Tm + Word2Vec Integration

Raw Tm Ouput for "oracle_database" query

[(u'relational_database', 0.7822651624720822),
 (u'rdsadmin_util', 0.7787341712211107),
 (u'exec_rdsadmin', 0.7743804381040291),
 (u'multitenant_architecture', 0.7698099597277153),
 (u'redo_log', 0.7678954596330855),
 (u'rc_droot', 0.7666727633511776),
 (u'right-click_the_table', 0.7662226424822405),
 (u'step-by-step_oracle', 0.7648878850923293),
 (u'cp_koraclei', 0.7624433401319131),
 (u'soraclei_rc', 0.7613824178725869),
 (u'cp_soraclei', 0.760255674822951),
 (u'koraclei_rc', 0.7593182529813334),
 (u'tutorialbeginners_oracle', 0.7559533260446643),
 (u'rc_d_init', 0.7555887726104697),
 (u'oracle_corporation', 0.7541273480069572),
 (u'oracle_ilearning', 0.7537403793963973),
 (u'object-relational_database_management', 0.7526400061294996),
 (u'pl_sql', 0.7518525633632398),
 (u'third-party_content_products', 0.7514882499322446),
 (u'window_right-click', 0.7507915404626331),
 (u'grid_computing', 0.7483474807716187),
 (u'e-business_suite', 0.7468510040608821),
 (u'click_herefor', 0.7455100654868905),
 (u'click_herefor_more_videos', 0.7403553714337725),
 (u'unixodbc-_bit', 0.7397656929747374),
 (u'sql_server', 0.7376231187886043),
 (u'database_administrator', 0.7358285559389757),
 (u'highly-concurrent_applications', 0.7355456938531848),
 (u'identified_by_alexisahunk', 0.7346332219756239),
 (u'third-party_content', 0.733355117231202),
 (u"'last_name'", 0.7320674067937443),
 (u'nomount_stage', 0.7307667097715322),
 (u'object-oriented_features', 0.7293724648225819),
 (u'unixodbc-devel-_bit', 0.7283115425632558),
 (u'subcomponent_cve--', 0.7250264775334747),
 (u'step-by-step_guide', 0.7237532440915837),
 (u'documented_step-by-step', 0.7228131085289957),
 (u'user_whizdba', 0.7202694711434319),
 (u'control_file', 0.718926494878626),
 (u'oracle_clusterware', 0.7179993984626301),
 (u'fully_documented_step-by-step_guide', 0.7177376631836567),
 (u'localhost_localdomain', 0.7169330487613633),
 (u'localdomain_port', 0.7158721265020371),
 (u'on-line_redo_log', 0.7153711254765922),
 (u'steps_right-click', 0.7150582050781279),
 (u'stored_procedure', 0.7128246168226916),
 (u'steps_right-click_the_table', 0.710882880834857),
 (u'oratab_file', 0.710142092320182),
 (u'right-click_the_connection_node', 0.7099462368086122),
 (u'database_in-memory', 0.7086847999556256),
 (u'sql_statements', 0.7053831979449732),
 (u"oracle's_rac", 0.7049713872162142),
 (u"mysql_server's", 0.7039104649568881),
 (u"'library_cache", 0.7028495426975621),
 (u'oracle_product', 0.7008807366291518),
 (u'oracle_database_server', 0.7003917599690032),
 (u'hrmodel_edmx', 0.7002017881723958),
 (u'on-line_redo', 0.699264366330778),
 (u'single_sign-on', 0.6981376232811423),
 (u'real_application_clusters', 0.6960867998615979),
 (u'netbeans_ide', 0.6956166782346264),
 (u'piction_talks_about_storing', 0.6953468628049614),
 (u'application_clusters', 0.694254139864828),
 (u'oracle_software', 0.6916885306007311),
 (u'oracle_database_xe', 0.6906720305274676),
 (u'amazon_rds', 0.6899668681613875),
 (u'database_server', 0.689281257534611),
 (u'sbin_conf', 0.687419053310511),
 (u'executing_sbin', 0.6863581310511848),
 (u'oracle_database_administrator', 0.6863522908289676),
 (u"name'_salary", 0.6855303261833026),
 (u'redo_log_files', 0.6848558239768946),
 (u"'_'last", 0.6845929043416848),
 (u'-bit_version', 0.6819064662359121),
 (u'-bit_oracle', 0.6809663306733241),
