From 49f945490e3c6edb7da9698f6d869d97c9b26044 Mon Sep 17 00:00:00 2001 From: Emmie Date: Fri, 26 May 2023 14:56:09 +0200 Subject: [PATCH] add 1 to actual and predicted --- analyse_review_prediction.ipynb | 165 +++++++++++++++++--------------- 1 file changed, 87 insertions(+), 78 deletions(-) diff --git a/analyse_review_prediction.ipynb b/analyse_review_prediction.ipynb index 2c586ef..781ac30 100644 --- a/analyse_review_prediction.ipynb +++ b/analyse_review_prediction.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "id": "f702c4ab-2bff-4538-badb-43ed9391a471", "metadata": { "tags": [] @@ -28,7 +28,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, + "id": "d673f157", + "metadata": {}, + "outputs": [], + "source": [ + "pred_results_stratified['Predicted'] = pred_results_stratified['Predicted']+1\n", + "pred_results_stratified['Actual'] = pred_results_stratified['Actual']+1" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "id": "190c13c4-7c8f-46dd-9ded-efa5073b8a9f", "metadata": { "tags": [] @@ -67,40 +78,40 @@ " 0\n", " 0\n", " very fun game, good graphics and realistic dri...\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.606299\n", " \n", " \n", " 1\n", " 1\n", " Awesome Case I really like this case. When I w...\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.485208\n", " \n", " \n", " 2\n", " 2\n", " Great game\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.906231\n", " \n", " \n", " 3\n", " 3\n", " I ordered this by mistake thinking that I was ...\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.909810\n", " \n", " \n", " 4\n", " 4\n", " The game is very generic but fun my husband lo...\n", + " 5\n", " 4\n", - " 3\n", " 0.893876\n", " \n", " \n", @@ -115,40 +126,40 @@ " 165478\n", " 165478\n", " Works perfectly.\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.958228\n", " \n", " \n", " 165479\n", " 165479\n", " Great! Exactly as described! Perfect for my Xb...\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.979020\n", " \n", " \n", " 165480\n", " 165480\n", " Works perfectly.\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.958228\n", " \n", " \n", " 165481\n", " 165481\n", " Play it for the fun not the story. This is a f...\n", + " 4\n", " 3\n", - " 2\n", " 0.536065\n", " \n", " \n", " 165482\n", " 165482\n", " Amazing Absolutely amazing my only complaint i...\n", - " 4\n", - " 4\n", + " 5\n", + " 5\n", " 0.891743\n", " \n", " \n", @@ -171,22 +182,22 @@ "165482 165482 Amazing Absolutely amazing my only complaint i... \n", "\n", " Predicted Actual Highest Probability \n", - "0 4 4 0.606299 \n", - "1 4 4 0.485208 \n", - "2 4 4 0.906231 \n", - "3 4 4 0.909810 \n", - "4 4 3 0.893876 \n", + "0 5 5 0.606299 \n", + "1 5 5 0.485208 \n", + "2 5 5 0.906231 \n", + "3 5 5 0.909810 \n", + "4 5 4 0.893876 \n", "... ... ... ... \n", - "165478 4 4 0.958228 \n", - "165479 4 4 0.979020 \n", - "165480 4 4 0.958228 \n", - "165481 3 2 0.536065 \n", - "165482 4 4 0.891743 \n", + "165478 5 5 0.958228 \n", + "165479 5 5 0.979020 \n", + "165480 5 5 0.958228 \n", + "165481 4 3 0.536065 \n", + "165482 5 5 0.891743 \n", "\n", "[165483 rows x 5 columns]" ] }, - "execution_count": 3, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "69efd912-b0d7-451c-ae32-c231c5d390c7", "metadata": { "tags": [] @@ -209,15 +220,13 @@ }, { "cell_type": "code", - "execution_count": 14, - "id": "3bb37072-2fe9-480c-9a9d-a13d329bd926", - "metadata": { - "tags": [] - }, + "execution_count": 11, + "id": "990abef6", + "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAHCCAYAAADy9P3IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABN10lEQVR4nO3deVgVdf//8ddBNpVNVLZCJCu3zD2lzCVJTOzO0jtRUyuzMnFtUVvcWii71dySvFu00lIrzdRU1JRKckFJJSXrdisDLAXChUXm94c/5usRl5FYDvp8XNdcV2c+7zOf95yhzqs5c+bYDMMwBAAAgEtyKu8GAAAAKgJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhNwDapdu7Yefvhh8/GGDRtks9m0YcOGcuvpfOf3iJIxfvx42Wy2Mp1z7ty5stls2rZtW4ltszz2AyA0AWWs8A2kcHF3d9fNN9+s6OhopaWllXd7V2TlypUaP358ebdRbs6cOaOgoCDZbDZ9/fXXxd7OggUL9NZbb5VcYyXg4YcfloeHR3m3ATgUQhNQTiZOnKiPPvpIM2fO1O23367Zs2crLCxMJ0+eLPNe2rZtq1OnTqlt27ZX9LyVK1dqwoQJpdSV41u/fr3++OMP1a5dW/Pnzy/2dhwxNAEoyrm8GwCuVffcc49atGghSXrsscdUvXp1TZkyRV9++aV69ep1weecOHFCVatWLfFenJyc5O7uXuLbvdp9/PHHatasmfr376/nn3++1I4PAMfAmSbAQdx1112SpP3790v6v49Hfv31V3Xp0kWenp7q06ePJKmgoEBvvfWWGjZsKHd3d/n7++