Datasets:
Tasks:
Token Classification
Modalities:
Text
Sub-tasks:
named-entity-recognition
Languages:
Spanish
Size:
10K - 100K
License:
upload dataset
Browse files- .gitattributes +3 -0
- README.md +142 -0
- cantemist-ner.py +114 -0
- dev.conll +3 -0
- test.conll +3 -0
- train.conll +3 -0
.gitattributes
CHANGED
@@ -25,3 +25,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
25 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
26 |
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
27 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
25 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
26 |
*.zstandard filter=lfs diff=lfs merge=lfs -text
|
27 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
28 |
+
test.conll filter=lfs diff=lfs merge=lfs -text
|
29 |
+
train.conll filter=lfs diff=lfs merge=lfs -text
|
30 |
+
dev.conll filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
@@ -0,0 +1,142 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
annotations_creators:
|
3 |
+
- expert-generated
|
4 |
+
languages:
|
5 |
+
- es
|
6 |
+
multilinguality:
|
7 |
+
- monolingual
|
8 |
+
task_categories:
|
9 |
+
- text-classification
|
10 |
+
- multi-label-text-classification
|
11 |
+
task_ids:
|
12 |
+
- named-entity-recognition
|
13 |
+
---
|
14 |
+
|
15 |
+
# CANTEMIST Corpus
|
16 |
+
|
17 |
+
## BibTeX citation
|
18 |
+
If you use these resources in your work, please cite the following paper:
|
19 |
+
|
20 |
+
```bibtex
|
21 |
+
@inproceedings{miranda2020named,
|
22 |
+
title={Named entity recognition, concept normalization and clinical coding: Overview of the cantemist track for cancer text mining in spanish, corpus, guidelines, methods and results},
|
23 |
+
author={Miranda-Escalada, A and Farr{\'e}, E and Krallinger, M},
|
24 |
+
booktitle={Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2020), CEUR Workshop Proceedings},
|
25 |
+
year={2020}
|
26 |
+
}
|
27 |
+
```
|
28 |
+
|
29 |
+
## Digital Object Identifier (DOI) and access to dataset files
|
30 |
+
|
31 |
+
TO DO: link to zenodo
|
32 |
+
|
33 |
+
## Introduction
|
34 |
+
|
35 |
+
TO DO: This is a dataset for Named Entity Recognition (NER) from...
|
36 |
+
|
37 |
+
### Supported Tasks and Leaderboards
|
38 |
+
|
39 |
+
Named Entities Recognition, Language Model
|
40 |
+
|
41 |
+
### Languages
|
42 |
+
|
43 |
+
ES - Spanish
|
44 |
+
|
45 |
+
### Directory structure
|
46 |
+
|
47 |
+
* cantemist-ner.py
|
48 |
+
* dev.conll
|
49 |
+
* test.conll
|
50 |
+
* train.conll
|
51 |
+
* README.md
|
52 |
+
|
53 |
+
## Dataset Structure
|
54 |
+
|
55 |
+
### Data Instances
|
56 |
+
|
57 |
+
Three four-column files, one for each split.
|
58 |
+
|
59 |
+
### Data Fields
|
60 |
+
|
61 |
+
Every file has four columns:
|
62 |
+
* 1st column: Word form or punctuation symbol
|
63 |
+
* 2nd column: Original BRAT file name
|
64 |
+
* 3rd column: Spans
|
65 |
+
* 4th column: IOB tag
|
66 |
+
|
67 |
+
### Example:
|
68 |
+
<pre>
|
69 |
+
El cc_onco101 662_664 O
|
70 |
+
informe cc_onco101 665_672 O
|
71 |
+
HP cc_onco101 673_675 O
|
72 |
+
es cc_onco101 676_678 O
|
73 |
+
compatible cc_onco101 679_689 O
|
74 |
+
con cc_onco101 690_693 O
|
75 |
+
adenocarcinoma cc_onco101 694_708 B-MORFOLOGIA_NEOPLASIA
|
76 |
+
moderadamente cc_onco101 709_722 I-MORFOLOGIA_NEOPLASIA
|
77 |
+
diferenciado cc_onco101 723_735 I-MORFOLOGIA_NEOPLASIA
|
78 |
+
que cc_onco101 736_739 O
|
79 |
+
afecta cc_onco101 740_746 O
|
80 |
+
a cc_onco101 747_748 O
|
81 |
+
grasa cc_onco101 749_754 O
|
82 |
+
peripancreática cc_onco101 755_770 O
|
83 |
+
sobrepasando cc_onco101 771_783 O
|
84 |
+
la cc_onco101 784_786 O
|
85 |
+
serosa cc_onco101 787_793 O
|
86 |
+
, cc_onco101 793_794 O
|
87 |
+
infiltración cc_onco101 795_807 O
|
88 |
+
perineural cc_onco101 808_818 O
|
89 |
+
. cc_onco101 818_819 O
|
90 |
+
</pre>
|
91 |
+
|
92 |
+
### Data Splits
|
93 |
+
|
94 |
+
* train: 18,916 tokens
|
95 |
+
* development: 17,656 tokens
|
96 |
+
* test: 10,886 tokens
|
97 |
+
|
98 |
+
## Dataset Creation
|
99 |
+
|
100 |
+
### Methodology
|
101 |
+
|
102 |
+
TO DO
|
103 |
+
|
104 |
+
### Curation Rationale
|
105 |
+
|
106 |
+
For compatibility with similar datasets in other languages, we followed as close as possible existing curation guidelines.
