{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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",
    "import implicit\n",
    "import evaluation_measures as ev\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",
    "train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha = 30\n",
    "train_ui*=alpha\n",
    "train_iu=train_ui.transpose().tocsr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Intel MKL BLAS detected. Its highly recommend to set the environment variable 'export MKL_NUM_THREADS=1' to disable its internal multithreading\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "06aa3c321208428b9b4395b9c4dff8f6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = implicit.als.AlternatingLeastSquares(factors=200, regularization=0.1, iterations=10)\n",
    "model.fit(train_iu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def top_k_recommendations(model, user_code_id, item_code_id, topK=10):\n",
    "    recommendations=[]\n",
    "    for u in range(train_ui.shape[0]):\n",
    "        u_recommended_items=model.recommend(u, train_ui, N=10, filter_already_liked_items=True)\n",
    "        recommendations.append([user_code_id[u]]+list(chain(*u_recommended_items)))\n",
    "    reco=pd.DataFrame(recommendations)\n",
    "    reco.iloc[:,1::2]=reco.iloc[:,1::2].applymap(lambda x: item_code_id[x])\n",
    "    return reco\n",
    "\n",
    "def estimate(model, user_code_id, item_code_id, test_ui):\n",
    "    result=[]\n",
    "    for user, item in zip(*test_ui.nonzero()):\n",
    "        result.append([user_code_id[user], item_code_id[item], \n",
    "            model.rank_items(userid=user, user_items=train_ui, selected_items=[item])[0][1]])\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n",
    "reco.to_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_reco.csv', index=False, header=False)\n",
    "\n",
    "estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n",
    "estimations_df.to_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_estimations.csv', index=False, header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "943it [00:00, 9827.12it/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>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>3.269156</td>\n",
       "      <td>3.070003</td>\n",
       "      <td>0.257582</td>\n",
       "      <td>0.18664</td>\n",
       "      <td>0.178445</td>\n",
       "      <td>0.202974</td>\n",
       "      <td>0.171137</td>\n",
       "      <td>0.216258</td>\n",
       "      <td>0.308415</td>\n",
       "      <td>0.175796</td>\n",
       "      <td>0.532835</td>\n",
       "      <td>0.590709</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.504329</td>\n",
       "      <td>5.761941</td>\n",
       "      <td>0.820874</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RMSE       MAE  precision   recall       F_1      F_05  \\\n",
       "0  3.269156  3.070003   0.257582  0.18664  0.178445  0.202974   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.171137      0.216258  0.308415  0.175796  0.532835  0.590709   \n",
       "\n",
       "         HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.878049      0.999788       0.504329  5.761941  0.820874  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import evaluation_measures as ev\n",
    "import imp\n",
    "imp.reload(ev)\n",
    "\n",
    "estimations_df=pd.read_csv('Recommendations generated/ml-100k/Ready_ImplicitALS_estimations.csv', header=None)\n",
    "reco=np.loadtxt('Recommendations generated/ml-100k/Ready_ImplicitALS_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])\n",
    "#also you can just type ev.evaluate_all(estimations_df, reco) - I put above values as default"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hyperparameters tuning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Number of latent factors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
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    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Factors</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>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>25</td>\n",
       "      <td>2.883547</td>\n",
       "      <td>2.662389</td>\n",
       "      <td>0.160445</td>\n",
       "      <td>0.151301</td>\n",
       "      <td>0.130827</td>\n",
       "      <td>0.138574</td>\n",
       "      <td>0.099785</td>\n",
       "      <td>0.173271</td>\n",
       "      <td>0.186102</td>\n",
       "      <td>0.088639</td>\n",
       "      <td>0.321376</td>\n",
       "      <td>0.572603</td>\n",
       "      <td>0.772004</td>\n",
       "      <td>0.998940</td>\n",
       "      <td>0.670996</td>\n",
       "      <td>6.307257</td>\n",
       "      <td>0.691244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50</td>\n",
       "      <td>2.959637</td>\n",
       "      <td>2.742050</td>\n",
       "      <td>0.185366</td>\n",
       "      <td>0.164963</td>\n",
       "      <td>0.146859</td>\n",
       "      <td>0.157846</td>\n",
       "      <td>0.115987</td>\n",
       "      <td>0.187880</td>\n",
       "      <td>0.215360</td>\n",
       "      <td>0.107503</td>\n",
       "      <td>0.367134</td>\n",
       "      <td>0.579544</td>\n",
       "      <td>0.813362</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.612554</td>\n",
       "      <td>6.128382</td>\n",
       "      <td>0.740882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>75</td>\n",
       "      <td>3.035941</td>\n",
       "      <td>2.822359</td>\n",
       "      <td>0.210180</td>\n",
       "      <td>0.180590</td>\n",
       "      <td>0.161700</td>\n",
       "      <td>0.175574</td>\n",
       "      <td>0.135944</td>\n",
       "      <td>0.207044</td>\n",
       "      <td>0.249073</td>\n",
       "      <td>0.128013</td>\n",
       "      <td>0.429789</td>\n",
       "      <td>0.587471</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.561328</td>\n",
