workshops_recommender_systems/P5. Graph-based.ipynb
2020-06-08 17:39:37 +02:00

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576 KiB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Self made RP3-beta"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import helpers\n",
"import pandas as pd\n",
"import numpy as np\n",
"import scipy.sparse as sparse\n",
"from collections import defaultdict\n",
"from itertools import chain\n",
"import random\n",
"import time\n",
"import matplotlib.pyplot as plt\n",
"\n",
"train_read=pd.read_csv('./Datasets/ml-100k/train.csv', sep='\\t', header=None)\n",
"test_read=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None)\n",
"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": 3,
"metadata": {},
"outputs": [],
"source": [
"class RP3Beta():\n",
" def fit(self, train_ui, alpha, beta):\n",
" \"\"\"We weight our edges by user's explicit ratings so if user rated movie high we'll follow that path\n",
" with higher probability.\"\"\"\n",
" self.train_ui=train_ui\n",
" self.train_iu=train_ui.transpose()\n",
" \n",
" self.alpha = alpha\n",
" self.beta = beta\n",
" \n",
" # Define Pui \n",
" Pui=sparse.csr_matrix(self.train_ui/self.train_ui.sum(axis=1))\n",
" \n",
" # Define Piu\n",
" to_divide=np.vectorize(lambda x: x if x>0 else 1)(self.train_iu.sum(axis=1)) # to avoid dividing by zero\n",
" Piu=sparse.csr_matrix(self.train_iu/to_divide)\n",
" item_orders=(self.train_ui>0).sum(axis=0)\n",
" \n",
" Pui = Pui.power(self.alpha)\n",
" Piu = Piu.power(self.alpha)\n",
"\n",
" P3=Pui*Piu*Pui\n",
" \n",
" P3/=np.power(np.vectorize(lambda x: x if x>0 else 1)(item_orders), self.beta)\n",
" \n",
" self.estimations=np.array(P3)\n",
" \n",
" def recommend(self, user_code_id, item_code_id, topK=10):\n",
" \n",
" top_k = defaultdict(list)\n",
" for nb_user, user in enumerate(self.estimations):\n",
" \n",
" user_rated=self.train_ui.indices[self.train_ui.indptr[nb_user]:self.train_ui.indptr[nb_user+1]]\n",
" for item, score in enumerate(user):\n",
" if item not in user_rated and not np.isnan(score):\n",
" top_k[user_code_id[nb_user]].append((item_code_id[item], score))\n",
" result=[]\n",
" # Let's choose k best items in the format: (user, item1, score1, item2, score2, ...)\n",
" for uid, item_scores in top_k.items():\n",
" item_scores.sort(key=lambda x: x[1], reverse=True)\n",
" result.append([uid]+list(chain(*item_scores[:topK])))\n",
" return result\n",
" \n",
" def estimate(self, user_code_id, item_code_id, test_ui):\n",
" result=[]\n",
" for user, item in zip(*test_ui.nonzero()):\n",
" result.append([user_code_id[user], item_code_id[item], \n",
" self.estimations[user,item] if not np.isnan(self.estimations[user,item]) else 1])\n",
" return result"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"model=RP3Beta()\n",
"model.fit(train_ui, alpha=1, beta=0)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"top_n=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
"\n",
"top_n.to_csv('Recommendations generated/ml-100k/Self_P3_reco.csv', index=False, header=False)\n",
"\n",
"estimations=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
"estimations.to_csv('Recommendations generated/ml-100k/Self_P3_estimations.csv', index=False, header=False)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"943it [00:00, 2167.43it/s]\n"
]
},
{
"data": {
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"</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>HR2</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.21698</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>0.685048</td>\n",
" <td>1.0</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" RMSE MAE precision recall F_1 F_05 \\\n",
"0 3.702446 3.527273 0.282185 0.192092 0.186749 0.21698 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"\n",
