From 2be2a96fe15288f9856456f314739c1c701d2da6 Mon Sep 17 00:00:00 2001 From: Bartosz Karwacki Date: Sun, 3 Apr 2022 19:50:05 +0200 Subject: [PATCH] 3 --- dev-0/out.tsv | 19454 +++++++++++++++++++++++------------------------ run.py | 23 +- test-A/out.tsv | 13608 ++++++++++++++++----------------- 3 files changed, 16539 insertions(+), 16546 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index f7a24bc..b44cb7d 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -to:0.5526992287917738 the:0.03684661525278492 in:0.018851756640959727 cents:0.017994858611825194 c:0.016281062553556127 :0.35732647814910035 -own:0.022482014388489208 way:0.008286918852015162 use:0.0067784482091745955 present:0.005618086176220314 place:0.004341687939970604 :0.9524928444341301 -the:0.1990433906012054 a:0.026896596100637025 tho:0.019732749930291917 this:0.01477811380649036 his:0.012204276859060979 :0.7273448727023143 +to:0.5569007263922519 the:0.03486682808716707 in:0.017433414043583534 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and:0.07326745271015353 at:0.04858342522690644 on:0.04788362032403087 :0.6046314360844856 +few:0.01651976895310891 man:0.010320609436663826 great:0.010083755196018987 good:0.009821307668074607 large:0.009262908672448267 :0.9439916500736854 +n:0.06000380651206372 y:0.027882700866713517 and:0.02320508315764816 c:0.022956195830405247 the:0.02090653548840478 :0.8450456781447646 diff --git a/run.py b/run.py index 413662c..2356f21 100644 --- a/run.py +++ b/run.py @@ -12,7 +12,6 @@ data = pd.read_csv( error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=250000 ) train_labels = pd.read_csv( "train/expected.tsv", @@ -20,7 +19,6 @@ train_labels = pd.read_csv( error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=250000 ) train_data = data[[6, 7]] @@ -33,22 +31,17 @@ model = defaultdict(lambda: defaultdict(lambda: 0)) def clean(text): text = str(text) - # normalize text text = ( - unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode( - 'utf-8', 'ignore')) - # replace html chars with ' ' - text = re.sub('<.*?>', ' ', text) - # remove punctuation - text = text.translate(str.maketrans(' ', ' ', string.punctuation)) - # only alphabets and numerics - text = re.sub('[^a-zA-Z]', ' ', text) - # replace newline with space + unicodedata.normalize("NFKD", text) + .encode("ascii", "ignore") + .decode("utf-8", "ignore") + ) + text = re.sub("<.*?>", " ", text) + text = text.translate(str.maketrans(" ", " ", string.punctuation)) + text = re.sub("[^a-zA-Z]", " ", text) text = re.sub("\n", " ", text) - # lower case text = text.lower() - # split and join the words - text = ' '.join(text.split()) + text = " ".join(text.split()) return text diff --git a/test-A/out.tsv b/test-A/out.tsv index a3bc2fc..28b0c33 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -second:0.057971014492753624 and:0.057971014492753624 at:0.043478260869565216 class:0.043478260869565216 monday:0.028985507246376812 :0.7681159420289856 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