       "      <td>5.947086</td>\n",
       "      <td>0.783018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>3.101731</td>\n",
       "      <td>2.891083</td>\n",
       "      <td>0.226829</td>\n",
       "      <td>0.186581</td>\n",
       "      <td>0.169359</td>\n",
       "      <td>0.186513</td>\n",
       "      <td>0.146674</td>\n",
       "      <td>0.213931</td>\n",
       "      <td>0.276863</td>\n",
       "      <td>0.147407</td>\n",
       "      <td>0.493030</td>\n",
       "      <td>0.590562</td>\n",
       "      <td>0.888653</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.528860</td>\n",
       "      <td>5.872001</td>\n",
       "      <td>0.802429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>125</td>\n",
       "      <td>3.162336</td>\n",
       "      <td>2.954918</td>\n",
       "      <td>0.240297</td>\n",
       "      <td>0.182437</td>\n",
       "      <td>0.172145</td>\n",
       "      <td>0.193263</td>\n",
       "      <td>0.156438</td>\n",
       "      <td>0.211291</td>\n",
       "      <td>0.281856</td>\n",
       "      <td>0.152367</td>\n",
       "      <td>0.482915</td>\n",
       "      <td>0.588517</td>\n",
       "      <td>0.872747</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.506494</td>\n",
       "      <td>5.805071</td>\n",
       "      <td>0.814995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150</td>\n",
       "      <td>3.203476</td>\n",
       "      <td>2.999182</td>\n",
       "      <td>0.243584</td>\n",
       "      <td>0.183088</td>\n",
       "      <td>0.171628</td>\n",
       "      <td>0.193841</td>\n",
       "      <td>0.158047</td>\n",
       "      <td>0.210114</td>\n",
       "      <td>0.288516</td>\n",
       "      <td>0.157567</td>\n",
       "      <td>0.496442</td>\n",
       "      <td>0.588875</td>\n",
       "      <td>0.873807</td>\n",
       "      <td>0.999576</td>\n",
       "      <td>0.499278</td>\n",
       "      <td>5.766679</td>\n",
       "      <td>0.820675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>175</td>\n",
       "      <td>3.241546</td>\n",
       "      <td>3.039763</td>\n",
       "      <td>0.245281</td>\n",
       "      <td>0.184557</td>\n",
       "      <td>0.172602</td>\n",
       "      <td>0.194957</td>\n",
       "      <td>0.162017</td>\n",
       "      <td>0.209834</td>\n",
       "      <td>0.294425</td>\n",
       "      <td>0.163943</td>\n",
       "      <td>0.512398</td>\n",
       "      <td>0.589619</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.999682</td>\n",
       "      <td>0.512266</td>\n",
       "      <td>5.792640</td>\n",
       "      <td>0.816326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200</td>\n",
       "      <td>3.264120</td>\n",
       "      <td>3.064814</td>\n",
       "      <td>0.247932</td>\n",
       "      <td>0.178100</td>\n",
       "      <td>0.170734</td>\n",
       "      <td>0.195007</td>\n",
       "      <td>0.164485</td>\n",
       "      <td>0.204995</td>\n",
       "      <td>0.294926</td>\n",
       "      <td>0.166334</td>\n",
       "      <td>0.508886</td>\n",
       "      <td>0.586400</td>\n",
       "      <td>0.858961</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.507215</td>\n",
       "      <td>5.751094</td>\n",
       "      <td>0.822069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>225</td>\n",
       "      <td>3.291242</td>\n",
       "      <td>3.094641</td>\n",
       "      <td>0.251326</td>\n",
       "      <td>0.179623</td>\n",
       "      <td>0.172184</td>\n",
       "      <td>0.197367</td>\n",
       "      <td>0.163948</td>\n",
       "      <td>0.207106</td>\n",
       "      <td>0.304110</td>\n",
       "      <td>0.171370</td>\n",
       "      <td>0.532284</td>\n",
       "      <td>0.587198</td>\n",
       "      <td>0.879109</td>\n",
       "      <td>0.999576</td>\n",
       "      <td>0.489899</td>\n",
       "      <td>5.747192</td>\n",
       "      <td>0.822054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>3.301411</td>\n",
       "      <td>3.105478</td>\n",
       "      <td>0.259703</td>\n",
       "      <td>0.186612</td>\n",
       "      <td>0.177475</td>\n",
       "      <td>0.202945</td>\n",
       "      <td>0.172961</td>\n",
       "      <td>0.217178</td>\n",
       "      <td>0.312328</td>\n",
       "      <td>0.179115</td>\n",
       "      <td>0.534315</td>\n",
       "      <td>0.590712</td>\n",
       "      <td>0.879109</td>\n",
       "      <td>0.999682</td>\n",
       "      <td>0.491342</td>\n",
       "      <td>5.709178</td>\n",
       "      <td>0.829702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>275</td>\n",
       "      <td>3.321122</td>\n",
       "      <td>3.127153</td>\n",
       "      <td>0.265429</td>\n",
       "      <td>0.190661</td>\n",
       "      <td>0.180937</td>\n",
       "      <td>0.207261</td>\n",
       "      <td>0.175107</td>\n",
       "      <td>0.214145</td>\n",
       "      <td>0.315759</td>\n",
       "      <td>0.182169</td>\n",
       "      <td>0.528570</td>\n",
       "      <td>0.592760</td>\n",
       "      <td>0.875928</td>\n",
       "      <td>0.999682</td>\n",
       "      <td>0.495671</td>\n",
       "      <td>5.676727</td>\n",
       "      <td>0.832700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>300</td>\n",
       "      <td>3.328603</td>\n",
       "      <td>3.135320</td>\n",
       "      <td>0.260976</td>\n",
       "      <td>0.187770</td>\n",
       "      <td>0.179302</td>\n",
       "      <td>0.204948</td>\n",
       "      <td>0.174356</td>\n",
       "      <td>0.217609</td>\n",
       "      <td>0.312703</td>\n",
       "      <td>0.178007</td>\n",
       "      <td>0.537737</td>\n",
       "      <td>0.591298</td>\n",
       "      <td>0.876988</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.494949</td>\n",
       "      <td>5.618692</td>\n",
