delicious

mldr.datasets::get.mldr("delicious")

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MULAN/MEKA (.arff) MULAN (.xml) LibSVM KEEL mldr

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	Random	Stratified	Iterative stratified
Hold out	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
2x5-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
10-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr

Summary

Instances	16105
Attributes	1483
Inputs	500
Labels	983
Labelsets	15806
Single labelsets	15642
Max frequency	19
Cardinality	19.02
Density	0.0193
Mean IR	71.1338
SCUMBLE	0.532
TCS	22.7734

Citation

Tsoumakas, G.; Katakis, I.; Vlahavas, I. (2008). Effective and Efficient Multilabel Classification in Domains with Large Number of Labels. In Proc. ECML/PKDD Workshop on Mining Multidimensional Data, Antwerp, Belgium, MMD08, 30--44.

@inproceedings{,
  author = "Tsoumakas, G. and Katakis, I. and Vlahavas, I.",
  title = "Effective and Efficient Multilabel Classification in Domains with Large Number of Labels",
  booktitle = "Proc. ECML/PKDD Workshop on Mining Multidimensional Data, Antwerp, Belgium, MMD08",
  pages = "30--44",
  year = "2008"
}

Concurrence plot

In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.

Attributes

all attributes labels

binary _qacct binary accessing binary actionscript binary activerecord binary addoverlay binary afternoon binary against binary air binary ajax_action binary als binary angry binary anyway binary apache binary approved binary arm binary arms binary article binary asleep binary ass binary atlantis binary auch binary auf binary aus binary awake binary awkward binary baking binary barely binary bathroom binary beckett binary bed binary bei binary belly binary beneath binary bent binary ber binary beside binary bitch binary blinked binary breath binary breathe binary breathing binary brendon binary broke binary brushes binary cadman binary calm binary care binary carefully binary carson binary caught binary cdata binary ceiling binary chair binary chal binary checklogin binary checkuser binary cheek binary chest binary chin binary christ binary closed binary closediv binary closer binary clothes binary cmtbar binary cock binary cold binary colonel binary comic binary comics binary comment_form binary complaints binary contributing binary cook binary cooked binary cooking binary couch binary couldn binary cracked binary crossed binary ctx_popup binary ctype binary curled binary currentjournal binary currentjournalbase binary damn binary dapper binary dark binary das binary dean binary deep binary demanded binary den binary der binary desperate binary dick binary diid binary discard_button binary divname binary django binary door binary doorway binary draco binary dressed binary dropped binary dstdiv binary dumbledore binary ear binary ears binary eclipse binary ein binary eine binary elbow binary elizabeth binary esn_async binary excuse binary eyebrow binary eyebrows binary eyed binary eyes binary face binary falling binary fandom binary feeling binary feet binary feisty binary fell binary felt binary fic binary figured binary finger binary fingers binary firmly binary flights binary flv binary folded binary fonts binary food binary forehead binary forgot binary form_id binary formid binary formname binary friend_id binary frowned binary fuck binary fucked binary fucking binary galaxy binary garlic binary gate binary gave binary gaze binary gently binary getnodevalue binary geturlxmlresponse binary gina binary glanced binary glatlng binary god binary gone binary gotten binary grabbed binary greasemonkey binary grin binary grinned binary grinning binary grins binary grip binary gtd binary hadn binary hair binary halfway binary hands binary happened binary has_remote binary hated binary head binary heart binary hell binary her binary hermione binary herself binary hey binary him binary himself binary hips binary holding binary honors binary httpd binary huh binary hurt binary imgprefix binary inbox_update_poll binary ingredients binary instructables binary investing binary j2ee binary jacket binary java

(1283 more attributes)

