From 3dc7170bba784d4422152a942f9b4519721d81c5 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Sun, 14 Feb 2021 20:16:52 +0800 Subject: [PATCH] Add. Text word frequency statistics --- .../酒店推荐.ipynb | 2134 +++++++++++++++++ 1 file changed, 2134 insertions(+) diff --git a/机器学习竞赛实战_优胜解决方案/基于相似度的酒店推荐系统/酒店推荐.ipynb b/机器学习竞赛实战_优胜解决方案/基于相似度的酒店推荐系统/酒店推荐.ipynb index 9fee747..64d22dd 100644 --- a/机器学习竞赛实战_优胜解决方案/基于相似度的酒店推荐系统/酒店推荐.ipynb +++ b/机器学习竞赛实战_优胜解决方案/基于相似度的酒店推荐系统/酒店推荐.ipynb @@ -214,6 +214,2140 @@ "df['desc'][0] # 查看酒店描述的个例" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 文本词频统计\n", + "统计下酒店介绍文本里大多数描述的信息有哪些" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "vec = CountVectorizer().fit(df['desc']) # 寄存器\n", + "bag_of_words = vec.transform(df['desc']) # 将文本转数值" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 1, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 1, 0, 0]], dtype=int64)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bag_of_words.toarray()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(152, 3200)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bag_of_words.shape # 一共152含对应上面的数据，其中有3200个不同的词" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "matrix([[ 1, 11, 11, ..., 2, 6, 2]], dtype=int64)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum_words = bag_of_words.sum(axis=0) # 计算每个词重复的次数\n", + "sum_words" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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8),\n", + " ('even', 8),\n", + " ('escape', 8),\n", + " ('king', 8),\n", + " ('refrigerator', 8),\n", + " ('premium', 8),\n", + " ('budget', 8),\n", + " ('facility', 8),\n", + " ('renton', 8),\n", + " ('alfred', 8),\n", + " ('silver', 8),\n", + " ('cloud', 8),\n", + " ('bars', 7),\n", + " ('reception', 7),\n", + " ('dinner', 7),\n", + " ('exciting', 7),\n", + " ('recently', 7),\n", + " ('favorite', 7),\n", + " ('inside', 7),\n", + " ('stunning', 7),\n", + " ('throughout', 7),\n", + " ('workout', 7),\n", + " ('library', 7),\n", + " ('gorgeous', 7),\n", + " ('wood', 7),\n", + " ('seating', 7),\n", + " ('among', 7),\n", + " ('car', 7),\n", + " ('arts', 7),\n", + " ('atmosphere', 7),\n", + " ('fit', 7),\n", + " ('always', 7),\n", + " ('ve', 7),\n", + " ('locally', 7),\n", + " ('floors', 7),\n", + " ('mini', 7),\n", + " ('stays', 7),\n", + " ('maker', 7),\n", + " ('old', 7),\n", + " ('cultural', 7),\n", + " ('sofa', 7),\n", + " ('hdtv', 7),\n", + " ('game', 7),\n", + " ('transportation', 7),\n", + " ('easily', 7),\n", + " ('open', 7),\n", + " ('executive', 7),\n", + " ('apartment', 7),\n", + " ('kitchens', 7),\n", + " ('been', 7),\n", + " ('non', 7),\n", + " ('bathrooms', 7),\n", + " ('table', 7),\n", + " ('hostel', 7),\n", + " ('roof', 7),\n", + " ('ballard', 7),\n", + " ('proud', 7),\n", + " ('station', 7),\n", + " ('services', 7),\n", + " ('european', 7),\n", + " ('southcenter', 