From 95ab6b22a9c5def297e70eafe9eed865868a3820 Mon Sep 17 00:00:00 2001 From: falca Date: Sat, 1 Jan 2022 15:16:39 +0800 Subject: [PATCH] deleted not necessary files and dicts --- .gitignore | 1 + .idea/.gitignore | 8 - .idea/inspectionProfiles/Project_Default.xml | 18 - .../inspectionProfiles/profiles_settings.xml | 6 - .idea/misc.xml | 7 - .idea/modules.xml | 8 - .idea/surprise-recommendation.iml | 8 - .idea/vcs.xml | 6 - ...der Systems with Surprise-checkpoint.ipynb | 22667 ---------------- .../dp-tmp-2vt6omk8/dp-tmp-pkqufgj2.pl.json | 1 - .../dp-tmp-2vt6omk8/dp-tmp-ryq9wu97.pl.json | 1 - 11 files changed, 1 insertion(+), 22730 deletions(-) delete mode 100644 .idea/.gitignore delete mode 100644 .idea/inspectionProfiles/Project_Default.xml delete mode 100644 .idea/inspectionProfiles/profiles_settings.xml delete mode 100644 .idea/misc.xml delete mode 100644 .idea/modules.xml delete mode 100644 .idea/surprise-recommendation.iml delete mode 100644 .idea/vcs.xml delete mode 100644 .ipynb_checkpoints/Recommender Systems with Surprise-checkpoint.ipynb delete mode 100644 dp-cache/dp-tmp-2vt6omk8/dp-tmp-pkqufgj2.pl.json delete mode 100644 dp-cache/dp-tmp-2vt6omk8/dp-tmp-ryq9wu97.pl.json diff --git a/.gitignore b/.gitignore index 5890a4b..a2c3424 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ /data /.idea /dp-cache +/.ipynb_checkpoints \ No newline at end of file diff --git a/.idea/.gitignore b/.idea/.gitignore deleted file mode 100644 index 73f69e0..0000000 --- a/.idea/.gitignore +++ /dev/null @@ -1,8 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml -# Datasource local storage ignored files -/dataSources/ -/dataSources.local.xml -# Editor-based HTTP Client requests -/httpRequests/ diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml deleted file mode 100644 index a1e5cfe..0000000 --- a/.idea/inspectionProfiles/Project_Default.xml +++ /dev/null @@ -1,18 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml deleted file mode 100644 index 105ce2d..0000000 --- a/.idea/inspectionProfiles/profiles_settings.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml deleted file mode 100644 index c68ad81..0000000 --- a/.idea/misc.xml +++ /dev/null @@ -1,7 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml deleted file mode 100644 index 937f25c..0000000 --- a/.idea/modules.xml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/.idea/surprise-recommendation.iml b/.idea/surprise-recommendation.iml deleted file mode 100644 index b9e8c47..0000000 --- a/.idea/surprise-recommendation.iml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml deleted file mode 100644 index 94a25f7..0000000 --- a/.idea/vcs.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/.ipynb_checkpoints/Recommender Systems with Surprise-checkpoint.ipynb b/.ipynb_checkpoints/Recommender Systems with Surprise-checkpoint.ipynb deleted file mode 100644 index 4a52929..0000000 --- a/.ipynb_checkpoints/Recommender Systems with Surprise-checkpoint.ipynb +++ /dev/null @@ -1,22667 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Recommender Systems with Surprise" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Import Libraries" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import datapane as dp\n", - "import chart_studio.plotly as py\n", - "import chart_studio\n", - "import os\n", - "username = os.environ['PLOTLY_USERNAME']\n", - "api_key = os.environ['PLOTLY_API_KEY']\n", - "chart_studio.tools.set_credentials_file(username=username, api_key=api_key)\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Reading the Data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " book_id user_id rating\n", - "0 1 314 5\n", - "1 1 439 3\n", - "2 1 588 5\n", - "3 1 1169 4\n", - "4 1 1185 4\n", - "5 1 2077 4\n", - "6 1 2487 4\n", - "7 1 2900 5\n", - "8 1 3662 4\n", - "9 1 3922 5" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ratings_data = pd.read_csv('./data/ratings.csv.zip')\n", - "books_metadata = pd.read_csv('./data/books.csv.zip')\n", - "ratings_data.head(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 981756 entries, 0 to 981755\n", - "Data columns (total 3 columns):\n", - " # Column Non-Null Count Dtype\n", - "--- ------ -------------- -----\n", - " 0 book_id 981756 non-null int64\n", - " 1 user_id 981756 non-null int64\n", - " 2 rating 981756 non-null int64\n", - "dtypes: int64(3)\n", - "memory usage: 22.5 MB\n" - ] - } - ], - "source": [ - "ratings_data.