{
 "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": "6e84e82f11dc47abaf13854009e82657",
       "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, 10362.14it/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>3.266922</td>\n",
       "      <td>3.066824</td>\n",
       "      <td>0.25175</td>\n",
       "      <td>0.182636</td>\n",
       "      <td>0.173211</td>\n",
       "      <td>0.197806</td>\n",
       "      <td>0.160086</td>\n",
       "      <td>0.201137</td>\n",
       "      <td>0.299236</td>\n",
       "      <td>0.167611</td>\n",
       "      <td>0.513715</td>\n",
       "      <td>0.588679</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.504329</td>\n",
       "      <td>5.74491</td>\n",
       "      <td>0.82298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0  3.266922  3.066824    0.25175  0.182636  0.173211  0.197806   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.160086      0.201137  0.299236  0.167611  0.513715  0.588679   \n",
       "\n",
       "         HR  Reco in test  Test coverage  Shannon     Gini  \n",
       "0  0.878049      0.999894       0.504329  5.74491  0.82298  "
      ]
     },
     "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",
       "<style scoped>\n",
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       "\n",
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       "        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>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>2.845245</td>\n",
       "      <td>2.619957</td>\n",
       "      <td>0.105514</td>\n",
       "      <td>0.110613</td>\n",
       "      <td>0.092224</td>\n",
       "      <td>0.094515</td>\n",
       "      <td>0.062768</td>\n",
       "      <td>0.123849</td>\n",
       "      <td>0.121996</td>\n",
       "      <td>0.053640</td>\n",
       "      <td>0.219607</td>\n",
       "      <td>0.552021</td>\n",
       "      <td>0.621421</td>\n",
       "      <td>0.997455</td>\n",
       "      <td>0.727994</td>\n",
       "      <td>6.472770</td>\n",
       "      <td>0.642577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50</td>\n",
       "      <td>2.898919</td>\n",
       "      <td>2.677354</td>\n",
       "      <td>0.140933</td>\n",
       "      <td>0.137985</td>\n",
       "      <td>0.117747</td>\n",
       "      <td>0.123156</td>\n",
       "      <td>0.082511</td>\n",
       "      <td>0.145669</td>\n",
       "      <td>0.162052</td>\n",
       "      <td>0.073554</td>\n",
       "      <td>0.285402</td>\n",
       "      <td>0.565861</td>\n",
       "      <td>0.745493</td>\n",
       "      <td>0.999576</td>\n",
       "      <td>0.647186</td>\n",
       "      <td>6.259111</td>\n",
       "      <td>0.704468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>75</td>\n",
       "      <td>2.943577</td>\n",
       "      <td>2.724779</td>\n",
       "      <td>0.171792</td>\n",
       "      <td>0.152722</td>\n",
       "      <td>0.135926</td>\n",
       "      <td>0.146013</td>\n",
       "      <td>0.104399</td>\n",
       "      <td>0.166191</td>\n",
       "      <td>0.199634</td>\n",
       "      <td>0.096243</td>\n",
       "      <td>0.354423</td>\n",
       "      <td>0.573366</td>\n",
       "      <td>0.798515</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.607504</td>\n",
       "      <td>6.083777</td>\n",
       "      <td>0.751040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100</td>\n",
       "      <td>2.983831</td>\n",
       "      <td>2.766847</td>\n",
       "      <td>0.189926</td>\n",
       "      <td>0.165349</td>\n",
       "      <td>0.146647</td>\n",
       "      <td>0.158954</td>\n",
       "      <td>0.119313</td>\n",
       "      <td>0.182702</td>\n",
       "      <td>0.218971</td>\n",
       "      <td>0.107420</td>\n",
       "      <td>0.376826</td>\n",
       "      <td>0.579747</td>\n",
       "      <td>0.828208</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.565657</td>\n",
       "      <td>5.898606</td>\n",
       "      <td>0.790453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>125</td>\n",
       "      <td>3.014973</td>\n",
       "      <td>2.800528</td>\n",
       "      <td>0.199576</td>\n",
       "      <td>0.161300</td>\n",
       "      <td>0.148262</td>\n",
       "      <td>0.163874</td>\n",
       "      <td>0.128433</td>\n",
