diff --git a/bpr_OnlineRetail_Implicit.ipynb b/bpr_OnlineRetail_Implicit.ipynb new file mode 100644 index 0000000..210b50a --- /dev/null +++ b/bpr_OnlineRetail_Implicit.ipynb @@ -0,0 +1,270433 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "d93e74af", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.sparse as sparse\n", + "from scipy.sparse.linalg import spsolve\n", + "import random\n", + "from sklearn import metrics\n", + "\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "import implicit" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "e9e4026a", + "metadata": {}, + "outputs": [], + "source": [ + "retail_df = pd.read_excel('data/Online Retail.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "18611436", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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153636571053WHITE METAL LANTERN62010-12-01 08:26:003.3917850.0United Kingdom
253636584406BCREAM CUPID HEARTS COAT HANGER82010-12-01 08:26:002.7517850.0United Kingdom
353636584029GKNITTED UNION FLAG HOT WATER BOTTLE62010-12-01 08:26:003.3917850.0United Kingdom
453636584029ERED WOOLLY HOTTIE WHITE HEART.62010-12-01 08:26:003.3917850.0United Kingdom
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.express as px\n", + "\n", + "fig = px.histogram(grouped_df, x='Quantity', title='Distribution of the purchase quantity', nbins=500)\n", + "fig.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "4852af1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of unique customers: 4338\n", + "Number of unique items: 3664\n", + "Average purchase quantity per interaction: 18\n", + "Minimum purchase quantity per interaction: 1\n", + "Maximum purchase quantity per interaction: 12540\n" + ] + } + ], + "source": [ + "print(f'Number of unique customers: {grouped_df.CustomerID.nunique()}')\n", + "print(f'Number of unique items: {grouped_df.StockCode.nunique()}')\n", + "\n", + "print(f'Average purchase quantity per interaction: {int(grouped_df.Quantity.mean())}')\n", + "print(f'Minimum purchase quantity per interaction: {grouped_df.Quantity.min()}')\n", + "print(f'Maximum purchase quantity per interaction: {grouped_df.Quantity.max()}')" + ] + }, + { + "cell_type": "markdown", + "id": "b4d9a576", + "metadata": {}, + "source": [ + "### Implicit Feedback" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "f8df542c", + "metadata": {}, + "outputs": [], + "source": [ + "unique_customers = grouped_df.CustomerID.unique()\n", + "customer_ids = dict(zip(unique_customers, np.arange(unique_customers.shape[0], dtype=np.int32)))\n", + "\n", + "unique_items = grouped_df.StockCode.unique()\n", + "item_ids = dict(zip(unique_items, np.arange(unique_items.shape[0], dtype=np.int32)))\n", + "\n", + "grouped_df['customer_id'] = grouped_df.CustomerID.apply(lambda i: customer_ids[i])\n", + "grouped_df['item_id'] = grouped_df.StockCode.apply(lambda i: item_ids[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "f0bcff07", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerIDStockCodeDescriptionQuantitycustomer_iditem_id
012346.023166MEDIUM CERAMIC TOP STORAGE JAR100
112347.016008SMALL FOLDING SCISSOR(POINTED EDGE)2411
212347.017021NAMASTE SWAGAT INCENSE3612
312347.020665RED RETROSPOT PURSE613
412347.020719WOODLAND CHARLOTTE BAG4014
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" + ], + "text/plain": [ + " CustomerID StockCode Description Quantity \\\n", + "0 12346.0 23166 MEDIUM CERAMIC TOP STORAGE JAR 1 \n", + "1 12347.0 16008 SMALL FOLDING SCISSOR(POINTED EDGE) 24 \n", + "2 12347.0 17021 NAMASTE SWAGAT INCENSE 36 \n", + "3 12347.0 20665 RED RETROSPOT PURSE 6 \n", + "4 12347.0 20719 WOODLAND CHARLOTTE BAG 40 \n", + "\n", + " customer_id item_id \n", + "0 0 0 \n", + "1 1 1 \n", + "2 1 2 \n", + "3 1 3 \n", + "4 1 4 " + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "e034fc04", + "metadata": {}, + "outputs": [], + "source": [ + "sparse_item_customer = sparse.csr_matrix((grouped_df['Quantity'].astype(float), (grouped_df['item_id'], grouped_df['customer_id'])))\n", + "sparse_customer_item = sparse.csr_matrix((grouped_df['Quantity'].astype(float), (grouped_df['customer_id'], grouped_df['item_id'])))" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "1b731c65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<3664x4338 sparse matrix of type ''\n", + "\twith 266724 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sparse_item_customer" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "9cea0924", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<4338x3664 sparse matrix of type ''\n", + "\twith 266724 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sparse_customer_item" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "3ca1a39c", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "797e43773b254dd5972ac4ddc4fd314a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/50 [00:00\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CustomerIDStockCodeDescriptionQuantitycustomer_iditem_id
307812409.071053WHITE METAL LANTERN12501319
641112462.071053WHITE METAL LANTERN4951319
1152312556.071053WHITE METAL LANTERN21661319
2267912748.071053WHITE METAL LANTERN13261319
2585612840.071053WHITE METAL LANTERN43901319
\n", + "" + ], + "text/plain": [ + " CustomerID StockCode Description Quantity customer_id \\\n", + "3078 12409.0 71053 WHITE METAL LANTERN 12 50 \n", + "6411 12462.0 71053 WHITE METAL LANTERN 4 95 \n", + "11523 12556.0 71053 WHITE METAL LANTERN 2 166 \n", + "22679 12748.0 71053 WHITE METAL LANTERN 1 326 \n", + "25856 12840.0 71053 WHITE METAL LANTERN 4 390 \n", + "\n", + " item_id \n", + "3078 1319 \n", + "6411 1319 \n", + "11523 1319 \n", + "22679 1319 \n", + "25856 1319 " + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_df.loc[grouped_df['item_id'] == 1319].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "13866c1d", + "metadata": {}, + "outputs": [], + "source": [ + "item_id = 1319\n", + "n_similar = 10\n", + "\n", + "item_vecs = model.item_factors\n", + "customer_vecs = model.user_factors\n", + "\n", + "item_norms = np.sqrt((item_vecs * item_vecs).sum(axis=1))\n", + "\n", + "scores = item_vecs.dot(item_vecs[item_id]) / item_norms\n", + "top_idx = np.argpartition(scores, -n_similar)[-n_similar:]\n", + "similar = sorted(zip(top_idx, scores[top_idx] / item_norms[item_id]), key=lambda x: -x[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "38f4e3b0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WHITE METAL LANTERN\n", + "LANTERN CREAM GAZEBO \n", + "HANGING METAL HEART LANTERN\n", + "PHOTO FRAME CORNICE\n", + "RED HANGING HEART T-LIGHT HOLDER\n", + "SMALL GLASS HEART TRINKET POT\n", + "WOODEN PICTURE FRAME WHITE FINISH\n", + "LOVE BUILDING BLOCK WORD\n", + "WOODEN FRAME ANTIQUE WHITE \n", + "WOOD BLACK BOARD ANT WHITE FINISH\n" + ] + } + ], + "source": [ + "for item in similar:\n", + " idx, score = item\n", + " print(grouped_df.Description.loc[grouped_df.item_id == idx].iloc[0])" + ] + }, + { + "cell_type": "markdown", + "id": "babaca09", + "metadata": {}, + "source": [ + "### Recommend Items to Customers" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "0033dfc3", + "metadata": {}, + "outputs": [], + "source": [ + "def recommend(customer_id, sparse_customer_item, customer_vecs, item_vecs, num_items=10):\n", + " \n", + " customer_interactions = sparse_customer_item[customer_id,:].toarray()\n", + " customer_interactions = customer_interactions.reshape(-1) + 1\n", + " customer_interactions[customer_interactions > 1] = 0\n", + " \n", + " rec_vector = customer_vecs[customer_id,:].dot(item_vecs.T).toarray()\n", + " \n", + " min_max = MinMaxScaler()\n", + " rec_vector_scaled = min_max.fit_transform(rec_vector.reshape(-1,1))[:,0]\n", + " recommend_vector = customer_interactions * rec_vector_scaled\n", + "\n", + " item_idx = np.argsort(recommend_vector)[::-1][:num_items]\n", + " \n", + " descriptions = []\n", + " scores = []\n", + "\n", + " for idx in item_idx:\n", + " descriptions.append(grouped_df.Description.loc[grouped_df.item_id == idx].iloc[0])\n", + " scores.append(recommend_vector[idx])\n", + "\n", + " recommendations = pd.DataFrame({'description': descriptions, 'score': scores})\n", + "\n", + " return recommendations" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "3ab9b9a6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " description score\n", + "0 PACK OF 6 LARGE FRUIT STRAWS 1.000000\n", + "1 PACK OF 6 PANNETONE GIFT BOXES 0.971729\n", + "2 BOX OF 24 COCKTAIL PARASOLS 0.955932\n", + "3 3 PIECE SPACEBOY COOKIE CUTTER SET 0.935987\n", + "4 PACK OF 6 COCKTAIL PARASOL STRAWS 0.930685\n", + "5 SET/10 BLUE POLKADOT PARTY CANDLES 0.921161\n", + "6 SET OF 9 HEART SHAPED BALLOONS 0.916775\n", + "7 SET/10 PINK POLKADOT PARTY CANDLES 0.910592\n", + "8 SMALL HEART MEASURING SPOONS 0.907234\n", + "9 PACK OF 12 PINK PAISLEY TISSUES 0.903123\n" + ] + } + ], + "source": [ + "customer_vecs = sparse.csr_matrix(model.user_factors)\n", + "item_vecs = sparse.csr_matrix(model.item_factors)\n", + "\n", + "# Create recommendations for customer with id 2\n", + "customer_id = 2\n", + "\n", + "recommendations = recommend(customer_id, sparse_customer_item, customer_vecs, item_vecs)\n", + "\n", + "print(recommendations)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "53a2c9b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customer_idDescriptionQuantity
1202DOUGHNUT LIP GLOSS200
1212ICE CREAM PEN LIP GLOSS192
1142PACK OF 12 HEARTS DESIGN TISSUES144
1122PACK OF 12 SUKI TISSUES144
118260 CAKE CASES VINTAGE CHRISTMAS144
1052PACK OF 72 SKULL CAKE CASES144
1132PACK OF 12 BLUE PAISLEY TISSUES144
123260 TEATIME FAIRY CAKE CASES144
1112PACK OF 12 WOODLAND TISSUES144
1102PACK OF 12 RED RETROSPOT TISSUES144
1092PACK OF 60 PINK PAISLEY CAKE CASES144
1082PACK OF 12 SKULL TISSUES144
124272 SWEETHEART FAIRY CAKE CASES72
1162PACK OF 12 LONDON TISSUES72
117260 CAKE CASES DOLLY GIRL DESIGN72
1192ICE CREAM SUNDAE LIP GLOSS72
1042SET OF 72 SKULL PAPER DOILIES72
1062SWEETIES STICKERS48
1222SET OF 72 PINK HEART PAPER DOILIES48
1072MULTI HEARTS STICKERS24
\n", + "
" + ], + "text/plain": [ + " customer_id Description Quantity\n", + "120 2 DOUGHNUT LIP GLOSS 200\n", + "121 2 ICE CREAM PEN LIP GLOSS 192\n", + "114 2 PACK OF 12 HEARTS DESIGN TISSUES 144\n", + "112 2 PACK OF 12 SUKI TISSUES 144\n", + "118 2 60 CAKE CASES VINTAGE CHRISTMAS 144\n", + "105 2 PACK OF 72 SKULL CAKE CASES 144\n", + "113 2 PACK OF 12 BLUE PAISLEY TISSUES 144\n", + "123 2 60 TEATIME FAIRY CAKE CASES 144\n", + "111 2 PACK OF 12 WOODLAND TISSUES 144\n", + "110 2 PACK OF 12 RED RETROSPOT TISSUES 144\n", + "109 2 PACK OF 60 PINK PAISLEY CAKE CASES 144\n", + "108 2 PACK OF 12 SKULL TISSUES 144\n", + "124 2 72 SWEETHEART FAIRY CAKE CASES 72\n", + "116 2 PACK OF 12 LONDON TISSUES 72\n", + "117 2 60 CAKE CASES DOLLY GIRL DESIGN 72\n", + "119 2 ICE CREAM SUNDAE LIP GLOSS 72\n", + "104 2 SET OF 72 SKULL PAPER DOILIES 72\n", + "106 2 SWEETIES STICKERS 48\n", + "122 2 SET OF 72 PINK HEART PAPER DOILIES 48\n", + "107 2 MULTI HEARTS STICKERS 24" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "grouped_df.loc[grouped_df['customer_id'] == 2].sort_values('Quantity', ascending=False)[['customer_id', 'Description', 'Quantity']].head(20)" + ] + }, + { + "cell_type": "markdown", + "id": "f85c0c97", + "metadata": {}, + "source": [ + "### Evaluation the RecSys" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "428d4392", + "metadata": {}, + "outputs": [], + "source": [ + "import random\n", + "\n", + "def make_train(ratings, pct_test = 0.2):\n", + " test_set = ratings.copy() # Make a copy of the original set to be the test set. \n", + " test_set[test_set != 0] = 1 # Store the test set as a binary preference