{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <center> DETEKSI POLA AMBIGUITAS STRUKTURAL </center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Import Library NLTK RegexpParser & Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "from nltk import RegexpParser\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Import Dokumen Anotasi Pernyataan Kebutuhan Perangkat Lunak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def open_file(nameFile):\n",
    "    with open(nameFile, encoding=\"utf-8\") as reqs:\n",
    "        data_reqs = reqs.readlines()\n",
    "    all_reqs = [x.rstrip('\\n') for x in data_reqs]\n",
    "    return all_reqs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pdpt dikti\n"
     ]
    }
   ],
   "source": [
    "inputreadfile = input()\n",
    "readFile = \"Hasil Tag/Tag \"+inputreadfile+\".txt\"\n",
    "requirements = open_file(readFile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Sentence Splitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences= []\n",
    "tags = []\n",
    "kalimat = []\n",
    "index = 0\n",
    "while index < len(requirements):\n",
    "    sent = [] #untuk menampung katanya\n",
    "    kata = []\n",
    "    tag = [] #untuk menampung postag dari tiap kata\n",
    "    while not requirements[index].startswith('</kalimat'): #batas akhir dari kalimat\n",
    "        if  not requirements[index].startswith('<kalimat'):\n",
    "            content_part = requirements[index].split('\\t')\n",
    "            sent.append((content_part[0],content_part[1]))\n",
    "            kata.append(content_part[0])\n",
    "            tag.append(content_part[1])\n",
    "        index = index + 1\n",
    "    sentences.append(sent)\n",
    "    kalimat.append(kata)\n",
    "    tags.append(tag)\n",
    "    index = index+2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Pernyataan Kebutuhan Perangkat Lunak dan Tag-nya"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 [('Aplikasi', 'NN'), ('mampu', 'JJ'), ('melakukan', 'VB'), ('pengelolaan', 'NN'), ('terhadap', 'IN'), ('data', 'NN'), ('user', 'NN'), ('yang', 'SC'), ('terbatas', 'VB'), ('pada', 'IN'), ('penggantian', 'NN'), ('password', 'NN'), ('saja', 'NN')]\n",
      "1 [('Mampu', 'NN'), ('menambahkan', 'VB'), ('data', 'NN'), ('user', 'NN'), ('baru', 'JJ')]\n",
      "2 [('Mampu', 'NN'), ('mengubah', 'VB'), ('data', 'NN'), ('user', 'NN')]\n",
      "3 [('Mampu', 'NN'), ('menghapus', 'VB'), ('data', 'NN'), ('user', 'NN')]\n",
      "4 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('kumulatif', 'NN'), ('IPK', 'NNP'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "5 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('APK', 'NN'), ('berdasarkan', 'VB'), ('gender', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "6 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('APK', 'NN'), ('berdasarkan', 'VB'), ('Vokasi', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "7 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('perbandingan', 'NN'), ('lama', 'NN'), ('studi', 'NN'), ('dengan', 'IN'), ('waktu', 'NN'), ('studi', 'NN'), ('ideal', 'NN'), ('per', 'IN'), ('vokasi', 'NN'), ('(', 'Z'), ('D1', 'NN'), (',', 'Z'), ('D2', 'NN'), (',', 'Z'), ('D3', 'NN'), (',', 'Z'), ('S1', 'NN'), (',', 'Z'), ('S2', 'NN'), (')', 'NN'), ('per', 'IN'), ('gender', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "8 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('lama', 'NN'), ('studi', 'NN'), ('dengan', 'IN'), ('waktu', 'NN'), ('studi', 'NN'), ('ideal', 'NN'), ('per', 'IN'), ('vokasi', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "9 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('lama', 'NN'), ('studi', 'NN'), ('dengan', 'IN'), ('waktu', 'NN'), ('studi', 'NN'), ('ideal', 'NN'), ('berdasarkan', 'VB'), ('asal', 'NN'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "10 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('rasio', 'NN'), ('jumlah', 'NN'), ('dosen', 'NN'), ('dan', 'CC'), ('mahasiswa', 'NN'), ('secara', 'IN'), ('keseluruhan', 'NN')]\n",