7),\n", + " ('people', 7),\n", + " ('100', 7),\n", + " ('needs', 7),\n", + " ('looking', 7),\n", + " ('don', 7),\n", + " ('15', 7),\n", + " ('shoreline', 7),\n", + " ('much', 7),\n", + " ('broadway', 7),\n", + " ('perfectly', 6),\n", + " ('companies', 6),\n", + " ('google', 6),\n", + " ('conference', 6),\n", + " ('cocktail', 6),\n", + " ('drinks', 6),\n", + " ('seven', 6),\n", + " ('collection', 6),\n", + " ('sleep', 6),\n", + " ('savor', 6),\n", + " ('happy', 6),\n", + " ('public', 6),\n", + " ('nordstrom', 6),\n", + " ('terminal', 6),\n", + " ('spectacular', 6),\n", + " ('custom', 6),\n", + " ('simple', 6),\n", + " ('fireplace', 6),\n", + " ('wide', 6),\n", + " ('culture', 6),\n", + " ('patio', 6),\n", + " ('join', 6),\n", + " ('setting', 6),\n", + " ('wake', 6),\n", + " ('cup', 6),\n", + " ('hiking', 6),\n", + " ('scene', 6),\n", + " ('getaway', 6),\n", + " ('theater', 6),\n", + " ('landmarks', 6),\n", + " ('down', 6),\n", + " ('lodging', 6),\n", + " ('separate', 6),\n", + " ('plan', 6),\n", + " ('hub', 6),\n", + " ('retreat', 6),\n", + " ('museums', 6),\n", + " ('thriving', 6),\n", + " ('size', 6),\n", + " ('kitchenettes', 6),\n", + " ('dine', 6),\n", + " ('hand', 6),\n", + " ('team', 6),\n", + " ('corner', 6),\n", + " ('do', 6),\n", + " ('ready', 6),\n", + " ('centers', 6),\n", + " ('own', 6),\n", + " ('experiences', 6),\n", + " ('complete', 6),\n", + " ('brings', 6),\n", + " ('furnished', 6),\n", + " ('ideally', 6),\n", + " ('kind', 6),\n", + " ('creative', 6),\n", + " ('discover', 6),\n", + " ('television', 6),\n", + " ('bus', 6),\n", + " ('homewood', 6),\n", + " ('nightlife', 6),\n", + " ('regency', 6),\n", + " ('level', 6),\n", + " ('go', 6),\n", + " ('flexible', 6),\n", + " ('grill', 6),\n", + " ('key', 6),\n", + " ('mt', 6),\n", + " ('rainier', 6),\n", + " ('buffet', 6),\n", + " ('zoo', 6),\n", + " ('matter', 6),\n", + " ('headquarters', 6),\n", + " ('play', 6),\n", + " ('shower', 6),\n", + " ('westfield', 6),\n", + " ('quick', 6),\n", + " ('smoking', 6),\n", + " ('channels', 6),\n", + " ('rate', 6),\n", + " ('tea', 6),\n", + " ('enjoyable', 6),\n", + " ('research', 6),\n", + " ('busy', 6),\n", + " ('fred', 6),\n", + " ('hutchinson', 6),\n", + " ('very', 6),\n", + " ('apartments', 6),\n", + " ('resort', 6),\n", + " ('gates', 5),\n", + " ('locals', 5),\n", + " ('american', 5),\n", + " ('core', 5),\n", + " ('diverse', 5),\n", + " ('america', 5),\n", + " ('expanded', 5),\n", + " ('enjoying', 5),\n", + " ('beverage', 5),\n", + " ('several', 5),\n", + " ('crowne', 5),\n", + " ('exceptional', 5),\n", + " ('cool', 5),\n", + " ('drink', 5),\n", + " ('better', 5),\n", + " ('might', 5),\n", + " ('half', 5),\n", + " ('must', 5),\n", + " ('houses', 5),\n", + " ('boutiques', 5),\n", + " ('pier', 5),\n", + " ('stadiums', 5),\n", + " ('mountain', 5),\n", + " ('newly', 5),\n", + " ('sleek', 5),\n", + " ('welcoming', 