From 68537ae8d2e603eeaed6057794d6f685c687c9e1 Mon Sep 17 00:00:00 2001 From: ZarebaMichal Date: Sun, 3 Apr 2022 19:36:26 +0200 Subject: [PATCH] s430705 --- dev-0/out.tsv | 14179 +++++++++++++++++++++++++++++------------------ run.py | 46 +- test-A/out.tsv | 9640 ++++++++++++++++---------------- 3 files changed, 13486 insertions(+), 10379 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index cd1c323..94373bf 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,7414 +1,10519 @@ -th:0.023370711369287443 part:0.012351472198400241 other:0.009951295286484037 and:0.008689179786734842 ground:0.0069092733127295676 first:0.0062566409389276335 :0.9324714271074362 -the:0.05263157894736842 cases:0.04643962848297214 and:0.02476780185758514 its:0.021671826625386997 that:0.018575851393188854 cure:0.015479876160990712 :0.8204334365325077 -the:0.5 is:0.3333333333333333 shall:0.16666666666666666 :0.01 -sale:0.012819830842066067 foreclosed:0.010027129102611842 vote:0.009069631363370393 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a/run.py b/run.py index 16782c2..1c73413 100644 --- a/run.py +++ b/run.py @@ -13,12 +13,6 @@ DEFAULT_PREDICTION = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1' def preprocess_text(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 @@ -56,18 +50,6 @@ def predict_probs(word1, word2): return str_prediction -def prepare_output(file_path): - with open(file_path, 'w') as file: - for index, row in test_data.iterrows(): - text = preprocess_text(str(row[7])) - words = word_tokenize(text) - if len(words) < 4: - prediction = DEFAULT_PREDICTION - else: - prediction = predict_probs(words[0], words[1]) - file.write(prediction + '\n') - - def train_model(training_data): for index, row in training_data.iterrows(): text = preprocess_text(str(row["final"])) @@ -90,15 +72,16 @@ data = pd.read_csv( warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=200000, + nrows=100000, ) + train_labels = pd.read_csv( "train/expected.tsv", sep="\t", error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=200000, + nrows=100000, ) train_data = data[[6, 7]] @@ -113,5 +96,24 @@ test_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', error_bad_lines=False, war train_model(train_data) -prepare_output("dev-0/out.tsv") -prepare_output("test-A/out.tsv") + +with open("dev-0/out.tsv", "w") as file: + for _, row in dev_data.iterrows(): + text = preprocess_text(str(row[7])) + words = word_tokenize(text) + if len(words) < 3: + prediction = "the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1" + else: + prediction = predict_probs(words[0], words[1]) + file.write(prediction + "\n") + +with open("test-A/out.tsv", "w") as file: + for _, row in test_data.iterrows(): + text = preprocess_text(str(row[7])) + words = 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