TAG_.imported SCUMBLE 0.6015 TAG_.net SCUMBLE 0.5736 TAG_2.0 SCUMBLE 0.5675 TAG_2007 SCUMBLE 0.5885 TAG_3d SCUMBLE 0.5432 TAG_?? SCUMBLE 0.6133 TAG_??? SCUMBLE 0.6297 TAG_???? SCUMBLE 0.6345 TAG_academia SCUMBLE 0.5639 TAG_academic SCUMBLE 0.5419 TAG_access SCUMBLE 0.6542 TAG_accessibility SCUMBLE 0.5811 TAG_accessories SCUMBLE 0.494 TAG_accounts SCUMBLE 0.5376 TAG_actionscript SCUMBLE 0.6066 TAG_activism SCUMBLE 0.5277 TAG_ad SCUMBLE 0.5635 TAG_addon SCUMBLE 0.6694 TAG_addons SCUMBLE 0.7076 TAG_admin SCUMBLE 0.567 TAG_administration SCUMBLE 0.578 TAG_adobe SCUMBLE 0.5764 TAG_ads SCUMBLE 0.5643 TAG_adsense SCUMBLE 0.6062 TAG_adult SCUMBLE 0.6301 TAG_advertising SCUMBLE 0.5514 TAG_advice SCUMBLE 0.4934 TAG_affiliate SCUMBLE 0.6149 TAG_agencies SCUMBLE 0.6326 TAG_agency SCUMBLE 0.5685 TAG_aggregator SCUMBLE 0.5456 TAG_agile SCUMBLE 0.5969 TAG_ai SCUMBLE 0.6133 TAG_air SCUMBLE 0.4998 TAG_airfare SCUMBLE 0.4838 TAG_airline SCUMBLE 0.4968 TAG_airlines SCUMBLE 0.4994 TAG_ajax SCUMBLE 0.5521 TAG_album SCUMBLE 0.628 TAG_algorithm SCUMBLE 0.6447 TAG_algorithms SCUMBLE 0.6354 TAG_alternative SCUMBLE 0.5229 TAG_amazing SCUMBLE 0.5794 TAG_amazon SCUMBLE 0.5935 TAG_america SCUMBLE 0.5352 TAG_analysis SCUMBLE 0.5632 TAG_analytics SCUMBLE 0.6154 TAG_angst SCUMBLE 0.2272 TAG_animals SCUMBLE 0.5263 TAG_animation SCUMBLE 0.5193 TAG_anime SCUMBLE 0.5353 TAG_anonymous SCUMBLE 0.6799 TAG_anthropology SCUMBLE 0.5712 TAG_apache SCUMBLE 0.5783 TAG_apartment SCUMBLE 0.5484 TAG_api SCUMBLE 0.5658 TAG_app SCUMBLE 0.5147 TAG_apparel SCUMBLE 0.5164 TAG_apple SCUMBLE 0.5057 TAG_application SCUMBLE 0.5278 TAG_applications SCUMBLE 0.5129 TAG_apps SCUMBLE 0.5118 TAG_architecture SCUMBLE 0.56 TAG_archive SCUMBLE 0.4924 TAG_archives SCUMBLE 0.5461 TAG_art SCUMBLE 0.5474 TAG_arte SCUMBLE 0.6129 TAG_article SCUMBLE 0.5404 TAG_articles SCUMBLE 0.5264 TAG_artist SCUMBLE 0.5447 TAG_artists SCUMBLE 0.5518 TAG_arts SCUMBLE 0.5891 TAG_asp SCUMBLE 0.626 TAG_asp.net SCUMBLE 0.58 TAG_astronomy SCUMBLE 0.5978 TAG_atom SCUMBLE 0.6162 TAG_au SCUMBLE 0.245 TAG_audio SCUMBLE 0.5346 TAG_authentication SCUMBLE 0.6337 TAG_auto SCUMBLE 0.5865 TAG_automation SCUMBLE 0.5989 TAG_awards SCUMBLE 0.6655 TAG_awesome SCUMBLE 0.517 TAG_backup SCUMBLE 0.5396 TAG_bags SCUMBLE 0.5052 TAG_baking SCUMBLE 0.4882 TAG_bands SCUMBLE 0.603 TAG_bandslash SCUMBLE 0.353 TAG_bank SCUMBLE 0.5337 TAG_banking SCUMBLE 0.5288 TAG_bargains SCUMBLE 0.5162 TAG_bbc SCUMBLE 0.5593 TAG_beauty SCUMBLE 0.5813 TAG_best SCUMBLE 0.5789 TAG_beta SCUMBLE 0.6194 TAG_bills SCUMBLE 0.5368 TAG_biology SCUMBLE 0.5255 TAG_bit200w07 SCUMBLE 0.5252 TAG_bittorrent SCUMBLE 0.5673 