       "      <td>0.178498</td>\n",
       "      <td>0.232551</td>\n",
       "      <td>0.116528</td>\n",
       "      <td>0.413058</td>\n",
       "      <td>0.577770</td>\n",
       "      <td>0.854719</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.518759</td>\n",
       "      <td>5.803240</td>\n",
       "      <td>0.814069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150</td>\n",
       "      <td>3.041675</td>\n",
       "      <td>2.829052</td>\n",
       "      <td>0.212619</td>\n",
       "      <td>0.164436</td>\n",
       "      <td>0.153355</td>\n",
       "      <td>0.171659</td>\n",
       "      <td>0.134979</td>\n",
       "      <td>0.185299</td>\n",
       "      <td>0.245491</td>\n",
       "      <td>0.124203</td>\n",
       "      <td>0.427261</td>\n",
       "      <td>0.579394</td>\n",
       "      <td>0.853659</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.502165</td>\n",
       "      <td>5.744393</td>\n",
       "      <td>0.824284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>175</td>\n",
       "      <td>3.067174</td>\n",
       "      <td>2.855569</td>\n",
       "      <td>0.214846</td>\n",
       "      <td>0.166922</td>\n",
       "      <td>0.154441</td>\n",
       "      <td>0.172930</td>\n",
       "      <td>0.139700</td>\n",
       "      <td>0.190809</td>\n",
       "      <td>0.248702</td>\n",
       "      <td>0.126277</td>\n",
       "      <td>0.436082</td>\n",
       "      <td>0.580625</td>\n",
       "      <td>0.864263</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.492063</td>\n",
       "      <td>5.635818</td>\n",
       "      <td>0.839712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>200</td>\n",
       "      <td>3.084254</td>\n",
       "      <td>2.874435</td>\n",
       "      <td>0.219512</td>\n",
       "      <td>0.166470</td>\n",
       "      <td>0.154820</td>\n",
       "      <td>0.174500</td>\n",
       "      <td>0.140021</td>\n",
       "      <td>0.186647</td>\n",
       "      <td>0.256716</td>\n",
       "      <td>0.135486</td>\n",
       "      <td>0.449810</td>\n",
       "      <td>0.580443</td>\n",
       "      <td>0.862142</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.491342</td>\n",
       "      <td>5.626358</td>\n",
       "      <td>0.843260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>225</td>\n",
       "      <td>3.098310</td>\n",
       "      <td>2.888885</td>\n",
       "      <td>0.221527</td>\n",
       "      <td>0.162908</td>\n",
       "      <td>0.153271</td>\n",
       "      <td>0.174652</td>\n",
       "      <td>0.143348</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.254314</td>\n",
       "      <td>0.132189</td>\n",
       "      <td>0.436970</td>\n",
       "      <td>0.578659</td>\n",
       "      <td>0.851538</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.484848</td>\n",
       "      <td>5.660195</td>\n",
       "      <td>0.839240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>3.109233</td>\n",
       "      <td>2.900359</td>\n",
       "      <td>0.230011</td>\n",
       "      <td>0.170018</td>\n",
       "      <td>0.160018</td>\n",
       "      <td>0.181677</td>\n",
       "      <td>0.147210</td>\n",
       "      <td>0.187002</td>\n",
       "      <td>0.271292</td>\n",
       "      <td>0.145652</td>\n",
       "      <td>0.476179</td>\n",
       "      <td>0.582272</td>\n",
       "      <td>0.861082</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.471861</td>\n",
       "      <td>5.598262</td>\n",
       "      <td>0.847443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>275</td>\n",
       "      <td>3.123987</td>\n",
       "      <td>2.915849</td>\n",
       "      <td>0.223118</td>\n",
       "      <td>0.163987</td>\n",
       "      <td>0.155116</td>\n",
       "      <td>0.176334</td>\n",
       "      <td>0.141845</td>\n",
       "      <td>0.181169</td>\n",
       "      <td>0.259294</td>\n",
       "      <td>0.137734</td>\n",
       "      <td>0.445071</td>\n",
       "      <td>0.579225</td>\n",
       "      <td>0.851538</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.479076</td>\n",
       "      <td>5.552331</td>\n",
       "      <td>0.852713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>300</td>\n",
       "      <td>3.134676</td>\n",
       "      <td>2.927118</td>\n",