 (u'linq_query', 0.6785480676909401),
 (u'database_xe', 0.6749804107054119),
 (u'oracle_data', 0.6733117401021113),
 (u'vormetric_key_management', 0.6728953484738902),
 (u'oracle_tde', 0.6719041127214878),
 (u'database_management', 0.6708307864519999),
 (u'oracle_rdbms', 0.6707269136587571),
 (u'ora_m_app_oracle', 0.6679009677523821),
 (u'database_oracle', 0.6665968308234411),
 (u'logfile_pl', 0.6662416107628598),
 (u'z-_oracle', 0.6641506229107813),
 (u'log_files', 0.6605515705197117),
 (u'data_dictionary', 0.6604321065511111),
 (u'performance_tuning', 0.6602469649979055),
 (u'online_redo_logs', 0.6592253829851494),
 (u'oracle_version', 0.6588447338160515),
 (u'core_tenets', 0.6584493356018203),
 (u'oracle_universal_installer', 0.6577069720395488),
 (u'rimini_street', 0.6573221874464303),
 (u'vormetric_application_encryption', 0.6572586758927129),
 (u'vormetric_key', 0.6563722149183844),
 (u'relational_database_management', 0.6545215025860334),
 (u'db_instance', 0.6542500780071372),
 (u'oracle_user', 0.6531265647337271),
 (u'oracle_sql', 0.6521864291711391),
 (u'universal_installer', 0.6482171040709426),
 (u'sql_exec', 0.6459152446704279),
 (u'oracle_dba', 0.644989994547335),
 (u'group_bytes_status', 0.6434670720622804),
 (u'sql_commands', 0.6433276358036052),
 (u'oracle_client', 0.6412016045053929),
 (u'installing_oracle', 0.6402843573882822),
 (u'sql_editor', 0.6387542611507369),
 (u'app_oracle', 0.6381153161595697),
 (u'virtualization_and_provisioning', 0.6372806567374745),
 (u'online_redo', 0.6365662826299262),
 (u'vormetric_application', 0.6356533801361688),
 (u'sql_queries', 0.6336334432418756),
 (u'cvss_rating', 0.6333858999771181),
 (u'odp_net', 0.6321615031301135),
 (u'ddl_scripts', 0.631209354819499),
 (u'amazon_rds_method', 0.6307199807072698),
 (u'oracle_instance', 0.6280790247342993),
 (u'free_oracle', 0.6271416028926816),
 (u'entity_framework', 0.625997202804),
 (u'vormetric_transparent_encryption', 0.6256337642728695),
 (u'oracle_database_g_release', 0.6234672763880674),
 (u'sandboxed_java', 0.6227722941409312),
 (u'real_application', 0.6215908077629002),
 (u'group_bytes', 0.6201025112559356),
 (u'bytes_status', 0.6190415889966094),
 (u'recovery_for_oracle', 0.6186485635721868),
 (u'version_of_oracle', 0.6177896969050717),
 (u'catalog_role', 0.6174056625066406),
 (u'installer_oui', 0.6171738115846276),
 (u'oracle_real_application', 0.6167198932709854),
 (u'disk_space', 0.6147257424997139),
 (u'database_objects', 0.6135793782282333),
 (u'oracle_universal_installer_oui', 0.6125031211038364),
 (u'install_oracle', 0.6087206936132113),
 (u'oracle_support', 0.6076597713538853),
 (u'oracle_universal', 0.6065988490945591),
 (u'oracle_enterprise', 0.605537926835233),
 (u'temporary_tablespace', 0.604441485314546),
 (u'relational_data_model', 0.6023495658311617),
 (u'node_and_choose', 0.6022998422928076),
 (u'infrastructure_grid', 0.6011101763271312),
 (u'oci_driver', 0.6000924176468387),
 (u'data_model', 0.5999706864650836),
 (u'enterprise_edition', 0.5990723641286787),
 (u'rds_method', 0.5988564458905616),
 (u'xeona_r_processors', 0.5975672788201676),
 (u'tuning_features', 0.5973096722394894),
 (u'vormetric_offers', 0.5948445797799982),
 (u'vormetric_transparent', 0.5937809437997017),
 (u'configuration_assistant', 0.5909289010674276),
 (u'oracle_rac', 0.589110410607413),
 (u'standard_edition', 0.5884977554293068),