TAG_blog SCUMBLE 0.547 TAG_blogger SCUMBLE 0.6532 TAG_blogging SCUMBLE 0.5513 TAG_blogs SCUMBLE 0.5451 TAG_bluetooth SCUMBLE 0.6074 TAG_book SCUMBLE 0.5128 TAG_bookmark SCUMBLE 0.5978 TAG_bookmarking SCUMBLE 0.5985 TAG_bookmarks SCUMBLE 0.5657 TAG_books SCUMBLE 0.5137 TAG_boot SCUMBLE 0.6151 TAG_brain SCUMBLE 0.5149 TAG_brand SCUMBLE 0.6036 TAG_branding SCUMBLE 0.5882 TAG_brasil SCUMBLE 0.6465 TAG_broadband SCUMBLE 0.6562 TAG_browser SCUMBLE 0.5745 TAG_browsers SCUMBLE 0.5824 TAG_brushes SCUMBLE 0.6652 TAG_budget SCUMBLE 0.5079 TAG_build SCUMBLE 0.631 TAG_building SCUMBLE 0.5801 TAG_buscadores SCUMBLE 0.6748 TAG_business SCUMBLE 0.5443 TAG_button SCUMBLE 0.704 TAG_buttons SCUMBLE 0.7105 TAG_buy SCUMBLE 0.5148 TAG_c SCUMBLE 0.5997 TAG_c# SCUMBLE 0.5734 TAG_c++ SCUMBLE 0.5849 TAG_calculator SCUMBLE 0.6055 TAG_calendar SCUMBLE 0.5382 TAG_camera SCUMBLE 0.5398 TAG_cameras SCUMBLE 0.5545 TAG_canada SCUMBLE 0.5558 TAG_car SCUMBLE 0.5573 TAG_card SCUMBLE 0.613 TAG_cards SCUMBLE 0.5671 TAG_career SCUMBLE 0.5012 TAG_careers SCUMBLE 0.53 TAG_cars SCUMBLE 0.5757 TAG_cartoon SCUMBLE 0.4826 TAG_cartoons SCUMBLE 0.4749 TAG_catalog SCUMBLE 0.5803 TAG_cd SCUMBLE 0.5764 TAG_celebrity SCUMBLE 0.5936 TAG_cell SCUMBLE 0.5435 TAG_cellphone SCUMBLE 0.5576 TAG_charity SCUMBLE 0.5601 TAG_chart SCUMBLE 0.6407 TAG_charts SCUMBLE 0.639 TAG_chat SCUMBLE 0.5942 TAG_cheap SCUMBLE 0.4984 TAG_cheatsheet SCUMBLE 0.561 TAG_children SCUMBLE 0.5093 TAG_china SCUMBLE 0.6075 TAG_chinese SCUMBLE 0.6181 TAG_cinema SCUMBLE 0.4978 TAG_cities SCUMBLE 0.5933 TAG_city SCUMBLE 0.5884 TAG_clean SCUMBLE 0.6264 TAG_cli SCUMBLE 0.6516 TAG_client SCUMBLE 0.5829 TAG_climate SCUMBLE 0.5412 TAG_clipart SCUMBLE 0.6401 TAG_clothes SCUMBLE 0.5335 TAG_clothing SCUMBLE 0.5321 TAG_cms SCUMBLE 0.5559 TAG_cocoa SCUMBLE 0.5979 TAG_code SCUMBLE 0.5631 TAG_codec SCUMBLE 0.6376 TAG_coding SCUMBLE 0.5462 TAG_collaboration SCUMBLE 0.5494 TAG_collection SCUMBLE 0.601 TAG_college SCUMBLE 0.5116 TAG_color SCUMBLE 0.5814 TAG_colors SCUMBLE 0.6825 TAG_colour SCUMBLE 0.6687 TAG_comedy SCUMBLE 0.4719 TAG_comic SCUMBLE 0.4919 TAG_comics SCUMBLE 0.4917 TAG_commands SCUMBLE 0.6501 TAG_commentary SCUMBLE 0.558 TAG_communication SCUMBLE 0.5453 TAG_community SCUMBLE 0.5436 TAG_companies SCUMBLE 0.6161 TAG_company SCUMBLE 0.5739 TAG_compare SCUMBLE 0.565 TAG_comparison SCUMBLE 0.5399 TAG_components SCUMBLE 0.6384 TAG_computer SCUMBLE 0.5508 TAG_computers SCUMBLE 0.534 TAG_computing SCUMBLE 0.5443 TAG_conference SCUMBLE 0.5933 TAG_configuration SCUMBLE 0.608 TAG_conservation SCUMBLE 0.4954 TAG_construction SCUMBLE 0.5809 TAG_consulting SCUMBLE 0.6066 