       "      <td>0.233510</td>\n",
       "      <td>0.171744</td>\n",
       "      <td>0.160625</td>\n",
       "      <td>0.183479</td>\n",
       "      <td>0.152039</td>\n",
       "      <td>0.192844</td>\n",
       "      <td>0.269165</td>\n",
       "      <td>0.143070</td>\n",
       "      <td>0.460571</td>\n",
       "      <td>0.583120</td>\n",
       "      <td>0.879109</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.466811</td>\n",
       "      <td>5.571515</td>\n",
       "      <td>0.849595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>325</td>\n",
       "      <td>3.142248</td>\n",
       "      <td>2.935562</td>\n",
       "      <td>0.235949</td>\n",
       "      <td>0.165707</td>\n",
       "      <td>0.160148</td>\n",
       "      <td>0.184367</td>\n",
       "      <td>0.154185</td>\n",
       "      <td>0.186690</td>\n",
       "      <td>0.274583</td>\n",
       "      <td>0.151069</td>\n",
       "      <td>0.465910</td>\n",
       "      <td>0.580147</td>\n",
       "      <td>0.841994</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.463203</td>\n",
       "      <td>5.546160</td>\n",
       "      <td>0.853593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>350</td>\n",
       "      <td>3.150288</td>\n",
       "      <td>2.944923</td>\n",
       "      <td>0.241676</td>\n",
       "      <td>0.173680</td>\n",
       "      <td>0.165615</td>\n",
       "      <td>0.189653</td>\n",
       "      <td>0.159549</td>\n",
       "      <td>0.191868</td>\n",
       "      <td>0.283226</td>\n",
       "      <td>0.154631</td>\n",
       "      <td>0.489850</td>\n",
       "      <td>0.584151</td>\n",
       "      <td>0.868505</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.449495</td>\n",
       "      <td>5.486488</td>\n",
       "      <td>0.861326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>375</td>\n",
       "      <td>3.155423</td>\n",
       "      <td>2.949564</td>\n",
       "      <td>0.242418</td>\n",
       "      <td>0.169734</td>\n",
       "      <td>0.164664</td>\n",
       "      <td>0.189489</td>\n",
       "      <td>0.163519</td>\n",
       "      <td>0.201145</td>\n",
       "      <td>0.275921</td>\n",
       "      <td>0.150416</td>\n",
       "      <td>0.459599</td>\n",
       "      <td>0.582149</td>\n",
       "      <td>0.847296</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.443001</td>\n",
       "      <td>5.521482</td>\n",
       "      <td>0.858563</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Factors      RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0       25  2.845245  2.619957   0.105514  0.110613  0.092224  0.094515   \n",
       "0       50  2.898919  2.677354   0.140933  0.137985  0.117747  0.123156   \n",
       "0       75  2.943577  2.724779   0.171792  0.152722  0.135926  0.146013   \n",
       "0      100  2.983831  2.766847   0.189926  0.165349  0.146647  0.158954   \n",
       "0      125  3.014973  2.800528   0.199576  0.161300  0.148262  0.163874   \n",
       "0      150  3.041675  2.829052   0.212619  0.164436  0.153355  0.171659   \n",
       "0      175  3.067174  2.855569   0.214846  0.166922  0.154441  0.172930   \n",
       "0      200  3.084254  2.874435   0.219512  0.166470  0.154820  0.174500   \n",
       "0      225  3.098310  2.888885   0.221527  0.162908  0.153271  0.174652   \n",
       "0      250  3.109233  2.900359   0.230011  0.170018  0.160018  0.181677   \n",
       "0      275  3.123987  2.915849   0.223118  0.163987  0.155116  0.176334   \n",
       "0      300  3.134676  2.927118   0.233510  0.171744  0.160625  0.183479   \n",
       "0      325  3.142248  2.935562   0.235949  0.165707  0.160148  0.184367   \n",
       "0      350  3.150288  2.944923   0.241676  0.173680  0.165615  0.189653   \n",
       "0      375  3.155423  2.949564   0.242418  0.169734  0.164664  0.189489   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.062768      0.123849  0.121996  0.053640  0.219607  0.552021   \n",
       "0         0.082511      0.145669  0.162052  0.073554  0.285402  0.565861   \n",
       "0         0.104399      0.166191  0.199634  0.096243  0.354423  0.573366   \n",
       "0         0.119313      0.182702  0.218971  0.107420  0.376826  0.579747   \n",
       "0         0.128433      0.178498  0.232551  0.116528  0.413058  0.577770   \n",