" HR HR2 Reco in test Test coverage Shannon Gini \n",
"0 0.875928 0.685048 1.0 0.077201 3.875892 0.974947 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import evaluation_measures as ev\n",
"estimations_df=pd.read_csv('Recommendations generated/ml-100k/Self_P3_estimations.csv', header=None)\n",
"reco=np.loadtxt('Recommendations generated/ml-100k/Self_P3_reco.csv', delimiter=',')\n",
"\n",
"ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
" estimations_df=estimations_df, \n",
" reco=reco,\n",
" super_reactions=[4,5])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Let's check hiperparameters"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Alpha"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
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"<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>HR2</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.2</td>\n",
" <td>268.177832</td>\n",
" <td>211.732649</td>\n",
" <td>0.262672</td>\n",
" <td>0.166858</td>\n",
" <td>0.166277</td>\n",
" <td>0.197184</td>\n",
" <td>0.187661</td>\n",
" <td>0.203252</td>\n",
" <td>0.320910</td>\n",
" <td>0.196132</td>\n",
" <td>0.563378</td>\n",
" <td>0.580866</td>\n",
" <td>0.850477</td>\n",
" <td>0.629905</td>\n",
" <td>1.000000</td>\n",
" <td>0.060606</td>\n",
" <td>3.669627</td>\n",
" <td>0.979636</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.4</td>\n",
" <td>10.546689</td>\n",
" <td>7.792373</td>\n",
" <td>0.268505</td>\n",
" <td>0.172669</td>\n",
" <td>0.171569</td>\n",
" <td>0.202643</td>\n",
" <td>0.192489</td>\n",
" <td>0.212653</td>\n",
" <td>0.326760</td>\n",
" <td>0.200172</td>\n",
" <td>0.565148</td>\n",
" <td>0.583801</td>\n",
" <td>0.854719</td>\n",
" <td>0.644751</td>\n",
" <td>1.000000</td>\n",
" <td>0.064214</td>\n",
" <td>3.726996</td>\n",
" <td>0.978426</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.6</td>\n",
" <td>3.143988</td>\n",
" <td>2.948790</td>\n",
" <td>0.274655</td>\n",
" <td>0.180502</td>\n",
" <td>0.177820</td>\n",
" <td>0.208730</td>\n",
" <td>0.198176</td>\n",
" <td>0.222746</td>\n",
" <td>0.332872</td>\n",
" <td>0.203290</td>\n",
" <td>0.568872</td>\n",
" <td>0.587738</td>\n",
" <td>0.870626</td>\n",
" <td>0.657476</td>\n",
" <td>1.000000</td>\n",
" <td>0.065657</td>\n",
" <td>3.785282</td>\n",
" <td>0.977090</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.8</td>\n",
" <td>3.670728</td>\n",
" <td>3.495735</td>\n",
" <td>0.281972</td>\n",
" <td>0.189868</td>\n",
" <td>0.185300</td>\n",
" <td>0.216071</td>\n",
" <td>0.203541</td>\n",
" <td>0.236751</td>\n",
" <td>0.339867</td>\n",
" <td>0.206688</td>\n",
" <td>0.573729</td>\n",
" <td>0.592432</td>\n",
" <td>0.874867</td>\n",
" <td>0.685048</td>\n",
" <td>1.000000</td>\n",
" <td>0.070707</td>\n",
" <td>3.832415</td>\n",
" <td>0.975998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.216980</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>0.685048</td>\n",
" <td>1.000000</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.2</td>\n",
" <td>3.704441</td>\n",
" <td>3.529251</td>\n",
" <td>0.280912</td>\n",
" <td>0.193633</td>\n",
" <td>0.187311</td>\n",
" <td>0.216872</td>\n",
" <td>0.203004</td>\n",
" <td>0.240588</td>\n",
" <td>0.338049</td>\n",
" <td>0.203453</td>\n",
" <td>0.571830</td>\n",
" <td>0.594313</td>\n",
" <td>0.883351</td>\n",
" <td>0.681866</td>\n",
" <td>1.000000</td>\n",
" <td>0.085859</td>\n",
" <td>3.910718</td>\n",
" <td>0.974073</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.4</td>\n",
" <td>3.704580</td>\n",
" <td>3.529388</td>\n",
" <td>0.273595</td>\n",
" <td>0.190651</td>\n",
" <td>0.183874</td>\n",
" <td>0.212183</td>\n",
" <td>0.199464</td>\n",
" <td>0.239118</td>\n",
" <td>0.329550</td>\n",
" <td>0.195433</td>\n",
" <td>0.566171</td>\n",
" <td>0.592793</td>\n",
