{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Self made RP3-beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import helpers\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import scipy.sparse as sparse\n",
    "from collections import defaultdict\n",
    "from itertools import chain\n",
    "import random\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "train_read = pd.read_csv(\"./Datasets/ml-100k/train.csv\", sep=\"\\t\", header=None)\n",
    "test_read = pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None)\n",
    "(\n",
    "    train_ui,\n",
    "    test_ui,\n",
    "    user_code_id,\n",
    "    user_id_code,\n",
    "    item_code_id,\n",
    "    item_id_code,\n",
    ") = helpers.data_to_csr(train_read, test_read)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RP3Beta:\n",
    "    def fit(self, train_ui, alpha, beta):\n",
    "        \"\"\"We weight our edges by user's explicit ratings so if user rated movie high we'll follow that path\n",
    "        with higher probability.\"\"\"\n",
    "        self.train_ui = train_ui\n",
    "        self.train_iu = train_ui.transpose()\n",
    "\n",
    "        self.alpha = alpha\n",
    "        self.beta = beta\n",
    "\n",
    "        # Define Pui\n",
    "        Pui = sparse.csr_matrix(self.train_ui / self.train_ui.sum(axis=1))\n",
    "\n",
    "        # Define Piu\n",
    "        to_divide = np.vectorize(lambda x: x if x > 0 else 1)(\n",
    "            self.train_iu.sum(axis=1)\n",
    "        )  # to avoid dividing by zero\n",
    "        Piu = sparse.csr_matrix(self.train_iu / to_divide)\n",
    "        item_orders = (self.train_ui > 0).sum(axis=0)\n",
    "\n",
    "        Pui = Pui.power(self.alpha)\n",
    "        Piu = Piu.power(self.alpha)\n",
    "\n",
    "        P3 = Pui * Piu * Pui\n",
    "\n",
    "        P3 /= np.power(\n",
    "            np.vectorize(lambda x: x if x > 0 else 1)(item_orders), self.beta\n",
    "        )\n",
    "\n",
    "        self.estimations = np.array(P3)\n",
    "\n",
    "    def recommend(self, user_code_id, item_code_id, topK=10):\n",
    "\n",
    "        top_k = defaultdict(list)\n",
    "        for nb_user, user in enumerate(self.estimations):\n",
    "\n",
    "            user_rated = self.train_ui.indices[\n",
    "                self.train_ui.indptr[nb_user] : self.train_ui.indptr[nb_user + 1]\n",
    "            ]\n",
    "            for item, score in enumerate(user):\n",
    "                if item not in user_rated and not np.isnan(score):\n",
    "                    top_k[user_code_id[nb_user]].append((item_code_id[item], score))\n",
    "        result = []\n",
    "        # Let's choose k best items in the format: (user, item1, score1, item2, score2, ...)\n",
    "        for uid, item_scores in top_k.items():\n",
    "            item_scores.sort(key=lambda x: x[1], reverse=True)\n",
    "            result.append([uid] + list(chain(*item_scores[:topK])))\n",
    "        return result\n",
    "\n",
    "    def estimate(self, user_code_id, item_code_id, test_ui):\n",
    "        result = []\n",
    "        for user, item in zip(*test_ui.nonzero()):\n",
    "            result.append(\n",
    "                [\n",
    "                    user_code_id[user],\n",
    "                    item_code_id[item],\n",
    "                    self.estimations[user, item]\n",
    "                    if not np.isnan(self.estimations[user, item])\n",
    "                    else 1,\n",
    "                ]\n",
    "            )\n",
    "        return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = RP3Beta()\n",
    "model.fit(train_ui, alpha=1, beta=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_n = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
    "\n",
    "top_n.to_csv(\n",
    "    \"Recommendations generated/ml-100k/Self_P3_reco.csv\", index=False, header=False\n",
    ")\n",
    "\n",
    "estimations = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
    "estimations.to_csv(\n",
    "    \"Recommendations generated/ml-100k/Self_P3_estimations.csv\",\n",
    "    index=False,\n",
    "    header=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "943it [00:00, 6688.11it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>F_1</th>\n",
       "      <th>F_05</th>\n",
       "      <th>precision_super</th>\n",
       "      <th>recall_super</th>\n",
       "      <th>NDCG</th>\n",
       "      <th>mAP</th>\n",
       "      <th>MRR</th>\n",
       "      <th>LAUC</th>\n",
       "      <th>HR</th>\n",
       "      <th>H2R</th>\n",
       "      <th>Reco in test</th>\n",
       "      <th>Test coverage</th>\n",
       "      <th>Shannon</th>\n",
       "      <th>Gini</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.702446</td>\n",
       "      <td>3.527273</td>\n",
       "      <td>0.282185</td>\n",
       "      <td>0.192092</td>\n",
       "      <td>0.186749</td>\n",
       "      <td>0.21698</td>\n",
       "      <td>0.204185</td>\n",
       "      <td>0.240096</td>\n",
       "      <td>0.339114</td>\n",
       "      <td>0.204905</td>\n",
       "      <td>0.572157</td>\n",
       "      <td>0.593544</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.685048</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.077201</td>\n",
       "      <td>3.875892</td>\n",
       "      <td>0.974947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RMSE       MAE  precision    recall       F_1     F_05  \\\n",
       "0  3.702446  3.527273   0.282185  0.192092  0.186749  0.21698   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.204185      0.240096  0.339114  0.204905  0.572157  0.593544   \n",