       "      <td>0.838369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>325</td>\n",
       "      <td>3.340508</td>\n",
       "      <td>3.147901</td>\n",
       "      <td>0.267444</td>\n",
       "      <td>0.189835</td>\n",
       "      <td>0.181971</td>\n",
       "      <td>0.208957</td>\n",
       "      <td>0.176180</td>\n",
       "      <td>0.220058</td>\n",
       "      <td>0.319151</td>\n",
       "      <td>0.184651</td>\n",
       "      <td>0.541390</td>\n",
       "      <td>0.592342</td>\n",
       "      <td>0.872747</td>\n",
       "      <td>0.999682</td>\n",
       "      <td>0.492063</td>\n",
       "      <td>5.650832</td>\n",
       "      <td>0.834855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>350</td>\n",
       "      <td>3.347853</td>\n",
       "      <td>3.155924</td>\n",
       "      <td>0.273065</td>\n",
       "      <td>0.194921</td>\n",
       "      <td>0.185570</td>\n",
       "      <td>0.213002</td>\n",
       "      <td>0.182511</td>\n",
       "      <td>0.226180</td>\n",
       "      <td>0.325784</td>\n",
       "      <td>0.190838</td>\n",
       "      <td>0.543873</td>\n",
       "      <td>0.594921</td>\n",
       "      <td>0.885472</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.484848</td>\n",
       "      <td>5.633676</td>\n",
       "      <td>0.839884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>375</td>\n",
       "      <td>3.355182</td>\n",
       "      <td>3.164099</td>\n",
       "      <td>0.268717</td>\n",
       "      <td>0.186555</td>\n",
       "      <td>0.179748</td>\n",
       "      <td>0.207861</td>\n",
       "      <td>0.178541</td>\n",
       "      <td>0.219777</td>\n",
       "      <td>0.319529</td>\n",
       "      <td>0.187262</td>\n",
       "      <td>0.531547</td>\n",
       "      <td>0.590719</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999364</td>\n",
       "      <td>0.483405</td>\n",
       "      <td>5.569003</td>\n",
       "      <td>0.845486</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Factors      RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0       25  2.883547  2.662389   0.160445  0.151301  0.130827  0.138574   \n",
       "0       50  2.959637  2.742050   0.185366  0.164963  0.146859  0.157846   \n",
       "0       75  3.035941  2.822359   0.210180  0.180590  0.161700  0.175574   \n",
       "0      100  3.101731  2.891083   0.226829  0.186581  0.169359  0.186513   \n",
       "0      125  3.162336  2.954918   0.240297  0.182437  0.172145  0.193263   \n",
       "0      150  3.203476  2.999182   0.243584  0.183088  0.171628  0.193841   \n",
       "0      175  3.241546  3.039763   0.245281  0.184557  0.172602  0.194957   \n",
       "0      200  3.264120  3.064814   0.247932  0.178100  0.170734  0.195007   \n",
       "0      225  3.291242  3.094641   0.251326  0.179623  0.172184  0.197367   \n",
       "0      250  3.301411  3.105478   0.259703  0.186612  0.177475  0.202945   \n",
       "0      275  3.321122  3.127153   0.265429  0.190661  0.180937  0.207261   \n",
       "0      300  3.328603  3.135320   0.260976  0.187770  0.179302  0.204948   \n",
       "0      325  3.340508  3.147901   0.267444  0.189835  0.181971  0.208957   \n",
       "0      350  3.347853  3.155924   0.273065  0.194921  0.185570  0.213002   \n",
       "0      375  3.355182  3.164099   0.268717  0.186555  0.179748  0.207861   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.099785      0.173271  0.186102  0.088639  0.321376  0.572603   \n",
       "0         0.115987      0.187880  0.215360  0.107503  0.367134  0.579544   \n",
       "0         0.135944      0.207044  0.249073  0.128013  0.429789  0.587471   \n",
       "0         0.146674      0.213931  0.276863  0.147407  0.493030  0.590562   \n",
       "0         0.156438      0.211291  0.281856  0.152367  0.482915  0.588517   \n",
       "0         0.158047      0.210114  0.288516  0.157567  0.496442  0.588875   \n",
       "0         0.162017      0.209834  0.294425  0.163943  0.512398  0.589619   \n",
       "0         0.164485      0.204995  0.294926  0.166334  0.508886  0.586400   \n",
       "0         0.163948      0.207106  0.304110  0.171370  0.532284  0.587198   \n",
       "0         0.172961      0.217178  0.312328  0.179115  0.534315  0.590712   \n",
       "0         0.175107      0.214145  0.315759  0.182169  0.528570  0.592760   \n",
       "0         0.174356      0.217609  0.312703  0.178007  0.537737  0.591298   \n",
       "0         0.176180      0.220058  0.319151  0.184651  0.541390  0.592342   \n",
       "0         0.182511      0.226180  0.325784  0.190838  0.543873  0.594921   \n",
       "0         0.178541      0.219777  0.319529  0.187262  0.531547  0.590719   \n",
       "\n",
       "         HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.772004      0.998940       0.670996  6.307257  0.691244  \n",
       "0  0.813362      0.999788       0.612554  6.128382  0.740882  \n",
       "0  0.864263      1.000000       0.561328  5.947086  0.783018  \n",
       "0  0.888653      0.999894       0.528860  5.872001  0.802429  \n",
       "0  0.872747      0.999894       0.506494  5.805071  0.814995  \n",
       "0  0.873807      0.999576       0.499278  5.766679  0.820675  \n",
       "0  0.875928      0.999682       0.512266  5.792640  0.816326  \n",
       "0  0.858961      1.000000       0.507215  5.751094  0.822069  \n",
       "0  0.879109      0.999576       0.489899  5.747192  0.822054  \n",
       "0  0.879109      0.999682       0.491342  5.709178  0.829702  \n",
       "0  0.875928      0.999682       0.495671  5.676727  0.832700  \n",
       "0  0.876988      0.999788       0.494949  5.618692  0.838369  \n",
       "0  0.872747      0.999682       0.492063  5.650832  0.834855  \n",
       "0  0.885472      0.999894       0.484848  5.633676  0.839884  \n",