 (u'performance_scalability', 0.5869649162833799),
 (u'sql_procedure', 0.5868753803909847),
 (u'oriented_architecture', 0.585106687772186),
 (u'java_se', 0.5832767668984908),
 (u'oracle_certification', 0.5828170828104544),
 (u'service_oriented_architecture', 0.5820879914695894),
 (u'oracle_tutorials', 0.5819454817591465),
 (u'oracle_real', 0.5807556316401712),
 (u'oracle_server', 0.5796947093808451),
 (u'oracle_application', 0.5788780742359655),
 (u'database_datafiles', 0.5788153428257047),
 (u'init_ora', 0.5773816074233038),
 (u'resources_holistically', 0.5756306441940432),
 (u'power_bi_desktop', 0.5733914611842318),
 (u'certification_exam', 0.5733009128746611),
 (u'oracle_real_application_clusters', 0.5712869624651978),
 (u'parameter_file', 0.5707573495454599),
 (u'relational_data', 0.5706728080662233),
 (u'rows_selected', 0.5693049091442263),
 (u'vormetric_data_security', 0.5682855821946676),
 (u'config_file', 0.5678944290971614),
 (u'swap_space', 0.5660491306572004),
 (u'startup_command', 0.5649876838131341),
 (u'default_tablespace', 0.56464231159021),
 (u'sql_select', 0.5620237364175075),
 (u'execute_catalog_role', 0.5615340746458645),
 (u'database_instance', 0.5609539412120346),
 (u'startup_and_shutdown', 0.5597300382502448),
 (u'service_oriented', 0.5591079472513225),
 (u'database_encryption', 0.5584387432986956),
 (u'applications_grid', 0.5557298448399166),
 (u'oracle_database_standard_edition', 0.5556058038535697),
 (u'sysctl_conf_file', 0.5542156350902719),
 (u'conf_file', 0.5541509324068442),
 (u'ross_geller', 0.5524622379980063),
 (u'jdbc_sqlj', 0.5514367246142307),
 (u'versions_of_oracle', 0.5504790498714697),
 (u'installation_of_oracle', 0.5504097751483406),
 (u'trunc_sysdate', 0.5503699198014654),
 (u'bash_profile_file', 0.5502546888151502),
 (u'vormetric_data', 0.5489984014535765),
 (u'backup_and_recovery', 0.5481284683428143),
 (u'microsoft_sql_server', 0.5475937405195719),
 (u'oracle_enterprise_manager', 0.5475041427507871),
 (u'oracle_database_exam', 0.5474348680276578),
 (u'structured_query_language', 0.5473203079706294),
 (u'oracle_g_release', 0.5472963185813995)]
 
 
New terms returned by GoogleNewsWord2Vec model ordered by distances to the original query term "oracle_database":

[(u'Microsoft_SQL_Server', 0.66939139661738023),
 (u'J2EE', 0.59753530877756977),
 (u'RDBMS', 0.59568119100523509),
 (u'SQL_database', 0.58633313644266283),
 (u'J2EE_architecture', 0.57610020812316542),
 (u'data_warehousing', 0.54769598629330074),
 (u'Service_Oriented_Architecture', 0.54598528095521603),
 (u'NetERP', 0.54569687369352571),
 (u'object_relational_mapping', 0.54331151980374781),
 (u'SQL_relational_database', 0.54329566355192049),
 (u'Enterprise_Mashup_Platform', 0.54009116591761797),
 (u'DBMS', 0.53702651168321325),
 (u'relational_databases', 0.53411704025544759),
 (u'Grid_Computing', 0.53272520462662132),
 (u'OLAP', 0.5319360773963675),
 (u'oriented_architectures', 0.5303546696222039),
 (u'Firepond_CPQ_OnDemand', 0.52791868876536885),
 (u'SOA', 0.52583898031978038),
 (u'service_oriented_architectures', 0.52113956964650976),
 (u'virtualisation', 0.51785515031628448),
 (u'server_virtualization', 0.51586266800827763),
 (u'oriented_architecture_SOA', 0.51428131396436783),
 (u'SQL_databases', 0.51337314807908085),
 (u'virtualization', 0.51048225618947218),
 (u'Service_Oriented_Architecture_SOA', 0.50570791090741118),
 (u'Hadoop', 0.50442510604238766),
