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porimol/tfidf.ipynb

Created October 21, 2017 12:36
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Bengali word frequency(Term Frequency & Inverse Document Frequency) count
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tfidf.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Term Frequency:\n",
"{'অংশ': 0.0018148820326678765,\n",
" 'অংশীজনদের': 0.0034482758620689655,\n",
" 'অক্টোবর': 0.006896551724137931,\n",
" 'অঙ্গীকারে': 0.0034482758620689655,\n",
" 'অজ্ঞতার': 0.0034482758620689655,\n",
" 'অতি': 0.004149377593360996,\n",
" 'অধিকাংশের': 0.0034482758620689655,\n",
" 'অধিদপ্তর': 0.003629764065335753,\n",
" 'অধিদপ্তরের': 0.003629764065335753,\n",
" 'অন': 0.004149377593360996,\n",
" 'অনভিজ্ঞতা': 0.0034482758620689655,\n",
" 'অনলাইন': 0.004149377593360996,\n",
" 'অনলাইনের': 0.004149377593360996,\n",
" 'অনিরাপদ': 0.006896551724137931,\n",
" 'অনুষ্ঠানটি': 0.0034482758620689655,\n",
" 'অনেকখানি': 0.0034482758620689655,\n",
" 'অন্ধকার': 0.0034482758620689655,\n",
" 'অপেক্ষমাণ': 0.0018148820326678765,\n",
" 'অফিসে': 0.004149377593360996,\n",
" 'অব': 0.004149377593360996,\n",
" 'অবস্থান': 0.003629764065335753,\n",
" 'অবস্থানে': 0.004149377593360996,\n",
" 'অব্যাহত': 0.0018148820326678765,\n",
" 'অভ্যন্তরীণ': 0.0054446460980036296,\n",
" 'অমাবস্যার': 0.0018148820326678765,\n",
" 'অর্থাৎ': 0.004149377593360996,\n",
" 'অসাবধানতা': 0.0034482758620689655,\n",
" 'অহেতুক': 0.0034482758620689655,\n",
" 'অ্যান্ড': 0.008298755186721992,\n",
" 'আইন': 0.006896551724137931,\n",
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" 'আওয়াজ': 0.0034482758620689655,\n",
" 'আকার': 0.004149377593360996,\n",
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" 'আকাশে': 0.0018148820326678765,\n",
" 'আক্রান্ত': 0.004149377593360996,\n",
" 'আগস্ট': 0.0034482758620689655,\n",
" 'আগামীকালের': 0.0018148820326678765,\n",
" 'আগের': 0.0018148820326678765,\n",
" 'আজও': 0.0018148820326678765,\n",
" 'আনন্দময়': 0.0034482758620689655,\n",
" 'আনার': 0.0034482758620689655,\n",
" 'আনিসুর': 0.0018148820326678765,\n",
" 'আন্তর্জাতিক': 0.004149377593360996,\n",
" 'আন্ধারমানিক': 0.0018148820326678765,\n",
" 'আবদুল': 0.0018148820326678765,\n",
" 'আবহাওয়া': 0.014519056261343012,\n",
" 'আবহাওয়ার': 0.003629764065335753,\n",
" 'আমন': 0.0018148820326678765,\n",
" 'আমন্ত্রণ': 0.0034482758620689655,\n",
" 'আরিচা': 0.0018148820326678765,\n",
" 'আরোপ': 0.004149377593360996,\n",
" 'আর্থের': 0.004149377593360996,\n",
" 'আলো': 0.006896551724137931,\n",
" 'আলোকে': 0.003629764065335753,\n",
" 'আলোচকেরা': 0.0034482758620689655,\n",
" 'আলোচনার': 0.006896551724137931,\n",
" 'আলোর': 0.006896551724137931,\n",
" 'আশঙ্কা': 0.0018148820326678765,\n",
" 'আশঙ্কায়': 0.0018148820326678765,\n",
