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Update preprocess.py #4

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70 changes: 35 additions & 35 deletions heatwave-ml/preprocess.py
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Original file line number Diff line number Diff line change
Expand Up @@ -29,14 +29,14 @@ def airlines():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"airlines_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("phpvcoG8S.csv")
print("complete. \n")
Expand All @@ -57,14 +57,14 @@ def bank_marketing():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"bank_marketing_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)

os.remove("bank.csv")
Expand All @@ -83,10 +83,10 @@ def cnae_9():
df, test_size=0.30, random_state=1, stratify=df["Class"]
)
df_train.to_csv(
"cnae-9_train.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"cnae-9_train.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
df_test.to_csv(
"cnae-9_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"cnae-9_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
os.remove("phpmcGu2X.csv")
print("complete. \n")
Expand Down Expand Up @@ -155,14 +155,14 @@ def connect_4():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"connect-4_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)

os.remove("connect-4.data")
Expand Down Expand Up @@ -192,7 +192,7 @@ def fashion_mnist():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)

os.remove(image_path)
Expand All @@ -219,10 +219,10 @@ def nomao():
df_train = df_train.replace({np.nan: "NULL"})
df_test = df_test.replace({np.nan: "NULL"})
df_train.to_csv(
"nomao_train.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"nomao_train.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
df_test.to_csv(
"nomao_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"nomao_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)

shutil.rmtree("Nomao")
Expand All @@ -242,14 +242,14 @@ def numerai():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"numerai28.6_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("phpg2t68G.csv")
print("complete. \n")
Expand Down Expand Up @@ -297,10 +297,10 @@ def higgs():
df_train = df.iloc[:-test_set_size]
df_test = df.iloc[-test_set_size:]
df_train.to_csv(
"higgs_train.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"higgs_train.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
df_test.to_csv(
"higgs_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"higgs_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)

os.remove("HIGGS.csv.gz")
Expand Down Expand Up @@ -375,10 +375,10 @@ def census():
df = df.replace({np.nan: "NULL"})
df_test = df_test.replace({np.nan: "NULL"})
df.to_csv(
"census_train.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"census_train.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
df_test.to_csv(
"census_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"census_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
os.remove("adult.data")
os.remove("adult.test")
Expand All @@ -399,10 +399,10 @@ def titanic():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"titanic_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"titanic_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
os.remove("phpMYEkMl.csv")
print("complete. \n")
Expand All @@ -424,14 +424,14 @@ def creditcard():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"creditcard_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("creditcard.Rdata")
print("complete. \n")
Expand All @@ -452,14 +452,14 @@ def kddcup09_appetency():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"kddcup09_appetency_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("KDDCup09_appetency.arff")
print("complete. \n")
Expand Down Expand Up @@ -567,10 +567,10 @@ def twitter():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"twitter_test.csv", sep=",", encoding="utf-8", index=False, line_terminator="\n"
"twitter_test.csv", sep=",", encoding="utf-8", index=False, lineterminator="\n"
)
shutil.rmtree("regression")
print("complete. \n")
Expand All @@ -596,14 +596,14 @@ def nyc_taxi():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"nyc_taxi_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("dataset.csv")
print("complete. \n")
Expand All @@ -621,14 +621,14 @@ def news_popularity():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"news_popularity_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("dataset.csv")
print("complete. \n")
Expand All @@ -645,14 +645,14 @@ def black_friday():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"black_friday_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("file639340bd9ca9.arff")
print("complete. \n")
Expand All @@ -671,14 +671,14 @@ def mercedes():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"mercedes_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("dataset.csv")
print("complete. \n")
Expand All @@ -695,14 +695,14 @@ def diamonds():
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
df_test.to_csv(
"diamonds_test.csv",
sep=",",
encoding="utf-8",
index=False,
line_terminator="\n",
lineterminator="\n",
)
os.remove("dataset.csv")
print("complete. \n")
Expand Down