Update parquet files

README.md

@@ -1,30 +0,0 @@
----
-language:
-- en
-tags:
-- congress
-- tabular_classification
-- binary_classification
-pretty_name: Congress
-size_categories:
-- 100<n<1K
-task_categories:  # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
-- tabular-classification
-configs:
-- voting
----
-# Congress
-The [Congress dataset](https://archive.ics.uci.edu/ml/datasets/Congress) from the [UCI ML repository](https://archive.ics.uci.edu/ml/datasets).
-Congressmen of two different parties vote on a series of bills. Guess the party of each voter on the basis of their votes.
-
-# Configurations and tasks
-| **Configuration** | **Task**                  | **Description**                                               |
-|-------------------|---------------------------|---------------------------------------------------------------|
-| voting            | Binary classification     | What's the voter of the party?               |
-
-# Usage
-```python
-from datasets import load_dataset
-
-dataset = load_dataset("mstz/congress", "voting")["train"]
-```

congress.py

@@ -1,122 +0,0 @@
-"""Congress"""
-
-from typing import List
-
-import datasets
-
-import pandas
-
-
-VERSION = datasets.Version("1.0.0")
-_BASE_FEATURE_NAMES = [
-    "party",
-    "pro_handicapped_infants",
-    "pro_water_project_cost_sharing",
-    "pro_adoption_of_the_budget_resolution",
-    "pro_physician_fee_freeze",
-    "pro_el_salvador_aid",
-    "pro_religious_groups_in_schools",
-    "pro_anti_satellite_test_ban",
-    "pro_aid_to_nicaraguan_contras",
-    "pro_mx_missile",
-    "pro_immigration",
-    "pro_synfuels_corporation_cutback",
-    "pro_education_spending",
-    "pro_superfund_right_to_sue",
-    "pro_crime",
-    "pro_duty_free_exports",
-    "pro_export_administration_act_south_africa",
-]
-
-DESCRIPTION = "Congress dataset from the UCI ML repository."
-_HOMEPAGE = "https://archive.ics.uci.edu/ml/datasets/Congress"
-_URLS = ("https://archive-beta.ics.uci.edu/dataset/105/congressional+voting+records")
-_CITATION = """
-@misc{misc_congressional_voting_records_105,
-  title        = {{Congressional Voting Records}},
-  year         = {1987},
-  howpublished = {UCI Machine Learning Repository},
-  note         = {{DOI}: \\url{10.24432/C5C01P}}
-}"""
-
-# Dataset info
-urls_per_split = {
-    "train": "https://huggingface.co/datasets/mstz/congress/raw/main/house-votes-84.data"
-}
-features_types_per_config = {
-    "voting": {
-        "pro_handicapped_infants": datasets.Value("bool"),
-        "pro_water_project_cost_sharing": datasets.Value("bool"),
-        "pro_adoption_of_the_budget_resolution": datasets.Value("bool"),
-        "pro_physician_fee_freeze": datasets.Value("bool"),
-        "pro_el_salvador_aid": datasets.Value("bool"),
-        "pro_religious_groups_in_schools": datasets.Value("bool"),
-        "pro_anti_satellite_test_ban": datasets.Value("bool"),
-        "pro_aid_to_nicaraguan_contras": datasets.Value("bool"),
-        "pro_mx_missile": datasets.Value("bool"),
-        "pro_immigration": datasets.Value("bool"),
-        "pro_synfuels_corporation_cutback": datasets.Value("bool"),
-        "pro_education_spending": datasets.Value("bool"),
-        "pro_superfund_right_to_sue": datasets.Value("bool"),
-        "pro_crime": datasets.Value("bool"),
-        "pro_duty_free_exports": datasets.Value("bool"),
-        "pro_export_administration_act_south_africa": datasets.Value("bool"),
-        "party": datasets.ClassLabel(num_classes=2, names=("democrat", "republican")),
-    }
-}
-features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
-
-
-class CongressConfig(datasets.BuilderConfig):
-    def __init__(self, **kwargs):
-        super(CongressConfig, self).__init__(version=VERSION, **kwargs)
-        self.features = features_per_config[kwargs["name"]]
-
-
-class Congress(datasets.GeneratorBasedBuilder):
-    # dataset versions
-    DEFAULT_CONFIG = "voting"
-    BUILDER_CONFIGS = [
-        CongressConfig(name="voting",
-                    description="Binary classification of politician, either democrat or republican.")
-    ]
-
-
-    def _info(self):
-        info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
-                                    features=features_per_config[self.config.name])
-
-        return info
-    
-    def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
-        downloads = dl_manager.download_and_extract(urls_per_split)
-
-        return [
-            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
-        ]
-    
-    def _generate_examples(self, filepath: str):
-        data = pandas.read_csv(filepath, header=None)
-        data = self.preprocess(data, config=self.config.name)
-
-        for row_id, row in data.iterrows():
-            data_row = dict(row)
-
-            yield row_id, data_row
-
-
-    def preprocess(self, data: pandas.DataFrame, config: str = DEFAULT_CONFIG) -> pandas.DataFrame:
-        data.columns = _BASE_FEATURE_NAMES
-        vote_dictionary = {
-            "y": "pro",
-            "n": "against",
-            "?": "did_not_vote",
-        }
-        for feature in _BASE_FEATURE_NAMES[1:]:
-            data.loc[:, feature] = data[feature].apply(lambda x: vote_dictionary[x])
-        data.loc[:, "party"] = data["party"].apply(lambda x: 0 if x == "democrat" else 1)
-        data = data.astype({"party": "int8"})
-
-        data = data[list(features_types_per_config[config].keys())]
-
-        return data