 (u'OnDemand_SaaS', 0.49982666159899619),
 (u'Boomi_AtomSphere', 0.49751301138580012),
 (u'BPEL', 0.49470180492265742),
 (u'Grid_computing', 0.49224568723848799),
 (u'autonomic_computing', 0.49214055598812961),
 (u'SOAs', 0.49197912655986181),
 (u'mysql', 0.46930871807038804),
 (u'cloud_computing', 0.46726690629314649),
 (u'Supportforce', 0.46597303900945963),
 (u'mod_rewrite', 0.45958550898132222),
 (u'symlink', 0.4554460405010668),
 (u'loosely_coupled', 0.44020614252856888),
 (u'Spontania', 0.439743594060442),
 (u'commandline', 0.43695844756577928),
 (u'usr_lib', 0.40750443679778436),
 (u'multitenant_architecture_Salesforce_CRM', 0.40556089069477208),
 (u'sshd', 0.4038384558541086),
 (u'htaccess', 0.40382100733100851),
 (u'httpd.conf', 0.39449626328673276),
 (u'cmd.exe', 0.38402198383454028),
 (u'scsi', 0.38006123747000226),
 (u'config_files', 0.37972586265346936),
 (u'htaccess_file', 0.34302966255178102),
 (u'freebsd', 0.34058302857179945),
 (u'supercomputing', 0.33003708767435808),
 (u'xfs', 0.32960419030467042),
 (u'CRM_applications_http://www.salesforce.com/crm', 0.30339217160554716),
 (u'licencia_microsoft_office', 0.25325569195484232),
 (u'comprar_photoshop', 0.24964719221709017),
 (u'precio_windows_7', 0.22384694792181536),
 (u'usb', 0.21709999838114072),
 (u'achat_windows_7', 0.20318072625957836),
 (u'licencia_microsoft', 0.1436487124309061)]



New scores for each word2vec suggestions after applying the following function to map cosine distance to tm relevancy scores:

This function ensure that the new score stays between 0 and 1 just like our tm scores.

score = distance / (0.2 + distance)


[(u'Microsoft_SQL_Server', 0.76995401521321916),
 (u'J2EE', 0.74922740372893071),
 (u'RDBMS', 0.74864304666128012),
 (u'SQL_database', 0.74565487484758508),
 (u'J2EE_architecture', 0.74230131894480766),
 (u'data_warehousing', 0.73251160409259508),
 (u'Service_Oriented_Architecture', 0.73189819543905088),
 (u'NetERP', 0.73179450383186395),
 (u'object_relational_mapping', 0.73093380813900899),
 (u'SQL_relational_database', 0.73092806832172552),
 (u'Enterprise_Mashup_Platform', 0.72976302216494415),
 (u'DBMS', 0.72863934087901094),
 (u'relational_databases', 0.72756387737518413),
 (u'Grid_Computing', 0.727046375998605),
 (u'OLAP', 0.7267520946481596),
 (u'oriented_architectures', 0.72616044188030526),
 (u'Firepond_CPQ_OnDemand', 0.7252440374360738),
 (u'SOA', 0.72445679355511228),
 (u'service_oriented_architectures', 0.72266117625741089),
 (u'virtualisation', 0.72139226150027524),
 (u'server_virtualization', 0.72061680411907258),
 (u'oriented_architecture_SOA', 0.71999827506340586),
 (u'SQL_databases', 0.71964181643429481),
 (u'virtualization', 0.71850106282363824),
 (u'Service_Oriented_Architecture_SOA', 0.71659663026472731),
 (u'Hadoop', 0.71608053392128068),
 (u'OnDemand_SaaS', 0.71421494639396732),
 (u'Boomi_AtomSphere', 0.71326699755371537),
 (u'BPEL', 0.71210669299719698),
 (u'Grid_computing', 0.71108523507334287),
 (u'autonomic_computing', 0.71104135096595888),
 (u'SOAs', 0.71097394079747811),
 (u'mysql', 0.70118422993712304),
 (u'cloud_computing', 0.70026986485654497),
 (u'Supportforce', 0.69968754246047016),
 (u'mod_rewrite', 0.69677926928855027),
 (u'symlink', 0.69486427922105287),
 (u'loosely_coupled', 0.68760062312105186),
 (u'Spontania', 0.68737475160852601),
 (u'commandline', 0.68600777528844092),
 (u'usr_lib', 0.67078429738847711),
 (u'multitenant_architecture_Salesforce_CRM', 0.66972768044756659),
 (u'sshd', 0.66878558650739317),
 (u'htaccess', 0.66877601545525223),
 (u'httpd.conf', 0.66358072817097324),
 (u'cmd.exe', 0.65754713771757234),
 (u'scsi', 0.65520881748223525),
 (u'config_files', 0.65500935375803682),
 (u'htaccess_file', 0.63169599417429834),
 (u'freebsd', 0.63002908077156505),
 (u'supercomputing', 0.62266791390478105),
 (u'xfs', 0.62235948343810477),
 (u'CRM_applications_http://www.salesforce.com/crm', 0.60269545042365513),
 (u'licencia_microsoft_office', 0.55874795716867487),
 (u'comprar_photoshop', 0.55520683001743343),
 (u'precio_windows_7', 0.52813155555176283),
 (u'usb', 0.52049867951032081),
 (u'achat_windows_7', 0.5039445415571906),
 (u'licencia_microsoft', 0.41801033216380246)]


New TM output with additional word2vec terms. 
The new w2v words are labelled with an additional "----NEW word2vec Word----" at the beginning.


[(u'relational_database', 0.7822651624720822),
 (u'rdsadmin_util', 0.7787341712211107),
 (u'exec_rdsadmin', 0.7743804381040291),
 (u'----NEW word2vec Word----: Microsoft_SQL_Server', 0.76995401521321916),
 (u'multitenant_architecture', 0.7698099597277153),
 (u'redo_log', 0.7678954596330855),
 (u'rc_droot', 0.7666727633511776),
 (u'right-click_the_table', 0.7662226424822405),
 (u'step-by-step_oracle', 0.7648878850923293),
 (u'cp_koraclei', 0.7624433401319131),
 (u'soraclei_rc', 0.7613824178725869),
 (u'cp_soraclei', 0.760255674822951),
 (u'koraclei_rc', 0.7593182529813334),
 (u'tutorialbeginners_oracle', 0.7559533260446643),
 (u'rc_d_init', 0.7555887726104697),
 (u'oracle_corporation', 0.7541273480069572),
 (u'oracle_ilearning', 0.7537403793963973),
 (u'object-relational_database_management', 0.7526400061294996),
 (u'pl_sql', 0.7518525633632398),
 (u'third-party_content_products', 0.7514882499322446),
 (u'window_right-click', 0.7507915404626331),
 (u'----NEW word2vec Word----: J2EE', 0.74922740372893071),
 (u'----NEW word2vec Word----: RDBMS', 0.74864304666128012),
 (u'grid_computing', 0.7483474807716187),
 (u'e-business_suite', 0.7468510040608821),
 (u'----NEW word2vec Word----: SQL_database', 0.74565487484758508),
 (u'click_herefor', 0.7455100654868905),
 (u'----NEW word2vec Word----: J2EE_architecture', 0.74230131894480766),
 (u'click_herefor_more_videos', 0.7403553714337725),
 (u'unixodbc-_bit', 0.7397656929747374),
 (u'sql_server', 0.7376231187886043),
 (u'database_administrator', 0.7358285559389757),
 (u'highly-concurrent_applications', 0.7355456938531848),
 (u'identified_by_alexisahunk', 0.7346332219756239),
 (u'third-party_content', 0.733355117231202),
 (u'----NEW word2vec Word----: data_warehousing', 0.73251160409259508),
 (u"'last_name'", 0.7320674067937443),
 (u'----NEW word2vec Word----: Service_Oriented_Architecture', 0.73189819543905088),
 (u'----NEW word2vec Word----: NetERP', 0.73179450383186395),
 (u'----NEW word2vec Word----: object_relational_mapping', 0.73093380813900899),
 (u'----NEW word2vec Word----: SQL_relational_database', 0.73092806832172552),
 (u'nomount_stage', 0.7307667097715322),
 (u'----NEW word2vec Word----: Enterprise_Mashup_Platform', 0.72976302216494415),
 (u'object-oriented_features', 0.7293724648225819),
 (u'----NEW word2vec Word----: DBMS', 0.72863934087901094),
 (u'unixodbc-devel-_bit', 0.7283115425632558),
 (u'----NEW word2vec Word----: relational_databases', 0.72756387737518413),
 (u'----NEW word2vec Word----: Grid_Computing', 0.727046375998605),
 (u'----NEW word2vec Word----: OLAP', 0.7267520946481596),
 (u'----NEW word2vec Word----: oriented_architectures', 0.72616044188030526),
 (u'----NEW word2vec Word----: Firepond_CPQ_OnDemand', 0.7252440374360738),
 (u'subcomponent_cve--', 0.7250264775334747),
 (u'----NEW word2vec Word----: SOA', 0.72445679355511228),
 (u'step-by-step_guide', 0.7237532440915837),
 (u'documented_step-by-step', 0.7228131085289957),
 (u'----NEW word2vec Word----: service_oriented_architectures', 0.72266117625741089),
 (u'----NEW word2vec Word----: virtualisation', 0.72139226150027524),
 (u'----NEW word2vec Word----: server_virtualization', 0.72061680411907258),
 (u'user_whizdba', 0.7202694711434319),
 (u'----NEW word2vec Word----: oriented_architecture_SOA', 0.71999827506340586),
 (u'----NEW word2vec Word----: SQL_databases', 0.71964181643429481),
 (u'control_file', 0.718926494878626),
 (u'----NEW word2vec Word----: virtualization', 0.71850106282363824),
 (u'oracle_clusterware', 0.7179993984626301),
 (u'fully_documented_step-by-step_guide', 0.7177376631836567),
 (u'localhost_localdomain', 0.7169330487613633),
 (u'----NEW word2vec Word----: Service_Oriented_Architecture_SOA', 0.71659663026472731),
 (u'----NEW word2vec Word----: Hadoop', 0.71608053392128068),
 (u'localdomain_port', 0.7158721265020371),
 (u'on-line_redo_log', 0.7153711254765922),
 (u'steps_right-click', 0.7150582050781279),
 (u'----NEW word2vec Word----: OnDemand_SaaS', 0.71421494639396732),
 (u'----NEW word2vec Word----: Boomi_AtomSphere', 0.71326699755371537),
 (u'stored_procedure', 0.7128246168226916),
 (u'----NEW word2vec Word----: BPEL', 0.71210669299719698),
 (u'----NEW word2vec Word----: Grid_computing', 0.71108523507334287),
 (u'----NEW word2vec Word----: autonomic_computing', 0.71104135096595888),
 (u'----NEW word2vec Word----: SOAs', 0.71097394079747811),
 (u'steps_right-click_the_table', 0.710882880834857),
 (u'oratab_file', 0.710142092320182),
 (u'right-click_the_connection_node', 0.7099462368086122),
 (u'database_in-memory', 0.7086847999556256),
 (u'sql_statements', 0.7053831979449732),
 (u"oracle's_rac", 0.7049713872162142),
 (u"mysql_server's", 0.7039104649568881),
 (u"'library_cache", 0.7028495426975621),
 (u'----NEW word2vec Word----: mysql', 0.70118422993712304),
 (u'oracle_product', 0.7008807366291518),
 (u'oracle_database_server', 0.7003917599690032),
 (u'----NEW word2vec Word----: cloud_computing', 0.70026986485654497),
 (u'hrmodel_edmx', 0.7002017881723958),
 (u'----NEW word2vec Word----: Supportforce', 0.69968754246047016),
 (u'on-line_redo', 0.699264366330778),
 (u'single_sign-on', 0.6981376232811423),
 (u'----NEW word2vec Word----: mod_rewrite', 0.69677926928855027),
 (u'real_application_clusters', 0.6960867998615979),
 (u'netbeans_ide', 0.6956166782346264),
 (u'piction_talks_about_storing', 0.6953468628049614),
 (u'----NEW word2vec Word----: symlink', 0.69486427922105287),
 (u'application_clusters', 0.694254139864828),
 (u'oracle_software', 0.6916885306007311),
 (u'oracle_database_xe', 0.6906720305274676),
 (u'amazon_rds', 0.6899668681613875),
 (u'database_server', 0.689281257534611),
 (u'----NEW word2vec Word----: loosely_coupled', 0.68760062312105186),
 (u'sbin_conf', 0.687419053310511),
 (u'----NEW word2vec Word----: Spontania', 0.68737475160852601),
 (u'executing_sbin', 0.6863581310511848),
 (u'oracle_database_administrator', 0.6863522908289676),
 (u'----NEW word2vec Word----: commandline', 0.68600777528844092),
 (u"name'_salary", 0.6855303261833026),
 (u'redo_log_files', 0.6848558239768946),
 (u"'_'last", 0.6845929043416848),
 (u'-bit_version', 0.6819064662359121),
 (u'-bit_oracle', 0.6809663306733241),
 (u'linq_query', 0.6785480676909401),
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 (u'vormetric_key_management', 0.6728953484738902),
 (u'oracle_tde', 0.6719041127214878),
 (u'database_management', 0.6708307864519999),
 (u'----NEW word2vec Word----: usr_lib', 0.67078429738847711),
 (u'oracle_rdbms', 0.6707269136587571),
 (u'----NEW word2vec Word----: multitenant_architecture_Salesforce_CRM', 0.66972768044756659),
 (u'----NEW word2vec Word----: sshd', 0.66878558650739317),
 (u'----NEW word2vec Word----: htaccess', 0.66877601545525223),
 (u'ora_m_app_oracle', 0.6679009677523821),
 (u'database_oracle', 0.6665968308234411),
 (u'logfile_pl', 0.6662416107628598),
 (u'z-_oracle', 0.6641506229107813),
 (u'----NEW word2vec Word----: httpd.conf', 0.66358072817097324),
 (u'log_files', 0.6605515705197117),
 (u'data_dictionary', 0.6604321065511111),
 (u'performance_tuning', 0.6602469649979055),
 (u'online_redo_logs', 0.6592253829851494),
 (u'oracle_version', 0.6588447338160515),
 (u'core_tenets', 0.6584493356018203),
 (u'oracle_universal_installer', 0.6577069720395488),
 (u'----NEW word2vec Word----: cmd.exe', 0.65754713771757234),
 (u'rimini_street', 0.6573221874464303),
 (u'vormetric_application_encryption', 0.6572586758927129),
 (u'vormetric_key', 0.6563722149183844),
 (u'----NEW word2vec Word----: scsi', 0.65520881748223525),
 (u'----NEW word2vec Word----: config_files', 0.65500935375803682),
 (u'relational_database_management', 0.6545215025860334),
 (u'db_instance', 0.6542500780071372),
 (u'oracle_user', 0.6531265647337271),
 (u'oracle_sql', 0.6521864291711391),
 (u'universal_installer', 0.6482171040709426),
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 (u'group_bytes_status', 0.6434670720622804),
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 (u'oracle_client', 0.6412016045053929),
 (u'installing_oracle', 0.6402843573882822),
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 (u'app_oracle', 0.6381153161595697),
 (u'virtualization_and_provisioning', 0.6372806567374745),
 (u'online_redo', 0.6365662826299262),
 (u'vormetric_application', 0.6356533801361688),
 (u'sql_queries', 0.6336334432418756),
 (u'cvss_rating', 0.6333858999771181),
 (u'odp_net', 0.6321615031301135),
 (u'----NEW word2vec Word----: htaccess_file', 0.63169599417429834),
 (u'ddl_scripts', 0.631209354819499),
 (u'amazon_rds_method', 0.6307199807072698),
 (u'----NEW word2vec Word----: freebsd', 0.63002908077156505),
 (u'oracle_instance', 0.6280790247342993),
 (u'free_oracle', 0.6271416028926816),
 (u'entity_framework', 0.625997202804),
 (u'vormetric_transparent_encryption', 0.6256337642728695),
 (u'oracle_database_g_release', 0.6234672763880674),
 (u'sandboxed_java', 0.6227722941409312),
 (u'----NEW word2vec Word----: supercomputing', 0.62266791390478105),
 (u'----NEW word2vec Word----: xfs', 0.62235948343810477),
 (u'real_application', 0.6215908077629002),
 (u'group_bytes', 0.6201025112559356),
 (u'bytes_status', 0.6190415889966094),
 (u'recovery_for_oracle', 0.6186485635721868),
 (u'version_of_oracle', 0.6177896969050717),
 (u'catalog_role', 0.6174056625066406),
 (u'installer_oui', 0.6171738115846276),
 (u'oracle_real_application', 0.6167198932709854),
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 (u'oracle_universal_installer_oui', 0.6125031211038364),
 (u'install_oracle', 0.6087206936132113),
 (u'oracle_support', 0.6076597713538853),
 (u'oracle_universal', 0.6065988490945591),
 (u'oracle_enterprise', 0.605537926835233),
 (u'temporary_tablespace', 0.604441485314546),
 (u'----NEW word2vec Word----: CRM_applications_http://www.salesforce.com/crm', 0.60269545042365513),
 (u'relational_data_model', 0.6023495658311617),
 (u'node_and_choose', 0.6022998422928076),
 (u'infrastructure_grid', 0.6011101763271312),
 (u'oci_driver', 0.6000924176468387),
 (u'data_model', 0.5999706864650836),
 (u'enterprise_edition', 0.5990723641286787),
 (u'rds_method', 0.5988564458905616),
 (u'xeona_r_processors', 0.5975672788201676),
 (u'tuning_features', 0.5973096722394894),
 (u'vormetric_offers', 0.5948445797799982),
 (u'vormetric_transparent', 0.5937809437997017),
 (u'configuration_assistant', 0.5909289010674276),
 (u'oracle_rac', 0.589110410607413),
 (u'standard_edition', 0.5884977554293068),
 (u'performance_scalability', 0.5869649162833799),
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 (u'oriented_architecture', 0.585106687772186),
 (u'java_se', 0.5832767668984908),
 (u'oracle_certification', 0.5828170828104544),
 (u'service_oriented_architecture', 0.5820879914695894),
 (u'oracle_tutorials', 0.5819454817591465),
 (u'oracle_real', 0.5807556316401712),
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 (u'resources_holistically', 0.5756306441940432),
 (u'power_bi_desktop', 0.5733914611842318),
 (u'certification_exam', 0.5733009128746611),
 (u'oracle_real_application_clusters', 0.5712869624651978),
 (u'parameter_file', 0.5707573495454599),
 (u'relational_data', 0.5706728080662233),
 (u'rows_selected', 0.5693049091442263),
 (u'vormetric_data_security', 0.5682855821946676),
 (u'config_file', 0.5678944290971614),
 (u'swap_space', 0.5660491306572004),
 (u'startup_command', 0.5649876838131341),
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 (u'startup_and_shutdown', 0.5597300382502448),
 (u'service_oriented', 0.5591079472513225),
 (u'----NEW word2vec Word----: licencia_microsoft_office', 0.55874795716867487),
 (u'database_encryption', 0.5584387432986956),
 (u'applications_grid', 0.5557298448399166),
 (u'oracle_database_standard_edition', 0.5556058038535697),
 (u'----NEW word2vec Word----: comprar_photoshop', 0.55520683001743343),
 (u'sysctl_conf_file', 0.5542156350902719),
 (u'conf_file', 0.5541509324068442),
 (u'ross_geller', 0.5524622379980063),
 (u'jdbc_sqlj', 0.5514367246142307),
 (u'versions_of_oracle', 0.5504790498714697),
 (u'installation_of_oracle', 0.5504097751483406),
 (u'trunc_sysdate', 0.5503699198014654),
 (u'bash_profile_file', 0.5502546888151502),
 (u'vormetric_data', 0.5489984014535765),
 (u'backup_and_recovery', 0.5481284683428143),
 (u'microsoft_sql_server', 0.5475937405195719),
 (u'oracle_enterprise_manager', 0.5475041427507871),
 (u'oracle_database_exam', 0.5474348680276578),
 (u'structured_query_language', 0.5473203079706294),
 (u'oracle_g_release', 0.5472963185813995),
 (u'----NEW word2vec Word----: precio_windows_7', 0.52813155555176283),
 (u'----NEW word2vec Word----: usb', 0.52049867951032081),
 (u'----NEW word2vec Word----: achat_windows_7', 0.5039445415571906),
 (u'----NEW word2vec Word----: licencia_microsoft', 0.41801033216380246)]