       "\n",
       "         HR       H2R  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.875928  0.685048           1.0       0.077201  3.875892  0.974947  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import evaluation_measures as ev\n",
    "\n",
    "estimations_df = pd.read_csv(\n",
    "    \"Recommendations generated/ml-100k/Self_P3_estimations.csv\", header=None\n",
    ")\n",
    "reco = np.loadtxt(\"Recommendations generated/ml-100k/Self_P3_reco.csv\", delimiter=\",\")\n",
    "\n",
    "ev.evaluate(\n",
    "    test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
    "    estimations_df=estimations_df,\n",
    "    reco=reco,\n",
    "    super_reactions=[4, 5],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let's check hyperparameters"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Alpha</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>F_1</th>\n",
       "      <th>F_05</th>\n",
       "      <th>precision_super</th>\n",
       "      <th>recall_super</th>\n",
       "      <th>NDCG</th>\n",
       "      <th>mAP</th>\n",
       "      <th>MRR</th>\n",
       "      <th>LAUC</th>\n",
       "      <th>HR</th>\n",
       "      <th>H2R</th>\n",
       "      <th>Reco in test</th>\n",
       "      <th>Test coverage</th>\n",
       "      <th>Shannon</th>\n",
       "      <th>Gini</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.2</td>\n",
       "      <td>268.177832</td>\n",
       "      <td>211.732649</td>\n",
       "      <td>0.262672</td>\n",
       "      <td>0.166858</td>\n",
       "      <td>0.166277</td>\n",
       "      <td>0.197184</td>\n",
       "      <td>0.187661</td>\n",
       "      <td>0.203252</td>\n",
       "      <td>0.320910</td>\n",
       "      <td>0.196132</td>\n",
       "      <td>0.563378</td>\n",
       "      <td>0.580866</td>\n",
       "      <td>0.850477</td>\n",
       "      <td>0.629905</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.060606</td>\n",
       "      <td>3.669627</td>\n",
       "      <td>0.979636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.4</td>\n",
       "      <td>10.546689</td>\n",
       "      <td>7.792373</td>\n",
       "      <td>0.268505</td>\n",
       "      <td>0.172669</td>\n",
       "      <td>0.171569</td>\n",
       "      <td>0.202643</td>\n",
       "      <td>0.192489</td>\n",
       "      <td>0.212653</td>\n",
       "      <td>0.326760</td>\n",
       "      <td>0.200172</td>\n",
       "      <td>0.565148</td>\n",
       "      <td>0.583801</td>\n",
       "      <td>0.854719</td>\n",
       "      <td>0.644751</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.064214</td>\n",
       "      <td>3.726996</td>\n",
       "      <td>0.978426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.6</td>\n",
       "      <td>3.143988</td>\n",
       "      <td>2.948790</td>\n",
       "      <td>0.274655</td>\n",
       "      <td>0.180502</td>\n",
       "      <td>0.177820</td>\n",
       "      <td>0.208730</td>\n",
       "      <td>0.198176</td>\n",
       "      <td>0.222746</td>\n",
       "      <td>0.332872</td>\n",
       "      <td>0.203290</td>\n",
       "      <td>0.568872</td>\n",
       "      <td>0.587738</td>\n",
       "      <td>0.870626</td>\n",
       "      <td>0.657476</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.065657</td>\n",
       "      <td>3.785282</td>\n",
       "      <td>0.977090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.8</td>\n",
       "      <td>3.670728</td>\n",
       "      <td>3.495735</td>\n",
       "      <td>0.281972</td>\n",
       "      <td>0.189868</td>\n",
       "      <td>0.185300</td>\n",
       "      <td>0.216071</td>\n",
       "      <td>0.203541</td>\n",
       "      <td>0.236751</td>\n",
       "      <td>0.339867</td>\n",
       "      <td>0.206688</td>\n",
       "      <td>0.573729</td>\n",
       "      <td>0.592432</td>\n",
       "      <td>0.874867</td>\n",
       "      <td>0.685048</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.070707</td>\n",
       "      <td>3.832415</td>\n",
       "      <td>0.975998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>3.702446</td>\n",
       "      <td>3.527273</td>\n",
       "      <td>0.282185</td>\n",
       "      <td>0.192092</td>\n",
       "      <td>0.186749</td>\n",
       "      <td>0.216980</td>\n",
       "      <td>0.204185</td>\n",
       "      <td>0.240096</td>\n",
       "      <td>0.339114</td>\n",
       "      <td>0.204905</td>\n",
       "      <td>0.572157</td>\n",
       "      <td>0.593544</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.685048</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.077201</td>\n",
       "      <td>3.875892</td>\n",
       "      <td>0.974947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.2</td>\n",
       "      <td>3.704441</td>\n",
       "      <td>3.529251</td>\n",
       "      <td>0.280912</td>\n",
       "      <td>0.193633</td>\n",
       "      <td>0.187311</td>\n",
       "      <td>0.216872</td>\n",
       "      <td>0.203004</td>\n",
       "      <td>0.240588</td>\n",
       "      <td>0.338049</td>\n",
       "      <td>0.203453</td>\n",
       "      <td>0.571830</td>\n",
       "      <td>0.594313</td>\n",
       "      <td>0.883351</td>\n",
       "      <td>0.681866</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.085859</td>\n",
       "      <td>3.910718</td>\n",
       "      <td>0.974073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.4</td>\n",
       "      <td>3.704580</td>\n",
       "      <td>3.529388</td>\n",
       "      <td>0.273595</td>\n",
