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	<id>https://onnocenter.or.id/wiki/index.php?action=history&amp;feed=atom&amp;title=Scrapping%3A_Word_Cloud%2C_Word_Frekuensi</id>
	<title>Scrapping: Word Cloud, Word Frekuensi - Revision history</title>
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	<updated>2026-05-06T08:47:39Z</updated>
	<subtitle>Revision history for this page on the wiki</subtitle>
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	<entry>
		<id>https://onnocenter.or.id/wiki/index.php?title=Scrapping:_Word_Cloud,_Word_Frekuensi&amp;diff=72184&amp;oldid=prev</id>
		<title>Onnowpurbo at 23:34, 28 March 2025</title>
		<link rel="alternate" type="text/html" href="https://onnocenter.or.id/wiki/index.php?title=Scrapping:_Word_Cloud,_Word_Frekuensi&amp;diff=72184&amp;oldid=prev"/>
		<updated>2025-03-28T23:34:24Z</updated>

		<summary type="html">&lt;p&gt;&lt;/p&gt;
&lt;table class=&quot;diff diff-contentalign-left diff-editfont-monospace&quot; data-mw=&quot;interface&quot;&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;col class=&quot;diff-marker&quot; /&gt;
				&lt;col class=&quot;diff-content&quot; /&gt;
				&lt;tr class=&quot;diff-title&quot; lang=&quot;en&quot;&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 23:34, 28 March 2025&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l1&quot; &gt;Line 1:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==✅ Fitur Analisis:==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==✅ Fitur Analisis:==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;1. &lt;/del&gt;'''Frekuensi kata''' (word count)&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;# &lt;/ins&gt;'''Frekuensi kata''' (word count)&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;2. &lt;/del&gt;'''Word cloud''' visual&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;# &lt;/ins&gt;'''Word cloud''' visual&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;3. &lt;/del&gt;'''Top N kata paling sering muncul'''&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;# &lt;/ins&gt;'''Top N kata paling sering muncul'''&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt;−&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;del class=&quot;diffchange diffchange-inline&quot;&gt;4. &lt;/del&gt;Opsional: '''hapus stopwords Bahasa Indonesia''' biar hasilnya lebih bersih&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt;+&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins class=&quot;diffchange diffchange-inline&quot;&gt;# &lt;/ins&gt;Opsional: '''hapus stopwords Bahasa Indonesia''' biar hasilnya lebih bersih&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Install dulu lib tambahan:==&lt;/div&gt;&lt;/td&gt;&lt;td class='diff-marker'&gt; &lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;==Install dulu lib tambahan:==&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;/table&gt;</summary>
		<author><name>Onnowpurbo</name></author>
	</entry>
	<entry>
		<id>https://onnocenter.or.id/wiki/index.php?title=Scrapping:_Word_Cloud,_Word_Frekuensi&amp;diff=72183&amp;oldid=prev</id>
		<title>Onnowpurbo: Created page with &quot;==✅ Fitur Analisis:== 1. '''Frekuensi kata''' (word count) 2. '''Word cloud''' visual 3. '''Top N kata paling sering muncul''' 4. Opsional: '''hapus stopwords Bahasa Indones...&quot;</title>
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		<updated>2025-03-28T23:34:04Z</updated>

		<summary type="html">&lt;p&gt;Created page with &amp;quot;==✅ Fitur Analisis:== 1. &amp;#039;&amp;#039;&amp;#039;Frekuensi kata&amp;#039;&amp;#039;&amp;#039; (word count) 2. &amp;#039;&amp;#039;&amp;#039;Word cloud&amp;#039;&amp;#039;&amp;#039; visual 3. &amp;#039;&amp;#039;&amp;#039;Top N kata paling sering muncul&amp;#039;&amp;#039;&amp;#039; 4. Opsional: &amp;#039;&amp;#039;&amp;#039;hapus stopwords Bahasa Indones...&amp;quot;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;==✅ Fitur Analisis:==&lt;br /&gt;
