warsztaty2/P7. WRMF (Implicit ALS).ipynb
2020-06-16 19:40:37 +02:00

1813 lines
564 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"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": 6,
"metadata": {},
"outputs": [],
"source": [
"alpha = 30\n",
"train_ui*=alpha\n",
"train_iu=train_ui.transpose().tocsr()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:root:OpenBLAS detected. Its highly recommend to set the environment variable 'export OPENBLAS_NUM_THREADS=1' to disable its internal multithreading\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1b4550ffe25e47cc8be9484358e7dba9",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(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": 8,
"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": 9,
"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": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"943it [00:00, 9361.55it/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>3.274971</td>\n",
" <td>3.076091</td>\n",
" <td>0.246766</td>\n",
" <td>0.180284</td>\n",
" <td>0.171181</td>\n",
" <td>0.194935</td>\n",
" <td>0.16309</td>\n",
" <td>0.205416</td>\n",
" <td>0.29822</td>\n",
" <td>0.166226</td>\n",
" <td>0.520157</td>\n",
" <td>0.587509</td>\n",
" <td>0.878049</td>\n",
" <td>0.999788</td>\n",
" <td>0.508658</td>\n",
" <td>5.756947</td>\n",
" <td>0.819903</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" RMSE MAE precision recall F_1 F_05 \\\n",
"0 3.274971 3.076091 0.246766 0.180284 0.171181 0.194935 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.16309 0.205416 0.29822 0.166226 0.520157 0.587509 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.878049 0.999788 0.508658 5.756947 0.819903 "
]
},
"execution_count": 10,
"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": [
"### Hiperparameters tuning"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of latent factors"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/15 [00:00<?, ?it/s]\n",
"943it [00:00, 10055.83it/s]\n",
" 7%|▋ | 1/15 [00:01<00:15, 1.12s/it]\n",
"943it [00:00, 10056.90it/s]\n",
" 13%|█▎ | 2/15 [00:02<00:14, 1.15s/it]\n",
"943it [00:00, 9674.18it/s]\n",
" 20%|██ | 3/15 [00:03<00:14, 1.25s/it]\n",
"943it [00:00, 9548.09it/s]\n",
" 27%|██▋ | 4/15 [00:05<00:14, 1.30s/it]\n",
"943it [00:00, 9846.42it/s]\n",
" 33%|███▎ | 5/15 [00:06<00:13, 1.37s/it]\n",
"943it [00:00, 9848.78it/s]\n",
" 40%|████ | 6/15 [00:08<00:12, 1.44s/it]\n",
"943it [00:00, 9745.47it/s]\n",
" 47%|████▋ | 7/15 [00:10<00:12, 1.54s/it]\n",
"943it [00:00, 9744.82it/s]\n",
" 53%|█████▎ | 8/15 [00:12<00:11, 1.68s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 9272.28it/s]\u001b[A\n",
" 60%|██████ | 9/15 [00:14<00:10, 1.80s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 9147.55it/s]\u001b[A\n",
" 67%|██████▋ | 10/15 [00:16<00:09, 1.94s/it]\n",
"943it [00:00, 9648.29it/s]\n",
" 73%|███████▎ | 11/15 [00:18<00:08, 2.09s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 9180.40it/s]\u001b[A\n",
" 80%|████████ | 12/15 [00:21<00:06, 2.24s/it]\n",
"943it [00:00, 9706.96it/s]\n",
" 87%|████████▋ | 13/15 [00:24<00:04, 2.44s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 9002.64it/s]\u001b[A\n",
" 93%|█████████▎| 14/15 [00:27<00:02, 2.62s/it]\n",
"943it [00:00, 9838.66it/s]\n",
"100%|██████████| 15/15 [00:30<00:00, 2.06s/it]\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>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>2.844919</td>\n",
" <td>2.620125</td>\n",
" <td>0.112513</td>\n",
" <td>0.118879</td>\n",
" <td>0.097878</td>\n",
" <td>0.100372</td>\n",
" <td>0.066738</td>\n",
" <td>0.129517</td>\n",
" <td>0.125779</td>\n",
" <td>0.052940</td>\n",
" <td>0.218140</td>\n",
" <td>0.556162</td>\n",
" <td>0.656416</td>\n",
" <td>0.996501</td>\n",
" <td>0.709957</td>\n",
" <td>6.457332</td>\n",
" <td>0.647711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>50</td>\n",
" <td>2.898551</td>\n",