      "11 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('rasio', 'NN'), ('jumlah', 'NN'), ('dosen', 'NN'), ('dan', 'CC'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('jenis', 'NND'), ('perguruan', 'NN'), ('tinggi', 'JJ'), ('(', 'Z'), ('PTN/PTS', 'NN'), (')', 'Z')]\n",
      "12 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('rasio', 'NN'), ('jumlah', 'NN'), ('dosen', 'NN'), ('dan', 'CC'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('perguruan', 'NN'), ('tinggi', 'JJ')]\n",
      "13 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('rasio', 'NN'), ('jumlah', 'NN'), ('dosen', 'NN'), ('dan', 'CC'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('geografis', 'NN')]\n",
      "14 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('guru', 'NN'), ('besar', 'JJ'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "15 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('guru', 'NN'), ('besar', 'JJ'), ('berdasarkan', 'VB'), ('jenis', 'NND'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "16 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('guru', 'NN'), ('besar', 'JJ'), ('berdasarkan', 'VB'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "17 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('guru', 'NN'), ('besar', 'JJ'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('geografis', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "18 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('pertahun', 'NN')]\n",
      "19 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('jenis', 'NND'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "20 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "21 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('geografis', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "22 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'JJ'), ('per', 'IN'), ('jabatan', 'NN'), ('akademik', 'JJ'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "23 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('per', 'IN'), ('jabatan', 'NN'), ('akademik', 'JJ'), ('berdasarkan', 'VB'), ('jenis', 'NND'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "24 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('per', 'IN'), ('jabatan', 'NN'), ('akademik', 'JJ'), ('berdasarkan', 'VB'), ('PT', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "25 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('per', 'IN'), ('jabatan', 'NN'), ('akademik', 'JJ'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('geografis', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "26 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('program', 'NN'), ('studi', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "27 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('akademik', 'JJ'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "28 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('jenjang', 'NN'), ('studi', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "29 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('status', 'NN'), ('ikatan', 'NN'), ('kerja', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "30 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('dosen', 'NN'), ('berdasarkan', 'VB'), ('aktivitas', 'NN'), ('per', 'IN'), ('tahun', 'NN')]\n",
      "31 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('mahasiswa', 'NN'), ('per', 'IN'), ('PT', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "32 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('mahasiswa', 'NN'), ('per', 'IN'), ('program', 'NN'), ('studi', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "33 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('gender', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "34 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "35 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('mahasiswa', 'NN'), ('berdasarkan', 'VB'), ('aktivitas', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "36 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('PT', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "37 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NN'), ('PT', 'NN'), ('berdasarkan', 'VB'), ('lokasi', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "38 [('Aplikasi', 'NN'), ('menampilkan', 'VB'), ('jumlah', 'NND'), ('PT', 'NN'), ('berdasarkan', 'VB'), ('jenis', 'NND'), ('PT', 'NN'), ('per', 'IN'), ('semester', 'NN')]\n",