house-votes-84.data

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-republican,y,n,y,y,y,y,y,y,n,y,y,y,n,y,y,y
-democrat,n,n,y,y,y,y,n,n,y,n,n,n,y,y,y,?
-democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,y,n,y
-democrat,y,n,y,n,n,n,?,y,y,?,n,n,n,n,y,?
-republican,n,?,n,y,y,y,n,n,n,y,n,y,y,y,n,y
-democrat,n,y,y,n,n,n,y,y,y,y,n,n,?,n,y,y
-democrat,n,n,n,n,y,y,n,n,n,y,y,y,y,y,n,y
-democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,n,y,y,n,n,n,y,y,y,y,n,n,n,n,y,y
-republican,n,n,y,y,n,n,y,y,y,y,n,n,n,y,y,y
-democrat,n,n,y,n,n,n,y,y,y,y,y,?,n,n,y,y
-democrat,?,n,y,n,n,n,y,y,y,y,y,?,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y
-democrat,?,?,y,n,n,n,y,y,y,?,?,n,n,n,?,?
-democrat,n,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y
-democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,?,?,?,?,?,?,?,?,y,?,?,?,?,?,?,?
-democrat,n,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,y,n,?,n,n,y,y
-democrat,n,y,y,n,n,n,y,y,y,y,y,n,n,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-republican,y,?,n,y,y,y,y,y,n,n,n,y,?,y,?,?
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,?
-republican,n,y,n,y,y,y,n,?,n,y,n,y,y,y,n,?
-democrat,n,n,n,n,n,y,y,y,y,n,y,n,n,y,y,y
-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,n,n,y,n,n,y,y,?,y,y,y,n,n,n,y,y
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,?
-democrat,n,n,y,n,n,y,y,y,y,n,y,y,n,y,y,?
-republican,n,?,y,y,y,y,n,n,n,y,n,n,n,y,n,y
-democrat,n,n,y,n,n,n,y,y,y,y,y,n,?,n,y,?
-democrat,y,y,n,n,n,n,y,y,?,n,y,n,n,n,y,?
-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,y,y,y
-democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,y,n,y,n,n,y,y,y,y,y,y,n,n,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,y
-republican,n,n,y,y,y,y,y,n,n,n,n,y,y,y,n,y
-democrat,n,n,y,n,n,y,y,y,y,y,n,y,n,n,n,y
-republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y
-republican,y,?,n,y,y,y,y,n,n,y,n,y,y,y,n,y
-democrat,n,n,y,n,n,n,y,y,y,n,n,?,n,n,y,y
-democrat,y,y,y,n,n,n,y,y,y,y,y,n,n,n,n,y
-democrat,n,n,y,n,n,y,y,y,y,n,n,n,n,n,y,y
-republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y
-democrat,n,n,y,n,n,n,y,y,y,n,y,n,n,n,y,y
-democrat,n,y,y,n,n,y,n,y,y,n,y,n,y,n,y,y
-republican,y,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y
-democrat,n,y,y,y,y,y,n,n,n,y,y,y,y,y,y,?
-democrat,y,y,y,n,y,y,n,n,?,y,n,n,n,y,y,?
-republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n
-democrat,y,?,y,n,n,n,y,y,y,n,?,n,n,n,y,?
-democrat,n,y,y,n,n,n,n,y,y,n,y,n,n,y,y,y
-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,n,y,y,n,y,y,n,n,n,n,y,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,?
-republican,n,n,n,y,y,n,n,n,n,n,n,y,y,y,n,y
-republican,n,y,n,y,y,y,n,n,n,y,n,?,y,y,n,n
-republican,n,?,n,y,y,y,n,n,n,n,n,y,y,y,n,y
-democrat,n,n,y,n,n,y,y,y,y,n,y,n,n,y,y,y
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,?,y
-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,?,n,y
-republican,n,y,y,y,y,y,y,n,y,y,n,y,y,y,n,y
-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y
-republican,n,y,n,y,y,y,n,n,y,y,n,y,y,y,n,y
-democrat,n,y,y,n,n,n,y,y,n,n,y,n,n,n,y,?
-republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,y
-democrat,n,n,y,n,n,y,y,y,y,y,n,y,n,y,y,?
-republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y
-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,y,n,y,n,n,y,y,y,n,n,n,y,y,n,n,y
