9+nTNnDlTmzZtUnBwsNq0aaPTp08728TFxSk5OVkrVqzQ9u3bdd999+nBBx/U1q1b3TUUAAAAAACKjVuC+u7duxUfH69//vOfio6OVnR0tObOnauVK1cqOTk5xz7GGM2YMUPPPPOM7rvvPtWpU0dvv/22zp49q/fff9/ZLiEhQU888YSaNm2qatWq6dlnn1W5cuW0ZcsWdwwFAAAAAIBi5ZagnpCQIIfDoWbNmjmXNW/eXA6HQ+vXr8+xz759+5SSkqLY2FjnMrvdrpYtW7r0ue2227R48WKdOHFCmZmZWrRokdLT09WqVatc60lPT1daWprLDQAAAAAAK3JLUE9JSVFgYGC25YGBgUpJScm1jyQFBQW5LA8KCnLps3jxYl26dEkVK1aU3W7XwIEDtXz5clWvXj3XeiZOnOj8rLzD4VBoaGhRhgUAAAAAgNsVKqiPHTtWNpstz9vmzZslSTabLVt/Y0yOyy935eNX9nn22Wd18uRJffHFF9q8ebOGDx+uBx54QNu3b891naNHj1ZqaqrzdvDgwcIMGwAAAACAYlOmMI0HDx6sHj165NkmLCxM27Zt05EjR7I9duzYsWxHzLMEBwdL+uPIekhIiHP50aNHnX327t2rmTNnaseOHapdu7YkqX79+vrmm2/0xhtvaPbs2Tmu2263y2635z9AAAAAAABKWKGCekBAgAICAvJtFx0drdTUVG3cuFFNmzaVJG3YsEGpqamKiYnJsU94eLiCg4O1Zs0aNWzYUJJ04cIFrVu3TpMnT5YknT17VpJUqpTriQClS5dWZmZmYYYCAAAAAIAlueUz6lFRUWrXrp0GDBigxMREJSYmasCAAerYsaMiIiKc7SIjI7V8+XJJf5zyPnToUE2YMEHLly/Xjh071LdvX/n4+KhXr17O9jVq1NDAgQO1ceNG7d27V9OmTdOaNWvUtWtXdwwFAAAAAIBiVagj6oWxcOFCDRkyxHkV986dO2vmzJkubZKTk5Wamuq8P2LECJ07d06DBg3SyZMn1axZM61evVp+fn6SJA8PD3366acaNWqUOnXqpN9//101atTQ22+/rXvuucddQwEAAAAAoNjYjDGmpIsobmlpaXI4HEpNTZW/v39Jl5OvsFGrSroEt9s/qUNJlwAAAAAAblOYHOqWU98BAAAAAEDRENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABbitqB+8uRJxcXFyeFwyOFwKC4uTqdOncqzz7Jly9S2bVsFBATIZrMpKSkpW5v09HQ98cQTCggIUNmyZdW5c2f997//dc8gAAAAAAAoZm4L6r169VJSUpLi4+MVHx+vpKQkxcXF5dnnzJkzatGihSZNmpRrm6FDh2r58uVatGiRvv32W/3+++/q2LGjMjIyrvUQAAAAAAAodmXcsdLdu3crPj5eiYmJatasmSRp7ty5io6OVnJysiIiInLslxXk9+/fn+Pjqampmjdvnt59913dfffdkqT33ntPoaGh+uKLL9S2bdtrPxgAAAAAAIqRW46oJyQkyOFwOEO6JDVv3lwOh0Pr168v8nq/++47Xbx4UbGxsc5llStXVp06dfJcb3p6utLS0lxuAAAAAABYkVuCekpKigIDA7MtDwwMVEpKylWt19PTU+XLl3dZHhQUlOd6J06c6PysvMPhUGhoaJFrAAAAAADAnQoV1MeOHSubzZbnbfPmzZIkm82Wrb8xJsflVyu/9Y4ePVqpqanO28GDB695DQAAAAAAXAuF+oz64MGD1aNHjzzbhIWFadu2bTpy5Ei2x44dO6agoKDCVXiZ4OBgXbhwQSdPnnQ5qn706FHFxMTk2s9ut8tutxd5uwAAAAAAFJdCBfWAgAAFBATk2y46OlqpqanauHGjmjZtKknasGGDUlNT8wzU+WncuLE8PDy0Zs0ade/eXZJ0+PBh7dixQ1OmTCnyegEAAAAAsAq3fEY9KipK7dq104ABA5SYmKjExEQNGDBAHTt2dLnie2RkpJYvX+68f+LECSUlJWnXrl2SpOTkZCUlJTk/f+5wONS/f3/97W9/05dffqmtW7eqd+/eqlu3rvMq8AAAAAAAXM/c9j3qCxcuVN26dRUbG6vY2FjVq1dP7777rkub5ORkpaamOu+vWLFCDRs2VIcOHSRJPXr0UMOGDTV79mxnm1deeUVdu3ZV9+7d1aJFC/n4+OiTTz5R6dKl3TUUAAAAAACKjc0YY0q6iOKWlpYmh8Oh1NRU+fv7l3Q5+QobtaqkS3C7/ZM6lHQJAAAAAOA2hcmhbjuiDgAAAAAACo+gDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwEII6AAAAAAAWQlAHAAAAAMBCCOoAAAAAAFgIQR0AAAAAAAshqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUAQAAAACwELcF9ZMnTyouLk4Oh0MOh0NxcXE6depUnn2WLVumtm3bKiAgQDabTUlJSS6PnzhxQk888YQiIiLk4+OjKlWqaMiQIUpNTXXXMAAAAAAAKFZuC+q9evVSUlKS4uPjFR8fr6SkJMXFxeXZ58yZM2rRooUmTZqU4+OHDh3SoUOHNHXqVG3fvl0LFixQfHy8+vfv744hAAAAAABQ7Mq4Y6W7d+9WfHy8EhMT1axZM0nS3LlzFR0dreTkZEVEROTYLyvI79+/P8fH69Spo6VLlzrvV69eXS+99JJ69+6tS5cuqUwZtwwHAAAAAIBi45Yj6gkJCXI4HM6QLknNmzeXw+HQ+vXrr+m2UlNT5e/vn2dIT09PV1pamssNAAAAAAArcktQT0lJUWBgYLblgYGBSklJuWbbOX78uMaNG6eBAwfm2W7ixInOz8o7HA6FhoZesxoAAAAAALiWChXUx44dK5vNludt8+bNkiSbzZatvzEmx+VFkZaWpg4dOqhWrVoaM2ZMnm1Hjx6t1NRU5+3gwYPXpAYAAAAAAK61Qn2oe/DgwerRo0eebcLCwrRt2zYdOXIk22PHjh1TUFBQ4SrMwenTp9WuXTv5+vpq+fLl8vDwyLO93W6X3W6/6u0CAAAAAOBuhQrqAQEBCggIyLdddHS0UlNTtXHjRjVt2lSStGHDBqWmpiomJqZolf6/tLQ0tW3bVna7XStWrJCXl9dVrQ8AAAAAACtxy2fUo6Ki1K5dOw0YMECJiYlKTEzUgAED1LFjR5crvkdGRmr58uXO+ydOnFBSUpJ27dolSUpOTlZSUpLzc+2nT59WbGyszpw5o3nz5iktLU0pKSlKSUlRRkaGO4YCAAAAAECxctv3qC9cuFB169ZVbGysYmNjVa9ePb377rsubZKTk5Wamuq8v2LFCjVs2FAdOnSQJPXo0UMNGzbU7NmzJUnfffedNmzYoO3bt6tGjRoKCQlx3vjcOQAAAADgz8BmjDElXURxS0tLk8PhcH61m9WFjVpV0iW43f5JHUq6BAAAAABwm8LkULcdUQcAAAAAAIVHUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWEiZki4A+ds/qUNJlwAAAAAAKCYcUQcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACyGoAwAAAABgIQR1AAAAAAAshKAOAAAAAICFENQBAAAAALAQgjoAAAAAABZCUAcAAAAAwEII6gAAAAAAWAhBHQAAAAAACylT0gWUBGOMJCktLa2EKwEAAAAA3Aiy8mdWHs3LDRnUT58+LUkKDQ0t4UoAAAAAADeS06dPy+Fw5NnGZgoS5/9kMjMzdejQIfn5+clms5V0OZaSlpam0NBQHTx4UP7+/iVdjuUwP3ljfnLH3OSN+ckb85M75iZvzE/umJu8MT95Y35yx9zkzhij06dPq3LlyipVKu9Pod+QR9RLlSqlm2++uaTLsDR/f3/eWHlgfvLG/OSOuckb85M35id3zE3emJ/cMTd5Y37yxvzkjrnJWX5H0rNwMTkAAAAAACyEoA4AAAAAgIUQ1OHCbrdrzJgxstvtJV2KJTE/eWN+csfc5I35yRvzkzvmJm/MT+6Ym7wxP3ljfnLH3FwbN+TF5AAAAAAAsCqOqAMAAAAAYCEEdQAAAAAALISgDgAAAACAhRDUgf/Xt29fde3a1Xm/VatWGjp0aInV82e3f/9+2Ww2JSUllXQpRWaM0aOPPqoKFSpc92MpKKuM+c/w+rkWrtxv/Vm4c/87duxYNWjQwC3rLg7MTf6Yoz+wn8wdc5M35scaCOrA/3v11Ve1YMGCki4D15H4+HgtWLBAK1eu1OHDh1WnTp2SLsntbsQxA5czxmjOnDlq1qyZfH19Va5cOTVp0kQzZszQ2bNnS7q8EpWRkaFXXnlF9erVk5eXl8qVK6f27dvrP//5T0mXZhn/+Mc/VL9+fZUtW1blypVTw4YNNXny5JIuy63Onz+vvn37qm7duipTpsyf8o+LRbV27Vp16dJFISEhKlu2rBo0aKCFCxeWdFmWkZycrNatWysoKEheXl6qVq2ann32WV28eLGkSysWZUq6AMAqHA5HSZfwp2GMUUZGhsqU+XPvYvbu3auQkBDFxMQUeR0XL16Uh4fHNazKva7FmIGSkLVfulpxcXFatmyZnn32Wc2cOVOVKlXS999/rxkzZigsLOy6DCHXYm6MMerRo4e++OILvfzyy7rrrruUlpamN954Q61atdJHH310Xc5NlmsxR/PmzdPw4cP12muvqWXLlkpPT9e2bdu0a9eua1SlNWVkZMjb21tDhgzR0qVLS7ocS1m/fr3q1aunkSNHKigoSKtWrdJDDz0kf39/derUqaTLK3EeHh566KGH1KhRI5UrV07ff/+9BgwYoMzMTE2YMKGky3M7jqjfIOLj43XbbbepXLlyqlixojp27Ki9e/c6H1+/fr0aNGggLy8vNWnSRB9//HG2U1527dqle+65R76+vgoKClJcXJx+++23EhjN1VmyZInq1q0rb29vVaxYUXfffbfOnDmT4ymkly5d0uDBg53z9uyzz+rybzScNWuWbrnlFnl5eSkoKEjdunVzPtaqVSsNHjw4z/5WkV+t7733npo0aSI/Pz8FBwerV69eOnr0qLP/2rVrZbPZ9Pnnn6tJkyay2+365ptvlJmZqcmTJ6tGjRqy2+2qUqWKXnrpJZdt//zzz2rdurV8fHxUv359JSQkFOvYi6pv37564okndODAAdlsNoWFheX7Pss6lezDDz9Uq1at5OXlpffee0+SNH/+fEVFRcnLy0uRkZGaNWtWSQ0tVzmN2RijKVOmqFq1avL29lb9+vW1ZMkSZ5/LXxsNGzaUt7e37rzzTh09elSfffaZoqKi5O/vr549e7ocjcxvLnNi9X1Uq1at9MQTT2jo0KEqX768goKCNGfOHJ05c0b9+vWTn5+fqlevrs8++0zSH7/c9u/fX+Hh4fL29lZERIReffXVPLeR3/PhDnlts6jPv5T//reo+6Ur7du3TzVq1NDjjz+uzMzMPMf64YcfauHChfrggw/09NNP69Zbb1VYWJi6dOmir776Sq1bt76h52bJkiV655139Mgjjyg8PFz169fXnDlz1LlzZz3yyCM6c+ZMtn430hx98skn6t69u/r3768aNWqodu3a6tmzp8aNG5dnv/wU5GetVLB9ytq1a9W0aVPnEf8WLVrol19+kSR9//33at26tfz8/OTv76/GjRtr8+bN+dZXtmxZvfnmmxowYICCg4OvaqyFZfW5efrppzVu3DjFxMSoevXqGjJkiNq1a6fly5dfmwnIh9Xnp1q1aurXr5/q16+vqlWrqnPnzvrLX/6S43vxT8nghrBkyRKzdOlSs2fPHrN161bTqVMnU7duXZORkWHS0tJMhQoVTO/evc3OnTvNp59+amrWrGkkma1btxpjjDl06JAJCAgwo0ePNrt37zZbtmwxbdq0Ma1bty7ZgRXSoUOHTJkyZcz06dPNvn37zLZt28wbb7xhTp8+bfr06WO6dOnibNuyZUvj6+trnnzySfPDDz+Y9957z/j4+Jg5c+YYY4zZtGmTKV26tHn//ffN/v37zZYtW8yrr75a4P5Wkl+t8+bNM59++qnZu3evSUhIMM2bNzft27d39v/666+NJFOvXj2zevVq89NPP5nffvvNjBgxwpQvX94sWLDA/PTTT+abb74xc+fONcYYs2/fPiPJREZGmpUrV5rk5GTTrVs3U7VqVXPx4sUSmYfCOHXqlHnxxRfNzTffbA4fPmyOHj2a5/vMmP+NOSwszCxdutT8/PPP5tdffzVz5swxISEhzmVLly41FSpUMAsWLCjhUbrKacxPP/20iYyMNPHx8Wbv3r1m/vz5xm63m7Vr1xpj/vfaaN68ufn222/Nli1bTI0aNUzLli1NbGys2bJli/n3v/9tKlasaCZNmuTcVkHn8nraR7Vs2dL4+fmZcePGmT179phx48aZUqVKmfbt25s5c+aYPXv2mMcff9xUrFjRnDlzxly4cME8//zzZuPGjebnn392vi8XL17sXOeV+638ng93yGubRX3+C7L/LOp+acyYMaZ+/frGGGO2b99uQkJCzKhRowo01s6dO5uIiAjmJpe5qVmzZo6P/ec//zGSzPLly2/oORo4cKCJjIw0+/fvL1D7gsrtZ+2V+8n89ikXL140DofDPPXUU+ann34yu3btMgsWLDC//PKLMcaY2rVrm969e5vdu3ebPXv2mA8//NAkJSUVqtYr91nudj3NTZYWLVqYv/3tb9dk/Pm53ubnxx9/NFFRUeaZZ565ZnNgZQT1G9TRo0eNJLN9+3bz5ptvmooVK5pz5845H587d67LG/S5554zsbGxLus4ePCgkWSSk5OLs/Sr8t133xlJOf6QzCmoR0VFmczMTOeykSNHmqioKGOMMUuXLjX+/v4mLS0tx23l199KClvrxo0bjSRz+vRpY8z/fqH5+OOPnW3S0tKM3W53BvMrZf0Q+Oc//+lctnPnTiPJ7N69+1oMy+1eeeUVU7Vq1Vwfv/x9Zsz/xjxjxgyXdqGhoeb99993WTZu3DgTHR19zWu+WpeP+ffffzdeXl5m/fr1Lm369+9vevbsaYz532vjiy++cD4+ceJEI8ns3bvXuWzgwIGmbdu2uW43t7m8nvZRLVu2NLfddpvz/qVLl0zZsmVNXFycc9nhw4eNJJOQkJDjOgYNGmTuv/9+5/3L91sFeT6utfy2WdTnvyj7z4Lsl4wxzqC1fv16U6FCBfPyyy8XeLxRUVGmc+fOBWp7o81NZGRkrgHsxIkTRpKZPHmyy/IbbY4OHTpkmjdvbiSZmjVrmj59+pjFixc7/wBZFHn9rL1yP5mTy/cpx48fN5Jy/cOen5/fVf8BuTiD+vU2N8YY89FHHxlPT0+zY8eOq15Xfq6n+YmOjjZ2u91IMo8++uhVvWeuJ5z6foPYu3evevXqpWrVqsnf31/h4eGSpAMHDig5Odl54ZcsTZs2den/3Xff6euvv5avr6/zFhkZ6Vz39aJ+/fq66667VLduXT3wwAOaO3euTp48mWv75s2by2azOe9HR0frxx9/VEZGhtq0aaOqVauqWrVqiouL08KFC7OdepdXf6vJq9atW7eqS5cuqlq1qvz8/NSqVStJf7x+LtekSRPn/3fv3q309HTdddddeW63Xr16zv+HhIRIksvph9eTvN5nl7t8no4dO6aDBw+qf//+Lu+v8ePHW/69tWvXLp0/f15t2rRxqf2dd97JVvvlz3NQUJB8fHxUrVo1l2WXP+8Fncss18s+6vJ5KF26tCpWrKi6des6lwUFBUn633tg9uzZatKkiSpVqiRfX1/NnTs31zkozPNxrRR0m4V9/qX8959F2S9lOXDggO6++249++yzeuqppwo8XmOMS015udHmpiA8PT1d7t9ocxQSEqKEhARt375dQ4YM0cWLF9WnTx+1a9cu39Pmc1PQn7VZ8tqnVKhQQX379lXbtm3VqVMnvfrqqzp8+LCz7/Dhw/XII4/o7rvv1qRJkyy1b83J9TY3a9euVd++fTV37lzVrl270P0L63qan8WLF2vLli16//33tWrVKk2dOrVQ/a9XBPUbRKdOnXT8+HHNnTtXGzZs0IYNGyRJFy5cyPEXD3PF56gzMzPVqVMnJSUludx+/PFH3XHHHcU2jqtVunRprVmzRp999plq1aql119/XREREdq3b1+h1+Xn56ctW7bogw8+UEhIiJ5//nnVr19fp06duvaFl6Dz588rNjZWvr6+eu+997Rp0ybnZ6cuXLjg0rZs2bLO/3t7exdo/ZdfSC3rdVjUX1hKWl7vs8tdPk9ZY507d67Le2vHjh1KTEwsvuKLIKv2VatWudS+a9eubJ+LvvJ5vvICejabzeV5L+hcXl7L9bCPymncub0HPvzwQw0bNkwPP/ywVq9eraSkJPXr1y/POZAK9nxcKwXdZmGf//ycOXOmSPulLJUqVVLTpk21aNEipaWlFXi7NWvW1O7duwvU9kabm1tuuSXXi6JlzVnNmjVdlt9oc5SlTp06+utf/6qFCxdqzZo1WrNmjdatW1fo9UgF/1krqUD7lPnz5yshIUExMTFavHixatas6fxZNHbsWO3cuVMdOnTQV199pVq1ahXbZ6mL4nqam3Xr1qlTp06aPn26HnrooYIP8ipcT/MTGhqqWrVqqWfPnpo0aZLGjh1ryYNe1xpB/QZw/Phx7d69W88++6zuuusuRUVFuRxFjoyM1LZt25Senu5cduUFHho1aqSdO3cqLCxMNWrUcLnl9EPMymw2m1q0aKEXXnhBW7dulaenZ647iyuDUmJiom655RaVLl1aklSmTBndfffdmjJlirZt26b9+/frq6++KnB/K8mt1h9++EG//fabJk2apNtvv12RkZEFOuJ9yy23yNvbW19++aW7SraU/N5nuQkKCtJNN92kn3/+Odt7K+soslXVqlVLdrtdBw4cyFZ7aGhokddblLn8M+2jsnzzzTeKiYnRoEGD1LBhQ9WoUSPPoxDuej7y4s5t5rX/LOp+KYu3t7dWrlwpLy8vtW3bVqdPny5Qv169emnPnj3617/+le0xY4xSU1Od92+0uenZs6d+/PFHffLJJ9kemzZtmipXrqw2bdq4LL/R5igntWrVkqQcL7RXEIX5WVvQfUrDhg01evRorV+/XnXq1NH777/vfKxmzZoaNmyYVq9erfvuu0/z588vUt3F4XqZm7Vr16pDhw6aNGmSHn300YIP8CpdL/NzJWOMLl68aMmLM19rf+7vToIkqXz58qpYsaLmzJmjkJAQHThwQKNGjXI+3qtXLz3zzDN69NFHNWrUKB04cMB5SknW0Z2//vWvmjt3rnr27Km///3vCggI0E8//aRFixZp7ty5lgyeOdmwYYO+/PJLxcbGKjAwUBs2bNCxY8cUFRWlbdu2ZWt/8OBBDR8+XAMHDtSWLVv0+uuva9q0aZKklStX6ueff9Ydd9yh8uXL69NPP1VmZqYiIiIK1N9qcqu1SpUq8vT01Ouvv67HHntMO3bsKNAVar28vDRy5EiNGDFCnp6eatGihY4dO6adO3eqf//+xTCi4pXf+ywvY8eO1ZAhQ+Tv76/27dsrPT1dmzdv1smTJzV8+HA3V150fn5+euqppzRs2DBlZmbqtttuU1pamtavXy9fX1/16dOnSOstylz+WfZRl6tRo4beeecdff755woPD9e7776rTZs25foHHHc9H3nJb5tVq1Yt8rrz2n8Wdb90ubJly2rVqlVq37692rdvr/j4ePn6+ubZp3v37lq+fLl69uyp5557Tm3atFGlSpW0fft2vfLKK3riiSec3x5yo81Njx499OGHH6pPnz7Zvp5t5cqVio+Pz3Yk/Eabo8cff1yVK1fWnXfeqZtvvlmHDx/W+PHjValSJUVHRxdpnHn9rL3ylOb89in79u1zXqW/cuXKSk5O1p49e/TQQw/p3Llz+vvf/65u3bopPDxc//3vf7Vp0ybdf//9Bapz165dunDhgk6cOKHTp087v1WoQYMGRRp3QVwPc5MV0p988kndf//9SklJkfTHx0QqVKhw7SflMtfD/CxcuFAeHh6qW7eu7Ha7vvvuO40ePVoPPvjgn/4rgCVx1fcbxZo1a0xUVJSx2+2mXr16Zu3atS5XYP3Pf/5j6tWrZzw9PU3jxo3N+++/bySZH374wbmOPXv2mHvvvdeUK1fOeHt7m8jISDN06FCXi7VY3a5du0zbtm1NpUqVjN1uNzVr1jSvv/66MSbni8kNGjTIPPbYY8bf39+UL1/ejBo1yjneb775xrRs2dKUL1/eeHt7m3r16rlcjTm//laSX63vv/++CQsLM3a73URHR5sVK1a4XGQk66I7J0+edFlvRkaGGT9+vKlatarx8PAwVapUMRMmTDDG5HyhkpMnTxpJ5uuvvy6GUV+9Ky8ml9/7LK+LsyxcuNA0aNDAeHp6mvLly5s77rjDLFu2rHgGUghXjjkzM9O8+uqrJiIiwnh4eJhKlSqZtm3bmnXr1hljcn5tzJ8/3zgcDpf1Xn4lZWOKNpdW30e1bNnSPPnkky7Lqlatal555RWXZVnjPH/+vOnbt69xOBymXLly5vHHHzejRo1ymacr91v5PR/ukNc2i/r8F2T/WdT90pXbOn36tImJiTG33367+f333/Mdb0ZGhnnzzTfNrbfeanx8fIy/v79p3LixefXVV83Zs2dv6Lm5ePGiefnll03t2rWNp6enkWQqVKhgdu7cmWufG2mOlixZYu655x4TEhJiPD09TeXKlc39999vtm3blme//OT2s/bK/WR++5SUlBTTtWtXZ31Vq1Y1zz//vMnIyDDp6emmR48eJjQ01Fn74MGDXS5EnJeqVasaSdlu7mb1uenTp0+O89KyZUv3TcplrD4/ixYtMo0aNTK+vr6mbNmyplatWmbChAkFft1d72zG3ADnDaDQFi5cqH79+ik1NbVQn2HB/7Rq1UoNGjTQjBkzSrqUfF1PtQIArg9btmzR3Xffrf79++vll18u6XIA4LrCZ9QhSXrnnXf07bffat++ffr44481cuRIde/enZAOAACKpFGjRvryyy9VtmxZy18hHACshqAOSVJKSop69+6tqKgoDRs2TA888IDmzJlT0mUBAFBs2rdv7/I1YZffJkyYUNLllaiizk3Dhg01duxYVa9evRirLRk36uvnRh13QTA3eWN+8sap7wAAAJJ+/fVXnTt3LsfHKlSo4PaLO1kZc5O/G3WObtRxFwRzkzfmJ28EdQAAAAAALIRT3wEAAAAAsBCCOgAAAAAAFkJQBwAAAADAQgjqAAAAAABYCEEdAAAAAAALIagDAHCd69u3r2w2W7bbTz/9dNXrXrBggcqVK3f1RQIAgAIrU9IFAACAq9euXTvNnz/fZVmlSpVKqJqcXbx4UR4eHiVdBgAAlscRdQAA/gTsdruCg4NdbqVLl9Ynn3yixo0by8vLS9WqVdMLL7ygS5cuOftNnz5ddevWVdmyZRUaGqpBgwbp999/lyStXbtW/fr1U2pqqvMo/dixYyVJNptNH3/8sUsN5cqV04IFCyRJ+/fvl81m04cffqhWrVrJy8tL7733niRp/vz5ioqKkpeXlyIjIzVr1iznOi5cuKDBgwcrJCREXl5eCgsL08SJE903cQAAWBBH1AEA+JP6/PPP1bt3b7322mu6/fbbtXfvXj366KOSpDFjxkiSSpUqpddee01hYWHat2+fBg0apBEjRmjWrFmKiYnRjBkz9Pzzzys5OVmS5OvrW6gaRo4cqWnTpmn+/Pmy2+2aO3euxowZo5kzZ6phw4baunWrBgwYoLJly6pPnz567bXXtGLFCn344YeqUqWKDh48qIMHD17biQEAwOII6gAA/AmsXLnSJUS3b99eR44c0ahRo9SnTx9JUrVq1TRu3DiNGDHCGdSHDh3q7BMeHq5x48bp8ccf16xZs+Tp6SmHwyGbzabg4OAi1TV06FDdd999zvvjxo3TtGnTnMvCw8O1a9cu/eMf/1CfPn104MAB3XLLLbrttttks9lUtWrVIm0XAIDrGUEdAIA/gdatW+vNN9903i9btqxq1KihTZs26aWXXnIuz8jI0Pnz53X27Fn5+Pjo66+/1oQJE7Rr1y6lpaXp0qVLOn/+vM6cOaOyZctedV1NmjRx/v/YsWM6ePCg+vfvrwEDBjiXX7p0SQ6HQ9IfF8Zr06aNIiIi1K5dO3Xs2FGxsbFXXQcAANcTgjoAAH8CWcH8cpmZmXrhhRdcjmhn8fLy0i+//KJ77rlHjz32mMaNG6cKFSro22+/Vf/+/XXx4sU8t2ez2WSMcVmWU5/Lw35mZqYkae7cuWrWrJlLu9KlS0uSGjVqpH379umzzz7TF198oe7du+vuu+/WkiVL8qwHAIA/E4I6AAB/Uo0aNVJycnK2AJ9l8+bNunTpkqZNm6ZSpf64vuyHH37o0sbT01MZGRnZ+laqVEmHDx923v/xxx919uzZPOsJCgrSTTfdpJ9//ll/+ctfcm3n7++vBx98UA8++KC6deumdu3a6cSJE6pQoUKe6wcA4M+CoA4AwJ/U888/r44dOyo0NFQPPPCASpUqpW3btmn79u0aP368qlevrkuXLun1119Xp06d9J///EezZ892WUdYWJh+//13ffnll6pfv758fHzk4+OjO++8UzNnzlTz5s2VmZmpkSNHFuir18aOHashQ4bI399f7du3V3p6ujZv3qyTJ09q+PDheuWVVxQSEqIGDRqoVKlS+uijjxQcHMx3uQMAbih8PRsAAH9Sbdu21cq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",
       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -742,7 +771,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -766,7 +795,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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hI3oDj3t0b7/99v/vhNy5c54eNXnRi3QMb1Tb7D1Ez9dRK3T11Vc3+n4xPFRLftDHD/XaGrJo9tyw1+fqvbJRM10rehRvuLxoLhwhOXrZbiiags+u2O4YQikCeEPxwz/Kama2LcRYz40F8gg00Uy6tnl11Lq1ZPiruVUes+rNN9+stx0RWmIYrAgp0Sw57Lzzzrn38ijvqtivohl/hPnG+jxoqDqOdsPyrdac1taUxr30DfexmRFlHfdaRw/uDVXfJ/af2Ceixrmh2Heq6xlNrRvW4lYDXGPNpmckyjLUjkoQqrXajY2gMDuiFUc0N4+m+w219NwRITZuQ6nt9yHMzGc0t7e7JeLcGvtA7e0o8ZnGRby41UOP70Bp1KgDtJII4BHEoyl2Y6LGLmpfo9a9Gsjj3wjCMdZxNFOtrY0KMUxaNImPzpuidihqCOPHZ9R2xvTqGMzNiR/J8YM5hr2Ke2/j3tSo8Y8f+LXhNDraihAUP7ajFrQ6PFu1Bra2Vm7kyJF5feIHbwwrFWEuhg+LJs1Rk9lwTO+Zddxxx+XyjIse1WGbIljE8FLRVDnCeISLlm5bdfti3WL+aPYa99nG+sctCNEMO+7zjWG8opOzGE4vmte3tBO41i6PWRXbEENgxdCA0cFhDIMVtZy1LQ5iWLJf/epXefiz2P4YSz2G2Ypa77j40JIxqyPcRiiPce7joke0bohOy2LIsqixjVsCYtmxD8VFqdlp4hyd4cXFhui4LC4wRKdksW9EOUdHiDGmfDS3jyHPYniw6LsgbjeJ2veo8Y1O1mJIvwhysZ0RSOOzjws2cfxGsI3wWg2fMyNuW4ltjXBYbfYf6xjvE83Tqx1MzilR5tEKJ4aga2hmzh3RciD24fg3pkVorx73pW13rFv1okJcBIvPPvqoCNFqo9pyI47F6IwxhnSM80KcE2J94txxzTXXzLH1AZhj5nW38wDt1a677lpZcMEFKx999FGT88RQZ/PPP3/dMF4xnFSvXr3ycEFnnnlmo6+J4cbOOeecPNxQDGG0xBJLVPr371857bTT8nBbTQ3PVOuaa66prLbaavn1ffv2zUMxNTb8WKx7LGPJJZesLLroopXdd9+98tJLL+X5Ro4cWW/ed955J88b6x/bFMNobbvttpWrrrpqhmXVcDiyxsQQYTEc2aqrrpqHHlt66aUrm222WeX888/PZTKz2zZu3LjKlltuWVlooYXyc7VDtd199915SLd4n9VXX73yy1/+ssnh2Zoq4zlZHtUhs84777x681WHSIvh0GrFNjccZqy6zBgKcJ111qkrn4avDa+++mplzz33rCy++OJ5H954440rd9xxR4veu+rqq6/OQ7fF8Hm1Q7XFMGCbbrppLveePXtWjj/++LrhCWuHc4thtmIfb8nweTHk2w9+8IM8hFy1rGP9YztqRdnHsRLvvdhii1XWXnvt/P5vvvlmfv6pp57KQ42tuOKKuXyWXXbZyi677JKHWJyV4dlCDJsXx2Z13WJ/iP24dii6lh4DLX2/VVZZpdF9s6XnjijPGGIwhhKMcvrWt76Vh0xrani2d999d45vd3z+TQ21Vqu6Ds0N71j13//+Nw8RF/tHbP9GG23U4uHwAOa2TvGfORf7AWjvokZy/fXXT7/85S/zvbu0DdFsPXprj17xAYCyuUcdgCY1NrZwNIWP5s+1nYEBADDnuEcdgCade+65aezYsfme0hinOoaOi8eQIUN0vgQA0EoEdQCaFJ1/jRkzJveWHcOjrbjiiunUU0+dbtg4AADmHPeoAwAAQEHcow4AAAAFEdQBAACgIB3yHvVp06alN998My222GKpU6dO83p1AAAAaOcqlUr64IMPUs+ePfMIOs3pkEE9QnqvXr3m9WoAAADQwUyYMCGtsMIKzc7TIYN61KRXC6hbt27zenUAAABo56ZMmZIrjKt5tDkdMqhXm7tHSBfUAQAAmFtacvu1zuQAAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABSky7xeAQDK03vYnam9Gz9y4LxeBQCARqlRBwAAgIII6gAAAFAQQR0AAAA6WlC/4oorUu/evdOCCy6YNtlkk/T44483O//NN9+c+vbtm+dfe+2101133VXv+UGDBqVOnTrVe+y4446tvBUAAADQDoL6TTfdlI4++uh0yimnpKeeeiqtu+66aYcddkgTJ05sdP5HHnkk7bPPPmnw4MHp6aefTrvvvnt+PP/88/Xmi2D+1ltv1T1+9atftfamAAAAQNsP6hdeeGE66KCD0oEHHpjWWGONdOWVV6aFF144XXvttY3Of8kll+QQftxxx6V+/fqlM844I22wwQbp8ssvrzdf165dU48ePeoeSyyxRGtvCgAAALTtoP7pp5+msWPHpu222+7/3rBz5/z3o48+2uhrYnrt/CFq4BvOf99996Vll102rb766umQQw5J//73v5tcj6lTp6YpU6bUewAAAECHC+rvvfde+uKLL9Jyyy1Xb3r8/fbbbzf6mpg+o/mjxv36669P99xzTzrnnHPS/fffn3baaaf8Xo0ZMWJE6t69e92jV69ec2T7AAAAYE7rktqgvffeu+7/o7O5ddZZJ62yyiq5ln3bbbedbv7hw4fn++SrokZdWAcAAKDD1agvvfTSab755kvvvPNOvenxd9xX3piYPjPzhz59+uT3euWVVxp9Pu5n79atW70HAAAAdLigvsACC6T+/fvnJupV06ZNy38PGDCg0dfE9Nr5w5gxY5qcP/zrX//K96gvv/zyc3DtAQAAoB32+h5Nzq+++ur085//PL344ou547ePPvoo9wIf9t9//9w0verII49Mo0ePThdccEEaN25cOvXUU9OTTz6Zhg4dmp//8MMPc4/wf/nLX9L48eNzqN9tt93SqquumjudAwAAgLas1e9R32uvvdK7776bTj755Nwh3HrrrZeDeLXDuNdffz33BF+12WabpRtuuCGddNJJ6cQTT0yrrbZauu2229Jaa62Vn4+m9H/9619z8J80aVLq2bNn2n777fMwbtHEHQAAANqyTpVKpZI6mOhMLnp/nzx5svvVARrRe9id7b5cxo8cOK9XAQDoQKbMRA5t9abvAAAAQMsJ6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBuszrFQAAAJrXe9idHaKIxo8cOK9XAYqgRh0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAArSZV6vAADQfvQedmfqCMaPHDivVwGAdkyNOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFCQLvN6BQAAAGZH72F3tvsCHD9y4LxeBeYiNeoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFMQ46rRpxswEAADaGzXqAAAA0NGC+hVXXJF69+6dFlxwwbTJJpukxx9/vNn5b7755tS3b988/9prr53uuuuues9XKpV08sknp+WXXz4ttNBCabvttksvv/xyK28FAAAAtIOgftNNN6Wjjz46nXLKKempp55K6667btphhx3SxIkTG53/kUceSfvss08aPHhwevrpp9Puu++eH88//3zdPOeee2669NJL05VXXpkee+yxtMgii+RlfvLJJ629OQAAANC2g/qFF16YDjrooHTggQemNdZYI4frhRdeOF177bWNzn/JJZekHXfcMR133HGpX79+6YwzzkgbbLBBuvzyy+tq0y+++OJ00kknpd122y2ts8466frrr09vvvlmuu2221p7cwAAAKDtBvVPP/00jR07NjdNr3vDzp3z348++mijr4nptfOHqC2vzv/aa6+lt99+u9483bt3z03qm1rm1KlT05QpU+o9AAAAoMP1+v7ee++lL774Ii233HL1psff48aNa/Q1EcIbmz+mV5+vTmtqnoZGjBiRTjvttNQWdYRezcP4kQPn6uvAseXYmh0dYf9xXm4d9h3l49hqHX4TOrbGt7Nc0CF6fR8+fHiaPHly3WPChAnzepUAAABg7gf1pZdeOs0333zpnXfeqTc9/u7Ro0ejr4npzc1f/Xdmltm1a9fUrVu3eg8AAADocEF9gQUWSP3790/33HNP3bRp06blvwcMGNDoa2J67fxhzJgxdfOvvPLKOZDXzhP3nEfv700tEwAAANqKVr1HPcTQbAcccEDacMMN08Ybb5x7bP/oo49yL/Bh//33T//zP/+T7yMPRx55ZNpqq63SBRdckAYOHJhuvPHG9OSTT6arrroqP9+pU6d01FFHpTPPPDOtttpqObj/8Ic/TD179szDuAEAAEBb1upBfa+99krvvvtuOvnkk3Nnb+utt14aPXp0XWdwr7/+eu4JvmqzzTZLN9xwQx5+7cQTT8xhPIZdW2uttermOf7443PYHzJkSJo0aVLaYost8jIXXHDB1t4cAAAAaNtBPQwdOjQ/GnPfffdNN+2b3/xmfjQlatVPP/30/AAAAID2pEP0+g4AAABthaAOAAAAHa3pOwAAKY0fOVAxADBDatQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAUpMu8XgGaN37kQEUEAADQgahRBwAAgIII6gAAAFAQTd+BDsltJQAAlEqNOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAADQUYL6+++/n/bdd9/UrVu3tPjii6fBgwenDz/8sNnXfPLJJ+mwww5LSy21VFp00UXTHnvskd55551683Tq1Gm6x4033tiamwIAAABtP6hHSH/hhRfSmDFj0h133JEeeOCBNGTIkGZf8/3vfz/9/ve/TzfffHO6//7705tvvpm+8Y1vTDffddddl9566626x+67796KWwIAAABzR5fWWvCLL76YRo8enZ544om04YYb5mmXXXZZ2nnnndP555+fevbsOd1rJk+enK655pp0ww03pG222aYukPfr1y/95S9/SZtuumndvFFD36NHj9ZafQAAAGhfNeqPPvpoDtPVkB6222671Llz5/TYY481+pqxY8emzz77LM9X1bdv37Tiiivm5dWK5vFLL7102njjjdO1116bKpVKk+syderUNGXKlHoPAAAA6FA16m+//XZadtll679Zly5pySWXzM819ZoFFlggB/xayy23XL3XnH766bnGfeGFF0533313OvTQQ/O970cccUSjyx0xYkQ67bTT5sh2AQAAQFE16sOGDWu0M7fax7hx41Jr+uEPf5g233zztP7666cTTjghHX/88em8885rcv7hw4fnZvXVx4QJE1p1/QAAAGCu1agfc8wxadCgQc3O06dPn3z/+MSJE+tN//zzz3NP8E3dWx7TP/300zRp0qR6terR63tz96Nvsskm6YwzzshN3Lt27Trd8zGtsekAAADQ5oP6Mssskx8zMmDAgBy4477z/v3752n33ntvmjZtWg7WjYn55p9//nTPPffkYdnCSy+9lF5//fW8vKY888wzaYkllhDGAQDasPEjB87rVQBo3/eoR0/tO+64YzrooIPSlVdemTuJGzp0aNp7773renx/44030rbbbpuuv/763Clc9+7d81jrRx99dL6XPcZfP/zww3NIr/b4HkO3RQ17/L3gggvmod/OPvvsdOyxx7bWpgAAAEDbD+ph1KhROZxHGI/e3qOW/NJLL617PsJ71Jh//PHHddMuuuiiunmjKfsOO+yQfvSjH9U9HzXuV1xxRR5vPXp6X3XVVdOFF16YLwgAAABAW9ep0ty4Zu1UDM8WtffRsVzU2gPAzOg97M52X2CaIAO0H7632l4ObbVx1AEAAICZJ6gDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIwT1999/P+27776pW7duafHFF0+DBw9OH374YbOvueqqq9JXvvKV/JpOnTqlSZMmzZHlAgAAQOroQT3C9AsvvJDGjBmT7rjjjvTAAw+kIUOGNPuajz/+OO24447pxBNPnKPLBQAAgLaiS2ss9MUXX0yjR49OTzzxRNpwww3ztMsuuyztvPPO6fzzz089e/Zs9HVHHXVU/ve+++6bo8udOnVqflRNmTJltrcRAAAA2kyN+qOPPpqbpVfDdNhuu+1S586d02OPPTbXlztixIjUvXv3ukevXr1meR0AAACgzQX1t99+Oy277LL1pnXp0iUtueSS+bm5vdzhw4enyZMn1z0mTJgwy+sAAAAAxQT1YcOG5U7emnuMGzculaZr166587naBwAAALT5e9SPOeaYNGjQoGbn6dOnT+rRo0eaOHFivemff/557rE9nptVrbVcAAAAaJNBfZlllsmPGRkwYEAeWm3s2LGpf//+edq9996bpk2bljbZZJNZXtnWWi4AAAC063vU+/Xrl4dZO+igg9Ljjz+eHn744TR06NC099571/XM/sYbb6S+ffvm56viPvNnnnkmvfLKK/nv5557Lv8dNeYtXS4AAAC0Za02jvqoUaNyEN92223z8GlbbLFFuuqqq+qe/+yzz9JLL72Ux06vuvLKK9P666+fg3jYcsst89+33357i5cLAAAAbVmnSqVSSR1MjKMew7RFD/A6lgNgZvUedme7L7TxIwfO61UAYA7xvdX2cmir1agDAAAAM09QBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCdJnXKwAAAEDrGT9yoOJtY9SoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEcI6u+//37ad999U7du3dLiiy+eBg8enD788MNmX3PVVVelr3zlK/k1nTp1SpMmTZpunt69e+fnah8jR45src0AAACA9hHUI6S/8MILacyYMemOO+5IDzzwQBoyZEizr/n444/TjjvumE488cRm5zv99NPTW2+9Vfc4/PDD5/DaAwAAwLzRpTUW+uKLL6bRo0enJ554Im244YZ52mWXXZZ23nnndP7556eePXs2+rqjjjoq/3vfffc1u/zFFlss9ejRoxXWHAAAANphjfqjjz6am7tXQ3rYbrvtUufOndNjjz0228uPpu5LLbVUWn/99dN5552XPv/882bnnzp1apoyZUq9BwAAAHSYGvW33347LbvssvXfqEuXtOSSS+bnZscRRxyRNthgg7ysRx55JA0fPjw3f7/wwgubfM2IESPSaaedNlvvCwAAAMXVqA8bNmy6jtwaPsaNG9d6a5tSOvroo3OHc+uss046+OCD0wUXXJCb1UeteVMizE+ePLnuMWHChFZdRwAAAJgrNerHHHNMGjRoULPz9OnTJ98/PnHixHrTo3l69AQ/p+8t32STTfKyx48fn1ZfffVG5+natWt+AAAAQLsK6ssss0x+zMiAAQPy0Gpjx45N/fv3z9PuvffeNG3atBys56Rnnnkm3/vesKk9AAAAtEWtco96v3798jBrBx10ULryyivTZ599loYOHZr23nvvuh7f33jjjbTtttum66+/Pm288cZ5Wty/Ho9XXnkl//3cc8/lHt5XXHHFfE96dFIXndFtvfXWeXr8/f3vfz/tt99+aYkllmiNTQEAAID2MY76qFGjUt++fXMYj2HZtthii3TVVVfVPR/h/aWXXspjp1dFqI+e3CPghy233DL/ffvtt+e/o/n6jTfemLbaaqu05pprprPOOisH9drlAgAAQFvWqVKpVFIHE8Ozde/ePXcs161bt3m9OgC0Mb2H3Znau/EjB87rVQCADptDW61GHQAAAJh5gjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAANBRgvr777+f9t1339StW7e0+OKLp8GDB6cPP/yw2fkPP/zwtPrqq6eFFloorbjiiumII45IkydPrjff66+/ngYOHJgWXnjhtOyyy6bjjjsuff755625KQAAADBXdGnNhUdIf+utt9KYMWPSZ599lg488MA0ZMiQdMMNNzQ6/5tvvpkf559/flpjjTXSP//5z3TwwQfnabfcckue54svvsghvUePHumRRx7Jy99///3T/PPPn84+++zW3BwAAABodZ0qlUqlNRb84osv5rD9xBNPpA033DBPGz16dNp5553Tv/71r9SzZ88WLefmm29O++23X/roo49Sly5d0h/+8Ie0yy675PC+3HLL5XmuvPLKdMIJJ6R33303LbDAAjNc5pQpU1L37t1zTX3U9gPAzOg97M52X2DjRw6c16sAAO3KzOTQVmv6/uijj+bm7tWQHrbbbrvUuXPn9Nhjj7V4OdWNiJBeXe7aa69dF9LDDjvskDf6hRdeaHQZU6dOzc/XPgAAAKBErRbU33777Xz/eK0I20suuWR+riXee++9dMYZZ+Tm8rXLrQ3pofp3U8sdMWJEvnJRffTq1WsWtggAAAAKDOrDhg1LnTp1avYxbty42V6xqPWOe9Gj+fypp546W8saPnx4rpmvPiZMmDDb6wcAAABFdCZ3zDHHpEGDBjU7T58+fXJnbxMnTqw3PXpmj57d47nmfPDBB2nHHXdMiy22WLr11ltzR3FV8drHH3+83vzvvPNO3XON6dq1a34AAABAuwvqyyyzTH7MyIABA9KkSZPS2LFjU//+/fO0e++9N02bNi1tsskmzdakxz3nEaxvv/32tOCCC0633LPOOitfBKg2rY9e5eM+9qh9BwAAgLas1e5R79evX64VP+igg3IN+MMPP5yGDh2a9t5777oe3994443Ut2/fuhryCOnbb7997uH9mmuuyX/HfefxiGHZQjwfgfw73/lOevbZZ9Mf//jHdNJJJ6XDDjtMrTkAAABtXquOoz5q1Kgczrfddtvc2/see+yRLr300rrnY2z1l156KX388cf576eeeqquR/hVV1213rJee+211Lt37zTffPOlO+64Ix1yyCG5dn2RRRZJBxxwQDr99NNbc1MAAACgbY+jXjLjqAMwO4yjDgC0yXHUAQAAgJknqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACtJlXq8AALQ140cOnNerAAC0Y2rUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AAAAFEdQBAACgIII6AAAAFERQBwAAgIII6gAAAFAQQR0AAAAKIqgDAABAQQR1AAAAKIigDgAAAAUR1AEAAKAggjoAAAAURFAHAACAgnRJHVClUsn/TpkyZV6vCgAAAB3AlP8/f1bzaHM6ZFD/4IMP8r+9evWa16sCAABAB8uj3bt3b3aeTpWWxPl2Ztq0aenNN99Miy22WOrUqdO8Xp3irvLEBYwJEyakbt26zevVKY7yUTb2HceW805ZnJeVj33HseXcUxbn5aZF9I6Q3rNnz9S5c/N3oXfIGvUolBVWWGFer0bRIqQL6srHvuPYcu4ph/Oy8rH/OLace8rj3KxsZtaMatKrdCYHAAAABRHUAQAAoCCCOvV07do1nXLKKflfpqd8mqZsmqd8lM+ssu8on9lh/1E29p3W4dhSNq2tQ3YmBwAAAKVSow4AAAAFEdQBAACgIII6AAAAFERQh5TSoEGD0u67715XFl/5ylfSUUcdpWxa0fjx41OnTp3SM88802bLObr4GDJkSFpyySXb/La0tW1uD/vPnD5vtSeteQ4+9dRT03rrrZfaKmWjfFrCOVL5zA77TxkEdUgpXXLJJelnP/uZsmCmjB49Ou83d9xxR3rrrbfSWmut1e5LsCNuMzS8WHXVVVelTTbZJC266KJp8cUXTxtuuGG6+OKL08cff9yhC+uLL75IF110UVp77bXTggsumJZYYom00047pYcffnher1oRrr766rTuuuvW7Tfrr79+GjFiRGrPPvnkk3xRMfaJLl26tNuLi7PqvvvuS7vttltafvnl0yKLLJIvIo4aNWper1YxXnrppbT11lun5ZZbLp9T+vTpk0466aT02WefpY6gy7xeAShB9+7d5/UqtLsfsvGDLb6U27NXX301f7luttlms7yM+LKZf/75U0faZpiX56XZ9Z3vfCf99re/zT8WL7/88rTMMsukZ599Ngf13r17t8kgMifKJpax9957pz/96U/pvPPOS9tuu22aMmVKuuKKK3IrgJtvvrlNls2cKp9rr702txK59NJL01ZbbZWmTp2a/vrXv6bnn38+tWdRbgsttFA64ogj0m9+85t5vTrFeeSRR9I666yTTjjhhBxG4yL4/vvvn3+X7rLLLqmjm3/++XN5bLDBBvniVpxrDzrooDRt2rR09tlnp/ZOjXoHEbVgW2yxRd7Jl1pqqXzwxw/u2hNFXMWLq1VRM3DbbbdN16w0vkziynhcCY6TSfxYee+991Jbcsstt+SruvGlEeWw3XbbpY8++qjRJqSff/55Gjp0aD5ZLr300umHP/xh/rKu+tGPfpRWW221XGZRHnvuuWfdc/GjJF7b3OtLMqP1/cUvfpH3i8UWWyz16NEjffvb304TJ06sd0U49pc//OEPqX///nls0YceeiifSM8999y06qqr5mkrrrhiOuuss+q99z/+8Y98tXThhRfONQ2PPvpoagtinzn88MPT66+/nrc9fqDP6DirNiW76aab8g+12HeqV85/+tOfpn79+uVpffv2zftXW9jm+IyjRmjllVfOx1V8hnGcNdw3/vjHP+bao5hnm222yftP7C+xzd26dcv7VG1t5IzKsjEln6PiGIuyix/qUcsY6xe1a3H+OfDAA/OxFcdJlEn1x+3gwYPrynX11VfPLX+aM6PPorU0976z+vm35Bw8q+elhmK/ilqaeK8ZnaN//etf52P2V7/6VTrxxBPTRhttlI+DqBG7995787msI5dNbNv111+fvvvd7+Ztju2N1gdf+9rX8rTY3ztq+dx+++3pW9/6Vj6u41hfc8010z777DPdd+LMasn3bEvPKbHdG2+8ca7ZjXPv5ptvnv75z3/m5yIgxf4dZRblHuXy5JNPznD9Ylk//vGPc7iKsp7bSi+fOI+cccYZ+eL3Kqusko488si044475ouBc0Pp5dOnT5/8HRnnhpVWWimfS/bdd9/04IMPpg4hxlGn/bvlllsqv/nNbyovv/xy5emnn67suuuulbXXXrvyxRdfVCZPnlxZcsklK/vtt1/lhRdeqNx1112VL33pS/GNk+cN//nPfyrLLLNMZfjw4ZUXX3yx8tRTT1W++tWvVrbeeutKW/Hmm29WunTpUrnwwgsrr732WuWvf/1r5Yorrqh88MEHlQMOOKCy22671c271VZbVRZddNHKkUceWRk3blzll7/8ZWXhhReuXHXVVfn5J554ojLffPNVbrjhhsr48eNzeVxyySUtfn1pZrS+11xzTd4vXn311cqjjz5aGTBgQGWnnXaqe/2f//znvL+ss846lbvvvrvyyiuvVP79739Xjj/++MoSSyxR+dnPfpanPfjgg5Wrr746vyY+g3hN3759K3fccUflpZdequy5556VlVZaqfLZZ59VSjdp0qTK6aefXllhhRUqb731VmXixInNHme129y7d+883z/+8Y+8X0Z5L7/88nXT4t84JqPcSt/mM888M3+Go0ePzvvHddddV+natWvlvvvuq7dvbLrpppWHHnooHyurrrpq3ue23377/PcDDzxQWWqppSojR46se6+WlmVbOUfF9i622GKVM844o/L3v/89/xvnkDiO4jiLaYccckguh48++qjy6aefVk4++eR8rol9onpM3nTTTXXLbHjemtFn0Vqae99Z/fxbcg6d1fPSKaecUll33XXzPM8++2ylR48elR/84Act2tavfe1rldVXX13ZNFE28duhMQ8//HD+LG699dYOu+9873vfy9savxnmpKa+ZxueI2d0Tonv3e7du1eOPfbYvJy//e1veZn//Oc/8/Nrrrlm/p0Y59c4X/3617+uPPPMMzO1rg3PWXNDWyqfqs0337xyzDHHVOaGtlY+L7/8cqVfv34tPu7aOkG9g3r33XfzAfjcc89VfvzjH+cvuv/+9791z8dBWnuAxo/K+GKsNWHChDxPBKy2YOzYsXl9G/uSbCyox4lg2rRpddNOOOGEPC1EgOjWrVtlypQpjb7XjF5fmpld3zhRR1nGRY7aHzW33XZb3TxRNvGDqxrMG6p+Cfz0pz+tmxYXimJanMjbgosuuihfWGjJcVa7zRdffHG9+VZZZZV80adWHHPx47Hkbf7kk0/yF/UjjzxSb57BgwdX9tlnn3r7xp/+9Ke650eMGJGnxY/k2h+xO+yww0yXZVs5R8UxtsUWW9T9/fnnn1cWWWSRyne+8526aXHxI9Y3gkNjDjvssMoee+zR6HmrJZ9Fa5jR+87q5z8r59CWnJdCNWxFeIwfqOeff36LtzfePwJpS3S0sokQ2lQIe//99/P7nXPOOR22fOKibFx0iOXGBY04fiPkVC8+zormvmcbniNndE6JCxExf1MX9uJC4+xePJ7bQb2tlU+IfWKBBRaoPP/885XW1pbKZ8CAAXld4z2GDBkyW8dNW6Lpewfx8ssv5yZW0YQkmpxEU70QTVijo4a4Pyaa3FZF05Va0WTlz3/+c25SWn1E89wwo+aopYhmM3HPXDR9/+Y3v5mbnf7nP/9pcv5NN900N32rGjBgQC7HaP7z1a9+NTfBifKM5rXRFLJh07vmXl+i5tZ37Nixadddd81NoqLZUjTbru4/taIpYdWLL76Y78GLMm9O7HtVce9zqG2C2F6Os6bKKZqCxjEUTcpqj68zzzyz+GPrlVdeyft9HA+16x5NXxuue+3nHM2+41aHKKfaabWfe0vLsi2do2rLYL755stN+uN8VFsGoVoOcW9vNA+Me6Bje6IJcVPbPzOfxZzU0ved2c+/JefQWTkvVcU8sc4nn3xyOuaYY1q8vTNz+1JHK5uWlM8CCyzQYcsnvt/i1q7nnnsuN2+O5vkHHHBAbuYczY9nRUu/Z6uaO6fESB5xe9MOO+yQyyaaNUeHoVVHH310vn0hbhkcOXJkMefV9lQ+8R0Wzbzj92ncGtHa2lL53HTTTempp55KN9xwQ7rzzjvT+eefnzoCQb2DiIPm/fffzwf/Y489lh/h008/bdHrP/zww7yMuGe99hFffFtuuWVqC+KH8ZgxY/I9Z2ussUa67LLL8j02r7322kwvK77Y44QR9ynGl298YceFgEmTJqX22GNrnHgjLMUFiSeeeCLdeuutje4/cV9SVdzD1BK1HalVf1jN6o+WtnKc1ZZTHFshXlN7bMX91n/5y19SyarrHl+atev+t7/9bbp7oxt+zg070ItptZ/7zJ6z2sI5qrFtbmr/v/HGG9Oxxx6bL+DcfffdeVviB1xz29/Sz2JOaun7zuznPyNxgWtWzktV8UMzLkjHOTw6PGupL33pS2ncuHEtmrejlU302RI//BtTnR7l11HLpypGyjj00EPTL3/5y/ybJB73339/mhUt/Z4NLTmnXHfddfliQtwvHcEoPq/q91AMa/jCCy+kgQMH5v4Y4ndUtdxK1ZbKJ/aB+A6LUROi87S5oS2VT69evfJr4gJ+BP1YXqkVX3OSoN4B/Pvf/8615tFDbVw1iw5YamuSI6zGFd64qlYVX1y1orfFOMCiVis6nKh9NPZFVqr4Qo/OLU477bT09NNP56v7TZ0oqsGgKk428UMkAn+IHs3jymB0whE9t0ZHYXHyaenrS9PU+saP0tiH4sT45S9/OddStqTGO14bXwL33HNP6ghmdJw1JWqDevbsmTvVa3hsRactJYsvzeh8Jq6oN1z3+FKdm2XZXs5RVTGcVfzYiR/00ZFWbEdzNRCt9VnMSGu+b3Pn0Fk9L1XFuSl6V46WZBHaPvjggxa9Ljod+/vf/55+97vfNVqbPHny5A5bNvEDOi6M/f73v5/uuQsuuCCf56ImuqOWT2OiDELDTvZaama+Z1t6Tonnhg8fnjsZjosKUYNZFcHr+9//fg5q3/jGN3IwK1lbKZ/ohC0C7DnnnJOGDBmS5pa2Uj4NxYW5GDGnrVbqzIz2PXYSWfQwHE0so4lK1P7Gl+KwYcPq/fD4wQ9+kE8OMT2erzYpqdbwHHbYYblmK76Ijz/++NzEJZqtxRW26K261PDZ8Is7Tkbbb799WnbZZfPf7777bg4BEbQbinKIpjrf+973cu151MDHj40QX9IRrKKmLsr3rrvuyieMuOjRkteXqKn1jaaBcUEj/j744INzTW/0UDoj8SMmhhuJ/SVeHxdIorwjTMUV2Y52nDUnLhzF0DXRQ3E0g4yLZtEbaoTT+ExKFS1L4gp7fPHG/h+9tEdQiS/0qK2KZp1zqyzbwzmq4Q+oaAIcPV7HBZvopTouoDZ18aa1PosZmdH7xi1Cs6q5c+isnpdqxQWcqM2NkQLiESMNRHPO5kSv3XFxN/azuJAU3ydRwxoXu6MmLHr2r44g0tHKJoZmi57fY19rODxbfGfGMmprwzta+RxyyCH5YkX0XL/CCivkZsFxi1PsP9E0f1Y09z3bsDnzjM4p0bqw2kN/rGdcLI0LL1G7+9///jcdd9xxeXSbmP9f//pXfu0ee+zRovWMVhJR8xqtpOLCRnVEoRhtqDW1hfKJ5u4xqkncDhHzv/3223l6rG98j3X08hk1alQ+b8RtYnFhL34bxYWAvfbaq00NbTvL5vVN8swdY8aMyR2pREcM0YtpdPZQ2wNrdIwS06MDi/79++eOreL56DG1Knpp/PrXv15ZfPHFKwsttFDuOOaoo46q12FLyaIHyuhwJnqGjnKIzlwuu+yyJjuTO/TQQysHH3xw7jQuOo058cQT67Y1esWMeWJ6lEWUXW1vzDN6fWlmtL6xP0RP5VFu0aHH7bffXq+TkWrHO9Hzdq3o7CN69Y3Ox+aff/7KiiuuWDn77LOb7KgkXh/TYnltsTO5GR1nzXXOMmrUqMp6662Xj8Eo/y233LLy29/+tlL6Nsc+Ep3jRU/Y8RnH8RXH2f3339/kvhE9O0fvsLVqe1Oe1bIs+RwVx1j0Ql0ryjHKs1Z1G6OjrUGDBuVyiu2JHuGHDRtWr4wanrdm9Fm0lubed1Y//5acQ2f1vNTwvaIDsc022ywfcx9++OEMtzfOa9EJ60YbbZQ7Q4v1i+/NGPnj448/7tBlEz0/n3feebmH5ziXxXvECBbRUWhjOlL5xEgWO++8cx7hI8qmZ8+euSOuGIFmdjT1PdvwHDmjc8rbb79d2X333evWL5YXvXzH8qdOnVrZe++9K7169apb96FDh9brhLg5saxYl4aPuaH08onzeGNlE/vx3FB6+dx4442VDTbYII/kEB2wrrHGGnn9WrrvtXWd4j/z+mIB5YkrWHHvSVzdnpl7WPi/MZPjSvHFF1/cJoqkra0vAOWL2uy4RSxaUUUtOwAt5x51smjO8tBDD+WmK7fddltuChNN/IR0AGBWRN8RcctZNBVvC72EA5REUCeLe2L222+/fL923C8Ww5fFvSYA0FHE/ca1Q4XVPs4+++zUkc1q2UTnUtFD8yqrrJLas46673TU7W4p5aN8Zoem7wAAKaU33ngjd3zUmOjYqbU7dyqZslE+9gvHjfPK3CWoAwAAQEE0fQcAAICCCOoAAABQEEEdAAAACiKoAwAAQEEEdQAAACiIoA4AbdygQYNSp06dpnu88sors73sn/3sZ2nxxRefI+sJALRMlxbOBwAUbMcdd0zXXXddvWnLLLNMKslnn32W5p9//nm9GgBQPDXqANAOdO3aNfXo0aPeY7755ku/+93v0gYbbJAWXHDB1KdPn3Taaaelzz//vO51F154YVp77bXTIossknr16pUOPfTQ9OGHH+bn7rvvvnTggQemyZMn19XSn3rqqfm5+P/bbrut3jpEzXvUwIfx48fneW666aa01VZb5fcfNWpUfu6nP/1p6tevX57Wt2/f9KMf/ahuGZ9++mkaOnRoWn755fPzK620UhoxYsRcKUMAKIUadQBopx588MG0//77p0svvTR9+ctfTq+++moaMmRIfu6UU07J/3bu3Dk/v/LKK6d//OMfOagff/zxOTxvttlm6eKLL04nn3xyeumll/L8iy666Eytw7Bhw9IFF1yQ1l9//bqwHsu7/PLL87Snn346HXTQQflCwQEHHJDX5fbbb0+//vWv04orrpgmTJiQHwDQkQjqANAO3HHHHfVC9E477ZT+85//5KAcAThEjfoZZ5yRg3g1qB911FF1r+ndu3c688wz08EHH5yD+gILLJC6d++ea8ajhn5WxPK/8Y1v1P0d7xvBvTotLhD87W9/Sz/5yU/yer7++utptdVWS1tssUV+36hRB4CORlAHgHZg6623Tj/+8Y/r/o4a6nXWWSc9/PDD6ayzzqqb/sUXX6RPPvkkffzxx2nhhRdOf/rTn3LT8nHjxqUpU6bkZvG1z8+uDTfcsO7/P/roo1yrP3jw4FyLXhXvGRcEqh3jffWrX02rr756vu9+l112Sdtvv/1srwcAtCWCOgC0AxHMV1111XrT4l7zuCe9tka7Kpqhx33kEYQPOeSQHOaXXHLJ9NBDD+UgHfeKNxfUo7a7UqlM11lcY+tVuz7h6quvTptsskm9+eJ++hD307/22mvpD3/4Q76I8K1vfSttt9126ZZbbmlxWQBAWyeoA0A7FaE37i1vGOCrxo4dm6ZNm5abose96iHuDa8Vzd+jFr6h6FH+rbfeqvv75ZdfzrXwzVluueVSz549873w++67b5PzdevWLe211175seeee+aa9ffffz9fSACAjkBQB4B2Kjptixrz6JQtAm+E8WeffTY9//zz+V70CPBRC37ZZZelXXfdNTeTv/LKK+stI+5bj5rwe+65J6277rq5lj0e22yzTe4QbsCAATnIn3DCCS0aei1q+I844ojc1D0C+NSpU9OTTz6Z76c/+uijcy/00eN7dDQX63vzzTfn++ON5Q5AR2J4NgBop3bYYYfcydzdd9+dNtpoo7Tpppumiy66qK6DtgjeEYzPOeectNZaa+Ue2RsOhRY9v0fnclG7HbXo5557bp4etfAxnFv0Jv/tb387HXvssS26p/273/1uHp4txnyPYeFi6LYY0i06lQuLLbZYfo+4tz3WOZrn33XXXXU1/gDQEXSqNLzBDAAAAJhnXJ4GAACAggjqAAAAUBBBHQAAAAoiqAMAAEBBBHUAAAAoiKAOAAAABRHUAQAAoCCCOgAAABREUAcAAICCCOoAAABQEEEdAAAAUjn+H8AeshDa0W87AAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 1200x600 with 1 Axes>"
       ]
@@ -803,7 +832,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "My_First_Classifier",
    "language": "python",
    "name": "python3"
   },
@@ -817,7 +846,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.4"
+   "version": "3.13.0"
   }
  },
  "nbformat": 4,