       "      <td>0.190651</td>\n",
       "      <td>0.183874</td>\n",
       "      <td>0.212183</td>\n",
       "      <td>0.199464</td>\n",
       "      <td>0.239118</td>\n",
       "      <td>0.329550</td>\n",
       "      <td>0.195433</td>\n",
       "      <td>0.566171</td>\n",
       "      <td>0.592793</td>\n",
       "      <td>0.871686</td>\n",
       "      <td>0.675504</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.107504</td>\n",
       "      <td>3.961915</td>\n",
       "      <td>0.972674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.6</td>\n",
       "      <td>3.704591</td>\n",
       "      <td>3.529399</td>\n",
       "      <td>0.263097</td>\n",
       "      <td>0.186255</td>\n",
       "      <td>0.178709</td>\n",
       "      <td>0.205170</td>\n",
       "      <td>0.191094</td>\n",
       "      <td>0.232920</td>\n",
       "      <td>0.317439</td>\n",
       "      <td>0.184917</td>\n",
       "      <td>0.552349</td>\n",
       "      <td>0.590545</td>\n",
       "      <td>0.868505</td>\n",
       "      <td>0.669141</td>\n",
       "      <td>0.999576</td>\n",
       "      <td>0.156566</td>\n",
       "      <td>4.060156</td>\n",
       "      <td>0.969203</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Alpha        RMSE         MAE  precision    recall       F_1      F_05  \\\n",
       "0    0.2  268.177832  211.732649   0.262672  0.166858  0.166277  0.197184   \n",
       "0    0.4   10.546689    7.792373   0.268505  0.172669  0.171569  0.202643   \n",
       "0    0.6    3.143988    2.948790   0.274655  0.180502  0.177820  0.208730   \n",
       "0    0.8    3.670728    3.495735   0.281972  0.189868  0.185300  0.216071   \n",
       "0    1.0    3.702446    3.527273   0.282185  0.192092  0.186749  0.216980   \n",
       "0    1.2    3.704441    3.529251   0.280912  0.193633  0.187311  0.216872   \n",
       "0    1.4    3.704580    3.529388   0.273595  0.190651  0.183874  0.212183   \n",
       "0    1.6    3.704591    3.529399   0.263097  0.186255  0.178709  0.205170   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.187661      0.203252  0.320910  0.196132  0.563378  0.580866   \n",
       "0         0.192489      0.212653  0.326760  0.200172  0.565148  0.583801   \n",
       "0         0.198176      0.222746  0.332872  0.203290  0.568872  0.587738   \n",
       "0         0.203541      0.236751  0.339867  0.206688  0.573729  0.592432   \n",
       "0         0.204185      0.240096  0.339114  0.204905  0.572157  0.593544   \n",
       "0         0.203004      0.240588  0.338049  0.203453  0.571830  0.594313   \n",
       "0         0.199464      0.239118  0.329550  0.195433  0.566171  0.592793   \n",
       "0         0.191094      0.232920  0.317439  0.184917  0.552349  0.590545   \n",
       "\n",
       "         HR       H2R  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.850477  0.629905      1.000000       0.060606  3.669627  0.979636  \n",
       "0  0.854719  0.644751      1.000000       0.064214  3.726996  0.978426  \n",
       "0  0.870626  0.657476      1.000000       0.065657  3.785282  0.977090  \n",
       "0  0.874867  0.685048      1.000000       0.070707  3.832415  0.975998  \n",
       "0  0.875928  0.685048      1.000000       0.077201  3.875892  0.974947  \n",
       "0  0.883351  0.681866      1.000000       0.085859  3.910718  0.974073  \n",
       "0  0.871686  0.675504      1.000000       0.107504  3.961915  0.972674  \n",
       "0  0.868505  0.669141      0.999576       0.156566  4.060156  0.969203  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "result = []\n",
    "for alpha in tqdm([round(i, 1) for i in np.arange(0.2, 1.6001, 0.2)]):\n",
    "    model = RP3Beta()\n",
    "    model.fit(train_ui, alpha=alpha, beta=0)\n",
    "    reco = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
    "    estimations_df = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
    "    to_append = ev.evaluate(\n",
    "        test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
    "        estimations_df=estimations_df,\n",
    "        reco=np.array(reco),\n",
    "        super_reactions=[4, 5],\n",
    "    )\n",
    "    to_append.insert(0, \"Alpha\", alpha)\n",
    "    result.append(to_append)\n",
    "\n",
    "result = pd.concat(result)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x3024 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics = list(result.columns[[i not in [\"Alpha\"] for i in result.columns]])\n",
    "\n",
    "charts_per_row = 6\n",
    "charts_per_column = 3\n",
    "\n",
    "fig, axes = plt.subplots(\n",
    "    nrows=charts_per_row, ncols=charts_per_column, figsize=(18, 7 * charts_per_row)\n",
    ")\n",
    "import itertools\n",
    "\n",
    "to_iter = [\n",
    "    i for i in itertools.product(range(charts_per_row), range(charts_per_column))\n",
    "]\n",
    "\n",
    "for i in range(len(metrics)):\n",
    "    df = result[[\"Alpha\", metrics[i]]]\n",
    "    df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/10 [00:00<?, ?it/s]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 7004.93it/s]\u001b[A\n",
      " 10%|█         | 1/10 [00:13<02:05, 13.94s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 7040.39it/s]\u001b[A\n",
      " 20%|██        | 2/10 [00:27<01:51, 13.96s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 7120.98it/s]\u001b[A\n",
      " 30%|███       | 3/10 [00:41<01:37, 13.91s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 7008.88it/s]\u001b[A\n",
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     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Beta</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>F_1</th>\n",