" <td>2.678081</td>\n",
" <td>0.144645</td>\n",
" <td>0.135718</td>\n",
" <td>0.116720</td>\n",
" <td>0.123745</td>\n",
" <td>0.085086</td>\n",
" <td>0.147738</td>\n",
" <td>0.162899</td>\n",
" <td>0.073388</td>\n",
" <td>0.281801</td>\n",
" <td>0.564729</td>\n",
" <td>0.744433</td>\n",
" <td>0.999894</td>\n",
" <td>0.649351</td>\n",
" <td>6.257955</td>\n",
" <td>0.706753</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>75</td>\n",
" <td>2.946453</td>\n",
" <td>2.728472</td>\n",
" <td>0.168081</td>\n",
" <td>0.149663</td>\n",
" <td>0.131850</td>\n",
" <td>0.141945</td>\n",
" <td>0.103112</td>\n",
" <td>0.160522</td>\n",
" <td>0.192246</td>\n",
" <td>0.090485</td>\n",
" <td>0.335233</td>\n",
" <td>0.571818</td>\n",
" <td>0.797455</td>\n",
" <td>0.999788</td>\n",
" <td>0.608225</td>\n",
" <td>6.053205</td>\n",
" <td>0.755007</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>100</td>\n",
" <td>2.983337</td>\n",
" <td>2.766327</td>\n",
" <td>0.186957</td>\n",
" <td>0.159899</td>\n",
" <td>0.143370</td>\n",
" <td>0.156146</td>\n",
" <td>0.118670</td>\n",
" <td>0.179116</td>\n",
" <td>0.213595</td>\n",
" <td>0.103269</td>\n",
" <td>0.365040</td>\n",
" <td>0.577007</td>\n",
" <td>0.829268</td>\n",
" <td>1.000000</td>\n",
" <td>0.561328</td>\n",
" <td>5.906052</td>\n",
" <td>0.789284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>125</td>\n",
" <td>3.013649</td>\n",
" <td>2.798792</td>\n",
" <td>0.195440</td>\n",
" <td>0.158716</td>\n",
" <td>0.144700</td>\n",
" <td>0.159963</td>\n",
" <td>0.119957</td>\n",
" <td>0.174794</td>\n",
" <td>0.227569</td>\n",
" <td>0.114459</td>\n",
" <td>0.399596</td>\n",
" <td>0.576467</td>\n",
" <td>0.815483</td>\n",
" <td>0.999894</td>\n",
" <td>0.532468</td>\n",
" <td>5.782155</td>\n",
" <td>0.813818</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>150</td>\n",
" <td>3.042673</td>\n",
" <td>2.830717</td>\n",
" <td>0.210180</td>\n",
" <td>0.164005</td>\n",
" <td>0.151327</td>\n",
" <td>0.169325</td>\n",
" <td>0.135944</td>\n",
" <td>0.181649</td>\n",
" <td>0.243943</td>\n",
" <td>0.125804</td>\n",
" <td>0.425139</td>\n",
" <td>0.579170</td>\n",
" <td>0.847296</td>\n",
" <td>1.000000</td>\n",
" <td>0.506494</td>\n",
" <td>5.746312</td>\n",
" <td>0.823647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>175</td>\n",
" <td>3.064257</td>\n",
" <td>2.852890</td>\n",
" <td>0.215589</td>\n",
" <td>0.165439</td>\n",
" <td>0.153855</td>\n",
" <td>0.172823</td>\n",
" <td>0.136052</td>\n",
" <td>0.185028</td>\n",
" <td>0.254184</td>\n",
" <td>0.130538</td>\n",
" <td>0.457603</td>\n",
" <td>0.579917</td>\n",
" <td>0.857900</td>\n",
" <td>1.000000</td>\n",
" <td>0.503608</td>\n",
" <td>5.631072</td>\n",
" <td>0.838636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>200</td>\n",
" <td>3.084422</td>\n",
" <td>2.874424</td>\n",
" <td>0.219618</td>\n",
" <td>0.162595</td>\n",
" <td>0.153513</td>\n",
" <td>0.174288</td>\n",
" <td>0.140451</td>\n",
" <td>0.186207</td>\n",
" <td>0.257191</td>\n",
" <td>0.136220</td>\n",
" <td>0.449647</td>\n",
" <td>0.578527</td>\n",
" <td>0.844115</td>\n",
" <td>1.000000</td>\n",
" <td>0.488456</td>\n",
" <td>5.644481</td>\n",
" <td>0.840826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>225</td>\n",
" <td>3.097204</td>\n",
" <td>2.888454</td>\n",
" <td>0.227678</td>\n",
" <td>0.168651</td>\n",
" <td>0.159966</td>\n",
" <td>0.181384</td>\n",
" <td>0.150858</td>\n",
" <td>0.195783</td>\n",
" <td>0.267800</td>\n",
" <td>0.143532</td>\n",
" <td>0.464535</td>\n",
" <td>0.581580</td>\n",
" <td>0.861082</td>\n",
" <td>0.999788</td>\n",
" <td>0.468254</td>\n",
" <td>5.566533</td>\n",
" <td>0.850247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>250</td>\n",
" <td>3.111146</td>\n",
" <td>2.902813</td>\n",
" <td>0.232131</td>\n",
" <td>0.169147</td>\n",
" <td>0.159200</td>\n",
" <td>0.181969</td>\n",
" <td>0.147854</td>\n",
" <td>0.189227</td>\n",
