get_features.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# import`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-17T04:16:14.229607Z",
     "start_time": "2019-06-17T04:15:58.032968Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import os,sys\n",
    "import tltk,deepcut\n",
    "from time import time\n",
    "import tltk\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-06-17T04:16:14.239530Z",
     "start_time": "2019-06-17T04:16:14.231550Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\lawof\\\\Jupyter\\\\ThaiStylometry_allcode'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## novel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "file = 'C:\\\\Users\\\\First ThinkPad\\\\Desktop\\\\Thai Stylometry\\\\data_dek-d_I\\\\mujakinanao\\\\1905805\\\\015.txt'\n",
    "f = open(file, \"r\", encoding=\"utf-8\")\n",
    "novel = f.read()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nชื่อเสียงของกระต่ายป่าบ้าเลือดที่หายไปพักใหญ่เนื่องจากเจ้าของฉายาเคยไม่สนใจการต่อสู้อยู่ช่วงหนึ่ง บัดนี้สีหน้าและท่าทางของเขากลับมากระหายเลือดอีกครั้งและรุนแรงมากกว่าเก่าจนอาบูโตะเพื่อนสนิทของเขาเองยังกังวลเพราะคามุอิบ้าระห่ำมากกว่าเดิมหลายเท่า\"แล้วนี่หัวหน้าจะไปรับน้องสาวถึง รร.อีกเหรอ?\" อาบูโตะถามคามุอิเมื่อถึงเวลาเลิกเรียนแล้วเห็นหนุ่มหน้าหวานลุกขึ้นเตรียมออกจากห้อง \"ไหนว่ายอมปล่อยให้กลับเองแล้วไง\"\"ฉันก็ยอมให้ยัยนั่นกลับเองแล้ว แต่พอคิดไปคิดมาให้ฉันไปรับมันก็ดีกว่าเยอะ\"คามุอิหยิบมือถือขึ้นมาส่งข้อความถึงน้องสาวว่าให้รออยู่ที่ รร. ห้ามไปไหน จากนั้นตัวเองก็รีบออกไปรับคางุระทันทีเพราะว่าโซโยะตัดสินใจตัดความสัมพันธ์กับคามุอิจึงทำให้โซโกะได้รับผลกระทบเต็มๆจนแทบกระอักเลือดเนื่องจากคามุอิปิดกั้นความสัมพันธ์ระหว่างเขากับคางุระด้วยเช่นกัน แม้จะได้เจอกันแทบทุกวันที่ห้องเรียนแต่สำหรับโซโกะแล้วมันทำให้เขาแทบจะขาดใจที่ไม่สามารถโอบกอดคางุระได้อย่างใจนึกและถ้าเป็นเช่นนี้ต่อไป เจ้าพี่ชายบ้านั่นคงไม่ยอมให้เขากับคางุระใช้ชีวิตอยู่ร่วมกันแน่ๆ\"ทำอะไรสักอย่างสิครับ ไอ้บ้าฮิจิคาตะ งานประกาศหมั้นใกล้จะเข้ามาเรื่อยๆอยู่แล้วนะเนี่ย\"โซโกะบอกฮิจิคาตะที่นั่งกินขนมปังมายองเนสในขณะพักเบรคการประชุมคณะกรรมการนักเรียนช่วงหลังโรงเรียนเลิกอย่างว้าวุ่นใจ\"ให้ทำอะไรมันคืออะไรล่ะฟะ\"ฮิจิคาตะถามอย่างไม่ทุกข์ร้อนไปกับเจ้าซาดิสม์ด้วย\"ก็ถ้ามีงานประกาศหมั้นเกิดขึ้น คุณก็จะต้องแต่งงานกับคุณหนูโซโยะทันทีหลังจากเรียนจบไม่ใช่รึไง\"โซโกะเตือนความจำให้ แต่ฮิจิคาตะก็ยังคงมีทีท่าสบายๆและเริ่มแกะขนมปังอีกชิ้น\"แต่งกับคุณหนูก็ไม่เลวร้ายอะไรนี่\" หนุ่มตาดุเอ่ยแล้วกัดขนมปังเข้าปาก \"อีอะอีกอะไอ้อีอูกอันไอ๊(ดีซะอีกจะได้มีลูกทันใช้)\"\"แต่ถ้าให้แต่งงานกับคนที่ไม่ได้รักฉันคงไม่เอาด้วยหรอกนะโทชิ\" คอนโด้ที่หยิบกล้วยขึ้นมาปอกเปลือกเอ่ยขึ้นก่อนจะน้ำตาคลอ\"เราต้องอยู่กับใครคนนั้นตลอดชีวิต และในใจของฉันก็มีแต่คุณโอทาเอะ! หัวใจกับร่างกายของฉันไม่สามารถเป็นของใครได้ทั้งนั้น!\"\"ใครถามเรื่องของคุณพี่ไม่ทราบ\"ฮิจิคาตะถามคอนโด้ที่ตีอกชกหัวกินกล้วยทั้งน้ำตาเพราะคิดไปเองว่าตนถูกบังคับให้แต่งงานเหมือนกับฮิจิคาตะ\"เรื่องของคุณฮิจิคาตะน่ะช่างมันเถอะ แต่ถ้าคุณยอมแต่งงานกับคุณหนูโซโยะก็เท่ากับว่าผมไม่มีวันได้อยู่กับยัยหมวยชั่วชีวิตนะครับ\"โซโกะเอ่ยออกมาอย่างโมโห จนฮิจิคาตะหันไปมอง\"สรุปแล้วแกคิดเรื่องตัวเองอยู่ใช่ไหมหา เจ้าโซโกะ\"\"ผมไม่คิดเรื่องของคุณให้รกสมองหรอกครับ\" โซโกะยอมรับตามตรง \"ช่วงนี้เจ้าบ้าเลือดนั่นเข้มงวดกว่าเดิม แถมยัยหมวยก็ยอมทำตามเพราะเห็นใจที่พี่ชายกำลังอกหักยอมอยู่เป็นเพื่อนโดยไม่สนใจผม อีหรอบนี้ยัยหมวยคงยกเลิกการอยู่ด้วยกันกับผมแน่ๆเลย เพราะฉะนั้นคุณต้องทำอะไรบ้างนะครับคุณฮิจิคาตะ\"\"หา? นี่พูดจริงเรอะโอคิตะคุง\"จู่ๆเสียงแขกไม่ได้รับเชิญดังขึ้นด้วยความตกใจจากด้านหนึ่งของห้องประชุม สามหนุ่มสารวัตรนักเรียนหันไปมองต้นเสียงจึงพบว่าคาซึระกับเอลิซาเบธที่นั่งอยู่มุมห้องกำลังตกใจกับสิ่งที่ตัวเองได้ยิน\"หมายความว่ายังไง! หัวหน้าจะอยู่กินกับโอคิตะคุงงั้นเรอะ!\"\"แกจะตกใจถีงขนาดนั้นทำไมฟะ\" ฮิจิคาตะชักจะหงุดหงิดกับเจ้าหนุ่มผมยาวที่ตกใจจนตาแทบถลน \"แล้วแกมาสาระแนนั่งอยู่ในห้องนี้ตั้งแต่เมื่อไรมิทราบ\"\"ฉันก็มาแสตนด์บายรอเข้าฉากน่ะสิ\" คาซึระกระแอมในลำคอและมาดนิ่งเมื่อตั้งสติได้ \"ยังไงฉันก็ไม่ยอมรับหรอก นายจะพาหัวหน้าไปอยู่ด้วยคงคิดจะxxxกับxxx ทั้งวันเลยสินะ\"\"ต่อให้ฉันจะxxxหรือxxx กับยัยหมวยแล้วมันหนักส่วนไหนของแกล่ะไอ้บ้าซึระ ไปไหนก็ไปเลยไปคนกำลังเครียดๆอยู่ เดี๋ยวพ่อก็กระซวกไส้แตกซะเลยนี่\"โซโกะไล่คาซึระด้วยใบหน้าที่เรียบเฉยแต่คำพูดช่างทำร้ายจิตใจคนผมยางจนเขาต้องปิดหน้าวิ่งหนีออกจากห้องประชุมไป\"ไม่ใช่ซึระ ฉันชื่อคาซึระต่างหาก\"เสียงตะโกนโหยหวนจากเพื่อนร่วมห้องทิ้งท้ายทำให้ฮิจิคาตะที่อยู่ในเหตุการณ์ด้วยชักจะปวดหัว ส่วนเอลิซาเบธก็ลุกขึ้นยืนแล้วเดินออกจากห้องตามคาซึระไป\"ขอไปสูดอากาศข้างนอกสักหน่อยนะครับ อยู่กับคนไร้ประโยชน์แล้วมันหงุดหงิดชอบกล\"โซโกะขอตัวแล้วเดินออกจากห้องประชุมไปอีกคน ส่วนหนุ่มตาดุที่โดนว่าก็ยังคงมีสีหน้าที่เรียบเฉยจนคอนโด้ก็อดยุ่งเรื่องภายในตระกูลของเพื่อนไม่ได้\"อยู่กับคนที่ไม่มีใจให้กันมันเหมือนตายทั้งเป็นนะโทชิ ฉันไม่ได้อยากให้นายปรปักษ์กับครอบครัว แต่ที่ฉันพูดนี่ก็คือการเป็นห่วงในฐานะเพื่อนนะ\"\"รู้แล้ว\"ฮิจิคาตะตัดบทแล้วหยิบขนมปังชิ้นที่สามออกมากกินต่อ คอนโด้จึงได้แต่เป็นห่วงอยู่ในส่วนของตน\"หัวหน้า!!!!\"คาซึระตะโกนแต่ไกลเมื่อพบว่าคามุอิมารับหัวหน้าของเขาแล้ว ทำให้คางุระกับคามุอิหันไปมองหนุ่มผมยาวที่เรียกพร้อมกัน\"มีอะไรน่อ\"\"จริงเหรอที่หัวหน้าจะอยู่กินกับโอคิตะคุง?\"\"หา?\"คางุระอุทานด้วยความตกใจ ที่จู่ๆคาซึระก็ถามเรื่องที่เป็นความลับแถมยังต่อหน้าคามุอิเสียอีก หนุ่มยาโตะยิ้มรับสถานการณ์อย่างใจเย็นทั้งที่เขากำลังหงุดหงิดกับคำถามชวนเครียด\"อะไรนะ? พูดใหม่สิ\"\"หัวหน้า..แอ๊ก!\"คาซึระที่กำลังจะเอ่ยประโยคเดิมถึงกับล้มกลางอากาศเพราะโดนคางุระเตะเสยคางกะทันหัน แต่ก็ไม่ทันจะแก้ตัวเพราะโซโกะเดินเข้ามาพอดี\"นายมีอะไรจะบอกฉันหรือเปล่า?\"คามุอิเดินยิ้มไปหาโซโกะที่ก้มมองคาซึระกำลังชักกระตุกน้ำลายฟูมปากอยู่บนพื้นทางเดิน\"อะไร?\"\"หมอนี่\" คามุอิชี้ไปทางคาซึระ \"บอกว่านายกับคางุระจะอยู่ด้วยกัน\"\"ใช่\" โซโกะรับคำง่ายๆ ทำให้นักเรียนที่อยู่แถวนั้นพากันตะลึง \"พ่อของแกก็รับรู้และอนุญาตแล้วด้วย\"เพียงแค่พูดจบคามุอิก็พุ่งใส่โซโกะและส่งหมัดที่หนักหน่วงให้อย่างรวดเร็ว แต่โซโกะก็สามารถหลบได้อย่างหวุดหวิด จนคางุระใจหาย. เสียงเอะอะโวยวายทำให้อาจารย์กินปาจิเปิดห้องเรียนออกมาดูและพบว่าหนุ่มยาโตะกับลูกศิษย์ของตนกำลังตีกันไม่ยั้ง\"อะไรของมันอีกล่ะเนี่ย\"\"อาเฮียรู้แล้วน่อว่าอั๊วกับโซโกะจะไปอยู่ด้วยกัน\"\"หา? ได้ไง?\"กินปาจิแปลกใจแต่แล้วก็ถอนหายใจเฮือกใหญ่เมื่อคางุระชี้ไปทางคาซึระที่ยังคงนอนกับพื้นและในที่สุดเหตุการณ์ที่ไม่คาดฝันก็เกิดขึ้นเมื่อคามุอิเป็นฝ่ายถูกต่อยจนหงายท้องลงไปนอนอยู่ข้างกับคาซึระ ส่วนโซโกะนั้นปากแตกจนเลือดกลบปากทำให้คางุระอึ้ง\"แกว่าฉันปวกเปียก แต่จริงๆแล้วแกมันยิ่งกว่าฉันเสียอีก\" โซโกะบอกกับคามุอิที่ลุกขึ้นนั่ง \"ฉันน่ะไม่ว่าจะยังไงก็ไม่คิดจะยอมปล่อยมือยัยหมวยบ้านี่ แต่แกน่ะกะอีแค่ผู้หญิงตัวเล็กๆคนเดียวยังไม่มีปัญญาคว้ามาอยู่ในอ้อมกอดของตัวเองได้เลย\"\"มันเหมือนกันซะที่ไหน คางุระกับโซโยะแตกต่่างกันถึงขนาดนั้นนายก็พูดได้สิเพราะคางุระไม่ได้มียศศักดิ์ค้ำคอไว้อยู่นี่\"คามุอิเถียงแล้วลุกขึ้นยืนจากนั้นก็โจมตีโซโกะต่อ แต่โซโกะก็สามารถต่อสู้คืนได้อย่างสูสี\"แล้วแกคิดเหรอว่าอุปสรรคชิ้นโตอย่างแกมันง่ายน่ะหา? แกน่ะท่านชิเงะชิเงะก็เปิดไฟเขียวให้แต่แกก็ไม่ยอมข้ามไปหาเขาเอง มัวแต่เห็นแก่ตัวคุณโซโยะเขาถึงไม่กล้าทิ้งทุกอย่างมาหาแกยังไงล่ะ\"คามุอิเลือดขึ้นหน้าเพราะคำพูดเสียดแทงจี้ใจดำของโซโกะ ถึงกับต่อยโซโกะไม่ยั้งแต่กินปาจิก็เข้ามาห้ามก่อนที่ทั้งสองคนจะตายกันไปข้างนึง\"แกโกรธที่ฉันช่วยแกไม่สำเร็จเลยพาลไปหมด แกย้อนดูตัวแกบ้างรึเปล่าว่าแกสู้เพื่อคุณโซโยะแค่ไหน?\"โซโกะทิ้งท้ายแล้วเดินหันหลังไปยังห้องประชุมเมื่อเห็นว่าคางุระเลือกที่จะเข้าไปประคองพี่ชายแทนเขาที่ยืนมองอยู่\"กลับเถอะน่ออาเฮีย\"คางุระบอกคามุอิที่บาดเจ็บหนักอยู่เหมือนกัน หนุ่มยาโตะไม่พูดอะไรต่อแล้วปล่อยให้น้องสาวเดินจับมือของเขากลับบ้านด้วยกันคำพูดที่แทงใจดำของเจ้าปวกเปียกนั้นยังคงก้องอยู่ในโสตประสาทซ้ำไปมาใครว่าฉันไม่พยายาม แต่โซโยะจังไม่ให้ฉันพยายามต่างหากทางฝั่งชิเงะชิเงะถูกผู้อำนวยการโรงเรียนเรียกไปพบเนื่องจากวันก่อนคามุอิมาก่อความวุ่นวาย และโซโยะก็เศร้าซึมจนถึงขนาดคะแนนตกมากจนน่าตกใจ\"ถึงแม้ทางโรงเรียนจะหลับหูหลับตาได้บ้าง. แต่เรื่องที่คุณหนูคบกับอันธพาลเป็นเรื่องที่ทำให้โรงเรียนของเราเสียหายอย่างมาก ทางเราจึงขอพักการเรียนของคุณหนูเป็นเวลา 2 อาทิตย์เป็นการให้สำนึกถึงตระกูลอันสูงส่งนะคะ\"ชิเงะชิเงะมองหน้าผู้อำนวยการ ก่อนจะเซ็นรับทราบเรื่องพักการเรียนของน้องสาวที่นั่งข้างกัน และพาโซโยะกลับบ้านตลอดทางที่อยู่บนอาคารเสียงซุบซิบนินทาจากนักเรียนหลายคนดังขึ้นอย่างต่อเนื่องเกี่ยวกับการที่โซโยะไปคบกับคามุอิอันธพาลเลื่องชื่อ และเมื่อถึงรถโซโยะยังคงไม่พูดอะไรจนชิเงะชิเงะเป็นห่วงเธอมาก ร่างกายบอบบางยิ่งดูผอมลงผิดตาเพราะทานอะไรไม่ลง ทุกคืนเวลาที่เขาเดินผ่านห้องนอนของโซโยะก็จะได้ยินเสียงสะอื้นเล็ดลอดออกมาบ้าง เป็นอย่างนี้แทบทุกวันมาตั้งแต่กลับใาจากไหว้พระปีใหม่เขาควรจะทำเช่่นไรเพื่อให้น้องสาวคนเดียวกลับมาร่าเริงดังเดิมเมื่อกลับมาถึงบ้านโซโยะก็เข้ามาในห้องนอนของเธอทันที พร้อมทั้งคว้าเสื้อโค้ทของคามุอิที่เขาลืมไว้มากอดแนบอกแล้วหอมมันด้วยน้ำตาฉันคิดถึงคุณจนใจจะขาดแล้วค่ะน้ำตาที่ยังเอ่อล้นในใจไหลออกมาจากสองตาอย่างไม่มีทีท่าว่าจะหยุดไหล เธอเป็นคนตัดสินใจเลือกทางนี้เองแต่ทำไมถึงเจ็บปวดได้ขนาดนี้ ยิ่งหวนคิดคืนสุดท้ายด้วยกันโซโยะก็ยิ่งร้องไห้ เธอรักอ้อมกอดของเขาเหลือเกินเพราะทนเห็นน้องสาวตัวเองเสียใจมากไม่ไหว ชิเงะชิเงะจึงโทรหาให้คางุระมานอนเป็นเพื่อนโซโยะเผื่อสาวหมวยจะพอช่วยให้คลายเศร้าได้บ้าง แต่ยิ่งโซโยะเห็นหน้าที่คล้ายกันกับคามุอิก็ยิ่งทำให้เธอปวดใจในขณะที่ยังต้องการให้คางุระอยู่ด้วยกันโซโยะเล่าเรื่องราวของเธอกับคามุอิให้คางุระฟังอย่างละเอียด ในขณะที่นอนเล่นอยู่บนเตียงด้วยกัน\"ลื้อรักอาเฮียมากจนอั๊วตกใจเลยน่อ แต่ทำไมรักแล้วลื้อต้องทิ้งอาเฮียด้วยล่ะ?\"คางุระถามอย่างไม่เข้าใจ\"ก็เพราะฉันไม่สามารถทิ้งทุกอย่างไปได้ ถ้าฉันเห็นแก่ตัวเองคนหลายคนก็ต้องลำบาก\"โซโยะให้เหตุผลซึ่งคางุระก็ไม่เข้าใจอยู่ดี\"โชคดีที่อั๊วไม่ได้เกิดมาร่ำรวยน่อ..แต่เชื่ออั๊วเถอะว่าพลังรักของอาเฮียจะตื่นขึ้นเพราะว่าโดนตีนเจ้าซาดิสม์นั่นปลุกนับไม่ถ้วน\" คางุระปลอบใจโซโยะ \"คนอย่างพี่ชายอั๊วไม่มีทางปล่อยอะไรที่เป็นของตัวเองไปง่ายๆหรอกน่อ แต่ถ้าถึงเวลาที่อาเฮียมาเอาของตัวเองคืน อั๊วอยากให้ลื้ิอซื่อสัตย์กับตัวเองเพราะบางทีทางออกอาจจะไม่ได้มีแค่สิ่งที่ลื้อเลือกก็ได้น่อโซโยะจัง\"น้ำตาของโซโยะปริ่มขึ้นมาอีกครั้งก่อนจะผล็อยหลับลงได้เป็นคืนแรกนับตั้งแต่วันจากลากับชายที่รักวันรุ่งขึ้นฮิจิคาตะพาอิซาบุโร่พี่ชายคนโตของตระกูลฮิจิคาตะมาคุยธุระเกี่ยวกับงานประกาศหมั้นแต่เช้าพร้อมคอนโด้กับโซโกะที่มาด้วยกันคางุระที่ยังคงอยู่เป็นเพื่อนโซโยะที่ตระกูลโทกุงาว่าชะเง้อมองอย่างสนใจ เธอพบว่าทุกคนมีสีหน้าเคร่งเครียด รวมถึงโซโยะที่คอยเช็ดน้ำตาเป็นระยะๆด้วยความที่เป็นห่วงจิตใจของเพื่อนและพี่ชายมาก คางุระจึงโทรหาโซโกะเพื่อขอความช่วยเหลืิอ เสียงมือถือของโซโกะดังขึ้น เขาจึงขอตัวออกไปคุยนอกห้อง\"มีธุระถึงได้โทรมาหาสินะ บอกไว้ก่อนเลยว่าฉันยังงอนหล่อนไม่หายนะรู้ไหม\"โซโกะว่าคางุระอย่างน้อยใจที่เธอเพิ่งโทรหาเขาหลังจากเกิดเรื่องวันนั้น\"เรื่องนั้นค่อยว่ากันน่อ\" คางุระเปลี่ยนเรื่อง \"ลื้อช่วยมาหาอั๊วที่สระกลางสวนทีน่อ\"\"เอ๊ะ\"\"มาองมาเอ๊ะอะไรกันเล่า หันมาทางสระสิ\"คางุระสั่งพร้อมทั้งโบกมือหยอยๆให้โซโกะที่ยืนอยู่นอกชานมองเห็นเธอ เมื่อโซโกะเห็นคนรักเขาจึงรีบกดวางสายแล้วเดินเข้าไปหาเธอทันที\"มาทำอะไรที่นี่เนี่ย?\"\"อั๊วมาอยู่เป็นเพื่อนโซโยะตั้งแต่เมื่อคืนแล้วน่อ ว่าแต่ว่าพวกลื้อคุยอะไรกันเหรอ?\"\"ก็เรื่องงานประกาศหมั้นในอาทิตย์หน้านี้\"โซโกะตอบตามตรงทำให้คางุระกังวล\"ตกลงยังไงโซโยะจังก็จะแต่งงานกับโทชิรึเนี่ย อั๊วไม่ยอมหรอกน่อ!\"\"แล้วหล่อนเกี่ยวอะไรกับเขาด้วย?\"โซโกะกอดอกถามคนรักอย่างสงสัย\"ก็นั่นเพื่อนอั๊ว นั่นก็อาเฮียของอั๊ว ไม่รู้แหละ ถ้าลื้อช่วยให้ความรักของสองคนนี้สมหวังไม่ได้ อั๊วก็ไม่ยอมไปอยู่กับลื้อหรอกน่อ\"\"อ้าวเฮ้ย\" โซโกะอุทาน \"ทำไมงั้นล่ะ\"\"ลื้อต้องช่วยทั้งสองคนน่อ วิธีไหนก็ได้\"\"แล้วของรางวัลล่ะ?\" โซโกะถาม \"หล่อนก็รู้ว่าฉันไม่ใช่คนทำอะไรฟรีๆ\"\"ลื้อจะเอาอะไรอั๊วก็ยอมทั้งนั้นน่อ\"\"แน่ใจนะ?\" โซโกะย้ำซึ่งคางุระก็พยักหน้า \"งั้นตกลง หล่อนเตรียมฟังข่าวดีได้เลย\"\"หวังว่าอั๊วคงจะไม่ผิดหวังน่อ\"คางุระยังคงกังวลอยู่เพราะไม่รู้ว่า โซโกะจะช่วยแบบไหนหลายวันผ่านมาจนวันพรุ่งนี้ถึงวันประกาศหมั้น โซโกะมาหาคามุอิถึงอาชีวะยาโตะโดยไม่เกรงกลัวหนุ่มอาชีวะหลายปีซ้อนแถมหน้าโหดเลยสักนิด อาบูโตะสะกิดให้คามุอิที่นั่งหน้าเขาให้หันมองลงไปนอกหน้าต่าง เมื่อเห็นว่าเป็นเจ้าปวกเปียก คามุอิจึงปีนหน้าต่างกระโดดลงไปทั้งที่เป็นชั้นสอง แต่คามุอิเชี่ยวชาญพอสมควรจึงไม่ได้รับบาดเจ็บใดๆ\"ไง จะมาตายที่นี่งั้นเหรอ\"คามุอิถามแล้วยิ้มให้ ซึ่งโซโกะก็ยิ้มรับที่มุมปาก ก่อนจะบอกถึงธุระ\"ฉันจะมาบอกว่าพรุ่งนี้ที่ตระกูลโทกุงาว่าจะมีงานประกาศหมั้นของสองตระกูลใหญ่\"\"แล้ว...มาชวนเหรอ?\" หนุ่มยาโตะถาม \"เกรงว่าจะไม่ว่างไปหรอกนะ\"\"ไม่ว่างหรือกลัว?\" โซโกะย้อน \"ฉันมาบอกให้แกรับรู้ไว้ ถ้าแกไม่อยากเสียคุณหนูโซโยะไปก็ไม่ควรปล่อยโอกาสนี้\"คามุอินิ่งไม่ตอบรับอะไรทั้งนั้น โซโกะจึงทิ้งท้าย\"ฉันยังยืนยันเสมอนะ ว่าถ้ามีอะไรให้ช่วยก็บอกได้\"\"นายทำดีกับฉันเพราะยัยคางุระสินะ\"หนุ่มยาโตะถามถึงเจตนาที่แท้จริง ทำให้โซโกะหลุดหัวเราะออกมาอย่างสมเพชคนเก่งเสมอ\"ฉันนิสัยดีกว่านั้นเยอะ ไปก่อนล่ะคิดดีๆนะพี่ชาย\"โซโกะโบกมือลาว่าที่พี่ชายแล้วหันหลังออกไปจากอาชีวะ เลยเพียงแต่คำเตือนให้คามุอิคิดตัดสินใจถึงสิ่งที่ควรกระทำคามุอิกลับมานอนคิดทั้งคืนถึงเรื่องงานประกาศหมั้นที่กำลังจะเกิดขึ้นในวันพรุ่งนี้ หนุ่มยาโตะนอนกระสับกระส่ายบนเตียงไปมาแล้วหวนนึกถึงค่ำคืนที่ได้อิงแอบกับโซโยะบนเตียงนี้ร่างกายนุ่มนิ่มแสนอ่อนหวานจะไม่ใช่ของเขาอีกต่อไป ถ้าเขาปล่อยโอกาสที่มีเพียงน้อยนิดนี่ทิ้งไปเสียงใสๆ กับรอยยิ้มที่แสนอ่อนโยนและอ้อมกอดอันอบอุ่นที่เขาโหยหานั้นจะไม่มีทางได้เจออีกใช่! เธอคือของผู้ชายที่ชื่อคามุอินี้ ใครหน้าไหนก็ไม่มีสิทธิ์ได้เธอไปทั้งนั้นเช้าวันรุ่งขึ้น คามุอิรีบออกจากบ้านแต่เช้าเพื่อจะไปขัดขวางงานประกาศหมั้น แต่ก็พบกับอุมิโบสึเสียก่อน ชายวัยกลางคนเรียกลูกชายให้อยู่คุยกันเพราะมีเรื่องจำเป็น\"ไว้คุยกันทีหลังได้ไหม\"\"ที่ฉันจะคุยน่ะมันเรื่องของโซโยะจัง\" อุมิโบสึบอกซึ่งคามุอิก็ตกใจเมื่อรู้ว่าพ่อรับรู้ \"ฉันกะว่าจะคุยกับแกตั้งแต่วันปีใหม่แล้ว ลูกผู้ชายควรรับผิดชอบการกระทำของตัวเอง และดูแลโซโยะจังให้ดีที่สุดรวมถึงให้ดีมากกว่าชีวิตของแกด้วย ให้โซโยะจังมั่นใจว่าเลือกแกคือสิ่งที่ดีที่สุดนะ\"\"รู้ได้ไงว่าฉันกับโซโยะจังคบกัน\"คามุอิถามอย่างสงสัย ทำให้อุมิโบสึต้องลูบหัวเหน่งของตนเองแก้เขิน\"ก็วันปีใหม่ฉันรอแกกับคางุระกลับมาอยู่ที่ห้องนั่งเล่นน่ะสิแต่เพราะไม่ได้เปิดไฟแกเลยไม่ได้สนใจฉันส่วนฉันเห็นแกเดินจูบประคองแม่สาวน้อยขึ้นไปห้องแกยังไงล่ะ\"คามุอิอึ้งเมื่อรับรู้สาเหตุแต่ก็ไม่มีเวลาจะมาอายเพราะงานประกาศหมั้นใกล้จะเริ่มแล้วพิธีการชงชาตามธรรมเนียมได้เริ่มขึ้น โซโยะผู้เป็นคนชงชาดูสวยงามกว่าเดิมหลายเท่าในชุดกิโมโนราคาแพงสีแดงลวดลายดอกยูริ ญาติผู้ใหญ่ทั้งทางฝ่ายฮิจิคาตะกับโทกุงาว่ามองเธออย่างชื่นชมต่างจากโซโกะที่นั่งร้อนใจอยู่ในงานด้วย\"เป็นอะไรไปโซโกะท่าทางยุกยิกเหมือนไม่ใช่แกเลย\"ฮิจิคาตะที่ใส่ชุดฮากามะอยู่กระซิบถามคนที่นั่งข้างกัน\"คงจะเหน็บกินสินะ อย่าไปดุโซโกะเลยโทชิ\"คอนโด้เดาอาการของโซโกะเอาเองในขณะที่พิธีดำเนินไปเรื่อยๆ จู่ๆคนของโทกุงาว่าก็พรวดพราดเข้ามาในห้องและตะโกนบอกว่าคามุอิบุกเข้ามาพร้อมกับจัดการคนดูแลไปหลายคนแล้วโซโกะลุกขึ้นทันทีที่ได้ยินดังนั้นและอาสาเป็นคนไปรับมือกับคามุอิเอง แต่เมื่อออกจากนอกห้องโซโกะก็แปรพักตร์หันไปเป็นฝ่ายของว่าที่พี่ชายทันทีด้วยการช่วยจัดกานคนดูแลและเปิดทางให้หนุ่มยาโตะเข้าไปด้านในห้องพิธี\"นายจะคอยช่วยฉันเพื่ออะไร?\"คามุอิถามโซโกะเมื่อเห็นว่าเจ้าปวกเปียกคอยช่วยเขาแทบทุกอย่าง\"ก็ไม่ได้อยากช่วยหรอก แต่ติดที่แกเป็นพี่ชายคนรักของฉันต่อให้เกลียดขี้หน้ายังไงฉันก็ต้องช่วยอยู่ดี\"โซโกะตอบจากใจจริงแล้วรีบให้คามุอิเข้าไปในห้องพิธีและอาสาจะจัดการที่นี่เอง เมื่อคามุอิหายเข้าไปในตัวบ้าน โซโกะก็ยกมือขึ้นเป็นสัญญาณให้ผู้ดูแลหยุดโจมตี\"โห...มือคุณคามุอิหนักเป็นบ้าเลยนี่ถ้าโดนเต็มๆจะพิการเอาได้นะครับคุณโอคิตะ\"หนึ่งในผู้ดูแลบ่นออกมาอย่างใจหายใจคว่ำ แต่โซโกะปลอบใจไม่ให้คิดมาก\"เอาหน่า เดี๋ยวพอได้ค่าจ้างก็หายเหนื่อยเอง พวกนายไปทำแผลกันก่อนไปเดี๋ยวค่าจ้างในส่วนที่เหลือลงบิลของฮิจิคาตะแล้วกัน\"ผู้ดูแลทุกคนก้มศีรษะให้กับโซโกะก่อนจะพากันไปทำแผลตามคำแนะนำส่วนโซโกะก็รีบเข้าไปด้านในทันทีเพื่อติดตามผลงานคามุอิเปิดประตูห้องออกแล้วเข้าไปเตะถ้วยน้ำชาที่ชิเงะชิเงะกำลังยกดื่มขึ้นทันทีเมื่อเห็นว่าพิธีกำลังดำเนินทำให้ชิเงะชิเงะหน้าหงายลงไปนอนดูเพดานอย่างงุนงง\"เฮ้ย! แกทำอะไรฟะ!\"ฮิจิคาตะถามอย่างตกใจแล้วรีบเข้าไปประคองท่านผู้นำที่กำลังนอนนับดาวตอนกลางวัน\"คุณคามุอิ\"โซโยะเรียกชื่อคามุอิด้วยความตกใจและลุกขึ้นตามแรงฉุดดึงของเขาอย่างว่าง่าย\"เฮ้ แกจะมาทำลายงานนี้ไม่ได้นะ\"ทางผู้นำของฮิจิคาตะบอกกับคามุอิ แต่หนุ่มยาโตะไม่ฟังและจะพาโซโยะไปด้วยกันให้ได้\"คุณคามุอิคะ ฉันไปกับคุณไม่ได้ค่ะ\"\"ทำไมล่ะโซโยะจัง\" เขาถามอย่างไม่เข้าใจ \"ฉันสัญญานะว่าจะเป็นทุกอย่างให้กับโซโยะจังเอง ฉันจะทำทุกอย่างตามที่โซโยะจังต้องการ ขอแค่โซโยะจังเลือกฉันได้ไหม\"\"คุณคามุอิ\"โซโยะพึมพำด้วยหัวใจอ่อนไหวเมื่อสบกับสายตาแสนเว้าวอนของเขา\"ฉันรู้ค่ะว่าคุณทำได้ แต่พิธีวันนี้ขาดฉันไม่ได้\"\"ถ้าเชื่อฉันเราก็อยู่ด้วยกันสิ\" คามุอิจับมือเธอแน่น \"งานประกาศหมั้นบ้าบอหรือศักดิ์ศรีหน้าที่ห่วยๆนั่นทิ้งไปให้หมดเถอะโซโยะจัง เรารักกันไม่ใช่เหรอ\"\"เดี๋ยวนะคะ งานประกาศหมั้นอะไรเหรอคะ?\"โซโยะถามอย่างงุนงง ซึ่งเมื่อคามุอิหันไปมองทุกคนในงานก็มีสีหน้าไม่ต่างกัน\"อ้าว ก็วันนี้คืองานประกาศหมั้นนี่นา\"\"ไม่ใช่นะคะคุณคามุอิ ฉันถอนหมั้นกับคุณฮิจิคาตะแล้วค่ะ งานวันนี้คืองานเซ็นสัญญาพันธมิตรระหว่างบริษัทของสองตระกูลเท่านั้นเองค่ะ\" โซโยะชี้แจงยิ่งทำให้คามุอิจับต้นชนปลายไม่ถูก \"คุณโอคิตะอาสาไปบอกคุณแล้วนี่คะ?\"หนุ่มยาโตะหันไปหาเจ้าคนอาสาทันที และพบว่าเจ้าปวกเปียกกำลังใช้มือถือถ่ายพวกเขาอยู่อย่างสบายใจเฉิบ\"ถึงว่าสิเจ้าพวกนั้นถึงพรวดพราดเข้ามา\"ฮิจิคาตะผู้ซึ่งไม่รู้ชะตากระเป๋าเงินของตนพึมพำ\"จากนี้ไปเดี๋ยวฉันจะอธิบายเองนะคะ แต่ขอทำพิธีดื่มชาสัตย์สาบานก่อน คุณคามุอินั่งรอเฉยๆก่อนนะคะ\"เพียงแค่เสียงหวานพูดสั่ง กระต่ายป่าที่แสนดื้อดึงก็โอนอ่อนและยอมไปนั่งข้างกันกับว่าที่พี่ชายที่เขาประทุษร้ายเมื่อสักครู่แล้วยิ้มอย่างเป็นมิตรให้กับชิเงะชิเงะที่มีน้ำตาซึมออกมาทั้งที่ใบหน้าเรียบเฉยเมื่อพิธีการผ่านพ้น ภายในห้องจึงเหลือแค่ชิเงะชิเงะ โซโยะ และคามุอิเพียงเท่านั้นโซโยะเล่าถึงวันก่อนที่ฮิจิคาตะพาพี่ชายมาเจรจาขอถอนหมั้นกับเธอด้วยเหตุผลที่ไม่สามารถบังคับใจให้อยู่ด้วยกันทั้งที่ไม่ได้รักได้ ซึ่งทางชิเงะชิเงะก็ไม่ว่าอะไรเพราะเขาก็เห็นใจน้องสาวอยู่เหมืิอนกัน\"วันนี้ก็เลยเป็นงานเซ็นสัญญาโดยไม่มีเงื่อนไขใดๆเป็นการแลกเปลี่ยนค่ะ\"\"งั้นเหรอ...