reader and metadata for polstance

README.md

@@ -0,0 +1,182 @@
+---
+annotations_creators:
+- expert-generated
+language_creators:
+- found
+languages:
+- da
+licenses:
+- cc-by-4.0
+multilinguality:
+- monolingual
+pretty_name: Political Stance for Danish
+size_categories:
+- n<1K
+source_datasets:
+- original
+task_categories:
+- text-classification
+task_ids:
+- sentiment-analysis
+---
+
+# Dataset Card for "rustance"
+
+## Table of Contents
+- [Dataset Description](#dataset-description)
+  - [Dataset Summary](#dataset-summary)
+  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
+  - [Languages](#languages)
+- [Dataset Structure](#dataset-structure)
+  - [Data Instances](#data-instances)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [Personal and Sensitive Information](#personal-and-sensitive-information)
+- [Considerations for Using the Data](#considerations-for-using-the-data)
+  - [Social Impact of Dataset](#social-impact-of-dataset)
+  - [Discussion of Biases](#discussion-of-biases)
+  - [Other Known Limitations](#other-known-limitations)
+- [Additional Information](#additional-information)
+  - [Dataset Curators](#dataset-curators)
+  - [Licensing Information](#licensing-information)
+  - [Citation Information](#citation-information)
+  - [Contributions](#contributions)
+
+## Dataset Description
+
+- **Homepage:** [https://stromberg.ai/publication/politicalstanceindanish/](https://stromberg.ai/publication/politicalstanceindanish/)
+- **Repository:** [https://github.com/StrombergNLP/Political-Stance-in-Danish/](https://github.com/StrombergNLP/Political-Stance-in-Danish/)
+- **Paper:** [https://aclanthology.org/W19-6121/](https://aclanthology.org/W19-6121/)
+- **Point of Contact:** [Leon Derczynski](https://github.com/leondz)
+- **Size of downloaded dataset files:** 548 KB
+- **Size of the generated dataset:** 222 KB
+- **Total amount of disk used:**  770 KB
+
+### Dataset Summary
+
+Political stance in Danish. Examples represent statements by 
+politicians and are annotated for, against, or neutral to a given topic/article.
+
+### Supported Tasks and Leaderboards
+
+* 
+
+### Languages
+
+Danish, bcp47 `da-DK`
+
+## Dataset Structure
+
+### Data Instances
+
+#### polstance
+
+An example of 'train' looks as follows.
+
+```
+{
+  'id': '0', 
+  'topic': 'integration', 
+  'quote': 'Der kunne jeg godt tænke mig, at der stod mere eksplicit, at de (landene, red.) skal bekæmpe menneskesmuglere og tage imod deres egne borgere', 
+  'label': 2, 
+  'quoteID': '516', 
+  'party': 'Det Konservative Folkeparti', 
+  'politician': 'Naser Khader', 
+}
+```
+
+
+### Data Fields
+
+- `id`: a `string` feature.
+- `topic`: a `string` expressing a topic.
+- `quote`: a `string` to be classified for its stance to the topic.
+- `label`: a class label representing the stance the text expresses towards the target. Full tagset with indices:
+
+```
+                            0: "against",
+                            1: "neutral",
+                            2: "for",
+```
+- `quoteID`: a `string` of the internal quote ID.
+- `party`: a `string` describing the party affiliation of the quote utterer at the time of utterance.
+- `politician`: a `string` naming the politician who uttered the quote.
+
+### Data Splits
+
+|  name   |train|
+|---------|----:|
+|polstance|900 sentences|
+
+## Dataset Creation
+
+### Curation Rationale
+
+Collection of quotes from politicians to allow detecting how political quotes orient to issues.
+
+### Source Data
+
+#### Initial Data Collection and Normalization
+
+The data is taken from proceedings of the Danish parliament, the Folketing - [ft.dk](https://ft.dk).
+
+#### Who are the source language producers?
+
+Danish polticians
+
+### Annotations
+
+#### Annotation process
+
+Annotators labelled comments for being against, neutral, or for a specified topic
+
+#### Who are the annotators?
+
+Danish native speakers, 20s, male, studying Software Design.
+
+### Personal and Sensitive Information
+
+The data was public at the time of collection and will remain open public record by law in Denmark.
+
+## Considerations for Using the Data
+
+### Social Impact of Dataset
+
+
+### Discussion of Biases
+
+
+### Other Known Limitations
+
+The above limitations apply.
+
+## Additional Information
+
+### Dataset Curators
+
+The dataset is curated by the paper's authors.
+
+### Licensing Information
+
+The authors distribute this data under Creative Commons attribution license, CC-BY 4.0. 
+
+### Citation Information
+
+```
+@inproceedings{lehmann2019political,
+  title={Political Stance in Danish},
+  author={Lehmann, Rasmus and Derczynski, Leon},
+  booktitle={Proceedings of the 22nd Nordic Conference on Computational Linguistics},
+  pages={197--207},
+  year={2019}
+}
+```
+
+
+### Contributions
+
+Author-added dataset [@leondz](https://github.com/leondz) 

