Estefani Gaytan Nunez
Showing 1 changed file with 19 additions and 10 deletions
# "Automatic Extraction of Growth Conditions (GC) from the Gene Expression Omnibus (GEO)".
Project to extract in an automatic way, the growth conditions of all enterobacteria within the GEO using "Conditional Random Fields " (CRFs).
# Automatic Extraction of Growth Conditions (GCs) from the Gene Expression Omnibus (GEO)
Project to extract in an automatic way the growth conditions of all enterobacteria within the GEO using "Conditional Random Fields " (CRFs).
## Prerequisites
### Programming languages
- Python (version 2.7, version 3)
- Python (version 2.7, version 3.7)
- Bash
## Folder content
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1. label-split_training_test_v1.py
2. params.py
3. training_validation_v3.py
- check
1. sentences-405-order-rep.txt
- data-sets
1. test-data-set-30.txt
2. training-data-set-70.txt
- models
1. training-data-set-70.fStopWords_False.fSymbols_False.mod
- reports
- reports
_Folder that encloses files with **information of the performance of the CRF while identifying GCs.**_
1. report_training-data-set-70.fStopWords_False.fSymbols_False.txt
2. y_pred_training-data-set-70.fStopWords_False.fSymbols_False.txt
3. y_test_training-data-set-70.fStopWords_False.fSymbols_False.txt
**CoreNLP**
- bin
1. get-raw-sentences.sh
2. single_run.sh
1. get-raw-sentences.sh
_Script that **extracts the GCs** from the file: "tagged-xml-data" and adds the phrase: "PGCGROWTHCONDITIONS" to all lines._
2. single_run.sh
_Script that **runs** th script: "corenlp.sh" with the desired parameters._
- input
1. raw-metadata-senteneces.txt
1. raw-metadata-senteneces.txt
_Resulting file from "get-raw-sentences.sh". **Contains all the GCs.**_
- output
1. raw-metadata-senteneces.txt.conll
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1. raw-metadata-senteneces.txt.conll
_This file contains **all the words of all the GCs** tagged with its **"LEMMA" & "POS"**_
**data-sets**
- report-manually-tagged-gcs
_Contains the extracted GCs of all the samples for each serie._
- tagged-xml-data
_Contains the **original xml-tagged files** where the GCs will be extracted._
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