Dataset: Forest Fire Management Using NLP

About this Dataset

Forest Fire Management Using NLP

Context

These are the raw data sets for quantifying and analyzing the use of the word resilience in the context of western forest and fire management science between 1980 and 2016.

Content

The documents table (documents.csv) contains every document used in the analysis of the use of the word resilience in western forest and fire management science between 1980 and 2016 as well as counts of the words contained in thematic dictionaries used in the analysis.

The instances table (instances.csv) contains every instance of the word resilience in these documents (documents.csv) and can be linked to the documents table using the "docid" field. The text field contains the 10-word context window used for structural topic modelling resilience.

Acknowledgements

Selles, Owen; Rissman, Adena (2020), “Data for: The Use of the Word Resilience in Forest and Fire Management and Science in the Western United States”, Mendeley Data, V1, doi: 10.17632/g5kkw2s37f.1

Tables

Documents

@kaggle.saurabhshahane_nlp_in_fire_management.documents

47.31 KB
1626 rows
15 columns


CREATE TABLE documents (
  "context" VARCHAR,
  "usfs_doctype" VARCHAR,
  "journal" VARCHAR,
  "usfs_unit" VARCHAR,
  "year" BIGINT,
  "docid" BIGINT,
  "utilitarian_count" BIGINT,
  "biocentric_count" BIGINT,
  "cas_count" BIGINT,
  "resili_count" BIGINT,
  "token_count" BIGINT,
  "cc_count" BIGINT,
  "health_count" BIGINT,
  "integrity_count" BIGINT,
  "has_resili" BIGINT
);

Instances

@kaggle.saurabhshahane_nlp_in_fire_management.instances

473.18 KB
5484 rows
9 columns


CREATE TABLE instances (
  "instid" BIGINT,
  "context" VARCHAR,
  "docid" BIGINT,
  "journal" VARCHAR,
  "usfs_unit" VARCHAR,
  "word" VARCHAR,
  "word_order" BIGINT,
  "year" BIGINT,
  "text" VARCHAR
);