{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Исследование данных Хакатона Озон\n", "\n", "2017, Александр Дьяконов" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "# подгружаем все нужные пакеты\n", "import pandas as pd\n", "import numpy as np\n", "\n", "\n", "# для встроенных картинок\n", "%pylab inline\n", "# чуть покрасивше картинки:\n", "pd.set_option('display.mpl_style', 'default')\n", "figsize(12, 9)\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "#plt.rcParams['figure.figsize'] = 10, 7.5\n", "#plt.rcParams['axes.grid'] = True\n", "pd.set_option('display.max_columns', None)\n", "import matplotlib.pyplot as plt\n", "\n", "import matplotlib as mpl\n", "mpl.rcParams['font.family'] = 'Ubuntu'\n", "\n", "plt.rc('text', usetex=False)\n", "plt.rc('font', family='serif')\n", "plt.rc('font', weight='bold')\n", "plt.rc('xtick', labelsize=14) \n", "plt.rc('ytick', labelsize=14)\n", "\n", "# чтобы был русский шрифт\n", "from matplotlib import rc\n", " \n", "font = {'family': 'Droid Sans',\n", " 'weight': 'normal'}\n", "rc('font', **font)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# чтобы был русский шрифт\n", "# from matplotlib import rc\n", " \n", "# font = {'family': 'Helvetica',\n", "# 'weight': 'normal'}\n", "# rc('font', **font)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# загрузка данных" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = pd.read_excel('Training Part.xlsx')\n", "day1 = pd.read_excel('day1.xlsx')\n", "day2 = pd.read_excel('day2.xlsx')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "((390000, 197), (130000, 197), (132016, 197))\n" ] } ], "source": [ "print (data.shape, day1.shape, day2.shape)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# если созданы csv-файлы\n", "data = pd.read_csv('data.csv')\n", "day1 = pd.read_csv('day1.csv')\n", "day2 = pd.read_csv('day2.csv')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(390000, 197) (130000, 197) (132016, 197)\n" ] } ], "source": [ "print (data.shape, day1.shape, day2.shape)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index([u'ID', u'NetSales', u'gender', u'ActivityIndex', u'Alcohol',\n", " u'AverageFriendsRegMonthDelta', u'CanSeeAllPosts',\n", " u'CanSeeAllPosts_CanPost', u'EducationType', u'EducationType_VK',\n", " ...\n", " u'TD_TV', u'TD_ukraine', u'TD_video', u'TD_way_of_life',\n", " u'TD_wedding_communities', u'TD_women_communities', u'TD_workout',\n", " u'TD_youth_communities', u'TD_sum', u'animal_owner'],\n", " dtype='object', length=197)\n" ] } ], "source": [ "print (data.columns)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['ID', 'NetSales', 'gender', 'ActivityIndex', 'Alcohol',\n", " 'AverageFriendsRegMonthDelta', 'CanSeeAllPosts',\n", " 'CanSeeAllPosts_CanPost', 'EducationType', 'EducationType_VK',\n", " ...\n", " 'TD_TV', 'TD_ukraine', 'TD_video', 'TD_way_of_life',\n", " 'TD_wedding_communities', 'TD_women_communities', 'TD_workout',\n", " 'TD_youth_communities', 'TD_sum', 'animal_owner'],\n", " dtype='object', length=197)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "day1.columns" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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IDNetSalesgenderActivityIndexAlcoholAverageFriendsRegMonthDeltaCanSeeAllPostsCanSeeAllPosts_CanPostEducationTypeEducationType_VKFriendsAverageDeletedAccountsFriendsAverageHasHighSchoolsFriendsAverageHasJobsFriendsPerDayHasPhoneHasSkypeHasTwitterLastActivityLifeTimeMaxRegDateMinRegDateMobileUsageAllMobileUsageAndroidMobileUsageIPadMobileUsageIphoneMobileUsageWinPhoneMonthsFromMaxRegDateMonthsFromMinRegDateNumberOfAccountsNumberOfAccountsMOIMIRNumberOfAccountsODKLNumberOfAccountsVKNumberOfAdvancedSchoolsNumberOfChildsNumberOfChilds_VKNumberOfCompaniesNumberOfDeletedAccountsNumberOfDeletedAccounts_VKNumberOfEntranceNumberOfFollowersNumberOfFriendsMaxNumberOfFriendsMax_VKNumberOfFriendsMinNumberOfFriendsSumNumberOfGroupsMaxNumberOfGroupsSum_OKNumberOfHighSchoolsNumberOfNotesMaxNumberOfPhotosMaxNumberOfPhotosMin_VKNumberOfPrivateAccountsNumberOfPrivateAccounts_OKNumberOfRelativesNumberOfRelatives_OKNumberOfSchoolsNumberOfSubscriptionsNumberOfVideosRelationSaScore1SaScore2SaScore5SaScore6SaScore7SaScoreFraudSaScoreSocialSmokingUseScreenNameWorldviewsYearsSinceMinRegDateYearsSinceMinRegDate_OKYearsSinceMinRegDate_VKNumberOfAccountsFBInterest_1Interest_2Interest_3Interest_4Interest_5Interest_6Interest_7Interest_8Interest_9Interest_10Interest_11Interest_12Interest_13Interest_14Interest_15Interest_16Interest_17Interest_18Interest_19Interest_20Interest_21Interest_22Interest_23Interest_24Interest_25TD_acquaint_communicTD_acquaintancesTD_active_restTD_adTD_animalsTD_anime_hentaiTD_architectureTD_art_designTD_beautiful_girlsTD_beautyTD_booksTD_businessTD_carsTD_cartoonsTD_caucasianTD_celebritiesTD_childrenTD_cognitiveTD_companiesTD_computersTD_cookeryTD_designTD_design_renovationTD_dietsTD_do_yourselfTD_electronics_electrappliancesTD_entertainmentTD_family_homeTD_fashionTD_financeTD_fitnessTD_footballTD_foreign_langTD_gadgetsTD_gamesTD_geopolitics_economyTD_gifTD_goods_servicesTD_hobbiesTD_horoscopeTD_horrorTD_humourTD_imagesTD_insuranceTD_interiorTD_kazakhstanTD_landscape_designTD_literature_poetryTD_mass_mediaTD_mass_media_ad_PRTD_men_communitiesTD_mobile_internetTD_motivationTD_motoTD_moviesTD_musicTD_namesTD_natureTD_nature_and_travelTD_nostalgiaTD_other_servicesTD_parents_communitiesTD_philosophy_esotericsTD_photoTD_poetryTD_politicsTD_professionsTD_proposed_newsTD_real_estateTD_regional_communitiesTD_relationsTD_religionTD_restTD_russiaTD_scienceTD_science_educationTD_shopsTD_slimmingTD_societyTD_softTD_softporno_pornoTD_sport_and_healthTD_sport_dietTD_sport_otherTD_start_upsTD_tech_ITTD_technologiesTD_thoughts_ideasTD_tourismTD_travelTD_TVTD_ukraineTD_videoTD_way_of_lifeTD_wedding_communitiesTD_women_communitiesTD_workoutTD_youth_communitiesTD_sumanimal_owner
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170F-0-----00.333330.22222-00079-2008-06-22 00:00:002008-06-22 00:00:00-----103103110000-00---8-88--0-4-1-0-0--0-4.06040-1.92671-4.93723-6.52939110-3.98769-5.210420008.59808--NaN-------------------------NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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" ], "text/plain": [ " ID NetSales gender ActivityIndex Alcohol AverageFriendsRegMonthDelta \\\n", "0 1 0 F - 0 92 \n", "1 7 0 F - 0 - \n", "\n", " CanSeeAllPosts CanSeeAllPosts_CanPost EducationType EducationType_VK \\\n", "0 - - 12 - \n", "1 - - - - \n", "\n", " FriendsAverageDeletedAccounts FriendsAverageHasHighSchools \\\n", "0 0.06667 0.33333 \n", "1 0 0.33333 \n", "\n", " FriendsAverageHasJobs FriendsPerDay HasPhone HasSkype HasTwitter \\\n", "0 0.06667 0.01768 0 0 0 \n", "1 0.22222 - 0 0 0 \n", "\n", " LastActivity LifeTime MaxRegDate MinRegDate \\\n", "0 113 2623 2012-10-19 00:00:00 2008-01-20 00:00:00 \n", "1 79 - 2008-06-22 00:00:00 2008-06-22 00:00:00 \n", "\n", " MobileUsageAll MobileUsageAndroid MobileUsageIPad MobileUsageIphone \\\n", "0 - - - - \n", "1 - - - - \n", "\n", " MobileUsageWinPhone MonthsFromMaxRegDate MonthsFromMinRegDate \\\n", "0 - 51 108 \n", "1 - 103 103 \n", "\n", " NumberOfAccounts NumberOfAccountsMOIMIR NumberOfAccountsODKL \\\n", "0 2 0 2 \n", "1 1 1 0 \n", "\n", " NumberOfAccountsVK NumberOfAdvancedSchools NumberOfChilds \\\n", "0 0 0 0 \n", "1 0 0 0 \n", "\n", " NumberOfChilds_VK NumberOfCompanies NumberOfDeletedAccounts \\\n", "0 - 0 0 \n", "1 - 0 0 \n", "\n", " NumberOfDeletedAccounts_VK NumberOfEntrance NumberOfFollowers \\\n", "0 - - - \n", "1 - - - \n", "\n", " NumberOfFriendsMax NumberOfFriendsMax_VK NumberOfFriendsMin \\\n", "0 14 - 1 \n", "1 8 - 8 \n", "\n", " NumberOfFriendsSum NumberOfGroupsMax NumberOfGroupsSum_OK \\\n", "0 15 - - \n", "1 8 - - \n", "\n", " NumberOfHighSchools NumberOfNotesMax NumberOfPhotosMax \\\n", "0 1 0 1 \n", "1 0 - 4 \n", "\n", " NumberOfPhotosMin_VK NumberOfPrivateAccounts NumberOfPrivateAccounts_OK \\\n", "0 - 0 0 \n", "1 - 1 - \n", "\n", " NumberOfRelatives NumberOfRelatives_OK NumberOfSchools \\\n", "0 4 4 1 \n", "1 0 - 0 \n", "\n", " NumberOfSubscriptions NumberOfVideos Relation SaScore1 SaScore2 \\\n", "0 - - 0 -3.82756 -1.67380 \n", "1 - - 0 -4.06040 -1.92671 \n", "\n", " SaScore5 SaScore6 SaScore7 SaScoreFraud SaScoreSocial Smoking \\\n", "0 -5.15525 -6.52538 113 -4.14635 -4.86583 0 \n", "1 -4.93723 -6.52939 110 -3.98769 -5.21042 0 \n", "\n", " UseScreenName Worldviews YearsSinceMinRegDate YearsSinceMinRegDate_OK \\\n", "0 0 0 9.0197 9.0197 \n", "1 0 0 8.59808 - \n", "\n", " YearsSinceMinRegDate_VK NumberOfAccountsFB Interest_1 Interest_2 \\\n", "0 - NaN - - \n", "1 - NaN - - \n", "\n", " Interest_3 Interest_4 Interest_5 Interest_6 Interest_7 Interest_8 \\\n", "0 - - - - - - \n", "1 - - - - - - \n", "\n", " Interest_9 Interest_10 Interest_11 Interest_12 Interest_13 Interest_14 \\\n", "0 - - - - - - \n", "1 - - - - - - \n", "\n", " Interest_15 Interest_16 Interest_17 Interest_18 Interest_19 Interest_20 \\\n", "0 - - - - - - \n", "1 - - - - - - \n", "\n", " Interest_21 Interest_22 Interest_23 Interest_24 Interest_25 \\\n", "0 - - - - - \n", "1 - - - - - \n", "\n", " TD_acquaint_communic TD_acquaintances TD_active_rest TD_ad TD_animals \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_anime_hentai TD_architecture TD_art_design TD_beautiful_girls \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_beauty TD_books TD_business TD_cars TD_cartoons TD_caucasian \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_celebrities TD_children TD_cognitive TD_companies TD_computers \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_cookery TD_design TD_design_renovation TD_diets TD_do_yourself \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_electronics_electrappliances TD_entertainment TD_family_home \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "\n", " TD_fashion TD_finance TD_fitness TD_football TD_foreign_lang \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_gadgets TD_games TD_geopolitics_economy TD_gif TD_goods_services \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_hobbies TD_horoscope TD_horror TD_humour TD_images TD_insurance \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_interior TD_kazakhstan TD_landscape_design TD_literature_poetry \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_mass_media TD_mass_media_ad_PR TD_men_communities TD_mobile_internet \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_motivation TD_moto TD_movies TD_music TD_names TD_nature \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_nature_and_travel TD_nostalgia TD_other_services \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "\n", " TD_parents_communities TD_philosophy_esoterics TD_photo TD_poetry \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_politics TD_professions TD_proposed_news TD_real_estate \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_regional_communities TD_relations TD_religion TD_rest TD_russia \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_science TD_science_education TD_shops TD_slimming TD_society \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "\n", " TD_soft TD_softporno_porno TD_sport_and_health TD_sport_diet \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_sport_other TD_start_ups TD_tech_IT TD_technologies \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_thoughts_ideas TD_tourism TD_travel TD_TV TD_ukraine TD_video \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_way_of_life TD_wedding_communities TD_women_communities TD_workout \\\n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "\n", " TD_youth_communities TD_sum animal_owner \n", "0 NaN NaN NaN \n", "1 NaN NaN NaN " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[:2]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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0 0 \n", "\n", " NumberOfRelatives NumberOfRelatives_OK NumberOfSchools \\\n", "0 NaN NaN NaN \n", "1 16 28 2 \n", "2 0 0 1 \n", "\n", " NumberOfSubscriptions NumberOfVideos Relation SaScore1 SaScore2 \\\n", "0 NaN NaN NaN NaN NaN \n", "1 6 - 6 -1.90297 -1.72063 \n", "2 - - 0 -3.57804 -1.89699 \n", "\n", " SaScore5 SaScore6 SaScore7 SaScoreFraud SaScoreSocial Smoking \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 -3.57124 -5.0395 155 -2.39785 -2.97663 0 \n", "2 -4.78375 -6.3099 124 -3.51037 -4.46552 0 \n", "\n", " UseScreenName Worldviews YearsSinceMinRegDate YearsSinceMinRegDate_OK \\\n", "0 NaN NaN NaN NaN \n", "1 1 0 7.5767 7.57379 \n", "2 0 0 8.83984 4.80161 \n", "\n", " YearsSinceMinRegDate_VK NumberOfAccountsFB Interest_1 Interest_2 \\\n", "0 NaN 1 NaN NaN \n", "1 7.5767 1 0 5 \n", "2 - NaN - - \n", "\n", " Interest_3 Interest_4 Interest_5 Interest_6 Interest_7 Interest_8 \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 0 0 5 0 6 0 \n", "2 - - - - - - \n", "\n", " Interest_9 Interest_10 Interest_11 Interest_12 Interest_13 Interest_14 \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 5 2 6 0 5 0 \n", "2 - - - - - - \n", "\n", " Interest_15 Interest_16 Interest_17 Interest_18 Interest_19 Interest_20 \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 7 0 0 0 0 0 \n", "2 - - - - - - \n", "\n", " Interest_21 Interest_22 Interest_23 Interest_24 Interest_25 \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0 0 0 1 \n", "2 - - - - - \n", "\n", " TD_acquaint_communic TD_acquaintances TD_active_rest TD_ad \\\n", "0 NaN NaN NaN NaN \n", "1 0.011765 0 0 0.011765 \n", "2 NaN NaN NaN NaN \n", "\n", " TD_animals TD_anime_hentai TD_architecture TD_art_design \\\n", "0 NaN NaN NaN NaN \n", "1 0 0.011765 0 0.047059 \n", "2 NaN NaN NaN NaN \n", "\n", " TD_beautiful_girls TD_beauty TD_books TD_business TD_cars TD_cartoons \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 0 0 0 0.023529 0 0 \n", "2 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_caucasian TD_celebrities TD_children TD_cognitive TD_companies \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0 0 0.023529 0 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_computers TD_cookery TD_design TD_design_renovation TD_diets \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0.011765 0.011765 0 0 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_do_yourself TD_electronics_electrappliances TD_entertainment \\\n", "0 NaN NaN NaN \n", "1 0 0 0.047059 \n", "2 NaN NaN NaN \n", "\n", " TD_family_home TD_fashion TD_finance TD_fitness TD_football \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0.011765 0.023529 0 0.011765 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_foreign_lang TD_gadgets TD_games TD_geopolitics_economy TD_gif \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0.011765 0 0 0 0 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_goods_services TD_hobbies TD_horoscope TD_horror TD_humour \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0.105882 0 0 0 0.035294 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_images TD_insurance TD_interior TD_kazakhstan TD_landscape_design \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0 0 0 0.023529 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_literature_poetry TD_mass_media TD_mass_media_ad_PR \\\n", "0 NaN NaN NaN \n", "1 0 0 0.011765 \n", "2 NaN NaN NaN \n", "\n", " TD_men_communities TD_mobile_internet TD_motivation TD_moto TD_movies \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0.011765 0.011765 0 0 0.035294 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_music TD_names TD_nature TD_nature_and_travel TD_nostalgia \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0 0.011765 0.011765 0 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_other_services TD_parents_communities TD_philosophy_esoterics \\\n", "0 NaN NaN NaN \n", "1 0.011765 0 0 \n", "2 NaN NaN NaN \n", "\n", " TD_photo TD_poetry TD_politics TD_professions TD_proposed_news \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0.011765 0 0 0.023529 0.011765 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_real_estate TD_regional_communities TD_relations TD_religion \\\n", "0 NaN NaN NaN NaN \n", "1 0.011765 0.082353 0 0 \n", "2 NaN NaN NaN NaN \n", "\n", " TD_rest TD_russia TD_science TD_science_education TD_shops \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0.035294 0 0.058824 0.082353 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_slimming TD_society TD_soft TD_softporno_porno TD_sport_and_health \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0.023529 0.023529 0 0.023529 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_sport_diet TD_sport_other TD_start_ups TD_tech_IT TD_technologies \\\n", "0 NaN NaN NaN NaN NaN \n", "1 0 0 0 0.035294 0.023529 \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_thoughts_ideas TD_tourism TD_travel TD_TV TD_ukraine TD_video \\\n", "0 NaN NaN NaN NaN NaN NaN \n", "1 0 0 0 0 0 0 \n", "2 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_way_of_life TD_wedding_communities TD_women_communities TD_workout \\\n", "0 NaN NaN NaN NaN \n", "1 0 0 0.011765 0.011765 \n", "2 NaN NaN NaN NaN \n", "\n", " TD_youth_communities TD_sum animal_owner \n", "0 NaN NaN NaN \n", "1 0 85 0 \n", "2 NaN NaN NaN " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "day1[:3]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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2520013NaNF-080----0.033560.442950.154360.09244000024952014-05-14 00:00:002008-08-19 00:00:00-----32101312000-00---70-441812828048238-2113150--0-3.98220-1.75361-5.49793-6.42880143-4.40719-4.611410008.440498.36627-1-------------------------NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " ID Net Sales gender ActivityIndex Alcohol \\\n", "0 520001 NaN M 0.9 0 \n", "1 520007 NaN M - 2 \n", "2 520013 NaN F - 0 \n", "\n", " AverageFriendsRegMonthDelta CanSeeAllPosts CanSeeAllPosts_CanPost \\\n", "0 78 1 2 \n", "1 92 1 2 \n", "2 80 - - \n", "\n", " EducationType EducationType_VK FriendsAverageDeletedAccounts \\\n", "0 0 0 0 \n", "1 0 0 0.09053 \n", "2 - - 0.03356 \n", "\n", " FriendsAverageHasHighSchools FriendsAverageHasJobs FriendsPerDay HasPhone \\\n", "0 0.24 0.12 0.00338 0 \n", "1 0.39506 0.16049 0.33846 0 \n", "2 0.44295 0.15436 0.09244 0 \n", "\n", " HasSkype HasTwitter LastActivity LifeTime MaxRegDate \\\n", "0 0 0 1 1478 2011-08-23 00:00:00 \n", "1 0 0 39 2288 2012-01-10 00:00:00 \n", "2 0 0 0 2495 2014-05-14 00:00:00 \n", "\n", " MinRegDate MobileUsageAll MobileUsageAndroid MobileUsageIPad \\\n", "0 2008-12-25 00:00:00 0.75 1 0 \n", "1 2009-03-02 00:00:00 0 0 0 \n", "2 2008-08-19 00:00:00 - - - \n", "\n", " MobileUsageIphone MobileUsageWinPhone MonthsFromMaxRegDate \\\n", "0 0 0 65 \n", "1 0 0 60 \n", "2 - - 32 \n", "\n", " MonthsFromMinRegDate NumberOfAccounts NumberOfAccountsMOIMIR \\\n", "0 97 2 1 \n", "1 94 3 1 \n", "2 101 3 1 \n", "\n", " NumberOfAccountsODKL NumberOfAccountsVK NumberOfAdvancedSchools \\\n", "0 0 1 0 \n", "1 1 1 0 \n", "2 2 0 0 \n", "\n", " NumberOfChilds NumberOfChilds_VK NumberOfCompanies \\\n", "0 0 0 0 \n", "1 0 0 1 \n", "2 0 - 0 \n", "\n", " NumberOfDeletedAccounts NumberOfDeletedAccounts_VK NumberOfEntrance \\\n", "0 0 0 3 \n", "1 0 0 - \n", "2 0 - - \n", "\n", " NumberOfFollowers NumberOfFriendsMax NumberOfFriendsMax_VK \\\n", "0 1 18 5 \n", "1 6 209 22 \n", "2 - 70 - \n", "\n", " NumberOfFriendsMin NumberOfFriendsSum NumberOfGroupsMax \\\n", "0 5 23 9 \n", "1 3 234 19 \n", "2 44 181 28 \n", "\n", " NumberOfGroupsSum_OK NumberOfHighSchools NumberOfNotesMax \\\n", "0 - 1 - \n", "1 16 1 10 \n", "2 28 0 48 \n", "\n", " NumberOfPhotosMax NumberOfPhotosMin_VK NumberOfPrivateAccounts \\\n", "0 4 1 0 \n", "1 14 4 0 \n", "2 238 - 2 \n", "\n", " NumberOfPrivateAccounts_OK NumberOfRelatives NumberOfRelatives_OK \\\n", "0 - 0 - \n", "1 0 3 3 \n", "2 1 13 15 \n", "\n", " NumberOfSchools NumberOfSubscriptions NumberOfVideos Relation SaScore1 \\\n", "0 1 6 8 7 -4.07950 \n", "1 2 - 6 7 -3.57355 \n", "2 0 - - 0 -3.98220 \n", "\n", " SaScore2 SaScore5 SaScore6 SaScore7 SaScoreFraud SaScoreSocial \\\n", "0 -2.42172 -4.79584 -6.03038 121 -3.95212 -4.19340 \n", "1 -1.58798 -4.35452 -5.16231 132 -4.28645 -4.61878 \n", "2 -1.75361 -5.49793 -6.42880 143 -4.40719 -4.61141 \n", "\n", " Smoking UseScreenName Worldviews YearsSinceMinRegDate \\\n", "0 0 1 0 8.08853 \n", "1 2 0 1 7.90421 \n", "2 0 0 0 8.44049 \n", "\n", " YearsSinceMinRegDate_OK YearsSinceMinRegDate_VK NumberOfAccountsFB \\\n", "0 - 5.42952 1 \n", "1 7.90421 5.04392 1 \n", "2 8.36627 - 1 \n", "\n", " Interest_1 Interest_2 Interest_3 Interest_4 Interest_5 Interest_6 \\\n", "0 0 0 0 0 0 0 \n", "1 - - - - - - \n", "2 - - - - - - \n", "\n", " Interest_7 Interest_8 Interest_9 Interest_10 Interest_11 Interest_12 \\\n", "0 0 0 0 0 0 0 \n", "1 - - - - - - \n", "2 - - - - - - \n", "\n", " Interest_13 Interest_14 