5),\n", + " ('elegant', 5),\n", + " ('residence', 5),\n", + " ('puts', 5),\n", + " ('tour', 5),\n", + " ('via', 5),\n", + " ('destination', 5),\n", + " ('culinary', 5),\n", + " ('cocktails', 5),\n", + " ('between', 5),\n", + " ('monorail', 5),\n", + " ('warwick', 5),\n", + " ('way', 5),\n", + " ('possible', 5),\n", + " ('head', 5),\n", + " ('craft', 5),\n", + " ('put', 5),\n", + " ('end', 5),\n", + " ('kimpton', 5),\n", + " ('enough', 5),\n", + " ('who', 5),\n", + " ('dedicated', 5),\n", + " ('beer', 5),\n", + " ('design', 5),\n", + " ('could', 5),\n", + " ('marriott', 5),\n", + " ('westlake', 5),\n", + " ('refrigerators', 5),\n", + " ('desks', 5),\n", + " ('found', 5),\n", + " ('ship', 5),\n", + " ('terminals', 5),\n", + " ('innovative', 5),\n", + " ('makes', 5),\n", + " ('chic', 5),\n", + " ('beauty', 5),\n", + " ('system', 5),\n", + " ('professional', 5),\n", + " ('facebook', 5),\n", + " ('sleeping', 5),\n", + " ('deck', 5),\n", + " ('made', 5),\n", + " ('hall', 5),\n", + " ('30', 5),\n", + " ('connected', 5),\n", + " ('customer', 5),\n", + " ('panel', 5),\n", + " ('televisions', 5),\n", + " ('wines', 5),\n", + " ('course', 5),\n", + " ('too', 5),\n", + " ('list', 5),\n", + " ('ensure', 5),\n", + " ('holiday', 5),\n", + " ('either', 5),\n", + " ('districts', 5),\n", + " ('fremont', 5),\n", + " ('choose', 5),\n", + " ('soft', 5),\n", + " ('lifestyle', 5),\n", + " ('adventure', 5),\n", + " ('adventures', 5),\n", + " ('simply', 5),\n", + " ('these', 5),\n", + " ('beverages', 5),\n", + " ('forget', 5),\n", + " ('store', 5),\n", + " ('intimate', 5),\n", + " ('receptions', 5),\n", + " ('details', 5),\n", + " ('century', 5),\n", + " ('cities', 5),\n", + " ('oasis', 5),\n", + " ('communal', 5),\n", + " ('express', 5),\n", + " ('residential', 5),\n", + " ('runs', 5),\n", + " ('woodland', 5),\n", + " ('personal', 5),\n", + " ('yet', 5),\n", + " ('bellevue', 5),\n", + " ('interior', 5),\n", + " ('healthy', 5),\n", + " ('above', 5),\n", + " ('stress', 5),\n", + " ('term', 5),\n", + " ('accessible', 5),\n", + " ('run', 5),\n", + " ('lodge', 5),\n", + " ('filled', 5),\n", + " ('boardroom', 5),\n", + " ('green', 5),\n", + " ('self', 5),\n", + " ('units', 5),\n", + " ('bustling', 5),\n", + " ('college', 5),\n", + " ('northgate', 5),\n", + " ('round', 5),\n", + " ('hit', 5),\n", + " ('won', 5),\n", + " ('ten', 5),\n", + " ('pride', 5),\n", + " ('landing', 5),\n", + " ('linens', 5),\n", + " ('ourselves', 5),\n", + " ('bill', 4),\n", + " ('melinda', 4),\n", + " ('foundation', 4),\n", + " ('visitors', 4),\n", + " ('majestic', 4),\n", + " ('sq', 4),\n", + " ('ft', 4),\n", + " ('technology', 4),\n", + " ('wedding', 4),\n", + " ('success', 4),\n", + " ('refresh', 4),\n", + " ('latest', 4),\n", + " ('tastefully', 4),\n", + " ('decorated', 4),\n", + " ('productive', 4),\n", + " ('lunch', 4),\n", + " ('gateway', 4),\n", + " ('plaza', 