       "      <th>F_05</th>\n",
       "      <th>precision_super</th>\n",
       "      <th>recall_super</th>\n",
       "      <th>NDCG</th>\n",
       "      <th>mAP</th>\n",
       "      <th>MRR</th>\n",
       "      <th>LAUC</th>\n",
       "      <th>HR</th>\n",
       "      <th>H2R</th>\n",
       "      <th>Reco in test</th>\n",
       "      <th>Test coverage</th>\n",
       "      <th>Shannon</th>\n",
       "      <th>Gini</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>3.702446</td>\n",
       "      <td>3.527273</td>\n",
       "      <td>0.282185</td>\n",
       "      <td>0.192092</td>\n",
       "      <td>0.186749</td>\n",
       "      <td>0.216980</td>\n",
       "      <td>0.204185</td>\n",
       "      <td>0.240096</td>\n",
       "      <td>0.339114</td>\n",
       "      <td>0.204905</td>\n",
       "      <td>0.572157</td>\n",
       "      <td>0.593544</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.685048</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.077201</td>\n",
       "      <td>3.875892</td>\n",
       "      <td>0.974947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.1</td>\n",
       "      <td>3.703312</td>\n",
       "      <td>3.528128</td>\n",
       "      <td>0.290138</td>\n",
       "      <td>0.197597</td>\n",
       "      <td>0.192259</td>\n",
       "      <td>0.223336</td>\n",
       "      <td>0.210944</td>\n",
       "      <td>0.246153</td>\n",
       "      <td>0.347768</td>\n",
       "      <td>0.212034</td>\n",
       "      <td>0.581038</td>\n",
       "      <td>0.596328</td>\n",
       "      <td>0.884411</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.085137</td>\n",
       "      <td>3.957416</td>\n",
       "      <td>0.972784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.2</td>\n",
       "      <td>3.703825</td>\n",
       "      <td>3.528636</td>\n",
       "      <td>0.297137</td>\n",
       "      <td>0.201202</td>\n",
       "      <td>0.196067</td>\n",
       "      <td>0.228169</td>\n",
       "      <td>0.218026</td>\n",
       "      <td>0.252767</td>\n",
       "      <td>0.355655</td>\n",
       "      <td>0.219909</td>\n",
       "      <td>0.588904</td>\n",
       "      <td>0.598160</td>\n",
       "      <td>0.886532</td>\n",
       "      <td>0.697773</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.094517</td>\n",
       "      <td>4.053212</td>\n",
       "      <td>0.969980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.3</td>\n",
       "      <td>3.704130</td>\n",
       "      <td>3.528939</td>\n",
       "      <td>0.303499</td>\n",
       "      <td>0.204749</td>\n",
       "      <td>0.199901</td>\n",
       "      <td>0.232829</td>\n",
       "      <td>0.225107</td>\n",
       "      <td>0.260797</td>\n",
       "      <td>0.363757</td>\n",
       "      <td>0.226825</td>\n",
       "      <td>0.599969</td>\n",
       "      <td>0.599964</td>\n",
       "      <td>0.888653</td>\n",
       "      <td>0.707317</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.105339</td>\n",
       "      <td>4.147779</td>\n",
       "      <td>0.966948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.4</td>\n",
       "      <td>3.704313</td>\n",
       "      <td>3.529120</td>\n",
       "      <td>0.308908</td>\n",
       "      <td>0.208811</td>\n",
       "      <td>0.203854</td>\n",
       "      <td>0.237241</td>\n",
       "      <td>0.229614</td>\n",
       "      <td>0.266918</td>\n",
       "      <td>0.370758</td>\n",
       "      <td>0.232673</td>\n",
       "      <td>0.609385</td>\n",
       "      <td>0.602014</td>\n",
       "      <td>0.895016</td>\n",
       "      <td>0.718982</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.132035</td>\n",
       "      <td>4.259682</td>\n",
       "      <td>0.962989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.5</td>\n",
       "      <td>3.704422</td>\n",
       "      <td>3.529229</td>\n",
       "      <td>0.314316</td>\n",
       "      <td>0.211411</td>\n",
       "      <td>0.206768</td>\n",
       "      <td>0.240986</td>\n",
       "      <td>0.237124</td>\n",
       "      <td>0.273416</td>\n",
       "      <td>0.378307</td>\n",
       "      <td>0.239297</td>\n",
       "      <td>0.622792</td>\n",
       "      <td>0.603327</td>\n",
       "      <td>0.903499</td>\n",
       "      <td>0.724284</td>\n",
       "      <td>0.999046</td>\n",
       "      <td>0.168831</td>\n",
       "      <td>4.411281</td>\n",
       "      <td>0.956648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.6</td>\n",
       "      <td>3.704488</td>\n",
       "      <td>3.529295</td>\n",
       "      <td>0.314634</td>\n",
       "      <td>0.206209</td>\n",
       "      <td>0.204818</td>\n",
       "      <td>0.240159</td>\n",
       "      <td>0.242489</td>\n",
       "      <td>0.273850</td>\n",
       "      <td>0.376438</td>\n",
       "      <td>0.238428</td>\n",
       "      <td>0.622042</td>\n",
       "      <td>0.600721</td>\n",
       "      <td>0.897137</td>\n",
       "      <td>0.720042</td>\n",
       "      <td>0.996394</td>\n",
       "      <td>0.212843</td>\n",
       "      <td>4.621938</td>\n",
       "      <td>0.945932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.7</td>\n",
       "      <td>3.704528</td>\n",
       "      <td>3.529335</td>\n",
       "      <td>0.304136</td>\n",
       "      <td>0.187298</td>\n",
       "      <td>0.191990</td>\n",
       "      <td>0.228749</td>\n",
       "      <td>0.238305</td>\n",
       "      <td>0.256201</td>\n",
       "      <td>0.358807</td>\n",
