14-natural-language-processing.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "# tahapan NLP\n",
        "# 1. string data\n",
        "# 2. cleansing (manipulasi kata dari string)\n",
        "# 3. stemming (konversi kata menjadi kata dasar)\n",
        "# 4. tokenizing (merubah ke array)\n",
        "# 5. stopwords\n",
        "# 6. output\n",
        "\n",
        "import requests\n",
        "import string\n",
        "import re\n",
        "\n",
        "from bs4 import BeautifulSoup\n",
        "import nltk\n",
        "from nltk.corpus import stopwords\n",
        "\n",
        "!pip install Sastrawi\n",
        "from Sastrawi.Stemmer.StemmerFactory import StemmerFactory"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0D7Xene49j5C",
        "outputId": "f977a0c2-9484-490d-de54-fd62a23f34e1"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: Sastrawi in /usr/local/lib/python3.10/dist-packages (1.0.1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# web = requests.get('https://tirto.id/rumah-bangsa-viking-gSHt').text\n",
        "web = requests.get('https://tirto.id/').text\n",
        "soup = BeautifulSoup(web)\n",
        "\n",
        "for s in soup(['script', 'style']):\n",
        "  s.decompose()\n",
        "\n",
        "text = ' '.join(soup.stripped_strings)\n",
        "print(text)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9GDsRpl6_QV1",
        "outputId": "518732fe-6d41-4fde-d2cf-e28e1979ed70"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Tirto.ID - Jernih Mengalir Mencerahkan Terpopuler kemarin di x Bus Persija Ditarik Sponsor Karena Negosiasi yang Lamban Bus Persija Ditarik Sponsor Karena Negosiasi yang Lamban Yuk Baca Yuk Baca Jelajah (current) For Your Pemilu Mild Report Flash News Dugaan Penyebab Kereta Api Tabrakan di Bandung & Apa Solusinya? Prediksi Hasil Debat: Anies, Prabowo & Ganjar Siapa akan Unggul? Strategi Capres Bawa Indonesia Berperan di Kancah Politik Dunia Meniti Jalan Terjal Mata Uang Garuda Sepanjang Tahun 2023 Sejarah Makan Siang Gratis, dari Meja Bar hingga Kantin Sekolah Tidak Benar Cadas Pangeran Longsor pada Awal Januari 2024 Airlangga Klaim Jokowi Netral Meski Makan Malam Bareng Prabowo Prabowo Klaim Bisa Kelola Kekayaan Indonesia Bila Menang Pilpres Strategi Capres Bawa Indonesia Berperan di Kancah Politik Dunia Andika Pamer Visi Misi Ganjar di Bidang Hankam Jelang Debat Timnas AMIN Klaim Anies Siap Beri Kejutan soal Tema Debat Ketiga Flash News Lihat Semua Timnas AMIN Klaim Anies Siap Beri Kejutan soal Tema Debat Ketiga Billy klaim Anies Baswedan sudah membuktikan kesiapannya dengan hadir dalam beberapa forum gagasan dengan tema debat ketiga. Sabtu, 6 Jan 2024 15:54 WIB Andika Pamer Visi Misi Ganjar di Bidang Hankam Jelang Debat Andika sebut membangun industri pertahanan dan keamanan kelas dunia secara selektif di Indonesia akan mendatangkan banyak manfaat. Sabtu, 6 Jan 2024 15:09 WIB Prabowo Klaim Bisa Kelola Kekayaan Indonesia Bila Menang Pilpres Prabowo mengaku telah menghitung kekuatan ekonomi dan kekayaan Indonesia, sehingga diharapkan bisa dinikmati seluruh warga. Sabtu, 6 Jan 2024 14:55 WIB Airlangga Klaim Jokowi Netral Meski Makan Malam Bareng Prabowo Terkait makan malam Jokowi dan Prabowo jelang debat, Airlangga menjamin presiden akan bersikap netral pada Pemilu 2024. Sabtu, 6 Jan 2024 12:13 WIB Ganjar Pelajari Konsep Poros Maritim Dunia Jelang Debat Capres TPN sebut Ganjar Pranowo mengecek kembali doktrin Poros Maritim Dunia Jokowi karena ia akan terus memegang hal tersebut. Sabtu, 6 Jan 2024 11:36 WIB Muhadjir: Penanganan Korban Tabrakan KA Turangga Tak Ada Kendala Muhadjir sebut berdasarkan laporan yang dia terima, semuanya korban tabrakan kereta di Bandung sudah ditangani dengan baik. Sabtu, 6 Jan 2024 11:15 WIB Jadwal Badminton Malaysia Open 2024, Hadiah, dan Daftar Unggulan Berikut ini informasi mengenai jadwal Badminton Malaysia Open 2024, daftar hadiah yang diperoleh, serta daftar pemain unggulan. Sabtu, 6 Jan 2024 15:15 WIB Sejarah KA Commuter Line Bandung Raya dan Jadwal-Rute Terkini KA Commuter Line Bandung Raya terlibat kecelakaan dengan KA Turangga pada Jumat (5/1/2024). Bagaimana sejarah KA Commuter Line Bandung Raya? Sabtu, 6 Jan 2024 14:50 WIB Satria Mahathir \"Cogil\" Anak Siapa? Ini Profil Orang Tuanya Berikut ini profil singkat orangtua Satria Mahathir “Cogil”, seleb TikTok yang ditangkap karena kasus dugaan pengeroyokan anak anggota DPRD Kepulauan Riau. Sabtu, 6 Jan 2024 14:45 WIB Profil Kereta Api Turangga, Rute-Jurusan, & Sejarah Operasional Kereta Api (KA) Turangga mengalami kecelakaan dengan KA Lokal Bandung Raya pada Jumat, 5 Januari 2024. Simak profil dan sejarah KA Turangga. Sabtu, 6 Jan 2024 11:07 WIB News Plus Lihat Semua Dugaan Penyebab Kereta Api Tabrakan di Bandung & Apa Solusinya? Prediksi Hasil Debat: Anies, Prabowo & Ganjar Siapa akan Unggul? Strategi Capres Bawa Indonesia Berperan di Kancah Politik Dunia Persoalan Alutsista & Kebijakan Paslon soal Pertahanan Negara Periksa Fakta Lihat Semua Tidak Benar Cadas Pangeran Longsor pada Awal Januari 2024 Ada Hoaks Link Pendaftaran Bantuan Langsung Tunai (BLT) El Nino Apa Benar Surat Suara di Taiwan Sudah Tercoblos Prabowo-Gibran? Ada Video Pengungsi Rohingya Tuntut Tanah di Malaysia, Apa Iya? Periksa Data Lihat Semua Membedah Angka di Balik Klaim Overtourism Bali Berapa Kali Jepang Diterpa Tsunami Satu Dekade Terakhir? Peta Politik Capres-Cawapres Pasca Debat, Siapa Unggul? Survei: 76 Persen Bilang Debat Capres Tak Pengaruhi Pilihan Awal Diajeng Lihat Semua Ingin Otak Anak Lebih Peka? Berikan Dongeng dan Cerita! Tak Semestinya Anak Jadi Solusi untuk Hubungan Beracun Ini Dia Kebiasaan yang Bikin Kemampuan Otak Menurun! Selingkuh Tipis dan Gagasan Relasi Romantis yang Problematis Insider Lihat Semua Meniti Jalan Terjal Mata Uang Garuda Sepanjang Tahun 2023 Mirisnya Nasib Nelayan Indonesia di Tengah Ambisi Blue Economy Perilaku Belanja: Tak Hanya Promo, Gen Z Juga Cari Mal Meriah Merebaknya Bisnis Jamu hingga Jadi Warisan Budaya UNESCO Side Job Lihat Semua Koi: Ikan Berparas Cantik yang Bawa Untung Ratusan Juta Hustle Culture , Revisi, dan AI: Dinamika Penulis Wara Masa Kini Personal Branding Kunci Sukses Make-Up Artist Laris Peminat, Penulis Wara Berevolusi di Era Digital Mozaik Lihat Semua Sejarah Makan Siang Gratis, dari Meja Bar hingga Kantin Sekolah Harian Rakjat, Hidup Mati Koran PKI Karkono Kamajaya di Antara Warta, Candu, dan Kebudayaan Jawa Menangkap Humor Lewat Bidikan Lensa Elliott Erwitt Misbar Lihat Semua Pesona Semesta Rekaan Poe dalam The Fall of the House of Usher Blue Eye Samurai: Jatuh-Bangun Pendekar Perempuan di Zaman Edo Thanksgiving: Film Slasher Solid yang Dibumbui Komedi Malam Para Jahanam: Sebuah Upaya Mencegah Tuna Sejarah Miroso Lihat Semua Memilih Sejarah untuk Racikan Teh dan Rempah Kue Moho dan Humor Perekat Dua Generasi Jamu: Menyehatkan, Menguatkan, dan Menyatukan Kita BPK, Darah dan Daging Orang Karo Expose Lihat Semua Alam Pikir Anak Muda dan Selera Mereka Pada Pemimpin Muda Bombardir Israel, Senin Mencekam di Bait Lahiya Gaza Jurus Populis Ganjar, Masih Manjur Menggandeng Akar Rumput? Perubahan \"Wajah\" Anies: Dari Konservatif Jadi Moderat Mesin Waktu Lihat Semua Di Balik Patung Gajah Museum Nasional Pemberian Raja Rama V Menelusuri Riwayat Khazanah Emas Wonoboyo nan Spektakuler Wawasan Kebencanaan yang Terekam dalam Prasasti Rukam Prasasti Sukabumi: Jejak Rekayasa Pengairan dan Hari Jadi Kediri WAWANCARA Lihat Semua Surya Tjandra Buka-bukaan soal IKN Lanjut dan Intervensi Pemilu Ridwan Kamil: Peluang Maju Jabar 1, DKI hingga Tawaran Menteri Cerita Aiman Witjaksono Pilih Berpolitik & Dilaporkan ke Polisi Jalan Tengah Krisis Pengungsi Rohingya Populer 1 Sejarah Makan Siang Gratis, dari Meja Bar hingga Kantin Sekolah 2 Alam Pikir Anak Muda dan Selera Mereka Pada Pemimpin Muda 3 Koi: Ikan Berparas Cantik yang Bawa Untung Ratusan Juta 4 Benarkah Ronaldo Melempar Mikrofon Jurnalis Israel? 5 Di Balik Patung Gajah Museum Nasional Pemberian Raja Rama V INFOGRAFIK Lihat Semua INSTAGRAM Lihat Semua Perspektif Lihat Semua Pemilih Muda Indonesia: Kelompok Rentan dan Terabaikan Alih-alih fokus menyelesaikan isu kaum muda, politisi hanya memanfaatkan kerentanan pemilih muda untuk... Diatyka Widya Permata Asih, S.Sos., M.A Membaca Visualisasi Visi Misi Capres-Cawapres 2024 Kata kunci visi misi kandidat capres-cawapres memang berbeda, namun sama-sama minim bahasan terkait perubahan... Derry Wijaya, Ph.D Dark Light Tentang Kami Redaksi Kebijakan Iklan Pedoman Media Siber Kontak Kami Metodologi Riset FAQ © 2016 tirto.id. All rights reserved JELAJAH X Indeks Kontak Kami\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# cleaning\n",
        "text = text.lower()\n",
        "text = re.sub(r\"\\d+\", \"\", text) # cleaning from number\n",
        "text = text.translate(str.maketrans(\"\", \"\", string.punctuation)) # cleaning from punctuation\n",
        "text = text.strip() # cleaning from empty character\n",
        "print(\"After cleanning:\\n\", text, \"\\n\")\n",
        "\n",
        "# stemming\n",
        "factory = StemmerFactory()\n",
        "stemmer = factory.create_stemmer()\n",
        "output = stemmer.stem(text)\n",
        "print(\"After stemming:\\n\", output)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H53xvPVNEqO5",
        "outputId": "a13bb425-793b-4ae4-b15b-007045a3c022"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "After cleanning:\n",
