Using bigrams; clear text

Makefile

@@ -0,0 +1,31 @@
+seed=123456789
+CONFIG=--passes 18 -b 16 --random_seed $(seed) --link logistic --loss_function logistic -k --cache_file vw-meta-cashe
+
+all: dev-0/out.tsv test-A/out.tsv
+		../geval --test-name dev-0/
+		echo "asd"
+
+dev-0/data.vw: prepare_data.py
+		python3 prepare_data.py dev-0/in.tsv dev-0/expected.tsv > $@
+		echo "dev-0/data.vw created"
+ 
+train/data.vw: prepare_data.py
+		python3 prepare_data.py train/in.tsv train/expected.tsv > $@
+		echo "train/data.vw created"
+
+test-A/data.vw: prepare_data.py
+		python3 prepare_data.py test-A/in.tsv test-A/expected.tsv > $@
+		echo "test-A/data.vw created"
+
+model.vw: train/data.vw dev-0/data.vw test-A/data.vw
+		echo $<
+		vw $< -f $@ $(CONFIG)
+		echo "model created"
+
+dev-0/out.tsv: model.vw dev-0/data.vw
+		vw -t dev-0/data.vw -i $< --link logistic -p /dev/stdout > $@
+test-A/out.tsv: model.vw test-A/data.vw
+		vw -t test-A/data.vw -i $< --link logistic -p /dev/stdout > $@
+
+clean:
+		rm  dev-0/out.tsv model.vw train/data.vw test-A/data.vw dev-0/data.vw

prepare_data.py

@@ -23,10 +23,11 @@ def create_dict(in_file, expected_file):
         for line, exp in zip(in_f, exp_f):
             line = line.rstrip('\n').split("\t")[0]
             exp = exp.rstrip("\n")
-            line = re.sub(r'(\(|)(http|https|www)[a-zA-Z0-9\.\:\/\_\=\&\;\?\+\-\%]+(\)|)', ' internetlink ', line)
+            #line = re.sub(r'(\(|)(http|https|www)[a-zA-Z0-9\.\:\/\_\=\&\;\?\+\-\%]+(\)|)', ' internetlink ', line)
-            line = line.replace("|", "")
+            #line = line.replace("|", "")
-            line = line.replace(":", "")
+            #line = line.replace(":", "")
-            post = line
+            #post = line
+            post = clear_post(line)
             #post = clear_post(line)
             tokenized_line = [token for token in tt.tokenize(post) if token not in stoplist]
             bigrams = nltk.bigrams(tokenized_line)