Interest_15 Interest_16 Interest_17 Interest_18 \\\n", "0 0 0 0 0 0 10 \n", "1 - - - - - - \n", "2 - - - - - - \n", "\n", " Interest_19 Interest_20 Interest_21 Interest_22 Interest_23 Interest_24 \\\n", "0 0 0 0 0 0 0 \n", "1 - - - - - - \n", "2 - - - - - - \n", "\n", " Interest_25 TD_acquaint_communic TD_acquaintances TD_active_rest TD_ad \\\n", "0 0 0 0 0 0 \n", "1 - NaN NaN NaN NaN \n", "2 - NaN NaN NaN NaN \n", "\n", " TD_animals TD_anime_hentai TD_architecture TD_art_design \\\n", "0 0 0 0 0.133333 \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "\n", " TD_beautiful_girls TD_beauty TD_books TD_business TD_cars TD_cartoons \\\n", "0 0 0 0 0.133333 0 0 \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_caucasian TD_celebrities TD_children TD_cognitive TD_companies \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_computers TD_cookery TD_design TD_design_renovation TD_diets \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_do_yourself TD_electronics_electrappliances TD_entertainment \\\n", "0 0 0 0 \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "\n", " TD_family_home TD_fashion TD_finance TD_fitness TD_football \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_foreign_lang TD_gadgets TD_games TD_geopolitics_economy TD_gif \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_goods_services TD_hobbies TD_horoscope TD_horror TD_humour \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_images TD_insurance TD_interior TD_kazakhstan TD_landscape_design \\\n", "0 0.133333 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_literature_poetry TD_mass_media TD_mass_media_ad_PR \\\n", "0 0 0 0 \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "\n", " TD_men_communities TD_mobile_internet TD_motivation TD_moto TD_movies \\\n", "0 0 0 0.133333 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_music TD_names TD_nature TD_nature_and_travel TD_nostalgia \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_other_services TD_parents_communities TD_philosophy_esoterics \\\n", "0 0 0 0.066667 \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "\n", " TD_photo TD_poetry TD_politics TD_professions TD_proposed_news \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_real_estate TD_regional_communities TD_relations TD_religion \\\n", "0 0 0 0 0 \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "\n", " TD_rest TD_russia TD_science TD_science_education TD_shops \\\n", "0 0 0 0 0.066667 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_slimming TD_society TD_soft TD_softporno_porno TD_sport_and_health \\\n", "0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_sport_diet TD_sport_other TD_start_ups TD_tech_IT TD_technologies \\\n", "0 0 0 0 0 0.066667 \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "\n", " TD_thoughts_ideas TD_tourism TD_travel TD_TV TD_ukraine TD_video \\\n", "0 0 0 0 0 0 0 \n", "1 NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN \n", "\n", " TD_way_of_life TD_wedding_communities TD_women_communities TD_workout \\\n", "0 0.066667 0 0 0 \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "\n", " TD_youth_communities TD_sum animal_owner \n", "0 0.2 15 0 \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "day2[:3]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# чтобы создать csv-файлы\n", "data.to_csv('data.csv', index=False)\n", "day1.to_csv('day1.csv', index=False)\n", "day2.to_csv('day2.csv', index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# целевой признак" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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c48Zt06dP95hzcP/996uwsFBPP/20pON3qW67v4IkWa1WPfroo8rPz9df/vIX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\nNh05ckRRUVGy2+0aM2aMLr7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Wpssuu0wWi0XDhg1TcHCw/vWvf7XreYOCglRTU6PKykpZ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\nH8DqgtEPENf2AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12, 4)\n", "plt.hist(data.NetSales.values, bins=100, color='#0088DD')\n", "plt.xlim([0, 50000])\n", "plt.xlabel('net sales')\n", "plt.ylabel('count')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.62155897435897434, 0.048105128205128203)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# число нулевых и больших значений\n", "np.mean(data.NetSales.values==0), np.mean(data.NetSales.values > 10000)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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B1mDuRSaKegAAAMBwFPUIe/QWmovcmY38AdZg7kUminoAAADAcBT1CHv0FpqL3JmN/AHW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\nU5M2bNigkSNHKikp6ZJjKeo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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# после логарифмирования целевого признака\n", "figsize(12, 4)\n", "plt.hist(np.log(data.NetSales.values + 1.0), bins=60, color='#0088DD')\n", "plt.ylim([0, 10000])\n", "plt.xlabel('log(net sales + 1)')\n", "plt.ylabel('count')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### вывод:\n", "лучше логарифмировать" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## работа с пропусками + новый признак" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from time import time\n", "\n", "def make_feature_matrix(data):\n", " tm = time()\n", " \n", " data.fillna(-2, inplace=True)\n", " data.replace('-', -1, inplace=True)\n", " data.gender = data.gender.map({'F': -1, 'M': +1, -2: 0})\n", " data.MaxRegDate = pd.to_datetime(data.MaxRegDate.replace(-1, datetime.datetime(2010, 6, 6, 0, 0)).replace(-2, datetime.datetime(2009, 7, 7, 0, 0)))\n", " data.MinRegDate = pd.to_datetime(data.MinRegDate.replace(-1, datetime.datetime(2010, 6, 6, 0, 0)).replace(-2, datetime.datetime(2009, 7, 7, 0, 0)))\n", " # print (tmp.max()) # Timestamp('2015-09-08 00:00:00') 2015-08-17 00:00:00\n", " # print (tmp.min()) # Timestamp('2006-03-06 00:00:00') 2006-03-04 00:00:00\n", " data.deltatime = data.MaxRegDate - data.MinRegDate\n", " data.deltatime = data.deltatime.dt.total_seconds() /(60*60*24)\n", " data.MaxRegDate = (data.MaxRegDate - pd.to_datetime('2006-01-01T00:00:00.000000000')).dt.total_seconds() /(60*60*24)\n", " data.MinRegDate = (data.MinRegDate - pd.to_datetime('2006-01-01T00:00:00.000000000')).dt.total_seconds() /(60*60*24)\n", " \n", " data = data.astype(float)\n", " \n", " print ('time = ' + str(time() - tm))\n", " return (data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time = 9.350315570831299\n" ] } ], "source": [ "data = make_feature_matrix(data)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time = 2.025214433670044\n", "time = 2.039580821990967\n" ] } ], "source": [ "day1 = make_feature_matrix(day1)\n", "day2 = make_feature_matrix(day2)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Визуализации" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# СРАЗУ логарифмируем\n", "data.NetSales = np.log(data.NetSales.values + 1)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### признаки со своими значениями" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ID 390000 [ 1. 7. 13. 19. 25.]\n", "NetSales 101 [ 0. 5.19849703 8.49236757 8.14118979 8.65538869]\n", "gender 3 [-1. 1. 0.]\n", "ActivityIndex 890 [-1. 4.58 5.74 4.75 4.13]\n", "Alcohol 7 [ 0. -2. 4. 3. 2.]\n", "AverageFriendsRegMonthDelta 115 [ 92. -1. 96. 89. 97.]\n", "CanSeeAllPosts 4 [-1. 0. 1. -2.]\n", "CanSeeAllPosts_CanPost 5 [-1. 1. 2. -2. 0.]\n", "EducationType 15 [ 12. -1. 0. 10. 7.]\n", "EducationType_VK 14 [ -1. 0. -2. 13. 7.]\n", "FriendsAverageDeletedAccounts 12159 [ 0.06667 0. 0.11579 0.02691 0.01754]\n", "FriendsAverageHasHighSchools 35096 [ 0.33333 0.45263 0.72197 0.625 0.08434]\n", "FriendsAverageHasJobs 24591 [ 0.06667 0.22222 0.06316 0.10762 0.33114]\n", "FriendsPerDay 32199 [ 0.01768 -1. 0.03699 0.07254 0.15117]\n", "HasPhone 3 [ 0. -2. 1.]\n", "HasSkype 3 [ 0. 1. -2.]\n", "HasTwitter 3 [ 0. -2. 1.]\n", "LastActivity 2324 [ 113. 79. 145. 3. 0.]\n", "LifeTime 3396 [ 2.62300000e+03 -1.00000000e+00 2.51400000e+03 2.57800000e+03\n", " 2.78500000e+03]\n", "MaxRegDate 3422 [ 2483. 903. 779. 907. 697.]\n", "MinRegDate 3399 [ 749. 903. 779. 890. 697.]\n", "MobileUsageAll 21353 [-1. 0.93583 0.51657 0.84138 0.27027]\n", "MobileUsageAndroid 9731 [-1. 0. 0.05 -2. 0.84615]\n", "MobileUsageIPad 5523 [-1. 0.65714 0. 0.95902 0.95 ]\n", "MobileUsageIphone 9688 [-1. 0.10857 0.9893 0.04098 0. ]\n", "MobileUsageWinPhone 2712 [-1. 0. -2. 0.01 0.21429]\n", "MonthsFromMaxRegDate 117 [ 51. 103. 107. 110. 61.]\n", "MonthsFromMinRegDate 116 [ 108. 103. 107. 110. 61.]\n", "NumberOfAccounts 41 [ 2. 1. 4. 3. -2.]\n", "NumberOfAccountsMOIMIR 15 [ 0. 1. -2. 2. 3.]\n", "NumberOfAccountsODKL 32 [ 2. 0. 1. 3. -2.]\n", "NumberOfAccountsVK 27 [ 0. 1. -2. 2. 5.]\n", "NumberOfAdvancedSchools 7 [ 0. 2. -2. 1. 3.]\n", "NumberOfChilds 16 [ 0. -2. 2. 1. 3.]\n", "NumberOfChilds_VK 19 [-1. 0. -2. 2. 1.]\n", "NumberOfCompanies 13 [ 0. 1. 2. -2. 4.]\n", "NumberOfDeletedAccounts 13 [ 0. 1. -2. 2. 3.]\n", "NumberOfDeletedAccounts_VK 10 [-1. 0. -2. 1. 2.]\n", "NumberOfEntrance 1030 [ -1. 123. 253. 106. 54.]\n", "NumberOfFollowers 978 [ -1. 105. 96. 27. 10.]\n", "NumberOfFriendsMax 2444 [ 14. 8. 93. 187. 421.]\n", "NumberOfFriendsMax_VK 2080 [ -1. 187. 421. 140. 59.]\n", "NumberOfFriendsMin 1354 [ 1. 8. 93. 16. 421.]\n", "NumberOfFriendsSum 2790 [ 15. 8. 93. 203. 421.]\n", "NumberOfGroupsMax 568 [ -1. 3. 28. 35. 14.]\n", "NumberOfGroupsSum_OK 557 [ -1. 3. 35. 5. -2.]\n", "NumberOfHighSchools 9 [ 1. 0. 2. -2. 3.]\n", "NumberOfNotesMax 1361 [ 0. -1. 7. 38. 1.]\n", "NumberOfPhotosMax 2946 [ 1. 4. 11. 96. 128.]\n", "NumberOfPhotosMin_VK 2448 [ -1. 96. 128. 23. 41.]\n", "NumberOfPrivateAccounts 8 [ 0. 1. -2. 2. 3.]\n", "NumberOfPrivateAccounts_OK 9 [ 0. -1. 1. -2. 2.]\n", "NumberOfRelatives 106 [ 4. 0. 27. 10. 2.]\n", "NumberOfRelatives_OK 109 [ 4. -1. 0. 27. 10.]\n", "NumberOfSchools 17 [ 1. 0. 2. -2. 4.]\n", "NumberOfSubscriptions 896 [ -1. 31. 59. 112. 13.]\n", "NumberOfVideos 2194 [ -1. 246. 22. 107. 2.]\n", "Relation 9 [ 0. 7. -2. 6. 4.]\n", "SaScore1 47081 [-3.82756 -4.0604 -4.00498 -3.97826 -4.45843]\n", "SaScore2 26085 [-1.6738 -1.92671 -1.88295 -2.7878 -3.21992]\n", "SaScore5 86330 [-5.15525 -4.93723 -5.82966 -5.45857 -5.08907]\n", "SaScore6 36547 [-6.52538 -6.52939 -7.60862 -7.31933 -6.78496]\n", "SaScore7 157 [ 113. 110. 108. 91. 99.]