            " tirtoid  jernih mengalir mencerahkan terpopuler kemarin di x bus persija ditarik sponsor karena negosiasi yang lamban bus persija ditarik sponsor karena negosiasi yang lamban yuk baca yuk baca jelajah current for your pemilu mild report flash news dugaan penyebab kereta api tabrakan di bandung  apa solusinya prediksi hasil debat anies prabowo  ganjar siapa akan unggul strategi capres bawa indonesia berperan di kancah politik dunia meniti jalan terjal mata uang garuda sepanjang tahun  sejarah makan siang gratis dari meja bar hingga kantin sekolah tidak benar cadas pangeran longsor pada awal januari  airlangga klaim jokowi netral meski makan malam bareng prabowo prabowo klaim bisa kelola kekayaan indonesia bila menang pilpres strategi capres bawa indonesia berperan di kancah politik dunia andika pamer visi misi ganjar di bidang hankam jelang debat timnas amin klaim anies siap beri kejutan soal tema debat ketiga flash news lihat semua timnas amin klaim anies siap beri kejutan soal tema debat ketiga billy klaim anies baswedan sudah membuktikan kesiapannya dengan hadir dalam beberapa forum gagasan dengan tema debat ketiga sabtu  jan   wib andika pamer visi misi ganjar di bidang hankam jelang debat andika sebut membangun industri pertahanan dan keamanan kelas dunia secara selektif di indonesia akan mendatangkan banyak manfaat sabtu  jan   wib prabowo klaim bisa kelola kekayaan indonesia bila menang pilpres prabowo mengaku telah menghitung kekuatan ekonomi dan kekayaan indonesia sehingga diharapkan bisa dinikmati seluruh warga sabtu  jan   wib airlangga klaim jokowi netral meski makan malam bareng prabowo terkait makan malam jokowi dan prabowo jelang debat airlangga menjamin presiden akan bersikap netral pada pemilu  sabtu  jan   wib ganjar pelajari konsep poros maritim dunia jelang debat capres tpn sebut ganjar pranowo mengecek kembali doktrin poros maritim dunia jokowi karena ia akan terus memegang hal tersebut sabtu  jan   wib muhadjir penanganan korban tabrakan ka turangga tak ada kendala muhadjir sebut berdasarkan laporan yang dia terima semuanya korban tabrakan kereta di bandung sudah ditangani dengan baik sabtu  jan   wib jadwal badminton malaysia open  hadiah dan daftar unggulan berikut ini informasi mengenai jadwal badminton malaysia open  daftar hadiah yang diperoleh serta daftar pemain unggulan sabtu  jan   wib sejarah ka commuter line bandung raya dan jadwalrute terkini ka commuter line bandung raya terlibat kecelakaan dengan ka turangga pada jumat  bagaimana sejarah ka commuter line bandung raya sabtu  jan   wib satria mahathir cogil anak siapa ini profil orang tuanya berikut ini profil singkat orangtua satria mahathir “cogil” seleb tiktok yang ditangkap karena kasus dugaan pengeroyokan anak anggota dprd kepulauan riau sabtu  jan   wib profil kereta api turangga rutejurusan  sejarah operasional kereta api ka turangga mengalami kecelakaan dengan ka lokal bandung raya pada jumat  januari  simak profil dan sejarah ka turangga sabtu  jan   wib news plus lihat semua dugaan penyebab kereta api tabrakan di bandung  apa solusinya prediksi hasil debat anies prabowo  ganjar siapa akan unggul strategi capres bawa indonesia berperan di kancah politik dunia persoalan alutsista  kebijakan paslon soal pertahanan negara periksa fakta lihat semua tidak benar cadas pangeran longsor pada awal januari  ada hoaks link pendaftaran bantuan langsung tunai blt el nino apa benar surat suara di taiwan sudah tercoblos prabowogibran ada video pengungsi rohingya tuntut tanah di malaysia apa iya periksa data lihat semua membedah angka di balik klaim overtourism bali berapa kali jepang diterpa tsunami satu dekade terakhir peta politik caprescawapres pasca debat siapa unggul survei  persen bilang debat capres tak pengaruhi pilihan awal diajeng lihat semua ingin otak anak lebih peka berikan dongeng dan cerita tak semestinya anak jadi solusi untuk hubungan beracun ini dia kebiasaan yang bikin kemampuan otak menurun selingkuh tipis dan gagasan relasi romantis yang problematis insider lihat semua meniti jalan terjal mata uang garuda sepanjang tahun  mirisnya nasib nelayan indonesia di tengah ambisi blue economy perilaku belanja tak hanya promo gen z juga cari mal meriah merebaknya bisnis jamu hingga jadi warisan budaya unesco side job lihat semua koi ikan berparas cantik yang bawa untung ratusan juta hustle culture  revisi dan ai dinamika penulis wara masa kini personal branding kunci sukses makeup artist laris peminat penulis wara berevolusi di era digital mozaik lihat semua sejarah makan siang gratis dari meja bar hingga kantin sekolah harian rakjat hidup mati koran pki karkono kamajaya di antara warta candu dan kebudayaan jawa menangkap humor lewat bidikan lensa elliott erwitt misbar lihat semua pesona semesta rekaan poe dalam the fall of the house of usher blue eye samurai jatuhbangun pendekar perempuan di zaman edo thanksgiving film slasher solid yang dibumbui komedi malam para jahanam sebuah upaya mencegah tuna sejarah miroso lihat semua memilih sejarah untuk racikan teh dan rempah kue moho dan humor perekat dua generasi jamu menyehatkan menguatkan dan menyatukan kita bpk darah dan daging orang karo expose lihat semua alam pikir anak muda dan selera mereka pada pemimpin muda bombardir israel senin mencekam di bait lahiya gaza jurus populis ganjar masih manjur menggandeng akar rumput perubahan