From 2b584a30dc04ea5d92b5b5f45514aa5070d105e8 Mon Sep 17 00:00:00 2001
From: s434732 <mickub7@st.amu.edu.pl>
Date: Sun, 3 Apr 2022 17:37:33 +0200
Subject: [PATCH] my brilliant solution

---
 dev-0/out.tsv  | 10519 +++++++++++++++++++++++++++++++++++++++++++++++
 run.py         |   133 +
 test-A/out.tsv |  7414 +++++++++++++++++++++++++++++++++
 3 files changed, 18066 insertions(+)
 create mode 100644 dev-0/out.tsv
 create mode 100644 run.py
 create mode 100644 test-A/out.tsv

diff --git a/dev-0/out.tsv b/dev-0/out.tsv
new file mode 100644
index 0000000..8acda20
--- /dev/null
+++ b/dev-0/out.tsv
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diff --git a/run.py b/run.py
new file mode 100644
index 0000000..f7dd002
--- /dev/null
+++ b/run.py
@@ -0,0 +1,133 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[136]:
+
+import nltk
+from nltk import trigrams
+from nltk.tokenize import word_tokenize
+from collections import defaultdict, Counter
+from nltk import ngrams
+import pandas as pd
+import csv
+import re
+
+
+# In[172]:
+def clean_text(text):
+    text = text.lower().replace('-\\n', '').replace('\\n', ' ')
+    text = re.sub(r'\p{P}', '', text)
+
+    return text
+
+model = defaultdict(lambda: defaultdict(lambda: 0))
+
+
+# In[173]:
+
+
+train_file_in = pd.read_csv("train/in.tsv.xz", sep="\t", error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, nrows=200000)
+train_file_out = pd.read_csv("train/expected.tsv", sep="\t", error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, nrows=200000)
+
+print("read train file")
+# In[174]:
+
+
+stop_words= nltk.corpus.stopwords.words('english')
+
+def get_20common_2grams(text, n):
+    outputTrigrams = []
+    n_grams = ngrams(nltk.tokenize.word_tokenize(text), n)
+    for grams in n_grams:
+        outputTrigrams.append(grams)
+    return outputTrigrams
+
+def get_20common_2grams_no_stop(text, n):
+    tokenized_world = nltk.tokenize.word_tokenize(text)
+    stop_words= nltk.corpus.stopwords.words('english') 
+    tokenized_no_stop = [i for i in tokenized_world if i not in stop_words]
+    n_grams = ngrams(tokenized_no_stop, n)
+    return n_grams
+
+def predict(word_before, word_after):
+    prob_list = dict(Counter(model[(word_before, word_after)]).most_common(6)).items()
+    predictions = []
+    prob_sum = 0.0
+    for key, value in prob_list:
+        prob_sum += value
+        predictions.append(f'{key}:{value}')
+    if prob_sum == 0.0:
+        return 'the:0:2 be:0.2 to:0.2 of:0.15 and:0.15 :0.1'
+    remaining_prob = 1 - prob_sum
+    if remaining_prob < 0.01:
+        predictions.append(f':{0.01}')
+    return ' '.join(predictions)
+
+
+# In[175]:
+
+
+train = train_file_in[[6, 7]]
+train = pd.concat([train, train_file_out], axis=1)
+
+train["result"] = train[6] + train[0] + train[7]
+
+
+# In[ ]:
+
+
+for index, row in train.iterrows():
+    text = str(row["result"]).lower().replace('-\\n', '').replace('\\n', ' ')
+    words = word_tokenize(text)
+    for w1, w2, w3 in trigrams(words, pad_right=True, pad_left=True):
+        if w1 and w2 and w3:
+            model[(w2, w3)][w1] += 1
+
+
+# In[ ]:
+print("train model")
+
+for key in model:
+    total_count = float(sum(model[key].values()))
+    for value in model[key]:
+        model[key][value] /= total_count
+
+
+# In[ ]:
+
+
+dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)
+test_a_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', error_bad_lines=False, warn_bad_lines=False, header=None, quoting=csv.QUOTE_NONE)
+
+
+# In[ ]:
+print("dev_0");
+
+with open('dev-0/out.tsv', 'w', encoding="utf-8") as file:
+    for index, row in dev_data.iterrows():
+        text = str(row[7]).lower().replace('-\\n', '').replace('\\n', ' ')
+        words = word_tokenize(text)
+        if len(words) < 4:
+            print(words)
+            prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
+        else:
+            prediction = predict(words[0], words[1])
+        file.write(prediction + '\n')
+
+print("test_A");
+with open('test-A/out.tsv', 'w', encoding="utf-8") as file:
+    for index, row in test_a_data.iterrows():
+        text = str(row[7]).lower().replace('-\\n', '').replace('\\n', ' ')
+        words = word_tokenize(text)
+        if len(words) < 4:
+            print(words)
+            prediction = 'the:0.2 be:0.2 to:0.2 of:0.1 and:0.1 a:0.1 :0.1'
+        else:
+            prediction = predict(words[0], words[1])
+        file.write(prediction + '\n')
+
+# In[ ]:
+
+
+
+
diff --git a/test-A/out.tsv b/test-A/out.tsv
new file mode 100644
index 0000000..a7f6b9c
--- /dev/null
+++ b/test-A/out.tsv
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