" <td>0.871686</td>\n",
" <td>0.675504</td>\n",
" <td>1.000000</td>\n",
" <td>0.107504</td>\n",
" <td>3.961915</td>\n",
" <td>0.972674</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.6</td>\n",
" <td>3.704591</td>\n",
" <td>3.529399</td>\n",
" <td>0.263097</td>\n",
" <td>0.186255</td>\n",
" <td>0.178709</td>\n",
" <td>0.205170</td>\n",
" <td>0.191094</td>\n",
" <td>0.232920</td>\n",
" <td>0.317439</td>\n",
" <td>0.184917</td>\n",
" <td>0.552349</td>\n",
" <td>0.590545</td>\n",
" <td>0.868505</td>\n",
" <td>0.669141</td>\n",
" <td>0.999576</td>\n",
" <td>0.156566</td>\n",
" <td>4.060156</td>\n",
" <td>0.969203</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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],
"text/plain": [
" Alpha RMSE MAE precision recall F_1 F_05 \\\n",
"0 0.2 268.177832 211.732649 0.262672 0.166858 0.166277 0.197184 \n",
"0 0.4 10.546689 7.792373 0.268505 0.172669 0.171569 0.202643 \n",
"0 0.6 3.143988 2.948790 0.274655 0.180502 0.177820 0.208730 \n",
"0 0.8 3.670728 3.495735 0.281972 0.189868 0.185300 0.216071 \n",
"0 1.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
"0 1.2 3.704441 3.529251 0.280912 0.193633 0.187311 0.216872 \n",
"0 1.4 3.704580 3.529388 0.273595 0.190651 0.183874 0.212183 \n",
"0 1.6 3.704591 3.529399 0.263097 0.186255 0.178709 0.205170 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.187661 0.203252 0.320910 0.196132 0.563378 0.580866 \n",
"0 0.192489 0.212653 0.326760 0.200172 0.565148 0.583801 \n",
"0 0.198176 0.222746 0.332872 0.203290 0.568872 0.587738 \n",
"0 0.203541 0.236751 0.339867 0.206688 0.573729 0.592432 \n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"0 0.203004 0.240588 0.338049 0.203453 0.571830 0.594313 \n",
"0 0.199464 0.239118 0.329550 0.195433 0.566171 0.592793 \n",
"0 0.191094 0.232920 0.317439 0.184917 0.552349 0.590545 \n",
"\n",
" HR HR2 Reco in test Test coverage Shannon Gini \n",
"0 0.850477 0.629905 1.000000 0.060606 3.669627 0.979636 \n",
"0 0.854719 0.644751 1.000000 0.064214 3.726996 0.978426 \n",
"0 0.870626 0.657476 1.000000 0.065657 3.785282 0.977090 \n",
"0 0.874867 0.685048 1.000000 0.070707 3.832415 0.975998 \n",
"0 0.875928 0.685048 1.000000 0.077201 3.875892 0.974947 \n",
"0 0.883351 0.681866 1.000000 0.085859 3.910718 0.974073 \n",
"0 0.871686 0.675504 1.000000 0.107504 3.961915 0.972674 \n",
"0 0.868505 0.669141 0.999576 0.156566 4.060156 0.969203 "
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tqdm import tqdm\n",
"result=[]\n",
"for alpha in tqdm([round(i,1) for i in np.arange(0.2,1.6001,0.2)]):\n",
" model=RP3Beta()\n",
" model.fit(train_ui, alpha=alpha, beta=0)\n",
" reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
" estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
" to_append=ev.evaluate(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": 7,
"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": "markdown",
"metadata": {},
"source": [
"##### Beta"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/10 [00:00<?, ?it/s]\n",
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"100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [02:51<00:00, 17.16s/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>Beta</th>\n",
" <th>RMSE</th>\n",
" <th>MAE</th>\n",
" <th>precision</th>\n",
" <th>recall</th>\n",
" <th>F_1</th>\n",
" <th>F_05</th>\n",
" <th>precision_super</th>\n",
" <th>recall_super</th>\n",
" <th>NDCG</th>\n",
" <th>mAP</th>\n",
" <th>MRR</th>\n",
" <th>LAUC</th>\n",
" <th>HR</th>\n",
" <th>HR2</th>\n",
" <th>Reco in test</th>\n",
" <th>Test coverage</th>\n",
" <th>Shannon</th>\n",
" <th>Gini</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.0</td>\n",
" <td>3.702446</td>\n",
" <td>3.527273</td>\n",
" <td>0.282185</td>\n",
" <td>0.192092</td>\n",