dataset_infos.json

@@ -0,0 +1 @@
+{"PolStance": {"description": "Political stance in Danish. Examples represent statements by \npoliticians and are annotated for, against, or neutral to a given topic/article.\n", "citation": "@inproceedings{lehmann2019political,\n  title={Political Stance in Danish},\n  author={Lehmann, Rasmus and Derczynski, Leon},\n  booktitle={Proceedings of the 22nd Nordic Conference on Computational Linguistics},\n  pages={197--207},\n  year={2019}\n}\n", "homepage": "https://stromberg.ai/publication/politicalstanceindanish/", "license": "", "features": {"id": {"dtype": "string", "id": null, "_type": "Value"}, "topic": {"dtype": "string", "id": null, "_type": "Value"}, "quote": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 3, "names": ["a", "n", "f"], "id": null, "_type": "ClassLabel"}, "quoteID": {"dtype": "string", "id": null, "_type": "Value"}, "party": {"dtype": "string", "id": null, "_type": "Value"}, "politician": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "pol_stance", "config_name": "PolStance", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 214873, "num_examples": 900, "dataset_name": "pol_stance"}}, "download_checksums": {"https://raw.githubusercontent.com/StrombergNLP/Political-Stance-in-Danish/master/Scraper/resources/parsedQuotes/quote_db.csv": {"num_bytes": 548952, "checksum": "3f611d4146279d0779931163961b876e786a5b47856c2f2817512f47d03d9217"}}, "download_size": 548952, "post_processing_size": null, "dataset_size": 214873, "size_in_bytes": 763825}}

polstance.py

@@ -0,0 +1,110 @@
+# coding=utf-8
+# Copyright 2020 HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Lint as: python3
+"""Political Stance in Danish"""
+
+import csv
+import os
+
+import datasets
+
+
+logger = datasets.logging.get_logger(__name__)
+
+
+_CITATION = """\
+@inproceedings{lehmann2019political,
+  title={Political Stance in Danish},
+  author={Lehmann, Rasmus and Derczynski, Leon},
+  booktitle={Proceedings of the 22nd Nordic Conference on Computational Linguistics},
+  pages={197--207},
+  year={2019}
+}
+"""
+
+_DESCRIPTION = """\
+Political stance in Danish. Examples represent statements by 
+politicians and are annotated for, against, or neutral to a given topic/article.
+"""
+
+_URL = "https://raw.githubusercontent.com/StrombergNLP/Political-Stance-in-Danish/master/Scraper/resources/parsedQuotes/quote_db.csv"
+
+
+class PolStanceConfig(datasets.BuilderConfig):
+    """BuilderConfig for PolStance"""
+
+    def __init__(self, **kwargs):
+        """BuilderConfig PolStance.
+
+        Args:
+          **kwargs: keyword arguments forwarded to super.
+        """
+        super(PolStanceConfig, self).__init__(**kwargs)
+
+
+class PolStance(datasets.GeneratorBasedBuilder):
+    """PolStance dataset."""
+
+    BUILDER_CONFIGS = [
+        PolStanceConfig(name="PolStance", version=datasets.Version("1.0.0"), description="Political Stance in Danish"),
+    ]
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                # quoteID;party;politician;date;quote;falsePositive;subTopic;fan;articleID;topic
+                {
+                    "id": datasets.Value("string"),
+                    "topic": datasets.Value("string"),
+                    "quote": datasets.Value("string"),
+                    "label": datasets.features.ClassLabel(
+                            names=["a", "n", "f"]
+                    ),
+                    "quoteID": datasets.Value("string"),
+                    "party": datasets.Value("string"),
+                    "politician": datasets.Value("string"),
+                    "quoteID": datasets.Value("string"),
+                }
+            ),
+            supervised_keys=None,
+            homepage="https://stromberg.ai/publication/politicalstanceindanish/",
+            citation=_CITATION,
+        )
+
+    def _split_generators(self, dl_manager):
+        """Returns SplitGenerators."""
+        downloaded_file = dl_manager.download_and_extract(_URL)
+
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_file}),
+        ]
+
+    def _generate_examples(self, filepath):
+        logger.info("⏳ Generating examples from = %s", filepath)
+        with open(filepath, encoding="utf-16") as f:
+            PolStance_reader = csv.DictReader(f, delimiter=";", quotechar='"')
+            guid = 0
+            for instance in PolStance_reader:
+                if not instance["fan"]:
+                    continue
+                instance["topic"] = instance["topic"].rstrip()
+                instance["id"] = str(guid)
+                instance["label"] = instance.pop("fan")
+                for dropfield in ('falsePositive', 'subTopic', 'date', 'articleID'):
+                    instance.pop(dropfield)
+                yield guid, instance
+                guid += 1