From e3855d5411ddc9a41be499813907065a3cc2e01a Mon Sep 17 00:00:00 2001
From: s434695 <tomgrz3@st.amu.edu.pl>
Date: Tue, 6 Jul 2021 13:12:39 +0200
Subject: [PATCH] raport addeed

---
 .~lock.Raport.docx#           |    1 +
 Raport.docx                   |  Bin 8416 -> 8598 bytes
 Raport.pdf                    |  Bin 0 -> 60891 bytes
 svm.py                        |   33 +
 svm/out.tsv                   |  514 +++---
 svm/{outfull.tsv => out2.tsv} | 3246 ++++++++++++++++-----------------
 wyniki.txt                    |   14 +-
 7 files changed, 1924 insertions(+), 1884 deletions(-)
 create mode 100644 .~lock.Raport.docx#
 create mode 100644 Raport.pdf
 create mode 100644 svm.py
 rename svm/{outfull.tsv => out2.tsv} (69%)

diff --git a/.~lock.Raport.docx# b/.~lock.Raport.docx#
new file mode 100644
index 0000000..965c97d
--- /dev/null
+++ b/.~lock.Raport.docx#
@@ -0,0 +1 @@
+,tomasz,tomasz-HP-EliteBook-8570p,06.07.2021 12:52,file:///home/tomasz/.config/libreoffice/4;
\ No newline at end of file
diff --git a/Raport.docx b/Raport.docx
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diff --git a/svm.py b/svm.py
new file mode 100644
index 0000000..dc048c7
--- /dev/null
+++ b/svm.py
@@ -0,0 +1,33 @@
+import pandas as pd
+import numpy as np
+from nltk.tokenize import word_tokenize
+from nltk import pos_tag
+from nltk.corpus import stopwords
+from nltk.stem import WordNetLemmatizer
+from sklearn.preprocessing import LabelEncoder
+from collections import defaultdict
+from nltk.corpus import wordnet as wn
+from sklearn.feature_extraction.text import TfidfVectorizer
+from sklearn import model_selection, naive_bayes, svm
+from sklearn.metrics import accuracy_score
+from sklearn.pipeline import make_pipeline
+
+with open("train/in.tsv") as f:
+    x_train = f.readlines()
+
+with open("train/expected.tsv") as f:
+    y_train = f.readlines()
+
+with open("dev-0/in.tsv") as f:
+    x_dev = f.readlines()
+
+y_train = LabelEncoder().fit_transform(y_train)
+y_train
+
+pipeline = make_pipeline(TfidfVectorizer(),svm.SVC())
+
+model = pipeline.fit(x_train, y_train)
+
+prediction = model.predict(x_dev)
+
+np.savetxt("svm/out.tsv", prediction, fmt='%d')
\ No newline at end of file
diff --git a/svm/out.tsv b/svm/out.tsv
index a5c5c60..8f9a732 100644
--- a/svm/out.tsv
+++ b/svm/out.tsv
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diff --git a/svm/outfull.tsv b/svm/out2.tsv
similarity index 69%
rename from svm/outfull.tsv
rename to svm/out2.tsv
index 5bae53f..a5c5c60 100644
--- a/svm/outfull.tsv
+++ b/svm/out2.tsv
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diff --git a/wyniki.txt b/wyniki.txt
index 283b6be..a4a68f9 100644
--- a/wyniki.txt
+++ b/wyniki.txt
@@ -1,14 +1,20 @@
 Bayes:
 Likelihood	0.0000
 Accuracy	0.7367
-F1.0	0.4367
+F1.0		0.4367
 Precision	0.8997
-Recall	0.2883
+Recall		0.2883
 
 Logistic Regression:
 Likelihood	0.0000
 Accuracy	0.7523
-F1.0	0.6143
+F1.0		0.6143
 Precision	0.6842
-Recall	0.5573
+Recall		0.5573
 
+SVM:
+Likelihood	0.0000
+Accuracy	0.8249
+F1.0		0.7355
+Precision	0.7905
+Recall		0.6876