-democrat,y,y,y,n,n,n,y,y,?,y,n,n,n,n,y,?
-republican,n,n,n,y,y,y,y,n,n,y,n,n,n,y,y,y
-republican,n,n,n,y,n,y,y,?,y,n,n,y,y,y,n,y
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-republican,n,n,n,n,y,y,y,n,n,n,n,?,n,y,y,y
-democrat,n,y,y,n,n,n,y,y,?,y,n,n,y,n,y,y
-democrat,y,n,y,n,n,n,n,y,y,y,n,n,n,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,y,y,n,n,n,y,y
-democrat,n,n,y,n,y,n,y,y,y,n,n,n,n,y,?,y
-republican,n,y,n,y,y,y,?,n,n,n,n,?,y,y,n,n
-republican,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?
-democrat,y,n,y,n,n,n,y,y,?,n,y,n,n,n,y,y
-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n
-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,n
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-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y
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-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,y,y,y
-republican,n,n,n,y,y,n,n,n,n,n,n,y,n,y,n,n
-republican,n,n,n,y,y,n,n,n,n,n,n,y,n,y,?,y
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-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,n,y
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y
-democrat,y,n,y,n,n,?,y,y,y,n,?,?,n,?,?,?
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,?,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,n,y
-republican,n,n,n,y,y,y,n,n,n,y,n,y,n,y,n,y
-republican,y,n,n,n,n,n,y,y,y,y,n,n,n,y,n,y
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,n,y
-democrat,y,y,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,n,y,y,n,n,y,y,y,y,n,?,n,n,n,n,y
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,n,y,?
-republican,n,n,n,y,y,n,y,y,n,y,n,y,y,y,?,y
-republican,y,n,n,y,y,n,y,n,n,y,n,n,n,y,y,y
-democrat,n,n,y,n,y,y,n,n,n,n,?,n,y,y,n,n
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,y,n
-republican,n,n,y,y,y,y,y,y,n,y,n,n,n,y,n,y
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y
-republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n
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-republican,y,n,y,y,y,y,y,y,n,n,n,n,n,y,n,?
-republican,y,n,n,y,y,y,n,n,n,y,n,?,y,y,n,n
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y
-democrat,n,n,y,n,n,y,y,y,y,y,y,n,n,n,?,y
-democrat,n,n,y,n,n,y,y,y,y,y,y,n,n,n,y,y
-democrat,n,n,y,n,n,y,?,y,?,y,y,y,n,y,y,?
-democrat,y,y,y,?,n,y,y,y,y,n,y,n,y,n,?,y
-democrat,y,y,y,n,y,y,n,y,n,y,y,n,y,y,y,y
-democrat,y,y,y,n,y,y,n,y,n,y,y,n,y,y,n,?
-democrat,y,n,y,n,?,y,?,y,y,y,n,n,y,y,n,y
-democrat,y,n,y,n,n,y,y,y,y,y,n,?,n,y,n,y
-democrat,y,n,y,n,n,y,y,y,n,y,y,n,y,y,y,y
-democrat,y,y,y,n,n,y,y,y,y,y,y,n,y,y,y,y
-democrat,n,y,y,n,n,y,y,y,n,y,y,n,y,y,n,?
-republican,n,y,n,y,y,y,?,?,n,y,n,y,?,?,?,?
-republican,n,n,y,y,y,y,n,n,n,y,n,y,y,y,y,y
-democrat,y,y,y,n,n,y,y,y,y,y,n,n,?,n,y,?
-democrat,n,y,n,n,n,n,y,y,y,y,y,n,n,n,y,y
-democrat,n,y,y,n,n,y,y,y,y,y,n,n,y,y,y,y
-republican,n,n,n,y,y,n,y,y,y,y,n,y,y,y,n,y
-democrat,n,n,?,n,n,y,y,y,y,n,n,n,n,n,y,y
-republican,n,n,n,y,y,y,y,n,n,y,n,y,y,y,n,y
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n
-republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,?
-republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n
-democrat,y,n,y,n,n,y,y,y,y,n,n,n,n,y,n,?
-republican,n,n,n,y,y,y,n,n,n,y,n,y,y,y,n,n
-democrat,y,n,n,n,n,y,y,y,y,y,n,n,n,y,y,y