แบบนี้คงต้องกลับไปเอาคืนเจ้าปวกเปียกสินะ\"คามุอิคาดโทษโซโกะที่หลอกลวงกัน\"แต่ฉันต้องขอบคุณเขามากกว่าที่ทำให้ฉันรู้ว่าคุณคามุอิก็รักฉันนะคะ\"โซโยะพูดให้โซโกะดูดีเพราะกลัวคามุอิจะไปเอาคืนชิเงะชิเงะมองหน้าว่าที่น้องเขยแล้วยิ้มนิดๆ เพราะเห็นแล้วว่าน้องสาวของเขามีความสุขมากที่ได้อยู่ด้วยกันกับคามุอิ\"ฉันหวังว่าเธอจะยอมใจอ่อนแบบฉันนะคามุอิคุง และไว้ใจให้โอคิตะดูแลคางุระจังด้วย\"คามุอิได้แต่ยิ้มรับทั้งที่ความจริงแล้วเขายังหวงน้องสาวของตนเองราวกับจงอางหวงไข่ ซึ่งโซโยะรู้ดีว่าคงยากเพราะเธอรู้ว่าคามุอิไม่ยอมง่ายๆเหตุการณ์ทุกอย่างเริ่มคลี่คลายลงไปในทางที่ดี อุมิโบสึจัดบ้านเตรียมต้อนรับสมาชิกใหม่อย่างตื่นเต้น เนื่องจากกฎของตระกูลโทกุงาว่าหากทายาทไม่แต่งงานกับคู่ที่ทางตระกูลเลือกให้ต้องออกจากบ้าน โซโยะตัดสินใจทิ้งหัวโขนทุกอย่างเพื่อจะได้อยู่กับคามุอิและย้ายมาเรียนเทอมสุดท้ายที่ ม.ปลายกินทามะ ซึ่งชิเงะชิเงะเห็นด้วยและไม่อยากให้น้องสาวต้องทนอยู่กับโรงเรียนที่ดีแต่ชื่อส่วนภายในนั้นเหยียดหยามผู้คนชิเงะชิเงะช่วยน้องสาวย้ายของเข้ามาอยู่ที่บ้านหลังเล็กกว่าคฤหาสน์ของพวกเขาอย่างอาลัย เพราะหลังจากเรียนจบโซโยะตัดสินใจย้ายไปอยู่ประเทศบ้านเกิดของอุมิโบสึด้วยกันกับคามุอิ\"คามุอิคุง ฉันฝากน้องสาวของฉันด้วยนะ\" ชิเงะชิเงะบอกกับน้องเขยและดึงโซโยะที่ร้องไห้เข้ามากอด \"อย่าร้องนะน้องพี่ เราอาจจะไม่ได้พบกันหรือร่วมทานข้าวด้วยกันทุกวันเหมือนแต่ก่อน จงมีความสุขกับทางที่ตัวเองเลือกให้มากที่สุด แล้วพี่จะวีดีโอคอลหาบ่อยๆนะ ต่อให้น้องไม่ใช่โทกุงาว่าอีกแล้วแต่โซโยะก็คือโซโยะ ยังคงเป็นน้องสาวของพี่ไม่เปลี่ยนไป\"\"น้องรักท่านพี่นะคะ\"โซโยะร้องไห้แล้วกอดพี่ชายแน่น ก่อนจะร่ำลาชีวิตในฐานะคุณหนูแห่งตระกูลสูงศักดิ์มาเป็นสามัญชนธรรมดา\"คุณคามุอิคะ\"\"หือ?\"\"แล้วเรื่องของคางุระจัง\"\"แน่นอนว่าต้องพาไปอยู่กับเราด้วยสิ\"คามุอิบอกพร้อมกับยิ้มให้คนรักอย่างอารมณ์ดีแล้วพาเธอเข้ามาจัดของในบ้าน\"แต่คางุระจังตัดสินใจจะอยู่กับคุณโอคิตะที่ญี่ปุ่นนี่คะ\"โซโยะแย้งเมื่อเห็นท่าทีของหนุ่มยาโตะไม่สนใจกับเรื่องที่เธอกำลังพูด\"แกจะเห็นแก่ตัวแบบนี้ไม่ได้นะ คามุอิ\" อุมิโบสึเองก็ไม่เห็นด้วยกับลูกชายจอมดื้อ \"แกลองใจกว้างอย่างคุณชิเงะชิเงะบ้างสิ\"เมื่อโดนรุมให้ใจอ่อน คนหวงน้องสาวก็ทำเป็นเดินหนีไม่รับฟังจนโซโยะเหนื่อยใจแต่ก็เดินตามคามุอิที่เข้าไปเปลี่ยนชุดในห้องชั้นบน\"คุณคามุอิคะ\"โซโยะเรียกคนรักให้หันมาคุยด้วย ซึ่งคามุอิก็ยอมหันตามที่เธอเรียก\"เรื่องของคางุระจัง..\"\"ชู่ว...\" คามุอิแตะปากบางให้หยุดพูด \"เราเลิกคิดเรื่องอื่นแล้วมาฉลองชีวิตใหม่ของเราดีกว่า\"ชายหนุ่มพูดจบแล้วช้อนตัวโซโยะขึ้นอุ้มก่อนจะวางลงบนเตียงนอน\"อย่าค่ะ คุณพ่ออยู่ด้านล่างนะคะ\"โซโยะร้องห้ามเมื่อร่างของคามุอิขึ้นทาบทับตัวเธอแล้วกอดไว้\"ไม่เห็นต้องสนใจเลย รู้ไหมว่าเมื่อวันปีใหม่ตาหัวเหน่งนั่นก็อยู่ข้างล่างเหมือนกัน\"\"เอ๊ะ\"\"เห็นเราทำอะไรกันตั้งแต่หน้าประตูบ้านเลยล่ะ\"\"ตายจริง\" โซโยะยกมือทั้งสองข้างปิดหน้าตัวเองอย่างเขินอาย \"แล้วแบบนี้ฉันจะมองหน้าคุณพ่อยังไงคะ\"คามุอิดึงมือของโซโยะออกแล้วหอมแก้มที่แดงระเรื่อของเธออย่างอ่อนโยน\"เอาไว้ก่อนแล้วกัน เพียงแต่ช่วงเวลานี้มองแค่ฉันคนเดียวก่อนนะโซโยะจัง\"แม้จะอยากขัดขืนแต่รอยยิ้มของเขาก็ทำให้โซโยะยินยอมทุกสิ่งให้กับเขาอนาคตไม่สามารถรู้ได้เลยว่าจะเกิดอะไรขึ้น แต่เธอยังมั่นใจในโลกทั้งใบที่เธอเต็มใจอยู่ใบนี้ส่วนคามุอิเองนั้นก็สัญญากับตัวเองว่าจะเป็นทุกอย่างที่โซโยะต้องการเขาจะไม่มีวันทำให้เธอเดียวดาย และมั่นใจว่าเธอจะอยู่เคียงข้างเขาเสมอฉันจะรักและดูแลเธอตลอดไปนะ...พระจันทร์ของฉันหากถามว่าทำไมชื่อตอนตั้งแบบนี้ถ้าอ่านแล้วคงรู้เนอะว่าอะไรคือการร่ำลา\\xa0ขอบคุณที่ติดตามจ้าพิมพ์ผิดขออภัยนะคะ\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "novel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "808"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## token"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5.362\n"
     ]
    }
   ],
   "source": [
    "t = time()\n",
    "token = deepcut.tokenize(novel)\n",
    "print(\"%.3f\" %(time()-t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5417"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('\\n', 'NOUN'),\n",
       " ('ชื่อเสียง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('กระต่าย', 'NOUN'),\n",
       " ('ป่า', 'NOUN'),\n",
       " ('บ้า', 'NOUN'),\n",
       " ('เลือด', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('หาย', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('พัก', 'VERB'),\n",
       " ('ใหญ่', 'ADJ'),\n",
       " ('เนื่อง', 'ADV'),\n",
       " ('จาก', 'ADP'),\n",
       " ('เจ้าของ', 'NOUN'),\n",
       " ('ฉายา', 'NOUN'),\n",
       " ('เคย', 'AUX'),\n",
       " ('ไม่', 'PART'),\n",
       " ('สนใจ', 'VERB'),\n",
       " ('การ', 'NOUN'),\n",
       " ('ต่อสู้', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('ช่วง', 'NOUN'),\n",
       " ('หนึ่ง', 'NUM'),\n",
       " (' ', 'NOUN'),\n",
       " ('บัด', 'NOUN'),\n",
       " ('นี้', 'DET'),\n",
       " ('สีหน้า', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('ท่าทาง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('เขา', 'PRON'),\n",
       " ('กลับ', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('กระหาย', 'VERB'),\n",
       " ('เลือด', 'NOUN'),\n",
       " ('อีก', 'ADV'),\n",
       " ('ครั้ง', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('รุนแรง', 'VERB'),\n",
       " ('มาก', 'ADV'),\n",
       " ('กว่า', 'ADV'),\n",
       " ('เก่า', 'VERB'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('อาบูโตะ', 'VERB'),\n",
       " ('เพื่อน', 'NOUN'),\n",
       " ('สนิท', 'ADJ'),\n",
       " ('ของ', 'ADP'),\n",
       " ('เขา', 'PRON'),\n",
       " ('เอง', 'DET'),\n",
       " ('ยัง', 'AUX'),\n",
       " ('กังวล', 'VERB'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('คามุอิบ้า', 'NOUN'),\n",
       " ('ระห่ำ', 'VERB'),\n",
       " ('มาก', 'ADV'),\n",
       " ('กว่า', 'ADV'),\n",
       " ('เดิม', 'NOUN'),\n",
       " ('หลาย', 'ADV'),\n",
       " ('เท่า', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('นี่', 'PART'),\n",
       " ('หัวหน้า', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ไป', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('น้อง', 'NOUN'),\n",
       " ('สาว', 'ADJ'),\n",
       " ('ถึง', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('รร.', 'VERB'),\n",
       " ('อีก', 'ADV'),\n",
       " ('เหรอ', 'NOUN'),\n",
       " ('?', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('อาบูโตะถาม', 'NOUN'),\n",
       " ('คามุอิ', 'NOUN'),\n",
       " ('เมื่อ', 'SCONJ'),\n",
       " ('ถึง', 'VERB'),\n",
       " ('เวลา', 'NOUN'),\n",
       " ('เลิก', 'VERB'),\n",
       " ('เรียน', 'VERB'),\n",
       " ('แล้ว', 'ADV'),\n",
       " ('เห็น', 'VERB'),\n",
       " ('หนุ่ม', 'NOUN'),\n",
       " ('หน้า', 'NOUN'),\n",
       " ('หวาน', 'ADJ'),\n",
       " ('ลุก', 'VERB'),\n",
       " ('ขึ้น', 'VERB'),\n",
       " ('เตรียม', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ไหน', 'PRON'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('ปล่อย', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('กลับ', 'VERB'),\n",
       " ('เอง', 'ADV'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('ไง', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('ยัย', 'NOUN'),\n",
       " ('นั่น', 'DET'),\n",
       " ('กลับ', 'VERB'),\n",
       " ('เอง', 'DET'),\n",
       " ('แล้ว', 'ADV'),\n",
       " (' ', 'VERB'),\n",
       " ('แต่', 'CCONJ'),\n",
       " ('พอ', 'SCONJ'),\n",
       " ('คิด', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('คิด', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ไป', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('มัน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ดี', 'VERB'),\n",
       " ('กว่า', 'ADP'),\n",
       " ('เยอะ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('คามุอิหยิบ', 'NOUN'),\n",
       " ('มือถือ', 'NOUN'),\n",
       " ('ขึ้น', 'ADV'),\n",
       " ('มา', 'VERB'),\n",
       " ('ส่ง', 'VERB'),\n",
       " ('ข้อความ', 'NOUN'),\n",
       " ('ถึง', 'ADP'),\n",
       " ('น้อง', 'NOUN'),\n",
       " ('สาว', 'ADJ'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('รอ', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('ที่', 'ADP'),\n",
       " (' ', 'NOUN'),\n",
       " ('รร.', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('ห้าม', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('ไหน', 'PRON'),\n",
       " (' ', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('นั้น', 'DET'),\n",
       " ('ตัว', 'NOUN'),\n",
       " ('เอง', 'DET'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('รีบ', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('คา', 'NOUN'),\n",
       " ('งุระ', 'NOUN'),\n",
       " ('ทันที', 'ADV'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('โซโยะ', 'VERB'),\n",
       " ('ตัดสินใจ', 'VERB'),\n",
       " ('ตัด', 'VERB'),\n",
       " ('ความ', 'NOUN'),\n",
       " ('สัมพันธ์', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คามุอิ', 'NOUN'),\n",
       " ('จึง', 'SCONJ'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('โซโกะ', 'VERB'),\n",
       " ('ได้', 'AUX'),\n",
       " ('รับ', 'VERB'),\n",
       " ('ผล', 'NOUN'),\n",
       " ('กระทบ', 'VERB'),\n",
       " ('เต็ม', 'VERB'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('แทบ', 'AUX'),\n",
       " ('กระอักเลือด', 'NOUN'),\n",
       " ('เนื่อง', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('คามุอิปิดกั้น', 'NOUN'),\n",
       " ('ความ', 'NOUN'),\n",
       " ('สัมพันธ์', 'VERB'),\n",
       " ('ระหว่าง', 'ADP'),\n",
       " ('เขา', 'PRON'),\n",
       " ('กับ', 'CCONJ'),\n",
       " ('คางุระ', 'NOUN'),\n",
       " ('ด้วย', 'ADV'),\n",
       " ('เช่น', 'SCONJ'),\n",
       " ('กัน', 'PRON'),\n",
       " (' ', 'VERB'),\n",
       " ('แม้', 'SCONJ'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ได้', 'AUX'),\n",
       " ('เจอ', 'VERB'),\n",
       " ('กัน', 'PRON'),\n",
       " ('แทบ', 'ADV'),\n",
       " ('ทุก', 'ADV'),\n",
       " ('วัน', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ห้อง', 'VERB'),\n",
       " ('เรียน', 'VERB'),\n",
       " ('แต่', 'CCONJ'),\n",
       " ('สำหรับ', 'ADP'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('มัน', 'PRON'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('เขา', 'PRON'),\n",
       " ('แทบ', 'AUX'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ขาดใจ', 'VERB'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('สามารถ', 'AUX'),\n",
       " ('โอบกอด', 'VERB'),\n",
       " ('คางุระ', 'NOUN'),\n",
       " ('ได้', 'ADV'),\n",
       " ('อย่าง', 'PART'),\n",
       " ('ใจ', 'NOUN'),\n",
       " ('นึก', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('ถ้า', 'SCONJ'),\n",
       " ('เป็น', 'VERB'),\n",
       " ('เช่น', 'NOUN'),\n",
       " ('นี้', 'DET'),\n",
       " ('ต่อ', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " (' ', 'VERB'),\n",
       " ('เจ้าพี่', 'NOUN'),\n",
       " ('ชาย', 'NOUN'),\n",
       " ('บ้า', 'NOUN'),\n",
       " ('นั่น', 'DET'),\n",
       " ('คง', 'AUX'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('ให้', 'VERB'),\n",
       " ('เขา', 'PRON'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คางุระ', 'NOUN'),\n",
       " ('ใช้', 'VERB'),\n",
       " ('ชีวิต', 'NOUN'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('ร่วม', 'VERB'),\n",
       " ('กัน', 'PRON'),\n",
       " ('แน่', 'ADV'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('อะไร', 'PRON'),\n",
       " ('สัก', 'ADV'),\n",
       " ('อย่าง', 'PART'),\n",
       " ('สิ', 'ADV'),\n",
       " ('ครับ', 'PART'),\n",
       " (' ', 'NOUN'),\n",
       " ('ไอ้บ้า', 'NOUN'),\n",
       " ('ฮิจิคาตะ', 'PROPN'),\n",
       " (' ', 'VERB'),\n",
       " ('งาน', 'NOUN'),\n",
       " ('ประกาศ', 'VERB'),\n",
       " ('หมั้น', 'VERB'),\n",
       " ('ใกล้', 'ADV'),\n",
       " ('จะ', 'AUX'),\n",
       " ('เข้า', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('เรื่อย', 'ADV'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('อยู่แล้ว', 'PART'),\n",
       " ('นะ', 'PART'),\n",
       " ('เนี่ย', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('บอก', 'VERB'),\n",
       " ('ฮิจิคาตะที่', 'SCONJ'),\n",
       " ('นั่ง', 'VERB'),\n",
       " ('กิน', 'VERB'),\n",
       " ('ขนมปัง', 'NOUN'),\n",
       " ('มา', 'VERB'),\n",
       " ('ยองเนส', 'VERB'),\n",
       " ('ใน', 'ADP'),\n",
       " ('ขณะ', 'NOUN'),\n",
       " ('พักเบรค', 'VERB'),\n",
       " ('การ', 'NOUN'),\n",
       " ('ประชุม', 'VERB'),\n",
       " ('คณะ', 'NOUN'),\n",
       " ('กรรมการ', 'NOUN'),\n",
       " ('นัก', 'ADJ'),\n",
       " ('เรียน', 'VERB'),\n",
       " ('ช่วง', 'NOUN'),\n",
       " ('หลัง', 'NOUN'),\n",
       " ('โรง', 'NOUN'),\n",
       " ('เรียนเลิก', 'VERB'),\n",
       " ('อย่าง', 'PART'),\n",
       " ('ว้าวุ่นใจ', 'ADV'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('อะไร', 'PRON'),\n",
       " ('มัน', 'PRON'),\n",
       " ('คือ', 'VERB'),\n",
       " ('อะไร', 'PRON'),\n",
       " ('ล่ะ', 'ADJ'),\n",
       " ('ฟะ', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ฮิจิคาตะถาม', 'NOUN'),\n",
       " ('อย่าง', 'PART'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ทุกข์ร้อน', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('เจ้าซาดิสม์', 'NOUN'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ถ้า', 'SCONJ'),\n",
       " ('มี', 'VERB'),\n",
       " ('งาน', 'NOUN'),\n",
       " ('ประกาศ', 'VERB'),\n",
       " ('หมั้น', 'CCONJ'),\n",
       " ('เกิด', 'VERB'),\n",
       " ('ขึ้น', 'ADV'),\n",
       " (' ', 'NOUN'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ต้อง', 'AUX'),\n",
       " ('แต่งงาน', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คุณหนูโซโยะ', 'NOUN'),\n",
       " ('ทันที', 'ADV'),\n",
       " ('หลัง', 'SCONJ'),\n",
       " ('จาก', 'ADP'),\n",
       " ('เรียน', 'VERB'),\n",
       " ('จบ', 'VERB'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ใช่', 'VERB'),\n",
       " ('รึไง', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('เตือน', 'VERB'),\n",
       " ('ความ', 'NOUN'),\n",
       " ('จำ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " (' ', 'VERB'),\n",
       " ('แต่', 'ADP'),\n",
       " ('ฮิจิคาตะก็', 'NOUN'),\n",
       " ('ยังคง', 'AUX'),\n",
       " ('มี', 'VERB'),\n",
       " ('ทีท่า', 'NOUN'),\n",
       " ('สบาย', 'ADJ'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('เริ่ม', 'VERB'),\n",
       " ('แกะ', 'NOUN'),\n",
       " ('ขนมปัง', 'NOUN'),\n",
       " ('อีก', 'ADV'),\n",
       " ('ชิ้น', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แต่ง', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('หนู', 'NOUN'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('เลวร้าย', 'VERB'),\n",
       " ('อะไร', 'PRON'),\n",
       " ('นี่', 'PRON'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('หนุ่ม', 'NOUN'),\n",
       " ('ตาดุ', 'NOUN'),\n",
       " ('เอ่ย', 'VERB'),\n",
       " ('แล้ว', 'ADV'),\n",
       " ('กัด', 'VERB'),\n",
       " ('ขนมปัง', 'VERB'),\n",
       " ('เข้า', 'VERB'),\n",
       " ('ปาก', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('อีอะ', 'NOUN'),\n",
       " ('อีก', 'ADV'),\n",
       " ('อะไอ้อี', 'NOUN'),\n",
       " ('อูกอัน', 'SCONJ'),\n",
       " ('ไอ๊', 'NOUN'),\n",
       " ('(', 'PUNCT'),\n",
       " ('ดี', 'ADJ'),\n",
       " ('ซะ', 'ADV'),\n",
       " ('อีก', 'ADV'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ได้', 'AUX'),\n",
       " ('มี', 'VERB'),\n",
       " ('ลูก', 'NOUN'),\n",
       " ('ทันใช้', 'NOUN'),\n",
       " (')', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แต่', 'CCONJ'),\n",
       " ('ถ้า', 'SCONJ'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('แต่งงาน', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คน', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ได้', 'AUX'),\n",
       " ('รัก', 'VERB'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('คง', 'AUX'),\n",
       " ('ไม่', 'PART'),\n",
       " ('เอา', 'VERB'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('หรอก', 'PART'),\n",
       " ('นะ', 'PART'),\n",
       " ('โทชิ', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('คอน', 'NOUN'),\n",
       " ('โด้', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('หยิบ', 'VERB'),\n",
       " ('กล้วย', 'NOUN'),\n",
       " ('ขึ้น', 'ADV'),\n",
       " ('มา', 'VERB'),\n",
       " ('ปอก', 'VERB'),\n",
       " ('เปลือก', 'NOUN'),\n",
       " ('เอ่ย', 'NOUN'),\n",
       " ('ขึ้น', 'ADV'),\n",
       " ('ก่อน', 'SCONJ'),\n",
       " ('จะ', 'AUX'),\n",
       " ('น้ำ', 'NOUN'),\n",
       " ('ตา', 'NOUN'),\n",
       " ('คลอ', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('เรา', 'PRON'),\n",
       " ('ต้อง', 'AUX'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ใคร', 'PRON'),\n",
       " ('คน', 'NOUN'),\n",
       " ('นั้น', 'DET'),\n",
       " ('ตลอด', 'ADV'),\n",
       " ('ชีวิต', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('ใน', 'ADP'),\n",
       " ('ใจ', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('มี', 'VERB'),\n",
       " ('แต่', 'ADP'),\n",
       " ('คุณโอทา', 'NOUN'),\n",
       " ('เอะ', 'NOUN'),\n",
       " ('!', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('หัวใจ', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ร่างกาย', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ไม่', 'PART'),\n",
       " ('สามารถ', 'AUX'),\n",
       " ('เป็น', 'VERB'),\n",
       " ('ของ', 'ADP'),\n",
       " ('ใคร', 'PRON'),\n",
       " ('ได้', 'ADV'),\n",
       " ('ทั้งนั้น', 'ADV'),\n",
       " ('!', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ใคร', 'PRON'),\n",
       " ('ถาม', 'VERB'),\n",