" <td>0.268282</td>\n",
" <td>0.144025</td>\n",
" <td>0.458117</td>\n",
" <td>0.581832</td>\n",
" <td>0.853659</td>\n",
" <td>0.999894</td>\n",
" <td>0.466089</td>\n",
" <td>5.603329</td>\n",
" <td>0.846631</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>275</td>\n",
" <td>3.124854</td>\n",
" <td>2.916841</td>\n",
" <td>0.234571</td>\n",
" <td>0.171622</td>\n",
" <td>0.162598</td>\n",
" <td>0.185026</td>\n",
" <td>0.149356</td>\n",
" <td>0.185706</td>\n",
" <td>0.274896</td>\n",
" <td>0.150449</td>\n",
" <td>0.474372</td>\n",
" <td>0.583088</td>\n",
" <td>0.858961</td>\n",
" <td>1.000000</td>\n",
" <td>0.466811</td>\n",
" <td>5.535912</td>\n",
" <td>0.852984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>300</td>\n",
" <td>3.135253</td>\n",
" <td>2.928828</td>\n",
" <td>0.229162</td>\n",
" <td>0.164930</td>\n",
" <td>0.157395</td>\n",
" <td>0.179806</td>\n",
" <td>0.149249</td>\n",
" <td>0.191109</td>\n",
" <td>0.265386</td>\n",
" <td>0.142651</td>\n",
" <td>0.454700</td>\n",
" <td>0.579712</td>\n",
" <td>0.848356</td>\n",
" <td>1.000000</td>\n",
" <td>0.463203</td>\n",
" <td>5.546113</td>\n",
" <td>0.853711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>325</td>\n",
" <td>3.143012</td>\n",
" <td>2.936466</td>\n",
" <td>0.236267</td>\n",
" <td>0.164353</td>\n",
" <td>0.159323</td>\n",
" <td>0.184114</td>\n",
" <td>0.155579</td>\n",
" <td>0.187519</td>\n",
" <td>0.275057</td>\n",
" <td>0.150313</td>\n",
" <td>0.471154</td>\n",
" <td>0.579462</td>\n",
" <td>0.854719</td>\n",
" <td>0.999788</td>\n",
" <td>0.462482</td>\n",
" <td>5.542926</td>\n",
" <td>0.856801</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>350</td>\n",
" <td>3.149240</td>\n",
" <td>2.943003</td>\n",
" <td>0.238494</td>\n",
" <td>0.170851</td>\n",
" <td>0.161939</td>\n",
" <td>0.185788</td>\n",
" <td>0.155794</td>\n",
" <td>0.195913</td>\n",
" <td>0.278565</td>\n",
" <td>0.152289</td>\n",
" <td>0.479033</td>\n",
" <td>0.582719</td>\n",
" <td>0.868505</td>\n",
" <td>1.000000</td>\n",
" <td>0.474026</td>\n",
" <td>5.543713</td>\n",
" <td>0.854430</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>375</td>\n",
" <td>3.158746</td>\n",
" <td>2.953578</td>\n",
" <td>0.231071</td>\n",
" <td>0.157607</td>\n",
" <td>0.153557</td>\n",
" <td>0.178314</td>\n",
" <td>0.148069</td>\n",
" <td>0.174575</td>\n",
" <td>0.266733</td>\n",
" <td>0.144945</td>\n",
" <td>0.460581</td>\n",
" <td>0.576058</td>\n",
" <td>0.846235</td>\n",
" <td>1.000000</td>\n",
" <td>0.467532</td>\n",
" <td>5.522817</td>\n",
" <td>0.855222</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Factors RMSE MAE precision recall F_1 F_05 \\\n",
"0 25 2.844919 2.620125 0.112513 0.118879 0.097878 0.100372 \n",
"0 50 2.898551 2.678081 0.144645 0.135718 0.116720 0.123745 \n",
"0 75 2.946453 2.728472 0.168081 0.149663 0.131850 0.141945 \n",
"0 100 2.983337 2.766327 0.186957 0.159899 0.143370 0.156146 \n",
"0 125 3.013649 2.798792 0.195440 0.158716 0.144700 0.159963 \n",
"0 150 3.042673 2.830717 0.210180 0.164005 0.151327 0.169325 \n",
"0 175 3.064257 2.852890 0.215589 0.165439 0.153855 0.172823 \n",
"0 200 3.084422 2.874424 0.219618 0.162595 0.153513 0.174288 \n",
"0 225 3.097204 2.888454 0.227678 0.168651 0.159966 0.181384 \n",
"0 250 3.111146 2.902813 0.232131 0.169147 0.159200 0.181969 \n",
"0 275 3.124854 2.916841 0.234571 0.171622 0.162598 0.185026 \n",
"0 300 3.135253 2.928828 0.229162 0.164930 0.157395 0.179806 \n",
"0 325 3.143012 2.936466 0.236267 0.164353 0.159323 0.184114 \n",
"0 350 3.149240 2.943003 0.238494 0.170851 0.161939 0.185788 \n",
"0 375 3.158746 2.953578 0.231071 0.157607 0.153557 0.178314 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.066738 0.129517 0.125779 0.052940 0.218140 0.556162 \n",
"0 0.085086 0.147738 0.162899 0.073388 0.281801 0.564729 \n",
"0 0.103112 0.160522 0.192246 0.090485 0.335233 0.571818 \n",
"0 0.118670 0.179116 0.213595 0.103269 0.365040 0.577007 \n",