" <td>0.186749</td>\n",
" <td>0.216980</td>\n",
" <td>0.204185</td>\n",
" <td>0.240096</td>\n",
" <td>0.339114</td>\n",
" <td>0.204905</td>\n",
" <td>0.572157</td>\n",
" <td>0.593544</td>\n",
" <td>0.875928</td>\n",
" <td>0.685048</td>\n",
" <td>1.000000</td>\n",
" <td>0.077201</td>\n",
" <td>3.875892</td>\n",
" <td>0.974947</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.1</td>\n",
" <td>3.703312</td>\n",
" <td>3.528128</td>\n",
" <td>0.290138</td>\n",
" <td>0.197597</td>\n",
" <td>0.192259</td>\n",
" <td>0.223336</td>\n",
" <td>0.210944</td>\n",
" <td>0.246153</td>\n",
" <td>0.347768</td>\n",
" <td>0.212034</td>\n",
" <td>0.581038</td>\n",
" <td>0.596328</td>\n",
" <td>0.884411</td>\n",
" <td>0.695652</td>\n",
" <td>1.000000</td>\n",
" <td>0.085137</td>\n",
" <td>3.957416</td>\n",
" <td>0.972784</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.2</td>\n",
" <td>3.703825</td>\n",
" <td>3.528636</td>\n",
" <td>0.297137</td>\n",
" <td>0.201202</td>\n",
" <td>0.196067</td>\n",
" <td>0.228169</td>\n",
" <td>0.218026</td>\n",
" <td>0.252767</td>\n",
" <td>0.355655</td>\n",
" <td>0.219909</td>\n",
" <td>0.588904</td>\n",
" <td>0.598160</td>\n",
" <td>0.886532</td>\n",
" <td>0.697773</td>\n",
" <td>1.000000</td>\n",
" <td>0.094517</td>\n",
" <td>4.053212</td>\n",
" <td>0.969980</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.3</td>\n",
" <td>3.704130</td>\n",
" <td>3.528939</td>\n",
" <td>0.303499</td>\n",
" <td>0.204749</td>\n",
" <td>0.199901</td>\n",
" <td>0.232829</td>\n",
" <td>0.225107</td>\n",
" <td>0.260797</td>\n",
" <td>0.363757</td>\n",
" <td>0.226825</td>\n",
" <td>0.599969</td>\n",
" <td>0.599964</td>\n",
" <td>0.888653</td>\n",
" <td>0.707317</td>\n",
" <td>1.000000</td>\n",
" <td>0.105339</td>\n",
" <td>4.147779</td>\n",
" <td>0.966948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.4</td>\n",
" <td>3.704313</td>\n",
" <td>3.529120</td>\n",
" <td>0.308908</td>\n",
" <td>0.208811</td>\n",
" <td>0.203854</td>\n",
" <td>0.237241</td>\n",
" <td>0.229614</td>\n",
" <td>0.266918</td>\n",
" <td>0.370758</td>\n",
" <td>0.232673</td>\n",
" <td>0.609385</td>\n",
" <td>0.602014</td>\n",
" <td>0.895016</td>\n",
" <td>0.718982</td>\n",
" <td>0.999894</td>\n",
" <td>0.132035</td>\n",
" <td>4.259682</td>\n",
" <td>0.962989</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.5</td>\n",
" <td>3.704422</td>\n",
" <td>3.529229</td>\n",
" <td>0.314316</td>\n",
" <td>0.211411</td>\n",
" <td>0.206768</td>\n",
" <td>0.240986</td>\n",
" <td>0.237124</td>\n",
" <td>0.273416</td>\n",
" <td>0.378307</td>\n",
" <td>0.239297</td>\n",
" <td>0.622792</td>\n",
" <td>0.603327</td>\n",
" <td>0.903499</td>\n",
" <td>0.724284</td>\n",
" <td>0.999046</td>\n",
" <td>0.168831</td>\n",
" <td>4.411281</td>\n",
" <td>0.956648</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.6</td>\n",
" <td>3.704488</td>\n",
" <td>3.529295</td>\n",
" <td>0.314634</td>\n",
" <td>0.206209</td>\n",
" <td>0.204818</td>\n",
" <td>0.240159</td>\n",
" <td>0.242489</td>\n",
" <td>0.273850</td>\n",
" <td>0.376438</td>\n",
" <td>0.238428</td>\n",
" <td>0.622042</td>\n",
" <td>0.600721</td>\n",
" <td>0.897137</td>\n",
" <td>0.720042</td>\n",
" <td>0.996394</td>\n",
" <td>0.212843</td>\n",
" <td>4.621938</td>\n",
" <td>0.945932</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.7</td>\n",
" <td>3.704528</td>\n",
" <td>3.529335</td>\n",
" <td>0.304136</td>\n",
" <td>0.187298</td>\n",
" <td>0.191990</td>\n",
" <td>0.228749</td>\n",
" <td>0.238305</td>\n",
" <td>0.256201</td>\n",
" <td>0.358807</td>\n",
" <td>0.226808</td>\n",
" <td>0.593897</td>\n",
" <td>0.591207</td>\n",
" <td>0.868505</td>\n",
" <td>0.693531</td>\n",
" <td>0.983033</td>\n",
" <td>0.256854</td>\n",
" <td>4.898568</td>\n",
" <td>0.928065</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.8</td>\n",