       " ('เรื่อง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('พี่', 'NOUN'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ทราบ', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ฮิจิคาตะถาม', 'NOUN'),\n",
       " ('คอน', 'NOUN'),\n",
       " ('โด้', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ตีอก', 'VERB'),\n",
       " ('ชก', 'NOUN'),\n",
       " ('หัว', 'NOUN'),\n",
       " ('กิน', 'VERB'),\n",
       " ('กล้วย', 'ADP'),\n",
       " ('ทั้ง', 'ADV'),\n",
       " ('น้ำ', 'NOUN'),\n",
       " ('ตา', 'NOUN'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('คิด', 'VERB'),\n",
       " ('ไป', 'ADV'),\n",
       " ('เอง', 'ADV'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ตน', 'NOUN'),\n",
       " ('ถูก', 'AUX'),\n",
       " ('บังคับ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('แต่งงาน', 'VERB'),\n",
       " ('เหมือน', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ฮิจิคาตะ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('เรื่อง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('คุณฮิจิคาตะ', 'NOUN'),\n",
       " ('น่ะ', 'NOUN'),\n",
       " ('ช่าง', 'AUX'),\n",
       " ('มัน', 'PRON'),\n",
       " ('เถอะ', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('แต่', 'CCONJ'),\n",
       " ('ถ้า', 'SCONJ'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('แต่งงาน', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คุณหนูโซโยะ', 'NOUN'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('เท่า', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ผม', 'PRON'),\n",
       " ('ไม่', 'PART'),\n",
       " ('มี', 'VERB'),\n",
       " ('วัน', 'NOUN'),\n",
       " ('ได้', 'AUX'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ยัย', 'NOUN'),\n",
       " ('หมวย', 'VERB'),\n",
       " ('ชั่ว', 'ADV'),\n",
       " ('ชีวิต', 'NOUN'),\n",
       " ('นะ', 'PART'),\n",
       " ('ครับ', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('เอ่ย', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('อย่าง', 'PART'),\n",
       " ('โมโห', 'ADV'),\n",
       " (' ', 'ADV'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('ฮิจิคาตะหัน', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('มอง', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('สรุป', 'VERB'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('แก', 'VERB'),\n",
       " ('คิด', 'VERB'),\n",
       " ('เรื่อง', 'NOUN'),\n",
       " ('ตัว', 'NOUN'),\n",
       " ('เอง', 'DET'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('ใช่', 'VERB'),\n",
       " ('ไหม', 'PART'),\n",
       " ('หา', 'VERB'),\n",
       " (' เจ้า', 'NOUN'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ผม', 'PRON'),\n",
       " ('ไม่', 'PART'),\n",
       " ('คิด', 'VERB'),\n",
       " ('เรื่อง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('รกสมอง', 'NOUN'),\n",
       " ('หรอก', 'VERB'),\n",
       " ('ครับ', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('โซโกะ', 'PART'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('ตาม', 'ADP'),\n",
       " ('ตรง', 'ADP'),\n",
       " (' ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ช่วง', 'NOUN'),\n",
       " ('นี้', 'DET'),\n",
       " ('เจ้า', 'NOUN'),\n",
       " ('บ้า', 'NOUN'),\n",
       " ('เลือด', 'NOUN'),\n",
       " ('นั่น', 'DET'),\n",
       " ('เข้มงวด', 'VERB'),\n",
       " ('กว่า', 'ADP'),\n",
       " ('เดิม', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('แถม', 'VERB'),\n",
       " ('ยัย', 'NOUN'),\n",
       " ('หมวย', 'NOUN'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('ตาม', 'ADP'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('เห็นใจ', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('พี่', 'NOUN'),\n",
       " ('ชาย', 'NOUN'),\n",
       " ('กำลัง', 'AUX'),\n",
       " ('อก', 'NOUN'),\n",
       " ('หักยอม', 'VERB'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('เป็น', 'VERB'),\n",
       " ('เพื่อน', 'NOUN'),\n",
       " ('โดย', 'SCONJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('สนใจ', 'VERB'),\n",
       " ('ผม', 'PRON'),\n",
       " (' ', 'VERB'),\n",
       " ('อีหรอบ', 'NOUN'),\n",
       " ('นี้', 'DET'),\n",
       " ('ยัย', 'VERB'),\n",
       " ('หมวย', 'NOUN'),\n",
       " ('คง', 'AUX'),\n",
       " ('ยกเลิก', 'VERB'),\n",
       " ('การ', 'NOUN'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('กัน', 'PRON'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ผม', 'PRON'),\n",
       " ('แน่', 'ADV'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('เลย', 'ADV'),\n",
       " (' ', 'VERB'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('ฉะนั้น', 'CCONJ'),\n",
       " ('คุณ', 'NOUN'),\n",
       " ('ต้อง', 'AUX'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('อะไร', 'PRON'),\n",
       " ('บ้าง', 'ADV'),\n",
       " ('นะ', 'PART'),\n",
       " ('ครับ', 'PART'),\n",
       " ('คุณฮิจิคา', 'NOUN'),\n",
       " ('ตะ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('หา', 'VERB'),\n",
       " ('?', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('นี่', 'DET'),\n",
       " ('พูด', 'VERB'),\n",
       " ('จริง', 'ADV'),\n",
       " ('เรอะ', 'PART'),\n",
       " ('โอคิตะคุง', 'INTJ'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('จู่', 'NOUN'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('เสียง', 'NOUN'),\n",
       " ('แขก', 'ADJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ได้', 'AUX'),\n",
       " ('รับ', 'VERB'),\n",
       " ('เชิญ', 'VERB'),\n",
       " ('ดัง', 'ADP'),\n",
       " ('ขึ้น', 'ADV'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('ความ', 'NOUN'),\n",
       " ('ตกใจ', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('ด้าน', 'NOUN'),\n",
       " ('หนึ่ง', 'NUM'),\n",
       " ('ของ', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('ประชุม', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('สาม', 'NUM'),\n",
       " ('หนุ่มสารวัตร', 'NOUN'),\n",
       " ('นัก', 'ADJ'),\n",
       " ('เรียน', 'VERB'),\n",
       " ('หัน', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('มอง', 'VERB'),\n",
       " ('ต้น', 'NOUN'),\n",
       " ('เสียง', 'NOUN'),\n",
       " ('จึง', 'SCONJ'),\n",
       " ('พบ', 'VERB'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('คา', 'NOUN'),\n",
       " ('ซึ', 'VERB'),\n",
       " ('ระกับ', 'ADP'),\n",
       " ('เอลิซาเบธ', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('นั่ง', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('มุม', 'NOUN'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('กำลัง', 'AUX'),\n",
       " ('ตกใจ', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('สิ่ง', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ตัว', 'NOUN'),\n",
       " ('เอง', 'DET'),\n",
       " ('ได้ยิน', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('หมาย', 'VERB'),\n",
       " ('ความ', 'NOUN'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ยัง', 'AUX'),\n",
       " ('ไง', 'VERB'),\n",
       " ('!', 'PUNCT'),\n",
       " (' ', 'VERB'),\n",
       " ('หัวหน้า', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('กิน', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('โอคิ', 'NOUN'),\n",
       " ('ตะคุง', 'NOUN'),\n",
       " ('งั้น', 'DET'),\n",
       " ('เรอะ', 'VERB'),\n",
       " ('!', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แก', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ตกใจ', 'VERB'),\n",
       " ('ถีง', 'NOUN'),\n",
       " ('ขนาด', 'NOUN'),\n",
       " ('นั้น', 'DET'),\n",
       " ('ทำไม', 'PART'),\n",
       " ('ฟะ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('ฮิจิคาตะชัก', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('หงุดหงิด', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('เจ้าหนุ่ม', 'NOUN'),\n",
       " ('ผม', 'PRON'),\n",
       " ('ยาว', 'ADJ'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ตกใจ', 'VERB'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('ตา', 'NOUN'),\n",
       " ('แทบ', 'AUX'),\n",
       " ('ถลน', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('แก', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('สาระแน', 'VERB'),\n",
       " ('นั่ง', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('ใน', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('นี้', 'DET'),\n",
       " ('ตั้งแต่', 'ADP'),\n",
       " ('เมื่อ', 'SCONJ'),\n",
       " ('ไร', 'PRON'),\n",
       " ('มิ', 'PART'),\n",
       " ('ทราบ', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('มา', 'VERB'),\n",
       " ('แสตนด์', 'VERB'),\n",
       " ('บาย', 'NOUN'),\n",
       " ('รอ', 'VERB'),\n",
       " ('เข้า', 'VERB'),\n",
       " ('ฉาก', 'NOUN'),\n",
       " ('น่ะ', 'NOUN'),\n",
       " ('สิ', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " (' ', 'NOUN'),\n",
       " ('คาซึระกระแอม', 'NOUN'),\n",
       " ('ใน', 'ADP'),\n",
       " ('ลำ', 'NOUN'),\n",
       " ('คอ', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('มาด', 'NOUN'),\n",
       " ('นิ่ง', 'ADJ'),\n",
       " ('เมื่อ', 'SCONJ'),\n",
       " ('ตั้ง', 'VERB'),\n",
       " ('สติ', 'NOUN'),\n",
       " ('ได้', 'ADV'),\n",
       " (' ', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ยัง', 'AUX'),\n",
       " ('ไง', 'VERB'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ยอม', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('หรอก', 'NOUN'),\n",
       " (' ', 'VERB'),\n",
       " ('นาย', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('พา', 'VERB'),\n",
       " ('หัวหน้า', 'NOUN'),\n",
       " ('ไป', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('ด้วย', 'ADV'),\n",
       " ('คง', 'AUX'),\n",
       " ('คิด', 'VERB'),\n",
       " ('จะ', 'AUX'),\n",
       " ('xxx', 'SYM'),\n",
       " ('กับ', 'ADP'),\n",
       " ('xxx', 'SYM'),\n",
       " (' ', 'NOUN'),\n",
       " ('ทั้ง', 'ADV'),\n",
       " ('วัน', 'NOUN'),\n",
       " ('เลย', 'SCONJ'),\n",
       " ('สิ', 'PART'),\n",
       " ('นะ', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ต่อ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('จะ', 'AUX'),\n",
       " ('xxx', 'SYM'),\n",
       " ('หรือ', 'CCONJ'),\n",
       " ('xxx', 'SYM'),\n",
       " (' ', 'VERB'),\n",
       " ('กับ', 'ADP'),\n",
       " ('ยัย', 'NOUN'),\n",
       " ('หมวย', 'NOUN'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('มัน', 'PRON'),\n",
       " ('หนัก', 'VERB'),\n",
       " ('ส่วน', 'NOUN'),\n",
       " ('ไหน', 'DET'),\n",
       " ('ของ', 'ADP'),\n",
       " ('แกล่ะ', 'NOUN'),\n",
       " ('ไอ้', 'NOUN'),\n",
       " ('บ้า', 'NOUN'),\n",
       " ('ซึระ', 'VERB'),\n",
       " (' ', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('ไหน', 'PRON'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ไป', 'VERB'),\n",
       " ('เลย', 'ADV'),\n",
       " ('ไป', 'ADV'),\n",
       " ('คน', 'NOUN'),\n",
       " ('กำลัง', 'AUX'),\n",
       " ('เครียด', 'VERB'),\n",
       " ('ๆ', 'PUNCT'),\n",
       " ('อยู่', 'VERB'),\n",
       " (' ', 'NOUN'),\n",
       " ('เดี๋ยว', 'NOUN'),\n",
       " ('พ่อ', 'NOUN'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('กระซวก', 'VERB'),\n",
       " ('ไส้', 'NOUN'),\n",
       " ('แตก', 'VERB'),\n",
       " ('ซะ', 'NOUN'),\n",
       " ('เลย', 'ADV'),\n",
       " ('นี่', 'DET'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('ไล่', 'VERB'),\n",
       " ('คาซึระ', 'VERB'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('ใบ', 'NOUN'),\n",
       " ('หน้า', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('เรียบเฉย', 'VERB'),\n",
       " ('แต่', 'ADP'),\n",
       " ('คำ', 'NOUN'),\n",
       " ('พูด', 'VERB'),\n",
       " ('ช่าง', 'NOUN'),\n",
       " ('ทำร้าย', 'VERB'),\n",
       " ('จิตใจ', 'NOUN'),\n",
       " ('คน', 'NOUN'),\n",
       " ('ผม', 'PRON'),\n",
       " ('ยาง', 'ADV'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('เขา', 'PRON'),\n",
       " ('ต้อง', 'AUX'),\n",
       " ('ปิด', 'VERB'),\n",
       " ('หน้า', 'NOUN'),\n",
       " ('วิ่ง', 'VERB'),\n",
       " ('หนี', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('ประชุม', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ไม่', 'PART'),\n",
       " ('ใช่', 'VERB'),\n",
       " ('ซึระ', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('ฉัน', 'PRON'),\n",
       " ('ชื่อ', 'NOUN'),\n",
       " ('คา', 'NOUN'),\n",
       " ('ซึระ', 'PROPN'),\n",
       " ('ต่างหาก', 'PART'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('เสียง', 'NOUN'),\n",
       " ('ตะโกน', 'VERB'),\n",
       " ('โหยหวน', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('เพื่อน', 'NOUN'),\n",
       " ('ร่วม', 'VERB'),\n",
       " ('ห้อง', 'VERB'),\n",
       " ('ทิ้ง', 'VERB'),\n",
       " ('ท้าย', 'NOUN'),\n",
       " ('ทำ', 'VERB'),\n",
       " ('ให้', 'SCONJ'),\n",
       " ('ฮิจิคาตะ', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('อยู่', 'VERB'),\n",
       " ('ใน', 'ADP'),\n",
       " ('เหตุการณ์', 'NOUN'),\n",
       " ('ด้วย', 'ADP'),\n",
       " ('ชัก', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ปวด', 'VERB'),\n",
       " ('หัว', 'NOUN'),\n",
       " (' ', 'NOUN'),\n",
       " ('ส่วน', 'NOUN'),\n",
       " ('เอลิซาเบธ', 'ADJ'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ลุก', 'VERB'),\n",
       " ('ขึ้น', 'VERB'),\n",
       " ('ยืน', 'VERB'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('เดิน', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('ตาม', 'ADP'),\n",
       " ('คาซึระ', 'NOUN'),\n",
       " ('ไป', 'VERB'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('ขอ', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('สูด', 'VERB'),\n",
       " ('อากาศ', 'NOUN'),\n",
       " ('ข้าง', 'NOUN'),\n",
       " ('นอก', 'ADJ'),\n",
       " ('สัก', 'ADV'),\n",
       " ('หน่อย', 'ADV'),\n",
       " ('นะ', 'PART'),\n",
       " ('ครับ', 'PART'),\n",
       " (' ', 'VERB'),\n",
       " ('อยู่', 'ADV'),\n",
       " ('กับ', 'ADP'),\n",
       " ('คน', 'NOUN'),\n",
       " ('ไร้', 'VERB'),\n",
       " ('ประโยชน์', 'NOUN'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('มัน', 'PRON'),\n",
       " ('หงุดหงิด', 'VERB'),\n",
       " ('ชอบกล', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('โซโกะ', 'NOUN'),\n",
       " ('ขอ', 'VERB'),\n",
       " ('ตัว', 'NOUN'),\n",
       " ('แล้ว', 'ADV'),\n",
       " ('เดิน', 'VERB'),\n",
       " ('ออก', 'VERB'),\n",
       " ('จาก', 'ADP'),\n",
       " ('ห้อง', 'NOUN'),\n",
       " ('ประชุม', 'VERB'),\n",
       " ('ไป', 'VERB'),\n",
       " ('อีก', 'ADV'),\n",
       " ('คน', 'NOUN'),\n",
       " (' ', 'VERB'),\n",
       " ('ส่วน', 'NOUN'),\n",
       " ('หนุ่ม', 'NOUN'),\n",
       " ('ตาดุ', 'VERB'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('โดน', 'AUX'),\n",
       " ('ว่า', 'SCONJ'),\n",
       " ('ก็', 'SCONJ'),\n",
       " ('ยังคง', 'AUX'),\n",
       " ('มี', 'VERB'),\n",
       " ('สีหน้า', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('เรียบเฉย', 'VERB'),\n",
       " ('จน', 'SCONJ'),\n",
       " ...]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5417"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pos01 token tag\n",
    "\n",
    "a lot faster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = tltk.nlp.pos_tag_wordlist(token)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5417"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = Counter([j for i,j in pos])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'NOUN': 1368,\n",
       "         'ADP': 338,\n",
       "         'SCONJ': 465,\n",
       "         'VERB': 1515,\n",
       "         'ADJ': 92,\n",
       "         'ADV': 344,\n",
       "         'AUX': 211,\n",
       "         'PART': 248,\n",
       "         'NUM': 18,\n",
       "         'DET': 97,\n",
       "         'CCONJ': 115,\n",
       "         'PRON': 252,\n",
       "         'PUNCT': 334,\n",
       "         'PROPN': 15,\n",
       "         'INTJ': 1,\n",
       "         'SYM': 4})"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n",
      "10\n",
      "11\n",
      "12\n",
      "13\n",
      "14\n",
      "15\n",
      "16\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(d)+1) :print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "POS_type = ['ADJ', 'ADP','ADV','AUX','CCONJ', 'DET', 'INTJ','NOUN', 'NUM', 'PART', \n",
    "            'PRON','PROPN','PUNCT','SCONJ', 'SYM', 'VERB','X' ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f28 = 338 if POS_type[i] in c.keys() else 0\n",
      "f29 = 92 if POS_type[i] in c.keys() else 0\n",
      "f30 = 211 if POS_type[i] in c.keys() else 0\n",
      "f31 = 97 if POS_type[i] in c.keys() else 0\n",
      "f32 = 334 if POS_type[i] in c.keys() else 0\n",
      "f33 = 465 if POS_type[i] in c.keys() else 0\n",
      "f34 = 252 if POS_type[i] in c.keys() else 0\n",
      "f35 = 115 if POS_type[i] in c.keys() else 0\n",
      "f36 = 344 if POS_type[i] in c.keys() else 0\n",
      "f37 = 4 if POS_type[i] in c.keys() else 0\n",
      "f38 = 0 if POS_type[i] in c.keys() else 0\n",
      "f39 = 1 if POS_type[i] in c.keys() else 0\n",