TAG_consumer SCUMBLE 0.5228 TAG_content SCUMBLE 0.5446 TAG_control SCUMBLE 0.6537 TAG_conversion SCUMBLE 0.5787 TAG_convert SCUMBLE 0.5884 TAG_converter SCUMBLE 0.5899 TAG_cook SCUMBLE 0.5694 TAG_cooking SCUMBLE 0.4472 TAG_cool SCUMBLE 0.5457 TAG_copyright SCUMBLE 0.5924 TAG_course SCUMBLE 0.658 TAG_courses SCUMBLE 0.6559 TAG_crack SCUMBLE 0.4081 TAG_crackfic SCUMBLE 0.3407 TAG_craft SCUMBLE 0.541 TAG_crafts SCUMBLE 0.5197 TAG_crafty SCUMBLE 0.5632 TAG_creative SCUMBLE 0.5468 TAG_creativecommons SCUMBLE 0.5849 TAG_creativity SCUMBLE 0.5085 TAG_crypto SCUMBLE 0.6654 TAG_cryptography SCUMBLE 0.6606 TAG_cs SCUMBLE 0.6381 TAG_csharp SCUMBLE 0.5867 TAG_css SCUMBLE 0.5555 TAG_cuisine SCUMBLE 0.5351 TAG_culture SCUMBLE 0.5243 TAG_custom SCUMBLE 0.6094 TAG_cute SCUMBLE 0.4943 TAG_daily SCUMBLE 0.5304 TAG_data SCUMBLE 0.5471 TAG_database SCUMBLE 0.5403 TAG_databases SCUMBLE 0.5798 TAG_db SCUMBLE 0.5818 TAG_deals SCUMBLE 0.5174 TAG_debian SCUMBLE 0.5874 TAG_debug SCUMBLE 0.6792 TAG_debugging SCUMBLE 0.67 TAG_decor SCUMBLE 0.5144 TAG_decorating SCUMBLE 0.5386 TAG_del.icio.us SCUMBLE 0.5725 TAG_delicious SCUMBLE 0.5725 TAG_deployment SCUMBLE 0.591 TAG_design SCUMBLE 0.5588 TAG_designer SCUMBLE 0.5493 TAG_designers SCUMBLE 0.5793 TAG_desktop SCUMBLE 0.5629 TAG_deutsch SCUMBLE 0.5725 TAG_dev SCUMBLE 0.5659 TAG_developer SCUMBLE 0.5732 TAG_development SCUMBLE 0.5679 TAG_dhtml SCUMBLE 0.5746 TAG_dictionaries SCUMBLE 0.5979 TAG_dictionary SCUMBLE 0.5616 TAG_diet SCUMBLE 0.4973 TAG_digg SCUMBLE 0.5682 TAG_digital SCUMBLE 0.5351 TAG_directories SCUMBLE 0.6353 TAG_directory SCUMBLE 0.5421 TAG_discount SCUMBLE 0.5146 TAG_dise?o SCUMBLE 0.6148 TAG_dise\~no SCUMBLE 0.6826 TAG_distributed SCUMBLE 0.6518 TAG_distribution SCUMBLE 0.604 TAG_distro SCUMBLE 0.6021 TAG_divx SCUMBLE 0.5996 TAG_diy SCUMBLE 0.5257 TAG_dj SCUMBLE 0.6061 TAG_django SCUMBLE 0.6433 TAG_dns SCUMBLE 0.7155 TAG_doc SCUMBLE 0.6097 TAG_docs SCUMBLE 0.5955 TAG_document SCUMBLE 0.6569 TAG_documentary SCUMBLE 0.5604 TAG_documentation SCUMBLE 0.5642 TAG_dom SCUMBLE 0.6136 TAG_domain SCUMBLE 0.6751 TAG_dotnet SCUMBLE 0.5737 TAG_download SCUMBLE 0.5526 TAG_downloads SCUMBLE 0.5517 TAG_drawing SCUMBLE 0.5294 TAG_drivers SCUMBLE 0.6337 TAG_dvd SCUMBLE 0.5155 TAG_e-commerce SCUMBLE 0.5818 TAG_e-learning SCUMBLE 0.6107 TAG_e-mail SCUMBLE 0.627 TAG_earth SCUMBLE 0.4525 TAG_earthside SCUMBLE 0.2305 TAG_ebook SCUMBLE 0.5196 TAG_ebooks SCUMBLE 0.507 TAG_eclipse SCUMBLE 0.6147 TAG_eco SCUMBLE 0.4879 TAG_ecology SCUMBLE 0.4834 TAG_ecommerce SCUMBLE 0.5539 TAG_economics SCUMBLE 0.5128 TAG_economy SCUMBLE 0.5257 TAG_editing SCUMBLE 0.5426 TAG_editor