       "0  0.878049      0.999364       0.483405  5.569003  0.845486  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "result=[]\n",
    "for factors in tqdm([i for i in np.arange(25,400,25)]):\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",
    "    train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)\n",
    "    \n",
    "    train_ui*=alpha\n",
    "    train_iu=train_ui.transpose().tocsr()\n",
    "    \n",
    "    model = implicit.als.AlternatingLeastSquares(factors=factors, regularization=0.1, iterations=10)\n",
    "    model.fit(train_iu, show_progress=False)\n",
    "    \n",
    "    reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n",
    "    estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n",
    "    \n",
    "    to_append=ev.evaluate(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",
    "    to_append.insert(0, \"Factors\", factors)\n",
    "    result.append(to_append)\n",
    "    \n",
    "result=pd.concat(result)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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 ['Factors'] for i in result.columns]])\n",
    "\n",
    "charts_per_row=6\n",
    "charts_per_column=3\n",
    "\n",
    "fig, axes = plt.subplots(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n",
    "import itertools\n",
    "to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\n",
    "\n",
    "for i in range(len(metrics)):\n",
    "    df=result[['Factors', metrics[i]]]\n",
    "    df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "0it [00:00, ?it/s]\u001b[A\n",
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     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        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>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>1</td>\n",
       "      <td>3.667029</td>\n",
       "      <td>3.488836</td>\n",
       "      <td>0.096713</td>\n",
       "      <td>0.071467</td>\n",
       "      <td>0.067186</td>\n",
       "      <td>0.076112</td>\n",
       "      <td>0.054506</td>\n",
       "      <td>0.074237</td>\n",
       "      <td>0.118179</td>\n",
       "      <td>0.053270</td>\n",
       "      <td>0.260293</td>\n",
       "      <td>0.532465</td>\n",
       "      <td>0.568399</td>\n",
       "      <td>0.994168</td>\n",
       "      <td>0.734488</td>\n",
       "      <td>6.693136</td>\n",
       "      <td>0.541379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>3.628018</td>\n",
       "      <td>3.448919</td>\n",
       "      <td>0.147826</td>\n",
       "      <td>0.103487</td>\n",
       "      <td>0.099285</td>\n",
       "      <td>0.114498</td>\n",
       "      <td>0.090021</td>\n",
       "      <td>0.107763</td>\n",
       "      <td>0.176286</td>\n",
       "      <td>0.085984</td>\n",
       "      <td>0.353319</td>\n",
       "      <td>0.548672</td>\n",
       "      <td>0.709438</td>\n",
       "      <td>0.994168</td>\n",
       "      <td>0.697691</td>\n",
       "      <td>6.626478</td>\n",
       "      <td>0.573536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7</td>\n",
       "      <td>3.556791</td>\n",
       "      <td>3.375833</td>\n",
       "      <td>0.218982</td>\n",
       "      <td>0.146258</td>\n",
       "      <td>0.143279</td>\n",
       "      <td>0.167046</td>\n",
       "      <td>0.142811</td>\n",
       "      <td>0.167806</td>\n",
       "      <td>0.263200</td>\n",
       "      <td>0.146602</td>\n",
       "      <td>0.481264</td>\n",
       "      <td>0.570360</td>\n",
       "      <td>0.812301</td>\n",
       "      <td>0.997667</td>\n",
       "      <td>0.628427</td>\n",
       "      <td>6.318295</td>\n",
       "      <td>0.692941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>3.510641</td>\n",
       "      <td>3.328261</td>\n",
       "      <td>0.243902</td>\n",
       "      <td>0.164535</td>\n",
       "      <td>0.160648</td>\n",
       "      <td>0.187002</td>\n",
       "      <td>0.162768</td>\n",
       "      <td>0.191288</td>\n",
       "      <td>0.295153</td>\n",
       "      <td>0.169161</td>\n",
       "      <td>0.524880</td>\n",
       "      <td>0.579620</td>\n",
       "      <td>0.848356</td>\n",
       "      <td>0.997879</td>\n",
       "      <td>0.585137</td>\n",
       "      <td>6.098749</td>\n",
       "      <td>0.751148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30</td>\n",
       "      <td>3.355705</td>\n",
       "      <td>3.164734</td>\n",
       "      <td>0.267550</td>\n",
       "      <td>0.188253</td>\n",
       "      <td>0.180257</td>\n",
       "      <td>0.207965</td>\n",
       "      <td>0.179185</td>\n",
       "      <td>0.218573</td>\n",
       "      <td>0.319477</td>\n",
       "      <td>0.184459</td>\n",
       "      <td>0.542908</td>\n",
       "      <td>0.591560</td>\n",
       "      <td>0.888653</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.484848</td>\n",
       "      <td>5.570362</td>\n",
       "      <td>0.845232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50</td>\n",
       "      <td>3.273295</td>\n",
       "      <td>3.075884</td>\n",
       "      <td>0.267444</td>\n",
       "      <td>0.190215</td>\n",
       "      <td>0.180829</td>\n",
       "      <td>0.207961</td>\n",
       "      <td>0.176288</td>\n",
       "      <td>0.218506</td>\n",
       "      <td>0.317305</td>\n",
       "      <td>0.183281</td>\n",
       "      <td>0.525159</td>\n",
       "      <td>0.592538</td>\n",
       "      <td>0.880170</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.455267</td>\n",
       "      <td>5.520912</td>\n",
       "      <td>0.854004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70</td>\n",
       "      <td>3.216138</td>\n",
       "      <td>3.014393</td>\n",
       "      <td>0.250795</td>\n",
       "      <td>0.177880</td>\n",
       "      <td>0.170805</td>\n",
       "      <td>0.196090</td>\n",
       "      <td>0.162017</td>\n",
