Index

A

abstract_text (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute) abstractText (soft_search.constants.NSFFields attribute) accuracy (soft_search.metrics.EvaluationMetrics attribute) agency (soft_search.constants.NSFFields attribute) annotator (soft_search.data.soft_search_2022.SoftSearch2022IRRDatasetFields attribute) Args (class in soft_search.bin.find_nsf_award_ids_in_github_readmes_and_link) (class in soft_search.bin.fit_and_eval_all_models) (class in soft_search.bin.generate_nsf_soft_search_2022_dataset) (class in soft_search.bin.get_github_repositories_with_nsf_ref)

awardAgencyCode (soft_search.constants.NSFFields attribute) awardee (soft_search.constants.NSFFields attribute) awardeeAddress (soft_search.constants.NSFFields attribute) awardeeCity (soft_search.constants.NSFFields attribute) awardeeCountryCode (soft_search.constants.NSFFields attribute) awardeeCounty (soft_search.constants.NSFFields attribute) awardeeDistrictCode (soft_search.constants.NSFFields attribute) awardeeName (soft_search.constants.NSFFields attribute) awardeeStateCode (soft_search.constants.NSFFields attribute) awardeeZipCode (soft_search.constants.NSFFields attribute)

B

Biological_Sciences (soft_search.constants.NSFPrograms attribute)

C

calc_fleiss_kappa() (in module soft_search.data.irr) cfdaNumber (soft_search.constants.NSFFields attribute)

Computer_and_Information_Science_and_Engineering (soft_search.constants.NSFPrograms attribute) coPDPI (soft_search.constants.NSFFields attribute)

D

date (soft_search.constants.NSFFields attribute)

dunsNumber (soft_search.constants.NSFFields attribute)

E

Education_and_Human_Resources (soft_search.constants.NSFPrograms attribute) Engineering (soft_search.constants.NSFPrograms attribute)

estimatedTotalAmt (soft_search.constants.NSFFields attribute) EvaluationMetrics (class in soft_search.metrics) expDate (soft_search.constants.NSFFields attribute)

F

f1 (soft_search.metrics.EvaluationMetrics attribute) fit_and_eval_all_models() (in module soft_search.label.model_selection) from_template_repo (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute)

fundAgencyCode (soft_search.constants.NSFFields attribute) fundProgramName (soft_search.constants.NSFFields attribute) fundsObligatedAmt (soft_search.constants.NSFFields attribute)

G

Geosciences (soft_search.constants.NSFPrograms attribute) get_nsf_dataset() (in module soft_search.nsf)

github_link (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute) (soft_search.data.soft_search_2022.SoftSearch2022IRRDatasetFields attribute)

I

id_ (soft_search.constants.NSFFields attribute) include_in_definition (soft_search.data.soft_search_2022.SoftSearch2022IRRDatasetFields attribute)

Integrative_Activities (soft_search.constants.NSFPrograms attribute) International_Science_and_Engineering (soft_search.constants.NSFPrograms attribute) is_a_fork (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute)

L

label (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute) label() (in module soft_search.label.regex) (in module soft_search.label.semantic_logit) (in module soft_search.label.tfidf_logit) (in module soft_search.label.transformer) load_github_repos_with_nsf_refs_2022() (in module soft_search.data.soft_search_2022)

load_linked_github_repositories_with_nsf_awards_2022() (in module soft_search.data.soft_search_2022) load_soft_search_2022_training() (in module soft_search.data) (in module soft_search.data.soft_search_2022) load_soft_search_2022_training_irr() (in module soft_search.data) (in module soft_search.data.soft_search_2022) load_tfidf_logit_for_prediction_from_abstract() (in module soft_search.label) load_tfidf_logit_for_prediction_from_outcomes() (in module soft_search.label)