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 10000 entries, 0 to 9999\n", - "Data columns (total 23 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 id 10000 non-null int64 \n", - " 1 book_id 10000 non-null int64 \n", - " 2 best_book_id 10000 non-null int64 \n", - " 3 work_id 10000 non-null int64 \n", - " 4 books_count 10000 non-null int64 \n", - " 5 isbn 9300 non-null object \n", - " 6 isbn13 9415 non-null float64\n", - " 7 authors 10000 non-null object \n", - " 8 original_publication_year 9979 non-null float64\n", - " 9 original_title 9415 non-null object \n", - " 10 title 10000 non-null object \n", - " 11 language_code 8916 non-null object \n", - " 12 average_rating 10000 non-null float64\n", - " 13 ratings_count 10000 non-null int64 \n", - " 14 work_ratings_count 10000 non-null int64 \n", - " 15 work_text_reviews_count 10000 non-null int64 \n", - " 16 ratings_1 10000 non-null int64 \n", - " 17 ratings_2 10000 non-null int64 \n", - " 18 ratings_3 10000 non-null int64 \n", - " 19 ratings_4 10000 non-null int64 \n", - " 20 ratings_5 10000 non-null int64 \n", - " 21 image_url 10000 non-null object \n", - " 22 small_image_url 10000 non-null object \n", - "dtypes: float64(3), int64(13), object(7)\n", - "memory usage: 1.8+ MB\n" - ] - } - ], - "source": [ - "books_metadata.info()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Creating a Dataset for Surprise" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "from surprise import Dataset\n", - "from surprise import Reader\n", - "\n", - "reader = Reader(rating_scale=(1, 5))\n", - "data = Dataset.load_from_df(ratings_data[['user_id', 'book_id', 'rating']], reader)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cross-Validating a Simple SVD Model" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processing epoch 0\n", - "Processing epoch 1\n", - "Processing epoch 2\n", - "Processing epoch 3\n", - "Processing epoch 4\n", - "Processing epoch 5\n", - "Processing epoch 6\n", - "Processing epoch 7\n", - "Processing epoch 8\n", - "Processing epoch 9\n", - "Processing epoch 0\n", - "Processing epoch 1\n", - "Processing epoch 2\n", - "Processing epoch 3\n", - "Processing epoch 4\n", - "Processing epoch 5\n", - "Processing epoch 6\n", - "Processing epoch 7\n", - "Processing epoch 8\n", - "Processing epoch 9\n", - "Processing epoch 0\n", - "Processing epoch 1\n", - "Processing epoch 2\n", - "Processing epoch 3\n", - "Processing epoch 4\n", - "Processing epoch 5\n", - "Processing epoch 6\n", - "Processing epoch 7\n", - "Processing epoch 8\n", - "Processing epoch 9\n", - "Evaluating RMSE, MAE of algorithm SVD on 3 split(s).\n", - "\n", - " Fold 1 Fold 2 Fold 3 Mean Std \n", - "RMSE (testset) 0.8569 0.8552 0.8569 0.8563 0.0008 \n", - "MAE (testset) 0.6757 0.6743 0.6761 0.6754 0.0008 \n", - "Fit time 20.73 21.00 20.86 20.86 0.11 \n", - "Test time 3.53 3.50 3.43 3.49 0.04 \n" - ] - }, - { - "data": { - "text/plain": [ - "{'test_rmse': array([0.85689349, 0.85520366, 0.85690291]),\n", - " 'test_mae': array([0.6757306 , 0.67431927, 0.67611124]),\n", - " 'fit_time': (20.726670026779175, 20.998625993728638, 20.864701986312866),\n", - " 'test_time': (3.5305278301239014, 3.501085042953491, 3.4312148094177246)}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from surprise import SVD\n", - "from surprise.model_selection import cross_validate\n", - "\n", - "svd = SVD(verbose=True, n_epochs=10)\n", - "cross_validate(svd, data, measures=['RMSE', 'MAE'], cv=3, verbose=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processing epoch 0\n", - "Processing epoch 1\n", - "Processing epoch 2\n", - "Processing epoch 3\n", - "Processing epoch 4\n", - "Processing epoch 5\n", - "Processing epoch 6\n", - "Processing epoch 7\n", - "Processing epoch 8\n", - "Processing epoch 9\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "trainset = data.build_full_trainset()\n", - "svd.fit(trainset)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generating Rating Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Prediction(uid=10, iid=100, r_ui=None, est=3.9139946821350304, details={'was_impossible': False})" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "svd.predict(uid=10, iid=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Generating