      "f40 = 1368 if POS_type[i] in c.keys() else 0\n",
      "f41 = 15 if POS_type[i] in c.keys() else 0\n",
      "f42 = 18 if POS_type[i] in c.keys() else 0\n",
      "f43 = 1515 if POS_type[i] in c.keys() else 0\n",
      "f44 = 248 if POS_type[i] in c.keys() else 0\n"
     ]
    }
   ],
   "source": [
    "num_lexical_features = 27 \n",
    "\n",
    "for i in range(len(POS_type)):\n",
    "    print('f' +str(num_lexical_features+i+1)+ ' = ' +str(c[POS_type[i]])+' if POS_type[i] in c.keys() else 0')\n",
    "    exec('f' +str(num_lexical_features+i+1)+ ' = ' +str(c[POS_type[i]])+' if POS_type[i] in c.keys() else 0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "f28 = c['ADP'] if POS_type[i] in c.keys() else 0\n",
      "f29 = c['ADJ'] if POS_type[i] in c.keys() else 0\n",
      "f30 = c['AUX'] if POS_type[i] in c.keys() else 0\n",
      "f31 = c['DET'] if POS_type[i] in c.keys() else 0\n",
      "f32 = c['PUNCT'] if POS_type[i] in c.keys() else 0\n",
      "f33 = c['SCONJ'] if POS_type[i] in c.keys() else 0\n",
      "f34 = c['PRON'] if POS_type[i] in c.keys() else 0\n",
      "f35 = c['CCONJ'] if POS_type[i] in c.keys() else 0\n",
      "f36 = c['ADV'] if POS_type[i] in c.keys() else 0\n",
      "f37 = c['SYM'] if POS_type[i] in c.keys() else 0\n",
      "f38 = c['X'] if POS_type[i] in c.keys() else 0\n",
      "f39 = c['INTJ'] if POS_type[i] in c.keys() else 0\n",
      "f40 = c['NOUN'] if POS_type[i] in c.keys() else 0\n",
      "f41 = c['PROPN'] if POS_type[i] in c.keys() else 0\n",
      "f42 = c['NUM'] if POS_type[i] in c.keys() else 0\n",
      "f43 = c['VERB'] if POS_type[i] in c.keys() else 0\n",
      "f44 = c['PART'] if POS_type[i] in c.keys() else 0\n"
     ]
    }
   ],
   "source": [
    "num_lexical_features = 27 \n",
    "\n",
    "for i in range(len(POS_type)):\n",
    "    print('f' +str(num_lexical_features+i+1)+ ' = c[\\'' +str(POS_type[i])+'\\'] if POS_type[i] in c.keys() else 0')\n",
    "    exec('f' +str(num_lexical_features+i+1)+ ' = c[\\'' +str(POS_type[i])+'\\'] if POS_type[i] in c.keys() else 0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "338"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f28"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f39"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'NOUN': 1368,\n",
       "         'ADP': 338,\n",
       "         'SCONJ': 465,\n",
       "         'VERB': 1515,\n",
       "         'ADJ': 92,\n",
       "         'ADV': 344,\n",
       "         'AUX': 211,\n",
       "         'PART': 248,\n",
       "         'NUM': 18,\n",
       "         'DET': 97,\n",
       "         'CCONJ': 115,\n",
       "         'PRON': 252,\n",
       "         'PUNCT': 334,\n",
       "         'PROPN': 15,\n",
       "         'INTJ': 1,\n",
       "         'SYM': 4})"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f28 = c['ADJ'] if 'ADJ' in c.keys() else 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'NOUN': 1368,\n",
       "         'ADP': 338,\n",
       "         'SCONJ': 465,\n",
       "         'VERB': 1515,\n",
       "         'ADJ': 92,\n",
       "         'ADV': 344,\n",
       "         'AUX': 211,\n",
       "         'PART': 248,\n",
       "         'NUM': 18,\n",
       "         'DET': 97,\n",
       "         'CCONJ': 115,\n",
       "         'PRON': 252,\n",
       "         'PUNCT': 334,\n",
       "         'PROPN': 15,\n",
       "         'INTJ': 1,\n",
       "         'SYM': 4})"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = d\n",
    "# POS - ADJ\n",
    "f28 = c['ADJ'] if 'ADJ' in c.keys() else 0\n",
    "# POS - ADP\n",
    "# POS - ADV\n",
    "# POS - AUX\n",
    "# POS - CCONJ\n",
    "# POS - DET\n",
    "# POS - INTJ\n",
    "# POS - NOUN\n",
    "# POS - NUM\n",
    "# POS - PART\n",
    "# POS - PRON\n",
    "# POS - PPROPN\n",
    "# POS - PUNCT\n",
    "# POS - SCONJ\n",
    "# POS - SYM\n",
    "# POS - VERB\n",
    "# POS - X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "92"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f28"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## pos02 sentence tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "102.513\n"
     ]
    }
   ],
   "source": [
    "t = time()\n",
    "pos = tltk.nlp.pos_tag(novel)\n",
    "print(\"%.3f\" %(time()-t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "188"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### pos-ing by batch of 10000 each"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count POS_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = tltk.nlp.pos_tag(novel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = dict()\n",
    "\n",
    "for x in pos:\n",
    "    a = Counter([j for i,j in x ])\n",
    "    for b in a:\n",
    "        if b not in c.keys():\n",
    "            c[b] = a[b]\n",
    "        else:\n",
    "            c[b] += a[b]\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'NOUN': 1600,\n",
       " 'ADP': 281,\n",
       " 'SCONJ': 430,\n",
       " 'VERB': 1473,\n",
       " 'ADJ': 59,\n",
       " 'AUX': 182,\n",
       " 'PART': 218,\n",
       " 'ADV': 346,\n",
       " 'DET': 64,\n",
       " 'PUNCT': 388,\n",
       " 'CCONJ': 108,\n",
       " 'PRON': 228,\n",
       " 'PROPN': 16,\n",
       " 'NUM': 12,\n",
       " 'SYM': 5,\n",
       " 'INTJ': 1}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[('\\n', 'NOUN'),\n",
       "  ('ชื่อเสียง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('กระต่ายป่า', 'NOUN'),\n",
       "  ('บ้าเลือด', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('หาย', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('พัก', 'VERB'),\n",
       "  ('ใหญ่', 'ADJ'),\n",
       "  ('เนื่องจาก', 'SCONJ'),\n",
       "  ('เจ้าของ', 'NOUN'),\n",
       "  ('ฉายา', 'VERB'),\n",
       "  ('เคย', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ต่อสู้', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ช่วง', 'NOUN'),\n",
       "  ('หนึ่ง', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('บัดนี้', 'CCONJ'),\n",
       "  ('สีหน้า', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ท่าทาง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('กระหายเลือด', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ครั้ง', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('รุนแรง', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('กว่า', 'ADV'),\n",
       "  ('เก่า', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('อาบู', 'VERB'),\n",
       "  ('โตะ', 'NOUN'),\n",
       "  ('เพื่อนสนิท', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('กังวล', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('บ้าระห่ำ', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('กว่า', 'ADV'),\n",
       "  ('เดิม', 'NOUN'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('เท่า', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('นี่', 'PART'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('รร.', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('เหรอ', 'NOUN'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อาบู', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('เวลา', 'NOUN'),\n",
       "  ('เลิก', 'VERB'),\n",
       "  ('เรียน', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('หวาน', 'ADJ'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('เตรียม', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('ไหน', 'DET'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ปล่อย', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('เอง', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ไง', 'VERB'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ยัย', 'NOUN'),\n",
       "  ('นั่น', 'DET'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('เอง', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('พอ', 'SCONJ'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('ก็ดี', 'ADV'),\n",
       "  ('กว่า', 'ADP'),\n",
       "  ('เยอะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('หยิบมือ', 'NOUN'),\n",
       "  ('ถือ', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ส่ง', 'VERB'),\n",
       "  ('ข้อความ', 'NOUN'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('รอ', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ที่', 'ADP'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('รร.', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ห้าม', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ไหน', 'PRON'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('จากนั้น', 'CCONJ'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('เพราะว่า', 'SCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('ตัด', 'VERB'),\n",
       "  ('ความสัมพันธ์', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ได้รับ', 'VERB'),\n",
       "  ('ผลกระทบ', 'NOUN'),\n",
       "  ('เต็ม', 'ADJ'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('แทบ', 'AUX'),\n",
       "  ('กระอักเลือด', 'NOUN'),\n",
       "  ('เนื่องจาก', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ปิดกั้น', 'VERB'),\n",
       "  ('ความสัมพันธ์', 'NOUN'),\n",
       "  ('ระหว่าง', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('กับ', 'CCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ด้วย', 'ADV'),\n",
       "  ('เช่นกัน', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แม้', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('เจอ', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('แทบ', 'ADV'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('วันที่', 'NOUN'),\n",
       "  ('ห้องเรียน', 'VERB'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('สำหรับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('แทบจะ', 'VERB'),\n",
       "  ('ขาดใจ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('โอบกอด', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('นึก', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เช่นนี้', 'PRON'),\n",
       "  ('ต่อไป', 'ADV'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('บ้า', 'NOUN'),\n",
       "  ('นั่น', 'DET'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ใช้ชีวิต', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ร่วม', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('แน่', 'ADV'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('สัก', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สิ', 'ADV'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ไอ้บ้า', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'VERB'),\n",
       "  ('ใกล้', 'ADV'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('เรื่อยๆ', 'VERB'),\n",
       "  ('อยู่แล้ว', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('เนี่ย', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ที่นั่ง', 'NOUN'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ขนมปัง', 'NOUN'),\n",
       "  ('มายองเนส', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ขณะ', 'NOUN'),\n",
       "  ('พัก', 'VERB'),\n",
       "  ('เบรค', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ประชุม', 'VERB'),\n",
       "  ('คณะกรรมการ', 'NOUN'),\n",
       "  ('นักเรียน', 'NOUN'),\n",
       "  ('ช่วงหลัง', 'NOUN'),\n",
       "  ('โรงเรียน', 'NOUN'),\n",
       "  ('เลิก', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ว้าวุ่น', 'VERB'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ล่ะ', 'ADJ'),\n",
       "  ('ฟะ', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ทุกข์ร้อน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ซา', 'NOUN'),\n",
       "  ('ดิสม์', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'CCONJ'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คุณ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('หลังจาก', 'SCONJ'),\n",
       "  ('เรียน', 'VERB'),\n",
       "  ('จบ', 'VERB'),\n",
       "  ('ไม่ใช่', 'ADV'),\n",
       "  ('รึ', 'NOUN'),\n",
       "  ('ไง', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เตือนความจำ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'PROPN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ทีท่า', 'NOUN'),\n",
       "  ('สบายๆ', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('เริ่ม', 'VERB'),\n",
       "  ('แกะ', 'NOUN'),\n",
       "  ('ขนมปัง', 'NOUN'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ชิ้น', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แต่ง', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เลวร้าย', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หนุ่ม', 'NOUN'),\n",
       "  ('ตา', 'NOUN'),\n",
       "  ('ดุ', 'VERB'),\n",
       "  ('เอ่ย', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('กัด', 'VERB'),\n",
       "  ('ขนมปัง', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ปาก', 'NOUN'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('อี', 'ADJ'),\n",
       "  ('อะ', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('อะ', 'NOUN'),\n",
       "  ('ไอ้', 'NOUN'),\n",
       "  ('อี', 'NOUN'),\n",
       "  ('อูก', 'NOUN'),\n",
       "  ('อัน', 'SCONJ'),\n",
       "  ('ไอ๊', 'VERB'),\n",
       "  ('(', 'PUNCT'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('ซะอีก', 'ADV'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ลูก', 'NOUN'),\n",
       "  ('ทัน', 'VERB'),\n",
       "  ('ใช้', 'VERB'),\n",
       "  (')\"\"', 'NOUN'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ไม่ได้', 'VERB'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เอา', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('หรอก', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('โท', 'PART'),\n",
       "  ('ชิ', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('หยิบ', 'VERB'),\n",
       "  ('กล้วย', 'NOUN'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ปอกเปลือก', 'VERB'),\n",
       "  ('เอ่ย', 'NOUN'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('น้ำตา', 'VERB'),\n",
       "  ('คลอ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ใคร', 'PRON'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ตลอดชีวิต', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โอ', 'VERB'),\n",
       "  ('ทา', 'NOUN'),\n",
       "  ('เอะ', 'NOUN'),\n",
       "  ('!', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หัวใจ', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ร่างกาย', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ใคร', 'PRON'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('ทั้งนั้น', 'ADV'),\n",
       "  ('!\"\"', 'NOUN'),\n",
       "  ('ใคร', 'PRON'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คุณพี่', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ทราบ', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตี', 'VERB'),\n",
       "  ('อก', 'NOUN'),\n",
       "  ('ชก', 'NOUN'),\n",
       "  ('หัว', 'NOUN'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('กล้วย', 'ADP'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('น้ำตา', 'NOUN'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('เอง', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ตน', 'NOUN'),\n",
       "  ('ถูก', 'AUX'),\n",
       "  ('บังคับ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('เหมือนกับ', 'VERB'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ฮิ', 'PROPN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('น่ะ', 'NOUN'),\n",
       "  ('ช่าง', 'AUX'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('เถอะ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เท่ากับ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ผม', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ยัย', 'NOUN'),\n",
       "  ('หมวย', 'VERB'),\n",
       "  ('ชั่วชีวิต', 'NOUN'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เอ่ย', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('โมโห', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('จน', 'SCONJ'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('สรุป', 'VERB'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ใช่', 'VERB'),\n",
       "  ('ไหม', 'PART'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('ผม', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('รกสมอง', 'NOUN'),\n",
       "  ('หรอก', 'VERB'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ยอมรับ', 'VERB'),\n",
       "  ('ตามตรง', 'NOUN'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('ช่วงนี้', 'NOUN'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('บ้าเลือด', 'NOUN'),\n",
       "  ('นั่น', 'DET'),\n",
       "  ('เข้มงวด', 'VERB'),\n",
       "  ('กว่า', 'ADP'),\n",
       "  ('เดิม', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แถม', 'CCONJ'),\n",
       "  ('ยัย', 'NOUN'),\n",
       "  ('หมวย', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('เห็นใจ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('พี่ชาย', 'VERB'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('อกหัก', 'VERB'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('โดย', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('ผม', 'PRON'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('อีหรอบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ยัย', 'VERB'),\n",