" <td>3.704552</td>\n",
" <td>3.529360</td>\n",
" <td>0.266384</td>\n",
" <td>0.147571</td>\n",
" <td>0.158660</td>\n",
" <td>0.194838</td>\n",
" <td>0.214485</td>\n",
" <td>0.209336</td>\n",
" <td>0.299850</td>\n",
" <td>0.184356</td>\n",
" <td>0.492852</td>\n",
" <td>0.571152</td>\n",
" <td>0.803818</td>\n",
" <td>0.604454</td>\n",
" <td>0.936373</td>\n",
" <td>0.341270</td>\n",
" <td>5.257397</td>\n",
" <td>0.895882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.9</td>\n",
" <td>3.704567</td>\n",
" <td>3.529375</td>\n",
" <td>0.162354</td>\n",
" <td>0.076967</td>\n",
" <td>0.089233</td>\n",
" <td>0.114583</td>\n",
" <td>0.134657</td>\n",
" <td>0.113253</td>\n",
" <td>0.160868</td>\n",
" <td>0.085486</td>\n",
" <td>0.243590</td>\n",
" <td>0.535405</td>\n",
" <td>0.580064</td>\n",
" <td>0.400848</td>\n",
" <td>0.800106</td>\n",
" <td>0.415584</td>\n",
" <td>5.563910</td>\n",
" <td>0.857396</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Beta RMSE MAE precision recall F_1 F_05 \\\n",
"0 0.0 3.702446 3.527273 0.282185 0.192092 0.186749 0.216980 \n",
"0 0.1 3.703312 3.528128 0.290138 0.197597 0.192259 0.223336 \n",
"0 0.2 3.703825 3.528636 0.297137 0.201202 0.196067 0.228169 \n",
"0 0.3 3.704130 3.528939 0.303499 0.204749 0.199901 0.232829 \n",
"0 0.4 3.704313 3.529120 0.308908 0.208811 0.203854 0.237241 \n",
"0 0.5 3.704422 3.529229 0.314316 0.211411 0.206768 0.240986 \n",
"0 0.6 3.704488 3.529295 0.314634 0.206209 0.204818 0.240159 \n",
"0 0.7 3.704528 3.529335 0.304136 0.187298 0.191990 0.228749 \n",
"0 0.8 3.704552 3.529360 0.266384 0.147571 0.158660 0.194838 \n",
"0 0.9 3.704567 3.529375 0.162354 0.076967 0.089233 0.114583 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.204185 0.240096 0.339114 0.204905 0.572157 0.593544 \n",
"0 0.210944 0.246153 0.347768 0.212034 0.581038 0.596328 \n",
"0 0.218026 0.252767 0.355655 0.219909 0.588904 0.598160 \n",
"0 0.225107 0.260797 0.363757 0.226825 0.599969 0.599964 \n",
"0 0.229614 0.266918 0.370758 0.232673 0.609385 0.602014 \n",
"0 0.237124 0.273416 0.378307 0.239297 0.622792 0.603327 \n",
"0 0.242489 0.273850 0.376438 0.238428 0.622042 0.600721 \n",
"0 0.238305 0.256201 0.358807 0.226808 0.593897 0.591207 \n",
"0 0.214485 0.209336 0.299850 0.184356 0.492852 0.571152 \n",
"0 0.134657 0.113253 0.160868 0.085486 0.243590 0.535405 \n",
"\n",
" HR HR2 Reco in test Test coverage Shannon Gini \n",
"0 0.875928 0.685048 1.000000 0.077201 3.875892 0.974947 \n",
"0 0.884411 0.695652 1.000000 0.085137 3.957416 0.972784 \n",
"0 0.886532 0.697773 1.000000 0.094517 4.053212 0.969980 \n",
"0 0.888653 0.707317 1.000000 0.105339 4.147779 0.966948 \n",
"0 0.895016 0.718982 0.999894 0.132035 4.259682 0.962989 \n",
"0 0.903499 0.724284 0.999046 0.168831 4.411281 0.956648 \n",
"0 0.897137 0.720042 0.996394 0.212843 4.621938 0.945932 \n",
"0 0.868505 0.693531 0.983033 0.256854 4.898568 0.928065 \n",
"0 0.803818 0.604454 0.936373 0.341270 5.257397 0.895882 \n",
"0 0.580064 0.400848 0.800106 0.415584 5.563910 0.857396 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from tqdm import tqdm\n",
"result=[]\n",
"for beta in tqdm([round(i,1) for i in np.arange(0,1,0.1)]):\n",
" model=RP3Beta()\n",
" model.fit(train_ui, alpha=1, beta=beta)\n",
" reco=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
" estimations_df=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
" to_append=ev.evaluate(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, \"Beta\", beta)\n",
" result.append(to_append)\n",
" \n",
"result=pd.concat(result)\n",
"result"
]
},
{
"cell_type": "code",
"execution_count": 9,
"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": [
"### import matplotlib.pyplot as plt\n",
"\n",
"metrics=list(result.columns[[i not in ['Beta'] for i in result.columns]])\n",