uJJ57Q8ePH7bZpGIZeeeUVXX/99apSpYo6dOig5OTkInNf7JqmzZs3q0uXLqpWrZqqVq2qW2+9VdOmTTP7mzVrliTZfdxYqKR7PF9eXp58fX31yCOPFBnLysqSu7u7nnnmGXPdjBkz1LBhQ1WpUkXVqlVTixYttGDBgsvOczGnTp3SkiVLFBUVpQcffFCnTp3Sl19+ecHar7/+Wu3atZOnp6e8vLzUsmVLc+727dtrxYoVOnjwoPka1q5dW9L/fZR74MABu+1d6Hh9++23+ve//61atWrJzc1NwcHBGjFihE6dOlXsfbycgwcP6qmnnlLdunVVuXJlVa9eXf/+97+L9Fvo5MmTeuKJJ1S9enV5eXmpX79+Rf4epLOv15133qmqVavK09NTkZGRlv4m4uLi1KZNG/n4+MjDw0N169bV888//093EzBxpglwEL/++qskqXr16ua6/Px8RUREqE2bNvrPf/6jKlWqSJKeeOIJzZ07V4888oiGDh2q/fv3a+bMmdqxY4e+//57ubi4SJLGjh2rV155RV26dFGXLl20fft2derUSbm5uZftJy4uTl27dlVgYKCGDRumgIAA7dmzR8uXL9ewYcP0xBNP6MiRI4qLi9NHH31U5Pml3aOLi4vuv/9+ffHFF3rnnXfk6upqji1dulQ5OTmKioqSJP33v//V0KFD1aNHDw0bNkynT5/Wzp07tXnzZvXu3fuyr8WFLFu2TNnZ2YqKilJAQIDat2+v+fPnF9ne3Llz9eijj6phw4YaM2aMfHx8tGPHDq1atUq9e/fWCy+8oMzMTP3222+aOnWqJBXrWqLFixfr5MmTGjRokKpXr64tW7ZoxowZ+u2337R48eJi7ePlbN26VZs2bVJUVJSuv/56HThwQLNnz1b79u31008/mX+vhaKjo+Xj46Px48crJSVFs2fP1sGDB80QKEkfffSR+vfvr4iICL3xxhs6efKkZs+erTZt2mjHjh1moDxfcnKyunbtqltvvVUTJ06Um5ubfvnlF33//felsu+4RhkAytQHH3xgSDLWrl1rHD161Dh8+LDx6aefGtWrVzcqV65s/Pbbb4ZhGEb//v0NScbo0aPtnv/tt98akoz58+fbrV+1apXd+vT0dMPV1dWIjIw0CgoKzLrnn3/ekGT079/fXPfNN98YkoxvvvnGMAzDyM/PN0JDQ42QkBDj+PHjdvOcu63BgwcbF/rPSGn0eCGrV682JBlfffWV3fouXboYN9xwg/n4vvvuMxo2bHjJbV2prl27GnfccYf5eM6cOYazs7ORnp5ursvIyDA8PT2NVq1aGadOnbJ7/rn7GxkZaYSEhBSZo/BvZf/+/Xbrzz9ehmEYJ0+eLPL8mJgYw2azGQcPHjTXjRs37oLH7Hz9+/c3qlatesmaC82ZkJBgSDI+/PDDIvvRvHlzIzc311w/adIkQ5Lx5ZdfGoZhGH///bfh4+NjDBw40G6bqamphre3t9368/dj6tSphiTj6NGjl903oLj4eA4oJ+Hh4apZs6aCg4MVFRUlDw8PLVmyRNddd51d3aBBg+weL168WN7e3rr77rv1559/mkvz5s3l4eGhb775RpK0du1a5ebmasiQIXYfmw0fPvyyve3YsUP79+/X8OHD5ePjYzdm5WveZdGjdPYjzRo1amjhwoXmuuPHjysuLk49e/Y01/n4+Oi3337T1q1bLW33cv766y+tXr3a7tqz7t27y2azadGiRea6uLg4/f333xo9enSRa8ZK+uvylStXNv/5xIkT+vPPP3X77bfLMAzt2LGjROe60Jx5eXn666+/dOONN8rHx0fbt28vUv/444+bZxils3/bzs7OWrlypaSzr1dGRoZ69epl93dTqVIltWrVyvy7uZDCv9Mvv/xSBQUFJbSHgD0+ngPKyaxZs3TzzTfL2dlZ/v7+qlu3rpyc7P8/xtnZWddff73dun379ikzM1N+fn4X3G56erqks9ebSNJNN91kN16zZk1Vq1btkr0VflR4yy23WN+hMu5ROvv6dO/eXQsWLFBOTo7c3Nz0xRdfKC8vzy40jRo1SmvXrtVtt92mG2+8UZ06dVLv3r11xx13FGv/Fi5cqLy8PDVt2lS//PKLub5Vq1aaP3++Bg8eLOmfv45X4tChQxo7dqyWLVtW5DqhzMzMUpnz1KlTiomJ0QcffKDff/9dhmFccs7zj7OHh4cCAwPNa6D27dsn6f+u7zufl5fXRXvp2bOn3n33XT322GMaPXq0OnbsqAceeEA9evQo8u8VUFyEJqCc3Hbbbea35y7Gzc2tyH/wCwoK5Ofnd9GvuNesWbPEeiyusuwxKipK77zzjr7++mt169ZNixYtUr169dS4cWOzpn79+kpJSdHy5cu1atUqff7553r77bc1duzYYt0yoXC/Lha6/ve//+mGG24o3g6d42Jno86cOVPk8d13361jx45p1KhRqlevnqpWrarff/9dDz/8cKmdeRkyZIg++OADDR8+XGFhYfL29pbNZlNUVFSx5ix8zkcffaSAgIAi487OF3/Lqly5suLj4/XNN99oxYoVWrVqlRYuXKi77rpLa9asUaVKla64H+B8hCaggqlTp47Wrl2rO+64w+7jkfOFhIRIOvt/7+e+gR89evSC31g6fw5J2r17t8LDwy9ad7E39bLosVDbtm0VGBiohQsXqk2bNlq/fr1eeOGFInVVq1ZVz5491bNnT+Xm5uqBBx7Qq6++qjFjxlzR7Rb279+vTZs2KTo6Wu3atbMbKygoUN++fbVgwQK9+OKLdq/jjTfeeNFtXux1LDzblpGRYbe+8AxdoV27dunnn3/WvHnz1K9fP3N9XFyc5f0qjs8++0z9+/fX5MmTzXWnT58u0m+hffv2qUOHDubj7Oxs/fHHH+rSpYuk//u78/Pzu+Tf3cU4OTmpY8eO6tixo6ZMmaLXXntNL7zwgr755ptibQ84H+csgQrmwQcf1JkzZ/Tyyy8XGcvPzzffsMLDw+Xi4qIZM2bYfWxi5SaKzZo1U2hoqN56660ib4DnbqvwnkTn15RFj4WcnJzUo0cPffXVV/roo4+Un59v99GcdPYapHO5urqqQYMGMgxDeXl5ks5+HX7v3r36888/Lzlf4Vmm5557Tj169LBbHnzwQbVr186s6dSpkzw9PRUTE6PTp0/bbef81/FCH2cVhoj4+Hhz3ZkzZzRnzhy7usKzKOdu0zAM8/YQpaVSpUp2c0pnb+1w/pmwQnPmzDFfb0maPXu28vPzdc8990iSIiIi5OXlpddee82urtDRo0cv2suxY8eKrGvSpIkkKScn57L7AljBmSaggmnXrp2eeOIJxcTEKCkpSZ06dZKLi4v27dunxYsXa9q0aerRo4dq1qypZ555RjExMeratau6dOmiHTt26Ouvv1aNGjUuOYeTk5Nmz56te++9V02aNNEjjzyiwMBA7d27V8nJyVq9erUkqXnz5pKkoUOHKiIiQpUqVVJUVFSZ9Hiunj17asaMGRo3bpwaNWqk+vXr24136tRJAQEBuuOOO+Tv7689e/Zo5syZioyMlKenpyRpy5Yt6tChg8aNG3fJn4aZP3++mjRpouDg4AuO/+tf/9KQIUO0fft2NWvWTFOnTtVjjz2mli1bqnfv3qpWrZp+/PFHnTx5UvPmzTNfx4ULF2rkyJFq2bKlPDw8dO+996phw4Zq3bq1xowZo2PHjsnX11effvqp8vPz7easV6+e6tSpo2eeeUa///67vLy89Pnnn1s+W3cxeXl5euWVV4qs9/X11VNPPaWuXbvqo48+kre3txo0aKCEhAStXbvW7rYZ58rNzVXHjh314IMPKiUlRW+//bbatGmjf/3rX5LOXrM0e/Zs9e3bV82aNVNUVJRq1qypQ4cOacWKFbrjjjs0c+bMC2574sSJio+PV2RkpEJCQpSenq63335b119/vdq0afOPXgfAVF5f2wOuVYVfv966desl6y73le85c+YYzZs3NypXrmx4enoajRo1Mp577jnjyJEjZs2ZM2eMCRMmGIGBgUblypWN9u3bG7t37zZCQkIuecuBQt99951x9913G56enkbVqlWNW2+91ZgxY4Y5np+fbwwZMsSoWbOmYbPZinyVvSR7vJSCggIjODjYkGS88sorRcbfeecdo23btkb16tUNNzc3o06dOsazzz5rZGZmFnkNxo0bd9F5EhMTDUnGSy+9dNGaAwcOGJKMESNGmOuWLVtm3H777UblypUNLy8v47bbbjM++eQTczw7O9vo3bu34ePjY0iyu/3Ar7/+aoSHhxtubm6Gv7+/8fzzzxtxcXFFjtdPP/1khIeHGx4eHkaNGjWMgQMHGj/++KMhyfjggw/Muiu55YCkCy516tQxDMMwjh8/bjzyyCNGjRo1DA8PDyMiIsLYu3dvkWNX+De/ceNG4/HHHzeqVatmeHh4GH369DH++uuvInN/8803RkREhOHt7W24u7sbderUMR5++GFj27ZtF92PdevWGffdd58RFBRkuLq6GkFBQUavXr2Mn3/++bL7ClhlM4zzzq0CAACgCK5pAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABZwc8sSUlBQoCNHjsjT07PEf70cAACUDsMw9PfffysoKOiyP+5MaCohR44cuegdggEAgGM7fPiwrr/++kvWEJpKSOFPMRw+fFheXl7l3A0AALAiKytLwcHB5vv4pRCaSkjhR3JeXl6EJgAAKhgrl9ZwITgAAIAFhCYAAAALCE0AAAAWcE1TGTtz5ozy8vLKuw0Uk4uLiypVqlTebQAAygGhqYwYhqHU1FRlZGSUdyv4h3x8fBQQEMD9uADgGkNoKiOFgcnPz09VqlThDbcCMgxDJ0+eVHp6uiQpMDCwnDsCAJQlQlMZOHPmjBmYqlevXt7t4B+oXLmyJCk9PV1+fn58VAcA1xAuBC8DhdcwValSpZw7QUkoPI5cmwYA1xZCUxniI7mrA8cRAK5NhCYAAAALCE1wCA8//LC6detmPm7fvr2GDx9e5n1s2LBBNpuNbzkCAIrgQvByVnv0ijKd78DrkVdU//DDD2vevHmSzt6jqFatWurXr5+ef/55OTuX3p/PF198IRcXF0u1GzZsUIcOHXT8+HH5+PiUWk8AgGsboQmX1blzZ33wwQfKycnRypUrNXjwYLm4uGjMmDF2dbm5uXJ1dS2ROX19fUtkOwAAlBQ+nsNlubm5KSAgQCEhIRo0aJDCw8O1bNky8yO1V199VUFBQapbt64k6fDhw3rwwQfl4+MjX19f3XfffTpw4IC5vTNnzmjkyJHy8fFR9erV9dxzz8kwDLs5z/94LicnR6NGjVJwcLDc3Nx044036r333tOBAwfUoUMHSVK1atVks9n08MMPS5IKCgoUExOj0NBQVa5cWY0bN9Znn31mN8/KlSt18803q3LlyurQoYNdnwAAnIvQhCtWuXJl5ebmSpLWrVunlJQUxcXFafny5crLy1NERIQ8PT317bff6vvvv5eHh4c6d+5sPmfy5MmaO3eu3n//fX333Xc6duyYlixZcsk5+/Xrp08++UTTp0/Xnj179M4778jDw0PBwcH6/PPPJUkpKSn6448/NG3aNElSTEyMPvzwQ8XGxio5OVkjRozQQw89pI0bN0o6G+4eeOAB3XvvvUpKStJjjz2m0aNHl9bLBgCo4Ph4DpYZhqF169Zp9erVGjJkiI4ePaqqVavq3XffNT+W+/jjj1VQUKB3333X/Gr+Bx98IB8fH23YsEGdOnXSW2+9pTFjxuiBBx6QJMXGxmr16tUXnffnn3/WokWLFBcXp/DwcEnSDTfcYI4XfpTn5+dnXtOUk5Oj1157TWvXrlVYWJj5nO+++07vvPOO2rVrp9mzZ6tOnTqaPHmyJKlu3bratWuX3njjjRJ81QCg/JTFdbNXeq1sRUZowmUtX75cHh4eysvLU0FBgXr37q3x48dr8ODBatSokd11TD/++KN++eUXeXp62m3j9OnT+vXXX5WZmak//vhDrVq1MsecnZ3VokWLIh/RFUpKSlKlSpXUrl07yz3/8ssvOnnypO6++2679bm5uWratKkkac+ePXZ9SDIDFgAA5yM04bI6dOig2bNny9XVVUFBQXbfmqtatapdbXZ2tpo3b6758+cX2U7NmjWLNX/hT5dciezsbEnSihUrdN1119mNubm5FasPAMC1jdCEy6patapuvPFGS7XNmjXTwoUL5efnJy8vrwvWBAYGavPmzWrbtq0kKT8/X4mJiWrWrNkF6xs1aqSCggJt3LjR/HjuXIVnus6cOWOua9Cggdzc3HTo0KGLnqGqX7++li1bZrfuhx9+uPxOAgCuSVwIjhLVp08f1ahRQ/fdd5++/fZb7d+/Xxs2bNDQoUP122+/SZKGDRum119/XUuXLtXevXv11FNPXfJmkrVr11b//v316KOPaunSpeY2Fy1aJEkKCQmRzWbT8uXLdfToUWVnZ8vT01PPPPOMRowYoXnz5unXX3/V9u3bNWPGDPO+U08++aT27dunZ599VikpKVqwYIHmzp1b2i8RAKCCIjShRFWpUkXx8fGqVauWHnjgAdWvX18DBgzQ6dOnzTNPTz/9tPr27av+/fsrLCxMnp6euv/++y+53dmzZ6tHjx566qmnVK9ePQ0cOFAnTpyQJF133XWaMGGCRo8eLX9/f0VHR0uSXn75Zb300kuKiYlR/fr11blzZ61YsUKhoaGSpFq1aunzzz/X0qVL1bhxY8XGxuq1114rxVcHAFCR2YyLXX1bBuLj4/Xmm28qMTFRf/zxh5YsWWL3UxrS2Yt1R40apY0bNyo/P18NGjTQ559/rlq1akk6e4Hx008/rU8//VQ5OTmKiIjQ22+/LX9/f3Mbhw4d0qBBg/TNN9/Iw8ND/fv3V0xMjN21ORs2bNDIkSOVnJys4OBgvfjii+b9fqzIysqSt7e3MjMzi3wsdfr0ae3fv1+hoaFyd3e/8hcKDoXjCaCi4Ntzl3ep9+/zleuZphMnTqhx48aaNWvWBcd//fVXtWnTRvXq1dOGDRu0c+dOvfTSS3ZvVCNGjNBXX32lxYsXa+PGjTpy5Ij5VXbp7HUukZGRys3N1aZNmzRv3jzNnTtXY8eONWv279+vyMhIdejQQUlJSRo+fLgee+yxS34NHgAAXFvK9UzTuWw2W5EzTVFRUXJxcdFHH310wedkZmaqZs2aWrBggXr06CFJ2rt3r+rXr6+EhAS1bt1aX3/9tbp27aojR46YZ59iY2M1atQoHT16VK6urho1apRWrFih3bt3282dkZGhVatWWeqfM03XDo4ngIqCM02XV2HONF1KQUGBVqxYoZtvvlkRERHy8/NTq1attHTpUrMmMTFReXl5dt+oqlevnmrVqqWEhARJUkJCgho1amT3cV1ERISysrKUnJxs1pz/rayIiAhzGxeSk5OjrKwsuwUAAFy9HDY0paenKzs7W6+//ro6d+6sNWvW6P7779cDDzxg/gxGamqqXF1di/yyvb+/v1JTU82acwNT4Xjh2KVqsrKydOrUqQv2FxMTI29vb3MJDg7+x/sMAAAcl8OGpoKCAknSfffdpxEjRqhJkyYaPXq0unbtqtjY2HLuThozZowyMzPN5fDhw+XdEgAAKEUOG5pq1KghZ2dnNWjQwG59/fr1dejQIUlSQECAcnNzi9zjJy0tTQEBAWZNWlpakfHCsUvVeHl5XfRu1G5ubvLy8rJbAADA1cthQ5Orq6tatmyplJQUu/U///yzQkJCJEnNmzeXi4uL1q1bZ46npKTo0KFD5m+IhYWFadeuXUpPTzdr4uLi5OXlZQaysLAwu20U1vA7ZAAAoFC5/oxKdna2fvnlF/Px/v37lZSUJF9fX9WqVUvPPvusevbsqbZt26pDhw5atWqVvvrqK23YsEGS5O3trQEDBmjkyJHy9fWVl5eXhgwZorCwMLVu3VqS1KlTJzVo0EB9+/bVpEmTlJqaqhdffFGDBw82f4PsySef1MyZM/Xcc8/p0Ucf1fr167Vo0SKtWFH63zoAAAAVQ7mGpm3btqlDhw7m45EjR0qS+vfvr7lz5+r+++9XbGysYmJiNHToUNWtW1eff/652rRpYz5n6tSpcnJyUvfu3e1ublmoUqVKWr58uQYNGqSwsDBVrVpV/fv318SJE82a0NBQrVixQiNGjNC0adN0/fXX691331VEREQZvAoAAKAicJj7NFV03Kep7F3o3l5lgeMJoKLgPk2XdyX3aSrXM02QNN67jOfLLNbTEhIS1KZNG/P326yqXbu2hg8fruHDhxdrXgAAHIXDXggOx/Lee+9pyJAhio+P15EjR8q7HQAAyhyhCZeVnZ2thQsXatCgQYqMjNTcuXPtxr/66iu1bNlS7u7uqlGjhu6//35JUvv27XXw4EGNGDFCNptNNptNkjR+/Hg1adLEbhtvvfWWateubT7eunWr7r77btWoUUPe3t5q166dtm/fXpq7CQDAJfHxHC5r0aJFqlevnurWrauHHnpIw4cP15gxY2Sz2bRixQrdf//9euGFF/Thhx8qNzdXK1eulCR98