       "  ('หมวย', 'NOUN'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('ยกเลิก', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ผม', 'PRON'),\n",
       "  ('แน่', 'ADV'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เพราะฉะนั้น', 'CCONJ'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('บ้าง', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('? ', 'NOUN'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('จริง', 'ADV'),\n",
       "  ('เร', 'NOUN'),\n",
       "  ('อะ', 'VERB'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('คุง', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('จู่ๆ', 'VERB'),\n",
       "  ('เสียง', 'NOUN'),\n",
       "  ('แขกไม่ได้รับเชิญ', 'VERB'),\n",
       "  ('ดัง', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ความ', 'NOUN'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ด้าน', 'NOUN'),\n",
       "  ('หนึ่ง', 'NUM'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ห้องประชุม', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('สาม', 'NUM'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('สารวัตร', 'NOUN'),\n",
       "  ('นักเรียน', 'NOUN'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('ต้นเสียง', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เอ', 'NOUN'),\n",
       "  ('ลิ', 'NOUN'),\n",
       "  ('ซา', 'NOUN'),\n",
       "  ('เบธ', 'VERB'),\n",
       "  ('ที่นั่ง', 'NOUN'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('มุม', 'NOUN'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('สิ่ง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('ได้ยิน', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('หมายความ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ยังไง', 'VERB'),\n",
       "  ('! ', 'NOUN'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยู่กิน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('คุง', 'NOUN'),\n",
       "  ('งั้น', 'DET'),\n",
       "  ('เร', 'VERB'),\n",
       "  ('อะ', 'VERB'),\n",
       "  ('!\"\"', 'NOUN'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('ถีง', 'NOUN'),\n",
       "  ('ขนาด', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ทำไม', 'PART'),\n",
       "  ('ฟะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ชักจะ', 'VERB'),\n",
       "  ('หงุดหงิด', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ผมยาว', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('ตา', 'NOUN'),\n",
       "  ('แทบ', 'AUX'),\n",
       "  ('ถลน', 'VERB'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('สาระแน', 'VERB'),\n",
       "  ('นั่ง', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ตั้งแต่', 'ADP'),\n",
       "  ('เมื่อไร', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('ทราบ', 'VERB'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('แส', 'VERB'),\n",
       "  ('ตนด์', 'NOUN'),\n",
       "  ('บาย', 'NOUN'),\n",
       "  ('รอ', 'VERB'),\n",
       "  ('เข้าฉาก', 'NOUN'),\n",
       "  ('น่ะ', 'NOUN'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('กระแอม', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ลำคอ', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('มาด', 'NOUN'),\n",
       "  ('นิ่ง', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('ตั้งสติ', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('ยังไง', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอมรับ', 'VERB'),\n",
       "  ('หรอก', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('นาย', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ด้วย', 'ADV'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('xxx', 'SYM'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('xxx ', 'NOUN'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('เลย', 'SCONJ'),\n",
       "  ('สินะ', 'VERB'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ต่อ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('xxx', 'SYM'),\n",
       "  ('หรือ', 'CCONJ'),\n",
       "  ('xxx', 'SYM'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('กับ', 'ADP'),\n",
       "  ('ยัย', 'NOUN'),\n",
       "  ('หมวย', 'NOUN'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('หนัก', 'VERB'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('ไหน', 'DET'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('แกล่ะ', 'NOUN'),\n",
       "  ('ไอ้บ้า', 'NOUN'),\n",
       "  ('ซึ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ไหน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('เครียด', 'VERB'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เดี๋ยว', 'SCONJ'),\n",
       "  ('พ่อ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('กระซวก', 'VERB'),\n",
       "  ('ไส้', 'NOUN'),\n",
       "  ('แตก', 'VERB'),\n",
       "  ('ซะ', 'NOUN'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ไล่', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ใบ', 'NOUN'),\n",
       "  ('หน้าที่', 'NOUN'),\n",
       "  ('เรียบ', 'NOUN'),\n",
       "  ('เฉย', 'NOUN'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('คำพูด', 'NOUN'),\n",
       "  ('ช่าง', 'AUX'),\n",
       "  ('ทำร้ายจิตใจ', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ผม', 'PRON'),\n",
       "  ('ยาง', 'ADV'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ปิด', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('วิ่ง', 'VERB'),\n",
       "  ('หนี', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ห้องประชุม', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ไม่ใช่', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ชื่อ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ต่างหาก', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เสียง', 'NOUN'),\n",
       "  ('ตะโกน', 'VERB'),\n",
       "  ('โหยหวน', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('เพื่อนร่วมห้อง', 'NOUN'),\n",
       "  ('ทิ้งท้าย', 'ADJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('ที่อยู่', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('เหตุการณ์', 'NOUN'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ชักจะ', 'NOUN'),\n",
       "  ('ปวดหัว', 'PROPN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ส่วน', 'CCONJ'),\n",
       "  ('เอ', 'NOUN'),\n",
       "  ('ลิ', 'VERB'),\n",
       "  ('ซา', 'NOUN'),\n",
       "  ('เบธ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('ยืน', 'VERB'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ขอ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('สูด', 'VERB'),\n",
       "  ('อากาศ', 'NOUN'),\n",
       "  ('ข้างนอก', 'ADJ'),\n",
       "  ('สักหน่อย', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ไร้', 'VERB'),\n",
       "  ('ประโยชน์', 'NOUN'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('หงุดหงิด', 'VERB'),\n",
       "  ('ชอบกล', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ขอตัว', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ห้องประชุม', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ส่วน', 'CCONJ'),\n",
       "  ('หนุ่ม', 'VERB'),\n",
       "  ('ตา', 'NOUN'),\n",
       "  ('ดุ', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('โดน', 'AUX'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('สี', 'NOUN'),\n",
       "  ('หน้าที่', 'NOUN'),\n",
       "  ('เรียบ', 'VERB'),\n",
       "  ('เฉย', 'ADV'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('ก็อด', 'NOUN'),\n",
       "  ('ยุ่ง', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ภายใน', 'ADP'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('ไม่ได้', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('เหมือน', 'VERB'),\n",
       "  ('ตาย', 'VERB'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('นะ', 'NOUN'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('อยาก', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('ปรปักษ์', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ครอบครัว', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('นี่', 'PRON'),\n",
       "  ('ก็คือ', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('เป็นห่วง', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ฐานะ', 'NOUN'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ตัดบท', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('หยิบ', 'VERB'),\n",
       "  ('ขนมปัง', 'NOUN'),\n",
       "  ('ชิ้น', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('สาม', 'NUM'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ต่อ', 'ADP'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ได้แต่', 'AUX'),\n",
       "  ('เป็นห่วง', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตน', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('!!!!\"', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ตะโกน', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('ไกล', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ทำให้', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ผมยาว', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เรียก', 'VERB'),\n",
       "  ('พร้อมกัน', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('จริง', 'VERB'),\n",
       "  ('เหรอ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยู่กิน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('คุง', 'NOUN'),\n",
       "  ('?\"\"', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('อุทาน', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ความ', 'NOUN'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('จู่ๆ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ความลับ', 'NOUN'),\n",
       "  ('แถม', 'VERB'),\n",
       "  ('ยัง', 'ADP'),\n",
       "  ('ต่อ', 'ADP'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เสียอีก', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'ADJ'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('สถานการณ์', 'NOUN'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ใจเย็น', 'ADV'),\n",
       "  ('ทั้งที่', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('หงุดหงิด', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คำถาม', 'NOUN'),\n",
       "  ('ชวน', 'VERB'),\n",
       "  ('เครียด', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('? ', 'PART'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('ใหม่', 'ADV'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('หัวหน้า', 'NOUN'),\n",
       "  ('.', 'PUNCT'),\n",
       "  ('.', 'PUNCT'),\n",
       "  ('แอ๊ก', 'VERB'),\n",
       "  ('!\"', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เอ่ย', 'VERB'),\n",
       "  ('ประโยค', 'NOUN'),\n",
       "  ('เดิม', 'ADJ'),\n",
       "  ('ถึงกับ', 'SCONJ'),\n",
       "  ('ล้ม', 'VERB'),\n",
       "  ('กลาง', 'ADP'),\n",
       "  ('อากาศ', 'NOUN'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('โดน', 'AUX'),\n",
       "  ('คา', 'VERB'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('เตะ', 'NOUN'),\n",
       "  ('เส', 'VERB'),\n",
       "  ('ยคาง', 'NOUN'),\n",
       "  ('กะทันหัน', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ทัน', 'VERB'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('แก้ตัว', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'VERB'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('พอดี', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('หรือเปล่า', 'PART'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ก้ม', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ชักกระตุก', 'VERB'),\n",
       "  ('น้ำลาย', 'NOUN'),\n",
       "  ('ฟู', 'VERB'),\n",
       "  ('มปาก', 'NOUN'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('พื้น', 'NOUN'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('?\"\"', 'VERB'),\n",
       "  ('หมอ', 'NOUN'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('\" ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ชี้', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('\"\"', 'PART'),\n",
       "  ('ใช่', 'VERB'),\n",
       "  ('\" ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('รับคำ', 'NOUN'),\n",
       "  ('ง่ายๆ', 'ADJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ทำให้', 'VERB'),\n",
       "  ('นักเรียน', 'NOUN'),\n",
       "  ('ที่อยู่', 'VERB'),\n",
       "  ('แถว', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ตะลึง', 'VERB'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('พ่อ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('รับรู้', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('อนุญาต', 'VERB'),\n",
       "  ('แล้วด้วย', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เพียงแค่', 'AUX'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('จบ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('พุ่ง', 'VERB'),\n",
       "  ('ใส่', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ส่ง', 'VERB'),\n",
       "  ('หมัด', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('หนักหน่วง', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('รวดเร็ว', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('หลบ', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('หวุดหวิด', 'ADV'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('คา', 'VERB'),\n",
       "  ('งุ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('ย.', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เสียง', 'NOUN'),\n",
       "  ('เอะอะโวยวาย', 'VERB'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('อาจารย์', 'NOUN'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ปา', 'VERB'),\n",
       "  ('จิ', 'NOUN'),\n",
       "  ('เปิด', 'VERB'),\n",
       "  ('ห้องเรียน', 'NOUN'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ลูกศิษย์', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตน', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ตี', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยั้ง', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ล่ะ', 'NOUN'),\n",
       "  ('เนี่ย', 'VERB'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('อาเฮีย', 'NOUN'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('น่อ', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('อั๊ว', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('? ', 'NOUN'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('ไง', 'NOUN'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ปา', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('แปลกใจ', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('แล้วก็', 'CCONJ'),\n",
       "  ('ถอนหายใจ', 'VERB'),\n",
       "  ('เฮือก', 'NOUN'),\n",
       "  ('ใหญ่', 'ADJ'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('ชี้', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('พื้น', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ที่สุด', 'ADV'),\n",
       "  ('เหตุการณ์', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('คาดฝัน', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ฝ่าย', 'NOUN'),\n",
       "  ('ถูก', 'AUX'),\n",
       "  ('ต่อย', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('หงายท้อง', 'VERB'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ข้าง', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ซึ', 'NOUN'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ส่วน', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ปาก', 'NOUN'),\n",
       "  ('แตก', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('เลือด', 'VERB'),\n",
       "  ('กลบ', 'VERB'),\n",
       "  ('ปาก', 'NOUN'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('อึ้ง', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ปวกเปียก', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('จริงๆ', 'NOUN'),\n",
       "  ('แล้ว', 'PART'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('ยิ่งกว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เสียอีก', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('นั่ง', 'VERB'),\n",
       "  (' \"', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('น่ะ', 'PART'),\n",
       "  ('ไม่ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ยังไง', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ปล่อยมือ', 'VERB'),\n",
       "  ('ยัย', 'VERB'),\n",
       "  ('หมวย', 'NOUN'),\n",
       "  ('บ้า', 'NOUN'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('แกน่ะ', 'NOUN'),\n",
       "  ('กะ', 'VERB'),\n",
       "  ('อี', 'NOUN'),\n",
       "  ('แค่', 'ADV'),\n",
       "  ('ผู้หญิง', 'NOUN'),\n",
       "  ('ตัว', 'NOUN'),\n",
       "  ('เล็ก', 'ADJ'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('เดียว', 'ADJ'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ปัญญา', 'NOUN'),\n",
       "  ('คว้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('อ้อมกอด', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('\"\"', 'SYM'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('เหมือนกัน', 'ADV'),\n",
       "  ('ซะ', 'VERB'),\n",
       "  ('ที่ไหน', 'PRON'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('แตก', 'VERB'),\n",
       "  ('ต่่าง', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ถึงขนาด', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('สิ', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ยศ', 'NOUN'),\n",
       "  ('ศักดิ์', 'NOUN'),\n",
       "  ('ค้ำคอ', 'VERB'),\n",
       "  ('ไว้', 'ADV'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('นี่', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('เถียง', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('ยืน', 'VERB'),\n",