SCUMBLE 0.5305 TAG_edtech SCUMBLE 0.6357 TAG_education SCUMBLE 0.5365 TAG_educational SCUMBLE 0.5825 TAG_effects SCUMBLE 0.6035 TAG_elearning SCUMBLE 0.591 TAG_electronic SCUMBLE 0.583 TAG_electronics SCUMBLE 0.5069 TAG_email SCUMBLE 0.5718 TAG_embedded SCUMBLE 0.5839 TAG_employment SCUMBLE 0.5051 TAG_emulation SCUMBLE 0.6162 TAG_emulator SCUMBLE 0.6317 TAG_encoding SCUMBLE 0.6449 TAG_encryption SCUMBLE 0.6506 TAG_encyclopedia SCUMBLE 0.5344 TAG_energy SCUMBLE 0.5093 TAG_engine SCUMBLE 0.5844 TAG_engineering SCUMBLE 0.5862 TAG_english SCUMBLE 0.519 TAG_enterprise SCUMBLE 0.6235 TAG_entertainment SCUMBLE 0.5209 TAG_entrepreneur SCUMBLE 0.5249 TAG_entrepreneurship SCUMBLE 0.5153 TAG_environment SCUMBLE 0.4952 TAG_environmental SCUMBLE 0.5058 TAG_essay SCUMBLE 0.5369 TAG_essays SCUMBLE 0.5405 TAG_europe SCUMBLE 0.5164 TAG_events SCUMBLE 0.5809 TAG_evolution SCUMBLE 0.5667 TAG_example SCUMBLE 0.6605 TAG_examples SCUMBLE 0.5917 TAG_exercise SCUMBLE 0.5436 TAG_experimental SCUMBLE 0.5983 TAG_extension SCUMBLE 0.5662 TAG_extensions SCUMBLE 0.5671 TAG_family SCUMBLE 0.4961 TAG_fanfic SCUMBLE 0.2587 TAG_fanfiction SCUMBLE 0.2669 TAG_fantasy SCUMBLE 0.5718 TAG_faq SCUMBLE 0.6007 TAG_fashion SCUMBLE 0.5322 TAG_feed SCUMBLE 0.5743 TAG_feeds SCUMBLE 0.5708 TAG_fic SCUMBLE 0.2585 TAG_fiction SCUMBLE 0.41 TAG_file SCUMBLE 0.5841 TAG_files SCUMBLE 0.5838 TAG_filesharing SCUMBLE 0.5946 TAG_filesystem SCUMBLE 0.619 TAG_film SCUMBLE 0.5027 TAG_films SCUMBLE 0.4973 TAG_finance SCUMBLE 0.51 TAG_finances SCUMBLE 0.5131 TAG_financial SCUMBLE 0.4992 TAG_firefox SCUMBLE 0.5692 TAG_firewall SCUMBLE 0.6138 TAG_first-time SCUMBLE 0.2318 TAG_firsttime SCUMBLE 0.2316 TAG_fitness SCUMBLE 0.5157 TAG_flash SCUMBLE 0.5596 TAG_flex SCUMBLE 0.6454 TAG_flickr SCUMBLE 0.5379 TAG_flight SCUMBLE 0.4959 TAG_flights SCUMBLE 0.4895 TAG_flv SCUMBLE 0.6255 TAG_fob SCUMBLE 0.3545 TAG_folksonomy SCUMBLE 0.5748 TAG_font SCUMBLE 0.5768 TAG_fonts SCUMBLE 0.5705 TAG_food SCUMBLE 0.4585 TAG_foodblog SCUMBLE 0.5426 TAG_foodblogs SCUMBLE 0.5578 TAG_form SCUMBLE 0.6821 TAG_forms SCUMBLE 0.6378 TAG_forum SCUMBLE 0.5253 TAG_forums SCUMBLE 0.5215 TAG_foto SCUMBLE 0.5433 TAG_fotografia SCUMBLE 0.5628 TAG_fotos SCUMBLE 0.5647 TAG_framework SCUMBLE 0.5653 TAG_frameworks SCUMBLE 0.6203 TAG_france SCUMBLE 0.5691 TAG_free SCUMBLE 0.5655 TAG_freedom SCUMBLE 0.6017 TAG_freelance SCUMBLE 0.5342 TAG_freeware SCUMBLE 0.556 TAG_french SCUMBLE 0.5783 TAG_friday SCUMBLE 0.5724 TAG_friends SCUMBLE 0.6176 TAG_fuentes SCUMBLE 0.6285 TAG_fun SCUMBLE 0.5315 TAG_funny SCUMBLE 0.5059 TAG_furniture SCUMBLE 0.5087 TAG_future SCUMBLE 0.515 TAG_gadget