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-democrat,n,n,y,n,n,y,y,y,y,y,n,n,y,n,n,y
-democrat,y,y,y,n,n,n,y,y,y,y,n,n,n,n,y,y
-republican,n,y,y,y,y,y,n,n,n,y,n,y,y,y,n,y
-republican,n,y,n,y,y,y,y,y,n,n,y,y,y,y,y,y
-republican,n,y,y,y,y,y,y,?,n,n,n,n,?,?,y,?
-democrat,n,n,n,n,n,y,n,y,y,n,y,y,y,y,y,n
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-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,n,y,y,n,n,y,n,y,y,y,n,n,y,y,n,y
-democrat,y,y,y,n,n,n,y,y,y,y,n,n,y,n,n,y
-democrat,y,y,y,n,?,y,n,?,n,n,y,n,y,y,n,?
-democrat,y,y,y,n,y,y,n,y,?,y,n,n,y,y,n,?
-republican,n,y,n,y,y,y,n,n,n,n,y,y,y,y,n,n
-democrat,n,y,n,n,y,y,n,n,?,n,n,y,y,y,n,y
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-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y
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-republican,n,y,n,y,y,y,n,n,n,y,n,y,y,y,n,n
-democrat,y,?,y,n,n,n,y,y,y,n,n,n,n,n,y,?
-democrat,y,n,y,n,n,n,y,y,y,n,y,n,n,n,y,?
-democrat,n,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,n,y,y,n,n,y,y,y,?,n,y,y,n,n,y,y
-republican,n,n,n,y,y,y,n,n,n,y,y,y,y,y,n,?
-democrat,n,n,y,n,n,y,y,y,n,n,y,n,n,y,?,y
-democrat,y,n,y,n,n,n,y,y,y,n,n,n,n,n,y,y
-democrat,y,n,y,n,n,n,y,y,y,y,n,n,n,y,y,y
-republican,y,n,n,y,y,y,n,n,n,n,y,y,y,y,n,n
-republican,n,n,n,y,y,y,n,n,n,y,y,y,n,y,n,y
-democrat,n,?,y,?,n,y,y,y,y,y,y,n,?,?,y,y
-democrat,n,y,y,n,y,?,y,n,n,y,y,n,y,n,y,y
-republican,n,n,n,y,y,n,y,n,y,y,n,n,n,y,n,y
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-republican,n,n,n,y,y,y,y,n,n,y,n,y,n,y,y,y
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-republican,n,y,y,y,y,y,y,y,y,n,n,y,y,y,n,y
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-republican,n,n,y,y,y,y,y,y,y,y,n,y,y,y,y,y
-democrat,n,y,n,y,n,y,y,y,y,n,y,n,y,n,y,?
-republican,n,n,y,y,y,y,y,n,n,y,y,y,y,y,n,y
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-republican,y,n,y,y,n,n,n,y,y,y,n,n,n,y,y,y
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-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,n
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-republican,n,n,n,y,y,y,n,n,n,y,?,y,y,y,n,y
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-democrat,y,n,y,n,y,y,y,n,y,y,n,n,y,y,n,?
-democrat,y,y,y,n,n,y,y,y,y,y,y,y,y,n,n,y
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-republican,y,y,n,y,y,y,n,n,n,n,y,n,y,y,n,y
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-democrat,y,n,y,n,n,n,y,y,n,y,y,n,n,n,n,?
-democrat,y,y,y,n,y,y,y,y,n,y,y,n,n,n,y,?
-democrat,n,y,y,n,n,y,y,y,n,y,n,n,n,n,y,y
-republican,n,y,n,y,y,y,n,n,n,n,n,n,y,y,n,y
-democrat,y,y,y,n,?,y,y,y,n,y,?,?,n,n,y,y
-democrat,y,y,y,n,?,n,y,y,y,y,n,n,n,n,y,?
-democrat,n,y,y,y,y,y,n,n,n,n,y,y,?,y,n,n
-democrat,n,y,y,?,y,y,n,y,n,y,?,n,y,y,?,y
-republican,n,y,n,y,y,y,n,n,n,n,n,y,y,y,n,y
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-democrat,y,?,y,n,n,n,y,y,y,n,y,n,n,n,y,y
-republican,n,y,n,y,y,y,?,?,n,n,?,?,y,?,?,?
-republican,n,n,n,y,y,y,n,n,n,n,n,y,y,y,n,y
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-democrat,y,y,y,n,n,y,?,y,y,n,y,n,y,n,y,y
-democrat,y,y,y,n,y,y,y,y,y,y,y,n,y,y,n,?
-democrat,y,y,n,y,y,y,n,n,n,n,y,n,y,y,n,?
-democrat,y,y,y,n,y,y,n,y,y,y,y,n,n,n,n,y
-democrat,y,y,y,y,y,y,n,n,n,n,y,y,y,y,n,y
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voting/congress-train.parquet

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