       "  ('จากนั้น', 'CCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('โจมตี', 'VERB'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ต่อ', 'ADP'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('ต่อสู้', 'VERB'),\n",
       "  ('คืน', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สูสี', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('แก', 'PART'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('เหรอ', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('อุปสรรค', 'NOUN'),\n",
       "  ('ชิ้น', 'NOUN'),\n",
       "  ('โต', 'ADJ'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('แก', 'ADV'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('ง่าย', 'VERB'),\n",
       "  ('น่ะ', 'AUX'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('? ', 'NOUN'),\n",
       "  ('แกน่ะ', 'VERB'),\n",
       "  ('ท่าน', 'PRON'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เปิดไฟเขียว', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('แก', 'PROPN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ข้าม', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('เขา', 'NOUN'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('มัวแต่', 'ADP'),\n",
       "  ('เห็นแก่ตัว', 'VERB'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('กล้า', 'VERB'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('ยังไง', 'SCONJ'),\n",
       "  ('ล่ะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เลือดขึ้นหน้า', 'NOUN'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('คำพูด', 'NOUN'),\n",
       "  ('เสียดแทง', 'VERB'),\n",
       "  ('จี้', 'VERB'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('ดำ', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ถึงกับ', 'SCONJ'),\n",
       "  ('ต่อย', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยั้ง', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ปา', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ห้าม', 'VERB'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ตาย', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('ข้าง', 'VERB'),\n",
       "  ('นึง', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('โกรธ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สำเร็จ', 'VERB'),\n",
       "  ('เลย', 'PART'),\n",
       "  ('พาล', 'VERB'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('หมด', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แก', 'NOUN'),\n",
       "  ('ย้อน', 'VERB'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('ตัว', 'NOUN'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('บ้าง', 'ADV'),\n",
       "  ('รึเปล่า', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('สู้', 'VERB'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('แค่ไหน', 'ADV'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ทิ้งท้าย', 'ADJ'),\n",
       "  ('แล้ว', 'PART'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('หันหลัง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ยัง', 'ADP'),\n",
       "  ('ห้องประชุม', 'NOUN'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ประคอง', 'VERB'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('แทน', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ยืน', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('เถอะ', 'VERB'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('อาเฮีย', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('บาดเจ็บ', 'VERB'),\n",
       "  ('หนัก', 'ADV'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('เหมือนกัน', 'ADV'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ต่อ', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ปล่อย', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('จับ', 'VERB'),\n",
       "  ('มือ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('กลับบ้าน', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('คำพูด', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แทงใจ', 'VERB'),\n",
       "  ('ดำ', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ปวกเปียก', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('ก้อง', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('โสตประสาท', 'NOUN'),\n",
       "  ('ซ้ำ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ใคร', 'PRON'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('พยายาม', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('พยายาม', 'VERB'),\n",
       "  ('ต่างหาก', 'PART'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('ฝั่ง', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ถูก', 'AUX'),\n",
       "  ('ผู้อำนวยการ', 'NOUN'),\n",
       "  ('โรงเรียน', 'NOUN'),\n",
       "  ('เรียก', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('เนื่องจาก', 'SCONJ'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ก่อน', 'DET'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ก่อความวุ่นวาย', 'VERB'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เศร้าซึม', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('ถึงขนาด', 'VERB'),\n",
       "  ('คะแนน', 'NOUN'),\n",
       "  ('ตก', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('น่าตกใจ', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ถึงแม้', 'SCONJ'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('โรงเรียน', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('หลับ', 'VERB'),\n",
       "  ('หู', 'NOUN'),\n",
       "  ('หลับตา', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('บ้า', 'VERB'),\n",
       "  ('ง.', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('คบ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('อันธพาล', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('โรงเรียน', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('เสียหาย', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('<s/>', 'PUNCT'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ขอ', 'VERB'),\n",
       "  ('พัก', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('เรียน', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เวลา', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('2', 'NUM'), ('<s/>', 'PUNCT')],\n",
       " [('อาทิตย์', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('สำนึก', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('อัน', 'SCONJ'),\n",
       "  ('สูงส่ง', 'VERB'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'ADJ'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ผู้อำนวยการ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เซ็น', 'VERB'),\n",
       "  ('รับทราบ', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('พัก', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('เรียน', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ที่นั่ง', 'NOUN'),\n",
       "  ('ข้าง', 'NOUN'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('กลับบ้าน', 'NOUN'),\n",
       "  ('ตลอด', 'ADV'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ที่อยู่', 'NOUN'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('อาคาร', 'NOUN'),\n",
       "  ('เสียง', 'NOUN'),\n",
       "  ('ซุบซิบ', 'ADJ'),\n",
       "  ('นินทา', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('นักเรียน', 'NOUN'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ดัง', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ต่อเนื่อง', 'ADV'),\n",
       "  ('เกี่ยวกับ', 'ADP'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('คบ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('อันธพาล', 'NOUN'),\n",
       "  ('เลื่องชื่อ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('รถ', 'NOUN'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('เป็นห่วง', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ร่างกาย', 'NOUN'),\n",
       "  ('บอบบาง', 'VERB'),\n",
       "  ('ยิ่ง', 'SCONJ'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('ผอม', 'NOUN'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('ผิดตา', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ทาน', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ทุก', 'ADV'),\n",
       "  ('คืน', 'NOUN'),\n",
       "  ('เวลา', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('เดินผ่าน', 'VERB'),\n",
       "  ('ห้องนอน', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ได้ยิน', 'VERB'),\n",
       "  ('เสียง', 'NOUN'),\n",
       "  ('สะอื้น', 'ADJ'),\n",
       "  ('เล็ดลอด', 'ADV'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('บ้าง', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('<Fail>เป็นอย่างนี้แทบทุกวันมาตั้งแต่กลับใาจากไหว้พระปีใหม่เขาควรจะทำเช่่นไรเพื่อให้น้องสาวคนเดียวกลับมาร่าเริงดังเดิมเมื่อกลับมาถึงบ้านโซโยะก็เข้ามาในห้องนอนของเธอทันที</Fail>',\n",
       "   'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('พร้อมทั้ง', 'CCONJ'),\n",
       "  ('คว้า', 'VERB'),\n",
       "  ('เสื้อ', 'NOUN'),\n",
       "  ('โค้ท', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ลืม', 'VERB'),\n",
       "  ('ไว้', 'ADV'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('อด', 'NOUN'),\n",
       "  ('แน', 'VERB'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('หอม', 'VERB'),\n",
       "  ('มัน', 'ADV'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('น้ำตา', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('คิดถึง', 'VERB'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ขาด', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('น้ำตา', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('เอ่อ', 'VERB'),\n",
       "  ('ล้น', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('ไหล', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('สองตา', 'NOUN'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ทีท่า', 'NOUN'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('หยุด', 'VERB'),\n",
       "  ('ไหล', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เธอ', 'PRON'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('นี้เอง', 'DET'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ทำไม', 'ADV'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('เจ็บปวด', 'NOUN'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('ขนาดนี้', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ยิ่ง', 'SCONJ'),\n",
       "  ('หวนคิด', 'VERB'),\n",
       "  ('คืน', 'VERB'),\n",
       "  ('สุดท้าย', 'NOUN'),\n",
       "  ('ด้วยกัน', 'ADJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยิ่ง', 'AUX'),\n",
       "  ('ร้องไห้', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เธอ', 'PRON'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('อ้อมกอด', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('เหลือเกิน', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ทน', 'VERB'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('เสียใจ', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ไหว', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('โทร', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'VERB'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('โซ', 'ADJ'),\n",
       "  ('โยะ', 'ADJ'),\n",
       "  ('เผื่อ', 'SCONJ'),\n",
       "  ('สาว', 'NOUN'),\n",
       "  ('หมวย', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('พอ', 'VERB'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คลาย', 'VERB'),\n",
       "  ('เศร้า', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('บ้าง', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ยิ่ง', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('หน้าที่', 'NOUN'),\n",
       "  ('คล้าย', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยิ่ง', 'SCONJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ปวดใจ', 'VERB'),\n",
       "  ('ในขณะที่', 'SCONJ'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('ต้องการ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('เล่า', 'VERB'),\n",
       "  ('เรื่องราว', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ฟัง', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ละเอียด', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ในขณะที่', 'SCONJ'),\n",
       "  ('นอนเล่น', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('เตียง', 'NOUN'),\n",
       "  ('ด้วยกัน', 'ADJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('อาเฮีย', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('อั๊ว', 'VERB'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('เล', 'NOUN'),\n",
       "  ('ยน่อ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ทำไม', 'NOUN'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ลื้อ', 'VERB'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('อาเฮีย', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ล่ะ', 'NOUN'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เข้าใจ', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ถ้า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('แก่', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ลำบาก', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('เหตุผล', 'NOUN'),\n",
       "  ('ซึ่ง', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เข้าใจ', 'VERB'),\n",
       "  ('อยู่ดี', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โชคดี', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('อั๊ว', 'VERB'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('มา', 'ADV'),\n",
       "  ('ร่ำรวย', 'VERB'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('.', 'PUNCT'),\n",
       "  ('.', 'PUNCT'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('เชื่อ', 'VERB'),\n",
       "  ('อั๊ว', 'NOUN'),\n",
       "  ('เถอะ', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('พลัง', 'NOUN'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('อาเฮีย', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ตื่นขึ้น', 'VERB'),\n",
       "  ('เพราะว่า', 'SCONJ'),\n",
       "  ('โดน', 'AUX'),\n",
       "  ('ตีน', 'VERB'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ซา', 'VERB'),\n",
       "  ('ดิสม์', 'NOUN'),\n",
       "  ('นั่น', 'DET'),\n",
       "  ('ปลุก', 'VERB'),\n",
       "  ('นับไม่ถ้วน', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ปลอบใจ', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('พี่ชาย', 'ADV'),\n",
       "  ('อั๊ว', 'ADV'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ปล่อย', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ง่ายๆ', 'VERB'),\n",
       "  ('หรอก', 'NOUN'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('เวลา', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('อาเฮีย', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('เอา', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('คืน', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('<Fail>อั๊วอยากให้ลื้ิอซื่อสัตย์กับตัวเองเพราะบางทีทางออกอาจจะไม่ได้มีแค่สิ่งที่ลื้อเลือกก็ได้น่อโซโยะจัง</Fail>',\n",
       "   'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('น้ำตา', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ปริ่ม', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ครั้งก่อน', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ผล็อย', 'VERB'),\n",
       "  ('หลับ', 'VERB'),\n",
       "  ('ลง', 'ADV'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('คืน', 'NOUN'),\n",
       "  ('แรก', 'DET'),\n",
       "  ('นับตั้งแต่', 'ADP'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ลา', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ชาย', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('รุ่งขึ้น', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ซา', 'NOUN'),\n",
       "  ('บุ', 'NOUN'),\n",
       "  ('โร่', 'NOUN'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('โต', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('ธุระ', 'NOUN'),\n",
       "  ('เกี่ยวกับ', 'ADP'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'DET'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('เช้า', 'NOUN'),\n",
       "  ('พร้อม', 'VERB'),\n",
       "  ('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ที่มา', 'NOUN'),\n",
       "  ('ด้วยกัน', 'ADJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตระกูล', 'VERB'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ชะเง้อ', 'NOUN'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เธอ', 'PRON'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('สีหน้า', 'NOUN'),\n",
       "  ('เคร่งเครียด', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('รวมถึง', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('คอย', 'VERB'),\n",
       "  ('เช็ดน้ำ', 'VERB'),\n",
       "  ('ตา', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ระยะ', 'NOUN'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ความ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เป็นห่วง', 'VERB'),\n",
       "  ('จิตใจ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('<Fail>คางุระจึงโทรหาโซโกะเพื่อขอความช่วยเหลืิอ</Fail>', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เสียง', 'NOUN'),\n",
       "  ('มือถือ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ดัง', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เขา', 'PRON'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ขอตัว', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('นอก', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ธุระ', 'NOUN'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('โทร', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('สินะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('บอก', 'VERB'),\n",
