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NLP in diagnostic texts from nephropathology
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Maximilian Legnar
NLP in diagnostic texts from nephropathology
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6ed8c8d0
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6ed8c8d0
authored
Jul 18, 2022
by
Maximilian Legnar
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added some instructions to README.md
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README.md
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6ed8c8d0
...
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@@ -3,7 +3,7 @@
This python project was created as part of the article "Natural Language Processing in diagnostic texts from
nephropathology".
The paper can be found
(soon)
[
here
](
LINK
)
.
The paper can be found
[
here
](
LINK
)
.
The scripts
```database_preparation/data_preparation_pipeline.py```
,
```TextClustering/clustering_pipeline.py```
and
```TextClassification/classification_pipeline.py```
gives an idea of how this project can be used with other datasets.
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@@ -18,7 +18,11 @@ Feel free to use and adapt the scripts to your own needs.
## Requirements
```
database_preparation/preprocess.py
``` requires some nltk corporas:
Create a new environment, then install the required python packages with
```
pip install -r requirements.txt
```.
The script ```
database_preparation/preprocess.py
``` requires some nltk corporas:
```
import nltk
nltk.download('stopwords')
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database_preparation/data_preparation_pipeline.py
View file @
6ed8c8d0
# -*- coding: iso-8859-1 -*-
import
os
#
params:
#
#### Script paramseters: Please adapt to own data!!! #####
path_to_reports
=
'../DataNephroTexts/reports'
author_names
=
"Name1 Name2 Name3 Name4"
##
<- Type in the names of the pathologists of your institut!
author_names
=
"Name1 Name2 Name3 Name4"
##
names of the pathologists who wrote the reports
splitted_reports_folder_path
=
'../DataNephroTexts'
path2corpus_bow_preprocessed_diagnosis
=
'database/bow_prepro_diag.pkl'
path2corpus_embedding_preprocessed_diagnosis
=
'database/embedding_prepro_diag.pkl'
...
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