1. '''Frekuensi kata''' (word count)&lt;br /&gt;
2. '''Word cloud''' visual&lt;br /&gt;
3. '''Top N kata paling sering muncul'''&lt;br /&gt;
4. Opsional: '''hapus stopwords Bahasa Indonesia''' biar hasilnya lebih bersih&lt;br /&gt;
&lt;br /&gt;
==Install dulu lib tambahan:==&lt;br /&gt;
&lt;br /&gt;
 pip install nltk matplotlib wordcloud&lt;br /&gt;
&lt;br /&gt;
Lalu jalankan ini sekali untuk download stopwords-nya:&lt;br /&gt;
&lt;br /&gt;
 import nltk&lt;br /&gt;
 nltk.download('stopwords')&lt;br /&gt;
&lt;br /&gt;
==Tambahan Script Analisis (lanjut dari script sebelumnya):==&lt;br /&gt;
&lt;br /&gt;
 import os&lt;br /&gt;
 import string&lt;br /&gt;
 from collections import Counter&lt;br /&gt;
 from wordcloud import WordCloud&lt;br /&gt;
 import matplotlib.pyplot as plt&lt;br /&gt;
 from nltk.corpus import stopwords&lt;br /&gt;
 &lt;br /&gt;
 # Buat daftar stopwords Bahasa Indonesia&lt;br /&gt;
 stop_words = set(stopwords.words('indonesian'))&lt;br /&gt;
 &lt;br /&gt;
 def bersihkan_teks(teks):&lt;br /&gt;
     # Lowercase + hilangkan tanda baca&lt;br /&gt;
     teks = teks.lower()&lt;br /&gt;
     teks = teks.translate(str.maketrans('', '', string.punctuation))&lt;br /&gt;
     return teks&lt;br /&gt;
 &lt;br /&gt;
 def analisis_folder(folder='outputs', top_n=20):&lt;br /&gt;
     semua_konten = ''&lt;br /&gt;
 &lt;br /&gt;
     for filename in os.listdir(folder):&lt;br /&gt;
         if filename.endswith('.txt'):&lt;br /&gt;
             filepath = os.path.join(folder, filename)&lt;br /&gt;
             with open(filepath, 'r', encoding='utf-8') as f:&lt;br /&gt;
                 isi = f.read()&lt;br /&gt;
                 # Ambil hanya bagian isi, setelah header&lt;br /&gt;
                 if '\n\n' in isi:&lt;br /&gt;
                     isi = isi.split('\n\n', 1)[1]&lt;br /&gt;
                 semua_konten += isi + ' '&lt;br /&gt;
 &lt;br /&gt;
     # Bersihkan teks dan tokenisasi&lt;br /&gt;
     teks_bersih = bersihkan_teks(semua_konten)&lt;br /&gt;
     kata_kata = teks_bersih.split()&lt;br /&gt;
 &lt;br /&gt;
     # Hapus stopwords&lt;br /&gt;
     kata_kata = [kata for kata in kata_kata if kata not in stop_words and kata.isalpha()]&lt;br /&gt;
 &lt;br /&gt;
     # Hitung frekuensi&lt;br /&gt;
     counter = Counter(kata_kata)&lt;br /&gt;
     top_kata = counter.most_common(top_n)&lt;br /&gt;
 &lt;br /&gt;
     print(f&amp;quot;\n🔍 Top {top_n} Kata Paling Sering Muncul:&amp;quot;)&lt;br /&gt;
     for kata, jumlah in top_kata:&lt;br /&gt;
         print(f&amp;quot;{kata}: {jumlah}&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
     # Buat Word Cloud&lt;br /&gt;
     wordcloud = WordCloud(width=800, height=400, background_color='white').generate_from_frequencies(counter)&lt;br /&gt;
 &lt;br /&gt;
     # Tampilkan&lt;br /&gt;
     plt.figure(figsize=(12, 6))&lt;br /&gt;
     plt.imshow(wordcloud, interpolation='bilinear')&lt;br /&gt;
     plt.axis('off')&lt;br /&gt;
     plt.title('Word Cloud dari Semua Konten')&lt;br /&gt;
     plt.tight_layout()&lt;br /&gt;
     plt.savefig('wordcloud.png')&lt;br /&gt;
     plt.show()&lt;br /&gt;
 &lt;br /&gt;
     print(&amp;quot;\n✅ Word Cloud disimpan sebagai 'wordcloud.png'&amp;quot;)&lt;br /&gt;
 &lt;br /&gt;
 # Jalankan analisis&lt;br /&gt;
 if __name__ == '__main__':&lt;br /&gt;
     analisis_folder('outputs', top_n=30)&lt;br /&gt;
&lt;br /&gt;
==Output:==&lt;br /&gt;
* Console akan menampilkan '''30 kata paling sering muncul'''&lt;br /&gt;
* Word cloud disimpan sebagai: `wordcloud.png`&lt;br /&gt;
&lt;br /&gt;
==Hasil bisa dipakai untuk:==&lt;br /&gt;
* Lihat '''topik dominan'''&lt;br /&gt;
* Tambahan insight untuk '''laporan/jurnal'''&lt;br /&gt;
* Bahan untuk '''visualisasi di presentasi'''&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Pranala Menarik==&lt;br /&gt;
&lt;br /&gt;
* [[Scrapping]]&lt;/div&gt;</summary>
		<author><name>Onnowpurbo</name></author>
	</entry>
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