       "  ('ไว้', 'ADV'),\n",
       "  ('ก่อน', 'ADV'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('งอน', 'VERB'),\n",
       "  ('หล่อน', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('หายนะ', 'VERB'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ไหม', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('อย่างน้อย', 'VERB'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('เพิ่ง', 'AUX'),\n",
       "  ('โทร', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('เขา', 'NOUN'),\n",
       "  ('หลังจาก', 'SCONJ'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ค่อย', 'AUX'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('น่อ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('เปลี่ยน', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('อั๊ว', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('สระ', 'VERB'),\n",
       "  ('กลาง', 'NOUN'),\n",
       "  ('สวน', 'NOUN'),\n",
       "  ('ที', 'NOUN'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('เอ๊ะ', 'NOUN'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อง', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('เอ๊ะ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('เล่า', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หัน', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ทาง', 'ADP'),\n",
       "  ('สระ', 'NOUN'),\n",
       "  ('สิ', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('สั่ง', 'VERB'),\n",
       "  ('พร้อมทั้ง', 'CCONJ'),\n",
       "  ('โบกมือ', 'VERB'),\n",
       "  ('หยอย', 'ADV'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ยืน', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('นอกชาน', 'NOUN'),\n",
       "  ('มองเห็น', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เมื่อ', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('คนรัก', 'NOUN'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('กด', 'VERB'),\n",
       "  ('วางสาย', 'NOUN'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ที่นี่', 'SCONJ'),\n",
       "  ('เนี่ย', 'VERB'),\n",
       "  ('?\"\"', 'NOUN'),\n",
       "  ('อั๊ว', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เพื่อน', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ตั้งแต่', 'ADP'),\n",
       "  ('เมื่อ', 'ADP'),\n",
       "  ('คืน', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('น่อ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ว่า', 'SCONJ'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('พวก', 'NOUN'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('เหรอ', 'PART'),\n",
       "  ('?\"\"', 'ADV'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('อาทิตย์', 'NOUN'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ตอบ', 'VERB'),\n",
       "  ('ตามตรง', 'ADV'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('กังวล', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ตกลง', 'NOUN'),\n",
       "  ('ยังไง', 'PART'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'ADJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('รึ', 'NOUN'),\n",
       "  ('เนี่ย', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อั๊ว', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('หรอก', 'VERB'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('!\"\"', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('หล่อน', 'VERB'),\n",
       "  ('เกี่ยว', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('กอดอก', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('คนรัก', 'NOUN'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สงสัย', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('นั่น', 'PRON'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('นอั๊ว', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('นั่น', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('อาเฮีย', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('อั๊ว', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ไม่', 'PART'), ('รู้', 'VERB'), ('แหละ', 'PART'), ('<s/>', 'PUNCT')],\n",
       " [('ถ้า', 'SCONJ'),\n",
       "  ('ลื้อ', 'VERB'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ความรัก', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('สมหวัง', 'VERB'),\n",
       "  ('ไม่ได้', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อั๊ว', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('หรอก', 'NOUN'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('อ้า', 'VERB'),\n",
       "  ('วเฮ้ย', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'), ('โกะ', 'NOUN'), ('อุทาน', 'NOUN'), ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('ทำไม', 'NOUN'),\n",
       "  ('งั้น', 'CCONJ'),\n",
       "  ('ล่ะ', 'NOUN'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('น่อ', 'ADJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('วิธี', 'NOUN'),\n",
       "  ('ไหน', 'DET'),\n",
       "  ('ก็ได้', 'PART'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ของรางวัล', 'VERB'),\n",
       "  ('ล่ะ', 'NOUN'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'), ('โกะ', 'VERB'), ('ถาม', 'VERB'), ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('หล่อน', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่ใช่', 'AUX'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ฟรี', 'ADJ'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('ลื้อ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เอา', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('อั๊ว', 'PROPN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ทั้งนั้น', 'VERB'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('แน่ใจ', 'VERB'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('?\"', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ย้ำ', 'VERB'),\n",
       "  ('ซึ่ง', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('พยักหน้า', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'), ('งั้น', 'VERB'), ('ตกลง', 'PART'), ('<s/>', 'PUNCT')],\n",
       " [('หล่อน', 'VERB'),\n",
       "  ('เตรียม', 'VERB'),\n",
       "  ('ฟัง', 'VERB'),\n",
       "  ('ข่าว', 'NOUN'),\n",
       "  ('ดี', 'ADJ'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('\"\"', 'SYM'),\n",
       "  ('หวัง', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('อั๊ว', 'NOUN'),\n",
       "  ('คงจะ', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ผิดหวัง', 'VERB'),\n",
       "  ('น่อ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('ยังคง', 'AUX'),\n",
       "  ('กังวล', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('ไหน', 'DET'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ผ่าน', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('วันพรุ่งนี้', 'NOUN'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('อาชีวะ', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('โดย', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เกรงกลัว', 'VERB'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('อาชีวะ', 'ADP'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('ปี', 'NOUN'),\n",
       "  ('ซ้อน', 'VERB'),\n",
       "  ('แถม', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('โหด', 'VERB'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('สัก', 'ADV'),\n",
       "  ('นิด', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อาบู', 'NOUN'),\n",
       "  ('โตะ', 'NOUN'),\n",
       "  ('สะกิด', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ที่นั่ง', 'ADP'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('ลง', 'ADV'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('นอก', 'ADP'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ต่าง', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เมื่อ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ปวกเปียก', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ปีน', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ต่าง', 'VERB'),\n",
       "  ('กระโดด', 'VERB'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทั้งที่', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ชั้นสอง', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เชี่ยวชาญ', 'VERB'),\n",
       "  ('พอสมควร', 'ADV'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ได้รับ', 'VERB'),\n",
       "  ('บาดเจ็บ', 'VERB'),\n",
       "  ('ใดๆ', 'SCONJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ไง', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('จะ', 'AUX'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ตาย', 'VERB'),\n",
       "  ('ที่นี่', 'ADV'),\n",
       "  ('งั้น', 'ADV'),\n",
       "  ('เหรอ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ซึ่ง', 'SCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('ที่', 'ADP'),\n",
       "  ('มุมปาก', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('ธุระ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('พรุ่งนี้', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตระกูล', 'VERB'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('ใหญ่', 'ADJ'),\n",
       "  ('\"\"', 'ADV'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('...', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ชวน', 'VERB'),\n",
       "  ('เหรอ', 'NOUN'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('เกรง', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ว่าง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หรอก', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ว่าง', 'VERB'),\n",
       "  ('หรือ', 'CCONJ'),\n",
       "  ('กลัว', 'VERB'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'), ('โกะ', 'NOUN'), ('ย้อน', 'VERB'), ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('รับรู้', 'VERB'),\n",
       "  ('ไว้', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ถ้า', 'SCONJ'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('อยาก', 'VERB'),\n",
       "  ('เสีย', 'VERB'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ไป', 'ADV'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ควร', 'AUX'),\n",
       "  ('ปล่อย', 'VERB'),\n",
       "  ('โอกาส', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('นิ่ง', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ตอบรับ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ทั้งนั้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('ทิ้งท้าย', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('ยืนยัน', 'VERB'),\n",
       "  ('เสมอ', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ว่า', 'SCONJ'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('ดี', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ยัย', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('สินะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('เจตนา', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แท้จริง', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ทำให้', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('หลุด', 'VERB'),\n",
       "  ('หัวเราะ', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สมเพช', 'ADV'),\n",
       "  ('คนเก่ง', 'ADV'),\n",
       "  ('เสมอ', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('นิสัย', 'PART'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('กว่า', 'ADV'),\n",
       "  ('นั้น', 'PART'),\n",
       "  ('เยอะ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ไป', 'VERB'),\n",
       "  ('ก่อน', 'ADV'),\n",
       "  ('ล่ะ', 'PART'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('ดีๆ', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('โบกมือ', 'NOUN'),\n",
       "  ('ลา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('หันหลัง', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('อาชีวะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เลย', 'ADV'),\n",
       "  ('เพียงแต่', 'ADP'),\n",
       "  ('คำเตือน', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('สิ่ง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ควร', 'AUX'),\n",
       "  ('กระทำ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('ทั้งคืน', 'ADV'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('วันพรุ่งนี้', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'ADJ'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('กระสับกระส่าย', 'VERB'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('เตียง', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('หวนนึก', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('ค่ำคืน', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('อิงแอบ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('เตียง', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ร่างกาย', 'NOUN'),\n",
       "  ('นุ่มนิ่ม', 'VERB'),\n",
       "  ('แสน', 'NUM'),\n",
       "  ('อ่อนหวาน', 'VERB'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไม่ใช่', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ต่อไป', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ถ้า', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ปล่อย', 'VERB'),\n",
       "  ('โอกาส', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('เพียง', 'ADV'),\n",
       "  ('น้อยนิด', 'NOUN'),\n",
       "  ('นี่', 'PRON'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เสียง', 'NOUN'),\n",
       "  ('ใส', 'ADJ'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('กับ', 'ADP'),\n",
       "  ('รอยยิ้ม', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แสน', 'AUX'),\n",
       "  ('อ่อนโยน', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('อ้อมกอด', 'VERB'),\n",
       "  ('อัน', 'SCONJ'),\n",
       "  ('อบอุ่น', 'ADJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('โหยหา', 'VERB'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('เจอ', 'VERB'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('ใช่', 'VERB'),\n",
       "  ('!', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เธอ', 'PRON'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ผู้ชาย', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ชื่อ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ใคร', 'PRON'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ไหน', 'DET'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('สิทธิ์', 'NOUN'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทั้งนั้น', 'VERB'),\n",
       "  ('เช้า', 'NOUN'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('รุ่งขึ้น', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('เช้า', 'NOUN'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ขัดขวาง', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('อุ', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'NOUN'),\n",
       "  ('เสียก่อน', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ชาย', 'NOUN'),\n",
       "  ('วัยกลางคน', 'NOUN'),\n",
       "  ('เรียก', 'VERB'),\n",
       "  ('ลูกชาย', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('คุยกัน', 'ADV'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('จำเป็น', 'ADJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ไว้', 'AUX'),\n",
       "  ('คุยกัน', 'VERB'),\n",
       "  ('ทีหลัง', 'NOUN'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('ไหม', 'PART'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('น่ะ', 'NOUN'),\n",
       "  ('มัน', 'PRON'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อุ', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ซึ่ง', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('พ่อ', 'NOUN'),\n",
       "  ('รับรู้', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('กะ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('ตั้งแต่', 'ADP'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ปีใหม่', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ลูก', 'NOUN'),\n",
       "  ('ผู้ชาย', 'NOUN'),\n",
       "  ('ควร', 'AUX'),\n",
       "  ('รับผิดชอบ', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('กระทำ', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('ดูแล', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('ที่สุด', 'ADV'),\n",
       "  ('รวมถึง', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('กว่า', 'ADP'),\n",
       "  ('ชีวิต', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('ด้วย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ให้', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'VERB'),\n",
       "  ('มั่นใจ', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('แก', 'PRON'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('สิ่ง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('ที่สุด', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('ไง', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('กับ', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('คบ', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สงสัย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ทำให้', 'VERB'),\n",
       "  ('อุ', 'VERB'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'NOUN'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ลูบ', 'VERB'),\n",
       "  ('หัว', 'NOUN'),\n",
       "  ('เหน่ง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตนเอง', 'NOUN'),\n",