" 'আসছে': 0.0034482758620689655,\n",
" 'আসতে': 0.0018148820326678765,\n",
" 'আসলেই': 0.0034482758620689655,\n",
" 'আসা': 0.0018148820326678765,\n",
" 'আসুন': 0.0034482758620689655,\n",
" 'আসে': 0.0034482758620689655,\n",
" 'আহমেদ': 0.0018148820326678765,\n",
" 'আয়ের': 0.004149377593360996,\n",
" 'আয়োজক': 0.0034482758620689655,\n",
" 'আয়োজন': 0.010344827586206896,\n",
" 'আয়োজিত': 0.0034482758620689655,\n",
" 'ই-মেইল': 0.004149377593360996,\n",
" 'ইউনিয়নের': 0.003629764065335753,\n",
" 'ইনস্টিটিউট': 0.004149377593360996,\n",
" 'ইনস্টিটিউটের': 0.0034482758620689655,\n",
" 'ইভালুয়েশনের': 0.004149377593360996,\n",
" 'ইসলাম': 0.0018148820326678765,\n",
" 'উচ্চতার': 0.0018148820326678765,\n",
" 'উঠে': 0.0018148820326678765,\n",
" 'উত্তর': 0.0018148820326678765,\n",
" 'উত্তর-পূর্ব': 0.0018148820326678765,\n",
" 'উত্তাল': 0.003629764065335753,\n",
" 'উদ্দিন': 0.0018148820326678765,\n",
" 'উদ্যোগ': 0.0034482758620689655,\n",
" 'উন্নত': 0.004149377593360996,\n",
" 'উন্নয়নশীল': 0.004149377593360996,\n",
" 'উপকূলীয়': 0.0018148820326678765,\n",
" 'উপকূলে': 0.0018148820326678765,\n",
" 'উপকূলের': 0.0018148820326678765,\n",
" 'উপজেলার': 0.0018148820326678765,\n",
" 'উপদেষ্টা': 0.004149377593360996,\n",
" 'এইডস': 0.004149377593360996,\n",
" 'এক': 0.013793103448275862,\n",
" 'এককভাবে': 0.0034482758620689655,\n",
" 'একজন': 0.004149377593360996,\n",
" 'একজনের': 0.004149377593360996,\n",
" 'এখনো': 0.0018148820326678765,\n",
" 'এগিয়ে': 0.0018148820326678765,\n",
" 'এগোনো': 0.0034482758620689655,\n",
" 'এতেই': 0.0018148820326678765,\n",
" 'এনডিটিভি': 0.004149377593360996,\n",
" 'এমনও': 0.0034482758620689655,\n",
" 'এরই': 0.0034482758620689655,\n",
" 'এরাই': 0.004149377593360996,\n",
" 'এলাকা': 0.0018148820326678765,\n",
" 'এলাকার': 0.0054446460980036296,\n",
" 'এলাকায়': 0.012704174228675136,\n",
" 'এশিয়া': 0.004149377593360996,\n",
" 'এসব': 0.0018148820326678765,\n",
" 'এসেছে': 0.0034482758620689655,\n",
" 'এড়াতে': 0.0018148820326678765,\n",
" 'ওঠানো-নামানোর': 0.0018148820326678765,\n",
" 'ওডিশা': 0.003629764065335753,\n",
" 'ওপর': 0.0018148820326678765,\n",
" 'ওয়ালিউল্লাহ': 0.0018148820326678765,\n",
" 'ওয়াশিংটন': 0.004149377593360996,\n",
" 'কক্সবাজারকে': 0.0018148820326678765,\n",
" 'কক্সবাজারের': 0.0018148820326678765,\n",
" 'কঠিন': 0.0034482758620689655,\n",
" 'কথা': 0.0034482758620689655,\n",
" 'কনটেইনারবাহীসহ': 0.0018148820326678765,\n",
" 'কম': 0.0018148820326678765,\n",
" 'কমবেশি': 0.0018148820326678765,\n",
" 'কমাতে': 0.0034482758620689655,\n",
" 'কমার': 0.0018148820326678765,\n",
" 'কমিশন': 0.004149377593360996,\n",
" 'কমিয়ে': 0.0034482758620689655,\n",
" 'কমে': 0.0018148820326678765,\n",
" 'করছি': 0.0034482758620689655,\n",
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" 'করেছি': 0.0034482758620689655,\n",