SCUMBLE 0.5376 TAG_gadgets SCUMBLE 0.511 TAG_gallery SCUMBLE 0.5553 TAG_game SCUMBLE 0.5546 TAG_gamedev SCUMBLE 0.6131 TAG_games SCUMBLE 0.5423 TAG_gaming SCUMBLE 0.5562 TAG_gear SCUMBLE 0.5429 TAG_geek SCUMBLE 0.5207 TAG_gen SCUMBLE 0.2645 TAG_generator SCUMBLE 0.5656 TAG_geo SCUMBLE 0.5363 TAG_geography SCUMBLE 0.5301 TAG_geotagging SCUMBLE 0.5606 TAG_german SCUMBLE 0.5564 TAG_germany SCUMBLE 0.5548 TAG_gift SCUMBLE 0.5415 TAG_gifts SCUMBLE 0.5018 TAG_gis SCUMBLE 0.541 TAG_global SCUMBLE 0.5395 TAG_gmail SCUMBLE 0.5741 TAG_gnome SCUMBLE 0.6063 TAG_gnu SCUMBLE 0.6079 TAG_google SCUMBLE 0.5609 TAG_googlemaps SCUMBLE 0.5468 TAG_gossip SCUMBLE 0.593 TAG_government SCUMBLE 0.5253 TAG_gps SCUMBLE 0.5448 TAG_graffiti SCUMBLE 0.662 TAG_grammar SCUMBLE 0.5272 TAG_graph SCUMBLE 0.6149 TAG_graphic SCUMBLE 0.5603 TAG_graphicdesign SCUMBLE 0.5693 TAG_graphics SCUMBLE 0.5609 TAG_graphs SCUMBLE 0.6453 TAG_gratis SCUMBLE 0.6374 TAG_greasemonkey SCUMBLE 0.564 TAG_green SCUMBLE 0.489 TAG_grid SCUMBLE 0.6573 TAG_gtd SCUMBLE 0.4618 TAG_gui SCUMBLE 0.5724 TAG_guide SCUMBLE 0.5408 TAG_guides SCUMBLE 0.5741 TAG_hack SCUMBLE 0.5268 TAG_hacking SCUMBLE 0.5322 TAG_hacks SCUMBLE 0.5294 TAG_hardware SCUMBLE 0.5308 TAG_health SCUMBLE 0.4934 TAG_help SCUMBLE 0.564 TAG_het SCUMBLE 0.2927 TAG_history SCUMBLE 0.5176 TAG_holiday SCUMBLE 0.5137 TAG_home SCUMBLE 0.5075 TAG_homepage SCUMBLE 0.6381 TAG_hosting SCUMBLE 0.5761 TAG_hotel SCUMBLE 0.5336 TAG_hotels SCUMBLE 0.52 TAG_house SCUMBLE 0.5115 TAG_household SCUMBLE 0.5277 TAG_housewares SCUMBLE 0.5483 TAG_housing SCUMBLE 0.5653 TAG_how-to SCUMBLE 0.5694 TAG_howto SCUMBLE 0.5499 TAG_hp SCUMBLE 0.3951 TAG_html SCUMBLE 0.5562 TAG_http SCUMBLE 0.6235 TAG_humor SCUMBLE 0.4801 TAG_humour SCUMBLE 0.4765 TAG_ia SCUMBLE 0.6246 TAG_icon SCUMBLE 0.6204 TAG_icons SCUMBLE 0.6078 TAG_ide SCUMBLE 0.5983 TAG_idea SCUMBLE 0.6085 TAG_ideas SCUMBLE 0.5191 TAG_identity SCUMBLE 0.5912 TAG_ie SCUMBLE 0.6602 TAG_illustration SCUMBLE 0.5454 TAG_illustrator SCUMBLE 0.5775 TAG_im SCUMBLE 0.5984 TAG_image SCUMBLE 0.5413 TAG_images SCUMBLE 0.5443 TAG_imported SCUMBLE 0.5539 TAG_independent SCUMBLE 0.5813 TAG_indie SCUMBLE 0.5663 TAG_industrial SCUMBLE 0.6142 TAG_info SCUMBLE 0.5342 TAG_information SCUMBLE 0.5389 TAG_innovation SCUMBLE 0.5306 TAG_inspiration SCUMBLE 0.5521 TAG_install SCUMBLE 0.5805 TAG_installation SCUMBLE 0.5905 TAG_intelligence SCUMBLE 0.5919 TAG_interaction SCUMBLE 0.5914 TAG_interactive SCUMBLE 0.5558 TAG_interesting SCUMBLE 0.5211 TAG_interface SCUMBLE 0.5638 TAG_interior SCUMBLE 0.5289 TAG_international SCUMBLE 0.5347 TAG_internet SCUMBLE 0.5644 TAG_interview