"\n",
"charts_per_row=6\n",
"charts_per_column=3\n",
"\n",
"fig, axes = plt.subplots(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[['Beta', metrics[i]]]\n",
" df.plot(ax=axes[to_iter[i]], title=metrics[i], x=0, y=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Check sample recommendations"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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"<div>\n",
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" vertical-align: middle;\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>user</th>\n",
" <th>rating</th>\n",
" <th>title</th>\n",
" <th>genres</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Toy Story (1995)</td>\n",
" <td>Animation, Children's, Comedy</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22169</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Groundhog Day (1993)</td>\n",
" <td>Comedy, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41229</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Star Trek: Generations (1994)</td>\n",
" <td>Action, Adventure, Sci-Fi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40846</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Miracle on 34th Street (1994)</td>\n",
" <td>Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38062</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Beauty and the Beast (1991)</td>\n",
" <td>Animation, Children's, Musical</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37534</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Aladdin (1992)</td>\n",
" <td>Animation, Children's, Comedy, Musical</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36306</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Silence of the Lambs, The (1991)</td>\n",
" <td>Drama, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33862</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Independence Day (ID4) (1996)</td>\n",
" <td>Action, Sci-Fi, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32487</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Phenomenon (1996)</td>\n",
" <td>Drama, Romance</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32420</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Spawn (1997)</td>\n",
" <td>Action, Adventure, Sci-Fi, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31448</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Seven (Se7en) (1995)</td>\n",
" <td>Crime, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30214</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Star Trek: First Contact (1996)</td>\n",
" <td>Action, Adventure, Sci-Fi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27813</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Day the Earth Stood Still, The (1951)</td>\n",
" <td>Drama, Sci-Fi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27483</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Young Frankenstein (1974)</td>\n",
" <td>Comedy, Horror</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27366</th>\n",
" <td>200</td>\n",
" <td>5</td>\n",
" <td>Empire Strikes Back, The (1980)</td>\n",
" <td>Action, Adventure, Drama, Romance, Sci-Fi, War</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" user rating title \\\n",
"82 200 5 Toy Story (1995) \n",
"22169 200 5 Groundhog Day (1993) \n",
"41229 200 5 Star Trek: Generations (1994) \n",
"40846 200 5 Miracle on 34th Street (1994) \n",
"38062 200 5 Beauty and the Beast (1991) \n",
"37534 200 5 Aladdin (1992) \n",
"36306 200 5 Silence of the Lambs, The (1991) \n",
"33862 200 5 Independence Day (ID4) (1996) \n",
"32487 200 5 Phenomenon (1996) \n",
"32420 200 5 Spawn (1997) \n",
"31448 200 5 Seven (Se7en) (1995) \n",
"30214 200 5 Star Trek: First Contact (1996) \n",
"27813 200 5 Day the Earth Stood Still, The (1951) \n",