"0 0.119957 0.174794 0.227569 0.114459 0.399596 0.576467 \n",
"0 0.135944 0.181649 0.243943 0.125804 0.425139 0.579170 \n",
"0 0.136052 0.185028 0.254184 0.130538 0.457603 0.579917 \n",
"0 0.140451 0.186207 0.257191 0.136220 0.449647 0.578527 \n",
"0 0.150858 0.195783 0.267800 0.143532 0.464535 0.581580 \n",
"0 0.147854 0.189227 0.268282 0.144025 0.458117 0.581832 \n",
"0 0.149356 0.185706 0.274896 0.150449 0.474372 0.583088 \n",
"0 0.149249 0.191109 0.265386 0.142651 0.454700 0.579712 \n",
"0 0.155579 0.187519 0.275057 0.150313 0.471154 0.579462 \n",
"0 0.155794 0.195913 0.278565 0.152289 0.479033 0.582719 \n",
"0 0.148069 0.174575 0.266733 0.144945 0.460581 0.576058 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.656416 0.996501 0.709957 6.457332 0.647711 \n",
"0 0.744433 0.999894 0.649351 6.257955 0.706753 \n",
"0 0.797455 0.999788 0.608225 6.053205 0.755007 \n",
"0 0.829268 1.000000 0.561328 5.906052 0.789284 \n",
"0 0.815483 0.999894 0.532468 5.782155 0.813818 \n",
"0 0.847296 1.000000 0.506494 5.746312 0.823647 \n",
"0 0.857900 1.000000 0.503608 5.631072 0.838636 \n",
"0 0.844115 1.000000 0.488456 5.644481 0.840826 \n",
"0 0.861082 0.999788 0.468254 5.566533 0.850247 \n",
"0 0.853659 0.999894 0.466089 5.603329 0.846631 \n",
"0 0.858961 1.000000 0.466811 5.535912 0.852984 \n",
"0 0.848356 1.000000 0.463203 5.546113 0.853711 \n",
"0 0.854719 0.999788 0.462482 5.542926 0.856801 \n",
"0 0.868505 1.000000 0.474026 5.543713 0.854430 \n",
"0 0.846235 1.000000 0.467532 5.522817 0.855222 "
]
},
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [],
"source": [
"### import matplotlib.pyplot as plt\n",
"\n",
"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": 13,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/13 [00:00<?, ?it/s]\n",
"943it [00:00, 10163.95it/s]\n",
" 8%|▊ | 1/13 [00:03<00:42, 3.51s/it]\n",
"943it [00:00, 9455.21it/s]\n",
" 15%|█▌ | 2/13 [00:06<00:38, 3.46s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 9093.94it/s]\u001b[A\n",
" 23%|██▎ | 3/13 [00:10<00:34, 3.46s/it]\n",
"943it [00:00, 9595.32it/s]\n",
" 31%|███ | 4/13 [00:13<00:31, 3.51s/it]\n",
"943it [00:00, 9455.26it/s]\n",
" 38%|███▊ | 5/13 [00:17<00:28, 3.61s/it]\n",
"943it [00:00, 9355.27it/s]\n",
" 46%|████▌ | 6/13 [00:21<00:25, 3.69s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8472.03it/s]\u001b[A\n",
" 54%|█████▍ | 7/13 [00:25<00:22, 3.79s/it]\n",
"943it [00:00, 9499.24it/s]\n",
" 62%|██████▏ | 8/13 [00:29<00:19, 3.87s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8672.07it/s]\u001b[A\n",
" 69%|██████▉ | 9/13 [00:34<00:16, 4.07s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8752.60it/s]\u001b[A\n",
" 77%|███████▋ | 10/13 [00:38<00:12, 4.15s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8081.43it/s]\u001b[A\n",
" 85%|████████▍ | 11/13 [00:42<00:08, 4.21s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 7386.88it/s]\u001b[A\n",
" 92%|█████████▏| 12/13 [00:47<00:04, 4.27s/it]\n",
"0it [00:00, ?it/s]\u001b[A\n",
"943it [00:00, 8754.84it/s]\u001b[A\n",
"100%|██████████| 13/13 [00:52<00:00, 4.03s/it]\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>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>3.667964</td>\n",
" <td>3.489818</td>\n",
" <td>0.094380</td>\n",
" <td>0.070257</td>\n",
" <td>0.065728</td>\n",
" <td>0.074445</td>\n",
" <td>0.051502</td>\n",
" <td>0.070147</td>\n",
" <td>0.113450</td>\n",
" <td>0.049410</td>\n",
" <td>0.251617</td>\n",
" <td>0.531850</td>\n",
" <td>0.569459</td>\n",
" <td>0.993955</td>\n",
" <td>0.737374</td>\n",
" <td>6.690952</td>\n",
" <td>0.542274</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3</td>\n",
" <td>3.627294</td>\n",
" <td>3.448283</td>\n",
" <td>0.148780</td>\n",
" <td>0.103792</td>\n",
" <td>0.099159</td>\n",
" <td>0.114233</td>\n",
" <td>0.093455</td>\n",
" <td>0.110666</td>\n",
" <td>0.181431</td>\n",
" <td>0.089470</td>\n",
