Data for github repository https://github.com/GaioTransposon/metadata_mining

The directory contains the following files. *container refers to the Docker container the file is used in (see the README.md on github) **data_type: provided is for source files; produced is for files produced by running the scripts. filename type size container* data_type** description sample.info.gz file 325.70 MB 1 provided input - file with concatenated metadata of 3.8M samples (downloaded from NCBI) sample.info_test.gz file 10.64 KB 1 provided input - subset of sample.info.gz (can be used for testing) metadata.out file 2.04 GB 1 provided input - samples metadata for coordinates extraction samples_with_lat_lon_reversal.tsv file 2.37 KB 1 provided input - curated list of samples with obvious reversal of latitude-longitude ontologies_dict.pkl file 8.56 MB 1 produced output - dictionary of ontologies (FOODON, ENVO, UBERON, PO) sample.coordinates.reparsed.filtered file 60.86 MB 1 produced output - extracted coordinates training_data_pmids_based.csv file 1.07 GB 2 provided input - selection of samples: must be microbiome samples, must be different enough (based on PMID) gold_dict.pkl file 98.41 KB 2 produced output - built benchmark openai_system_better_prompt.txt file 1.43 KB 3 provided input - prompt improved in text format openai_system_better_prompt_batch.txt file 1.69 KB 3 provided input - prompt improved in json format for batch openai_system_better_prompt_json.txt file 1.69 KB 3 provided input - prompt improved in json format openai_system_prompt.txt file 1.32 KB 3 provided input - original prompt in text format openai_system_prompt_json.txt file 1.58 KB 3 provided input - original prompt in json format gpt_file_label_map.tsv file 25.83 KB 3 provided input - manually made file matching obtained files with corresponding labels batch_job_info.json file 5.25 KB 3 produced output - this file stores the OpenAI request batch id and related details gpt_clean_output_*.txt file NA 3 produced output - all OpenAI GPT output files in text format gpt_clean_output_*.csv file NA 3 produced output - all OpenAI GPT output files in csv format embeddings directory 2.3 GB 3 produced output - directory containing OpenAI GPT -made embeddings GH_collect_output_here.txt file 41.53 KB 4 provided input - human curator samples annotations 1st round GH_combined_output.txt file 41.30 KB 4 provided input - human curator samples annotations 1st + 2nd round keywordsbased_biomes_parsed.csv file 38.75 MB 4 provided input - keywords-based samples annotations (biomes). This is what MicrobeAtlas was initially based on. biome_subbiome_results.csv file 149.53 KB 4 produced output - results of GPT vs benchmark biome_subbiome_stats.csv file 14.73 MB 4 produced output - stats of GPT vs benchmark geocoded_coordinates.csv file 7.76 MB 4 produced output - OpenStreetMap-obtained coordinates from GPT geographic location in text form

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-18
DOI
https://doi.org/10.5281/zenodo.16100607
Primary Topic
Biomedical Text Mining and Ontologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Data for github repository https://github.com/GaioTransposon/metadata_mining

Zenodo (CERN European Organization for Nuclear Research)
Biomedical Text Mining and Ontologies
article

Data for github repository https://github.com/GaioTransposon/metadata_mining

article en

Abstract

The directory contains the following files. *container refers to the Docker container the file is used in (see the README.md on github) **data_type: provided is for source files; produced is for files produced by running the scripts. filename type size container* data_type** description sample.info.gz file 325.70 MB 1 provided input - file with concatenated metadata of 3.8M samples (downloaded from NCBI) sample.info_test.gz file 10.64 KB 1 provided input - subset of sample.info.gz (can be used for testing) metadata.out file 2.04 GB 1 provided input - samples metadata for coordinates extraction samples_with_lat_lon_reversal.tsv file 2.37 KB 1 provided input - curated list of samples with obvious reversal of latitude-longitude ontologies_dict.pkl file 8.56 MB 1 produced output - dictionary of ontologies (FOODON, ENVO, UBERON, PO) sample.coordinates.reparsed.filtered file 60.86 MB 1 produced output - extracted coordinates training_data_pmids_based.csv file 1.07 GB 2 provided input - selection of samples: must be microbiome samples, must be different enough (based on PMID) gold_dict.pkl file 98.41 KB 2 produced output - built benchmark openai_system_better_prompt.txt file 1.43 KB 3 provided input - prompt improved in text format openai_system_better_prompt_batch.txt file 1.69 KB 3 provided input - prompt improved in json format for batch openai_system_better_prompt_json.txt file 1.69 KB 3 provided input - prompt improved in json format openai_system_prompt.txt file 1.32 KB 3 provided input - original prompt in text format openai_system_prompt_json.txt file 1.58 KB 3 provided input - original prompt in json format gpt_file_label_map.tsv file 25.83 KB 3 provided input - manually made file matching obtained files with corresponding labels batch_job_info.json file 5.25 KB 3 produced output - this file stores the OpenAI request batch id and related details gpt_clean_output_*.txt file NA 3 produced output - all OpenAI GPT output files in text format gpt_clean_output_*.csv file NA 3 produced output - all OpenAI GPT output files in csv format embeddings directory 2.3 GB 3 produced output - directory containing OpenAI GPT -made embeddings GH_collect_output_here.txt file 41.53 KB 4 provided input - human curator samples annotations 1st round GH_combined_output.txt file 41.30 KB 4 provided input - human curator samples annotations 1st + 2nd round keywordsbased_biomes_parsed.csv file 38.75 MB 4 provided input - keywords-based samples annotations (biomes). This is what MicrobeAtlas was initially based on. biome_subbiome_results.csv file 149.53 KB 4 produced output - results of GPT vs benchmark biome_subbiome_stats.csv file 14.73 MB 4 produced output - stats of GPT vs benchmark geocoded_coordinates.csv file 7.76 MB 4 produced output - OpenStreetMap-obtained coordinates from GPT geographic location in text form

Zenodo (CERN European Organization for Nuclear Research)
University of Zurich (CH)
Openalex Percentile: Top 60%
Biomedical Text Mining and Ontologies
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