"27483 200 5 Young Frankenstein (1974) \n",
"27366 200 5 Empire Strikes Back, The (1980) \n",
"\n",
" genres \n",
"82 Animation, Children's, Comedy \n",
"22169 Comedy, Romance \n",
"41229 Action, Adventure, Sci-Fi \n",
"40846 Drama \n",
"38062 Animation, Children's, Musical \n",
"37534 Animation, Children's, Comedy, Musical \n",
"36306 Drama, Thriller \n",
"33862 Action, Sci-Fi, War \n",
"32487 Drama, Romance \n",
"32420 Action, Adventure, Sci-Fi, Thriller \n",
"31448 Crime, Thriller \n",
"30214 Action, Adventure, Sci-Fi \n",
"27813 Drama, Sci-Fi \n",
"27483 Comedy, Horror \n",
"27366 Action, Adventure, Drama, Romance, Sci-Fi, War "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2710</th>\n",
" <td>200.0</td>\n",
" <td>1</td>\n",
" <td>Return of the Jedi (1983)</td>\n",
" <td>Action, Adventure, Romance, Sci-Fi, War</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7001</th>\n",
" <td>200.0</td>\n",
" <td>2</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>2272</th>\n",
" <td>200.0</td>\n",
" <td>3</td>\n",
" <td>Godfather, The (1972)</td>\n",
" <td>Action, Crime, Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6393</th>\n",
" <td>200.0</td>\n",
" <td>4</td>\n",
" <td>Pulp Fiction (1994)</td>\n",
" <td>Crime, Drama</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7714</th>\n",
" <td>200.0</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>3434</th>\n",
" <td>200.0</td>\n",
" <td>6</td>\n",
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" </tr>\n",
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" <th>9101</th>\n",
" <td>200.0</td>\n",
" <td>7</td>\n",
" <td>Mission: Impossible (1996)</td>\n",
" <td>Action, Adventure, Mystery</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4491</th>\n",
" <td>200.0</td>\n",
" <td>8</td>\n",
" <td>Air Force One (1997)</td>\n",
" <td>Action, Thriller</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2026</th>\n",
" <td>200.0</td>\n",
" <td>9</td>\n",
" <td>Back to the Future (1985)</td>\n",
" <td>Comedy, Sci-Fi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8048</th>\n",
" <td>200.0</td>\n",
" <td>10</td>\n",
" <td>Monty Python and the Holy Grail (1974)</td>\n",
" <td>Comedy</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" user rec_nb title \\\n",
"2710 200.0 1 Return of the Jedi (1983) \n",
"7001 200.0 2 Fargo (1996) \n",
"2272 200.0 3 Godfather, The (1972) \n",
"6393 200.0 4 Pulp Fiction (1994) \n",
"7714 200.0 5 Princess Bride, The (1987) \n",
"3434 200.0 6 Jerry Maguire (1996) \n",
"9101 200.0 7 Mission: Impossible (1996) \n",
"4491 200.0 8 Air Force One (1997) \n",
"2026 200.0 9 Back to the Future (1985) \n",
"8048 200.0 10 Monty Python and the Holy Grail (1974) \n",
"\n",
" genres \n",
"2710 Action, Adventure, Romance, Sci-Fi, War \n",
"7001 Crime, Drama, Thriller \n",
"2272 Action, Crime, Drama \n",
"6393 Crime, Drama \n",
"7714 Action, Adventure, Comedy, Romance \n",
"3434 Drama, Romance \n",
"9101 Action, Adventure, Mystery \n",
"4491 Action, Thriller \n",
"2026 Comedy, Sci-Fi \n",
"8048 Comedy "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"train=pd.read_csv('./Datasets/ml-100k/train.csv', sep='\\t', header=None, names=['user', 'item', 'rating', 'timestamp'])\n",
"items=pd.read_csv('./Datasets/ml-100k/movies.csv')\n",
"\n",
"user=random.choice(list(set(train['user'])))\n",
"\n",
"train_content=pd.merge(train, items, left_on='item', right_on='id')\n",
"display(train_content[train_content['user']==user][['user', 'rating', 'title', 'genres']]\\\n",
" .sort_values(by='rating', ascending=False)[:15])\n",
"\n",
"reco = np.loadtxt('Recommendations generated/ml-100k/Self_P3_reco.csv', delimiter=',')\n",
"items=pd.read_csv('./Datasets/ml-100k/movies.csv')\n",
"\n",
"# Let's ignore scores - they are not used in evaluation: \n",
