Deploy-app commited on
Commit
4aff503
·
verified ·
1 Parent(s): 7c10128

Update main.py

Browse files
Files changed (1) hide show
  1. main.py +15 -8
main.py CHANGED
@@ -1,22 +1,29 @@
1
-
2
  import pandas as pd
3
  import numpy as np
 
4
  import matplotlib.pyplot as plt
5
  import seaborn as sns
6
  import pickle
7
  import nltk
8
  import tensorflow as tf
9
  import re
10
- import nltk
 
 
 
 
 
11
  from nltk.corpus import stopwords
12
  from nltk.tokenize import word_tokenize, sent_tokenize
 
 
 
13
  from sklearn.model_selection import train_test_split
14
- from sklearn.metrics import classification_report, accuracy_score, confusion_matrix
15
- import seaborn as sns
16
- from transformers import BertTokenizer
17
- from transformers import TFBertForSequenceClassification
18
- nltk.download('punkt')
19
- nltk.download('stopwords')
20
 
21
  df = pd.read_csv("dataset_tweet_sentiment_pilkada_DKI_2017.csv")
22
 
 
1
+ # Mengimpor pustaka yang diperlukan
2
  import pandas as pd
3
  import numpy as np
4
+ import sklearn.manifold as manifold
5
  import matplotlib.pyplot as plt
6
  import seaborn as sns
7
  import pickle
8
  import nltk
9
  import tensorflow as tf
10
  import re
11
+
12
+ # Mengunduh tokenizer dan stopwords
13
+ nltk.download('punkt')
14
+ nltk.download('stopwords')
15
+
16
+ # Mengimpor komponen dari NLTK
17
  from nltk.corpus import stopwords
18
  from nltk.tokenize import word_tokenize, sent_tokenize
19
+
20
+
21
+ # Mengimpor komponen dari scikit-learn dan transformers
22
  from sklearn.model_selection import train_test_split
23
+ from sklearn.metrics import classification_report, accuracy_score, confusion_matrix, roc_curve, auc
24
+ from sklearn.manifold import TSNE
25
+ from wordcloud import WordCloud
26
+ from transformers import BertTokenizer, TFBertForSequenceClassification
 
 
27
 
28
  df = pd.read_csv("dataset_tweet_sentiment_pilkada_DKI_2017.csv")
29