cUXaty4sR5//HENHDjwiub8+++/1b9/f82YMUOGYWjy5Mnq0qWL9u3bJ09Pz9LYTQAVRVlc1lDMSxlwdSM04bLee+89PfTQQ5Kkzp07KzMzUxs3blT79u316quvKioqShMmTDDrGzduLEny9fVVpUqV5Onpad5I1Kq77rrL7vGcOXPk4+OjjRs3qmvXrv9wjwAAuHJ8PIdLSklJ0ZYtW9SrVy9JkrOzs3r27Kn33ntPkpSUlKSOHTuW+LxpaWkaOHCgbrrpJnl7e8vLy0vZ2dnm3eABAChrnGnCJb333nvKz89XUFCQuc4wDLm5uWnmzJkX/ZmZS3FyctL5d7rIy8uze9y/f3/99ddfmjZtmkJCQuTm5qawsDDl5uYWb0cAAPiHONOEi8rPz9eHH36oyZMnKykpyVx+/PFHBQUF6ZNPPtGtt95a5CdozuXq6qozZ87YratZs6ZSU1PtglNSUpJdzffff6+hQ4eqS5cuatiwodzc3PTnn3+W6P4BAHAlONOEi1q+fLmOHz+uAQMGyNvb/sLL7t2767333tObb76pjh07qk6dOoqKilJ+fr5WrlypUaNGSTp7n6b4+HhFRUXJzc1NNWrUUPv27XX06FFNmjRJPXr00KpVq/T111/b3VTspptu0kcffaQWLVooKytLzz77bLHOagEAUFI404SLeu+99xQeHl4kMElnQ9O2bdvk6+urxYsXa9myZWrSpInuuusubdmyxaybOHGiDhw4oDp16qhmzZqSpPr16+vtt9/WrFmz1LhxY23ZskXPPPNMkbmPHz+uZs2aqW/fvho6dKj8/PxKd4cBALgEfkalhPAzKtcOjidQzrjlgGX8jMrlXcnPqHCmCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmsoQ19xfHTiOAHBtIjSVARcXF0nSyZMny7kTlITC41h4XAEA1wZublkGKlWqJB8fH6Wnp0uSqlSpIpvNVs5d4UoZhqGTJ08qPT1dPj4+qlSpUnm3BAAoQ4SmMhIQECBJZnBCxeXj42MeTwDAtYPQVEZsNpsCAwPl5+dX5MdpUXG4uLhwhgkArlGEpjJWqVIl3nQBAKiAuBAcAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAvKNTTFx8fr3nvvVVBQkGw2m5YuXXrR2ieffFI2m01vvfWW3fpjx46pT58+8vLyko+PjwYMGKDs7Gy7mp07d+rOO++Uu7u7goODNWnSpCLbX7x4serVqyd3d3c1atRIK1euLIldBAAAV4lyDU0nTpxQ48aNNWvWrEvWLVmyRD/88IOCgoKKjPXp00fJycmKi4vT8uXLFR8fr8cff9wcz8rKUqdOnRQSEqLExES9+eabGj9+vObMmWPWbNq0Sb169dKAAQO0Y8cOdevWTd26ddPu3btLbmcBAECF5lyek99zzz265557Llnz+++/a8iQIVq9erUiIyPtxvbs2aNVq1Zp69atatGihSRpxowZ6tKli/7zn/8oKChI8+fPV25urt5//325urqqYcOGSkpK0pQpU8xwNW3aNHXu3FnPPvusJOnll19WXFycZs6cqdjY2FLYcwAAUNE49DVNBQUF6tu3r5599lk1bNiwyHhCQoJ8fHzMwCRJ4eHhcnJy0ubNm82atm3bytXV1ayJiIhQSkqKjh8/btaEh4fbbTsiIkIJCQkX7S0nJ0dZWVl2CwAAuHo5dGh644035OzsrKFDh15wPDU1VX5+fnbrnJ2d5evrq9TUVLPG39/frqbw8eVqCscvJCYmRt7e3uYSHBx8ZTsHAAAqFIcNTYmJiZo2bZrmzp0rm81W3u0UMWbMGGVmZprL4cOHy7slAABQihw2NH377bdKT09XrVq15OzsLGdnZx08eFBPP/20ateuLUkKCAhQenq63fPy8/N17NgxBQQEmDVpaWl2NYWPL1dTOH4hbm5u8vLyslsAAMDVy2FDU9++fbVz504lJSWZS1BQkJ599lmtXr1akhQWFqaMjAwlJiaaz1u/fr0KCgrUqlUrsyY+Pl55eXlmTVxcnOrWratq1aqZNevWrbObPy4uTmFhYaW9mwAAoIIo12/PZWdn65dffjEf79+/X0lJSfL19VWtWrVUvXp1u3oXFxcFBASobt26kqT69eurc+fOGjhwoGJjY5WXl6fo6GhFRUWZtyfo3bu3JkyYoAEDBmjUqFHavXu3pk2bpqlTp5rbHTZsmNq1a6fJkycrMjJSn376qbZt22Z3WwIAAHBtK9czTdu2bVPTpk3VtGlTSdLIkSPVtGlTjR071vI25s+fr3r16qljx47q0qWL2rRpYxd2vL29tWbNGu3fv1/NmzfX008/rbFjx9rdy+n222/XggULNGfOHDVu3FifffaZli5dqltuuaXkdhYAAFRoNsMwjPJu4mqQlZUlb29vZWZmcn0TAJSm8d5lMEdm6c9RBmqPXlHqcxx4PfLyRQ7sSt6/HfaaJgAAAEdCaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWlGtoio+P17333qugoCDZbDYtXbrUHMvLy9OoUaPUqFEjVa1aVUFBQerXr5+OHDlit41jx46pT58+8vLyko+PjwYMGKDs7Gy7mp07d+rOO++Uu7u7goODNWnSpCK9LF68WPXq1ZO7u7saNWqklStXlso+AwCAiqlcQ9OJEyfUuHFjzZo1q8jYyZMntX37dr300kvavn27vvjiC6WkpOhf//qXXV2fPn2UnJysuLg4LV++XPHx8Xr88cfN8aysLHXq1EkhISFKTEzUm2++qfHjx2vOnDlmzaZNm9SrVy8NGDBAO3bsULdu3dStWzft3r279HYeAABUKDbDMIzybkKSbDablixZom7dul20ZuvWrbrtttt08OBB1apVS3v27FGDBg20detWtWjRQpK0atUqdenSRb/99puCgoI0e/ZsvfDCC0pNTZWrq6skafTo0Vq6dKn27t0rSerZs6dOnDih5cuXm3O1bt1aTZo0UWxsrKX+s7Ky5O3trczMTHl5eRXzVQAAXNZ47zKYI7P05ygDtUevKPU5DrweWepzlKYref+uUNc0ZWZmymazycfHR5KUkJAgHx8fMzBJUnh4uJycnLR582azpm3btmZgkqSIiAilpKTo+PHjZk14eLjdXBEREUpISCjlPQIAABWFc3k3YNXp06c1atQo9erVy0yCqamp8vPzs6tzdnaWr6+vUlNTzZrQ0FC7Gn9/f3OsWrVqSk1NNdedW1O4jQvJyclRTk6O+TgrK6v4OwcAABxehTjTlJeXpwcffFCGYWj27Nnl3Y4kKSYmRt7e3uYSHBxc3i0BAIBS5PChqTAwHTx4UHFxcXafNwYEBCg9Pd2uPj8/X8eOHVNAQIBZk5aWZldT+PhyNYXjFzJmzBhlZmaay+HDh4u/kwAAwOE5dGgqDEz79u3T2rVrVb16dbvxsLAwZWRkKDEx0Vy3fv16FRQUqFWrVmZNfHy88vLyzJq4uDjVrVtX1apVM2vWrVtnt+24uDiFhYVdtDc3Nzd5eXnZLQAA4OpVrqEpOztbSUlJSkpKkiTt379fSUlJOnTokPLy8tSjRw9t27ZN8+fP15kzZ5SamqrU1FTl5uZKkurXr6/OnTtr4MCB2rJli77//ntFR0crKipKQUFBkqTevXvL1dVVAwYMUHJyshYuXKhp06Zp5MiRZh/Dhg3TqlWrNHnyZO3du1fjx4/Xtm3bFB0dXeavCQAAcEzlGpq2bdumpk2bqmnTppKkkSNHqmnTpho7dqx+//13LVu2TL/99puaNGmiwMBAc9m0aZO5jfnz56tevXrq2LGjunTpojZt2tjdg8nb21tr1qzR/v371bx5cz399NMaO3as3b2cbr/9di1YsEBz5sxR48aN9dlnn2np0qW65ZZbyu7FAAAADs1h7tNU0XGfJgAoI9ynyTLu03R5V+19mgAAAMoLoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwoFxDU3x8vO69914FBQXJZrNp6dKlduOGYWjs2LEKDAxU5cqVFR4ern379tnVHDt2TH369JGXl5d8fHw0YMAAZWdn29Xs3LlTd955p9zd3RUcHKxJkyYV6WXx4sWqV6+e3N3d1ahRI61cubLE9xcAAFRc5RqaTpw4ocaNG2vWrFkXHJ80aZKmT5+u2NhYbd68WVWrVlVERIROnz5t1vTp00fJycmKi4vT8uXLFR8fr8cff9wcz8rKUqdOnRQSEqLExES9+eabGj9+vObMmWPWbNq0Sb169dKAAQO0Y8cOdevWTd26ddPu3btLb+cBAECFYjMMwyjvJiTJZrNpyZIl6tatm6SzZ5mCgoL09NNP65lnnpEkZWZmyt/fX3PnzlVUVJT27NmjBg0aaOvWrWrRooUkadWqVerSpYt+++03BQUFafbs2XrhhReUmpoqV1dXSdLo0aO1dOlS7d27V5LUs2dPnThxQsuXLzf7ad26tZo0aaLY2FhL/WdlZcnb21uZmZny8vIqqZcFAHC+8d5lMEdm6c9RBmqPXlHqcxx4PbLU5yhNV/L+7bDXNO3fv1+pqakKDw8313l7e6tVq1ZKSEiQJCUkJMjHx8cMTJIUHh4uJycnbd682axp27atGZgkKSIiQikpKTp+/LhZc+48hTWF81xITk6OsrKy7BYAAHD1ctjQlJqaKkny9/e3W+/v72+Opaamys/Pz27c2dlZvr6+djUX2sa5c1yspnD8QmJiYuTt7W0uwcHBV7qLAACgAnHY0OToxowZo8zMTHM5fPhwebcEAABKkcOGpoCAAElSWlqa3fq0tDRzLCAgQOnp6Xbj+fn5OnbsmF3NhbZx7hwXqykcvxA3Nzd5eXnZLQAA4OrlsKEpNDRUAQEBWrdunbkuKytLmzdvVlhYmCQpLCxMGRkZSkxMNGvWr1+vgoICtWrVyqyJj49XXl6eWRMXF6e6deuqWrVqZs258xTWFM4DAABQrqEpOztbSUlJSkpKknT24u+kpCQdOnRINptNw4cP1yuvvKJly5Zp165d6tevn4KCgsxv2NWvX1+dO3fWwIEDtWXLFn3//feKjo5WVFSUgoKCJEm9e/eWq6urBgwYoOTkZC1cuFDTpk3TyJEjzT6GDRumVatWafLkydq7d6/Gjx+vbdu2KTo6uqxfEgAA4KCcy3Pybdu2qUOHDubjwiDTv39/zZ07V88995xOnDihxx9/XBkZGWrTpo1WrVold3d38znz589XdHS0OnbsKCcnJ3Xv3l3Tp083x729vbVmzRoNHjxYzZs3V40aNTR27Fi7ezndfvvtWrBggV588UU9//zzuummm7R06VLdcsstZfAqAACAisBh7tNU0XGfJgAoI9ynyTLu03R5V8V9mgAAABwJoQkAAMACQhMAAIAFhCYAAAALihWabrjhBv31119F1mdkZOiGG274x00BAAA4mmKFpgMHDujMmTNF1ufk5Oj333//x00BAAA4miu6T9OyZcvMf169erW8vf/va59nzpzRunXrVLt27RJrDgAAwFFcUWgqvBO3zWZT//797cZcXFxUu3ZtTZ48ucSaAwAAcBRXFJoKCgoknf1duK1bt6pGjRql0hQAAICjKdbPqOzfv7+k+wAAAHBoxf7tuXXr1mndunVKT083z0AVev/99/9xYwAAAI6kWKFpwoQJmjhxolq0aKHAwEDZbLaS7gsAAMChFCs0xcbGau7cuerbt29J9wMAAOCQinWfptzcXN1+++0l3QsAAIDDKlZoeuyxx7RgwYKS7gUAAMBhFevjudOnT2vOnDlau3atbr31Vrm4uNiNT5kypUSaAwAAcBTFCk07d+5UkyZNJEm7d++2G+OicAAAcDUqVmj65ptvSroPAAAAh1asa5oAAACuNcU609ShQ4dLfgy3fv36YjcEAADgiIoVmgqvZyqUl5enpKQk7d69u8gP+QIAAFwNihWapk6desH148ePV3Z29j9qCAAAwBGV6DVNDz30EL87BwAArkolGpoSEhLk7u5ekpsEAABwCMX6eO6BBx6we2wYhv744w9t27ZNL730Uok0BgAA4EiKFZq8vb3tHjs5Oalu3bqaOHGiOnXqVCKNAQAAOJJihaYPPvigpPsAAABwaMUKTYUSExO1Z88eSVLDhg3VtGnTEmkKAADA0RQrNKWnpysqKkobNmyQj4+PJCkjI0MdOnTQp59+qpo1a5ZkjwAAAOWuWN+eGzJkiP7++28lJyfr2LFjOnbsmHbv3q2srCwNHTq0pHsEAAAod8U607Rq1SqtXbtW9evXN9c1aNBAs2bN4kJwAABwVSrWmaaCggK5uLgUWe/i4qKCgoJ/3BQAAICjKVZouuuuuzRs2DAdOXLEXPf7779rxIgR6tixY4k1d+bMGb300ksKDQ1V5cqVVadOHb388ssyDMOsMQxDY8eOVWBgoCpXrqzw8HDt27fPbjvHjh1Tnz595OXlJR8fHw0YMKDIz73s3LlTd955p9zd3RUcHKxJkyaV2H4AAICKr1ihaebMmcrKylLt2rVVp04d1alTR6GhocrKytKMGTNKrLk33nhDs2fP1syZM7Vnzx698cYbmjRpkt0ckyZN0vTp0xUbG6vNmzeratWqioiI0OnTp82aPn36KDk5WXFxcVq+fLni4+P1+OOPm+NZWVnq1KmTQkJClJiYqDfffFPjx4/XnDlzSmxfAABAxWYzzj1tcwUMw9DatWu1d+9eSVL9+vUVHh5eos117dpV/v7+eu+998x13bt3V+XKlfXxxx/LMAwFBQXp6aef1jPPPCNJyszMlL+/v+bOnauoqCjt2bNHDRo00NatW9WiRQtJZ6/J6tKli3777TcFBQVp9uzZeuGFF5SamipXV1dJ0ujRo7V06VJz/y4nKytL3t7eyszMlJeXV4m+DgCAc4z3vnzNP54js/TnKAO1R68o9TkOvB5Z6nOUpit5/76iM03r169XgwYNlJWVJZvNprvvvltDhgzRkCFD1LJlSzVs2FDffvvtP2r+XLfffrvWrVunn3/+WZL0448/6rvvvtM999wjSdq/f79SU1Ptwpq3t7datWqlhIQESWd/D8/Hx8cMTJIUHh4uJycnbd682axp27atGZgkKSIiQikpKTp+/PgFe8vJyVFWVpbdAgAArl5XFJreeustDRw48IJJzNvbW0888YSmTJlSYs2NHj1aUVFRqlevnlxcXNS0aVMNHz5cffr0kSSlpqZKkvz9/e2e5+/vb46lpqbKz8/PbtzZ2Vm+vr52NRfaxrlznC8mJkbe3t7mEhwc/A/3FgAAOLIrCk0//vijOnfufNHxTp06KTEx8R83VWjRokWaP3++FixYoO3bt2vevHn6z3/+o3nz5pXYHMU1ZswYZWZmmsvhw4fLuyUAAFCKrug+TWlpaRe81YC5MWdnHT169B83VejZZ581zzZJUqNGjXTw4EHFxMSof//+CggIMPsKDAy067NJkyaSpICAAKWnp9ttNz8/X8eOHTOfHxAQoLS0NLuawseFNedzc3OTm5vbP99JAABQIVzRmabrrrtOu3fvvuj4zp077cLLP3Xy5Ek5Odm3WKlSJfNeUKGhoQoICNC6devM8aysLG3evFlhYWGSpLCwMGVkZNidAVu/fr0KCgrUqlUrsyY+Pl55eXlmTVxcnOrWratq1aqV2P4AAICK64pCU5cuXfTSSy/ZfZ2/0KlTpzRu3Dh17dq1xJq799579eqrr2rFihU6cOCAlixZoilTpuj++++XJNlsNg0fPlyvvPKKli1bpl27dqlfv34KCgpSt27dJJ39Vl/nzp01cOBAbdmyRd9//72io6MVFRWloKAgSVLv3r3l6uqqAQMGKDk5WQsXLtS0adM0cuTIEtsXAABQsV3RLQfS0tLUrFkzVapUSdHR0apbt64kae/evZo1a5bOnDmj7du3F7mourj+/vtvvfTSS1qyZInS09MVFBSkXr16aezYseY33QzD0Lhx4zRnzhxlZGSoTZs2evvtt3XzzTeb2zl27Jiio6P11VdfycnJSd27d9f06dPl4eFh1uzcuVODBw/W1q1bVaNGDQ0ZMkSjRo2y3Cu3HACAMsItByzjlgOXdyXv31d8n6aDBw9q0KBBWr16tXlnbpvNpoiICM2aNUuhoaHF77wCIzQBQBkhNFlGaLq8K3n/vuIf7A0JCdHKlSt1/Phx/fLLLzIMQzfddBPX/gAAgKvaFYemQtWqVVPLli1LshcAwFWgtM9uHHAv1c0DF1Ws354DAAC41hCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAXFvk8TAFxTuAs1cM3jTBMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFjg8KHp999/10MPPaTq1aurcuXKatSokbZt22aOG4ahsWPHKjAwUJUrV1Z4eLj27dtnt41jx46pT58+8vLyko+PjwYMGKDs7Gy7mp07d+rOO++Uu7u7goODNWnSpDLZPwAAUDE4dGg6fvy47rjjDrm4uOjrr7/WTz/9pMmTJ6tatWpmzaRJkzR9+nTFxsZq8+bNqlq1qiIiInT69Gmzpk+fPkpOTlZcXJyWL1+u+Ph4Pf744+Z4VlaWOnXqpJCQECUmJurNN9/U+PHjNWfOnDLdXwAA4Licy7uBS3njjTcUHBysDz74wFwXGhpq/rNhGHrrrbf04osv6r777pMkffjhh/L399fSpUsVFRWlPXv2aNWqVdq6datatGghSZoxY4a6dOmi//znPwoKCtL8+fOVm5ur999/X66urmrYsKGSkpI0ZcoUu3AFAADOM967lLefWbrbvwIOfaZp2bJlatGihf7973/Lz89PTZs21X//+19zfP/+/UpNTVV4eLi5ztvbW61atVJCQoIkKSEhQT4+PmZgkqTw8HA5OTlp8+bNZk3btm3l6upq1kRERCglJUXHjx8v7d0EAAAVgEOHpv/973+aPXu2brrpJq1evVqDBg3S0KFDNW/ePElSamqqJMnf39/uef7+/uZYamqq/Pz87MadnZ3l6+trV3OhbZw7x/lycnKUlZVltwAAgKuXQ388V1BQoBYtWui1116TJDVt2lS7d+9WbGys+vfvX669xcTEaMKECeXaAwAAKDsOfaYpMDBQDRo0sFtXv359HTp0SJIUEBAgSUpLS7OrSUtLM8cCAgKUnp5uN56fn69jx47Z1VxoG+fOcb4xY8YoMzPTXA4fPlycXQQAABWEQ4emO+64QykpKXbrfv75Z4WEhEg6e1F4QECA1q1bZ45nZWVp8+bNCgsLkySFhYUpIyNDiYmJZs369etVUFCgVq1amTXx8fHKy8sza+Li4lS3bl27b+qdy83NTV5eXnYLAAC4ejl0aBoxYoR++OEHvfbaa/rll1+0YMECzZkzR4MHD5Yk2Ww2DR8+XK+88oqWLVumXbt2qV+/fgoKClK3bt0knT0z1blzZw0cOFBbtmzR999/r+joaEVFRSkoKEiS1Lt3b7m6umrAgAFKTk7WwoULNW3aNI0cObK8dh0AADgYh76mqWXLllqyZInGjBmjiRMnKjQ0VG+99Zb69Olj1jz33HM6ceKEHn/8cWVkZKhNmzZatWqV3N3dzZr58+crOjpaHTt2lJOTk7p3767p06eb497e3lqzZo0GDx6s5s2bq0aNGho7diy3GwAAACabYRhGeTdxNcjKypK3t7cyMzP5qA64GpX2vWgkh7ofzT9Re/SKUt3+Affepbp9SRyLK1Dqx6OUj8WVvH879MdzAAAAjoLQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsc+pYDAGBF2XxDqNSnAODgONMEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAX89hzgyMZ7l8EcmaU/BwBcBTjTBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCAm1tWMLVHryj1OQ68HlnqcwAAUNFwpgkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsqFCh6fXXX5fNZtPw4cPNdadPn9bgwYNVvXp1eXh4qHv37kpLS7N73qFDhxQZGakqVarIz89Pzz77rPLz8+1qNmzYoGbNmsnNzU033nij5s6dWwZ7BAAAKooKE5q2bt2qd955R7feeqvd+hEjRuirr77S4sWLtXHjRh05ckQPPPCAOX7mzBlFRkYqNzdXmzZt0rx58zR37lyNHTvWrNm/f78iIyPVoUMHJSUlafjw4Xrssce0evXqMts/AADg2CpEaMrOzlafPn303//+V9WqVTPXZ2Zm6r333tOUKVN01113qXnz5vrggw+0adMm/fDDD5KkNWvW6KefftLHH3+sJk2a6J577tHLL7+sWbNmKTc3V5IUGxur0NBQTZ48WfXr11d0dLR69OihqVOnlsv+AgAAx1MhQtPgwYMVGRmp8PBwu/WJiYnKy8uzW1+vXj3VqlVLCQkJkqSEhAQ1atRI/v7+Zk1ERISysrKUnJxs1py/7YiICHMbF5KTk6OsrCy7BQAAXL0c/o7gn376qbZv366tW7cWGUtNTZWrq6t8fHzs1vv7+ys1NdWsOTcwFY4Xjl2qJisrS6dOnVLlypWLzB0TE6MJEyYUe78AAEDF4tBnmg4fPqxhw4Zp/vz5cnd3L+927IwZM0aZmZnmcvjw4fJuCQAAlCKHDk2JiYlKT09Xs2bN5OzsLGdnZ23cuFHTp0+Xs7Oz/P39lZubq4yMDLvnpaWlKSAgQJIUEBBQ5Nt0hY8vV+Pl5XXBs0yS5ObmJi8vL7sFAABcvRw6NHXs2FG7du1SUlKSubRo0UJ9+vQx/9nFxUXr1q0zn5OSkqJDhw4pLCxMkhQWFqZdu3YpPT3drImLi5OXl5caNGhg1py7jcKawm0AAAA49DVNnp6euuWWW+zWVa1aVdWrVzfXDxgwQCNHjpSvr6+8vLw0ZMgQhYWFqXXr1pKkTp06qUGDBurbt68mTZqk1NRUvfjiixo8eLDc3NwkSU8++aRmzpyp5557To8++qjWr1+vRYsWacWKFWW7wwAAwGE5dGiyYurUqXJyclL37t2Vk5OjiIgIvf322+Z4pUqVtHz5cg0aNEhhYWGqWrWq+vfvr4kTJ5o1oaGhWrFihUaMGKFp06bp+uuv17vvvquIiIjy2CUAAOCAKlxo2rBhg91jd3d3zZo1S7Nmzbroc0JCQrRy5cpLbrd9+/basWNHSbQIAACuQg59TRMAAICjIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABRXulgMoA+O9y2COzNKfAwCAEsSZJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCAb88BxVR79IpSn+OAe6lPAQCwiDNNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABY4PChKSYmRi1btpSnp6f8/PzUrVs3paSk2NWcPn1agwcPVvXq1eXh4aHu3bsrLS3NrubQoUOKjIxUlSpV5Ofnp2effVb5+fl2NRs2bFCzZs3k5uamG2+8UXPnzi3t3QMAABWEw4emjRs3avDgwfrhhx8UFxenvLw8derUSSdOnDBrRowYoa+++kqLFy/Wxo0bdeTIET3wwAPm+JkzZxQZGanc3Fxt2rRJ8+bN09y5czV27FizZv/+/YqMjFSHDh2UlJSk4cOH67HHHtPq1avLdH8BAIBjci7vBi5n1apVdo/nzp0rPz8/JSYmqm3btsrMzNR7772nBQsW6K677pIkffDBB6pfv75++OEHtW7dWmvWrNFPP/2ktWvXyt/fX02aNNHLL7+sUaNGafz48XJ1dVVsbKxCQ0M1efJkSVL9+vX13XffaerUqYqIiCjz/QYAAI7F4c80nS8zM1OS5OvrK0lKTExUXl6ewsPDzZp69eqpVq1aSkhIkCQlJCSoUaNG8vf3N2siIiKUlZWl5ORks+bcbRTWFG7jfDk5OcrKyrJbAADA1atChaaCggINHz5cd9xxh2655RZJUmpqqlxdXeXj42NX6+/vr9TUVLPm3MBUOF44dqmarKwsnTp1qkgvMTEx8vb2Npfg4OAS2UcAAOCYKlRoGjx4sHbv3q1PP/20vFvRmDFjlJmZaS6HDx8u75YAAEApcvhrmgpFR0dr+fLlio+P1/XXX2+uDwgIUG5urjIyMuzONqWlpSkgIMCs2bJli932Cr9dd27N+d+4S0tLk5eXlypXrlykHzc3N7m5uZXIvgEAAMfn8GeaDMNQdHS0lixZovXr1ys0NNRuvHnz5nJxcdG6devMdSkpKTp06JDCwsIkSWFhYdq1a5fS09PNmri4OHl5ealBgwZmzbnbKKwp3AYAALi2OfyZpsGDB2vBggX68ssv5enpaV6D5O3trcqVK8vb21sDBgzQyJEj5evrKy8vLw0ZMkRhYWFq3bq1JKlTp05q0KCB+vbtq0mTJik1NVUvvviiBg8ebJ4tevLJJzVz5kw999xzevTRR7V+/XotWrRIK1asKLd9BwAAjsPhzzTNnj1bmZmZat++vQIDA81l4cKFZs3UqVPVtWtXde/eXW3btlVAQIC++OILc7xSpUpavny5KlWqpLCwMD300EPq16+fJk6caNaEhoZqxYoViouLU+PGjTV58mS9++673G4AAABIqgBnmgzDuGyNu7u7Zs2apVmzZl20JiQkRCtXrrzkdtq3b68dO3ZccY8AAODq5/BnmgAAABwBoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGg6z6xZs1S7dm25u7urVatW2rJlS3m3BAAAHACh6RwLFy7UyJEjNW7cOG3fvl2NGzdWRESE0tPTy7s1AABQzghN55gyZYoGDhyoRx55RA0aNFBsbKyqVKmi999/v7xbAwAA5YzQ9P/l5uYqMTFR4eHh5jonJyeFh4crISGhHDsDAACOwLm8G3AUf/75p86cOSN/f3+79f7+/tq7d2+R+pycHOXk5JiPMzMzJUlZWVml2mdBzslS3b4kZdmMUp9Dpfw6lQWOhePgWDiW0j4eHAvrrop/N0r5WBS+bxvG5feD0FRMMTExmjBhQpH1wcHB5dBNyfIui0leL5NZKjyOhePgWDgOjoVjKfVXqoyOxd9//y1v70vPRWj6/2rUqKFKlSopLS3Nbn1aWpoCAgKK1I8ZM0YjR440HxcUFOjYsWOqXr26bDZbqfdbWrKyshQcHKzDhw/Ly8urvNu5pnEsHAfHwnFwLBzL1XA8DMPQ33//raCgoMvWEpr+P1dXVzVv3lzr1q1Tt27dJJ0NQuvWrVN0dHSRejc3N7m5udmt8/HxKYNOy4aXl1eF/RfgasOxcBwcC8fBsXAsFf14XO4MUyFC0zlGjhyp/v37q0WLFrrtttv01ltv6cSJE3rkkUfKuzUAAFDOCE3n6Nmzp44ePaqxY8cqNTVVTZo00apVq4pcHA4AAK49hKbzREdHX/DjuGuFm5ubxo0bV+SjR5Q9joXj4Fg4Do6FY7nWjofNsPIdOwAAgGscN7cEAACwgNAEAABgAaEJAADAAkITAKBC4VJclBdCEwCgQnFzc9OePXvKuw1cg7jlAOAgTp06pcTERPn6+qpBgwZ2Y6dPn9aiRYvUr1+/curu2rJnzx798MMPCgsLU7169bR3715NmzZNOTk5euihh3TXXXeVd4vXhHN/qupcZ86c0euvv67q1atLkqZMmVKWbeH/O3HihBYtWqRffvlFgYGB6tWrl3lMrlbccgAXdfjwYY0bN07vv/9+ebdy1fv555/VqVMnHTp0SDabTW3atNGnn36qwMBASWd/AzEoKEhnzpwp506vfqtWrdJ9990nDw8PnTx5UkuWLFG/fv3UuHFjFRQUaOPGjVqzZg3BqQw4OTmpcePGRX6iauPGjWrRooWqVq0qm82m9evXl0+D15gGDRrou+++k6+vrw4fPqy2bdvq+PHjuvnmm/Xrr7/K2dlZP/zwg0JDQ8u71dJjABeRlJRkODk5lXcb14Ru3boZkZGRxtGjR419+/YZkZGRRmhoqHHw4EHDMAwjNTWVY1FGwsLCjBdeeMEwDMP45JNPjGrVqhnPP/+8OT569Gjj7rvvLq/2rikxMTFGaGiosW7dOrv1zs7ORnJycjl1de2y2WxGWlqaYRiG0adPH+P22283MjIyDMMwjL///tsIDw83evXqVZ4tljrONF3Dli1bdsnx//3vf3r66ac5u1EG/P39tXbtWjVq1EjS2Qtdn3rqKa1cuVLffPONqlatypmmMuLt7a3ExETdeOONKigokJubm7Zs2aKmTZtKknbv3q3w8HClpqaWc6fXhq1bt+qhhx7Svffeq5iYGLm4uMjFxUU//vhjkY+xUbqcnJyUmpoqPz8/1alTR7Gxsbr77rvN8U2bNikqKkqHDh0qxy5LF9c0XcO6desmm812yW+i2Gy2Muzo2nXq1Ck5O//fv442m02zZ89WdHS02rVrpwULFpRjd9eewr97Jycnubu72/0CuqenpzIzM8urtWtOy5YtlZiYqMGDB6tFixaaP38+/10qR4Wv/enTp83LBwpdd911Onr0aHm0VWb49tw1LDAwUF988YUKCgouuGzfvr28W7xm1KtXT9u2bSuyfubMmbrvvvv0r3/9qxy6ujbVrl1b+/btMx8nJCSoVq1a5uNDhw4VebNA6fLw8NC8efM0ZswYhYeHc8a1HHXs2FHNmjVTVlaWUlJS7MYOHjx41V8Izpmma1jz5s2VmJio++6774LjlzsLhZJz//3365NPPlHfvn2LjM2cOVMFBQWKjY0th86uPYMGDbJ7U77lllvsxr/++msuAi8nUVFRatOmjRITExUSElLe7Vxzxo0bZ/fYw8PD7vFXX32lO++8syxbKnNc03QN+/bbb3XixAl17tz5guMnTpzQtm3b1K5duzLuDAAAx0NoAgAAsIBrmgAAACwgNAEAAFhAaAIAALCA0AQA55g7d26Rn+0oDpvNpqVLl/7j7QBwHIQmAFedhx9+WN26dSvvNgBcZQhNAAAAFhCaAFxTpkyZokaNGqlq1aoKDg7WU089pezs7CJ1S5cu1U033SR3d3dFRETo8OHDduNffvmlmjVrJnd3d91www2aMGGC8vPzLzhnbm6uoqOjFRgYKHd3d4WEhCgmJqZU9g9A6SE0AbimODk5afr06UpOTta8efO0fv16Pffcc3Y1J0+e1KuvvqoPP/xQ33//vTIyMhQVFWWOf/vtt+rXr5+GDRumn376Se+8847mzp2rV1999YJzTp8+XcuWLdOiRYuUkpKi+fPnq3bt2qW5mwBKATe3BHDVefjhh5WRkWHpQuzPPvtMTz75pP78809JZy8Ef+SRR/TDDz+oVatWkqS9e/eqfv362rx5s2677TaFh4erY8eOGjNmjLmdjz/+WM8995yOHDki6eyF4EuWLFG3bt00dOhQJScna+3atfzYLFCBcaYJwDVl7dq16tixo6677jp5enqqb9+++uuvv3Ty5EmzxtnZWS1btjQf16tXTz4+PtqzZ48k6ccff9TEiRPl4eFhLgMHDtQff/xht51CDz/8sJKSklS3bl0NHTpUa9asKf0dBVDiCE0ArhkHDhxQ165ddeutt+rzzz9XYmKiZs2aJensdUdWZWdna8KECUpKSjKXXbt2ad++fXJ3dy9S36xZM+3fv18vv/yyTp06pQcffFA9evQosf0CUDacy7sBACgriYmJKigo0OTJk+XkdPb/GRctWlSkLj8/X9u2bdNtt90mSUpJSVFGRobq168v6WwISklJ0Y033mh5bi8vL/Xs2VM9e/ZUjx491LlzZx07dky+vr4lsGcAygKhCcBVKTMzU0lJSXbratSooby8PM2YMUP33nuvvv/+e8XGxhZ5rouLi4YMGaLp06fL2dlZ0dHRat26tRmixo4dq65du6pWrVrq0aOHnJyc9OOPP2r37t165ZVXimxvypQpCgwMVNOmTeXk5KTFixcrICCgRG6iCaDs8PEcgKvShg0b1LRpU7vlo48+0pQpU/TGG2/olltu0fz58y/41f8qVapo1KhR6t27t+644w55eHho4cKF5nhERISWL1+uNWvWqGXLlmrdurWmTp2qkJCQC/bi6empSZMmqUWLFmrZsqUOHDiglStXmme7AFQMfHsOAADAAv43BwAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAAIAFhCYAAAALCE0AAAAW/D8uBoyZhH7KHAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -244,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 18, "id": "5ffcfdeb-55c8-4c3a-bff7-9319431dd655", "metadata": { "tags": [] @@ -252,7 +261,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -266,7 +275,7 @@ "\n", "highest_probabilities = wrong_preds['Highest Probability']\n", "\n", - "plt.hist(highest_probabilities, bins=10, edgecolor='black')\n", + "plt.hist(highest_probabilities, bins=10)\n", "plt.xlabel('Probability')\n", "plt.ylabel('Frequency')\n", "plt.title('Distribution of Highest Probabilities With Incorrect Predictions')\n", @@ -275,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 13, "id": "49f7c874-4e8b-4586-8693-623332fbde97", "metadata": { "tags": [] @@ -287,7 +296,7 @@ "8377" ] }, - "execution_count": 47, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -300,7 +309,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 14, "id": "9af10cab-d249-4081-977e-8fdb8533984e", "metadata": { "tags": [] @@ -339,8 +348,8 @@ " 21302\n", " 21302\n", " This thing sounds amazing! One of the best hea...