       "      <td>0.197930</td>\n",
       "      <td>0.295512</td>\n",
       "      <td>0.165824</td>\n",
       "      <td>0.506624</td>\n",
       "      <td>0.586287</td>\n",
       "      <td>0.862142</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.453102</td>\n",
       "      <td>5.501145</td>\n",
       "      <td>0.858617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90</td>\n",
       "      <td>3.173423</td>\n",
       "      <td>2.969030</td>\n",
       "      <td>0.248993</td>\n",
       "      <td>0.176408</td>\n",
       "      <td>0.169005</td>\n",
       "      <td>0.194434</td>\n",
       "      <td>0.164056</td>\n",
       "      <td>0.205219</td>\n",
       "      <td>0.294456</td>\n",
       "      <td>0.166556</td>\n",
       "      <td>0.504511</td>\n",
       "      <td>0.585555</td>\n",
       "      <td>0.871686</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.453102</td>\n",
       "      <td>5.524114</td>\n",
       "      <td>0.856353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110</td>\n",
       "      <td>3.142262</td>\n",
       "      <td>2.935499</td>\n",
       "      <td>0.229056</td>\n",
       "      <td>0.161752</td>\n",
       "      <td>0.153913</td>\n",
       "      <td>0.177522</td>\n",
       "      <td>0.147961</td>\n",
       "      <td>0.179891</td>\n",
       "      <td>0.264254</td>\n",
       "      <td>0.142434</td>\n",
       "      <td>0.451158</td>\n",
       "      <td>0.578115</td>\n",
       "      <td>0.846235</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.462482</td>\n",
       "      <td>5.455059</td>\n",
       "      <td>0.863686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130</td>\n",
       "      <td>3.111596</td>\n",
       "      <td>2.902799</td>\n",
       "      <td>0.225769</td>\n",
       "      <td>0.159152</td>\n",
       "      <td>0.152693</td>\n",
       "      <td>0.175730</td>\n",
       "      <td>0.146674</td>\n",
       "      <td>0.181274</td>\n",
       "      <td>0.259610</td>\n",
       "      <td>0.139655</td>\n",
       "      <td>0.443082</td>\n",
       "      <td>0.576798</td>\n",
       "      <td>0.834571</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.471140</td>\n",
       "      <td>5.525633</td>\n",
       "      <td>0.858103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150</td>\n",
       "      <td>3.089802</td>\n",
       "      <td>2.878570</td>\n",
       "      <td>0.222587</td>\n",
       "      <td>0.153552</td>\n",
       "      <td>0.149134</td>\n",
       "      <td>0.172670</td>\n",
       "      <td>0.141524</td>\n",
       "      <td>0.173480</td>\n",
       "      <td>0.254501</td>\n",
       "      <td>0.134119</td>\n",
       "      <td>0.446513</td>\n",
       "      <td>0.573975</td>\n",
       "      <td>0.825027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.448773</td>\n",
       "      <td>5.497452</td>\n",
       "      <td>0.862723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>170</td>\n",
       "      <td>3.071050</td>\n",
       "      <td>2.859003</td>\n",
       "      <td>0.218028</td>\n",
       "      <td>0.155008</td>\n",
       "      <td>0.147994</td>\n",
       "      <td>0.170192</td>\n",
       "      <td>0.142167</td>\n",
       "      <td>0.169686</td>\n",
       "      <td>0.247942</td>\n",
       "      <td>0.131564</td>\n",
       "      <td>0.420853</td>\n",
       "      <td>0.574683</td>\n",
       "      <td>0.831389</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.459596</td>\n",
       "      <td>5.513748</td>\n",
       "      <td>0.859285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>190</td>\n",
       "      <td>3.054821</td>\n",
       "      <td>2.841333</td>\n",
       "      <td>0.209544</td>\n",
       "      <td>0.148378</td>\n",
       "      <td>0.142746</td>\n",
       "      <td>0.164267</td>\n",
       "      <td>0.138948</td>\n",
       "      <td>0.172691</td>\n",
       "      <td>0.242354</td>\n",
       "      <td>0.126092</td>\n",
       "      <td>0.432985</td>\n",
       "      <td>0.571345</td>\n",
       "      <td>0.815483</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.485570</td>\n",
       "      <td>5.525070</td>\n",
       "      <td>0.855854</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Alpha      RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0      1  3.667029  3.488836   0.096713  0.071467  0.067186  0.076112   \n",
       "0      3  3.628018  3.448919   0.147826  0.103487  0.099285  0.114498   \n",
       "0      7  3.556791  3.375833   0.218982  0.146258  0.143279  0.167046   \n",
       "0     10  3.510641  3.328261   0.243902  0.164535  0.160648  0.187002   \n",
       "0     30  3.355705  3.164734   0.267550  0.188253  0.180257  0.207965   \n",
       "0     50  3.273295  3.075884   0.267444  0.190215  0.180829  0.207961   \n",
       "0     70  3.216138  3.014393   0.250795  0.177880  0.170805  0.196090   \n",
       "0     90  3.173423  2.969030   0.248993  0.176408  0.169005  0.194434   \n",
       "0    110  3.142262  2.935499   0.229056  0.161752  0.153913  0.177522   \n",
       "0    130  3.111596  2.902799   0.225769  0.159152  0.152693  0.175730   \n",
       "0    150  3.089802  2.878570   0.222587  0.153552  0.149134  0.172670   \n",
       "0    170  3.071050  2.859003   0.218028  0.155008  0.147994  0.170192   \n",
       "0    190  3.054821  2.841333   0.209544  0.148378  0.142746  0.164267   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.054506      0.074237  0.118179  0.053270  0.260293  0.532465   \n",
       "0         0.090021      0.107763  0.176286  0.085984  0.353319  0.548672   \n",
       "0         0.142811      0.167806  0.263200  0.146602  0.481264  0.570360   \n",
       "0         0.162768      0.191288  0.295153  0.169161  0.524880  0.579620   \n",
       "0         0.179185      0.218573  0.319477  0.184459  0.542908  0.591560   \n",