\n", "SaScoreFraud 118106 [-4.14635 -3.98769 -4.59382 -4.87099 -4.95631]\n", "SaScoreSocial 14808 [-4.86583 -5.21042 -4.90845 -5.04582 -3.19845]\n", "Smoking 7 [ 0. -2. 2. 3. 1.]\n", "UseScreenName 3 [ 0. 1. -2.]\n", "Worldviews 8 [ 0. 1. -2. 6. 2.]\n", "YearsSinceMinRegDate 185607 [ 9.0197 8.59808 8.93898 8.63466 9.16308]\n", "YearsSinceMinRegDate_OK 165120 [ 9.0197 -1. 8.93898 5.14489 5.52771]\n", "YearsSinceMinRegDate_VK 95940 [-1. 8.58786 9.16308 9.24801 6.67429]\n", "NumberOfAccountsFB 6 [-2. 1. 2. 3. 4.]\n", "Interest_1 13 [-1. 0. -2. 1. 2.]\n", "Interest_2 13 [-1. 0. 1. 9. -2.]\n", "Interest_3 13 [-1. 0. 1. -2. 7.]\n", "Interest_4 13 [-1. 4. 0. 1. -2.]\n", "Interest_5 13 [-1. 0. 2. 4. 7.]\n", "Interest_6 13 [-1. 6. 0. -2. 5.]\n", "Interest_7 13 [-1. 1. 4. 3. 7.]\n", "Interest_8 13 [-1. 0. 7. 9. -2.]\n", "Interest_9 13 [-1. 8. 2. 0. -2.]\n", "Interest_10 13 [-1. 5. 0. -2. 8.]\n", "Interest_11 13 [-1. 8. 2. 1. 0.]\n", "Interest_12 13 [-1. 0. 8. 6. -2.]\n", "Interest_13 13 [-1. 7. 0. 3. 8.]\n", "Interest_14 13 [-1. 0. 5. -2. 6.]\n", "Interest_15 13 [-1. 6. 0. -2. 8.]\n", "Interest_16 13 [-1. 0. -2. 2. 5.]\n", "Interest_17 13 [ -1. 10. 0. 7. -2.]\n", "Interest_18 13 [-1. 4. 1. 2. 0.]\n", "Interest_19 32 [-1. 0. -2. 1. 2.]\n", "Interest_20 44 [-1. 0. -2. 4. 2.]\n", "Interest_21 41 [-1. 0. -2. 1. 2.]\n", "Interest_22 9 [-1. 0. -2. 1. 2.]\n", "Interest_23 27 [-1. 0. -2. 1. 2.]\n", "Interest_24 8 [-1. 0. -2. 1. 2.]\n", "Interest_25 43 [-1. 0. -2. 1. 2.]\n", "TD_acquaint_communic 5996 [-2. 0. 0.00641026 0.00219298 0.03448276]\n", "TD_acquaintances 2023 [-2. 0. 0.00892857 0.05128205 0.00341297]\n", "TD_active_rest 3710 [-2. 0.02631579 0. 0.00438596 0.00571429]\n", "TD_ad 5298 [-2. 0. 0.00641026 0.00657895 0.02631579]\n", "TD_animals 3453 [-2. 0.00877193 0. 0.00438596 0.02631579]\n", "TD_anime_hentai 2571 [-2. 0. 0.00657895 0.03296703 0.05517241]\n", "TD_architecture 1196 [-2. 0. 0.25 0.00202429 0.00826446]\n", "TD_art_design 10838 [-2. 0.03508772 0.12179487 0.0877193 0.05263158]\n", "TD_beautiful_girls 4269 [-2. 0. 0.03448276 0.00990099 0.00892857]\n", "TD_beauty 7653 [-2. 0. 0.00641026 0.01754386 0.02631579]\n", "TD_books 4973 [-2. 0.03508772 0. 0.00438596 0.05882353]\n", "TD_business 8589 [-2. 0.00877193 0.00641026 0.01535088 0.02631579]\n", "TD_cars 5732 [-2. 0.00877193 0. 0.00219298 0.02631579]\n", "TD_cartoons 3379 [-2. 0. 0.00219298 0.03571429 0.01408451]\n", "TD_caucasian 1150 [-2. 0. 0.01219512 0.00241741 0.04545455]\n", "TD_celebrities 6243 [-2. 0. 0.00641026 0.00657895 0.05882353]\n", "TD_children 4044 [-2. 0. 0.01096491 0.07692308 0.00925926]\n", "TD_cognitive 9558 [-2. 0.03508772 0. 0.02850877 0.02631579]\n", "TD_companies 2527 [-2. 0. 0.00505051 0.01098901 0.01980198]\n", "TD_computers 1922 [-2. 0. 0.00341297 0.00298507 0.00271739]\n", "TD_cookery 7889 [-2. 0. 0.00641026 0.01315789 0.02631579]\n", "TD_design 6564 [-2. 0. 0.03846154 0.03508772 0.02631579]\n", "TD_design_renovation 3011 [-2. 0. 0.00219298 0.05882353 0.00892857]\n", "TD_diets 4768 [-2. 0. 0.00219298 0.00571429 0.02197802]\n", "TD_do_yourself 5609 [-2. 0. 0.01923077 0.04605263 0.02631579]\n", "TD_electronics_electrappliances 1635 [-2. 0. 0.00892857 0.00925926 0.00298507]\n", "TD_entertainment 14363 [-2. 0.12280702 0.02564103 0.03947368 0.02631579]\n", "TD_family_home 9525 [-2. 0. 0.08333333 0.0372807 0.02631579]\n", "TD_fashion 6833 [-2. 0. 0.00641026 0.00219298 0.00571429]\n", "TD_finance 4269 [-2. 0.00877193 0. 0.00219298 0.03448276]\n", "TD_fitness 4814 [-2. 0. 0.00641026 0.00219298 0.01098901]\n", "TD_football 3589 [-2. 0. 0.00990099 0.00892857 0.01010101]\n", "TD_foreign_lang 4964 [-2. 0.02631579 0. 0.00219298 0.03448276]\n", "TD_gadgets 2448 [-2. 0. 0.00641026 0.00990099 0.00588235]\n", "TD_games 6274 [-2. 0. 0.03571429 0.01408451 0.02970297]\n", "TD_geopolitics_economy 1730 [-2. 0. 0.01869159 0.00341297 0.01886792]\n", "TD_gif 7 [ -2.00000000e+00 0.00000000e+00 5.24934383e-04 1.82149362e-03\n", " 5.88235294e-03]\n", "TD_goods_services 13477 [-2. 0.04385965 0.12179487 0.05921053 0.02631579]\n", "TD_hobbies 5797 [-2. 0.03508772 0.00641026 0.02412281 0. ]\n", "TD_horoscope 4800 [-2. 0. 0.00892857 0.01010101 0.02941176]\n", "TD_horror 2543 [-2. 0. 0.01010101 0.00588235 0.00271739]\n", "TD_humour 11736 [-2. 0.00877193 0.01282051 0.00657895 0.13157895]\n", "TD_images 6570 [-2. 0.02631579 0.03846154 0.00877193 0. ]\n", "TD_insurance 753 [ -2.00000000e+00 0.00000000e+00 1.65837479e-03 4.75737393e-04\n", " 1.05374078e-03]\n", "TD_interior 5219 [-2. 0. 0.01923077 0.02631579 0.01142857]\n", "TD_kazakhstan 452 [ -2.00000000e+00 0.00000000e+00 3.04878049e-03 2.18340611e-03\n", " 4.75737393e-04]\n", "TD_landscape_design 2146 [-2. 0. 0.01535088 0.00233645 0.00925926]\n", "TD_literature_poetry 6164 [-2. 0.05263158 0. 0.00438596 0.05882353]\n", "TD_mass_media 3712 [-2. 0. 0.00641026 0.00219298 0.05882353]\n", "TD_mass_media_ad_PR 7873 [-2. 0. 0.01923077 0.01535088 0.02631579]\n", "TD_men_communities 10506 [-2. 0.00877193 0.00641026 0.01535088 0.05263158]\n", "TD_mobile_internet 1849 [-2. 0. 0.25 0.01666667 0.00341297]\n", "TD_motivation 7531 [-2. 0. 0.00641026 0.01315789 0.02631579]\n", "TD_moto 2056 [-2. 0. 0.01282051 0.00298507 0.00396825]\n", "TD_movies 8353 [-2. 0.00877193 0.01282051 0.01096491 0.02631579]\n", "TD_music 9498 [-2. 0.0877193 0. 0.00877193 0.07142857]\n", "TD_names 2440 [-2. 0. 0.02631579 0.00429185 0.00233645]\n", "TD_nature 2412 [-2. 0. 0.00505051 0.01666667 0.00429185]\n", "TD_nature_and_travel 6178 [-2. 0.01754386 0. 0.00877193 0.02631579]\n", "TD_nostalgia 2729 [-2. 0. 0.00877193 0.03571429 0.01408451]\n", "TD_other_services 8127 [-2. 0. 0.03205128 0.02631579 0.03571429]\n", "TD_parents_communities 6352 [-2. 0. 0.02412281 0.02631579 0.07142857]\n", "TD_philosophy_esoterics 7188 [-2. 0. 0.01535088 0.05263158 0.05882353]\n", "TD_photo 5985 [-2. 0.00877193 0.02564103 0.00219298 0.02631579]\n", "TD_poetry 3771 [-2. 0.01754386 0. 0.01980198 0.00793651]\n", "TD_politics 2668 [-2. 0. 0.05882353 0.10526316 0.01666667]\n", "TD_professions 4612 [-2. 0. 0.01973684 0.1 0.00892857]\n", "TD_proposed_news 5848 [-2. 0. 0.00641026 0.00219298 0.03448276]\n", "TD_real_estate 3508 [-2. 0. 0.00641026 0.05263158 0.01714286]\n", "TD_regional_communities 11665 [-2. 0.02631579 0.03205128 0.02192982 0.11764706]\n", "TD_relations 5286 [-2. 0. 0.00641026 0.00990099 0.01785714]\n", "TD_religion 2848 [-2. 0. 0.01096491 0.00990099 0.00793651]\n", "TD_rest 8064 [-2. 0.06140351 0.02564103 0.0745614 0.02631579]\n", "TD_russia 7429 [-2. 0.00877193 0.01282051 0.00438596 0. ]\n", "TD_science 3627 [-2. 0.00877193 0. 0.00505051 0.01666667]\n", "TD_science_education 11078 [-2. 0.07017544 0. 0.03289474 0.02631579]\n", "TD_shops 11056 [-2. 0.04385965 0.08333333 0.02850877 0.02631579]\n", "TD_slimming 4396 [-2. 0. 0.00641026 0.01098901 0.01492537]\n", "TD_society 5839 [-2. 0. 0.03070175 0.05882353 0.1 ]\n", "TD_soft 3122 [-2. 0. 0.00641026 0.00990099 0.01098901]\n", "TD_softporno_porno 5055 [-2. 0. 0.02970297 0.00892857 0.04040404]\n", "TD_sport_and_health 9092 [-2. 0.04385965 0.01923077 0.01315789 0. ]\n", "TD_sport_diet 3467 [-2. 0.01754386 0.00641026 0. 0.01098901]\n", "TD_sport_other 4566 [-2. 0.01754386 0. 0.01096491 0.00571429]\n", "TD_start_ups 2127 [-2. 0. 0.01408451 0.00505051 0.00429185]\n", "TD_tech_IT 4793 [-2. 0. 0.01282051 0.01980198 0.00892857]\n", "TD_technologies 3714 [-2. 0. 0.00219298 0.00892857 0.01010101]\n", "TD_thoughts_ideas 4560 [-2. 0. 0.01980198 0.00746269 0.00793651]\n", "TD_tourism 3733 [-2. 0. 0.00438596 0.00990099 0.01980198]\n", "TD_travel 5229 [-2. 0.00877193 0. 0.00438596 0.02816901]\n", "TD_TV 6130 [-2. 0.02631579 0. 0.03448276 0.04347826]\n", "TD_ukraine 2972 [-2. 0. 0.00571429 0.00934579 0.05681818]\n", "TD_video 3747 [-2. 0. 0.01282051 0.00219298 0.02816901]\n", "TD_way_of_life 5709 [-2. 0. 0.01535088 0.02631579 0.05882353]\n", "TD_wedding_communities 4654 [-2. 0. 0.07692308 0.10714286 0.1 ]\n", "TD_women_communities 11585 [-2. 0. 0.01282051 0.03289474 0.05263158]\n", "TD_workout 3017 [-2. 0.00877193 0. 0.03448276 0.01098901]\n", "TD_youth_communities 10711 [-2. 0.02631579 0.01923077 0.00877193 0. ]\n", "TD_sum 1782 [ -2. 114. 156. 456. 38.]\n", "animal_owner 3 [-2. 0. 1.]\n" ] } ], "source": [ "for name in data.columns:\n", " tmp = data[name].unique()\n", " n = len(tmp)\n", " if n > 5:\n", " tmp = tmp[:5]\n", " print (name, n, tmp)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### исследование отдельных признаков" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alcohol\n", "-2.0 97362\n", " 0.0 281298\n", " 1.0 1584\n", " 2.0 2485\n", " 3.0 3695\n", " 4.0 3025\n", " 5.0 551\n", "Name: NetSales, dtype: int64\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'Alcohol'\n", "figsize(12, 4)\n", "print (data.groupby(name)['NetSales'].count())\n", "tmp = data.groupby(name)['NetSales'].mean()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('NetSales')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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/vy677DKNGTNGH3/8sRYtWqRFixZZj3s8Ht1xxx3Kzs7W0KFD9eqrr2rt2rV6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\nU+twwsPDFR4e7rUvNDRUERERx5xJxck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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'Alcohol'\n", "tmp = data.groupby(name)['NetSales'].count()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('count')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.97092307692307689" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# как всегда много неизвестных значений\n", "(data[name]<=0).mean()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AAAB+hiIAgPHobTUXuTMb+TMXuQNFAAAAAOBnKAIAGI/eVnORO7ORP3ORO1AEAAAAAH6G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\nnYqJidH3v/99XXfdddq0aVM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'gender'\n", "tmp = data.groupby(name)['NetSales'].count()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('count')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "gender\n", "-1.0 231186\n", " 0.0 9800\n", " 1.0 149014\n", "Name: NetSales, dtype: int64\n" ] }, { "data": { "text/plain": [ "([,\n", " ,\n", " ],\n", " )" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TyV1dAQAAAK6KW2a67Xa7Nm7cqJSUFL3wwgtKSUnRsmXLdPjw4WZtP/roI731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\nD6Q57UNKB93sAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'gender'\n", "plt.figure(figsize=(12, 5))\n", "print (data.groupby(name)['NetSales'].count())\n", "tmp = data.groupby(name)['NetSales'].mean()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('NetSales')\n", "plt.ylim([2.7, 3.1])\n", "plt.xticks([-1.0, 0.0, 1.0], [u'Female', u'unknown', u'Male'])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CanSeeAllPosts\n", "-2 97362\n", "-1 149089\n", " 0 61687\n", " 1 81862\n", "Name: NetSales, dtype: int64\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bb8jPz0+vvvqq6w51VFRUu56asmbNGuXn5+sPf/iDvLy8mj2upa8BbXHhP+J5eXnKy8vz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\nlJWVpeLiYvn5+SkiIkK/+c1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'CanSeeAllPosts'\n", "print (data.groupby(name)['NetSales'].count())\n", "tmp = data.groupby(name)['NetSales'].mean()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('NetSales')\n", "# plt.xticks([-0.6, 0.4, 1.4], [u'Female', u'unknown', u'Male'])\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.63192564102564097" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(data.CanSeeAllPosts<0).mean()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ 12., -1., 0., 10., 7., 13., 6., -2., 5., 9., 8.,\n", " 11., 4., 3., 2.])" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.EducationType.unique()" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EducationType\n", "-2 97362\n", "-1 129559\n", " 0 38562\n", " 2 331\n", " 3 4023\n", " 4 1194\n", " 5 9283\n", " 6 6405\n", " 7 15624\n", " 8 7223\n", " 9 10893\n", " 10 12541\n", " 11 5246\n", " 12 12093\n", " 13 39661\n", "Name: NetSales, dtype: int64\n" ] }, { "data": { "image/png": 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GbXNzc3Hx4kUYDAZMnjwZ48aNQ0JCAnbt2mXz9oiIiIiIJLFpUp6cnIw//OEPOHfuHPLy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\nDz30EM8//zwrV67kk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 4))\n", "name = 'EducationType'\n", "print (data.groupby(name)['NetSales'].count())\n", "tmp = data.groupby(name)['NetSales'].mean()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel(u'среднее log(NetSales)') # NetSales\n", "plt.xticks([-2,-1,0, 2,3,4,5,6,7,8,9,10,11,12,13], [u'none',u'--',u'Школа', u'Проф.училище', u'ПТУ', u'Лицей',\n", " u'Колледж', u'Техникум', u'Филиал', u'Академия',\n", " u'Институт', u'Институт', u'Училище', u'Университет',\n", " u'Гос. инст-ты и унив-ты'], rotation=50)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Cu91Ofn5+ncdkZ2cDEBUVRXh4OLm5uReNc/ToUaKiopptjB9Tu2rMyMhwy+MLPQCud+rU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\nPs3Vq1d58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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'EducationType'\n", "\n", "plt.figure(figsize=(12, 4))\n", "\n", "tmp = data.groupby(name)['NetSales'].count()\n", "plt.bar(tmp.index, tmp, color='#0088DD')\n", "plt.xlabel(name)\n", "plt.ylabel('count')\n", "\n", "# plt.xticks([-0.6, 0.4, 1.4], [u'Female', u'unknown', u'Male'])\n", "plt.xticks([-2,-1,0, 2,3,4,5,6,7,8,9,10,11,12,13], [u'none',u'--',u'Школа', u'Проф.училище', u'ПТУ', u'Лицей',\n", " u'Колледж', u'Техникум', u'Филиал', u'Академия',\n", " u'Институт', u'Институт', u'Училище', u'Университет',\n", " u'Гос. инст-ты и унив-ты'], rotation=50)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Dhg1j6NChcQ1WCCGEEEKIeDnjiPGGDRsYMGCA+c2q+e0ffvghS5YsoWfPnmRmZtK/f3/+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\nkWGHwyEiq5WMCg8FbIwpIK5ckXD+vAqTJtlRXi6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "e1 = 0.3*np.random.rand(data.shape[0])\n", "e2 = 0.3*np.random.rand(data.shape[0])\n", "plt.scatter(data.EducationType.values + e1, data.EducationType_VK.values + e2)" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "EducationType_VK -2 -1 0 2 3 4 5 6 7 8 \\\n", "EducationType \n", "-2 97362 NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", "-1 NaN 129559 NaN NaN NaN NaN NaN NaN NaN NaN \n", " 0 NaN 3205 35357 NaN NaN NaN NaN NaN NaN NaN \n", " 2 NaN 301 23 7 NaN NaN NaN NaN NaN NaN \n", " 3 NaN 3759 242 7 15 NaN NaN NaN NaN NaN \n", " 4 NaN 1077 115 NaN NaN 2 NaN NaN NaN NaN \n", " 5 NaN 7801 1450 NaN NaN NaN 32 NaN NaN NaN \n", " 6 NaN 5659 704 1 1 NaN 2 38 NaN NaN \n", " 7 NaN 7971 5028 NaN 1 NaN NaN 7 2349 6 \n", " 8 NaN 4367 2654 NaN NaN NaN NaN 3 NaN 199 \n", " 9 NaN 6715 4100 NaN NaN NaN 2 NaN NaN 4 \n", " 10 NaN 7508 5014 NaN NaN NaN 3 1 NaN 13 \n", " 11 NaN 4078 1144 NaN 1 NaN 3 1 NaN 2 \n", " 12 NaN 6792 3871 NaN NaN 1 NaN 1 NaN 33 \n", " 13 NaN 22340 16990 NaN NaN NaN 5 1 NaN 20 \n", "\n", "EducationType_VK 9 11 12 13 \n", "EducationType \n", "-2 NaN NaN NaN NaN \n", "-1 NaN NaN NaN NaN \n", " 0 NaN NaN NaN NaN \n", " 2 NaN NaN NaN NaN \n", " 3 NaN NaN NaN NaN \n", " 4 NaN NaN NaN NaN \n", " 5 NaN NaN NaN NaN \n", " 6 NaN NaN NaN NaN \n", " 7 19 1 238 4 \n", " 8 NaN NaN NaN NaN \n", " 9 72 NaN NaN NaN \n", " 10 2 NaN NaN NaN \n", " 11 2 15 NaN NaN \n", " 12 9 1 1385 NaN \n", " 13 12 4 221 68 " ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.groupby(['EducationType', 'EducationType_VK'])['NetSales'].count().unstack()" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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countmean
HasPhoneHasSkypeHasTwitter
-2-2-2973622.937212
0002531282.994881
113122.807146
10168112.872637
115892.796710
100118472.460538
12462.337781
1069592.276721
17462.445111
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" ], "text/plain": [ " count mean\n", "HasPhone HasSkype HasTwitter \n", "-2 -2 -2 97362 2.937212\n", " 0 0 0 253128 2.994881\n", " 1 1312 2.807146\n", " 1 0 16811 2.872637\n", " 1 1589 2.796710\n", " 1 0 0 11847 2.460538\n", " 1 246 2.337781\n", " 1 0 6959 2.276721\n", " 1 746 2.445111" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.groupby(['HasPhone', 'HasSkype', 'HasTwitter'])['NetSales'].agg({'mean': np.mean, 'count': lambda x: x.count()}) #.unstack()" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "HasPhone HasSkype HasTwitter\n", "-2 -2 -2 2.937212\n", " 0 0 0 2.994881\n", " 1 2.807146\n", " 1 0 2.872637\n", " 1 2.796710\n", " 1 0 0 2.460538\n", " 1 2.337781\n", " 1 0 2.276721\n", " 1 2.445111\n", "Name: NetSales, dtype: float64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.groupby(['HasPhone', 'HasSkype', 'HasTwitter'])['NetSales'].mean() #.unstack()" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uUqJw98A/4ZfvwG1utjJ+/BZqakzs2jWFunPHkEilVGVkoIrpSr02hMTEAMx1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K6uDrPZTGhoKKtXr+bdd9+9LpP6b5Geno5epKWhzcljfzzNPffE4SVqRN6QR31WFl6jJyLEQWun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okE37Q0LLGxgKdpqSEv71u36aivJ2/9eurPn7/k36sOH+btlBQqDx/+1v18G/Lzm8jMWktV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\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leNLjMKaM4a23zqDWqyn79WO48/JGBUNdXSM2gApBgPa6JpQq6Zeqd/8WYWHqSzJUnU4N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\npUttQH86x4ULzXR3OwGoyclh47RptBYX4/HAwoU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duygoKGDBggWEhIQQEhJCXl4e+fn5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\nhBBCuMF/AfIGWOPCnBHLAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(7,6))\n", "plt.scatter(data.LastActivity, data.LifeTime, 5, data.NetSales > 0)\n", "plt.xlim([-2.5, 3500])\n", "plt.ylim([-2.5, 3500])\n", "plt.xlabel('LastActivity')\n", "plt.ylabel('LifeTime')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#data.groupby(['MobileUsageAndroid', 'MobileUsageIPad', 'MobileUsageIphone'])['NetSales'].agg({'mean': np.mean, 'count': lambda x: x.count()}) #.unstack()\n", "plt.figure(figsize=(7,6))\n", "plt.scatter(data.MobileUsageAndroid, data.MobileUsageIphone, 5, data.NetSales > 0)\n", "plt.xlim([-0.001, 1.001])\n", "plt.ylim([-0.001, 1.001])\n", "plt.xlabel('MobileUsageAndroid')\n", "plt.ylabel('MobileUsageIphone')" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VbPu+GItLzsMvlFNQ4qN//xgWLhyC1t3Mnmeewe/z4/GC2eLGIg7jiLw/ZlEY2u+ex7Dz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clW7vjBDkKeXsbozqPsbWDVYTn3rktEKpdQXp6GxaLkrruG8Mwz43B7Yqw/GKQ7oiYQiBIOx4iE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WuHr8IDk4C8nBOdSFHGqCQ4vi1atXiY6OrrQ8KCiIgoICB0QkhBDiTubQoujh4YHRaKy0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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# самые важные признаки\n", "plt.figure(figsize=(7,6))\n", "plt.scatter(data.AverageFriendsRegMonthDelta.values, data.YearsSinceMinRegDate.values, 5, data.NetSales.values > 0)\n", "# plt.xlim([-2.5, 3500])\n", "# plt.ylim([-2.5, 3500])\n", "plt.xlabel('AverageFriendsRegMonthDelta')\n", "plt.ylabel('YearsSinceMinRegDate')\n", "\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3.113393404629742" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(data.NetSales.values[data.AverageFriendsRegMonthDelta.values > 65])" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2.7461372315894477" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(data.NetSales.values[data.AverageFriendsRegMonthDelta.values <= 65])" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "3.1016901085295796" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(data.NetSales.values[data.YearsSinceMinRegDate.values > 6])" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2.681165505975696" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(data.NetSales.values[data.YearsSinceMinRegDate.values <= 6])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# самые важные признаки\n", "plt.figure(figsize=(7,6))\n", "plt.scatter(data.AverageFriendsRegMonthDelta.values, data.YearsSinceMinRegDate.values, 5, data.NetSales.values > 0)\n", "# plt.xlim([-2.5, 3500])\n", "# plt.ylim([-2.5, 3500])\n", "plt.xlabel('AverageFriendsRegMonthDelta')\n", "plt.ylabel('YearsSinceMinRegDate')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "\n", "u'', u'MinRegDate', u'MonthsFromMinRegDate',\n", " u''" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.6480948717948718" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(data.MobileUsageAndroid < 0)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SXnfddVq/fr2GDh2qDz74QCkpKY3mFXdH9TcBqr8REDcFco6Gr3tFtbHtzP6e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\nBf4/tF5rUbYSoscAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_nans = ((data!=-1) & (data!