welcome exeter

exeter/claim/test.csv

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+oid sha256:bf6ea2931b74c808766c6e9e26a061a9d0f787425c710a7eb02f5c580ed136c6
+size 1083238

exeter/claim/training.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:69b9100e00f331f2be3a47dc334f77138b79f0be0a933e79856b91466ced7368
+size 7674594

exeter/claim/validation.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c2944ac63de014df01074ca0da2c5707df21a6c5d5383931b2c2193fe38e7b3b
+size 857223

exeter/prepare_exeter.py

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+import pandas as pd
+import ast
+import numpy as np
+import os 
+from pathlib import Path
+import argparse
+
+# path="/home/rjalota/climabench_data/CARDS2_multisource_multilabel_data.csv"
+# path = "/home/rjalota/climabench_data/data/training"
+claim_mapping = {
+    "0": "No claim",
+    "1": "Global warming is not happening",
+    "2": "Human greenhouse gases are not causing climate change",
+    "3": "Climate impacts/global warming is beneficial/not bad",
+    "4": "Climate solutions won’t work",
+    "5": "Climate movement/science is unreliable"
+}
+
+subclaim_mapping = {
+    "0_0": "No claim",
+    "1_1": "Ice/permafrost/snow cover isn’t melting",
+    "1_2": "We’re heading into an ice age/global cooling",
+    "1_3": "Weather is cold/snowing",
+    "1_4": "Climate hasn’t warmed/changed over the last (few) decade(s)",
+    "1_6": "Sea level rise is exaggerated/not accelerating",
+    "1_7": "Extreme weather isn’t increasing/has happened before/isn’t linked to climate change",
+    "2_1": "It’s natural cycles/variation",
+    "2_3": "There’s no evidence for greenhouse effect/carbon dioxide driving climate change",
+    "3_1": "Climate sensitivity is low/negative feedbacks reduce warming",
+    "3_2": "Species/plants/reefs aren’t showing climate impacts/are benefiting from climate change",
+    "3_3": "CO2 is beneficial/not a pollutant",
+    "4_1": "Climate policies (mitigation or adaptation) are harmful",
+    "4_2": "Climate policies are ineffective/flawed",
+    "4_4": "Clean energy technology/biofuels won’t work",
+    "4_5": "People need energy (e.g. from fossil fuels/nuclear)",
+    "5_1": "Climate-related science is unreliable/uncertain/unsound (data, methods & models)",
+    "5_2": "Climate movement is unreliable/alarmist/corrupt"
+}
+def parse_args():
+    parser = argparse.ArgumentParser(description='run binary classifer')
+    parser.add_argument("--path", default="data/training", help="path to exeter training dir. containing train, test, validation splits")
+    parser.add_argument("--out", default="climaEval/exeter/", help="output directory path")
+    return parser.parse_args()
+
+if __name__ == '__main__':
+    args = parse_args()
+    for filename in os.listdir(args.path):
+        print(filename)
+        f = os.path.join(args.path, filename)
+        df = pd.read_csv(f, header=0)
+        # print(df.head())
+
+        df.rename(columns={"claim": "sub_claim_code"}, inplace=True)
+        df["claim_code"] = df["sub_claim_code"].str.split("_").str[0]
+
+        df["claim"] = df["claim_code"].map(claim_mapping)
+        df["sub_claim"] = df["sub_claim_code"].map(subclaim_mapping)
+
+        claim_df = df[['text', 'claim_code', 'claim']]
+        subclaim_df = df[['text', 'sub_claim_code', 'sub_claim']]
+        claim_df = claim_df.dropna()
+        Path(f"{args.out}/claim/").mkdir(parents=True, exist_ok=True)
+        Path(f"{args.out}/sub_claim/").mkdir(parents=True, exist_ok=True)
+        claim_df.to_csv(f"{args.out}/claim/{filename}", index=False)
+        subclaim_df.to_csv(f"{args.out}/sub_claim/{filename}", index=False)
+        #print(claim_df.claim.value_counts())
+        print("---")
+        print(claim_df.claim_code.value_counts())
+        print(sorted(list(subclaim_df["sub_claim_code"].unique())))

exeter/sub_claim/test.csv

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+oid sha256:a43dd4341a4fa101422a163df06fba98c034dbace1774ad375e089c948277a78
+size 1110581

exeter/sub_claim/training.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:988564d3591b1ea8bec8f6650b9e1cb06292b360b3505033279a524c99a5cb65
+size 7853166

exeter/sub_claim/validation.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:41abbeaeefc35d95e6198651209ec87bb5f5d636b455d3fcad6d7f638ac64cbe
+size 877077