       "0         0.176288      0.218506  0.317305  0.183281  0.525159  0.592538   \n",
       "0         0.162017      0.197930  0.295512  0.165824  0.506624  0.586287   \n",
       "0         0.164056      0.205219  0.294456  0.166556  0.504511  0.585555   \n",
       "0         0.147961      0.179891  0.264254  0.142434  0.451158  0.578115   \n",
       "0         0.146674      0.181274  0.259610  0.139655  0.443082  0.576798   \n",
       "0         0.141524      0.173480  0.254501  0.134119  0.446513  0.573975   \n",
       "0         0.142167      0.169686  0.247942  0.131564  0.420853  0.574683   \n",
       "0         0.138948      0.172691  0.242354  0.126092  0.432985  0.571345   \n",
       "\n",
       "         HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.568399      0.994168       0.734488  6.693136  0.541379  \n",
       "0  0.709438      0.994168       0.697691  6.626478  0.573536  \n",
       "0  0.812301      0.997667       0.628427  6.318295  0.692941  \n",
       "0  0.848356      0.997879       0.585137  6.098749  0.751148  \n",
       "0  0.888653      1.000000       0.484848  5.570362  0.845232  \n",
       "0  0.880170      1.000000       0.455267  5.520912  0.854004  \n",
       "0  0.862142      1.000000       0.453102  5.501145  0.858617  \n",
       "0  0.871686      1.000000       0.453102  5.524114  0.856353  \n",
       "0  0.846235      0.999894       0.462482  5.455059  0.863686  \n",
       "0  0.834571      1.000000       0.471140  5.525633  0.858103  \n",
       "0  0.825027      1.000000       0.448773  5.497452  0.862723  \n",
       "0  0.831389      0.999894       0.459596  5.513748  0.859285  \n",
       "0  0.815483      1.000000       0.485570  5.525070  0.855854  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "result=[]\n",
    "for alpha in tqdm([1, 3, 7]+[i for i in np.arange(10,200,20)]):\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",
    "    train_ui, test_ui, user_code_id, user_id_code, item_code_id, item_id_code = helpers.data_to_csr(train_read, test_read)\n",
    "    \n",
    "    train_ui*=alpha\n",
    "    train_iu=train_ui.transpose().tocsr()\n",
    "    \n",
    "    model = implicit.als.AlternatingLeastSquares(factors=factors, regularization=0.1, iterations=10)\n",
    "    model.fit(train_iu, show_progress=False)\n",
    "    \n",
    "    reco=top_k_recommendations(model, user_code_id, item_code_id, topK=10)\n",
    "    estimations_df=pd.DataFrame(estimate(model, user_code_id, item_code_id, test_ui))\n",
    "    \n",
    "    to_append=ev.evaluate(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",
    "    to_append.insert(0, \"Alpha\", alpha)\n",
    "    result.append(to_append)\n",
    "    \n",
    "result=pd.concat(result)\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "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(nrows=charts_per_row, ncols=charts_per_column,figsize=(18, 7*charts_per_row ))\n",
    "import itertools\n",
    "to_iter=[i for i in itertools.product(range(charts_per_row), range(charts_per_column))]\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": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "943it [00:00, 10551.89it/s]\n",
      "943it [00:00, 12056.38it/s]\n",
      "943it [00:00, 11744.01it/s]\n",
      "943it [00:00, 11899.93it/s]\n",
      "943it [00:00, 11421.00it/s]\n",
      "943it [00:00, 12041.26it/s]\n",
      "943it [00:00, 10597.41it/s]\n",
      "943it [00:00, 10562.60it/s]\n",
      "943it [00:00, 12095.76it/s]\n",
      "943it [00:00, 11264.41it/s]\n",
      "943it [00:00, 11571.70it/s]\n",
      "943it [00:00, 11714.27it/s]\n",
      "943it [00:00, 11105.58it/s]\n",
      "943it [00:00, 11365.66it/s]\n",
      "943it [00:00, 11612.74it/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>Model</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>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>Self_P3</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>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>Ready_ImplicitALS</td>\n",
       "      <td>3.269156</td>\n",
       "      <td>3.070003</td>\n",
       "      <td>0.257582</td>\n",
       "      <td>0.186640</td>\n",
       "      <td>0.178445</td>\n",
       "      <td>0.202974</td>\n",
       "      <td>0.171137</td>\n",
       "      <td>0.216258</td>\n",
       "      <td>0.308415</td>\n",
       "      <td>0.175796</td>\n",
       "      <td>0.532835</td>\n",
       "      <td>0.590709</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.504329</td>\n",
       "      <td>5.761941</td>\n",
       "      <td>0.820874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_TopPop</td>\n",
       "      <td>2.508258</td>\n",
       "      <td>2.217909</td>\n",
       "      <td>0.188865</td>\n",
       "      <td>0.116919</td>\n",
       "      <td>0.118732</td>\n",
       "      <td>0.141584</td>\n",
       "      <td>0.130472</td>\n",
       "      <td>0.137473</td>\n",
       "      <td>0.214651</td>\n",
       "      <td>0.111707</td>\n",
       "      <td>0.400939</td>\n",
       "      <td>0.555546</td>\n",
       "      <td>0.765642</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.038961</td>\n",
       "      <td>3.159079</td>\n",
       "      <td>0.987317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_SVD</td>\n",
       "      <td>0.951652</td>\n",
       "      <td>0.750975</td>\n",
       "      <td>0.096394</td>\n",
       "      <td>0.047252</td>\n",
       "      <td>0.052870</td>\n",
       "      <td>0.067257</td>\n",
       "      <td>0.085515</td>\n",
       "      <td>0.074754</td>\n",
       "      <td>0.109578</td>\n",
       "      <td>0.051562</td>\n",
       "      <td>0.235567</td>\n",
       "      <td>0.520341</td>\n",
       "      <td>0.496288</td>\n",
       "      <td>0.995546</td>\n",
       "      <td>0.208514</td>\n",
       "      <td>4.455755</td>\n",