=-2)).mean(0)\n", "plt.figure(figsize=(12, 4))\n", "plt.bar(np.arange(len(n_nans)), n_nans, color='#0088DD')\n", "plt.xlabel(u'номер признака')\n", "plt.ylabel(u'% известных значений')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "NetSales 0.000000\n", "EducationType_VK 0.207285\n", "NumberOfSubscriptions 0.288723\n", "dtype: float64" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_nans[n_nans < 0.3]" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ERNSWqOQdADw8PDB58mTcd999eOutt1BWViZnu4hcBte8S4vxlBbjSUrFvklkmKhlM5s2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\n3omIiIiInASTdyIiIiIiJ/H/AUvv3Pr68I5NAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_nans = ((data!=-1) & (data!=-2)).mean(1)\n", "plt.figure(figsize=(12, 4))\n", "plt.bar(np.arange(len(n_nans)), n_nans, color='#0088DD')\n", "plt.xlabel(u'номер признака')\n", "plt.ylabel(u'% известных значений')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Исследование алгоритмов" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X = data.drop(['ID', 'NetSales'], 1)\n", "y = data.NetSales.values" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(390000, 197) (390000, 195) (390000,)\n" ] } ], "source": [ "print (data.shape, X.shape, y.shape)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from scipy.integrate import trapz, simps\n", "\n", "def hackathone_metric(df, do_draw=True):\n", " '''На фход подается словарь с ответами алгоритма(поле pred) \n", " и фактическими значениями(поле test):\n", " df = {'pred': [2,3,55,63,1,2,100,100,10],'test': [1,2,3,4,5,0,99,121,14]}\n", " '''\n", "\n", " # Сортируем фактические продажи по возрастанию и считаем кумулятивную сумму – это нижняя линия\n", " n = range(1, len(df['test'])+1)\n", " c1 = np.cumsum(sorted(df['test'], reverse=False))\n", "\n", " # Сортируем фактические продажи по убыванию и считаем кумулятивную сумму – это верхняя линия\n", " c2 = np.cumsum(sorted(df['test'], reverse=True))\n", "\n", " # Площадь от верхней линии к нижней линии\n", " s1 = simps(c2, n) - simps(c1, n)\n", "\n", " # Теперь берём пары предсказаний и фактических продаж\n", " # Сортируем по возрастанию прогнозного значения\n", " c3 = np.cumsum(list(zip(*sorted(zip(df['pred'],df['test']), key=lambda x: x[0])))[1])\n", " s2 = simps(c3, n) - simps(c1, n)\n", " \n", " if do_draw:\n", " plt.plot(n,c1, label='Lower Line')\n", " plt.plot(n,c2, label='Upper Line')\n", " plt.plot(n,c3, label='Actual Line')\n", " plt.legend()\n", "\n", " return (1-s2/s1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# случайные разбиения выборки на фолды\n", "from sklearn.model_selection import KFold\n", "\n", "cv = KFold(n_splits=5, shuffle=True, random_state=10)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "45.27469348907471\n", "Metric: 0.620268307369\n" ] }, { "data": { "image/png": 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TpqDT6VizZo3+1N4b+fHHHwkICAAgKipK34O7kV+fW6XVahkxYgQbN27sfCN0QI1Szemf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\nVYF1sSEQ0EoiQ5LVJ078+KQSGxuL0tJSeHl59Wj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BhIQELFu2DADlrS8YY9ixYwcKCwvx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\nEGK3qEgRQgixW1SkCCGE2K3/BT9WJ99xofS9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import lightgbm as lgb\n", "from time import time\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.model_selection import cross_val_predict\n", "\n", "\n", "tm = time()\n", "# cv = 5\n", "\n", "# оптимизированный\n", "clf = lgb.LGBMRegressor(learning_rate=0.06, n_estimators=50, nthread=-1, colsample_bytree=0.7, max_depth=8, min_child_samples=76, num_leaves=46)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "# learning_rate=0.06, n_estimators=50\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "\n", "# 0.620036885673 - 0.620268307369" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "47.005587577819824\n", "Metric: 0.62094301361\n" ] }, { "data": { "image/png": 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dh7lt7/RyiuSNZFc0cIuPU6/cXx+JJCXojYb6Js7G5YsDDQWDc/E/W7jy/VEm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\n1vQcw5GrCmwM94XIZmT+box0g75w4uc7lfDwcBQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# параметры по умолчанию\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "a_lgb = cross_val_predict(estimator=clf, X=X, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_lgb,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "# 0.612690125729\n", "# 0.614893275397\n", "# 0.618805261162\n", "# 0.621053597456 learning_rate=0.1\n", "\n", "# 0.620026516158 - 0.62094301361" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "25.263100385665894\n", "Metric: 0.618768309225\n" ] }, { "data": { "image/png": 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dVk++so7M0lpuCfDotDpMjSQpYTJqa+o5djhXNjQUZqVBWcXRR2LxjApjwKKY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\ni0+c+O1JJTY2FsXFxfD09OzS7u3tjaqqKgCARqO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# имитация xgboost\n", "clf = lgb.LGBMRegressor(learning_rate=0.3, n_estimators=50, max_depth=4, subsample=0.8, colsample_bytree=0.8, nthread=-1)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "# 0.619490675267\n", "# 0.619746131906 learning_rate=0.2\n", "\n", "# 0.619224715858 - 0.618768309225" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "233.68027639389038\n", "Metric: 0.618003737937\n" ] }, { "data": { "image/png": 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SbXXoG5GkBL1RX9fIqbg8caChYFCUxaXEz34Gt0ljuOm1qG6djfrTuTIi/F2x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\nB8Y1Gg3q6uoAoN3+np5tZ9UajQY6nQ4uLi7tpiF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", "rf = RandomForestRegressor(n_estimators=100,\n", " criterion='mse', max_depth=None,\n", " min_samples_split=200, min_samples_leaf=100,\n", " min_weight_fraction_leaf=0.0,\n", " max_features=20, max_leaf_nodes=None,\n", " min_impurity_split=1e-07, bootstrap=True,\n", " oob_score=False, n_jobs=-1, random_state=10, # None\n", " verbose=0, warm_start=False)\n", "\n", "\n", "tm = time()\n", "#cv = 5\n", "\n", "a_rf = cross_val_predict(estimator=rf, X=X, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_rf,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "\n", "# 0.61789219547 0.618003737937" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "5" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cv" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "41.5311233997345\n", "Metric: 0.611961390597\n" ] }, { "data": { "image/png": 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1EZtBHj1WT5G8iayKBm737vy+U/pGJClBZzTUN3M2Lk9saCjoleJvD5P5zhaC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\n3JH8Qs8zpF5T46XpcogcBtf/Buli9iL185VKREQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xgboost import XGBRegressor\n", "\n", "\n", "gbm = XGBRegressor(max_depth=4, learning_rate=0.1,\n", " n_estimators=10, silent=True,\n", " objective='reg:linear', gamma=0.6,\n", " min_child_weight=5, max_delta_step=0,\n", " subsample=0.8, colsample_bytree=0.8,\n", " colsample_bylevel=1, reg_alpha=0,\n", " reg_lambda=1, scale_pos_weight=1, base_score=0.5,\n", " seed=1, missing=None, nthread=-1)\n", "\n", "\n", "tm = time()\n", "# cv = 5\n", "\n", "a_gbm = cross_val_predict(estimator=gbm, X=X, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_gbm,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "# 0.612381394838 0.611961390597" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.61, 0.6225)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "e_xgb = [0.612381394838, 0.611961390597]\n", "e_rf = [0.61789219547, 0.618003737937]\n", "e_lgb = [0.620026516158, 0.62094301361]\n", "e_tunedlgb = [0.620036885673, 0.620268307369]\n", "\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.bar([1,2,3,4, 5], [e_rf[1], e_xgb[1], e_tunedlgb[1], e_lgb[1], 0.62105], color='#0088DD', width=0.3)\n", "plt.bar(np.array([1,2,3,4])+0.1, [e_rf[0], e_xgb[0], e_tunedlgb[0], e_lgb[0]], width=0.3, color='#004499')\n", "plt.xticks([1,2,3,4, 5], ['rf', 'xgboost', 'lgbm_tuned', 'lgb', 'rf+lgb'])\n", "plt.ylim([0.61, 0.6225])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# смесь алгоритмов\n", "\n", "lspace = np.linspace(0, 1, 20)\n", "e1 = []\n", "e2 = []\n", "e3 = []\n", "\n", "for alpha in lspace:\n", " e1.append(hackathone_metric({'pred': alpha * a_lgb + (1 - alpha) * a_rf,'test': y}, do_draw=False))\n", " e2.append(hackathone_metric({'pred': alpha * a_lgb + (1 - alpha) * a_gbm,'test': y}, do_draw=False))\n", " e3.append(hackathone_metric({'pred': alpha * a_gbm + (1 - alpha) * a_rf,'test': y}, do_draw=False))" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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88ghefPFFCIVCmEwmzJgxw3uiJ+lfk5n1Dj853cyH8KY+AniwlK+ATw4VYVKo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\nlIuIiIiImNj/A3ASLGj4UDx+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 4))\n", "plt.plot(lspace, e1, lw=2, color='#0088DD', label='rf + lgb')\n", "plt.plot(lspace, e2, lw=2, color='#0044AA', label='gbm + lgb')\n", "plt.plot(lspace, e3, lw=2, color='#000044', label='rf + gbm')\n", "plt.legend()\n", "plt.xlabel('коэффициент в комбинации')\n", "plt.ylabel('метрика хакатона')" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.62105259128005375" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "max(e1)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.7375810146331787\n", "Metric: 0.605694410257\n" ] }, { "data": { "image/png": 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Bu0sWFhYNFqAILUej0TRpmCTh53OED+uOnb15HLgqtG1Z67ZzZc+vDNi5Fplb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\ndfocP90fjcajG8N3r5NiZkV2pl5mbJ9ueDhLt7E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "cv = 5\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X[['AverageFriendsRegMonthDelta', 'MinRegDate']], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "LGBMRegressor(boosting_type='gbdt', colsample_bytree=1, drop_rate=0.1,\n", " fair_c=1.0, gaussian_eta=1.0, huber_delta=1.0, learning_rate=0.1,\n", " max_bin=255, max_depth=-1, max_drop=50, min_child_samples=10,\n", " min_child_weight=5, min_split_gain=0, n_estimators=50, nthread=-1,\n", " num_leaves=31, objective='regression', poisson_max_delta_step=0.7,\n", " reg_alpha=0, reg_lambda=0, seed=0, silent=True, skip_drop=0.5,\n", " subsample=1, subsample_for_bin=50000, subsample_freq=1,\n", " uniform_drop=False, xgboost_dart_mode=False)" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ix44dNY471ay7X79+5OXl0bJlS/Ly8ujdu3e1Zt3r1q1j3bp1TJkyhYCAAF57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\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SJkF0Gk9PT65evap8HzlyJBUVFRw9ehSr1YrVaqWkpISysrIWz9doNEyYMIGMjAy+/vpr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pw5g4GBAQ4ODsyYMUNapqnRaEhISGDVqlVSZU6Auro6goKCaNWqFR999JGeRn9nt/bAu52G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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "v = clf.feature_importances_\n", "figure(figsize=(12, 40))\n", "plt.barh(np.arange(len(v)), v, color='#0088DD')\n", "plt.yticks(np.arange(len(v)), X.columns, rotation=0, fontsize=12)\n", "plt.xlabel(u'важность признака')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "imp = sorted(imp.items(), key=lambda x: x[1])\n", "\n", "v = [x[1] for x in imp]\n", "k = [x[0] for x in imp]\n", "#imp.values()\n", "plt.barh(np.arange(len(v)), v, color='#000099')\n", "plt.yticks(np.arange(len(v)), k, rotation=0, fontsize=12)\n", "plt.xlabel(u'важность признака')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.23076923076923078" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean((X>0).mean(0) > 0.25)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "12.539789199829102\n", "Metric: 0.619544190149\n" ] }, { "data": { "image/png": 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fLsLncdNfoqPVSew+UzMZRGgYUdCEFlVWoiY95QoRUfcaOxWhFVFs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\nJkhCE0IIYRMkoQkhhLAJktCEEELYhP8PwE7uYNkQsOkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "cv = 5\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X[X.columns[(X>0).mean(0) > 0.25]], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34.94797110557556\n", "Metric: 0.59888099705\n" ] }, { "data": { "image/png": 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wMSuuqOJEZhEjfcx3gpQoaA/IwsKi1gQUoemo1eoG3SaJ/fkioUO60drOPDZc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\nSEETQghhEaSgCSGEsAj/B7UW3FSSaFOjAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "cv = 5\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X[X.columns[(X>0).mean(0) <= 0.25]], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "43.57594633102417\n", "Metric: 0.608520849963\n" ] }, { "data": { "image/png": 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LOhNQhOajVqsbdZsk7qdLhAzrQVs789hwVWi9tFXVnJ25EIde3fFZ9MoDvdbh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\nZJTi6eOKq7qnSa5vaG6hYPffubIpFs+fP8rD33yCyl1Glom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, "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "cv = 5\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "cvp = cross_val_predict(estimator=clf, X=X[X.columns[(X>0).mean(0) <= 0.5]], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': cvp,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## оптимизация параметров" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'num_leaves': 46, 'learning_rate': 0.07, 'max_depth': 13, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 45}\n", "\tScore = 0.6212414668005066 Time = 32.76194643974304\n", "\n", "\n", "{'num_leaves': 25, 'learning_rate': 0.08, 'max_depth': 13, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 0.6000000000000001, 'min_child_samples': 66}\n", "\tScore = 0.6210239326097324 Time = 26.475329160690308\n", "\n", "\n", "{'num_leaves': 44, 'learning_rate': 0.08, 'max_depth': 13, 'colsample_bytree': 0.6000000000000001, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 37}\n", "\tScore = 0.6213500215401293 Time = 34.462475538253784\n", "\n", "\n", "{'num_leaves': 44, 'learning_rate': 0.08, 'max_depth': 9, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 11}\n", "\tScore = 0.6213584635394642 Time = 30.77764868736267\n", "\n", "\n", "{'num_leaves': 36, 'learning_rate': 0.06, 'max_depth': 13, 'colsample_bytree': 0.8, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 83}\n", "\tScore = 0.6212749481204666 Time = 32.0214319229126\n", "\n", "\n", "{'num_leaves': 34, 'learning_rate': 0.09, 'max_depth': 13, 'colsample_bytree': 0.9, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 83}\n", "\tScore = 0.6212382276584048 Time = 34.73256254196167\n", "\n", "\n", "{'num_leaves': 55, 'learning_rate': 0.06, 'max_depth': 7, 'colsample_bytree': 0.8, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 92}\n", "\tScore = 0.6214233827868774 Time = 35.246747732162476\n", "\n", "\n", "{'num_leaves': 28, 'learning_rate': 0.1, 'max_depth': 7, 'colsample_bytree': 0.9, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 92}\n", "\tScore = 0.6211886795695883 Time = 33.15094208717346\n", "\n", "\n", "{'num_leaves': 49, 'learning_rate': 0.06, 'max_depth': 7, 'colsample_bytree': 0.9, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 44}\n", "\tScore = 0.6213240446706889 Time = 42.02438187599182\n", "\n", "\n", "{'num_leaves': 59, 'learning_rate': 0.07, 'max_depth': 9, 'colsample_bytree': 0.6000000000000001, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 32}\n", "\tScore = 0.6211079795917778 Time = 37.589173793792725\n", "\n", "\n", "{'num_leaves': 48, 'learning_rate': 0.06, 'max_depth': 10, 'colsample_bytree': 0.6000000000000001, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 77}\n", "\tScore = 0.621520947851093 Time = 36.987398862838745\n", "\n", "\n", "{'num_leaves': 48, 'learning_rate': 0.06, 'max_depth': 10, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 77}\n", "\tScore = 0.6214290942033145 Time = 33.662314653396606\n", "\n", "\n", "{'num_leaves': 48, 'learning_rate': 0.06, 'max_depth': 10, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 77}\n", "\tScore = 0.621734831865407 Time = 40.123149156570435\n", "\n", "\n", "{'num_leaves': 48, 'learning_rate': 0.04, 'max_depth': 10, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 77}\n", "\tScore = 0.6210922443005261 Time = 47.36481070518494\n", "\n", "\n", "{'num_leaves': 40, 'learning_rate': 0.09, 'max_depth': 10, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 12}\n", "\tScore = 0.6210996722080271 Time = 26.13451886177063\n", "\n", "\n", "{'num_leaves': 21, 'learning_rate': 0.1, 'max_depth': 8, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 36}\n", "\tScore = 0.6210778669612143 Time = 27.143941640853882\n", "\n", "\n", "{'num_leaves': 47, 'learning_rate': 0.09, 'max_depth': 10, 'colsample_bytree': 0.8, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 95}\n", "\tScore = 0.6211730275746561 Time = 40.83017897605896\n", "\n", "\n", "{'num_leaves': 61, 'learning_rate': 0.09, 'max_depth': 7, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 60}\n", "\tScore = 0.6210455132616435 Time = 34.27331829071045\n", "\n", "\n", "{'num_leaves': 29, 'learning_rate': 0.07, 'max_depth': 11, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 38}\n", "\tScore = 0.6211107434333178 Time = 31.876691579818726\n", "\n", "\n", "{'num_leaves': 57, 'learning_rate': 0.04, 'max_depth': 10, 'colsample_bytree': 0.9, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 77}\n", "\tScore = 0.6212445186242708 Time = 52.71968913078308\n", "\n", "\n", "{'num_leaves': 48, 'learning_rate': 0.07, 'max_depth': 8, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 0.7000000000000001, 'min_child_samples': 53}\n", "\tScore = 0.6213578913359767 Time = 33.70841193199158\n", "\n", "\n", "{'num_leaves': 28, 'learning_rate': 0.11, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 48}\n", "\tScore = 0.6210118562572771 Time = 22.50042700767517\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 8}\n", "\tScore = 0.621403467875624 Time = 27.520830392837524\n", "\n", "\n", "{'num_leaves': 29, 'learning_rate': 0.09, 'max_depth': 10, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 21}\n", "\tScore = 0.6211294350932425 Time = 29.940505266189575\n", "\n", "\n", "{'num_leaves': 49, 'learning_rate': 0.06, 'max_depth': 10, 'colsample_bytree': 0.6000000000000001, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 17}\n", "\tScore = 0.6213657259336232 Time = 35.28687286376953\n", "\n", "\n", "{'num_leaves': 54, 'learning_rate': 0.05, 'max_depth': 10, 'colsample_bytree': 0.6000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 56}\n", "\tScore = 0.6213689723200626 Time = 35.399444580078125\n", "\n", "\n", "{'num_leaves': 17, 'learning_rate': 0.11, 'max_depth': 5, 'colsample_bytree': 0.9, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 92}\n", "\tScore = 0.6210196852565769 Time = 26.239187717437744\n", "\n", "\n", "{'num_leaves': 22, 'learning_rate': 0.08, 'max_depth': 8, 'colsample_bytree': 0.8, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 78}\n", "\tScore = 0.6211725425274872 Time = 30.440789222717285\n", "\n", "\n", "{'num_leaves': 53, 'learning_rate': 0.05, 'max_depth': 7, 'colsample_bytree': 0.7000000000000001, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 4}\n", "\tScore = 0.6210215799354012 Time = 40.133230209350586\n", "\n", "\n", "{'num_leaves': 37, 'learning_rate': 0.06, 'max_depth': 10, 'colsample_bytree': 0.8, 'n_estimators': 50, 'subsample': 1.0, 'min_child_samples': 89}\n", "\tScore = 0.6212048362587979 Time = 44.37146306037903\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.07, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 41}\n", "\tScore = 0.6214265769701983 Time = 29.642651319503784\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6215410830206874 Time = 28.054609537124634\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.07, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 41}\n", "\tScore = 0.6214265769701983 Time = 30.163920640945435\n", "\n", "\n", "{'num_leaves': 30, 'learning_rate': 0.12, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 43}\n", "\tScore = 0.6212417865325484 Time = 23.70250964164734\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6215410830206874 Time = 29.03331160545349\n", "\n", "\n", "{'num_leaves': 40, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 46}\n", "\tScore = 0.6215094488639252 Time = 30.560876846313477\n", "\n", "\n", "{'num_leaves': 40, 'learning_rate': 0.09, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 46}\n", "\tScore = 0.6212960141382518 Time = 27.892940044403076\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6215410830206874 Time = 29.10798931121826\n", "\n", "\n", "{'num_leaves': 21, 'learning_rate': 0.11, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6210907751705355 Time = 23.617905378341675\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6215410830206874 