"reco_users=reco[:,:1]\n",
"reco_items=reco[:,1::2]\n",
"# Let's put them into one array\n",
"reco=np.concatenate((reco_users, reco_items), axis=1)\n",
"\n",
"# Let's rebuild it user-item dataframe\n",
"recommended=[]\n",
"for row in reco:\n",
" for rec_nb, entry in enumerate(row[1:]):\n",
" recommended.append((row[0], rec_nb+1, entry))\n",
"recommended=pd.DataFrame(recommended, columns=['user','rec_nb', 'item'])\n",
"\n",
"recommended_content=pd.merge(recommended, items, left_on='item', right_on='id')\n",
"recommended_content[recommended_content['user']==user][['user', 'rec_nb', 'title', 'genres']].sort_values(by='rec_nb')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# project task 6: generate recommendations of RP3Beta for hiperparameters found to optimize recall"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# use better values than (1,0) for alpha and beta\n",
"# if you want you can also modify the model to consider different weights (we took as weights user ratings, maybe take ones or squares of ratings instead)\n",
"# save the outptut in 'Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv'\n",
"# and 'Recommendations generated/ml-100k/Self_RP3Beta_reco.csv'"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"model=RP3Beta()\n",
"model.fit(train_ui, alpha=1.2, beta=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"top_n=pd.DataFrame(model.recommend(user_code_id, item_code_id, topK=10))\n",
"\n",
"top_n.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', index=False, header=False)\n",
"\n",
"estimations=pd.DataFrame(model.estimate(user_code_id, item_code_id, test_ui))\n",
"estimations.to_csv('Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv', index=False, header=False)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"943it [00:00, 3493.16it/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",
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"</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>HR2</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>3.70458</td>\n",
" <td>3.529388</td>\n",
" <td>0.302969</td>\n",
" <td>0.199894</td>\n",
" <td>0.197705</td>\n",
" <td>0.231449</td>\n",
" <td>0.231438</td>\n",
" <td>0.263787</td>\n",
" <td>0.362426</td>\n",
" <td>0.226406</td>\n",
" <td>0.601293</td>\n",
" <td>0.597526</td>\n",
" <td>0.889714</td>\n",
" <td>0.700954</td>\n",
" <td>0.996819</td>\n",
" <td>0.212121</td>\n",
" <td>4.509878</td>\n",
" <td>0.951344</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" RMSE MAE precision recall F_1 F_05 \\\n",
"0 3.70458 3.529388 0.302969 0.199894 0.197705 0.231449 \n",
"\n",
" precision_super recall_super NDCG mAP MRR LAUC \\\n",
"0 0.231438 0.263787 0.362426 0.226406 0.601293 0.597526 \n",
"\n",
" HR HR2 Reco in test Test coverage Shannon Gini \n",
"0 0.889714 0.700954 0.996819 0.212121 4.509878 0.951344 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import evaluation_measures as ev\n",
"estimations_df=pd.read_csv('Recommendations generated/ml-100k/Self_RP3Beta_estimations.csv', header=None)\n",
"reco=np.loadtxt('Recommendations generated/ml-100k/Self_RP3Beta_reco.csv', delimiter=',')\n",
"\n",
"ev.evaluate(test=pd.read_csv('./Datasets/ml-100k/test.csv', sep='\\t', header=None),\n",
" estimations_df=estimations_df, \n",
" reco=reco,\n",
" super_reactions=[4,5])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# project task 7 (optional): implement graph-based model of your choice "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# for example change length of paths in RP3beta\n",
"# save the outptut in 'Recommendations generated/ml-100k/Self_GraphTask_estimations.csv'\n",
"# and 'Recommendations generated/ml-100k/Self_GraphTask_reco.csv'"
]
}
],
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