" 'কর্তৃপক্ষ': 0.003629764065335753,\n",
" 'কর্তৃপক্ষের': 0.0018148820326678765,\n",
" 'কর্মকর্তারা': 0.0018148820326678765,\n",
" 'কর্মকাণ্ড': 0.0034482758620689655,\n",
" 'কর্মস্থলে': 0.004149377593360996,\n",
" 'কল-কারখানার': 0.004149377593360996,\n",
" 'কলকাতায়': 0.004149377593360996,\n",
" 'কলাপাড়ায়': 0.0018148820326678765,\n",
" 'কাঁঠালবাড়ি': 0.003629764065335753,\n",
" 'কাকরাইলে': 0.0034482758620689655,\n",
" 'কাজ': 0.0018148820326678765,\n",
" 'কাজল': 0.0018148820326678765,\n",
" 'কাজেই': 0.0034482758620689655,\n",
" 'কান্না': 0.0034482758620689655,\n",
" 'কারণগুলোর': 0.0034482758620689655,\n",
" 'কারণে': 0.010889292196007259,\n",
" 'কার্তি': 0.004149377593360996,\n",
" 'কার্যকর': 0.0034482758620689655,\n",
" 'কার্যালয়ের': 0.0054446460980036296,\n",
" 'কালো': 0.003629764065335753,\n",
" 'কিছুটা': 0.003629764065335753,\n",
" 'কিলোমিটার': 0.0018148820326678765,\n",
" 'কুয়াকাটাসংলগ্ন': 0.0018148820326678765,\n",
" 'কেন্দ্রগুলোতে': 0.004149377593360996,\n",
" 'কোটি': 0.0034482758620689655,\n",
" 'কোমরপুর': 0.0018148820326678765,\n",
" 'কোর্ট': 0.004149377593360996,\n",
" 'ক্যানসার': 0.004149377593360996,\n",
" 'ক্ষতিগ্রস্ত': 0.0018148820326678765,\n",
" 'খনির': 0.004149377593360996,\n",
" 'খবরে': 0.008298755186721992,\n",
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" 'খেত': 0.003629764065335753,\n",
" 'খেপুপাড়ায়': 0.0018148820326678765,\n",
" 'খোঁড়াখুঁড়ি': 0.004149377593360996,\n",
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" 'গাড়ি': 0.0018148820326678765,\n",
" 'গাড়িচালক': 0.006896551724137931,\n",
" 'গাড়িচালকদের': 0.0034482758620689655,\n",
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" 'গেছেন': 0.010344827586206896,\n",
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" 'গ্রামীণ': 0.0018148820326678765,\n",
" 'গ্রুপ': 0.004149377593360996,\n",
" 'গ্লোবাল': 0.004149377593360996,\n",
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" 'ঘণ্টায়': 0.0018148820326678765,\n",
" 'ঘরবাড়ি': 0.0018148820326678765,\n",
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" 'ঘাটের': 0.0018148820326678765,\n",
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" 'ছোট': 0.0018148820326678765,\n",
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" 'ঢাকা': 0.0018148820326678765,\n",
" 'ঢাকায়': 0.0018148820326678765,\n",
" 'ঢিলেঢালা': 0.004149377593360996,\n",
" 'ঢেউয়ের': 0.0018148820326678765,\n",
" 'তথ্য': 0.0034482758620689655,\n",
" 'তথ্য-উপাত্ত': 0.004149377593360996,\n",
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" 'তিনগুণ': 0.004149377593360996,\n",
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" 'ত্রুটিযুক্ত': 0.0034482758620689655,\n",
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" 'থামাই': 0.0034482758620689655,\n",