wajah anies dari konservatif jadi moderat mesin waktu lihat semua di balik patung gajah museum nasional pemberian raja rama v menelusuri riwayat khazanah emas wonoboyo nan spektakuler wawasan kebencanaan yang terekam dalam prasasti rukam prasasti sukabumi jejak rekayasa pengairan dan hari jadi kediri wawancara lihat semua surya tjandra bukabukaan soal ikn lanjut dan intervensi pemilu ridwan kamil peluang maju jabar  dki hingga tawaran menteri cerita aiman witjaksono pilih berpolitik  dilaporkan ke polisi jalan tengah krisis pengungsi rohingya populer  sejarah makan siang gratis dari meja bar hingga kantin sekolah  alam pikir anak muda dan selera mereka pada pemimpin muda  koi ikan berparas cantik yang bawa untung ratusan juta  benarkah ronaldo melempar mikrofon jurnalis israel  di balik patung gajah museum nasional pemberian raja rama v infografik lihat semua instagram lihat semua perspektif lihat semua pemilih muda indonesia kelompok rentan dan terabaikan alihalih fokus menyelesaikan isu kaum muda politisi hanya memanfaatkan kerentanan pemilih muda untuk diatyka widya permata asih ssos ma membaca visualisasi visi misi caprescawapres  kata kunci visi misi kandidat caprescawapres memang berbeda namun samasama minim bahasan terkait perubahan derry wijaya phd dark light tentang kami redaksi kebijakan iklan pedoman media siber kontak kami metodologi riset faq ©  tirtoid all rights reserved jelajah x indeks kontak kami \n",
            "\n",
            "After stemming:\n",
            " tirtoid jernih alir cerah populer kemarin di x bus persija tarik sponsor karena negosiasi yang lamban bus persija tarik sponsor karena negosiasi yang lamban yuk baca yuk baca jelajah current for your milu mild report flash news duga sebab kereta api tabrak di bandung apa solusi prediksi hasil debat anies prabowo ganjar siapa akan unggul strategi capres bawa indonesia peran di kancah politik dunia titi jalan terjal mata uang garuda panjang tahun sejarah makan siang gratis dari meja bar hingga kantin sekolah tidak benar cadas pangeran longsor pada awal januari airlangga klaim jokowi netral meski makan malam bareng prabowo prabowo klaim bisa kelola kaya indonesia bila menang pilpres strategi capres bawa indonesia peran di kancah politik dunia andika pamer visi misi ganjar di bidang hankam jelang debat timnas amin klaim anies siap beri kejut soal tema debat tiga flash news lihat semua timnas amin klaim anies siap beri kejut soal tema debat tiga billy klaim anies baswedan sudah bukti kesiap dengan hadir dalam beberapa forum gagas dengan tema debat tiga sabtu jan wib andika pamer visi misi ganjar di bidang hankam jelang debat andika sebut bangun industri tahan dan aman kelas dunia cara selektif di indonesia akan datang banyak manfaat sabtu jan wib prabowo klaim bisa kelola kaya indonesia bila menang pilpres prabowo aku telah hitung kuat ekonomi dan kaya indonesia sehingga harap bisa nikmat seluruh warga sabtu jan wib airlangga klaim jokowi netral meski makan malam bareng prabowo kait makan malam jokowi dan prabowo jelang debat airlangga jamin presiden akan sikap netral pada milu sabtu jan wib ganjar ajar konsep poros maritim dunia jelang debat capres tpn sebut ganjar pranowo ecek kembali doktrin poros maritim dunia jokowi karena ia akan terus pegang hal sebut sabtu jan wib muhadjir tangan korban tabrak ka turangga tak ada kendala muhadjir sebut dasar lapor yang dia terima semua korban tabrak kereta di bandung sudah tangan dengan baik sabtu jan wib jadwal badminton malaysia open hadiah dan daftar unggul ikut ini informasi kena jadwal badminton malaysia open daftar hadiah yang oleh serta daftar main unggul sabtu jan wib sejarah ka commuter line bandung raya dan jadwalrute kini ka commuter line bandung raya libat celaka dengan ka turangga pada jumat bagaimana sejarah ka commuter line bandung raya sabtu jan wib satria mahathir cogil anak siapa ini profil orang tua ikut ini profil singkat orangtua satria mahathir cogil seleb tiktok yang tangkap karena kasus duga keroyok anak anggota dprd pulau riau sabtu jan wib profil kereta api turangga rutejurusan sejarah operasional kereta api ka turangga alami celaka dengan ka lokal bandung raya pada jumat januari simak profil dan sejarah ka turangga sabtu jan wib news plus lihat semua duga sebab kereta api tabrak di bandung apa solusi prediksi hasil debat anies prabowo ganjar siapa akan unggul strategi capres bawa indonesia peran di kancah politik dunia soal alutsista bijak paslon soal tahan negara periksa fakta lihat semua tidak benar cadas pangeran longsor pada awal januari ada hoaks link daftar bantu langsung tunai blt el nino apa benar surat suara di taiwan sudah coblos prabowogibran ada video ungsi rohingya tuntut tanah di malaysia apa iya periksa data lihat semua bedah angka di balik klaim overtourism bal berapa kali jepang terpa tsunami satu dekade akhir peta politik caprescawapres pasca debat siapa unggul survei persen bilang debat capres tak pengaruh pilih awal diajeng lihat semua ingin otak anak lebih peka ikan dongeng dan cerita tak mesti anak jadi solusi untuk hubung racun ini dia biasa yang bikin mampu otak turun selingkuh tipis dan gagas relasi romantis yang problematis insider lihat semua titi jalan terjal mata uang garuda panjang tahun miris nasib nelayan indonesia di tengah ambisi blue economy perilaku belanja tak hanya promo gen z juga cari mal riah rebak bisnis jamu hingga jadi waris budaya unesco side job lihat semua koi ikan paras cantik yang bawa untung ratus juta hustle culture revisi dan ai dinamika tulis wara masa kini personal branding kunci sukses makeup artist laris minat tulis wara evolusi di era digital mozaik lihat semua sejarah makan siang gratis dari meja bar hingga kantin sekolah hari rakjat hidup mati koran pki karkono kamajaya di antara warta candu dan budaya jawa tangkap humor lewat bidik lensa elliott erwitt misbar lihat semua pesona semesta reka poe dalam the fall of the house of usher blue eye samurai jatuhbangun pendekar perempuan di zaman edo thanksgiving film slasher solid yang bumbu komedi malam para jahanam buah upaya cegah tuna sejarah miroso lihat semua pilih sejarah untuk racik teh dan rempah kue moho dan humor rekat dua generasi jamu sehat kuat dan satu kita bpk darah dan daging orang karo expose lihat semua alam pikir anak muda dan selera mereka pada pimpin muda bombardir israel senin cekam di bait lahiya gaza jurus populis ganjar masih manjur gandeng akar rumput ubah wajah anies dari konservatif jadi moderat mesin waktu lihat semua di balik patung gajah museum nasional beri raja rama v telusur riwayat khazanah emas wonoboyo nan spektakuler wawas bencana yang rekam dalam prasasti rukam prasasti sukabumi jejak rekayasa air dan hari jadi diri wawancara lihat semua surya tjandra bukabukaan soal ikn lanjut dan intervensi milu ridwan kamil peluang maju jabar dki hingga tawar menteri cerita aiman witjaksono pilih politik lapor ke polisi jalan tengah krisis ungsi rohingya populer sejarah makan siang gratis dari meja bar hingga kantin sekolah alam pikir anak muda dan selera mereka pada pimpin muda koi ikan paras cantik yang bawa untung ratus juta benar ronaldo lempar mikrofon jurnalis israel di balik patung gajah museum nasional beri raja rama v infografik lihat semua instagram lihat semua perspektif lihat semua pilih muda indonesia kelompok rentan dan abai alihalih fokus selesai isu kaum muda politis hanya manfaat rentan pilih muda untuk diatyka widya permata asih ssos ma baca visualisasi visi misi caprescawapres kata kunci visi misi kandidat caprescawapres memang beda namun samasama minim bahas kait ubah derry wijaya phd dark light tentang kami redaksi bijak iklan pedoman media siber kontak kami metodologi riset faq tirtoid all rights reserved jelajah x indeks kontak kami\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# tokenizing\n",
        "tokens = [t for t in output.split()]\n",
        "print(\"After tokenizing:\\n\", tokens, \"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "24k5f8M3HJKv",
        "outputId": "3e86835c-5872-4b46-8505-e88bf3d73123"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "After tokenizing:\n",
            " ['tirtoid', 'jernih', 'alir', 'cerah', 'populer', 'kemarin', 'di', 'x', 'bus', 'persija', 'tarik', 'sponsor', 'karena', 'negosiasi', 'yang', 'lamban', 'bus', 'persija', 'tarik', 'sponsor', 'karena', 'negosiasi', 'yang', 'lamban', 'yuk', 'baca', 'yuk', 'baca', 'jelajah', 'current', 'for', 'your', 'milu', 'mild', 'report', 'flash', 'news', 'duga', 'sebab', 'kereta', 'api', 'tabrak', 'di', 'bandung', 'apa', 'solusi', 'prediksi', 'hasil', 'debat', 'anies', 'prabowo', 'ganjar', 'siapa', 'akan', 'unggul', 'strategi', 'capres', 'bawa', 'indonesia', 'peran', 'di', 'kancah', 'politik', 'dunia', 'titi', 'jalan', 'terjal', 'mata', 'uang', 'garuda', 'panjang', 'tahun', 'sejarah', 'makan', 'siang', 'gratis', 'dari', 'meja', 'bar', 'hingga', 'kantin', 'sekolah', 'tidak', 'benar', 'cadas', 'pangeran', 'longsor', 'pada', 'awal', 'januari', 'airlangga', 'klaim', 'jokowi', 'netral', 'meski', 'makan', 'malam', 'bareng', 'prabowo', 'prabowo', 'klaim', 'bisa', 'kelola', 'kaya', 'indonesia', 'bila', 'menang', 'pilpres', 'strategi', 'capres', 'bawa', 'indonesia', 'peran', 'di', 'kancah', 'politik', 'dunia', 'andika', 'pamer', 'visi', 'misi', 'ganjar', 'di', 'bidang', 'hankam', 'jelang', 'debat', 'timnas', 'amin', 'klaim', 'anies', 'siap', 'beri', 'kejut', 'soal', 'tema', 'debat', 'tiga', 'flash', 'news', 'lihat', 'semua', 'timnas', 'amin', 'klaim', 'anies', 'siap', 'beri', 'kejut', 'soal', 'tema', 'debat', 'tiga', 'billy', 'klaim', 'anies', 'baswedan', 'sudah', 'bukti', 'kesiap', 'dengan', 'hadir', 'dalam', 'beberapa', 'forum', 'gagas', 'dengan', 'tema', 'debat', 'tiga', 'sabtu', 'jan', 'wib', 'andika', 'pamer', 'visi', 'misi', 'ganjar', 'di', 'bidang', 'hankam', 'jelang', 'debat', 'andika', 'sebut', 'bangun', 'industri', 'tahan', 'dan', 'aman', 'kelas', 'dunia', 'cara', 'selektif', 'di', 'indonesia', 'akan', 'datang', 'banyak', 'manfaat', 'sabtu', 'jan', 'wib', 'prabowo', 'klaim', 'bisa', 'kelola', 'kaya', 'indonesia', 'bila', 'menang', 'pilpres', 'prabowo', 'aku', 'telah', 'hitung', 'kuat', 'ekonomi', 'dan', 'kaya', 'indonesia', 'sehingga', 'harap', 'bisa', 'nikmat', 'seluruh', 'warga', 'sabtu', 'jan', 'wib', 'airlangga', 'klaim', 'jokowi', 'netral', 'meski', 'makan', 'malam', 'bareng', 'prabowo', 'kait', 'makan', 'malam', 'jokowi', 'dan', 'prabowo', 'jelang', 'debat', 'airlangga', 'jamin', 'presiden', 'akan', 'sikap', 'netral', 'pada', 'milu', 'sabtu', 'jan', 'wib', 'ganjar', 'ajar', 'konsep', 'poros', 'maritim', 'dunia', 'jelang', 'debat', 'capres', 'tpn', 'sebut', 'ganjar', 'pranowo', 'ecek', 'kembali', 'doktrin', 'poros', 'maritim', 'dunia', 'jokowi', 'karena', 'ia', 'akan', 'terus', 'pegang', 'hal', 'sebut', 'sabtu', 'jan', 'wib', 'muhadjir', 'tangan', 'korban', 'tabrak', 'ka', 'turangga', 'tak', 'ada', 'kendala', 'muhadjir', 'sebut', 'dasar', 'lapor', 'yang', 'dia', 'terima', 'semua', 'korban', 'tabrak', 'kereta', 'di', 'bandung', 'sudah', 'tangan', 'dengan', 'baik', 'sabtu', 'jan', 'wib', 'jadwal', 'badminton', 'malaysia', 'open', 'hadiah', 'dan', 'daftar', 'unggul', 'ikut', 'ini', 'informasi', 'kena', 'jadwal', 'badminton', 'malaysia', 'open', 'daftar', 'hadiah', 'yang', 'oleh', 'serta', 'daftar', 'main', 'unggul', 'sabtu', 'jan', 'wib', 'sejarah', 'ka', 'commuter', 'line', 'bandung', 'raya', 'dan', 'jadwalrute', 'kini', 'ka', 'commuter', 'line', 'bandung', 'raya', 'libat', 'celaka', 'dengan', 'ka', 'turangga', 'pada', 'jumat', 'bagaimana', 'sejarah', 'ka', 'commuter', 'line', 'bandung', 'raya', 'sabtu', 'jan', 'wib', 'satria', 'mahathir', 'cogil', 'anak', 'siapa', 'ini', 'profil', 'orang', 'tua', 'ikut', 'ini', 'profil', 'singkat', 'orangtua', 'satria', 'mahathir', 'cogil', 'seleb', 'tiktok', 'yang', 'tangkap', 'karena', 'kasus', 'duga', 'keroyok', 'anak', 'anggota', 'dprd', 'pulau', 'riau', 'sabtu', 'jan', 'wib', 'profil', 'kereta', 'api', 'turangga', 'rutejurusan', 'sejarah', 'operasional', 'kereta', 'api', 'ka', 'turangga', 'alami', 'celaka', 'dengan', 'ka', 'lokal', 'bandung', 'raya', 'pada', 'jumat', 'januari', 'simak', 'profil', 'dan', 'sejarah', 'ka', 'turangga', 'sabtu', 'jan', 'wib', 'news', 'plus', 'lihat', 'semua', 'duga', 'sebab', 'kereta', 'api', 'tabrak', 'di', 'bandung', 'apa', 'solusi', 'prediksi', 'hasil', 'debat', 'anies', 'prabowo', 'ganjar', 'siapa', 'akan', 'unggul', 'strategi', 'capres', 'bawa', 'indonesia', 'peran', 'di', 'kancah', 'politik', 'dunia', 'soal', 'alutsista', 'bijak', 'paslon', 'soal', 'tahan', 'negara', 'periksa', 'fakta', 'lihat', 'semua', 'tidak', 'benar', 'cadas', 'pangeran', 'longsor', 'pada', 'awal', 'januari', 'ada', 'hoaks', 'link', 'daftar', 'bantu', 'langsung', 'tunai', 'blt', 'el', 'nino', 'apa', 'benar', 'surat', 'suara', 'di', 'taiwan', 'sudah', 'coblos', 'prabowogibran', 'ada', 'video', 'ungsi', 'rohingya', 'tuntut', 'tanah', 'di', 'malaysia', 'apa', 'iya', 'periksa', 'data', 'lihat', 'semua', 'bedah', 'angka', 'di', 'balik', 'klaim', 'overtourism', 'bal', 'berapa', 'kali', 'jepang', 'terpa', 'tsunami', 'satu', 'dekade', 'akhir', 'peta', 'politik', 'caprescawapres', 'pasca', 'debat', 'siapa', 'unggul', 'survei', 'persen', 'bilang', 'debat', 'capres', 'tak', 'pengaruh', 'pilih', 'awal', 'diajeng', 'lihat', 'semua', 'ingin', 'otak', 'anak', 'lebih', 'peka', 'ikan', 'dongeng', 'dan', 'cerita', 'tak', 'mesti', 'anak', 'jadi', 'solusi', 'untuk', 'hubung', 'racun', 'ini', 'dia', 'biasa', 'yang', 'bikin', 'mampu', 'otak', 'turun', 'selingkuh', 'tipis', 'dan', 'gagas', 'relasi', 'romantis', 'yang', 'problematis', 'insider', 'lihat', 'semua', 'titi', 'jalan', 'terjal', 'mata', 'uang', 'garuda', 'panjang', 'tahun', 'miris', 'nasib', 'nelayan', 'indonesia', 'di', 'tengah', 'ambisi', 'blue', 'economy', 'perilaku', 'belanja', 'tak', 'hanya', 'promo', 'gen', 'z', 'juga', 'cari', 'mal', 'riah', 'rebak', 'bisnis', 'jamu', 'hingga', 'jadi', 'waris', 'budaya', 'unesco', 'side', 'job', 'lihat', 'semua', 'koi', 'ikan', 'paras', 'cantik', 'yang', 'bawa', 'untung', 'ratus', 'juta', 'hustle', 'culture', 'revisi', 'dan', 'ai', 'dinamika', 'tulis', 'wara', 'masa', 'kini', 'personal', 'branding', 'kunci', 'sukses', 'makeup', 'artist', 'laris', 'minat', 'tulis', 'wara', 'evolusi', 'di', 'era', 'digital', 'mozaik', 'lihat', 'semua', 'sejarah', 'makan', 'siang', 'gratis', 'dari', 'meja', 'bar', 'hingga', 'kantin', 'sekolah', 'hari', 'rakjat', 'hidup', 'mati', 'koran', 'pki', 'karkono', 'kamajaya', 'di', 'antara', 'warta', 'candu', 'dan', 'budaya', 'jawa', 'tangkap', 'humor', 'lewat', 'bidik', 'lensa', 'elliott', 'erwitt', 'misbar', 'lihat', 'semua', 'pesona', 'semesta', 'reka', 'poe', 'dalam', 'the', 'fall', 'of', 'the', 'house', 'of', 'usher', 'blue', 'eye', 'samurai', 'jatuhbangun', 'pendekar', 'perempuan', 'di', 'zaman', 'edo', 