       "      <td>0.226808</td>\n",
       "      <td>0.593897</td>\n",
       "      <td>0.591207</td>\n",
       "      <td>0.868505</td>\n",
       "      <td>0.693531</td>\n",
       "      <td>0.983033</td>\n",
       "      <td>0.256854</td>\n",
       "      <td>4.898568</td>\n",
       "      <td>0.928065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.8</td>\n",
       "      <td>3.704552</td>\n",
       "      <td>3.529360</td>\n",
       "      <td>0.266384</td>\n",
       "      <td>0.147571</td>\n",
       "      <td>0.158660</td>\n",
       "      <td>0.194838</td>\n",
       "      <td>0.214485</td>\n",
       "      <td>0.209336</td>\n",
       "      <td>0.299850</td>\n",
       "      <td>0.184356</td>\n",
       "      <td>0.492852</td>\n",
       "      <td>0.571152</td>\n",
       "      <td>0.803818</td>\n",
       "      <td>0.604454</td>\n",
       "      <td>0.936373</td>\n",
       "      <td>0.341270</td>\n",
       "      <td>5.257397</td>\n",
       "      <td>0.895882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.9</td>\n",
       "      <td>3.704567</td>\n",
       "      <td>3.529375</td>\n",
       "      <td>0.162354</td>\n",
       "      <td>0.076967</td>\n",
       "      <td>0.089233</td>\n",
       "      <td>0.114583</td>\n",
       "      <td>0.134657</td>\n",
       "      <td>0.113253</td>\n",
       "      <td>0.160868</td>\n",
       "      <td>0.085486</td>\n",
       "      <td>0.243590</td>\n",
       "      <td>0.535405</td>\n",
       "      <td>0.580064</td>\n",
       "      <td>0.400848</td>\n",
       "      <td>0.800106</td>\n",
       "      <td>0.415584</td>\n",
       "      <td>5.563910</td>\n",
       "      <td>0.857396</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Beta      RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0   0.0  3.702446  3.527273   0.282185  0.192092  0.186749  0.216980   \n",
       "0   0.1  3.703312  3.528128   0.290138  0.197597  0.192259  0.223336   \n",
       "0   0.2  3.703825  3.528636   0.297137  0.201202  0.196067  0.228169   \n",
       "0   0.3  3.704130  3.528939   0.303499  0.204749  0.199901  0.232829   \n",
       "0   0.4  3.704313  3.529120   0.308908  0.208811  0.203854  0.237241   \n",
       "0   0.5  3.704422  3.529229   0.314316  0.211411  0.206768  0.240986   \n",
       "0   0.6  3.704488  3.529295   0.314634  0.206209  0.204818  0.240159   \n",
       "0   0.7  3.704528  3.529335   0.304136  0.187298  0.191990  0.228749   \n",
       "0   0.8  3.704552  3.529360   0.266384  0.147571  0.158660  0.194838   \n",
       "0   0.9  3.704567  3.529375   0.162354  0.076967  0.089233  0.114583   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.204185      0.240096  0.339114  0.204905  0.572157  0.593544   \n",
       "0         0.210944      0.246153  0.347768  0.212034  0.581038  0.596328   \n",
       "0         0.218026      0.252767  0.355655  0.219909  0.588904  0.598160   \n",
       "0         0.225107      0.260797  0.363757  0.226825  0.599969  0.599964   \n",
       "0         0.229614      0.266918  0.370758  0.232673  0.609385  0.602014   \n",
       "0         0.237124      0.273416  0.378307  0.239297  0.622792  0.603327   \n",
       "0         0.242489      0.273850  0.376438  0.238428  0.622042  0.600721   \n",
       "0         0.238305      0.256201  0.358807  0.226808  0.593897  0.591207   \n",
       "0         0.214485      0.209336  0.299850  0.184356  0.492852  0.571152   \n",
       "0         0.134657      0.113253  0.160868  0.085486  0.243590  0.535405   \n",
       "\n",
       "         HR       H2R  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.875928  0.685048      1.000000       0.077201  3.875892  0.974947  \n",
       "0  0.884411  0.695652      1.000000       0.085137  3.957416  0.972784  \n",
       "0  0.886532  0.697773      1.000000       0.094517  4.053212  0.969980  \n",
       "0  0.888653  0.707317      1.000000       0.105339  4.147779  0.966948  \n",
       "0  0.895016  0.718982      0.999894       0.132035  4.259682  0.962989  \n",
       "0  0.903499  0.724284      0.999046       0.168831  4.411281  0.956648  \n",
       "0  0.897137  0.720042      0.996394       0.212843  4.621938  0.945932  \n",
       "0  0.868505  0.693531      0.983033       0.256854  4.898568  0.928065  \n",
       "0  0.803818  0.604454      0.936373       0.341270  5.257397  0.895882  \n",
       "0  0.580064  0.400848      0.800106       0.415584  5.563910  0.857396  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "\n",
    "result = []\n",
    "for beta in tqdm([round(i, 1) for i in np.arange(0, 1, 0.1)]):\n",
    "    model = RP3Beta()\n",
    "    model.fit(train_ui, alpha=1, beta=beta)\n",
    "    reco = pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
    "    estimations_df = pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
    "    to_append = ev.evaluate(\n",
    "        test=pd.read_csv(\"./Datasets/ml-100k/test.csv\", sep=\"\\t\", header=None),\n",
    "        estimations_df=estimations_df,\n",
    "        reco=np.array(reco),\n",
    "        super_reactions=[4, 5],\n",
    "    )\n",
    "    to_append.insert(0, \"Beta\", beta)\n",
    "    result.append(to_append)\n",
    "\n",
    "result = pd.concat(result)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x3024 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics = list(result.columns[[i not in [\"Beta\"] for i in result.columns]])\n",
    "\n",
    "charts_per_row = 6\n",
    "charts_per_column = 3\n",
    "\n",
    "fig, axes = plt.subplots(\n",
    "    nrows=charts_per_row, ncols=charts_per_column, figsize=(18, 7 * charts_per_row)\n",