      "39 [('Ketersediaan', 'NN'), ('aplikasi', 'NN'), ('yang', 'SC'), ('dapat', 'MD'), ('di', 'IN'), ('update', 'NN'), ('sewaktu', 'NN'), ('waktu', 'NN'), ('dan', 'CC'), ('harus', 'MD'), ('mampu', 'JJ'), ('beroperasi', 'VB'), ('7', 'IN'), ('hari', 'NN'), ('per', 'IN'), ('minggu', 'NN'), (',', 'Z'), ('24', 'CD'), ('jam', 'NN'), ('per', 'IN'), ('hari', 'NN'), ('tanpa', 'IN'), ('gagal', 'JJ')]\n",
      "40 [('Aplikasi', 'NN'), ('yang', 'SC'), ('dikembangkan', 'VB'), ('nantinya', 'NN'), ('harus', 'MD'), ('memiliki', 'VB'), ('tingkat', 'NN'), ('ergonomi', 'NN'), ('yang', 'SC'), ('tinggi', 'JJ'), ('sehingga', 'NN'), ('menarik', 'VB'), ('untuk', 'SC'), ('diakses', 'VB'), ('oleh', 'IN'), ('user', 'NN'), ('dimanapun', 'NN'), ('(', 'Z'), ('web-based', 'NN'), (')', 'Z')]\n",
      "41 [('Aplikasi', 'NN'), ('yang', 'SC'), ('dikembangkan', 'VB'), ('nantinya', 'NN'), ('harus', 'MD'), ('memiliki', 'VB'), ('tingkat', 'NN'), ('keamanan', 'NN'), ('yang', 'SC'), ('tinggi', 'JJ'), ('dimana', 'NN'), ('setiap', 'CD'), ('user', 'NN'), ('yang', 'SC'), ('masuk', 'VB'), ('tidak', 'NEG'), ('dapat', 'MD'), ('seenaknya', 'NN'), ('mengubah', 'VB'), ('data', 'NN'), ('yang', 'SC'), ('berada', 'VB'), ('di', 'IN'), ('dalam', 'NN'), ('aplikasi', 'NN'), ('ini', 'PR')]\n"
     ]
    }
   ],
   "source": [
    "i = 0\n",
    "for sentence in sentences:\n",
    "    print(i,sentence)\n",
    "    i+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Analisis Vague Words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['aneka', 'antero', 'banyak', 'beberapa', 'berhari-hari', 'beribu-ribu', 'berjam-jam', 'berjenis-jenis', 'berjenjang-jenjang', 'berpasang-pasang', 'ratusan', 'sebegitu', 'seberapa', 'segala', 'segenap', 'sekalian', 'seluruh', 'semua', 'banyak', 'beberapa', 'sedikit', 'seantero', 'segera', 'indah', 'menarik', 'puas', 'bagus', 'efisien', 'efektif', 'cantik', 'cepat', 'lambat', 'seminimalis']\n",
      "40 ['Aplikasi', 'yang', 'dikembangkan', 'nantinya', 'harus', 'memiliki', 'tingkat', 'ergonomi', 'yang', 'tinggi', 'sehingga', 'menarik', 'untuk', 'diakses', 'oleh', 'user', 'dimanapun', '(', 'web-based', ')'] menarik\n",
      "{40: 'vague'}\n"
     ]
    }
   ],
   "source": [
    "dictionaryAmbiguity = {}\n",
    "vaguefile = open_file('vague words.txt')\n",
    "print(vaguefile)\n",
    "countVague=0\n",
    "for i in range(len(kalimat)):\n",
    "    for kata in kalimat[i]:\n",
    "        if kata in vaguefile:\n",
    "            print(i,kalimat[i],kata)\n",
    "            if i in dictionaryAmbiguity:\n",
    "                dictionaryAmbiguity[i] += ', vague'\n",
    "            else:\n",
    "                dictionaryAmbiguity[i] = 'vague'\n",
    "            countVague+=1\n",
    "print(dictionaryAmbiguity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# countMUoM = 0\n",
    "# for i in range(len(tags)-1):\n",
    "#     for j in range(len(tags[i])-1):\n",
    "#         if tags[i][j] == 'CD':\n",
    "#             if tags[i][j-1]=='NN': continue\n",
    "#             elif tags[i][j+1]=='NN' or tags[i][j+1]=='SYM':continue\n",
    "#             elif tags[i][j+1] != 'NN' or tags[i][j+1]!='SYM': \n",
    "#                 print(i,sentences[i])\n",
    "#                 if i in dictionaryAmbiguity:\n",
    "#                     dictionaryAmbiguity[i] += ', missing unit measurement'\n",
    "#                 else:\n",
    "#                     dictionaryAmbiguity[i] = 'missing unit measurement'\n",
    "#                 countMUoM+=1\n",
    "#         else: continue\n",
    "# print(dictionaryAmbiguity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Shallow Parsing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "polaAmbiguity = []\n",
    "pola = \"\"\"\n",
    "analytical:{<NN.*><NN.*><JJ.*>}\n",
    "coordination:{<NN.*><CC><NN.*><JJ>}\n",
    "PPattachment:{<VB><NN.*>*<JJ><IN><NN.*><JJ>}\n",
    "\"\"\"\n",