       "      <td>0.951624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_SVD</td>\n",
       "      <td>0.914393</td>\n",
       "      <td>0.717199</td>\n",
       "      <td>0.101697</td>\n",
       "      <td>0.042334</td>\n",
       "      <td>0.051787</td>\n",
       "      <td>0.068811</td>\n",
       "      <td>0.092489</td>\n",
       "      <td>0.072360</td>\n",
       "      <td>0.104839</td>\n",
       "      <td>0.048970</td>\n",
       "      <td>0.196117</td>\n",
       "      <td>0.517889</td>\n",
       "      <td>0.480382</td>\n",
       "      <td>0.867338</td>\n",
       "      <td>0.147186</td>\n",
       "      <td>3.852545</td>\n",
       "      <td>0.972694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_Baseline</td>\n",
       "      <td>0.949459</td>\n",
       "      <td>0.752487</td>\n",
       "      <td>0.091410</td>\n",
       "      <td>0.037652</td>\n",
       "      <td>0.046030</td>\n",
       "      <td>0.061286</td>\n",
       "      <td>0.079614</td>\n",
       "      <td>0.056463</td>\n",
       "      <td>0.095957</td>\n",
       "      <td>0.043178</td>\n",
       "      <td>0.198193</td>\n",
       "      <td>0.515501</td>\n",
       "      <td>0.437964</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.033911</td>\n",
       "      <td>2.836513</td>\n",
       "      <td>0.991139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_SVDBiased</td>\n",
       "      <td>0.940413</td>\n",
       "      <td>0.739571</td>\n",
       "      <td>0.086002</td>\n",
       "      <td>0.035478</td>\n",
       "      <td>0.043196</td>\n",
       "      <td>0.057507</td>\n",
       "      <td>0.075751</td>\n",
       "      <td>0.053460</td>\n",
       "      <td>0.094897</td>\n",
       "      <td>0.043361</td>\n",
       "      <td>0.209124</td>\n",
       "      <td>0.514405</td>\n",
       "      <td>0.428420</td>\n",
       "      <td>0.997349</td>\n",
       "      <td>0.177489</td>\n",
       "      <td>4.212509</td>\n",
       "      <td>0.962656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_Random</td>\n",
       "      <td>1.527935</td>\n",
       "      <td>1.225393</td>\n",
       "      <td>0.049311</td>\n",
       "      <td>0.020479</td>\n",
       "      <td>0.024944</td>\n",
       "      <td>0.032990</td>\n",
       "      <td>0.032189</td>\n",
       "      <td>0.024725</td>\n",
       "      <td>0.053647</td>\n",
       "      <td>0.020462</td>\n",
       "      <td>0.136036</td>\n",
       "      <td>0.506763</td>\n",
       "      <td>0.339343</td>\n",
       "      <td>0.986108</td>\n",
       "      <td>0.191198</td>\n",
       "      <td>5.101215</td>\n",
       "      <td>0.907796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_I-KNN</td>\n",
       "      <td>1.030386</td>\n",
       "      <td>0.813067</td>\n",
       "      <td>0.026087</td>\n",
       "      <td>0.006908</td>\n",
       "      <td>0.010593</td>\n",
       "      <td>0.016046</td>\n",
       "      <td>0.021137</td>\n",
       "      <td>0.009522</td>\n",
       "      <td>0.024214</td>\n",
       "      <td>0.008958</td>\n",
       "      <td>0.048068</td>\n",
       "      <td>0.499885</td>\n",
       "      <td>0.154825</td>\n",
       "      <td>0.402333</td>\n",
       "      <td>0.434343</td>\n",
       "      <td>5.133650</td>\n",
       "      <td>0.877999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_I-KNNBaseline</td>\n",
       "      <td>0.935327</td>\n",
       "      <td>0.737424</td>\n",
       "      <td>0.002545</td>\n",
       "      <td>0.000755</td>\n",
       "      <td>0.001105</td>\n",
       "      <td>0.001602</td>\n",
       "      <td>0.002253</td>\n",
       "      <td>0.000930</td>\n",
       "      <td>0.003444</td>\n",
       "      <td>0.001362</td>\n",
       "      <td>0.011760</td>\n",
       "      <td>0.496724</td>\n",
       "      <td>0.021209</td>\n",
       "      <td>0.482821</td>\n",
       "      <td>0.059885</td>\n",
       "      <td>2.232578</td>\n",
       "      <td>0.994487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_U-KNN</td>\n",
       "      <td>1.023495</td>\n",
       "      <td>0.807913</td>\n",
       "      <td>0.000742</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>0.000536</td>\n",
       "      <td>0.000198</td>\n",
       "      <td>0.000845</td>\n",
       "      <td>0.000274</td>\n",
       "      <td>0.002744</td>\n",
       "      <td>0.496441</td>\n",
       "      <td>0.007423</td>\n",
       "      <td>0.602121</td>\n",
       "      <td>0.010823</td>\n",
       "      <td>2.089186</td>\n",
       "      <td>0.995706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_BaselineIU</td>\n",
       "      <td>0.958136</td>\n",
       "      <td>0.754051</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.001043</td>\n",
       "      <td>0.000335</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>0.496433</td>\n",
       "      <td>0.009544</td>\n",
       "      <td>0.699046</td>\n",
       "      <td>0.005051</td>\n",
       "      <td>1.945910</td>\n",
       "      <td>0.995669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_TopRated</td>\n",
       "      <td>1.030712</td>\n",
       "      <td>0.820904</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.000188</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>0.000481</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.001043</td>\n",
       "      <td>0.000335</td>\n",
       "      <td>0.003348</td>\n",
       "      <td>0.496433</td>\n",
       "      <td>0.009544</td>\n",
       "      <td>0.699046</td>\n",
       "      <td>0.005051</td>\n",
       "      <td>1.945910</td>\n",
       "      <td>0.995669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_BaselineUI</td>\n",
       "      <td>0.967585</td>\n",
       "      <td>0.762740</td>\n",
       "      <td>0.000954</td>\n",
       "      <td>0.000170</td>\n",
       "      <td>0.000278</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>0.000644</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>0.000752</td>\n",
       "      <td>0.000168</td>\n",
       "      <td>0.001677</td>\n",
       "      <td>0.496424</td>\n",
       "      <td>0.009544</td>\n",
       "      <td>0.600530</td>\n",
       "      <td>0.005051</td>\n",
       "      <td>1.803126</td>\n",
       "      <td>0.996380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_IKNN</td>\n",
       "      <td>1.018363</td>\n",
       "      <td>0.808793</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>0.000108</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000214</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000368</td>\n",
       "      <td>0.496391</td>\n",
       "      <td>0.003181</td>\n",
       "      <td>0.392153</td>\n",
       "      <td>0.115440</td>\n",
       "      <td>4.174741</td>\n",
       "      <td>0.965327</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Model      RMSE       MAE  precision    recall       F_1  \\\n",
       "0              Self_P3  3.702446  3.527273   0.282185  0.192092  0.186749   \n",
       "0    Ready_ImplicitALS  3.269156  3.070003   0.257582  0.186640  0.178445   \n",
       "0          Self_TopPop  2.508258  2.217909   0.188865  0.116919  0.118732   \n",
       "0            Ready_SVD  0.951652  0.750975   0.096394  0.047252  0.052870   \n",
       "0             Self_SVD  0.914393  0.717199   0.101697  0.042334  0.051787   \n",
       "0       Ready_Baseline  0.949459  0.752487   0.091410  0.037652  0.046030   \n",
       "0      Ready_SVDBiased  0.940413  0.739571   0.086002  0.035478  0.043196   \n",
       "0         Ready_Random  1.527935  1.225393   0.049311  0.020479  0.024944   \n",
       "0          Ready_I-KNN  1.030386  0.813067   0.026087  0.006908  0.010593   \n",
       "0  Ready_I-KNNBaseline  0.935327  0.737424   0.002545  0.000755  0.001105   \n",
       "0          Ready_U-KNN  1.023495  0.807913   0.000742  0.000205  0.000305   \n",
       "0      Self_BaselineIU  0.958136  0.754051   0.000954  0.000188  0.000298   \n",
       "0        Self_TopRated  1.030712  0.820904   0.000954  0.000188  0.000298   \n",
       "0      Self_BaselineUI  0.967585  0.762740   0.000954  0.000170  0.000278   \n",
       "0            Self_IKNN  1.018363  0.808793   0.000318  0.000108  0.000140   \n",
       "\n",
       "       F_05  precision_super  recall_super      NDCG       mAP       MRR  \\\n",
       "0  0.216980         0.204185      0.240096  0.339114  0.204905  0.572157   \n",
       "0  0.202974         0.171137      0.216258  0.308415  0.175796  0.532835   \n",
       "0  0.141584         0.130472      0.137473  0.214651  0.111707  0.400939   \n",
       "0  0.067257         0.085515      0.074754  0.109578  0.051562  0.235567   \n",
       "0  0.068811         0.092489      0.072360  0.104839  0.048970  0.196117   \n",
       "0  0.061286         0.079614      0.056463  0.095957  0.043178  0.198193   \n",
       "0  0.057507         0.075751      0.053460  0.094897  0.043361  0.209124   \n",
       "0  0.032990         0.032189      0.024725  0.053647  0.020462  0.136036   \n",
       "0  0.016046         0.021137      0.009522  0.024214  0.008958  0.048068   \n",
       "0  0.001602         0.002253      0.000930  0.003444  0.001362  0.011760   \n",
       "0  0.000449         0.000536      0.000198  0.000845  0.000274  0.002744   \n",
       "0  0.000481         0.000644      0.000223  0.001043  0.000335  0.003348   \n",
       "0  0.000481         0.000644      0.000223  0.001043  0.000335  0.003348   \n",
       "0  0.000463         0.000644      0.000189  0.000752  0.000168  0.001677   \n",
       "0  0.000189         0.000000      0.000000  0.000214  0.000037  0.000368   \n",
       "\n",
       "       LAUC        HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.593544  0.875928      1.000000       0.077201  3.875892  0.974947  \n",
       "0  0.590709  0.878049      0.999788       0.504329  5.761941  0.820874  \n",
       "0  0.555546  0.765642      1.000000       0.038961  3.159079  0.987317  \n",
       "0  0.520341  0.496288      0.995546       0.208514  4.455755  0.951624  \n",
       "0  0.517889  0.480382      0.867338       0.147186  3.852545  0.972694  \n",
       "0  0.515501  0.437964      1.000000       0.033911  2.836513  0.991139  \n",
       "0  0.514405  0.428420      0.997349       0.177489  4.212509  0.962656  \n",
       "0  0.506763  0.339343      0.986108       0.191198  5.101215  0.907796  \n",
       "0  0.499885  0.154825      0.402333       0.434343  5.133650  0.877999  \n",
       "0  0.496724  0.021209      0.482821       0.059885  2.232578  0.994487  \n",
       "0  0.496441  0.007423      0.602121       0.010823  2.089186  0.995706  \n",
       "0  0.496433  0.009544      0.699046       0.005051  1.945910  0.995669  \n",
       "0  0.496433  0.009544      0.699046       0.005051  1.945910  0.995669  \n",
       "0  0.496424  0.009544      0.600530       0.005051  1.803126  0.996380  \n",
       "0  0.496391  0.003181      0.392153       0.115440  4.174741  0.965327  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import evaluation_measures as ev\n",
    "\n",
    "dir_path=\"Recommendations generated/ml-100k/\"\n",
    "super_reactions=[4,5]\n",
    "test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None)\n",
    "\n",
    "ev.evaluate_all(test, dir_path, super_reactions)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# project task 7: Check how number of iterations of WRMF model influence the evaluation metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we already checked how parameters alpha and factors influence the model performance\n",
    "# your task is to do a similar thing with param iterations\n",
    "\n",
    "# expected output is a table reporting the evaluation metrics"
   ]
  }
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