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" 'দশকে': 0.0034482758620689655,\n",
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" 'কোটি': 1.5,\n",
" 'কোমরপুর': 1.5,\n",
" 'কোর্ট': 1.5,\n",
" 'ক্যানসার': 1.5,\n",
" 'ক্ষতিগ্রস্ত': 1.0,\n",
" 'খনির': 1.5,\n",
" 'খবরে': 1.5,\n",
" 'খসড়া': 1.5,\n",
" 'খারাপ': 1.5,\n",
" 'খুবই': 1.0,\n",
" 'খুলনা': 1.5,\n",
" 'খেত': 1.5,\n",
" 'খেপুপাড়ায়': 1.5,\n",
" 'খোঁড়াখুঁড়ি': 1.5,\n",
" 'গত': 0.75,\n",
" 'গতকাল': 1.5,\n",
" 'গতকালের': 1.5,\n",
" 'গবেষণা': 1.5,\n",
" 'গভীর': 1.5,\n",
" 'গরিব': 1.5,\n",
" 'গান': 1.5,\n",
" 'গাড়ি': 1.5,\n",
" 'গাড়িচালক': 1.5,\n",
" 'গাড়িচালকদের': 1.5,\n",
" 'গাড়িতে': 1.5,\n",
" 'গেছেন': 1.5,\n",
" 'গোটা': 1.5,\n",
" 'গোলটেবিল': 1.5,\n",
" 'গ্রাম': 1.5,\n",
" 'গ্রামীণ': 1.5,\n",
" 'গ্রুপ': 1.5,\n",
" 'গ্লোবাল': 1.5,\n",
" 'গড়িয়েছে': 1.5,\n",
" 'গড়ে': 1.5,\n",
" 'ঘণ্টায়': 1.5,\n",
" 'ঘরবাড়ি': 1.5,\n",
" 'ঘাট': 1.5,\n",
" 'ঘাটে': 1.5,\n",
" 'ঘাটের': 1.5,\n",
" 'ঘের': 1.5,\n",
" 'চট্টগ্রাম': 1.5,\n",
" 'চলচ্চিত্র': 1.5,\n",
" 'চলছে': 1.5,\n",
" 'চলাচল': 1.5,\n",
" 'চলাচলও': 1.5,\n",
" 'চলাচলকারীদের': 1.5,\n",
" 'চাই': 1.5,\n",
" 'চাপ': 1.5,\n",
" 'চাপিয়ে': 1.5,\n",
" 'চাপের': 1.5,\n",
" 'চারগুণ': 1.5,\n",
" 'চারটি': 1.5,\n",
" 'চাল': 1.5,\n",
" 'চাড়িপাড়া': 1.5,\n",
" 'চিকিৎসা': 1.5,\n",
" 'চিহ্ন': 1.5,\n",
" 'চীন': 1.5,\n",
" 'চূড়ান্ত': 1.5,\n",
" 'চেন্নাইয়ে': 1.5,\n",
" 'চেন্নাইয়ের': 1.5,\n",
" 'চড়ে': 1.5,\n",
" 'ছুটি': 1.5,\n",
" 'ছোট': 1.5,\n",
" 'ছয়জনের': 1.5,\n",
" 'জনজীবন': 1.5,\n",
" 'জনদুর্ভোগও': 1.5,\n",
" 'জনপদেও': 1.5,\n",
" 'জনসচেতনতা': 1.5,\n",
" 'জন্যও': 1.5,\n",
" 'জমির': 1.5,\n",
" 'জমেছে': 1.5,\n",
" 'জলোচ্ছ্বাস': 1.5,\n",
" 'জলোচ্ছ্বাসে': 1.5,\n",
" 'জাতীয়': 1.5,\n",
" 'জানাচ্ছি': 1.5,\n",
" 'জানান': 1.5,\n",
" 'জাহাজ': 1.5,\n",
" 'জাহাজে': 1.5,\n",
" 'জীবন': 1.5,\n",
" 'জীবনযাত্রা': 1.5,\n",
" 'জীবনের': 1.5,\n",
" 'জেলার': 1.5,\n",
" 'জোয়ারের': 1.5,\n",
" 'জোরদার': 1.5,\n",
" 'জোয়ারের': 1.5,\n",
" 'জ্যেষ্ঠ': 1.5,\n",
" 'ঝলমলে': 1.5,\n",
" 'ঝাপটায়': 1.5,\n",
" 'ঝিরঝির': 1.5,\n",
" 'ঝুঁকির': 1.5,\n",
" 'ঝোড়ো': 1.5,\n",
" 'টানা': 1.5,\n",
" 'টিআই': 1.5,\n",
" 'ট্রাক': 1.5,\n",
" 'ট্রাফিক': 1.5,\n",
" 'ডিজিজ': 1.5,\n",
" 'ডিপ্লোমা': 1.5,\n",
" 'ডুবে': 1.5,\n",
" 'ঢাকা': 1.5,\n",
" 'ঢাকায়': 1.5,\n",
" 'ঢিলেঢালা': 1.5,\n",
" 'ঢেউয়ের': 1.5,\n",
" 'তথ্য': 1.5,\n",
" 'তথ্য-উপাত্ত': 1.5,\n",
" 'তলিয়ে': 1.5,\n",
" 'তাদেরও': 1.5,\n",
" 'তাপানুকূল': 1.5,\n",
" 'তারপরও': 1.5,\n",
" 'তারেক': 1.5,\n",
" 'তিনগুণ': 1.5,\n",
" 'তিনটায়': 1.0,\n",
" 'তীব্র': 1.0,\n",
" 'তুলতে': 1.5,\n",
" 'তুলনামূলকভাবে': 1.5,\n",
" 'তুলনায়': 1.5,\n",
" 'তৈরি': 1.0,\n",
" 'তৈরির': 1.5,\n",
" 'ত্রুটিযুক্ত': 1.5,\n",
" 'থমকে': 1.5,\n",
" 'থামাই': 1.5,\n",
" 'থামানো': 1.5,\n",
" 'থেমে': 1.5,\n",
" 'দক্ষিণাঞ্চলে': 1.5,\n",
" 'দমকা': 1.5,\n",