    "chunk = RegexpParser(pola)\n",
    "for kalimats in sentences:\n",
    "    result = chunk.parse(kalimats)\n",
    "    polaAmbiguity.append(str(result).split(\"\\n\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 ['(S Mampu/NN menambahkan/VB (analytical data/NN user/NN baru/JJ))']\n",
      "11 ['(S', '  Aplikasi/NN', '  menampilkan/VB', '  rasio/NN', '  jumlah/NN', '  dosen/NN', '  dan/CC', '  mahasiswa/NN', '  berdasarkan/VB', '  (analytical jenis/NND perguruan/NN tinggi/JJ)', '  (/Z', '  PTN/PTS/NN', '  )/Z)']\n",
      "14 ['(S', '  Aplikasi/NN', '  menampilkan/VB', '  (analytical jumlah/NN guru/NN besar/JJ)', '  per/IN', '  tahun/NN)']\n",
      "15 ['(S', '  Aplikasi/NN', '  menampilkan/VB', '  (analytical jumlah/NN guru/NN besar/JJ)', '  berdasarkan/VB', '  jenis/NND', '  PT/NN', '  per/IN', '  tahun/NN)']\n",
      "16 ['(S', '  Aplikasi/NN', '  menampilkan/VB', '  (analytical jumlah/NN guru/NN besar/JJ)', '  berdasarkan/VB', '  PT/NN', '  per/IN', '  tahun/NN)']\n",
      "17 ['(S', '  Aplikasi/NN', '  menampilkan/VB', '  (analytical jumlah/NN guru/NN besar/JJ)', '  berdasarkan/VB', '  lokasi/NN', '  geografis/NN', '  per/IN', '  tahun/NN)']\n",
      "22 ['(S', '  Aplikasi/NN', '  (PPattachment', '    menampilkan/VB', '    jumlah/NN', '    dosen/JJ', '    per/IN', '    jabatan/NN', '    akademik/JJ)', '  per/IN', '  tahun/NN)']\n",
      "{40: 'vague', 1: 'analytical', 11: 'analytical', 14: 'analytical', 15: 'analytical', 16: 'analytical', 17: 'analytical', 22: 'PPattachment'}\n"
     ]
    }
   ],
   "source": [
    "kataAnalytical = \"analytical\"\n",
    "kataPPattachment = \"PPattachment\"\n",
    "kataCoordination = \"coordination\"\n",
    "countAnalytical = 0\n",
    "countCoordination = 0\n",
    "countPPattachment = 0\n",
    "for i in range(len(polaAmbiguity)):\n",
    "    for j in polaAmbiguity[i]:\n",
    "        if (kataAnalytical in j):\n",
    "            print(i,polaAmbiguity[i])\n",
    "            if i in dictionaryAmbiguity:\n",
    "                dictionaryAmbiguity[i] += ', analytical'\n",
    "            else:\n",
    "                dictionaryAmbiguity[i] = 'analytical'\n",
    "            countAnalytical+=1\n",
    "        if (kataCoordination in j):\n",
    "            print(i,polaAmbiguity[i])\n",
    "            if i in dictionaryAmbiguity:\n",
    "                dictionaryAmbiguity[i] += ', coordination'\n",
    "            else:\n",
    "                dictionaryAmbiguity[i] = 'coordination'\n",
    "            countCoordination+=1\n",
    "        if (kataPPattachment in j):\n",
    "            print(i,polaAmbiguity[i])\n",
    "            if i in dictionaryAmbiguity:\n",
    "                dictionaryAmbiguity[i] += ', PPattachment'\n",
    "            else:\n",
    "                dictionaryAmbiguity[i] = 'PPattachment'\n",
    "            countPPattachment+=1\n",
    "print(dictionaryAmbiguity)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Data Hasil Analisis Jenis Ambiguitas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "11\n",
      "14\n",
      "15\n",
      "16\n",
      "17\n",
      "22\n",
      "40\n"
     ]
    }
   ],
   "source": [
    "listSentences = []\n",
    "for i in range(len(sentences)):\n",
    "    if i in dictionaryAmbiguity.keys():\n",
    "        print(i)\n",
    "        listSentences.append((sentences[i],dictionaryAmbiguity[i]))\n",
    "    else:\n",
    "        listSentences.append((sentences[i],'-'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jumlah Kata Vague:  1\n",
      "Jumlah Ambiguitas Analitis:  6\n",
      "Jumlah Ambiguitas Corrdination:  0\n",
      "Jumlah Ambiguitas PP Attachment:  1\n",
      "Total Ambiguitas Struktural dalam dokumen:  8\n"
     ]
    }
   ],
   "source": [
    "print(\"Jumlah Kata Vague: \",countVague)\n",
    "# print(\"Jumlah Missing Unit of Measurement: \",countMUoM)\n",
    "print(\"Jumlah Ambiguitas Analitis: \",countAnalytical)\n",
    "print(\"Jumlah Ambiguitas Corrdination: \",countCoordination)\n",
    "print(\"Jumlah Ambiguitas PP Attachment: \",countPPattachment)\n",