" <td>0.371873</td>\n",
" <td>0.548831</td>\n",
" <td>0.712619</td>\n",
" <td>0.994380</td>\n",
" <td>0.711400</td>\n",
" <td>6.639888</td>\n",
" <td>0.567716</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>7</td>\n",
" <td>3.554798</td>\n",
" <td>3.373876</td>\n",
" <td>0.219936</td>\n",
" <td>0.150798</td>\n",
" <td>0.145514</td>\n",
" <td>0.168680</td>\n",
" <td>0.144635</td>\n",
" <td>0.171680</td>\n",
" <td>0.263177</td>\n",
" <td>0.145537</td>\n",
" <td>0.472968</td>\n",
" <td>0.572621</td>\n",
" <td>0.816543</td>\n",
" <td>0.997773</td>\n",
" <td>0.631313</td>\n",
" <td>6.305570</td>\n",
" <td>0.698148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>10</td>\n",
" <td>3.510181</td>\n",
" <td>3.327658</td>\n",
" <td>0.247826</td>\n",
" <td>0.166669</td>\n",
" <td>0.161966</td>\n",
" <td>0.188961</td>\n",
" <td>0.161266</td>\n",
" <td>0.184196</td>\n",
" <td>0.298395</td>\n",
" <td>0.172603</td>\n",
" <td>0.527587</td>\n",
" <td>0.580683</td>\n",
" <td>0.845175</td>\n",
" <td>0.998091</td>\n",
" <td>0.588745</td>\n",
" <td>6.108851</td>\n",
" <td>0.748855</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>30</td>\n",
" <td>3.355511</td>\n",
" <td>3.164379</td>\n",
" <td>0.275928</td>\n",
" <td>0.193550</td>\n",
" <td>0.186070</td>\n",
" <td>0.214375</td>\n",
" <td>0.183262</td>\n",
" <td>0.224550</td>\n",
" <td>0.332232</td>\n",
" <td>0.198190</td>\n",
" <td>0.556671</td>\n",
" <td>0.594247</td>\n",
" <td>0.876988</td>\n",
" <td>0.999788</td>\n",
" <td>0.479798</td>\n",
" <td>5.570110</td>\n",
" <td>0.844550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>50</td>\n",
" <td>3.273365</td>\n",
" <td>3.076256</td>\n",
" <td>0.265005</td>\n",
" <td>0.186234</td>\n",
" <td>0.180388</td>\n",
" <td>0.207058</td>\n",
" <td>0.176288</td>\n",
" <td>0.219204</td>\n",
" <td>0.310446</td>\n",
" <td>0.177237</td>\n",
" <td>0.521655</td>\n",
" <td>0.590528</td>\n",
" <td>0.884411</td>\n",
" <td>0.999894</td>\n",
" <td>0.476912</td>\n",
" <td>5.495722</td>\n",
" <td>0.854628</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>70</td>\n",
" <td>3.220208</td>\n",
" <td>3.018475</td>\n",
" <td>0.247508</td>\n",
" <td>0.174676</td>\n",
" <td>0.167792</td>\n",
" <td>0.192897</td>\n",
" <td>0.162661</td>\n",
" <td>0.203997</td>\n",
" <td>0.296658</td>\n",
" <td>0.167366</td>\n",
" <td>0.522179</td>\n",
" <td>0.584690</td>\n",
" <td>0.869565</td>\n",
" <td>1.000000</td>\n",
" <td>0.464646</td>\n",
" <td>5.532033</td>\n",
" <td>0.853659</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>90</td>\n",
" <td>3.177784</td>\n",
" <td>2.972935</td>\n",
" <td>0.244327</td>\n",
" <td>0.174771</td>\n",
" <td>0.165438</td>\n",
" <td>0.190194</td>\n",
" <td>0.161266</td>\n",
" <td>0.198930</td>\n",
" <td>0.289373</td>\n",
" <td>0.160604</td>\n",
" <td>0.498875</td>\n",
" <td>0.584710</td>\n",
" <td>0.871686</td>\n",
" <td>0.999894</td>\n",
" <td>0.461760</td>\n",
" <td>5.495266</td>\n",
" <td>0.857651</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>110</td>\n",
" <td>3.144328</td>\n",
" <td>2.937850</td>\n",
" <td>0.234995</td>\n",
" <td>0.164141</td>\n",
" <td>0.158510</td>\n",
" <td>0.183029</td>\n",
" <td>0.151717</td>\n",
" <td>0.185931</td>\n",
" <td>0.268423</td>\n",
" <td>0.144579</td>\n",
" <td>0.450377</td>\n",
" <td>0.579336</td>\n",
" <td>0.856840</td>\n",
" <td>0.999894</td>\n",
" <td>0.453824</td>\n",
" <td>5.518412</td>\n",
" <td>0.857772</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>130</td>\n",
" <td>3.112180</td>\n",
" <td>2.902455</td>\n",
" <td>0.228950</td>\n",
" <td>0.164122</td>\n",
" <td>0.156619</td>\n",
" <td>0.179336</td>\n",
" <td>0.147210</td>\n",
" <td>0.188450</td>\n",
" <td>0.265865</td>\n",
" <td>0.142502</td>\n",
" <td>0.459092</td>\n",
" <td>0.579307</td>\n",
" <td>0.856840</td>\n",
" <td>1.000000</td>\n",
" <td>0.453824</td>\n",
" <td>5.475153</td>\n",
" <td>0.864239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>150</td>\n",
" <td>3.092145</td>\n",
" <td>2.882119</td>\n",
" <td>0.219830</td>\n",
" <td>0.154060</td>\n",
" <td>0.148340</td>\n",
" <td>0.171206</td>\n",
" <td>0.141416</td>\n",
" <td>0.174732</td>\n",
" <td>0.256054</td>\n",
" <td>0.136146</td>\n",
" <td>0.449823</td>\n",
" <td>0.574245</td>\n",
" <td>0.841994</td>\n",
" <td>1.000000</td>\n",
" <td>0.461760</td>\n",
" <td>5.489169</td>\n",
" <td>0.859261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>170</td>\n",
" <td>3.072217</td>\n",
" <td>2.860201</td>\n",
" <td>0.221951</td>\n",
" <td>0.155889</td>\n",
" <td>0.149070</td>\n",
" <td>0.172317</td>\n",
" <td>0.138412</td>\n",
" <td>0.167305</td>\n",
" <td>0.251275</td>\n",
" <td>0.133171</td>\n",
" <td>0.426381</td>\n",
" <td>0.575125</td>\n",
" <td>0.827147</td>\n",
" <td>0.999894</td>\n",
" <td>0.467532</td>\n",
" <td>5.562501</td>\n",
" <td>0.853246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>190</td>\n",
" <td>3.056080</td>\n",
" <td>2.843538</td>\n",
" <td>0.208696</td>\n",
" <td>0.145416</td>\n",
" <td>0.140349</td>\n",
" <td>0.162318</td>\n",
" <td>0.134227</td>\n",
" <td>0.157974</td>\n",
" <td>0.238459</td>\n",
" <td>0.122803</td>\n",
" <td>0.423420</td>\n",
" <td>0.569854</td>\n",
" <td>0.818664</td>\n",
" <td>0.999894</td>\n",
" <td>0.473304</td>\n",
" <td>5.438078</td>\n",
" <td>0.867098</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Alpha RMSE MAE precision recall F_1 F_05 \\\n",
"0 1 3.667964 3.489818 0.094380 0.070257 0.065728 0.074445 \n",
"0 3 3.627294 3.448283 0.148780 0.103792 0.099159 0.114233 \n",
"0 7 3.554798 3.373876 0.219936 0.150798 0.145514 0.168680 \n",
"0 10 3.510181 3.327658 0.247826 0.166669 0.161966 0.188961 \n",
"0 30 3.355511 3.164379 0.275928 0.193550 0.186070 0.214375 \n",
"0 50 3.273365 3.076256 0.265005 0.186234 0.180388 0.207058 \n",
"0 70 3.220208 3.018475 0.247508 0.174676 0.167792 0.192897 \n",
"0 90 3.177784 2.972935 0.244327 0.174771 0.165438 0.190194 \n",
"0 110 3.144328 2.937850 0.234995 0.164141 0.158510 0.183029 \n",
"0 130 3.112180 2.902455 0.228950 0.164122 0.156619 0.179336 \n",
"0 150 3.092145 2.882119 0.219830 0.154060 0.148340 0.171206 \n",
"0 170 3.072217 2.860201 0.221951 0.155889 0.149070 0.172317 \n",
"0 190 3.056080 2.843538 0.208696 0.145416 0.140349 0.162318 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.051502 0.070147 0.113450 0.049410 0.251617 0.531850 \n",
"0 0.093455 0.110666 0.181431 0.089470 0.371873 0.548831 \n",
"0 0.144635 0.171680 0.263177 0.145537 0.472968 0.572621 \n",
"0 0.161266 0.184196 0.298395 0.172603 0.527587 0.580683 \n",
"0 0.183262 0.224550 0.332232 0.198190 0.556671 0.594247 \n",
"0 0.176288 0.219204 0.310446 0.177237 0.521655 0.590528 \n",
"0 0.162661 0.203997 0.296658 0.167366 0.522179 0.584690 \n",
"0 0.161266 0.198930 0.289373 0.160604 0.498875 0.584710 \n",
"0 0.151717 0.185931 0.268423 0.144579 0.450377 0.579336 \n",
"0 0.147210 0.188450 0.265865 0.142502 0.459092 0.579307 \n",
"0 0.141416 0.174732 0.256054 0.136146 0.449823 0.574245 \n",
"0 0.138412 0.167305 0.251275 0.133171 0.426381 0.575125 \n",
"0 0.134227 0.157974 0.238459 0.122803 0.423420 0.569854 \n",
"\n",
" HR Reco in test Test coverage Shannon Gini \n",
"0 0.569459 0.993955 0.737374 6.690952 0.542274 \n",
"0 0.712619 0.994380 0.711400 6.639888 0.567716 \n",
"0 0.816543 0.997773 0.631313 6.305570 0.698148 \n",
"0 0.845175 0.998091 0.588745 6.108851 0.748855 \n",
"0 0.876988 0.999788 0.479798 5.570110 0.844550 \n",
"0 0.884411 0.999894 0.476912 5.495722 0.854628 \n",
"0 0.869565 1.000000 0.464646 5.532033 0.853659 \n",
"0 0.871686 0.999894 0.461760 5.495266 0.857651 \n",
"0 0.856840 0.999894 0.453824 5.518412 0.857772 \n",
"0 0.856840 1.000000 0.453824 5.475153 0.864239 \n",
"0 0.841994 1.000000 0.461760 5.489169 0.859261 \n",
"0 0.827147 0.999894 0.467532 5.562501 0.853246 \n",
"0 0.818664 0.999894 0.473304 5.438078 0.867098 "
]
},
"execution_count": 13,
"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": 14,
"metadata": {},
"outputs": [],
"source": [
"### import matplotlib.pyplot as plt\n",
"\n",
"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": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"943it [00:00, 9091.58it/s]\n",
"943it [00:00, 9747.68it/s]\n",
"943it [00:00, 9361.64it/s]\n",
"943it [00:00, 9223.93it/s]\n",
"943it [00:00, 8151.04it/s]\n",
"943it [00:00, 8836.62it/s]\n",
"943it [00:00, 8294.04it/s]\n",
"943it [00:00, 9648.19it/s]\n",
"943it [00:00, 9412.17it/s]\n",
"943it [00:00, 9747.61it/s]\n",
"943it [00:00, 9849.07it/s]\n",
"943it [00:00, 9822.92it/s]\n",
"943it [00:00, 9949.66it/s]\n",
"943it [00:00, 10058.44it/s]\n",
"943it [00:00, 10868.01it/s]\n",
"943it [00:00, 10623.97it/s]\n",
"943it [00:00, 8674.55it/s]\n",
"943it [00:00, 6832.84it/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_RP3Beta</td>\n",
" <td>3.704589</td>\n",
" <td>3.529397</td>\n",
" <td>0.286744</td>\n",
" <td>0.196524</td>\n",
" <td>0.191117</td>\n",
" <td>0.221375</td>\n",
" <td>0.213948</td>\n",
" <td>0.251263</td>\n",
" <td>0.344598</td>\n",
" <td>0.207836</td>\n",
" <td>0.587953</td>\n",
" <td>0.595770</td>\n",
" <td>0.885472</td>\n",
" <td>0.998197</td>\n",
" <td>0.193362</td>\n",
" <td>4.291821</td>\n",
" <td>0.960775</td>\n",
" </tr>\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>3.274971</td>\n",
" <td>3.076091</td>\n",
" <td>0.246766</td>\n",
" <td>0.180284</td>\n",
" <td>0.171181</td>\n",
" <td>0.194935</td>\n",
" <td>0.163090</td>\n",
" <td>0.205416</td>\n",
" <td>0.298220</td>\n",
" <td>0.166226</td>\n",
" <td>0.520157</td>\n",
" <td>0.587509</td>\n",
" <td>0.878049</td>\n",
" <td>0.999788</td>\n",
" <td>0.508658</td>\n",
" <td>5.756947</td>\n",
" <td>0.819903</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>0.949165</td>\n",
" <td>0.746667</td>\n",
" <td>0.093955</td>\n",
" <td>0.044969</td>\n",
" <td>0.051197</td>\n",
" <td>0.065474</td>\n",
" <td>0.083906</td>\n",
" <td>0.073996</td>\n",
" <td>0.104672</td>\n",
" <td>0.048211</td>\n",
" <td>0.220757</td>\n",
" <td>0.519187</td>\n",
" <td>0.483563</td>\n",
" <td>0.997985</td>\n",
" <td>0.204906</td>\n",
" <td>4.408913</td>\n",
" <td>0.954288</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Self_SVD</td>\n",
" <td>0.916330</td>\n",
" <td>0.720153</td>\n",
" <td>0.103393</td>\n",
" <td>0.044455</td>\n",
" <td>0.053177</td>\n",
" <td>0.070073</td>\n",
" <td>0.093884</td>\n",
" <td>0.079366</td>\n",
" <td>0.107792</td>\n",
" <td>0.051281</td>\n",
" <td>0.200210</td>\n",
" <td>0.518957</td>\n",
" <td>0.475080</td>\n",
" <td>0.853022</td>\n",
" <td>0.147186</td>\n",
" <td>3.911356</td>\n",
" <td>0.971196</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>0.938146</td>\n",
" <td>0.739917</td>\n",
" <td>0.086532</td>\n",
" <td>0.037067</td>\n",
" <td>0.044832</td>\n",
" <td>0.058877</td>\n",
" <td>0.078004</td>\n",
" <td>0.057865</td>\n",
" <td>0.094583</td>\n",
" <td>0.043013</td>\n",
" <td>0.202391</td>\n",
" <td>0.515202</td>\n",
" <td>0.433722</td>\n",
" <td>0.996076</td>\n",
" <td>0.166667</td>\n",
" <td>4.168354</td>\n",
" <td>0.964092</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Self_GlobalAvg</td>\n",
" <td>1.125760</td>\n",
" <td>0.943534</td>\n",
" <td>0.061188</td>\n",
" <td>0.025968</td>\n",
" <td>0.031383</td>\n",
" <td>0.041343</td>\n",
" <td>0.040558</td>\n",
" <td>0.032107</td>\n",
" <td>0.067695</td>\n",
" <td>0.027470</td>\n",
" <td>0.171187</td>\n",
" <td>0.509546</td>\n",
" <td>0.384942</td>\n",
" <td>1.000000</td>\n",
" <td>0.025974</td>\n",
" <td>2.711772</td>\n",
" <td>0.992003</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Ready_Random</td>\n",
" <td>1.510030</td>\n",
" <td>1.211848</td>\n",
" <td>0.050053</td>\n",
" <td>0.022367</td>\n",
" <td>0.025984</td>\n",
" <td>0.033727</td>\n",
" <td>0.030687</td>\n",
" <td>0.023255</td>\n",
