diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index b7856fd..1bd82f1 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,1000 +1,1000 @@
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\ No newline at end of file
diff --git a/main.py b/main.py
index 1c274d7..ad78511 100644
--- a/main.py
+++ b/main.py
@@ -11,6 +11,7 @@ TRAIN_DIR = "train"
 TRAIN_FILE_NAME = "train.tsv"
 VALUE_SEP = "\t"
 LINE_SEP = "\n"
+CATEGORY_TYPE = "category"
 
 
 def main(dirname: str):
@@ -19,6 +20,7 @@ def main(dirname: str):
     X, Y = get_train_data(names)
 
     clf = LinearRegression().fit(X, Y)
+
     clf.predict(get_input_data(dirname, names)).tofile(os.path.join(
         dirname, OUT_FILE_NAME), sep=LINE_SEP)
 
@@ -27,10 +29,9 @@ def get_train_data(names: list):
     train_path = os.path.join(MAIN_DIR, TRAIN_DIR, TRAIN_FILE_NAME)
     check_file(train_path)
     train_data = process_input(pandas.read_csv(
-        train_path, header=None, sep=VALUE_SEP, names=names), names)
+        train_path, header=None, sep=VALUE_SEP, names=names))
 
     train_data = train_data.loc[(train_data[names[0]] > 1000)]
-    train_data = train_data.loc[(train_data[names[1]] > 100)]
 
     X = train_data.loc[:, train_data.columns != names[0]]
     Y = train_data[names[0]]
@@ -41,12 +42,13 @@ def get_train_data(names: list):
 def get_input_data(dirname, names):
     in_path = os.path.join(dirname, IN_FILE_NAME)
     check_file(in_path)
-    return process_input(pandas.read_csv(in_path, header=None, sep=VALUE_SEP, names=names[1:]), names)
+    return process_input(pandas.read_csv(in_path, header=None, sep=VALUE_SEP, names=names[1:]))
 
 
-def process_input(df, names):
-    df = df.drop([names[3]], axis=1)
-    return pandas.get_dummies(df, columns=[names[4]])
+def process_input(df):
+    for c in df.select_dtypes(include=object).columns.values:
+        df[c] = df[c].astype(CATEGORY_TYPE).cat.codes
+    return df
 
 
 def get_names() -> list:
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 8139852..3c2cc32 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
@@ -1,1000 +1,1000 @@
-24680.075621910393
-22018.82267407514
-13077.125745736063
--4833.008963748813
--3190.0443941392004
-20061.56260361336
-36572.70940445736
-19804.259431251325
-108098.45839788392
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--22856.300928307697
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--4291.374764849432
-30374.119829986244
--18208.944600765593
--2539.588282899931
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-60077.75168418512
-33999.57276900951
-18180.077216260135
-55902.34940952156
-17959.211024031043
--105.62817595899105
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--421.4614286981523
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--1076.6144396979362
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--6920.35801930353
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--18577.03530985769
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--4043.1657264754176
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