    "totalAmbiguitasStruktural = countVague+countAnalytical+countCoordination+countPPattachment\n",
    "print(\"Total Ambiguitas Struktural dalam dokumen: \",totalAmbiguitasStruktural)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Transformasi Data ke Dokumen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Pernyataan Kebutuhan PL</th>\n",
       "      <th>Urutan Tag Kebutuhan PL</th>\n",
       "      <th>Jenis Ambiguitas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[Aplikasi, mampu, melakukan, pengelolaan, terh...</td>\n",
       "      <td>[NN, JJ, VB, NN, IN, NN, NN, SC, VB, IN, NN, N...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[Mampu, menambahkan, data, user, baru]</td>\n",
       "      <td>[NN, VB, NN, NN, JJ]</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[Mampu, mengubah, data, user]</td>\n",
       "      <td>[NN, VB, NN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[Mampu, menghapus, data, user]</td>\n",
       "      <td>[NN, VB, NN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, kumulatif, IPK...</td>\n",
       "      <td>[NN, VB, NN, NN, NNP, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, APK, berdasark...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, APK, berdasark...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[Aplikasi, menampilkan, perbandingan, lama, st...</td>\n",
       "      <td>[NN, VB, NN, NN, NN, IN, NN, NN, NN, IN, NN, Z...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[Aplikasi, menampilkan, lama, studi, dengan, w...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, NN, NN, IN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[Aplikasi, menampilkan, lama, studi, dengan, w...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, NN, NN, VB, NN, NN, I...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[Aplikasi, menampilkan, rasio, jumlah, dosen, ...</td>\n",
       "      <td>[NN, VB, NN, NN, NN, CC, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[Aplikasi, menampilkan, rasio, jumlah, dosen, ...</td>\n",
       "      <td>[NN, VB, NN, NN, NN, CC, NN, VB, NND, NN, JJ, ...</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[Aplikasi, menampilkan, rasio, jumlah, dosen, ...</td>\n",
       "      <td>[NN, VB, NN, NN, NN, CC, NN, VB, NN, JJ]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[Aplikasi, menampilkan, rasio, jumlah, dosen, ...</td>\n",
       "      <td>[NN, VB, NN, NN, NN, CC, NN, VB, NN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, guru, besar, p...</td>\n",
       "      <td>[NN, VB, NN, NN, JJ, IN, NN]</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, guru, besar, b...</td>\n",
       "      <td>[NN, VB, NN, NN, JJ, VB, NND, NN, IN, NN]</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, guru, besar, b...</td>\n",
       "      <td>[NN, VB, NN, NN, JJ, VB, NN, IN, NN]</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, guru, besar, b...</td>\n",
       "      <td>[NN, VB, NN, NN, JJ, VB, NN, NN, IN, NN]</td>\n",
       "      <td>analytical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, pertahun]</td>\n",
       "      <td>[NN, VB, NN, NN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NND, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, per, ja...</td>\n",
       "      <td>[NN, VB, NN, JJ, IN, NN, JJ, IN, NN]</td>\n",
       "      <td>PPattachment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, per, ja...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, JJ, VB, NND, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, per, ja...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, JJ, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, per, ja...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, JJ, VB, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, JJ, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, dosen, berdasa...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, mahasiswa, per...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, mahasiswa, per...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, mahasiswa, ber...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, mahasiswa, ber...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, mahasiswa, ber...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, PT, per, semes...</td>\n",