4),\n", + " ('touches', 4),\n", + " ('set', 4),\n", + " ('lights', 4),\n", + " ('addition', 4),\n", + " ('rest', 4),\n", + " ('5th', 4),\n", + " ('sounders', 4),\n", + " ('curated', 4),\n", + " ('paramount', 4),\n", + " ('luxurious', 4),\n", + " ('comfy', 4),\n", + " ('good', 4),\n", + " ('why', 4),\n", + " ('sightseeing', 4),\n", + " ('leading', 4),\n", + " ('refreshing', 4),\n", + " ('covered', 4),\n", + " ('surrounded', 4),\n", + " ('trendy', 4),\n", + " ('side', 4),\n", + " ('let', 4),\n", + " ('show', 4),\n", + " ('memorable', 4),\n", + " ('fare', 4),\n", + " ('got', 4),\n", + " ('diamond', 4),\n", + " ('scenic', 4),\n", + " ('never', 4),\n", + " ('tell', 4),\n", + " ('without', 4),\n", + " ('retail', 4),\n", + " ('adjacent', 4),\n", + " ('harbor', 4),\n", + " ('port', 4),\n", + " ('sculpture', 4),\n", + " ('look', 4),\n", + " ('breathtaking', 4),\n", + " ('sites', 4),\n", + " ('goal', 4),\n", + " ('additional', 4),\n", + " ('elegance', 4),\n", + " ('named', 4),\n", + " ('sophisticated', 4),\n", + " ('afternoon', 4),\n", + " ('metro', 4),\n", + " ('500', 4),\n", + " ('nestled', 4),\n", + " ('health', 4),\n", + " ('55', 4),\n", + " ('mobile', 4),\n", + " ('settle', 4),\n", + " ('those', 4),\n", + " ('getting', 4),\n", + " ('things', 4),\n", + " ('science', 4),\n", + " ('42', 4),\n", + " ('keep', 4),\n", + " ('watch', 4),\n", + " ('coast', 4),\n", + " ('bright', 4),\n", + " ('plug', 4),\n", + " ('selection', 4),\n", + " ('stand', 4),\n", + " ('unparalleled', 4),\n", + " ('expansive', 4),\n", + " ('energy', 4),\n", + " ('ours', 4),\n", + " ('4th', 4),\n", + " ('would', 4),\n", + " ('board', 4),\n", + " ('active', 4),\n", + " ('kick', 4),\n", + " ('fuel', 4),\n", + " ('western', 4),\n", + " ('romantic', 4),\n", + " ('clean', 4),\n", + " ('same', 4),\n", + " ('upgrade', 4),\n", + " ('monday', 4),\n", + " ('something', 4),\n", + " ('casual', 4),\n", + " ('marble', 4),\n", + " ('12', 4),\n", + " ('movie', 4),\n", + " ('arena', 4),\n", + " ('served', 4),\n", + " ('accommodate', 4),\n", + " ('week', 4),\n", + " ('owned', 4),\n", + " ('mediterranean', 4),\n", + " ('delivers', 4),\n", + " ('hip', 4),\n", + " ('leave', 4),\n", + " ('products', 4),\n", + " ('twin', 4),\n", + " ('early', 4),\n", + " ('train', 4),\n", + " ('exercise', 4),\n", + " ('freshly', 4),\n", + " ('menu', 4),\n", + " ('function', 4),\n", + " ('deluxe', 4),\n", + " ('redmond', 4),\n", + " ('snack', 4),\n", + " ('seafood', 4),\n", + " ('dip', 4),\n", + " ('overnight', 4),\n", + " ('greet', 4),\n", + " ('relaxed', 4),\n", + " ('exploring', 4),\n", + " ('shop', 4),\n", + " ('affordable', 4),\n", + " ('give', 4),\n", + " ('rewards', 4),\n", + " ('program', 4),\n", + " ('making', 4),\n", + " ('pillow', 4),\n", + " ('authentic', 4),\n", + " ('inspiring', 4),\n", + " ('how', 4),\n", + " ('smoke', 4),\n", + " ('405', 4),\n", + " ('hampton', 4),\n", + " ('kids', 4),\n", + " ('everyone', 4),\n", + " ('meals', 4),\n", + " ('99', 4),\n", + " ('11', 4),\n", + " ('accommodation', 4),\n", + " ('training', 4),\n", + " ('beach', 4),\n", + " ('points', 4),\n", + " ('tours', 4),\n", + " ('econo', 4),\n", + " ('microwaves', 4),\n", + " ('outlets', 4),\n", + " ('little', 4),\n", + " ('conditioned', 4),\n", + " ('americas', 4),\n", + " ('money', 4),\n", + " ('historical', 4),\n", + " ('year', 4),\n", + " ('attention', 4),\n", + " ('jimmy', 4),\n", + " ('national', 4),\n", + " ('theodore', 4),\n", + " ('warmth', 4),\n", + " ('maxwell', 4),\n", + " ('creature', 4),\n", + " ('definition', 4),\n", + " ('bacon', 4),\n", + " ('georgetown', 4),\n", + " ('grove', 4),\n", + " ('watertown', 4),\n", + " ('gaslight', 4),\n", + " ('oak', 4),\n", + " ('southport', 4),\n", + " ('allows', 3),\n", + " ('kayaking', 3),\n", + " ('versatile', 3),\n", + " ('guarantee', 3),\n", + " ('equipment', 3),\n", + " ('chihuly', 3),\n", + " ('earn', 3),\n", + " ('chef', 3),\n", + " ('blend', 3),\n", + " ('soon', 3),\n", + " ('concierge', 3),\n", + " ('fantastic', 3),\n", + " ('amid', 3),\n", + " ('incredible', 3),\n", + " ('haven', 3),\n", + " ('prime', 3),\n", + " ('crafted', 3),\n", + " ('celebrated', 3),\n", + " ('unforgettable', 3),\n", + " ('reflect', 3),\n", + " ('hosts', 3),\n", + " ('company', 3),\n", + " ('underground', 3),\n", + " ('everywhere', 3),\n", + " ('landscape', 3),\n", + " ('region', 3),\n", + " ('bounty', 3),\n", + " ('truly', 3),\n", + " ('pleasant', 3),\n", + " ('breeze', 3),\n", + " ('deep', 3),\n", + " ('waters', 3),\n", + " ('straight', 3),\n", + " ('breweries', 3),\n", + " ('mount', 3),\n", + " ('soak', 3),\n", + " ('before', 3),\n", + " ('heading', 3),\n", + " ('destinations', 3),\n", + " ('ever', 3),\n", + " ('reading', 3),\n", + " ('couldn', 3),\n", + " ('alexis', 3),\n", + " ('matched', 3),\n", + " ('attentive', 3),\n", + " ('interesting', 3),\n", + " ('giving', 3),\n", + " ('edge', 3),\n", + " ('indulge', 3),\n", + " ('loft', 3),\n", + " ('ceilings', 3),\n", + " ('them', 3),\n", + " ('elements', 3),\n", + " ('still', 3),\n", + " ('sit', 3),\n", + " ('outfitted', 3),\n", + " ('balconies', 3),\n", + " ('perks', 3),\n", + " ('gym', 3),\n", + " ('sunset', 3),\n", + " ('rock', 3),\n", + " ('fireplaces', 3),\n", + " ('kitchenette', 3),\n", + " ('bistro', 3),\n", + " ('fairmont', 3),\n", + " ('acclaimed', 3),\n", + " ('news', 3),\n", + " ('report', 3),\n", + " ('2018', 3),\n", + " ('shows', 3),\n", + " ('outdoors', 3),\n", + " ('fans', 3),\n", + " ('athletic', 3),\n", + " ('begin', 3),\n", + " ...]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "words_freq = sorted(words_freq, key=lambda x:x[1],reverse=True) # 排序重复的次数\n", + "words_freq" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "这里重复最多的the我们并不是重要的信息词，后面我们需要进行怎样的优化呢" + ] + }, { "cell_type": "code", "execution_count": null,