Training Menggunakan Sentiment Analysis (Analisis Sentimen) Metode Naive Bayes
Teks Preprocessing
| makan enak sekali layan ramah |
| harga sesuai kantong ajar |
| nyaman ramah harga oke |
| kualitas standar biasa |
| enak murah tapi kurang nyaman |
| biasa aja kualitas standar |
| layan lambat kurang nyaman |
| bising jalan raya nyaman |
| menu kurang variasi kurang lengkap |
Sentimen Teks
| Positif (Puas) |
| Positif (Puas) |
| Positif (Puas) |
| Netral (Biasa) |
| Netral (Biasa) |
| Netral (Biasa) |
| Negatif (Tidak Suka) |
| Negatif (Tidak Suka) |
| Negatif (Tidak Suka) |
Klasifikasi Sentimen
| Positif (Puas) | Netral (Biasa) | Negatif (Tidak Suka) |
Prior
| 0.33333333333333 | 0.33333333333333 | 0.33333333333333 |
Semua Kata
| aja | ajar | biasa | bising | enak | harga | jalan | kantong | kualitas | kurang | lambat | layan | lengkap | makan | menu | murah | nyaman | oke | ramah | raya | sekali | sesuai | standar | tapi | variasi |
Matriks Teks
| 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 |
| 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
Jml Semua Kata
25
Jml Kata Muncul Per Klasifikasi
Jml Kata Teks Per Klasifikasi
| 0 | 1 | 0 |
| 1 | 0 | 0 |
| 0 | 2 | 0 |
| 0 | 0 | 1 |
| 1 | 1 | 0 |
| 2 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 2 | 0 |
| 0 | 1 | 3 |
| 0 | 0 | 1 |
| 1 | 0 | 1 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 0 | 0 | 1 |
| 0 | 1 | 0 |
| 1 | 1 | 2 |
| 1 | 0 | 0 |
| 2 | 0 | 0 |
| 0 | 0 | 1 |
| 1 | 0 | 0 |
| 1 | 0 | 0 |
| 0 | 2 | 0 |
| 0 | 1 | 0 |
| 0 | 0 | 1 |
Semua Kata
| aja |
| ajar |
| biasa |
| bising |
| enak |
| harga |
| jalan |
| kantong |
| kualitas |
| kurang |
| lambat |
| layan |
| lengkap |
| makan |
| menu |
| murah |
| nyaman |
| oke |
| ramah |
| raya |
| sekali |
| sesuai |
| standar |
| tapi |
| variasi |
Bobot Likelihood
| 0.026315789473684 | 0.054054054054054 | 0.026315789473684 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.081081081081081 | 0.026315789473684 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.052631578947368 | 0.054054054054054 | 0.026315789473684 |
| 0.078947368421053 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.081081081081081 | 0.026315789473684 |
| 0.026315789473684 | 0.054054054054054 | 0.10526315789474 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.052631578947368 | 0.027027027027027 | 0.052631578947368 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.026315789473684 | 0.054054054054054 | 0.026315789473684 |
| 0.052631578947368 | 0.054054054054054 | 0.078947368421053 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.078947368421053 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.052631578947368 | 0.027027027027027 | 0.026315789473684 |
| 0.026315789473684 | 0.081081081081081 | 0.026315789473684 |
| 0.026315789473684 | 0.054054054054054 | 0.026315789473684 |
| 0.026315789473684 | 0.027027027027027 | 0.052631578947368 |
| No. |
Kata Hasil Training |
Nilai Bobot Likelihood |
| Positif (Puas) |
Netral (Biasa) |
Negatif (Tidak Suka) |
| 1 |
aja |
0.026315789473684 |
0.054054054054054 |
0.026315789473684 |
| 2 |
ajar |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 3 |
biasa |
0.026315789473684 |
0.081081081081081 |
0.026315789473684 |
| 4 |
bising |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 5 |
enak |
0.052631578947368 |
0.054054054054054 |
0.026315789473684 |
| 6 |
harga |
0.078947368421053 |
0.027027027027027 |
0.026315789473684 |
| 7 |
jalan |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 8 |
kantong |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 9 |
kualitas |
0.026315789473684 |
0.081081081081081 |
0.026315789473684 |
| 10 |
kurang |
0.026315789473684 |
0.054054054054054 |
0.10526315789474 |
| 11 |
lambat |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 12 |
layan |
0.052631578947368 |
0.027027027027027 |
0.052631578947368 |
| 13 |
lengkap |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 14 |
makan |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 15 |
menu |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 16 |
murah |
0.026315789473684 |
0.054054054054054 |
0.026315789473684 |
| 17 |
nyaman |
0.052631578947368 |
0.054054054054054 |
0.078947368421053 |
| 18 |
oke |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 19 |
ramah |
0.078947368421053 |
0.027027027027027 |
0.026315789473684 |
| 20 |
raya |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| 21 |
sekali |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 22 |
sesuai |
0.052631578947368 |
0.027027027027027 |
0.026315789473684 |
| 23 |
standar |
0.026315789473684 |
0.081081081081081 |
0.026315789473684 |
| 24 |
tapi |
0.026315789473684 |
0.054054054054054 |
0.026315789473684 |
| 25 |
variasi |
0.026315789473684 |
0.027027027027027 |
0.052631578947368 |
| |
Nilai Prior |
0.33333333333333 |
0.33333333333333 |
0.33333333333333 |
Hasil Bobot Likelihood dan Nilai Prior Telah Tersimpan di Tabel Database.
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