matrix\n", + " \n", + " training_set = ratings.copy() # Make a copy of the original data we can alter as our training set. \n", + " \n", + " nonzero_inds = training_set.nonzero() # Find the indices in the ratings data where an interaction exists\n", + " nonzero_pairs = list(zip(nonzero_inds[0], nonzero_inds[1])) # Zip these pairs together of item,user index into list\n", + "\n", + " \n", + " random.seed(0) # Set the random seed to zero for reproducibility\n", + " \n", + " num_samples = int(np.ceil(pct_test*len(nonzero_pairs))) # Round the number of samples needed to the nearest integer\n", + " samples = random.sample(nonzero_pairs, num_samples) # Sample a random number of item-user pairs without replacement\n", + "\n", + " item_inds = [index[0] for index in samples] # Get the item row indices\n", + "\n", + " customer_inds = [index[1] for index in samples] # Get the user column indices\n", + "\n", + " \n", + " training_set[item_inds, customer_inds] = 0 # Assign all of the randomly chosen user-item pairs to zero\n", + " training_set.eliminate_zeros() # Get rid of zeros in sparse array storage after update to save space\n", + " \n", + " return training_set, test_set, list(set(customer_inds))" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "84224a64", + "metadata": {}, + "outputs": [], + "source": [ + "item_train, item_test, item_customers_altered = make_train(sparse_item_customer, pct_test = 0.2)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "938ae1d3", + "metadata": {}, + "outputs": [], + "source": [ + "def auc_score(predictions, test):\n", + " fpr, tpr, thresholds = metrics.roc_curve(test, predictions)\n", + " return metrics.auc(fpr, tpr)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "804fa883", + "metadata": {}, + "outputs": [], + "source": [ + "def calc_mean_auc(training_set, altered_customers, predictions, test_set):\n", + " store_auc = [] # An empty list to store the AUC for each user that had an item removed from the training set\n", + " popularity_auc = [] # To store popular AUC scores\n", + " pop_items = np.array(test_set.sum(axis = 1)).reshape(-1) # Get sum of item iteractions to find most popular\n", + " item_vecs = predictions[1]\n", + " for customer in altered_customers: # Iterate through each user that had an item altered\n", + " training_column = training_set[:,customer].toarray().reshape(-1) # Get the training set column\n", + " zero_inds = np.where(training_column == 0) # Find where the interaction had not yet occurred\n", + " \n", + " # Get the predicted values based on our user/item vectors\n", + " customer_vec = predictions[0][customer,:]\n", + " pred = customer_vec.dot(item_vecs).toarray()[0,zero_inds].reshape(-1)\n", + " \n", + " # Get only the items that were originally zero\n", + " # Select all ratings from the MF prediction for this user that originally had no iteraction\n", + " actual = test_set[:,customer].toarray()[zero_inds,0].reshape(-1)\n", + " \n", + " # Select the binarized yes/no interaction pairs from the original full data\n", + " # that align with the same pairs in training \n", + " pop = pop_items[zero_inds] # Get the item popularity for our chosen items\n", + " \n", + " store_auc.append(auc_score(pred, actual)) # Calculate AUC for the given user and store\n", + " \n", + " popularity_auc.append(auc_score(pop, actual)) # Calculate AUC using most popular and score\n", + " # End users iteration\n", + " \n", + " return float('%.3f'%np.mean(store_auc)), float('%.3f'%np.mean(popularity_auc))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "43048444", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.937, 0.815)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "calc_mean_auc(item_train, item_customers_altered,\n", + " [customer_vecs, item_vecs.T], item_test)" + ] + } + ], + "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": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}