" 'দশকে': 1.5,\n",
" 'দারিদ্র্যসীমা': 1.5,\n",
" 'দায়দায়িত্ব': 1.5,\n",
" 'দায়িত্বে': 1.5,\n",
" 'দিচ্ছে': 1.5,\n",
" 'দিন': 1.5,\n",
" 'দিনই': 1.5,\n",
" 'দিনভর': 1.5,\n",
" 'দিনাজপুরে': 1.5,\n",
" 'দিনে': 1.5,\n",
" 'দিনের': 1.5,\n",
" 'দিল্লি': 1.5,\n",
" 'দিল্লিতে': 1.5,\n",
" 'দীপাবলি': 1.5,\n",
" 'দীপাবলির': 1.5,\n",
" 'দুই': 1.5,\n",
" 'দুজনসহ': 1.5,\n",
" 'দুপুর': 1.5,\n",
" 'দুপুরে': 1.5,\n",
" 'দুর্ঘটনা': 1.0,\n",
" 'দুর্ঘটনাগুলোর': 1.5,\n",
" 'দুর্ঘটনায়': 1.5,\n",
" 'দুর্বল': 1.5,\n",
" 'দূর': 1.5,\n",
" 'দূরত্ব': 1.5,\n",
" 'দূষণ': 1.5,\n",
" 'দূষণে': 1.5,\n",
" 'দূষণের': 1.5,\n",
" 'দেখিয়ে': 1.5,\n",
" 'দেখেই': 1.5,\n",
" 'দেখেও': 1.5,\n",
" 'দেশগুলোতে': 1.5,\n",
" 'দেশে': 1.5,\n",
" 'দেশের': 0.75,\n",
" 'দৌলতদিয়া-পাটুরিয়া': 1.5,\n",
" 'দ্বিতীয়': 1.5,\n",
" 'দ্য': 1.5,\n",
" 'ধরনের': 1.0,\n",
" 'ধারণ': 1.5,\n",
" 'ধীরগতি': 1.5,\n",
" 'নগরে': 1.5,\n",
" 'নতুন': 1.0,\n",
" 'নদীতে': 1.5,\n",
" 'নদীপথে': 1.5,\n",
" 'নদীবন্দরগুলোতে': 1.5,\n",
" 'নদীবন্দরের': 1.5,\n",
" 'নদের': 1.5,\n",
" 'নম্বর': 1.5,\n",
" 'নানামুখী': 1.5,\n",
" 'নামা': 1.5,\n",
" 'নাসির': 1.5,\n",
" 'নিচু': 1.5,\n",
" 'নিজামপুর': 1.5,\n",
" 'নিজেরাই': 1.5,\n",
" 'নিম্ন': 1.5,\n",
" 'নিম্নচাপ': 1.5,\n",
" 'নিম্নচাপটি': 1.5,\n",
" 'নিম্নচাপের': 1.5,\n",
" 'নিম্নাঞ্চলে': 1.5,\n",
" 'নিরাপদ': 1.5,\n",
" 'নির্দেশ': 1.5,\n",
" 'নির্মাণ': 1.5,\n",
" 'নিশ্চিত': 1.5,\n",
" 'নিষেধাজ্ঞা': 1.5,\n",
" 'নিয়ন্ত্রণ': 1.5,\n",
" 'নিয়মকানুন': 1.5,\n",
" 'নিয়েছেন': 1.5,\n",
" 'নীলাকাশ': 1.5,\n",
" 'নেবে': 1.5,\n",
" 'নেমে': 1.5,\n",
" 'নৌপথে': 1.5,\n",
" 'নৌপরিবহন': 1.5,\n",
" 'নৌযান': 1.5,\n",
" 'নৌযানগুলোকে': 1.5,\n",
" 'নয়টা': 1.5,\n",
" 'নয়াদিল্লিতে': 1.5,\n",
" 'নয়াদিল্লির': 1.5,\n",
" 'পক্ষঘাতগ্রস্তদের': 1.5,\n",
" 'পটকা': 1.5,\n",
" 'পটুয়াখালী': 1.5,\n",
" 'পটুয়াখালীর': 1.5,\n",
" 'পণ্য': 1.5,\n",
" 'পথের': 1.5,\n",
" 'পদ্মা': 1.5,\n",
" 'পরবর্তী': 1.5,\n",
" 'পরিচালক': 1.0,\n",
" 'পরিচালিত': 1.5,\n",
" 'পরিণত': 1.5,\n",
" 'পরিদর্শক': 1.5,\n",
" 'পরিবারের': 1.5,\n",
" 'পরিবেশগত': 1.5,\n",
" 'পরিবেশবাদী': 1.5,\n",
" 'পরিমাণ': 1.5,\n",
" 'পরিস্থিতি': 1.5,\n",
" 'পর্যবেক্ষক': 1.5,\n",
" 'পর্যবেক্ষণ': 1.5,\n",
" 'পর্যায়ে': 1.5,\n",
" 'পলিউশন': 1.5,\n",
" 'পশরবুনিয়াসহ': 1.5,\n",
" 'পাঁচজন': 1.5,\n",
" 'পাঠানো': 1.5,\n",
" 'পানি': 1.5,\n",
" 'পানিতে': 1.5,\n",
" 'পার': 1.5,\n",
" 'পারতেই': 1.5,\n",
" 'পারব': 1.5,\n",
" 'পারাপার': 1.0,\n",
" 'পারাপারের': 1.5,\n",
" 'পার্শ্ববর্তী': 1.5,\n",
" 'পায়রা': 1.5,\n",
" 'পিউর': 1.5,\n",
" 'পিটিআইয়ের': 1.5,\n",
" 'পুকুর': 1.5,\n",
" 'পুনর্বাসনকেন্দ্র': 1.5,\n",
" 'পুরান': 1.5,\n",
" 'পুলিশের': 1.5,\n",
" 'পূর্বাভাস': 1.5,\n",
" 'পৌনে': 1.5,\n",
" 'প্রকল্প': 1.5,\n",
" 'প্রকাশিত': 1.5,\n",
" 'প্রকৌশল': 1.5,\n",
" 'প্রচণ্ড': 1.5,\n",
" 'প্রতিটি': 1.5,\n",
" 'প্রতিদিনই': 1.5,\n",
" 'প্রতিবেদনটি': 1.5,\n",