M

main() (in module soft_search.bin.find_nsf_award_ids_in_github_readmes_and_link) (in module soft_search.bin.fit_and_eval_all_models) (in module soft_search.bin.generate_nsf_soft_search_2022_dataset) (in module soft_search.bin.get_github_repositories_with_nsf_ref) Mathematical_and_Physical_Sciences (soft_search.constants.NSFPrograms attribute) model (soft_search.metrics.EvaluationMetrics attribute) module soft_search soft_search.bin soft_search.bin.find_nsf_award_ids_in_github_readmes_and_link soft_search.bin.fit_and_eval_all_models soft_search.bin.generate_nsf_soft_search_2022_dataset soft_search.bin.get_github_repositories_with_nsf_ref soft_search.constants soft_search.data soft_search.data.irr soft_search.data.soft_search_2022 soft_search.label soft_search.label.model_selection soft_search.label.regex soft_search.label.semantic_logit soft_search.label.tfidf_logit soft_search.label.transformer soft_search.metrics soft_search.nsf soft_search.seed

most_recent_commit_datetime (soft_search.data.soft_search_2022.SoftSearch2022IRRDatasetFields attribute)

N

notes (soft_search.data.soft_search_2022.SoftSearch2022IRRDatasetFields attribute) nsf_award_id (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute)

nsf_award_link (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute) NSFFields (class in soft_search.constants) NSFPrograms (class in soft_search.constants)

P

parentDunsNumber (soft_search.constants.NSFFields attribute) pdPIName (soft_search.constants.NSFFields attribute) perfAddress (soft_search.constants.NSFFields attribute) perfCity (soft_search.constants.NSFFields attribute) perfCountryCode (soft_search.constants.NSFFields attribute) perfCounty (soft_search.constants.NSFFields attribute) perfDistrictCode (soft_search.constants.NSFFields attribute) perfLocation (soft_search.constants.NSFFields attribute) perfStateCode (soft_search.constants.NSFFields attribute) perfZipCode (soft_search.constants.NSFFields attribute) piEmail (soft_search.constants.NSFFields attribute) piFirstName (soft_search.constants.NSFFields attribute) piLastName (soft_search.constants.NSFFields attribute)

piPhone (soft_search.constants.NSFFields attribute) poEmail (soft_search.constants.NSFFields attribute) poName (soft_search.constants.NSFFields attribute) poPhone (soft_search.constants.NSFFields attribute) precision (soft_search.metrics.EvaluationMetrics attribute) PredictionLabels (class in soft_search.constants) primaryProgram (soft_search.constants.NSFFields attribute) print_irr_summary_stats() (in module soft_search.data.irr) project_outcomes (soft_search.data.soft_search_2022.SoftSearch2022DatasetFields attribute) projectOutComesReport (soft_search.constants.NSFFields attribute) publicAccessMandate (soft_search.constants.NSFFields attribute) publicationConference (soft_search.constants.NSFFields attribute) publicationResearch (soft_search.constants.NSFFields attribute)

R

recall (soft_search.metrics.EvaluationMetrics attribute)

rpp (soft_search.constants.NSFFields attribute)

S

set_seed() (in module soft_search.seed) Social_Behavioral_and_Economic_Sciences (soft_search.constants.NSFPrograms attribute) soft_search module soft_search.bin module soft_search.bin.find_nsf_award_ids_in_github_readmes_and_link module soft_search.bin.fit_and_eval_all_models module soft_search.bin.generate_nsf_soft_search_2022_dataset module soft_search.bin.get_github_repositories_with_nsf_ref module soft_search.constants module soft_search.data module soft_search.data.irr module soft_search.data.soft_search_2022 module

soft_search.label module soft_search.label.model_selection module soft_search.label.regex module soft_search.label.semantic_logit module soft_search.label.tfidf_logit module soft_search.label.transformer module soft_search.metrics module soft_search.nsf module soft_search.seed module SoftSearch2022DatasetFields (class in soft_search.data.soft_search_2022) SoftSearch2022IRRDatasetFields (class in soft_search.data.soft_search_2022) SoftwareNotPredicted (soft_search.constants.PredictionLabels attribute) SoftwarePredicted (soft_search.constants.PredictionLabels attribute) startDate (soft_search.constants.NSFFields attribute)

T

Technology_Innovation_and_Partnerships (soft_search.constants.NSFPrograms attribute) title (soft_search.constants.NSFFields attribute) train() (in module soft_search.label.regex) (in module soft_search.label.semantic_logit) (in module soft_search.label.tfidf_logit) (in module soft_search.label.transformer)

transType (soft_search.constants.NSFFields attribute)