" <td>0.055392</td>\n",
" <td>0.021602</td>\n",
" <td>0.137690</td>\n",
" <td>0.507713</td>\n",
" <td>0.338282</td>\n",
" <td>0.987911</td>\n",
" <td>0.187590</td>\n",
" <td>5.111878</td>\n",
" <td>0.906685</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-KNNWithZScore</td>\n",
" <td>0.957701</td>\n",
" <td>0.752387</td>\n",
" <td>0.003712</td>\n",
" <td>0.001994</td>\n",
" <td>0.002380</td>\n",
" <td>0.002919</td>\n",
" <td>0.003433</td>\n",
" <td>0.002401</td>\n",
" <td>0.005137</td>\n",
" <td>0.002158</td>\n",
" <td>0.016458</td>\n",
" <td>0.497349</td>\n",
" <td>0.027572</td>\n",
" <td>0.389926</td>\n",
" <td>0.067821</td>\n",
" <td>2.475747</td>\n",
" <td>0.992793</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Ready_I-KNNWithMeans</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_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>2.508258</td>\n",
" <td>2.217909</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_RP3Beta 3.704589 3.529397 0.286744 0.196524 0.191117 \n",
"0 Self_P3 3.702446 3.527273 0.282185 0.192092 0.186749 \n",
"0 Ready_ImplicitALS 3.274971 3.076091 0.246766 0.180284 0.171181 \n",
"0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n",
"0 Ready_SVD 0.949165 0.746667 0.093955 0.044969 0.051197 \n",
"0 Self_SVD 0.916330 0.720153 0.103393 0.044455 0.053177 \n",
"0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n",
"0 Ready_SVDBiased 0.938146 0.739917 0.086532 0.037067 0.044832 \n",
"0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n",
"0 Ready_Random 1.510030 1.211848 0.050053 0.022367 0.025984 \n",
"0 Ready_I-KNN 1.030386 0.813067 0.026087 0.006908 0.010593 \n",
"0 Ready_I-KNNWithZScore 0.957701 0.752387 0.003712 0.001994 0.002380 \n",
"0 Ready_I-KNNWithMeans 0.935327 0.737424 0.002545 0.000755 0.001105 \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 2.508258 2.217909 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 0.221375 0.213948 0.251263 0.344598 0.207836 0.587953 \n",
"0 0.216980 0.204185 0.240096 0.339114 0.204905 0.572157 \n",
"0 0.194935 0.163090 0.205416 0.298220 0.166226 0.520157 \n",
"0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n",
"0 0.065474 0.083906 0.073996 0.104672 0.048211 0.220757 \n",
"0 0.070073 0.093884 0.079366 0.107792 0.051281 0.200210 \n",
"0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n",
"0 0.058877 0.078004 0.057865 0.094583 0.043013 0.202391 \n",
"0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n",
"0 0.033727 0.030687 0.023255 0.055392 0.021602 0.137690 \n",
"0 0.016046 0.021137 0.009522 0.024214 0.008958 0.048068 \n",
"0 0.002919 0.003433 0.002401 0.005137 0.002158 0.016458 \n",
"0 0.001602 0.002253 0.000930 0.003444 0.001362 0.011760 \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 0.595770 0.885472 0.998197 0.193362 4.291821 0.960775 \n",
"0 0.593544 0.875928 1.000000 0.077201 3.875892 0.974947 \n",
"0 0.587509 0.878049 0.999788 0.508658 5.756947 0.819903 \n",
"0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n",
"0 0.519187 0.483563 0.997985 0.204906 4.408913 0.954288 \n",
"0 0.518957 0.475080 0.853022 0.147186 3.911356 0.971196 \n",
"0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n",
"0 0.515202 0.433722 0.996076 0.166667 4.168354 0.964092 \n",
"0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n",
"0 0.507713 0.338282 0.987911 0.187590 5.111878 0.906685 \n",
"0 0.499885 0.154825 0.402333 0.434343 5.133650 0.877999 \n",
"0 0.497349 0.027572 0.389926 0.067821 2.475747 0.992793 \n",
"0 0.496724 0.021209 0.482821 0.059885 2.232578 0.994487 \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": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1296x3024 with 18 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"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": [
"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": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}