       "      <td>[NN, VB, NN, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, PT, berdasarka...</td>\n",
       "      <td>[NN, VB, NN, NN, VB, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>[Aplikasi, menampilkan, jumlah, PT, berdasarka...</td>\n",
       "      <td>[NN, VB, NND, NN, VB, NND, NN, IN, NN]</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>[Ketersediaan, aplikasi, yang, dapat, di, upda...</td>\n",
       "      <td>[NN, NN, SC, MD, IN, NN, NN, NN, CC, MD, JJ, V...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>[Aplikasi, yang, dikembangkan, nantinya, harus...</td>\n",
       "      <td>[NN, SC, VB, NN, MD, VB, NN, NN, SC, JJ, NN, V...</td>\n",
       "      <td>vague</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>[Aplikasi, yang, dikembangkan, nantinya, harus...</td>\n",
       "      <td>[NN, SC, VB, NN, MD, VB, NN, NN, SC, JJ, NN, C...</td>\n",
       "      <td>-</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Pernyataan Kebutuhan PL  \\\n",
       "0   [Aplikasi, mampu, melakukan, pengelolaan, terh...   \n",
       "1              [Mampu, menambahkan, data, user, baru]   \n",
       "2                       [Mampu, mengubah, data, user]   \n",
       "3                      [Mampu, menghapus, data, user]   \n",
       "4   [Aplikasi, menampilkan, jumlah, kumulatif, IPK...   \n",
       "5   [Aplikasi, menampilkan, jumlah, APK, berdasark...   \n",
       "6   [Aplikasi, menampilkan, jumlah, APK, berdasark...   \n",
       "7   [Aplikasi, menampilkan, perbandingan, lama, st...   \n",
       "8   [Aplikasi, menampilkan, lama, studi, dengan, w...   \n",
       "9   [Aplikasi, menampilkan, lama, studi, dengan, w...   \n",
       "10  [Aplikasi, menampilkan, rasio, jumlah, dosen, ...   \n",
       "11  [Aplikasi, menampilkan, rasio, jumlah, dosen, ...   \n",
       "12  [Aplikasi, menampilkan, rasio, jumlah, dosen, ...   \n",
       "13  [Aplikasi, menampilkan, rasio, jumlah, dosen, ...   \n",
       "14  [Aplikasi, menampilkan, jumlah, guru, besar, p...   \n",
       "15  [Aplikasi, menampilkan, jumlah, guru, besar, b...   \n",
       "16  [Aplikasi, menampilkan, jumlah, guru, besar, b...   \n",
       "17  [Aplikasi, menampilkan, jumlah, guru, besar, b...   \n",
       "18   [Aplikasi, menampilkan, jumlah, dosen, pertahun]   \n",
       "19  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "20  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "21  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "22  [Aplikasi, menampilkan, jumlah, dosen, per, ja...   \n",
       "23  [Aplikasi, menampilkan, jumlah, dosen, per, ja...   \n",
       "24  [Aplikasi, menampilkan, jumlah, dosen, per, ja...   \n",
       "25  [Aplikasi, menampilkan, jumlah, dosen, per, ja...   \n",
       "26  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "27  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "28  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "29  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "30  [Aplikasi, menampilkan, jumlah, dosen, berdasa...   \n",
       "31  [Aplikasi, menampilkan, jumlah, mahasiswa, per...   \n",
       "32  [Aplikasi, menampilkan, jumlah, mahasiswa, per...   \n",
       "33  [Aplikasi, menampilkan, jumlah, mahasiswa, ber...   \n",
       "34  [Aplikasi, menampilkan, jumlah, mahasiswa, ber...   \n",
       "35  [Aplikasi, menampilkan, jumlah, mahasiswa, ber...   \n",
       "36  [Aplikasi, menampilkan, jumlah, PT, per, semes...   \n",
       "37  [Aplikasi, menampilkan, jumlah, PT, berdasarka...   \n",
       "38  [Aplikasi, menampilkan, jumlah, PT, berdasarka...   \n",
       "39  [Ketersediaan, aplikasi, yang, dapat, di, upda...   \n",
       "40  [Aplikasi, yang, dikembangkan, nantinya, harus...   \n",
       "41  [Aplikasi, yang, dikembangkan, nantinya, harus...   \n",
       "\n",
       "                              Urutan Tag Kebutuhan PL Jenis Ambiguitas  \n",