'thanksgiving', 'film', 'slasher', 'solid', 'yang', 'bumbu', 'komedi', 'malam', 'para', 'jahanam', 'buah', 'upaya', 'cegah', 'tuna', 'sejarah', 'miroso', 'lihat', 'semua', 'pilih', 'sejarah', 'untuk', 'racik', 'teh', 'dan', 'rempah', 'kue', 'moho', 'dan', 'humor', 'rekat', 'dua', 'generasi', 'jamu', 'sehat', 'kuat', 'dan', 'satu', 'kita', 'bpk', 'darah', 'dan', 'daging', 'orang', 'karo', 'expose', 'lihat', 'semua', 'alam', 'pikir', 'anak', 'muda', 'dan', 'selera', 'mereka', 'pada', 'pimpin', 'muda', 'bombardir', 'israel', 'senin', 'cekam', 'di', 'bait', 'lahiya', 'gaza', 'jurus', 'populis', 'ganjar', 'masih', 'manjur', 'gandeng', 'akar', 'rumput', 'ubah', 'wajah', 'anies', 'dari', 'konservatif', 'jadi', 'moderat', 'mesin', 'waktu', 'lihat', 'semua', 'di', 'balik', 'patung', 'gajah', 'museum', 'nasional', 'beri', 'raja', 'rama', 'v', 'telusur', 'riwayat', 'khazanah', 'emas', 'wonoboyo', 'nan', 'spektakuler', 'wawas', 'bencana', 'yang', 'rekam', 'dalam', 'prasasti', 'rukam', 'prasasti', 'sukabumi', 'jejak', 'rekayasa', 'air', 'dan', 'hari', 'jadi', 'diri', 'wawancara', 'lihat', 'semua', 'surya', 'tjandra', 'bukabukaan', 'soal', 'ikn', 'lanjut', 'dan', 'intervensi', 'milu', 'ridwan', 'kamil', 'peluang', 'maju', 'jabar', 'dki', 'hingga', 'tawar', 'menteri', 'cerita', 'aiman', 'witjaksono', 'pilih', 'politik', 'lapor', 'ke', 'polisi', 'jalan', 'tengah', 'krisis', 'ungsi', 'rohingya', 'populer', 'sejarah', 'makan', 'siang', 'gratis', 'dari', 'meja', 'bar', 'hingga', 'kantin', 'sekolah', 'alam', 'pikir', 'anak', 'muda', 'dan', 'selera', 'mereka', 'pada', 'pimpin', 'muda', 'koi', 'ikan', 'paras', 'cantik', 'yang', 'bawa', 'untung', 'ratus', 'juta', 'benar', 'ronaldo', 'lempar', 'mikrofon', 'jurnalis', 'israel', 'di', 'balik', 'patung', 'gajah', 'museum', 'nasional', 'beri', 'raja', 'rama', 'v', 'infografik', 'lihat', 'semua', 'instagram', 'lihat', 'semua', 'perspektif', 'lihat', 'semua', 'pilih', 'muda', 'indonesia', 'kelompok', 'rentan', 'dan', 'abai', 'alihalih', 'fokus', 'selesai', 'isu', 'kaum', 'muda', 'politis', 'hanya', 'manfaat', 'rentan', 'pilih', 'muda', 'untuk', 'diatyka', 'widya', 'permata', 'asih', 'ssos', 'ma', 'baca', 'visualisasi', 'visi', 'misi', 'caprescawapres', 'kata', 'kunci', 'visi', 'misi', 'kandidat', 'caprescawapres', 'memang', 'beda', 'namun', 'samasama', 'minim', 'bahas', 'kait', 'ubah', 'derry', 'wijaya', 'phd', 'dark', 'light', 'tentang', 'kami', 'redaksi', 'bijak', 'iklan', 'pedoman', 'media', 'siber', 'kontak', 'kami', 'metodologi', 'riset', 'faq', 'tirtoid', 'all', 'rights', 'reserved', 'jelajah', 'x', 'indeks', 'kontak', 'kami'] \n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nltk.download()\n",
        "clean_tokens = tokens[:]\n",
        "\n",
        "for token in tokens:\n",
        "  if token in stopwords.words('indonesian'):\n",
        "    clean_tokens.remove(token)\n",
        "\n",
        "freq = nltk.FreqDist(clean_tokens)\n",
        "\n",
        "for key, val in freq.items():\n",
        "  print(str(key), \":\", str(val))\n",
        "\n",
        "freq.plot(30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "A6FXcC3BICuS",
        "outputId": "310a205c-c7a5-4d1b-9bc4-f588d63c9c05"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "NLTK Downloader\n",
            "---------------------------------------------------------------------------\n",
            "    d) Download   l) List    u) Update   c) Config   h) Help   q) Quit\n",
            "---------------------------------------------------------------------------\n",
            "Downloader> q\n",
            "tirtoid : 2\n",
            "jernih : 1\n",
            "alir : 1\n",
            "cerah : 1\n",
            "populer : 2\n",
            "kemarin : 1\n",
            "x : 2\n",
            "bus : 2\n",
            "persija : 2\n",
            "tarik : 2\n",
            "sponsor : 2\n",
            "negosiasi : 2\n",
            "lamban : 2\n",
            "yuk : 2\n",
            "baca : 3\n",
            "jelajah : 2\n",
            "current : 1\n",
            "for : 1\n",
            "your : 1\n",
            "milu : 3\n",
            "mild : 1\n",
            "report : 1\n",
            "flash : 2\n",
            "news : 3\n",
            "duga : 3\n",
            "kereta : 5\n",
            "api : 4\n",
            "tabrak : 4\n",
            "bandung : 7\n",
            "solusi : 3\n",
            "prediksi : 2\n",
            "hasil : 2\n",
            "debat : 11\n",
            "anies : 6\n",
            "prabowo : 8\n",
            "ganjar : 7\n",
            "unggul : 5\n",
            "strategi : 3\n",
            "capres : 5\n",
            "bawa : 5\n",
            "indonesia : 9\n",
            "peran : 3\n",
            "kancah : 3\n",
            "politik : 5\n",
            "dunia : 6\n",
            "titi : 2\n",
            "jalan : 3\n",
            "terjal : 2\n",
            "mata : 2\n",
            "uang : 2\n",