" 'প্রতিবেদনে': 1.5,\n",
" 'প্রতিভাবান': 1.5,\n",
" 'প্রতিরোধে': 1.5,\n",
" 'প্রথম': 1.0,\n",
" 'প্রদাহতন্ত্রকে': 1.5,\n",
" 'প্রধান': 1.5,\n",
" 'প্রবল': 1.5,\n",
" 'প্রবাহিত': 1.5,\n",
" 'প্রবৃদ্ধি': 1.5,\n",
" 'প্রবেশ': 1.5,\n",
" 'প্রভাবে': 1.5,\n",
" 'প্রশিক্ষণ': 1.5,\n",
" 'প্রশিক্ষণের': 1.5,\n",
" 'প্রাণহানির': 1.5,\n",
" 'প্রয়োগই': 1.5,\n",
" 'প্রয়োগের': 1.5,\n",
" 'প্লাবিত': 1.5,\n",
" 'পড়ে': 1.5,\n",
" 'পড়েছে': 1.5,\n",
" 'ফর': 1.5,\n",
" 'ফরিদুল': 1.5,\n",
" 'ফল': 1.5,\n",
" 'ফসলি': 1.5,\n",
" 'ফাটানোর': 1.5,\n",
" 'ফুট': 1.5,\n",
" 'ফুসফুসের': 1.5,\n",
" 'ফেব্রুয়ারি': 1.5,\n",
" 'ফেরি': 1.5,\n",
" 'ফেরির': 1.5,\n",
" 'বঙ্গোপসাগর': 1.5,\n",
" 'বঙ্গোপসাগরে': 1.5,\n",
" 'বঙ্গোপসাগরের': 1.5,\n",
" 'বছর': 1.5,\n",
" 'বছরে': 1.5,\n",
" 'বছরের': 1.5,\n",
" 'বন্দর': 1.5,\n",
" 'বন্দরে': 1.5,\n",
" 'বন্ধ': 1.5,\n",
" 'বন্ধই': 1.5,\n",
" 'বন্যানিয়ন্ত্রণ': 1.5,\n",
" 'বরিশাল': 1.5,\n",
" 'বরিশালসহ': 1.5,\n",
" 'বর্তমানে': 1.5,\n",
" 'বর্ষণ': 1.5,\n",
" 'বর্ষণে': 1.5,\n",
" 'বলছে': 1.5,\n",
" 'বলছেন': 1.5,\n",
" 'বলবেন': 1.5,\n",
" 'বলেছে': 1.5,\n",
" 'বাঁধের': 1.5,\n",
" 'বাংলাদেশ': 1.5,\n",
" 'বাংলাদেশের': 1.5,\n",
" 'বাইরে': 1.5,\n",
" 'বাতাসে': 1.5,\n",
" 'বাতাসের': 1.0,\n",
" 'বানাতিপাড়া': 1.5,\n",
" 'বার্ডেন': 1.5,\n",
" 'বার্তা': 1.5,\n",
" 'বার্তায়': 1.5,\n",
" 'বাস': 1.0,\n",
" 'বাসিন্দারা': 1.5,\n",
" 'বাড়িয়ে': 1.5,\n",
" 'বায়ু': 1.5,\n",
" 'বায়ুদূষণ': 1.5,\n",
" 'বায়ুদূষণে': 1.5,\n",
" 'বায়ুদূষণের': 1.5,\n",
" 'বায়ুর': 1.5,\n",
" 'বিআইডব্লিউটিএ': 1.5,\n",
" 'বিগত': 1.5,\n",
" 'বিজ্ঞানীর': 1.5,\n",
" 'বিপর্যস্ত': 1.5,\n",
" 'বিপৎসীমার': 1.5,\n",
" 'বিভাগ': 1.5,\n",
" 'বিভাগের': 1.5,\n",
" 'বিশেষজ্ঞরা': 1.5,\n",
" 'বিশ্ব': 1.5,\n",
" 'বিশ্বজুড়ে': 1.5,\n",
" 'বিশ্ববিদ্যালয়': 1.5,\n",
" 'বিশ্ববিদ্যালয়ের': 1.5,\n",
" 'বিশ্বায়ন': 1.5,\n",
" 'বিশ্বে': 1.5,\n",
" 'বিষয়ে': 1.5,\n",
" 'বিস্তীর্ণ': 1.5,\n",
" 'বৃষ্টি': 1.5,\n",
" 'বৃষ্টিতে': 1.5,\n",
" 'বৃষ্টিপাত': 1.5,\n",
" 'বৃষ্টিপাতের': 1.5,\n",
" 'বৃষ্টির': 1.5,\n",
" 'বৃহস্পতিবার': 1.5,\n",
" 'বেপরোয়াভাব': 1.5,\n",
" 'বের': 1.5,\n",
" 'বেলা': 1.0,\n",
" 'বেশি': 0.75,\n",
" 'বেশির': 1.5,\n",
" 'বেড়ে': 1.5,\n",
" 'বৈঠকে': 1.5,\n",
" 'বৈরী': 1.5,\n",
" 'বোঝা': 1.5,\n",
" 'বোঝাতে': 1.5,\n",
" 'ব্যতিক্রম': 1.5,\n",
" 'ব্যবস্থা': 1.5,\n",
" 'ব্যবস্থার': 1.5,\n",
" 'ব্যাহত': 1.5,\n",
" 'ব্র্যাক': 1.5,\n",
" 'বড়': 1.0,\n",
" 'ভাগ': 1.5,\n",
" 'ভাবেন': 1.5,\n",
" 'ভারতে': 1.5,\n",
" 'ভারতের': 1.5,\n",
" 'ভারী': 1.5,\n",
" 'ভিজতে': 1.5,\n",
" 'ভুক্তভোগী': 1.5,\n",
" 'ভূখণ্ডে': 1.5,\n",
" 'ভেঙে': 1.5,\n",
" 'ভোগান্তির': 1.5,\n",
" 'ভোর': 1.5,\n",
" 'ভয়াবহ': 1.5,\n",
" 'মতে': 1.5,\n",
" 'মধ্যপ্রাচ্য': 1.5,\n",
" 'মধ্যম': 1.5,\n",
" 'মনে': 1.5,\n",
" 'মহিপুর': 1.5,\n",
" 'মাছের': 1.5,\n",
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" 'মান': 1.5,\n",