    ")\n",
    "import itertools\n",
    "\n",
    "to_iter = [\n",
    "    i for i in itertools.product(range(charts_per_row), range(charts_per_column))\n",
    "]\n",
    "\n",
    "for i in range(len(metrics)):\n",
    "    df = result[[\"Beta\", metrics[i]]]\n",
    "    df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check sample recommendations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>37092</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Contact (1997)</td>\n",
       "      <td>Drama, Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3058</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Star Wars (1977)</td>\n",
       "      <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60433</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Singin' in the Rain (1952)</td>\n",
       "      <td>Musical, Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50247</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>M*A*S*H (1970)</td>\n",
       "      <td>Comedy, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73459</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>All About Eve (1950)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15015</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Peacemaker, The (1997)</td>\n",
       "      <td>Action, Thriller, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18355</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Edge, The (1997)</td>\n",
       "      <td>Adventure, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20398</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Return of the Jedi (1983)</td>\n",
       "      <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40029</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Rear Window (1954)</td>\n",
       "      <td>Mystery, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66194</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>In the Line of Fire (1993)</td>\n",
       "      <td>Action, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25627</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Citizen Kane (1941)</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27344</th>\n",
       "      <td>169</td>\n",
       "      <td>5</td>\n",
       "      <td>Empire Strikes Back, The (1980)</td>\n",
       "      <td>Action, Adventure, Drama, Romance, Sci-Fi, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29621</th>\n",
       "      <td>169</td>\n",
       "      <td>4</td>\n",
       "      <td>Bridge on the River Kwai, The (1957)</td>\n",
       "      <td>Drama, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60206</th>\n",
       "      <td>169</td>\n",
       "      <td>4</td>\n",
       "      <td>Birds, The (1963)</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41351</th>\n",
       "      <td>169</td>\n",
       "      <td>4</td>\n",
       "      <td>Gone with the Wind (1939)</td>\n",
       "      <td>Drama, Romance, War</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       user  rating                                 title  \\\n",
       "37092   169       5                        Contact (1997)   \n",
       "3058    169       5                      Star Wars (1977)   \n",
       "60433   169       5            Singin' in the Rain (1952)   \n",
       "50247   169       5                        M*A*S*H (1970)   \n",
       "73459   169       5                  All About Eve (1950)   \n",
       "15015   169       5                Peacemaker, The (1997)   \n",
       "18355   169       5                      Edge, The (1997)   \n",
       "20398   169       5             Return of the Jedi (1983)   \n",
       "40029   169       5                    Rear Window (1954)   \n",
       "66194   169       5            In the Line of Fire (1993)   \n",
       "25627   169       5                   Citizen Kane (1941)   \n",
       "27344   169       5       Empire Strikes Back, The (1980)   \n",
       "29621   169       4  Bridge on the River Kwai, The (1957)   \n",
       "60206   169       4                     Birds, The (1963)   \n",
       "41351   169       4             Gone with the Wind (1939)   \n",
       "\n",
       "                                               genres  \n",
       "37092                                   Drama, Sci-Fi  \n",
       "3058          Action, Adventure, Romance, Sci-Fi, War  \n",
       "60433                                Musical, Romance  \n",
       "50247                                     Comedy, War  \n",
       "73459                                           Drama  \n",
       "15015                           Action, Thriller, War  \n",
       "18355                             Adventure, Thriller  \n",
       "20398         Action, Adventure, Romance, Sci-Fi, War  \n",
       "40029                               Mystery, Thriller  \n",
       "66194                                Action, Thriller  \n",
       "25627                                           Drama  \n",
       "27344  Action, Adventure, Drama, Romance, Sci-Fi, War  \n",
       "29621                                      Drama, War  \n",
       "60206                                          Horror  \n",
       "41351                             Drama, Romance, War  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>rec_nb</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4481</th>\n",
       "      <td>169.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Air Force One (1997)</td>\n",
       "      <td>Action, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1012</th>\n",
       "      <td>169.0</td>\n",
       "      <td>2</td>\n",