|
107 |
+
|
108 |
+
### Source Data
|
109 |
+
|
110 |
+
#### Initial Data Collection and Normalization
|
111 |
+
|
112 |
+
TO DO
|
113 |
+
|
114 |
+
#### Who are the source language producers?
|
115 |
+
|
116 |
+
TO DO
|
117 |
+
|
118 |
+
### Annotations
|
119 |
+
|
120 |
+
#### Annotation process
|
121 |
+
|
122 |
+
TO DO
|
123 |
+
|
124 |
+
#### Who are the annotators?
|
125 |
+
|
126 |
+
TO DO
|
127 |
+
|
128 |
+
### Dataset Curators
|
129 |
+
|
130 |
+
TO DO: Martin?
|
131 |
+
|
132 |
+
### Personal and Sensitive Information
|
133 |
+
|
134 |
+
No personal or sensitive information included.
|
135 |
+
|
136 |
+
## Contact
|
137 |
+
|
138 |
+
TO DO: Casimiro?
|
139 |
+
|
140 |
+
## License
|
141 |
+
|
142 |
+
<a rel="license" href="https://creativecommons.org/licenses/by/4.0/"><img alt="Attribution 4.0 International License" style="border-width:0" src="https://chriszabriskie.com/img/cc-by.png" width="100"/></a><br />This work is licensed under a <a rel="license" href="https://creativecommons.org/licenses/by/4.0/">Attribution 4.0 International License</a>.
|
cantemist-ner.py
ADDED
@@ -0,0 +1,114 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Loading script for the Cantemist NER dataset.
|
2 |
+
import datasets
|
3 |
+
|
4 |
+
|
5 |
+
logger = datasets.logging.get_logger(__name__)
|
6 |
+
|
7 |
+
|
8 |
+
_CITATION = """\
|
9 |
+
@inproceedings{miranda2020named,
|
10 |
+
title={Named entity recognition, concept normalization and clinical coding: Overview of the cantemist track for cancer text mining in spanish, corpus, guidelines, methods and results},
|
11 |
+
author={Miranda-Escalada, A and Farr{\'e}, E and Krallinger, M},
|
12 |
+
booktitle={Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2020), CEUR Workshop Proceedings},
|
13 |
+
year={2020}
|
14 |
+
}"""
|
15 |
+
|
16 |
+
_DESCRIPTION = """\
|
17 |
+
https://temu.bsc.es/cantemist/
|
18 |
+
"""
|
19 |
+
|
20 |
+
_URL = "https://huggingface.co/datasets/PlanTL-GOB-ES/pharmaconer/resolve/main/"
|
21 |
+
# _URL = "./"
|
22 |
+
_TRAINING_FILE = "train.conll"
|
23 |
+
_DEV_FILE = "dev.conll"
|
24 |
+
_TEST_FILE = "test.conll"
|
25 |
+
|
26 |
+
class CantemistNerConfig(datasets.BuilderConfig):
|
27 |
+
"""BuilderConfig for Cantemist Ner dataset"""
|
28 |
+
|
29 |
+
def __init__(self, **kwargs):
|
30 |
+
"""BuilderConfig for CantemistNer.