Recommendations" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "import difflib\n", - "import random\n", - "\n", - "def get_book_id(book_title, metadata):\n", - " \n", - " existing_titles = list(metadata['title'].values)\n", - " closest_titles = difflib.get_close_matches(book_title, existing_titles)\n", - " book_id = metadata[metadata['title'] == closest_titles[0]]['id'].values[0]\n", - " return book_id\n", - "\n", - "def get_book_info(book_id, metadata):\n", - " \n", - " book_info = metadata[metadata['id'] == book_id][['id', 'isbn', \n", - " 'authors', 'title', 'original_title']]\n", - " return book_info.to_dict(orient='records')\n", - "\n", - "def predict_review(user_id, book_title, model, metadata):\n", - " \n", - " book_id = get_book_id(book_title, metadata)\n", - " review_prediction = model.predict(uid=user_id, iid=book_id)\n", - " return review_prediction.est\n", - "\n", - "def generate_recommendation(user_id, model, metadata, thresh=4):\n", - " \n", - " book_titles = list(metadata['title'].values)\n", - " random.shuffle(book_titles)\n", - " \n", - " for book_title in book_titles:\n", - " rating = predict_review(user_id, book_title, model, metadata)\n", - " if rating >= thresh:\n", - " book_id = get_book_id(book_title, metadata)\n", - " return get_book_info(book_id, metadata)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'id': 6365,\n", - " 'isbn': nan,\n", - " 'authors': 'Linda Kage',\n", - " 'title': 'Price of a Kiss (Forbidden Men, #1)',\n", - " 'original_title': nan}]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "generate_recommendation(10, svd, books_metadata)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualizing the Similarity Between Books Using t-SNE" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(10000, 100)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "svd.qi.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[t-SNE] Computing 91 nearest neighbors...\n", - "[t-SNE] Indexed 10000 samples in 0.039s...\n", - "[t-SNE] Computed neighbors for 10000 samples in 22.003s...\n", - "[t-SNE] Computed conditional probabilities for sample 1000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 2000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 3000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 4000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 5000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 6000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 7000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 8000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 9000 / 10000\n", - "[t-SNE] Computed conditional probabilities for sample 10000 / 10000\n", - "[t-SNE] Mean sigma: 0.232615\n", - "[t-SNE] Computed conditional probabilities in 0.403s\n", - "[t-SNE] Iteration 50: error = 94.7242584, gradient norm = 0.0917304 (50 iterations in 3.623s)\n", - "[t-SNE] Iteration 100: error = 94.5513611, gradient norm = 0.0962986 (50 iterations in 4.140s)\n", - "[t-SNE] Iteration 150: error = 95.1088562, gradient norm = 0.0901616 (50 iterations in 4.198s)\n", - "[t-SNE] Iteration 200: error = 94.7778854, gradient norm = 0.0866594 (50 iterations in 3.315s)\n", - "[t-SNE] Iteration 250: error = 95.2019501, gradient norm = 0.0479000 (50 iterations in 4.121s)\n", - "[t-SNE] KL divergence after 250 iterations with early exaggeration: 95.201950\n", - "[t-SNE] Iteration 300: error = 5.0287352, gradient norm = 0.0023838 (50 iterations in 3.847s)\n", - "[t-SNE] Iteration 350: error = 4.9857497, gradient norm = 0.0002459 (50 iterations in 1.946s)\n", - "[t-SNE] Iteration 400: error = 4.9688358, gradient norm = 0.0001277 (50 iterations in 1.823s)\n", - "[t-SNE] Iteration 450: error = 4.9587297, gradient norm = 0.0001047 (50 iterations in 1.774s)\n", - "[t-SNE] Iteration 500: error = 4.9515147, gradient norm = 0.0000814 (50 iterations in 1.734s)\n", - "[t-SNE] KL divergence after 500 iterations: 4.951515\n" - ] - } - ], - "source": [ - "from sklearn.manifold import TSNE\n", - "\n", - "tsne = TSNE(n_components=2, n_iter=500, verbose=3, random_state=1)\n", - "books_embedding = tsne.fit_transform(svd.qi)\n", - "projection = pd.DataFrame(columns=['x', 'y'], data=books_embedding)\n", - "projection['title'] = books_metadata['original_title']" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - 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