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" 'যানবাহন': 1.0,\n",
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" 'যেসব': 1.5,\n",
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" 'রহমান': 1.5,\n",
" 'রাখার': 1.5,\n",
" 'রাজধানী': 1.5,\n",
" 'রাজধানীতে': 1.5,\n",
" 'রাজধানীর': 1.0,\n",
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" 'রাজশাহী': 1.5,\n",
" 'রাজ্জাক': 1.5,\n",
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" 'রাস্তা': 1.5,\n",
" 'রূপ': 1.5,\n",
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" 'রোধ': 1.5,\n",
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" 'লঞ্চ': 1.5,\n",
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" 'লাগিয়ে': 1.5,\n",
" 'লাল': 1.5,\n",
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" 'লেখক': 1.5,\n",
" 'লোক': 1.5,\n",
" 'লোকজন': 1.5,\n",
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" 'শ্রমিকেরা': 1.5,\n",
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" '৯০': 1.5}\n",
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" 'হিসেবে': 0.005172413793103448,\n",
" 'হৃদরোগ': 0.006224066390041494,\n",
" 'হেঁটে': 0.006224066390041494,\n",
" 'হেডফোন': 0.005172413793103448,\n",
" 'হেলথ': 0.006224066390041494,\n",
" 'হেলথের': 0.006224066390041494,\n",
" 'হয়েছিলেন': 0.0027223230490018148,\n",
" '১': 0.0018148820326678765,\n",
" '১০': 0.010344827586206896,\n",
" '১০টি': 0.0054446460980036296,\n",
" '১১': 0.0018148820326678765,\n",
" '১১টা': 0.0027223230490018148,\n",
" '১১টার': 0.0027223230490018148,\n",
" '১২': 0.005172413793103448,\n",
" '১২টা': 0.008166969147005444,\n",
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" '১৭টি': 0.0027223230490018148,\n",
" '১৮': 0.006224066390041494,\n",
" '২': 0.0054446460980036296,\n",
" '২০': 0.005172413793103448,\n",
" '২০১১': 0.005172413793103448,\n",
" '২০১৫': 0.012448132780082988,\n",
" '২০২০': 0.005172413793103448,\n",
" '২২৩': 0.005172413793103448,\n",
" '২৪': 0.0027223230490018148,\n",
" '২৪৮': 0.005172413793103448,\n",
" '২৫': 0.006224066390041494,\n",
" '৩': 0.0054446460980036296,\n",
" '৩টি': 0.0027223230490018148,\n",
" '৪০': 0.006224066390041494,\n",
" '৪০০': 0.0027223230490018148,\n",
" '৫০': 0.003629764065335753,\n",
" '৫০-৬০টি': 0.0027223230490018148,\n",
" '৬': 0.005172413793103448,\n",
" '৬৪': 0.0027223230490018148,\n",
" '৬৫': 0.006224066390041494,\n",
" '৬৭': 0.0027223230490018148,\n",
" '৯০': 0.006224066390041494}\n"
]
}
],
"source": [
"from glob import glob\n",
"import re\n",
"\n",
"class TFIDF():\n",
" def __init__(self, stop_words_filename):\n",
" self.stop_words_filename = stop_words_filename\n",
" \n",
" def bn_stop_words(self):\n",
" with open(self.stop_words_filename, 'r') as bn_stw:\n",
" bn_stop_words = \"\".join(bn_stw.readlines())\n",