       "      <td>English Patient, The (1996)</td>\n",
       "      <td>Drama, Romance, War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6989</th>\n",
       "      <td>169.0</td>\n",
       "      <td>3</td>\n",
       "      <td>Fargo (1996)</td>\n",
       "      <td>Crime, Drama, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4788</th>\n",
       "      <td>169.0</td>\n",
       "      <td>4</td>\n",
       "      <td>Titanic (1997)</td>\n",
       "      <td>Action, Drama, Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1729</th>\n",
       "      <td>169.0</td>\n",
       "      <td>5</td>\n",
       "      <td>Scream (1996)</td>\n",
       "      <td>Horror, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>169.0</td>\n",
       "      <td>6</td>\n",
       "      <td>Silence of the Lambs, The (1991)</td>\n",
       "      <td>Drama, Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5285</th>\n",
       "      <td>169.0</td>\n",
       "      <td>7</td>\n",
       "      <td>Liar Liar (1997)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5076</th>\n",
       "      <td>169.0</td>\n",
       "      <td>8</td>\n",
       "      <td>Full Monty, The (1997)</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3096</th>\n",
       "      <td>169.0</td>\n",
       "      <td>9</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>Animation, Children's, Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6097</th>\n",
       "      <td>169.0</td>\n",
       "      <td>10</td>\n",
       "      <td>L.A. Confidential (1997)</td>\n",
       "      <td>Crime, Film-Noir, Mystery, Thriller</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       user  rec_nb                             title  \\\n",
       "4481  169.0       1              Air Force One (1997)   \n",
       "1012  169.0       2       English Patient, The (1996)   \n",
       "6989  169.0       3                      Fargo (1996)   \n",
       "4788  169.0       4                    Titanic (1997)   \n",
       "1729  169.0       5                     Scream (1996)   \n",
       "731   169.0       6  Silence of the Lambs, The (1991)   \n",
       "5285  169.0       7                  Liar Liar (1997)   \n",
       "5076  169.0       8            Full Monty, The (1997)   \n",
       "3096  169.0       9                  Toy Story (1995)   \n",
       "6097  169.0      10          L.A. Confidential (1997)   \n",
       "\n",
       "                                   genres  \n",
       "4481                     Action, Thriller  \n",
       "1012                  Drama, Romance, War  \n",
       "6989               Crime, Drama, Thriller  \n",
       "4788               Action, Drama, Romance  \n",
       "1729                     Horror, Thriller  \n",
       "731                       Drama, Thriller  \n",
       "5285                               Comedy  \n",
       "5076                               Comedy  \n",
       "3096        Animation, Children's, Comedy  \n",
       "6097  Crime, Film-Noir, Mystery, Thriller  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\n",
    "    \"./Datasets/ml-100k/train.csv\",\n",
    "    sep=\"\\t\",\n",
    "    header=None,\n",
    "    names=[\"user\", \"item\", \"rating\", \"timestamp\"],\n",
    ")\n",
    "items = pd.read_csv(\"./Datasets/ml-100k/movies.csv\")\n",
    "\n",
    "user = random.choice(list(set(train[\"user\"])))\n",
    "\n",
    "train_content = pd.merge(train, items, left_on=\"item\", right_on=\"id\")\n",
    "display(\n",
    "    train_content[train_content[\"user\"] == user][\n",
    "        [\"user\", \"rating\", \"title\", \"genres\"]\n",
    "    ].sort_values(by=\"rating\", ascending=False)[:15]\n",
    ")\n",
    "\n",
    "reco = np.loadtxt(\"Recommendations generated/ml-100k/Self_P3_reco.csv\", delimiter=\",\")\n",
    "items = pd.read_csv(\"./Datasets/ml-100k/movies.csv\")\n",
    "\n",
    "# Let's ignore scores - they are not used in evaluation:\n",
    "reco_users = reco[:, :1]\n",
    "reco_items = reco[:, 1::2]\n",
    "# Let's put them into one array\n",
    "reco = np.concatenate((reco_users, reco_items), axis=1)\n",
    "\n",
    "# Let's rebuild it user-item dataframe\n",
    "recommended = []\n",
    "for row in reco:\n",
    "    for rec_nb, entry in enumerate(row[1:]):\n",
    "        recommended.append((row[0], rec_nb + 1, entry))\n",
    "recommended = pd.DataFrame(recommended, columns=[\"user\", \"rec_nb\", \"item\"])\n",
    "\n",
    "recommended_content = pd.merge(recommended, items, left_on=\"item\", right_on=\"id\")\n",
    "recommended_content[recommended_content[\"user\"] == user][\n",
    "    [\"user\", \"rec_nb\", \"title\", \"genres\"]\n",
    "].sort_values(by=\"rec_nb\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# project task 5: generate recommendations of RP3Beta for hyperparameters found to optimize recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "943it [00:00, 7035.65it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>F_1</th>\n",
       "      <th>F_05</th>\n",
       "      <th>precision_super</th>\n",
       "      <th>recall_super</th>\n",
       "      <th>NDCG</th>\n",
       "      <th>mAP</th>\n",
       "      <th>MRR</th>\n",
       "      <th>LAUC</th>\n",
       "      <th>HR</th>\n",
       "      <th>H2R</th>\n",
       "      <th>Reco in test</th>\n",
       "      <th>Test coverage</th>\n",
       "      <th>Shannon</th>\n",
       "      <th>Gini</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.702446</td>\n",
       "      <td>3.527273</td>\n",
       "      <td>0.282185</td>\n",
       "      <td>0.192092</td>\n",
       "      <td>0.186749</td>\n",