       "0         0.134979      0.185299  0.245491  0.124203  0.427261  0.579394   \n",
       "0         0.139700      0.190809  0.248702  0.126277  0.436082  0.580625   \n",
       "0         0.140021      0.186647  0.256716  0.135486  0.449810  0.580443   \n",
       "0         0.143348      0.184742  0.254314  0.132189  0.436970  0.578659   \n",
       "0         0.147210      0.187002  0.271292  0.145652  0.476179  0.582272   \n",
       "0         0.141845      0.181169  0.259294  0.137734  0.445071  0.579225   \n",
       "0         0.152039      0.192844  0.269165  0.143070  0.460571  0.583120   \n",
       "0         0.154185      0.186690  0.274583  0.151069  0.465910  0.580147   \n",
       "0         0.159549      0.191868  0.283226  0.154631  0.489850  0.584151   \n",
       "0         0.163519      0.201145  0.275921  0.150416  0.459599  0.582149   \n",
       "\n",
       "         HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.621421      0.997455       0.727994  6.472770  0.642577  \n",
       "0  0.745493      0.999576       0.647186  6.259111  0.704468  \n",
       "0  0.798515      0.999788       0.607504  6.083777  0.751040  \n",
       "0  0.828208      0.999894       0.565657  5.898606  0.790453  \n",
       "0  0.854719      0.999894       0.518759  5.803240  0.814069  \n",
       "0  0.853659      0.999894       0.502165  5.744393  0.824284  \n",
       "0  0.864263      0.999894       0.492063  5.635818  0.839712  \n",
       "0  0.862142      0.999788       0.491342  5.626358  0.843260  \n",
       "0  0.851538      1.000000       0.484848  5.660195  0.839240  \n",
       "0  0.861082      1.000000       0.471861  5.598262  0.847443  \n",
       "0  0.851538      1.000000       0.479076  5.552331  0.852713  \n",
       "0  0.879109      0.999894       0.466811  5.571515  0.849595  \n",
       "0  0.841994      1.000000       0.463203  5.546160  0.853593  \n",
       "0  0.868505      1.000000       0.449495  5.486488  0.861326  \n",
       "0  0.847296      1.000000       0.443001  5.521482  0.858563  "
      ]
     },
     "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*=100\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": [
      "  0%|          | 0/13 [00:00<?, ?it/s]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
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      "  8%|▊         | 1/13 [00:02<00:31,  2.65s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 8183.27it/s]\u001b[A\n",
      " 15%|█▌        | 2/13 [00:05<00:29,  2.69s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 8725.68it/s]\u001b[A\n",
      " 23%|██▎       | 3/13 [00:08<00:27,  2.76s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 7268.33it/s]\u001b[A\n",
      " 31%|███       | 4/13 [00:11<00:25,  2.80s/it]\n",
      "943it [00:00, 10261.14it/s]\n",
      " 38%|███▊      | 5/13 [00:13<00:20,  2.62s/it]\n",
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      " 46%|████▌     | 6/13 [00:15<00:17,  2.49s/it]\n",
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      " 54%|█████▍    | 7/13 [00:17<00:14,  2.42s/it]\n",
      "943it [00:00, 10274.26it/s]\n",
      " 62%|██████▏   | 8/13 [00:19<00:11,  2.29s/it]\n",
      "943it [00:00, 9995.22it/s]\n",
      " 69%|██████▉   | 9/13 [00:21<00:08,  2.22s/it]\n",
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      " 77%|███████▋  | 10/13 [00:23<00:06,  2.16s/it]\n",
      "0it [00:00, ?it/s]\u001b[A\n",
      "943it [00:00, 8459.01it/s]\u001b[A\n",
      " 85%|████████▍ | 11/13 [00:26<00:04,  2.18s/it]\n",
      "943it [00:00, 9801.50it/s]\n",
      " 92%|█████████▏| 12/13 [00:28<00:02,  2.16s/it]\n",
      "943it [00:00, 10547.39it/s]\n",
      "100%|██████████| 13/13 [00:30<00:00,  2.35s/it]\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "</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>3.667148</td>\n",
       "      <td>3.489102</td>\n",
       "      <td>0.097137</td>\n",
       "      <td>0.074715</td>\n",
       "      <td>0.068521</td>\n",
       "      <td>0.077218</td>\n",
       "      <td>0.054185</td>\n",
       "      <td>0.072066</td>\n",
       "      <td>0.118156</td>\n",
       "      <td>0.052060</td>\n",
       "      <td>0.265020</td>\n",
       "      <td>0.534088</td>\n",
       "      <td>0.591729</td>\n",
       "      <td>0.993107</td>\n",
       "      <td>0.735931</td>\n",
       "      <td>6.695607</td>\n",