|
31 |
+
|
32 |
+
Args:
|
33 |
+
**kwargs: keyword arguments forwarded to super.
|
34 |
+
"""
|
35 |
+
super(CantemistNerConfig, self).__init__(**kwargs)
|
36 |
+
|
37 |
+
|
38 |
+
class CantemistNer(datasets.GeneratorBasedBuilder):
|
39 |
+
"""Cantemist Ner dataset."""
|
40 |
+
|
41 |
+
BUILDER_CONFIGS = [
|
42 |
+
CantemistNerConfig(
|
43 |
+
name="CantemistNer",
|
44 |
+
version=datasets.Version("1.0.0"),
|
45 |
+
description="CantemistNer dataset"),
|
46 |
+
]
|
47 |
+
|
48 |
+
def _info(self):
|
49 |
+
return datasets.DatasetInfo(
|
50 |
+
description=_DESCRIPTION,
|
51 |
+
features=datasets.Features(
|
52 |
+
{
|
53 |
+
"id": datasets.Value("string"),
|
54 |
+
"tokens": datasets.Sequence(datasets.Value("string")),
|
55 |
+
"ner_tags": datasets.Sequence(
|
56 |
+
datasets.features.ClassLabel(
|
57 |
+
names=[
|
58 |
+
"O",
|
59 |
+
"B-MORFOLOGIA_NEOPLASIA",
|
60 |
+
"I-MORFOLOGIA_NEOPLASIA",
|
61 |
+
]
|
62 |
+
)
|
63 |
+
),
|
64 |
+
}
|
65 |
+
),
|
66 |
+
supervised_keys=None,
|
67 |
+
homepage="https://temu.bsc.es/cantemist/",
|
68 |
+
citation=_CITATION,
|
69 |
+
)
|
70 |
+
|
71 |
+
def _split_generators(self, dl_manager):
|
72 |
+
"""Returns SplitGenerators."""
|
73 |
+
urls_to_download = {
|
74 |
+
"train": f"{_URL}{_TRAINING_FILE}",
|
75 |
+
"dev": f"{_URL}{_DEV_FILE}",
|
76 |
+
"test": f"{_URL}{_TEST_FILE}",
|
77 |
+
}
|
78 |
+
downloaded_files = dl_manager.download_and_extract(urls_to_download)
|
79 |
+
|
80 |
+
return [
|
81 |
+
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
|
82 |
+
datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
|
83 |
+
datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}),
|
84 |
+
]
|
85 |
+
|
86 |
+
def _generate_examples(self, filepath):
|
87 |
+
logger.info("⏳ Generating examples from = %s", filepath)
|
88 |
+
with open(filepath, encoding="utf-8") as f:
|
89 |
+
guid = 0
|
90 |
+
tokens = []
|
91 |
+
pos_tags = []
|
92 |
+
ner_tags = []
|
93 |
+
for line in f:
|
94 |
+
if line.startswith("-DOCSTART-") or line == "" or line == "\n":
|
95 |
+
if tokens:
|
96 |
+
yield guid, {
|
97 |
+
"id": str(guid),
|
98 |
+
"tokens": tokens,
|
99 |
+
"ner_tags": ner_tags,
|
100 |
+
}
|
101 |
+
guid += 1
|
102 |
+
tokens = []
|
103 |
+
ner_tags = []
|
104 |
+
else:
|
105 |
+
# Cantemist tokens are tab separated
|
106 |
+
splits = line.split("\t")
|
107 |
+
tokens.append(splits[0])
|
108 |
+
ner_tags.append(splits[-1].rstrip())
|
109 |
+
# last example
|
110 |
+
yield guid, {
|
111 |
+
"id": str(guid),
|
112 |
+
"tokens": tokens,
|
113 |
+
"ner_tags": ner_tags,
|
114 |
+
}
|
dev.conll
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7a6015c123a4af8af788aa5d59c4986d9fccd9af21f85d9f1684edc8fa9f67fe
|
3 |
+
size 11823842
|
test.conll
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5f75db5b4c230af5c8365af762eb42cf3896dddb274181780b7d7c7f009f0fbf
|
3 |
+
size 7153088
|
train.conll
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1aec255970def922a78aaa2aa44b43cef90c8a9c413fc3ea2e1d27346bcec028
|
3 |
+
size 12978461
|