            "garuda : 2\n",
            "sejarah : 9\n",
            "makan : 6\n",
            "siang : 3\n",
            "gratis : 3\n",
            "meja : 3\n",
            "bar : 3\n",
            "kantin : 3\n",
            "sekolah : 3\n",
            "cadas : 2\n",
            "pangeran : 2\n",
            "longsor : 2\n",
            "januari : 3\n",
            "airlangga : 3\n",
            "klaim : 8\n",
            "jokowi : 4\n",
            "netral : 3\n",
            "malam : 4\n",
            "bareng : 2\n",
            "kelola : 2\n",
            "kaya : 3\n",
            "menang : 2\n",
            "pilpres : 2\n",
            "andika : 3\n",
            "pamer : 2\n",
            "visi : 4\n",
            "misi : 4\n",
            "bidang : 2\n",
            "hankam : 2\n",
            "jelang : 4\n",
            "timnas : 2\n",
            "amin : 2\n",
            "kejut : 2\n",
            "tema : 3\n",
            "lihat : 16\n",
            "billy : 1\n",
            "baswedan : 1\n",
            "bukti : 1\n",
            "kesiap : 1\n",
            "hadir : 1\n",
            "forum : 1\n",
            "gagas : 2\n",
            "sabtu : 10\n",
            "jan : 10\n",
            "wib : 10\n",
            "bangun : 1\n",
            "industri : 1\n",
            "tahan : 2\n",
            "aman : 1\n",
            "kelas : 1\n",
            "selektif : 1\n",
            "manfaat : 2\n",
            "hitung : 1\n",
            "kuat : 2\n",
            "ekonomi : 1\n",
            "harap : 1\n",
            "nikmat : 1\n",
            "warga : 1\n",
            "kait : 2\n",
            "jamin : 1\n",
            "presiden : 1\n",
            "sikap : 1\n",
            "ajar : 1\n",
            "konsep : 1\n",
            "poros : 2\n",
            "maritim : 2\n",
            "tpn : 1\n",
            "pranowo : 1\n",
            "ecek : 1\n",
            "doktrin : 1\n",
            "pegang : 1\n",
            "muhadjir : 2\n",
            "tangan : 2\n",
            "korban : 2\n",
            "ka : 8\n",
            "turangga : 5\n",
            "kendala : 1\n",
            "dasar : 1\n",
            "lapor : 2\n",
            "terima : 1\n",
            "jadwal : 2\n",
            "badminton : 2\n",
            "malaysia : 3\n",
            "open : 2\n",
            "hadiah : 2\n",
            "daftar : 4\n",
            "informasi : 1\n",
            "kena : 1\n",
            "main : 1\n",
            "commuter : 3\n",
            "line : 3\n",
            "raya : 4\n",
            "jadwalrute : 1\n",
            "libat : 1\n",
            "celaka : 2\n",
            "jumat : 2\n",
            "satria : 2\n",
            "mahathir : 2\n",
            "cogil : 2\n",
            "anak : 6\n",
            "profil : 4\n",
            "orang : 2\n",
            "tua : 1\n",
            "singkat : 1\n",
            "orangtua : 1\n",
            "seleb : 1\n",
            "tiktok : 1\n",
            "tangkap : 2\n",
            "keroyok : 1\n",
            "anggota : 1\n",
            "dprd : 1\n",
            "pulau : 1\n",
            "riau : 1\n",
            "rutejurusan : 1\n",
            "operasional : 1\n",
            "alami : 1\n",
            "lokal : 1\n",
            "simak : 1\n",
            "plus : 1\n",
            "alutsista : 1\n",
            "bijak : 2\n",
            "paslon : 1\n",
            "negara : 1\n",
            "periksa : 2\n",
            "fakta : 1\n",
            "hoaks : 1\n",
            "link : 1\n",
            "bantu : 1\n",
            "langsung : 1\n",
            "tunai : 1\n",
            "blt : 1\n",
            "el : 1\n",
            "nino : 1\n",
            "surat : 1\n",
            "suara : 1\n",
            "taiwan : 1\n",
            "coblos : 1\n",
            "prabowogibran : 1\n",
            "video : 1\n",
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            "hustle : 1\n",
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            "tulis : 2\n",
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            "kunci : 2\n",
            "sukses : 1\n",
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            "artist : 1\n",
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            "rama : 2\n",
            "v : 2\n",
            "telusur : 1\n",
            "riwayat : 1\n",
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            "prasasti : 2\n",
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            "rekayasa : 1\n",
            "air : 1\n",
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            "surya : 1\n",
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            "kontak : 2\n",
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            "indeks : 1\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='Samples', ylabel='Counts'>"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}