SCUMBLE 0.5484 TAG_investing SCUMBLE 0.5156 TAG_investment SCUMBLE 0.5213 TAG_ip SCUMBLE 0.6573 TAG_ipod SCUMBLE 0.486 TAG_iptv SCUMBLE 0.5636 TAG_it SCUMBLE 0.5124 TAG_itunes SCUMBLE 0.4963 TAG_j2ee SCUMBLE 0.5896 TAG_japan SCUMBLE 0.5318 TAG_japanese SCUMBLE 0.5353 TAG_java SCUMBLE 0.5726 TAG_javascript SCUMBLE 0.5528 TAG_jewelry SCUMBLE 0.4963 TAG_job SCUMBLE 0.5078 TAG_jobs SCUMBLE 0.5073 TAG_jobsearch SCUMBLE 0.5097 TAG_jogos SCUMBLE 0.6193 TAG_john/rodney SCUMBLE 0.2103 TAG_johnsheppard SCUMBLE 0.2208 TAG_journal SCUMBLE 0.5438 TAG_journalism SCUMBLE 0.5408 TAG_journals SCUMBLE 0.5468 TAG_js SCUMBLE 0.5951 TAG_juegos SCUMBLE 0.5872 TAG_keyboard SCUMBLE 0.6094 TAG_keywords SCUMBLE 0.6677 TAG_kids SCUMBLE 0.5222 TAG_kitchen SCUMBLE 0.5107 TAG_knowledge SCUMBLE 0.5473 TAG_language SCUMBLE 0.5395 TAG_languages SCUMBLE 0.5542 TAG_laptop SCUMBLE 0.575 TAG_law SCUMBLE 0.5748 TAG_layout SCUMBLE 0.5529 TAG_leadership SCUMBLE 0.5774 TAG_learn SCUMBLE 0.5879 TAG_learning SCUMBLE 0.5392 TAG_legal SCUMBLE 0.5883 TAG_lessons SCUMBLE 0.5939 TAG_liberal SCUMBLE 0.5727 TAG_libraries SCUMBLE 0.544 TAG_library SCUMBLE 0.5536 TAG_life SCUMBLE 0.4718 TAG_lifehack SCUMBLE 0.4593 TAG_lifehacker SCUMBLE 0.5139 TAG_lifehacks SCUMBLE 0.495 TAG_lifestyle SCUMBLE 0.5016 TAG_lighting SCUMBLE 0.5284 TAG_linguistics SCUMBLE 0.5479 TAG_links SCUMBLE 0.5237 TAG_linux SCUMBLE 0.5676 TAG_list SCUMBLE 0.5177 TAG_lists SCUMBLE 0.496 TAG_literature SCUMBLE 0.4932 TAG_live SCUMBLE 0.5973 TAG_living SCUMBLE 0.5504 TAG_local SCUMBLE 0.5438 TAG_location SCUMBLE 0.597 TAG_logic SCUMBLE 0.6244 TAG_logo SCUMBLE 0.6546 TAG_logos SCUMBLE 0.663 TAG_london SCUMBLE 0.539 TAG_long SCUMBLE 0.2439 TAG_mac SCUMBLE 0.519 TAG_macintosh SCUMBLE 0.4833 TAG_macosx SCUMBLE 0.5042 TAG_magazine SCUMBLE 0.5154 TAG_magazines SCUMBLE 0.5125 TAG_mail SCUMBLE 0.5779 TAG_make SCUMBLE 0.5335 TAG_management SCUMBLE 0.5161 TAG_manual SCUMBLE 0.588 TAG_map SCUMBLE 0.5416 TAG_mapas SCUMBLE 0.6061 TAG_mapping SCUMBLE 0.5329 TAG_maps SCUMBLE 0.5394 TAG_market SCUMBLE 0.573 TAG_marketing SCUMBLE 0.5566 TAG_mashup SCUMBLE 0.5409 TAG_mashups SCUMBLE 0.5995 TAG_math SCUMBLE 0.5803 TAG_mathematics SCUMBLE 0.5946 TAG_maths SCUMBLE 0.6279 TAG_mckay/sheppard SCUMBLE 0.2148 TAG_mcshep SCUMBLE 0.2221 TAG_media SCUMBLE 0.5337 TAG_medical SCUMBLE 0.5135 TAG_medicine SCUMBLE 0.5073 TAG_memory SCUMBLE 0.5824 TAG_menu SCUMBLE 0.6234 TAG_messaging SCUMBLE 0.6106 TAG_metadata SCUMBLE 0.6133 TAG_microsoft SCUMBLE 0.5729 TAG_mind SCUMBLE 0.5145 TAG_misc SCUMBLE 0.5594 TAG_mit SCUMBLE 0.6761 TAG_mmorpg SCUMBLE 0.6472 TAG_mobile SCUMBLE 0.5624 TAG_moda SCUMBLE 0.589 