"\n",
" return set(bn_stop_words.split())\n",
" \n",
" def word_frequency(self, word, document):\n",
" return document.count(word)\n",
" \n",
" def word_count(self, document):\n",
" return len(document)\n",
" \n",
" def word_contain_documents(self, word, documents):\n",
" # number of documents that contain word w\n",
" count = 0\n",
" for doc in documents:\n",
" if (self.word_frequency(word, doc)) > 0:\n",
" count += 1\n",
"\n",
" return count+1\n",
" \n",
" def tf(self, word, document):\n",
" return self.word_frequency(word, document)/self.word_count(document)\n",
" \n",
" def idf(self, word, documents):\n",
" return len(documents)/self.word_contain_documents(word, documents)\n",
" \n",
" def tf_idf(self, word, document, documents):\n",
" return self.tf(word, document)*self.idf(word, documents)\n",
"\n",
"\n",
"if __name__ == \"__main__\":\n",
" from pprint import pprint\n",
" \n",
" term_frequency = {}\n",
" inverse_df = {}\n",
" tfidf = {}\n",
" files_path = [files for files in glob('corpus/' + '*.txt')]\n",
" documents = []\n",
" stop_words_filename = 'stop_words.txt'\n",
" \n",
" tfidf_obj = TFIDF(stop_words_filename)\n",
" \n",
" def file_writter(file_name, frequencies):\n",
" with open('TFIDF/'+file_name, 'w') as file:\n",
" file.write('Tokens -> Frequencies\\n')\n",
" for token, frequency in tfidf.items():\n",
" file.write(token+' -> '+str(frequency)+'\\n')\n",
" \n",
" for file in files_path:\n",
" with open(file, 'r') as file:\n",
" documents.append(file.readlines())\n",
" \n",
" documents = [[re.sub('[‘’,)(?|।!\\n]', '', sent) for sent in doc if len(sent) > 0] for doc in documents]\n",
" \n",
" \n",
" tokenized_documents = []\n",
" for doc in documents:\n",
" doc_tok = ' '.join(doc).split()\n",
" doc_tok = [word for word in ' '.join(doc).split() if word not in tfidf_obj.bn_stop_words()]\n",
" tokenized_documents.append(doc_tok)\n",
" \n",
" for doc in tokenized_documents:\n",
" for word in set(doc):\n",
" term_frequency[word] = tfidf_obj.tf(word, doc)\n",
" inverse_df[word] = tfidf_obj.idf(word, tokenized_documents)\n",
" tfidf[word] = tfidf_obj.tf_idf(word, doc, tokenized_documents)\n",
"\n",
" # Write term frequency in TFIDF/tf.txt file\n",
" file_writter('tf.txt', term_frequency)\n",
" # Write term frequency in TFIDF/idf.txt file\n",
" file_writter('idf.txt', inverse_df)\n",
" # Write term frequency in TFIDF/tfidf.txt file\n",
" file_writter('tfidf.txt', tfidf)\n",
" \n",
" # print on terminal console\n",
" print(\"Term Frequency:\")\n",
" pprint(term_frequency)\n",
" print(\"Inverse Document Frequency:\")\n",
" pprint(inverse_df)\n",
" print(\"Term Frequency & Inverse Document Frequency:\")\n",
" pprint(tfidf)"
]
}
],
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