       "0   [NN, JJ, VB, NN, IN, NN, NN, SC, VB, IN, NN, N...                -  \n",
       "1                                [NN, VB, NN, NN, JJ]       analytical  \n",
       "2                                    [NN, VB, NN, NN]                -  \n",
       "3                                    [NN, VB, NN, NN]                -  \n",
       "4                       [NN, VB, NN, NN, NNP, IN, NN]                -  \n",
       "5                    [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "6                    [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "7   [NN, VB, NN, NN, NN, IN, NN, NN, NN, IN, NN, Z...                -  \n",
       "8    [NN, VB, NN, NN, IN, NN, NN, NN, IN, NN, IN, NN]                -  \n",
       "9   [NN, VB, NN, NN, IN, NN, NN, NN, VB, NN, NN, I...                -  \n",
       "10               [NN, VB, NN, NN, NN, CC, NN, IN, NN]                -  \n",
       "11  [NN, VB, NN, NN, NN, CC, NN, VB, NND, NN, JJ, ...       analytical  \n",
       "12           [NN, VB, NN, NN, NN, CC, NN, VB, NN, JJ]                -  \n",
       "13           [NN, VB, NN, NN, NN, CC, NN, VB, NN, NN]                -  \n",
       "14                       [NN, VB, NN, NN, JJ, IN, NN]       analytical  \n",
       "15          [NN, VB, NN, NN, JJ, VB, NND, NN, IN, NN]       analytical  \n",
       "16               [NN, VB, NN, NN, JJ, VB, NN, IN, NN]       analytical  \n",
       "17           [NN, VB, NN, NN, JJ, VB, NN, NN, IN, NN]       analytical  \n",
       "18                               [NN, VB, NN, NN, NN]                -  \n",
       "19              [NN, VB, NN, NN, VB, NND, NN, IN, NN]                -  \n",
       "20                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "21               [NN, VB, NN, NN, VB, NN, NN, IN, NN]                -  \n",
       "22               [NN, VB, NN, JJ, IN, NN, JJ, IN, NN]     PPattachment  \n",
       "23  [NN, VB, NN, NN, IN, NN, JJ, VB, NND, NN, IN, NN]                -  \n",
       "24       [NN, VB, NN, NN, IN, NN, JJ, VB, NN, IN, NN]                -  \n",
       "25   [NN, VB, NN, NN, IN, NN, JJ, VB, NN, NN, IN, NN]                -  \n",
       "26               [NN, VB, NN, NN, VB, NN, NN, IN, NN]                -  \n",
       "27                   [NN, VB, NN, NN, VB, JJ, IN, NN]                -  \n",
       "28               [NN, VB, NN, NN, VB, NN, NN, IN, NN]                -  \n",
       "29           [NN, VB, NN, NN, VB, NN, NN, NN, IN, NN]                -  \n",
       "30                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "31                   [NN, VB, NN, NN, IN, NN, IN, NN]                -  \n",
       "32               [NN, VB, NN, NN, IN, NN, NN, IN, NN]                -  \n",
       "33                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "34                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "35                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "36                           [NN, VB, NN, NN, IN, NN]                -  \n",
       "37                   [NN, VB, NN, NN, VB, NN, IN, NN]                -  \n",
       "38             [NN, VB, NND, NN, VB, NND, NN, IN, NN]                -  \n",
       "39  [NN, NN, SC, MD, IN, NN, NN, NN, CC, MD, JJ, V...                -  \n",
       "40  [NN, SC, VB, NN, MD, VB, NN, NN, SC, JJ, NN, V...            vague  \n",
       "41  [NN, SC, VB, NN, MD, VB, NN, NN, SC, JJ, NN, C...                -  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_data = {\n",
    "            'Pernyataan Kebutuhan PL': [kalimat[i] for i in range(len(kalimat))],\n",
    "            'Urutan Tag Kebutuhan PL': [tags[i] for i in range(len(tags))],\n",
    "            'Jenis Ambiguitas': [listSentences[i][1] for i in range(len(listSentences))]\n",
    "            }\n",
    "df = pd.DataFrame(raw_data,columns=['Pernyataan Kebutuhan PL','Urutan Tag Kebutuhan PL','Jenis Ambiguitas'])\n",
    "fileHasilAnalisis=\"Hasil Analisis/Analisis \"+inputreadfile+\".csv\"\n",
    "df.to_csv(fileHasilAnalisis,encoding='utf-8')\n",
    "df"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}