\n", + " 5\n", " 4\n", - " 3\n", " 0.987897\n", " \n", " \n", @@ -352,10 +361,10 @@ "21302 21302 This thing sounds amazing! One of the best hea... \n", "\n", " Predicted Actual Highest Probability \n", - "21302 4 3 0.987897 " + "21302 5 4 0.987897 " ] }, - "execution_count": 26, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -367,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 15, "id": "4a650170-e239-4615-8ff0-a01a4e6b9bf1", "metadata": { "tags": [] @@ -406,8 +415,8 @@ " 125260\n", " 125260\n", " The game isn't bad for a bunch of unrelated mu...\n", - " 1\n", " 2\n", + " 3\n", " 0.225085\n", " \n", " \n", @@ -419,10 +428,10 @@ "125260 125260 The game isn't bad for a bunch of unrelated mu... \n", "\n", " Predicted Actual Highest Probability \n", - "125260 1 2 0.225085 " + "125260 2 3 0.225085 " ] }, - "execution_count": 28, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -434,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 16, "id": "e8870b6f-0b0a-48bd-8ce1-740814887d7d", "metadata": { "tags": [] @@ -473,40 +482,40 @@ " 10436\n", " 10436\n", " did not come with power cord My order was righ...\n", + " 3\n", " 2\n", - " 1\n", " 0.450022\n", " \n", " \n", " 62775\n", " 62775\n", " This piece of technology feels a lot like that...\n", + " 3\n", " 2\n", - " 1\n", " 0.450026\n", " \n", " \n", " 122414\n", " 122414\n", " Otherwise fine. The cord came out. had to unsc...\n", - " 1\n", " 2\n", + " 3\n", " 0.450046\n", " \n", " \n", " 140997\n", " 140997\n", " Ridoculous Rubber I tried them out with a raci...\n", + " 3\n", " 2\n", - " 1\n", " 0.450064\n", " \n", " \n", " 19477\n", " 19477\n", " I've played it on a friends system - and hones...\n", + " 2\n", " 1\n", - " 0\n", " 0.450067\n", " \n", " \n", @@ -521,40 +530,40 @@ " 45252\n", " 45252\n", " A solid product by itself, but it didn't fit ....\n", + " 3\n", " 2\n", - " 1\n", " 0.549941\n", " \n", " \n", " 132799\n", " 132799\n", " Meh If you have gotten tired of all of your ot...\n", + " 4\n", " 3\n", - " 2\n", " 0.549947\n", " \n", " \n", " 46400\n", " 46400\n", " good game. It came to me just when I expected ...\n", - " 3\n", " 4\n", + " 5\n", " 0.549951\n", " \n", " \n", " 49404\n", " 49404\n", " ... knew before I bought this that it would be...\n", + " 3\n", " 2\n", - " 1\n", " 0.549975\n", " \n", " \n", " 152071\n", " 152071\n", " poor quality Battery pack constantly disconnec...\n", + " 2\n", " 1\n", - " 0\n", " 0.549975\n", " \n", " \n", @@ -577,22 +586,22 @@ "152071 152071 poor quality Battery pack constantly disconnec... \n", "\n", " Predicted Actual Highest Probability \n", - "10436 2 1 0.450022 \n", - "62775 2 1 0.450026 \n", - "122414 1 2 0.450046 \n", - "140997 2 1 0.450064 \n", - "19477 1 0 0.450067 \n", + "10436 3 2 0.450022 \n", + "62775 3 2 0.450026 \n", + "122414 2 3 0.450046 \n", + "140997 3 2 0.450064 \n", + "19477 2 1 0.450067 \n", "... ... ... ... \n", - "45252 2 1 0.549941 \n", - "132799 3 2 0.549947 \n", - "46400 3 4 0.549951 \n", - "49404 2 1 0.549975 \n", - "152071 1 0 0.549975 \n", + "45252 3 2 0.549941 \n", + "132799 4 3 0.549947 \n", + "46400 4 5 0.549951 \n", + "49404 3 2 0.549975 \n", + "152071 2 1 0.549975 \n", "\n", "[8310 rows x 5 columns]" ] }, - "execution_count": 40, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -605,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "id": "1d5a5b55-7a4e-459f-ab03-4183f7255529", "metadata": { "tags": [] @@ -644,8 +653,8 @@ " 132799\n", " 132799\n", " Meh If you have gotten tired of all of your ot...\n", + " 4\n", " 3\n", - " 2\n", " 0.549947\n", " \n", " \n", @@ -657,10 +666,10 @@ "132799 132799 Meh If you have gotten tired of all of your ot... \n", "\n", " Predicted Actual Highest Probability \n", - "132799 3 2 0.549947 " + "132799 4 3 0.549947 " ] }, - "execution_count": 41, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -687,7 +696,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.10.1" } }, "nbformat": 4,