TAG_modern SCUMBLE 0.5114 TAG_monday SCUMBLE 0.572 TAG_money SCUMBLE 0.5207 TAG_monitor SCUMBLE 0.5922 TAG_monitoring SCUMBLE 0.5827 TAG_motion SCUMBLE 0.6186 TAG_motiongraphics SCUMBLE 0.6542 TAG_motivation SCUMBLE 0.4835 TAG_movie SCUMBLE 0.5061 TAG_movies SCUMBLE 0.5082 TAG_mozilla SCUMBLE 0.5769 TAG_mp3 SCUMBLE 0.5428 TAG_mp3blog SCUMBLE 0.6516 TAG_mp3s SCUMBLE 0.6434 TAG_msdn SCUMBLE 0.6117 TAG_multimedia SCUMBLE 0.5514 TAG_museum SCUMBLE 0.6046 TAG_music SCUMBLE 0.5339 TAG_musica SCUMBLE 0.5725 TAG_musik SCUMBLE 0.5845 TAG_mvc SCUMBLE 0.6406 TAG_myspace SCUMBLE 0.6125 TAG_mysql SCUMBLE 0.5611 TAG_m'usica SCUMBLE 0.6314 TAG_nature SCUMBLE 0.5209 TAG_navigation SCUMBLE 0.6063 TAG_nc-17 SCUMBLE 0.2409 TAG_nc17 SCUMBLE 0.3076 TAG_network SCUMBLE 0.5672 TAG_networking SCUMBLE 0.5649 TAG_networks SCUMBLE 0.6047 TAG_new SCUMBLE 0.6145 TAG_news SCUMBLE 0.5317 TAG_newspaper SCUMBLE 0.5607 TAG_newspapers SCUMBLE 0.5805 TAG_newyork SCUMBLE 0.5735 TAG_nintendo SCUMBLE 0.5761 TAG_nokia SCUMBLE 0.5911 TAG_nonprofit SCUMBLE 0.5394 TAG_notes SCUMBLE 0.587 TAG_nutrition SCUMBLE 0.4766 TAG_nyc SCUMBLE 0.5591 TAG_office SCUMBLE 0.5314 TAG_online SCUMBLE 0.5637 TAG_oop SCUMBLE 0.652 TAG_open SCUMBLE 0.5668 TAG_open-source SCUMBLE 0.604 TAG_opensource SCUMBLE 0.57 TAG_opinion SCUMBLE 0.5389 TAG_optimization SCUMBLE 0.589 TAG_organic SCUMBLE 0.4535 TAG_organization SCUMBLE 0.4782 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0.6001 TAG_web SCUMBLE 0.5695 TAG_web2.0 SCUMBLE 0.5587 TAG_webapp SCUMBLE 0.5606 TAG_webcomic SCUMBLE 0.5206 TAG_webcomics SCUMBLE 0.521 TAG_webdesign SCUMBLE 0.5668 TAG_webdev SCUMBLE 0.5673 TAG_webdevelopment SCUMBLE 0.6202 TAG_weblog SCUMBLE 0.5708 TAG_weblogs SCUMBLE 0.6105 TAG_webmaster SCUMBLE 0.6493 TAG_webradio SCUMBLE 0.5915 TAG_webserver SCUMBLE 0.6271 TAG_webservice SCUMBLE 0.6052 TAG_webservices SCUMBLE 0.6028 TAG_website SCUMBLE 0.5588 TAG_webstandards SCUMBLE 0.5996 TAG_wedding SCUMBLE 0.3954 TAG_weekly SCUMBLE 0.5856 TAG_weird SCUMBLE 0.4985 TAG_widget SCUMBLE 0.6237 TAG_widgets SCUMBLE 0.6028 TAG_wifi SCUMBLE 0.555 TAG_wiki SCUMBLE 0.5469 TAG_wikipedia SCUMBLE 0.5317 TAG_wikis SCUMBLE 0.5563 TAG_windows SCUMBLE 0.5649 TAG_wireless SCUMBLE 0.5405 TAG_wishlist SCUMBLE 0.5108 TAG_women SCUMBLE 0.5439 TAG_word SCUMBLE 0.6131 TAG_wordpress SCUMBLE 0.5485 TAG_words SCUMBLE 0.5438 TAG_work SCUMBLE 0.5262 TAG_world SCUMBLE 0.5292 TAG_wp SCUMBLE 0.5384 TAG_writing SCUMBLE 0.5141 TAG_xhtml SCUMBLE 0.5499 TAG_xml SCUMBLE 0.5692 TAG_xp SCUMBLE 0.5879 TAG_yahoo SCUMBLE 0.5919 TAG_youtube SCUMBLE 0.4824

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