       "      <td>0.541029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>3.626815</td>\n",
       "      <td>3.447637</td>\n",
       "      <td>0.146023</td>\n",
       "      <td>0.103810</td>\n",
       "      <td>0.098579</td>\n",
       "      <td>0.113005</td>\n",
       "      <td>0.086588</td>\n",
       "      <td>0.104527</td>\n",
       "      <td>0.177685</td>\n",
       "      <td>0.087408</td>\n",
       "      <td>0.359707</td>\n",
       "      <td>0.548837</td>\n",
       "      <td>0.705196</td>\n",
       "      <td>0.994592</td>\n",
       "      <td>0.711400</td>\n",
       "      <td>6.648019</td>\n",
       "      <td>0.563589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7</td>\n",
       "      <td>3.554143</td>\n",
       "      <td>3.373172</td>\n",
       "      <td>0.221633</td>\n",
       "      <td>0.147120</td>\n",
       "      <td>0.144749</td>\n",
       "      <td>0.169109</td>\n",
       "      <td>0.145172</td>\n",
       "      <td>0.166481</td>\n",
       "      <td>0.267707</td>\n",
       "      <td>0.148986</td>\n",
       "      <td>0.493567</td>\n",
       "      <td>0.570812</td>\n",
       "      <td>0.827147</td>\n",
       "      <td>0.996819</td>\n",
       "      <td>0.634921</td>\n",
       "      <td>6.311365</td>\n",
       "      <td>0.695948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10</td>\n",
       "      <td>3.508457</td>\n",
       "      <td>3.325837</td>\n",
       "      <td>0.251007</td>\n",
       "      <td>0.166736</td>\n",
       "      <td>0.164552</td>\n",
       "      <td>0.192116</td>\n",
       "      <td>0.165343</td>\n",
       "      <td>0.194423</td>\n",
       "      <td>0.303119</td>\n",
       "      <td>0.175620</td>\n",
       "      <td>0.534907</td>\n",
       "      <td>0.580745</td>\n",
       "      <td>0.851538</td>\n",
       "      <td>0.998197</td>\n",
       "      <td>0.593074</td>\n",
       "      <td>6.096903</td>\n",
       "      <td>0.751151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30</td>\n",
       "      <td>3.353356</td>\n",
       "      <td>3.161808</td>\n",
       "      <td>0.278685</td>\n",
       "      <td>0.193472</td>\n",
       "      <td>0.186691</td>\n",
       "      <td>0.215998</td>\n",
       "      <td>0.185944</td>\n",
       "      <td>0.222512</td>\n",
       "      <td>0.329472</td>\n",
       "      <td>0.193259</td>\n",
       "      <td>0.549576</td>\n",
       "      <td>0.594207</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.476912</td>\n",
       "      <td>5.592693</td>\n",
       "      <td>0.842470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>50</td>\n",
       "      <td>3.275296</td>\n",
       "      <td>3.077720</td>\n",
       "      <td>0.257688</td>\n",
       "      <td>0.182688</td>\n",
       "      <td>0.174922</td>\n",
       "      <td>0.200926</td>\n",
       "      <td>0.168991</td>\n",
       "      <td>0.210621</td>\n",
       "      <td>0.305865</td>\n",
       "      <td>0.174495</td>\n",
       "      <td>0.517754</td>\n",
       "      <td>0.588738</td>\n",
       "      <td>0.874867</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.467532</td>\n",
       "      <td>5.519136</td>\n",
       "      <td>0.854988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>70</td>\n",
       "      <td>3.218980</td>\n",
       "      <td>3.017945</td>\n",
       "      <td>0.256734</td>\n",
       "      <td>0.186377</td>\n",
       "      <td>0.175456</td>\n",
       "      <td>0.200517</td>\n",
       "      <td>0.167382</td>\n",
       "      <td>0.210579</td>\n",
       "      <td>0.305096</td>\n",
       "      <td>0.172828</td>\n",
       "      <td>0.520099</td>\n",
       "      <td>0.590554</td>\n",
       "      <td>0.889714</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.456710</td>\n",
       "      <td>5.470766</td>\n",
       "      <td>0.859839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>90</td>\n",
       "      <td>3.176763</td>\n",
       "      <td>2.973046</td>\n",
       "      <td>0.244539</td>\n",
       "      <td>0.172512</td>\n",
       "      <td>0.166475</td>\n",
       "      <td>0.191058</td>\n",
       "      <td>0.159871</td>\n",
       "      <td>0.192965</td>\n",
       "      <td>0.287939</td>\n",
       "      <td>0.160423</td>\n",
       "      <td>0.493221</td>\n",
       "      <td>0.583590</td>\n",
       "      <td>0.866384</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.448773</td>\n",
       "      <td>5.443263</td>\n",
       "      <td>0.865034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>110</td>\n",
       "      <td>3.143349</td>\n",
       "      <td>2.936711</td>\n",
       "      <td>0.238070</td>\n",
       "      <td>0.171926</td>\n",
       "      <td>0.162405</td>\n",
       "      <td>0.186262</td>\n",
       "      <td>0.153541</td>\n",
       "      <td>0.187256</td>\n",
       "      <td>0.279234</td>\n",
       "      <td>0.151951</td>\n",
       "      <td>0.487754</td>\n",
       "      <td>0.583242</td>\n",
       "      <td>0.860021</td>\n",
       "      <td>0.999788</td>\n",
       "      <td>0.465368</td>\n",
       "      <td>5.469029</td>\n",
       "      <td>0.862758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>130</td>\n",
       "      <td>3.110754</td>\n",
       "      <td>2.901935</td>\n",
       "      <td>0.234995</td>\n",
       "      <td>0.167103</td>\n",
       "      <td>0.160274</td>\n",
       "      <td>0.183921</td>\n",
       "      <td>0.150536</td>\n",
       "      <td>0.186330</td>\n",
       "      <td>0.272901</td>\n",
       "      <td>0.146686</td>\n",
       "      <td>0.472357</td>\n",
       "      <td>0.580823</td>\n",
       "      <td>0.853659</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.457431</td>\n",
       "      <td>5.467972</td>\n",
       "      <td>0.863449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150</td>\n",
       "      <td>3.092232</td>\n",
       "      <td>2.881814</td>\n",
       "      <td>0.220573</td>\n",
       "      <td>0.156457</td>\n",
       "      <td>0.150352</td>\n",
       "      <td>0.172703</td>\n",
       "      <td>0.144421</td>\n",
       "      <td>0.184490</td>\n",
       "      <td>0.252383</td>\n",
       "      <td>0.133966</td>\n",
       "      <td>0.434369</td>\n",
       "      <td>0.575430</td>\n",
       "      <td>0.835631</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.456710</td>\n",
       "      <td>5.478962</td>\n",
       "      <td>0.861605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>170</td>\n",
       "      <td>3.070960</td>\n",
       "      <td>2.858602</td>\n",
       "      <td>0.215164</td>\n",
       "      <td>0.152678</td>\n",
       "      <td>0.145957</td>\n",
       "      <td>0.167671</td>\n",
       "      <td>0.135086</td>\n",
       "      <td>0.162270</td>\n",
       "      <td>0.251273</td>\n",
       "      <td>0.132605</td>\n",
       "      <td>0.444772</td>\n",
       "      <td>0.573533</td>\n",
       "      <td>0.829268</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.455267</td>\n",
       "      <td>5.480218</td>\n",
       "      <td>0.863607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>190</td>\n",
       "      <td>3.055291</td>\n",
       "      <td>2.841800</td>\n",
       "      <td>0.203818</td>\n",
       "      <td>0.145412</td>\n",
       "      <td>0.139214</td>\n",
       "      <td>0.159774</td>\n",
       "      <td>0.131760</td>\n",
       "      <td>0.164304</td>\n",
       "      <td>0.232864</td>\n",
       "      <td>0.118939</td>\n",
       "      <td>0.411554</td>\n",
       "      <td>0.569834</td>\n",
       "      <td>0.814422</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.475469</td>\n",
       "      <td>5.516410</td>\n",
       "      <td>0.856805</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Alpha      RMSE       MAE  precision    recall       F_1      F_05  \\\n",
       "0      1  3.667148  3.489102   0.097137  0.074715  0.068521  0.077218   \n",
       "0      3  3.626815  3.447637   0.146023  0.103810  0.098579  0.113005   \n",
       "0      7  3.554143  3.373172   0.221633  0.147120  0.144749  0.169109   \n",
       "0     10  3.508457  3.325837   0.251007  0.166736  0.164552  0.192116   \n",
       "0     30  3.353356  3.161808   0.278685  0.193472  0.186691  0.215998   \n",
       "0     50  3.275296  3.077720   0.257688  0.182688  0.174922  0.200926   \n",
       "0     70  3.218980  3.017945   0.256734  0.186377  0.175456  0.200517   \n",
       "0     90  3.176763  2.973046   0.244539  0.172512  0.166475  0.191058   \n",
       "0    110  3.143349  2.936711   0.238070  0.171926  0.162405  0.186262   \n",
       "0    130  3.110754  2.901935   0.234995  0.167103  0.160274  0.183921   \n",
       "0    150  3.092232  2.881814   0.220573  0.156457  0.150352  0.172703   \n",
       "0    170  3.070960  2.858602   0.215164  0.152678  0.145957  0.167671   \n",
       "0    190  3.055291  2.841800   0.203818  0.145412  0.139214  0.159774   \n",
       "\n",
       "   precision_super  recall_super      NDCG       mAP       MRR      LAUC  \\\n",
       "0         0.054185      0.072066  0.118156  0.052060  0.265020  0.534088   \n",
       "0         0.086588      0.104527  0.177685  0.087408  0.359707  0.548837   \n",
       "0         0.145172      0.166481  0.267707  0.148986  0.493567  0.570812   \n",
       "0         0.165343      0.194423  0.303119  0.175620  0.534907  0.580745   \n",
       "0         0.185944      0.222512  0.329472  0.193259  0.549576  0.594207   \n",
       "0         0.168991      0.210621  0.305865  0.174495  0.517754  0.588738   \n",
       "0         0.167382      0.210579  0.305096  0.172828  0.520099  0.590554   \n",
       "0         0.159871      0.192965  0.287939  0.160423  0.493221  0.583590   \n",
       "0         0.153541      0.187256  0.279234  0.151951  0.487754  0.583242   \n",
       "0         0.150536      0.186330  0.272901  0.146686  0.472357  0.580823   \n",
       "0         0.144421      0.184490  0.252383  0.133966  0.434369  0.575430   \n",
       "0         0.135086      0.162270  0.251273  0.132605  0.444772  0.573533   \n",
       "0         0.131760      0.164304  0.232864  0.118939  0.411554  0.569834   \n",
       "\n",
       "         HR  Reco in test  Test coverage   Shannon      Gini  \n",
       "0  0.591729      0.993107       0.735931  6.695607  0.541029  \n",
       "0  0.705196      0.994592       0.711400  6.648019  0.563589  \n",
       "0  0.827147      0.996819       0.634921  6.311365  0.695948  \n",
       "0  0.851538      0.998197       0.593074  6.096903  0.751151  \n",
       "0  0.878049      0.999894       0.476912  5.592693  0.842470  \n",
       "0  0.874867      0.999894       0.467532  5.519136  0.854988  \n",
       "0  0.889714      0.999894       0.456710  5.470766  0.859839  \n",
       "0  0.866384      1.000000       0.448773  5.443263  0.865034  \n",
       "0  0.860021      0.999788       0.465368  5.469029  0.862758  \n",
       "0  0.853659      1.000000       0.457431  5.467972  0.863449  \n",
       "0  0.835631      1.000000       0.456710  5.478962  0.861605  \n",
       "0  0.829268      1.000000       0.455267  5.480218  0.863607  \n",
       "0  0.814422      0.999894       0.475469  5.516410  0.856805  "
      ]
     },
     "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, 10250.34it/s]\n",
      "943it [00:00, 10771.14it/s]\n",
      "943it [00:00, 9255.61it/s]\n",
      "943it [00:00, 10086.42it/s]\n",
      "943it [00:00, 12019.93it/s]\n",
      "943it [00:00, 11892.13it/s]\n",
      "943it [00:00, 11185.60it/s]\n",
      "943it [00:00, 11252.04it/s]\n",
      "943it [00:00, 11415.63it/s]\n",
      "943it [00:00, 10757.58it/s]\n",
      "943it [00:00, 10367.98it/s]\n",
      "943it [00:00, 10480.68it/s]\n",
      "943it [00:00, 11926.02it/s]\n",
      "943it [00:00, 9976.49it/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>3.266922</td>\n",
       "      <td>3.066824</td>\n",
       "      <td>0.251750</td>\n",
       "      <td>0.182636</td>\n",
       "      <td>0.173211</td>\n",
       "      <td>0.197806</td>\n",
       "      <td>0.160086</td>\n",
       "      <td>0.201137</td>\n",
       "      <td>0.299236</td>\n",
       "      <td>0.167611</td>\n",
       "      <td>0.513715</td>\n",
       "      <td>0.588679</td>\n",
       "      <td>0.878049</td>\n",
       "      <td>0.999894</td>\n",
       "      <td>0.504329</td>\n",
       "      <td>5.744910</td>\n",
       "      <td>0.822980</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>0.950347</td>\n",
       "      <td>0.749312</td>\n",
       "      <td>0.100636</td>\n",
       "      <td>0.050514</td>\n",
       "      <td>0.055794</td>\n",
       "      <td>0.070753</td>\n",
       "      <td>0.091202</td>\n",
       "      <td>0.082734</td>\n",
       "      <td>0.114054</td>\n",
       "      <td>0.053200</td>\n",
       "      <td>0.248803</td>\n",
       "      <td>0.521983</td>\n",
       "      <td>0.517497</td>\n",
       "      <td>0.992153</td>\n",
       "      <td>0.210678</td>\n",
       "      <td>4.418683</td>\n",
       "      <td>0.952848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Self_SVD</td>\n",
       "      <td>0.914143</td>\n",
       "      <td>0.717131</td>\n",
       "      <td>0.101803</td>\n",
       "      <td>0.042134</td>\n",
       "      <td>0.051610</td>\n",
       "      <td>0.068543</td>\n",
       "      <td>0.091953</td>\n",
       "      <td>0.071255</td>\n",
       "      <td>0.104015</td>\n",
       "      <td>0.048817</td>\n",
       "      <td>0.193027</td>\n",
       "      <td>0.517784</td>\n",
       "      <td>0.471898</td>\n",
       "      <td>0.867232</td>\n",
       "      <td>0.147908</td>\n",
       "      <td>3.871296</td>\n",
       "      <td>0.971820</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>0.939472</td>\n",
       "      <td>0.739816</td>\n",
       "      <td>0.085896</td>\n",
       "      <td>0.036073</td>\n",
       "      <td>0.043528</td>\n",
       "      <td>0.057643</td>\n",
       "      <td>0.077039</td>\n",
       "      <td>0.057463</td>\n",
       "      <td>0.097753</td>\n",
       "      <td>0.045546</td>\n",
       "      <td>0.219839</td>\n",
       "      <td>0.514709</td>\n",
       "      <td>0.431601</td>\n",
       "      <td>0.997455</td>\n",
       "      <td>0.168831</td>\n",
       "      <td>4.217578</td>\n",
       "      <td>0.962577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Ready_Random</td>\n",
       "      <td>1.521845</td>\n",
       "      <td>1.225949</td>\n",
       "      <td>0.047190</td>\n",
       "      <td>0.020753</td>\n",
       "      <td>0.024810</td>\n",
       "      <td>0.032269</td>\n",
       "      <td>0.029506</td>\n",
       "      <td>0.023707</td>\n",
       "      <td>0.050075</td>\n",
       "      <td>0.018728</td>\n",
       "      <td>0.121957</td>\n",
       "      <td>0.506893</td>\n",
       "      <td>0.329799</td>\n",
       "      <td>0.986532</td>\n",
       "      <td>0.184704</td>\n",
       "      <td>5.099706</td>\n",
       "      <td>0.907217</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_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  3.266922  3.066824   0.251750  0.182636  0.173211   \n",
       "0          Self_TopPop  2.508258  2.217909   0.188865  0.116919  0.118732   \n",
       "0            Ready_SVD  0.950347  0.749312   0.100636  0.050514  0.055794   \n",
       "0             Self_SVD  0.914143  0.717131   0.101803  0.042134  0.051610   \n",
       "0       Ready_Baseline  0.949459  0.752487   0.091410  0.037652  0.046030   \n",
       "0      Ready_SVDBiased  0.939472  0.739816   0.085896  0.036073  0.043528   \n",
       "0         Ready_Random  1.521845  1.225949   0.047190  0.020753  0.024810   \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_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  0.197806         0.160086      0.201137  0.299236  0.167611  0.513715   \n",
       "0  0.141584         0.130472      0.137473  0.214651  0.111707  0.400939   \n",
       "0  0.070753         0.091202      0.082734  0.114054  0.053200  0.248803   \n",
       "0  0.068543         0.091953      0.071255  0.104015  0.048817  0.193027   \n",
       "0  0.061286         0.079614      0.056463  0.095957  0.043178  0.198193   \n",
       "0  0.057643         0.077039      0.057463  0.097753  0.045546  0.219839   \n",
       "0  0.032269         0.029506      0.023707  0.050075  0.018728  0.121957   \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  0.000463         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  0.588679  0.878049      0.999894       0.504329  5.744910  0.822980  \n",
       "0  0.555546  0.765642      1.000000       0.038961  3.159079  0.987317  \n",
       "0  0.521983  0.517497      0.992153       0.210678  4.418683  0.952848  \n",
       "0  0.517784  0.471898      0.867232       0.147908  3.871296  0.971820  \n",
       "0  0.515501  0.437964      1.000000       0.033911  2.836513  0.991139  \n",
       "0  0.514709  0.431601      0.997455       0.168831  4.217578  0.962577  \n",
       "0  0.506893  0.329799      0.986532       0.184704  5.099706  0.907217  \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  0.496424  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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