Time = 26.932640075683594\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.11, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6213750985969947 Time = 28.538962602615356\n", "\n", "\n", "{'num_leaves': 56, 'learning_rate': 0.08, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 82}\n", "\tScore = 0.6212737508187609 Time = 30.078145503997803\n", "\n", "\n", "{'num_leaves': 43, 'learning_rate': 0.05, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.8, 'min_child_samples': 45}\n", "\tScore = 0.6210253611505576 Time = 29.760560512542725\n", "\n", "\n", "{'num_leaves': 61, 'learning_rate': 0.06, 'max_depth': 7, 'colsample_bytree': 0.5, 'n_estimators': 50, 'subsample': 0.9, 'min_child_samples': 25}\n", "\tScore = 0.6212395266137987 Time = 30.0674090385437\n", "\n", "\n" ] } ], "source": [ "from hyperopt import STATUS_OK, Trials, fmin, hp, tpe\n", "\n", "\n", "random_state = 1\n", "\n", "space = {\n", " 'n_estimators': 50, # hp.quniform('n_estimators', 10, 10, 0),\n", " 'learning_rate': hp.quniform('eta', 0.01, 0.5, 0.01),\n", " # A problem with max_depth casted to float instead of int with\n", " 'max_depth': hp.choice('max_depth', np.arange(2, 14, dtype=int)),\n", " 'num_leaves': hp.choice('num_leaves', np.arange(2, 62, dtype=int)),\n", " 'min_child_samples': hp.choice('min_child_samples', np.arange(1, 100, dtype=int)),\n", " 'subsample': hp.quniform('subsample', 0.5, 1, 0.1),\n", " 'colsample_bytree': hp.quniform('colsample_bytree', 0.5, 1, 0.1),\n", " }\n", "\n", "def score(params):\n", " tm = time()\n", " #print(\"Training with params: \")\n", " #print(params)\n", " #num_round = int(params['n_estimators'])\n", " #del params['n_estimators']\n", " \n", " clf = lgb.LGBMRegressor(max_depth=params['max_depth'],\n", " learning_rate=params['learning_rate'],\n", " n_estimators=100, # n_estimators=params['n_estimators'] \n", " num_leaves=params['num_leaves'],\n", " min_child_samples=params['min_child_samples'],\n", " subsample=params['subsample'],\n", " colsample_bytree=params['colsample_bytree'])\n", "\n", " \n", " a = cross_val_predict(estimator=clf, X=X, y=y, n_jobs=-1 ,cv=3, method='predict')\n", " \n", " df = {'pred': a,'test': y}\n", " score = hackathone_metric(df, do_draw=False)\n", " \n", " if (score > 0.621):\n", " print(params)\n", " print(\"\\tScore = {0} Time = {1}\\n\\n\".format(score, time() - tm))\n", " \n", " return ( -score ) # т.к. минимум\n", "\n", "\n", "trials = Trials()\n", " \n", "best = fmin(score, space, algo=tpe.suggest, # trials=trials,\n", " max_evals=300)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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g4GD83//9H/Lz84UcSktLE5aYymQyjB07Fv7+/tBoNHjjjTfQt29fTJ8+HUBt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qqiSoSpiZmeHq6sqRI0dU7TExMbRu3brU8Tx8+JAWLVowduxYPvzwQ6pVq8acOXPIzc0FYPDg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3/oWe7u7koyDFC2O3p5eSlthkRT4e2FHh4eqjpm9evXB+DSpUsAJCQkYGFhgZeXFzqdDp1O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\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cOVavXk1WVhYXL15Eo9HQs2dPXn31VQBWrlxJcnIygFI7bNq0aXh6ejJ48GBef/11BgwY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\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+03528eJFJk2axLhx4/D29ubw4cPMnTuXmTNn4unpWe2533zzDf/973/54IMPqj3H0dGx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zZ/RYWVU22LibOicnGzSamhOOoun6/PPP6/17IURTI3UuzIHUuTAHUudCmJZMiIlfrezsbGJi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n5+ql+s77//nn379jF16lTVdsWSLl26xNixYxk6dKhSOw2Kjik+efIk8+fPB4pOmYyIiFCd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\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wgbS0NNW10oma8ePHExkZqdSpVasW5ubmuLm50bdvX62E0pOQnJzMggULeP/996s0262i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\nO/72t78BN2dPubm50bVrV0JCQv6QBJlpeaaJaZ8u0/hulZKSwt6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figsize(12, 30)\n", "imp = clf.booster().get_fscore()\n", "imp = sorted(imp.items(), key=lambda x: x[1])\n", "\n", "v = [x[1] for x in imp]\n", "k = [x[0] for x in imp]\n", "#imp.values()\n", "plt.barh(np.arange(len(v)), v, color='#000099')\n", "plt.yticks(np.arange(len(v)), k, rotation=0, fontsize=12)\n", "plt.xlabel(u'важность признака')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'colsample_bytree': 0.7000000000000001,\n", " 'eta': 0.06,\n", " 'max_depth': 8,\n", " 'min_child_samples': 76,\n", " 'num_leaves': 46,\n", " 'subsample': 1.0}" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "best\n", "\n", "\n", "\n", "# 0.612690125729\n", "# 0.614893275397\n", "# 0.618805261162\n", "# 0.621053597456 learning_rate=0.1\n", "\n", "# 0.620026516158 - 0.62094301361" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.210748717949\n" ] } ], "source": [ "print (mean((X>0).mean(1)>0.34))\n", "\n", "\n", "i = ((X>0).mean(1)>0.34)\n", "i = i.values" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.081033945083618\n", "Metric: 0.658059162287\n" ] }, { "data": { "image/png": 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gi9OHc+g3sA99+jrIHYogdIi2roHkxStxj5iA17x72z6hHSRJ4tsLZcw2wiXf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\nOhUQAgCQqzQ4cL0Mr4zqujNsE/11/284I2Acw82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UCjs7O/Tu3Zvy9IiKigpoNBoEBgbq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# параметры по умолчанию\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "a_lgb = cross_val_predict(estimator=clf, X=X.values[i,:], y=y[i], n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_lgb,'test': y[i]}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IiIiISF1jV+h2d3dn5syZjq5FRERERKROsvs28FfCVUpERERERC5Hds3p/vjjjx1dh4iI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\nAACAxwi6AQAAAI99B4e+UItGsFjdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "0.658059162287\n", "\n", "0.609510921237\n", "\n", "0.62094301361\n", "\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.bar([1,2,3], [0.62094301361, 0.658059162287, 0.609510921237], color='#0088DD', width=0.3)\n", "#plt.bar(np.array([1,2,3,4])+0.1, [e_rf[0], e_xgb[0], e_tunedlgb[0], e_lgb[0]], width=0.3, color='#004499')\n", "plt.xticks([1,2,3], ['все признаки', 'треть известна', 'мало известных'])\n", "plt.xlabel('известные значения признаков')\n", "plt.ylim([0.60, 0.66])\n", "plt.ylabel('метрика хакатона')" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0974358974359\n" ] } ], "source": [ "print (mean((X>0).mean(0)>0.5))\n", "\n", "\n", "i = ((X>0).mean(0)>0.5)\n", "i = i.values" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "50.01448082923889\n", "Metric: 0.62094301361\n" ] }, { "data": { "image/png": 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0GtatW6c7tbctP/30EwEBAQBER0frenBt+e25VWq1mlGjRrFp06buN0IX1MqVnPk5l4eX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\nIQE+Pj4AAI7jcOzYMZw5cwZ6vR6RkZHYsGEDHBwcAJjOsam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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# параметры по умолчанию\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "a_lgb = cross_val_predict(estimator=clf, X=X.values, y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_lgb,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fPn0wm81YLBZrvcDAQKKioliyZAnr1q3DaDQyffp0AgICOH78ON9++y0AkyZNstn//Pnz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\nyBG72hSpS5XnNcDRo0d57rn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "\n", "\n", "plt.figure(figsize=(12, 4))\n", "plt.bar([1,2,3], [0.62094301361, 0.614487273913, 0.608630732257], color='#0088DD', width=0.3)\n", "#plt.bar(np.array([1,2,3,4])+0.1, [e_rf[0], e_xgb[0], e_tunedlgb[0], e_lgb[0]], width=0.3, color='#004499')\n", "plt.xticks([1,2,3], ['все признаки', 'половина известна', 'мало известных'])\n", "plt.xlabel('известные значения признаков')\n", "plt.ylim([0.60, 0.63])\n", "plt.ylabel('метрика хакатона')" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Interest_1', 'Interest_2', 'Interest_3', 'Interest_4', 'Interest_5',\n", " 'Interest_6', 'Interest_7', 'Interest_8', 'Interest_9', 'Interest_10',\n", " ...\n", " 'TD_TV', 'TD_ukraine', 'TD_video', 'TD_way_of_life',\n", " 'TD_wedding_communities', 'TD_women_communities', 'TD_workout',\n", " 'TD_youth_communities', 'TD_sum', 'animal_owner'],\n", " dtype='object', length=125)" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.columns[-125:]" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34.66258788108826\n", "Metric: 0.620519642468\n" ] }, { "data": { "image/png": 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mZtbdk6AKFQ1kltdzs69Tt9xfH4kkJeiN+rpGzp7MEwcaCgZFkiTSXnwb5bkM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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# параметры по умолчанию\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "a_lgb = cross_val_predict(estimator=clf, X=X.values[:,:125], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_lgb,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))\n", "# 0.620564728301" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.960119247436523\n", "Metric: 0.535889606696\n" ] }, { "data": { "image/png": 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X+vQzndNFBeOi0+nIWfstV9ZuZvi/Xqf3xAipQ9I7kVuFj1MvBriZ9oSJG0SS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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tm = time()\n", "# cv = 5\n", "\n", "# параметры по умолчанию\n", "clf = lgb.LGBMRegressor(learning_rate=0.1, n_estimators=50, nthread=-1)\n", "\n", "a_lgb = cross_val_predict(estimator=clf, X=X.values[:,125:], y=y, n_jobs=-1 ,cv=cv, method='predict')\n", "print (time() - tm)\n", "\n", "figsize(6, 5)\n", "df = {'pred': a_lgb,'test': y}\n", "print (\"Metric: \", hackathone_metric(df))" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8zTbGaFhF/d75qu5nBlQWjg83g2MEULUKCgrYD6+DQ6E7Li5OJpNJjRo10jfffKOHHnpI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\nWJjt9V//+lft379fXl5eevP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 4))\n", "plt.bar([1,2,3], [0.62094301361, 0.620519642468, 0.535889606696], color='#0088DD', width=0.3)\n", "#plt.bar(np.array([1,2,3,4])+0.1, [e_rf[0], e_xgb[0], e_tunedlgb[0], e_lgb[0]], width=0.3, color='#004499')\n", "plt.xticks([1,2,3], ['все признаки', 'без последних 125', 'последние 125'])\n", "plt.ylim([0.52, 0.63])\n", "plt.ylabel('метрика хакатона')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }