{"response":{"docs":[{"system_create_dtsi":"2022-11-12T19:43:40Z","system_modified_dtsi":"2022-11-12T19:44:13Z","has_model_ssim":["Dataset"],"id":"n583xw57d","accessControl_ssim":["223b8d23-1644-4c49-bae6-0952a0aa9b21"],"hasRelatedMediaFragment_ssim":["rr171z90g"],"hasRelatedImage_ssim":["rr171z90g"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nvl_earth.csv"],"date_uploaded_dtsi":"2022-11-12T19:43:40Z","date_modified_dtsi":"2022-11-12T19:43:40Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/cs9y-0a69"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Topic Coherence","Natural Language Processing","Literature"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["rr171z90g"],"file_set_ids_ssim":["rr171z90g"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NVL_EARTHCSV","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__pathnames_ssim":["n583xw57d"],"nesting_collection__deepest_nested_depth_isi":1,"_version_":1749763234449063936,"timestamp":"2022-11-17T16:57:36.485Z","score":0.00049999997},{"system_create_dtsi":"2022-11-12T19:38:15Z","system_modified_dtsi":"2022-11-12T19:38:48Z","has_model_ssim":["Dataset"],"id":"t148fj58c","accessControl_ssim":["6edf7700-e5d3-412c-9f37-bd6b4e04b666"],"hasRelatedMediaFragment_ssim":["tx31qk08g"],"hasRelatedImage_ssim":["tx31qk08g"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nvl_climate.csv"],"date_uploaded_dtsi":"2022-11-12T19:38:15Z","date_modified_dtsi":"2022-11-12T19:38:15Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/zzbj-9614"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Literature","Topic Coherence","Natural Language Processing"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["tx31qk08g"],"file_set_ids_ssim":["tx31qk08g"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NVL_CLIMATECSV","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__pathnames_ssim":["t148fj58c"],"nesting_collection__deepest_nested_depth_isi":1,"_version_":1749763237045338112,"timestamp":"2022-11-17T16:57:38.962Z","score":0.00049999997},{"system_create_dtsi":"2022-11-12T19:34:49Z","system_modified_dtsi":"2022-11-12T19:35:24Z","has_model_ssim":["Dataset"],"id":"c247dt64g","accessControl_ssim":["453b03d9-1b9f-4f87-97f8-06a5405f798e"],"hasRelatedMediaFragment_ssim":["8c97ks093"],"hasRelatedImage_ssim":["8c97ks093"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nvl_environmental.csv"],"date_uploaded_dtsi":"2022-11-12T19:34:49Z","date_modified_dtsi":"2022-11-12T19:34:49Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/mb5f-s989"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Natural Language Processing","Literature"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["8c97ks093"],"file_set_ids_ssim":["8c97ks093"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NVL_ENVIRONMENTALCSV","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__pathnames_ssim":["c247dt64g"],"nesting_collection__deepest_nested_depth_isi":1,"_version_":1749763238038339584,"timestamp":"2022-11-17T16:57:39.909Z","score":0.00049999997},{"system_create_dtsi":"2022-11-12T02:53:27Z","system_modified_dtsi":"2022-11-12T02:53:56Z","has_model_ssim":["Dataset"],"id":"mw22v6879","accessControl_ssim":["da41e3fe-f41d-4f29-9594-7b9da7e2b2d9"],"hasRelatedMediaFragment_ssim":["3j333367f"],"hasRelatedImage_ssim":["3j333367f"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["TV News Transcripts of Outer Space Coverage"],"date_uploaded_dtsi":"2022-11-12T02:53:26Z","date_modified_dtsi":"2022-11-12T02:53:26Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/beq4-vv64"],"time_period_tesim":["2010-2022"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Outer Space","Media","Television","News"],"language_tesim":["English"],"description_tesim":["Text and Metadata for 14,399 newspaper articles.\r\nTranscripts collected from Internet Archive\r\nDate Range: 2010-2022\r\nFile includes meta/data:\r\n- Unique-id (uid)\r\n- Title (incl. search term)\r\n- Date\r\n- Link (url)\r\n- Abstract\r\n- Text\r\nText matching the following terms:\r\n- space explor*\r\n- space mission\r\n- space science\r\n- spaceship\r\n- space tour*\r\n- space transport*\r\n- spacecraft\r\n- space shuttle\r\n- outer space\r\n- astronom*\r\n- astrop*\r\n- astrona*\r\n- planet\r\n- NASA\r\n- star trek\r\n- star wars\r\n- lunar\r\n- space flight"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["3j333367f"],"member_of_collections_ssim":["Media Coverage of Outer Space"],"member_of_collection_ids_ssim":["rr171z89q"],"file_set_ids_ssim":["3j333367f"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"TV NEWS TRANSCRIPTS OF OUTER SPACE COVERAGE","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["rr171z89q"],"nesting_collection__parent_ids_ssim":["rr171z89q"],"nesting_collection__pathnames_ssim":["rr171z89q/mw22v6879"],"nesting_collection__deepest_nested_depth_isi":2,"_version_":1749257199391080448,"timestamp":"2022-11-12T02:54:23.848Z","score":0.00049999997},{"system_create_dtsi":"2022-11-12T02:35:13Z","system_modified_dtsi":"2022-11-12T02:42:12Z","has_model_ssim":["Dataset"],"id":"d791sh37p","accessControl_ssim":["6c0f149e-4165-413d-8af3-676e9ff58dd4"],"hasRelatedMediaFragment_ssim":["w9505218r"],"hasRelatedImage_ssim":["w9505218r"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Newspaper coverage of Outer Space Theme"],"date_uploaded_dtsi":"2022-11-12T02:35:12Z","date_modified_dtsi":"2022-11-12T02:41:41Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/hwea-c105"],"time_period_tesim":["2017-2022"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Media","News","Outer Space"],"language_tesim":["English"],"description_tesim":["Text and Metadata for 9,061 newspaper articles. \r\nNewspapers included: New York Times, Wall Street Journal, \u0026 Washington Post\r\nDate Range: 2017-2022\r\nFile includes meta/data:\r\n- Unique-id (uid)\r\n- Title (incl. source paper \u0026 section name)\r\n- Date\r\n- Link (url)\r\n- Author\r\n- Text \r\nText matching the following terms: \r\n- space explor*\r\n- space mission\r\n- space science\r\n- spaceship\r\n- space tour*\r\n- space transport*\r\n- spacecraft\r\n- space shuttle\r\n- outer space\r\n- astronom*\r\n- astrop*\r\n- astrona*\r\n- planet\r\n- NASA\r\n- star trek\r\n- star wars\r\n- lunar\r\n- space flight"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["w9505218r"],"member_of_collections_ssim":["Media Coverage of Outer Space"],"member_of_collection_ids_ssim":["rr171z89q"],"file_set_ids_ssim":["w9505218r"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"NEWSPAPER COVERAGE OF OUTER SPACE THEME","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["rr171z89q"],"nesting_collection__parent_ids_ssim":["rr171z89q"],"nesting_collection__pathnames_ssim":["rr171z89q/d791sh37p"],"nesting_collection__deepest_nested_depth_isi":2,"_version_":1749256461273268224,"timestamp":"2022-11-12T02:42:39.924Z","score":0.00049999997},{"system_create_dtsi":"2022-11-05T18:21:59Z","system_modified_dtsi":"2022-11-11T20:11:54Z","has_model_ssim":["Dataset"],"id":"rj430607v","accessControl_ssim":["8b94e2c2-5b9f-426d-a1af-b31d272e1ec6"],"hasRelatedMediaFragment_ssim":["dn39x2990"],"hasRelatedImage_ssim":["dn39x2990"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nvl_random5k.csv "],"date_uploaded_dtsi":"2022-11-05T18:21:58Z","date_modified_dtsi":"2022-11-11T20:11:54Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/nfyj-ah72"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Literature","Natural Language Processing","Coherence"],"language_tesim":["English"],"description_tesim":["CSV files containing the topic coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc]\r\nSearchTerm[s] = (one of) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["dn39x2990","3f4627019"],"file_set_ids_ssim":["dn39x2990","3f4627019"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NVL_RANDOM5KCSV ","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__pathnames_ssim":["rj430607v"],"nesting_collection__deepest_nested_depth_isi":1,"_version_":1749763239566114816,"timestamp":"2022-11-17T16:57:41.366Z","score":0.00049999997},{"system_create_dtsi":"2022-11-04T21:01:40Z","system_modified_dtsi":"2022-11-04T21:02:13Z","has_model_ssim":["Dataset"],"id":"j098zc69m","accessControl_ssim":["ce8802a6-24a9-42e4-afcd-7c59b18cd762"],"hasRelatedMediaFragment_ssim":["pz50gx64p"],"hasRelatedImage_ssim":["pz50gx64p"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - pmc_environmental.csv"],"date_uploaded_dtsi":"2022-11-04T21:01:39Z","date_modified_dtsi":"2022-11-04T21:01:39Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/6594-eh39"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Coherence","Natural Language Processing"],"language_tesim":["English"],"description_tesim":["CSV files containing the topic coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one of) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc]\r\nSearchTerm[s] = (one of) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["pz50gx64p"],"member_of_collections_ssim":["Coherence Evaluations for 'Model of Models' Methods"],"member_of_collection_ids_ssim":["rr171z875"],"file_set_ids_ssim":["pz50gx64p"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS PMC_ENVIRONMENTALCSV","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["ng451k09w","ng451k09w/rr171z875"],"nesting_collection__parent_ids_ssim":["rr171z875"],"nesting_collection__pathnames_ssim":["ng451k09w/rr171z875/j098zc69m"],"nesting_collection__deepest_nested_depth_isi":3,"_version_":1749763426623684608,"timestamp":"2022-11-17T17:00:39.758Z","score":0.00049999997},{"system_create_dtsi":"2022-11-04T20:59:15Z","system_modified_dtsi":"2022-11-04T20:59:45Z","has_model_ssim":["Dataset"],"id":"ws859h247","accessControl_ssim":["d5425468-13fd-46fd-be6b-e9448cd7e9fb"],"hasRelatedMediaFragment_ssim":["m900nw083"],"hasRelatedImage_ssim":["m900nw083"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - pmc_earth.csv"],"date_uploaded_dtsi":"2022-11-04T20:59:14Z","date_modified_dtsi":"2022-11-04T20:59:14Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/qvpa-cg58"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Coherence","Natural Language Processing"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["m900nw083"],"member_of_collections_ssim":["Coherence Evaluations for 'Model of Models' Methods"],"member_of_collection_ids_ssim":["rr171z875"],"file_set_ids_ssim":["m900nw083"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS PMC_EARTHCSV","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["ng451k09w","ng451k09w/rr171z875"],"nesting_collection__parent_ids_ssim":["rr171z875"],"nesting_collection__pathnames_ssim":["ng451k09w/rr171z875/ws859h247"],"nesting_collection__deepest_nested_depth_isi":3,"_version_":1749763424311574528,"timestamp":"2022-11-17T17:00:37.553Z","score":0.00049999997},{"system_create_dtsi":"2022-11-04T20:12:13Z","system_modified_dtsi":"2022-11-04T20:12:44Z","has_model_ssim":["Dataset"],"id":"8623j034w","accessControl_ssim":["a3e24de7-cc95-4011-a0d3-d361c1c5fd50"],"hasRelatedMediaFragment_ssim":["9z903144z"],"hasRelatedImage_ssim":["9z903144z"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nws_environmental.csv "],"date_uploaded_dtsi":"2022-11-04T20:12:12Z","date_modified_dtsi":"2022-11-04T20:12:12Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/d7c6-rj84"],"geo_subject_tesim":["United States"],"time_period_tesim":["21st century"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Coherence","Natural Language Processing","News"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row\r\n\r\n"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["9z903144z"],"member_of_collections_ssim":["Coherence Evaluations for 'Model of Models' Methods"],"member_of_collection_ids_ssim":["rr171z875"],"file_set_ids_ssim":["9z903144z"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NWS_ENVIRONMENTALCSV ","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["ng451k09w","ng451k09w/rr171z875"],"nesting_collection__parent_ids_ssim":["rr171z875"],"nesting_collection__pathnames_ssim":["ng451k09w/rr171z875/8623j034w"],"nesting_collection__deepest_nested_depth_isi":3,"_version_":1749763428416749568,"timestamp":"2022-11-17T17:00:41.468Z","score":0.00049999997},{"system_create_dtsi":"2022-11-04T20:07:52Z","system_modified_dtsi":"2022-11-04T20:08:24Z","has_model_ssim":["Dataset"],"id":"sn00b033c","accessControl_ssim":["4f027e1b-5afd-4662-9707-67da7e749e97"],"hasRelatedMediaFragment_ssim":["4j03d1130"],"hasRelatedImage_ssim":["4j03d1130"],"depositor_ssim":["mccabeen@ucmail.uc.edu"],"depositor_tesim":["mccabeen@ucmail.uc.edu"],"title_tesim":["Coherence_Evaluations - nws_random5k.csv "],"date_uploaded_dtsi":"2022-11-04T20:07:51Z","date_modified_dtsi":"2022-11-04T20:07:51Z","isPartOf_ssim":["admin_set/default"],"doi_tesim":["doi:10.7945/3s6j-j390"],"time_period_tesim":["21st century"],"college_tesim":["Libraries"],"department_tesim":["Digital Scholarship Center (DSC)"],"creator_tesim":["McCabe, Erin E."],"publisher_tesim":["University of Cincinnati"],"subject_tesim":["Coherence","News","Natural Language Processing"],"language_tesim":["English"],"description_tesim":["CSV files containing the coherence scoring pertaining to datasets of:\r\nDocumentCount = 5,000\r\nCorpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]\r\nSearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus\r\n\r\nCoherence was scored across every combination of:\r\nTopicCount: 10-40\r\nHyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]\r\nHyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]\r\n\r\nThe columns in this file include:\r\nValidation_Set: Which search term this scoring pertains to\r\nTopics: Number of topics in the model\r\nAlpha: Hyperparameter alpha selection from the 6 options above\r\nBeta: Hyperparameter beta selection from the 6 options above\r\nCoherence: The topic coherence score for the given model-row\r\nPerplexity: The perplexity score for the given model-row"],"license_tesim":["http://www.opendatacommons.org/licenses/by/1.0/"],"date_created_tesim":["2022"],"thumbnail_path_ss":"/assets/work-ff055336041c3f7d310ad69109eda4a887b16ec501f35afc0a547c4adb97ee72.png","suppressed_bsi":false,"actionable_workflow_roles_ssim":["admin_set/default-default-depositing"],"workflow_state_name_ssim":["deposited"],"member_ids_ssim":["4j03d1130"],"member_of_collections_ssim":["Coherence Evaluations for 'Model of Models' Methods"],"member_of_collection_ids_ssim":["rr171z875"],"file_set_ids_ssim":["4j03d1130"],"visibility_ssi":"open","admin_set_tesim":["Default Admin Set"],"sort_title_ssi":"COHERENCE_EVALUATIONS NWS_RANDOM5KCSV ","human_readable_type_tesim":["Dataset"],"read_access_group_ssim":["public"],"edit_access_group_ssim":["admin"],"edit_access_person_ssim":["mccabeen@ucmail.uc.edu"],"nesting_collection__ancestors_ssim":["ng451k09w","ng451k09w/rr171z875"],"nesting_collection__parent_ids_ssim":["rr171z875"],"nesting_collection__pathnames_ssim":["ng451k09w/rr171z875/sn00b033c"],"nesting_collection__deepest_nested_depth_isi":3,"_version_":1749763422492295168,"timestamp":"2022-11-17T17:00:35.818Z","score":0.00049999997}],"facets":[{"name":"human_readable_type_sim","items":[{"value":"Image","hits":4797,"label":"Image"},{"value":"Dataset","hits":3723,"label":"Dataset"},{"value":"Etd","hits":994,"label":"Etd"},{"value":"Document","hits":978,"label":"Document"},{"value":"Article","hits":963,"label":"Article"},{"value":"Student Work","hits":755,"label":"Student Work"}],"label":"Human Readable Type Sim"},{"name":"creator_sim","items":[{"value":"Snider, Jerry A. (senior collector)","hits":3484,"label":"Snider, Jerry A. (senior collector)"},{"value":"Tepe, Eric (record/image)","hits":3484,"label":"Tepe, Eric (record/image)"},{"value":"Huston, Ron","hits":2344,"label":"Huston, Ron"},{"value":"He, Si (co-collector)","hits":1093,"label":"He, Si (co-collector)"},{"value":"Meyer, David L.","hits":631,"label":"Meyer, David L."