       "      <td>0.21698</td>\n",
       "      <td>0.204185</td>\n",
       "      <td>0.240096</td>\n",
       "      <td>0.339114</td>\n",
       "      <td>0.204905</td>\n",
       "      <td>0.572157</td>\n",
       "      <td>0.593544</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.685048</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.077201</td>\n",
       "      <td>3.875892</td>\n",
       "      <td>0.974947</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RMSE       MAE  precision    recall       F_1     F_05  \\\n",
       "0  3.702446  3.527273   0.282185  0.192092  0.186749  0.21698   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.204185      0.240096  0.339114  0.204905  0.572157  0.593544   \n",
       "\n",
       "         HR       H2R  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.875928  0.685048           1.0       0.077201  3.875892  0.974947  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We generated recommendations for P3, a special case of RP3Beta (with alpha=1, beta=0).\n",
    "# We've observed that changing alpha and beta impacts the model performance.\n",
    "\n",
    "# Your task is find values alpha and beta for which recall will be the highest \n",
    "# (any solution with recall higher than P3 will be accepted)\n",
    "# train the model and generate recommendations.\n",
    "\n",
    "# save the outptut in 'Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv'\n",
    "# and 'Recommendations generated/ml-100k/Self_RP3Beta_reco.csv'\n",
    "\n",
    "import evaluation_measures as ev\n",
    "\n",
    "model=RP3Beta()\n",
    "model.fit(train_ui, alpha=1, beta=0) #check recall values for alpha=1, beta = 0\n",
    "model_reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
    "model_reco.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', index=False, header=False)\n",
    "estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
    "estimations_df.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv', index=False, header=False)\n",
    "reco=np.loadtxt('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', delimiter=',')\n",
    "\n",
    "ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
    "            estimations_df=estimations_df, \n",
    "            reco=reco,\n",
    "            super_reactions=[4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "943it [00:00, 6914.18it/s]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "      <th>precision</th>\n",
       "      <th>recall</th>\n",
       "      <th>F_1</th>\n",
       "      <th>F_05</th>\n",
       "      <th>precision_super</th>\n",
       "      <th>recall_super</th>\n",
       "      <th>NDCG</th>\n",
       "      <th>mAP</th>\n",
       "      <th>MRR</th>\n",
       "      <th>LAUC</th>\n",
       "      <th>HR</th>\n",
       "      <th>H2R</th>\n",
       "      <th>Reco in test</th>\n",
       "      <th>Test coverage</th>\n",
       "      <th>Shannon</th>\n",
       "      <th>Gini</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.657073</td>\n",
       "      <td>3.481191</td>\n",
       "      <td>0.316543</td>\n",
       "      <td>0.213824</td>\n",
       "      <td>0.208731</td>\n",
       "      <td>0.24308</td>\n",
       "      <td>0.235515</td>\n",
       "      <td>0.272396</td>\n",
       "      <td>0.383442</td>\n",
       "      <td>0.245543</td>\n",
       "      <td>0.627971</td>\n",
       "      <td>0.604552</td>\n",
       "      <td>0.903499</td>\n",
       "      <td>0.725345</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.125541</td>\n",
       "      <td>4.347845</td>\n",
       "      <td>0.95941</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RMSE       MAE  precision    recall       F_1     F_05  \\\n",
       "0  3.657073  3.481191   0.316543  0.213824  0.208731  0.24308   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.235515      0.272396  0.383442  0.245543  0.627971  0.604552   \n",
       "\n",
       "         HR       H2R  Reco in test  Test coverage   Shannon     Gini  \n",
       "0  0.903499  0.725345           1.0       0.125541  4.347845  0.95941  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import evaluation_measures as ev\n",
    "\n",
    "model=RP3Beta()\n",
    "model.fit(train_ui, alpha=0.6, beta=0.5) #check recall values for alpha=0.6, beta = 0.5\n",
    "model_reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
    "model_reco.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', index=False, header=False)\n",
    "estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
    "estimations_df.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv', index=False, header=False)\n",
    "reco=np.loadtxt('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', delimiter=',')\n",
    "\n",
    "ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
    "            estimations_df=estimations_df, \n",
    "            reco=reco,\n",
    "            super_reactions=[4,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# project task 6 (optional): implement graph-based model of your choice "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for example change length of paths in RP3beta or make some other modification (but change more than input and hyperparameters)\n",
    "# feel free to implement your idea or search for some ideas\n",
    "\n",
    "# save the outptut in 'Recommendations generated/ml-100k/Self_GraphTask_estimations.csv'\n",
    "# and 'Recommendations generated/ml-100k/Self_GraphTask_reco.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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