},{"value":"Davis, Jack","hits":611,"label":"Davis, Jack"}],"label":"Creator Sim"},{"name":"subject_sim","items":[{"value":"Kingdom: Plantae","hits":3453,"label":"Kingdom: Plantae"},{"value":"Phylum: Bryophyta","hits":3146,"label":"Phylum: Bryophyta"},{"value":"Class: Bryopsida","hits":2902,"label":"Class: Bryopsida"},{"value":"Biology","hits":2361,"label":"Biology"},{"value":"Order: Hypnales","hits":1190,"label":"Order: Hypnales"},{"value":"Order: Dicranales","hits":369,"label":"Order: Dicranales"}],"label":"Subject Sim"},{"name":"college_sim","items":[{"value":"Arts and Sciences","hits":6145,"label":"Arts and Sciences"},{"value":"Engineering and Applied Science","hits":2769,"label":"Engineering and Applied Science"},{"value":"Design, Architecture, Art and Planning","hits":1235,"label":"Design, Architecture, Art and Planning"},{"value":"Other","hits":1070,"label":"Other"},{"value":"Libraries","hits":666,"label":"Libraries"},{"value":"Education, Criminal Justice, and Human Services","hits":541,"label":"Education, Criminal Justice, and Human Services"}],"label":"College Sim"},{"name":"department_sim","items":[{"value":"Biological Sciences","hits":3503,"label":"Biological Sciences"},{"value":"Mechanical and Materials Engineering","hits":2264,"label":"Mechanical and Materials Engineering"},{"value":"Other","hits":992,"label":"Other"},{"value":"Simpson Center for Urban Futures ","hits":784,"label":"Simpson Center for Urban Futures "},{"value":"Classics","hits":769,"label":"Classics"},{"value":"Romance \u0026 Arabic Languages \u0026 Literat","hits":644,"label":"Romance \u0026 Arabic Languages \u0026 Literat"}],"label":"Department Sim"},{"name":"language_sim","items":[{"value":"English","hits":1950,"label":"English"},{"value":"en_US","hits":224,"label":"en_US"},{"value":"English ","hits":145,"label":"English "},{"value":"Russian","hits":34,"label":"Russian"},{"value":"Spanish","hits":24,"label":"Spanish"},{"value":"German","hits":19,"label":"German"}],"label":"Language Sim"},{"name":"publisher_sim","items":[{"value":"University of Cincinnati, Margaret H. Fulford Herbarium (CINC)","hits":3484,"label":"University of Cincinnati, Margaret H. Fulford Herbarium (CINC)"},{"value":"University of Cincinnati","hits":3005,"label":"University of Cincinnati"},{"value":"University of Cincinnati: Romance and Arabic Languages and Literatures","hits":603,"label":"University of Cincinnati: Romance and Arabic Languages and Literatures"},{"value":"University of Cincinnati ","hits":100,"label":"University of Cincinnati "},{"value":"viDEO sAVant","hits":92,"label":"viDEO sAVant"},{"value":"Benjamin Britton","hits":60,"label":"Benjamin Britton"}],"label":"Publisher Sim"},{"name":"date_created_sim","items":[{"value":"2017","hits":2305,"label":"2017"},{"value":"","hits":211,"label":""},{"value":"2001-03-31","hits":181,"label":"2001-03-31"},{"value":"2017-10-31","hits":163,"label":"2017-10-31"},{"value":"2001-03-30","hits":156,"label":"2001-03-30"},{"value":"2001-03-29","hits":127,"label":"2001-03-29"}],"label":"Date Created Sim"},{"name":"member_of_collection_ids_ssim","items":[{"value":"1r66j250c","hits":3484,"label":"1r66j250c"},{"value":"79407x47z","hits":2123,"label":"79407x47z"},{"value":"05741w32f","hits":341,"label":"05741w32f"},{"value":"bc3871882","hits":225,"label":"bc3871882"},{"value":"x346d4806","hits":219,"label":"x346d4806"},{"value":"bc387z838","hits":189,"label":"bc387z838"}],"label":"Member Of Collection Ids Ssim"},{"name":"generic_type_sim","items":[{"value":"Work","hits":12572,"label":"Work"},{"value":"Collection","hits":171,"label":"Collection"}],"label":"Generic Type Sim"}],"pages":{"current_page":79,"next_page":80,"prev_page":78,"total_pages":1275,"limit_value":10,"offset_value":780,"total_count":12743,"first_page?":false,"last_page?":false}}}