       "  ('แก้เขิน', 'CCONJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ปีใหม่', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('รอ', 'VERB'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'NOUN'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ที่', 'ADP'),\n",
       "  ('ห้องนั่งเล่น', 'NOUN'),\n",
       "  ('น่ะ', 'NOUN'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('เปิดไฟ', 'VERB'),\n",
       "  ('แก', 'ADV'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ส่วน', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('จูบ', 'VERB'),\n",
       "  ('ประคอง', 'VERB'),\n",
       "  ('แม่', 'NOUN'),\n",
       "  ('สาวน้อย', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ห้อง', 'VERB'),\n",
       "  ('แก', 'ADV'),\n",
       "  ('ยังไง', 'SCONJ'),\n",
       "  ('ล่ะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('อึ้ง', 'NOUN'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('รับรู้', 'VERB'),\n",
       "  ('สาเหตุ', 'NOUN'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('เวลา', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อาย', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'VERB'),\n",
       "  ('ใกล้', 'ADV'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เริ่ม', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('พิธีการ', 'VERB'),\n",
       "  ('ชง', 'VERB'),\n",
       "  ('ชา', 'NOUN'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('ธรรมเนียม', 'NOUN'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('เริ่ม', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โยะ', 'PROPN'),\n",
       "  ('ผู้', 'NOUN'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ชง', 'VERB'),\n",
       "  ('ชา', 'NOUN'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('สวยงาม', 'ADV'),\n",
       "  ('กว่า', 'ADV'),\n",
       "  ('เดิม', 'NOUN'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('เท่า', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ชุดกิโมโน', 'NOUN'),\n",
       "  ('ราคา', 'NOUN'),\n",
       "  ('แพง', 'ADJ'),\n",
       "  ('สีแดง', 'ADJ'),\n",
       "  ('ลวดลาย', 'VERB'),\n",
       "  ('ดอก', 'NOUN'),\n",
       "  ('ยู', 'NOUN'),\n",
       "  ('ริ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ญาติผู้ใหญ่', 'NOUN'),\n",
       "  ('ทั้ง', 'CCONJ'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ฝ่าย', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ชื่นชม', 'VERB'),\n",
       "  ('ต่าง', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ที่นั่ง', 'VERB'),\n",
       "  ('ร้อนใจ', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ท่าทาง', 'NOUN'),\n",
       "  ('ยุ', 'VERB'),\n",
       "  ('กยิก', 'NOUN'),\n",
       "  ('เหมือน', 'VERB'),\n",
       "  ('ไม่ใช่', 'NOUN'),\n",
       "  ('แก', 'PART'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ใส่', 'VERB'),\n",
       "  ('ชุด', 'NOUN'),\n",
       "  ('ฮา', 'NOUN'),\n",
       "  ('กา', 'NOUN'),\n",
       "  ('มะ', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('กระซิบ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ที่นั่ง', 'NOUN'),\n",
       "  ('ข้าง', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คงจะ', 'NOUN'),\n",
       "  ('เหน็บ', 'VERB'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('สินะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อย่า', 'AUX'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ดุ', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คอ', 'NOUN'),\n",
       "  ('นโด้', 'NOUN'),\n",
       "  ('เดา', 'NOUN'),\n",
       "  ('อาการ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เอา', 'ADV'),\n",
       "  ('เอง', 'ADV'),\n",
       "  ('ในขณะที่', 'SCONJ'),\n",
       "  ('พิธี', 'NOUN'),\n",
       "  ('ดำเนิน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เรื่อยๆ', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('จู่ๆ', 'CCONJ'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('พรวดพราด', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ตะโกน', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('บุก', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('พร้อมกับ', 'ADP'),\n",
       "  ('จัดการ', 'VERB'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ดูแล', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หลาย', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ได้ยิน', 'VERB'),\n",
       "  ('ดังนั้น', 'ADV'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('อาสา', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('รับมือ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('นอก', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('แปรพักตร์', 'VERB'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ฝ่าย', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('จัด', 'VERB'),\n",
       "  ('กาน', 'NOUN'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ดูแล', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('เปิดทาง', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ด้าน', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('พิธี', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('คอย', 'VERB'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('?\"', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ปวกเปียก', 'ADJ'),\n",
       "  ('คอย', 'VERB'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('แทบ', 'AUX'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('อยาก', 'VERB'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('หรอก', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ติด', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แก', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('คนรัก', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ต่อ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('เกลียด', 'NOUN'),\n",
       "  ('ขี้หน้า', 'NOUN'),\n",
       "  ('ยังไง', 'SCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('อยู่ดี', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'AUX'),\n",
       "  ('ตอบ', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('ใจ', 'NOUN'),\n",
       "  ('จริง', 'ADV'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('พิธี', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('อาสา', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('จัดการ', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('นี่เอง', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เมื่อ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('หาย', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ตัว', 'NOUN'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยกมือ', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('สัญญาณ', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ผู้ดูแล', 'NOUN'),\n",
       "  ('หยุด', 'VERB'),\n",
       "  ('โจมตี', 'INTJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โห', 'NOUN'),\n",
       "  ('...', 'ADJ'),\n",
       "  ('มือ', 'NOUN'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('หนัก', 'VERB'),\n",
       "  ('เป็นบ้า', 'VERB'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('นี่', 'PRON'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('โดน', 'VERB'),\n",
       "  ('เต็ม', 'VERB'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('พิ', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('เอา', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('ครับ', 'PART'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('หนึ่ง', 'NUM'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ผู้ดูแล', 'NOUN'),\n",
       "  ('บ่น', 'VERB'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ใจหายใจคว่ำ', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ปลอบใจ', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('คิดมาก', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เอา', 'VERB'),\n",
       "  ('หน่า', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เดี๋ยว', 'SCONJ'),\n",
       "  ('พอ', 'SCONJ'),\n",
       "  ('ได้', 'VERB'),\n",
       "  ('ค่าจ้าง', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('หาย', 'VERB'),\n",
       "  ('เหนื่อย', 'VERB'),\n",
       "  ('เอง', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('พวก', 'NOUN'),\n",
       "  ('นาย', 'NOUN'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทำแผล', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เดี๋ยว', 'VERB'),\n",
       "  ('ค่าจ้าง', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เหลือ', 'VERB'),\n",
       "  ('ลง', 'ADV'),\n",
       "  ('บิล', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('แล้วกัน', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ผู้ดูแล', 'NOUN'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('ก้ม', 'VERB'),\n",
       "  ('ศีรษะ', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ทำแผล', 'NOUN'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('คำแนะนำ', 'NOUN'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โกะ', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ด้าน', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('ติดตาม', 'VERB'),\n",
       "  ('ผลงาน', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เปิด', 'VERB'),\n",
       "  ('ประตู', 'NOUN'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เตะ', 'VERB'),\n",
       "  ('ถ้วย', 'ADP'),\n",
       "  ('น้ำ', 'NOUN'),\n",
       "  ('ชา', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ยก', 'VERB'),\n",
       "  ('ดื่ม', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('พิธี', 'NOUN'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ดำเนิน', 'VERB'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('หงาย', 'VERB'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('เพดาน', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('งุนงง', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เฮ้ย', 'NOUN'),\n",
       "  ('!', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แก', 'NOUN'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ฟะ', 'NOUN'),\n",
       "  ('!\"', 'VERB'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('รีบ', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ประคอง', 'VERB'),\n",
       "  ('ท่าน', 'PRON'),\n",
       "  ('ผู้นำ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('นอน', 'VERB'),\n",
       "  ('นับ', 'VERB'),\n",
       "  ('ดาว', 'NOUN'),\n",
       "  ('ตอนกลางวัน', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('เรียกชื่อ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('ความ', 'NOUN'),\n",
       "  ('ตกใจ', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ลุก', 'VERB'),\n",
       "  ('ขึ้น', 'VERB'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('แรงฉุด', 'NOUN'),\n",
       "  ('ดึง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ว่าง่าย', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เฮ้', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แก', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ทำลาย', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ผู้นำ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ฟัง', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ฉัน', 'PRON'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ไม่ได้', 'ADV'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ทำไม', 'PART'),\n",
       "  ('ล่ะ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เขา', 'PRON'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เข้าใจ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('สัญญา', 'NOUN'),\n",
       "  ('นะ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('ต้องการ', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ขอ', 'VERB'),\n",
       "  ('แค่', 'ADV'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'VERB'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('ไหม', 'PART'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('พึมพำ', 'NOUN'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('หัวใจ', 'NOUN'),\n",
       "  ('อ่อนไหว', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('สบ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('สายตา', 'NOUN'),\n",
       "  ('แสน', 'NOUN'),\n",
       "  ('เว้าวอน', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ทำได้', 'DET'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('พิธี', 'NOUN'),\n",
       "  ('วันนี้', 'NOUN'),\n",
       "  ('ขาด', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('เชื่อ', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('จับ', 'VERB'),\n",
       "  ('มือ', 'NOUN'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('แน่น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'DET'),\n",
       "  ('บ้าบอ', 'VERB'),\n",
       "  ('หรือ', 'CCONJ'),\n",
       "  ('ศักดิ์ศรี', 'NOUN'),\n",
       "  ('หน้าที่', 'NOUN'),\n",
       "  ('ห่วย', 'ADJ'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('นั่น', 'PRON'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('หมด', 'VERB'),\n",
       "  ('เถอะ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'PROPN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เรา', 'PRON'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ไม่ใช่', 'ADV'),\n",
       "  ('เหรอ', 'PART'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('เดี๋ยว', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'ADJ'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('เหรอ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('งุนงง', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ซึ่ง', 'SCONJ'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('คนใน', 'NOUN'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('สีหน้า', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ต่าง', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อ้าว', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ก็', 'SCONJ'),\n",
       "  ('วันนี้', 'NOUN'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('ประกาศ', 'VERB'),\n",
       "  ('หมั้น', 'NOUN'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('นา', 'NOUN'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('ไม่ใช่', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ฉัน', 'PRON'),\n",
       "  ('ถอนหมั้น', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('งาน', 'NOUN'),\n",
       "  ('วันนี้', 'NOUN'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('เซ็นสัญญา', 'NOUN'),\n",
       "  ('พันธมิตร', 'NOUN'),\n",
       "  ('ระหว่าง', 'ADP'),\n",
       "  ('บริษัท', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('เท่านั้น', 'ADJ'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ชี้แจง', 'VERB'),\n",
       "  ('ยิ่ง', 'ADV'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('จับต้นชนปลาย', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ถูก', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('อาสา', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('นี่', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('?\"', 'NOUN'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'ADJ'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('อาสา', 'VERB'),\n",
       "  ('ทันที', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ปวกเปียก', 'VERB'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('ใช้', 'VERB'),\n",
       "  ('มือถือ', 'NOUN'),\n",
       "  ('ถ่าย', 'NOUN'),\n",
       "  ('พวกเขา', 'PRON'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('สบายใจ', 'ADV'),\n",
       "  ('เฉิบ', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('สิ', 'PROPN'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('พวก', 'NOUN'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ถึง', 'VERB'),\n",
       "  ('พรวดพราด', 'NOUN'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('ผู้', 'NOUN'),\n",
       "  ('ซึ่ง', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ชะตา', 'NOUN'),\n",
       "  ('กระเป๋า', 'NOUN'),\n",
       "  ('เงิน', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตน', 'NOUN'),\n",
       "  ('พึมพำ', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('จากนี้ไป', 'NOUN'),\n",
       "  ('เดี๋ยว', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อธิบาย', 'VERB'),\n",
       "  ('เอง', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('ขอ', 'VERB'),\n",
       "  ('ทำพิธี', 'NOUN'),\n",
       "  ('ดื่ม', 'VERB'),\n",
       "  ('ชา', 'NOUN'),\n",
       "  ('สัตย์', 'NOUN'),\n",
       "  ('สาบาน', 'NOUN'),\n",
       "  ('ก่อน', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'ADJ'),\n",
       "  ('นั่ง', 'VERB'),\n",
       "  ('รอ', 'VERB'),\n",
       "  ('เฉยๆ', 'ADV'),\n",
       "  ('ก่อน', 'ADP'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เพียงแค่', 'AUX'),\n",
       "  ('เสียงหวาน', 'VERB'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('สั่ง', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('กระต่ายป่า', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แสน', 'AUX'),\n",
       "  ('ดื้อดึง', 'VERB'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('โอนอ่อน', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('นั่ง', 'VERB'),\n",
       "  ('ข้าง', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ประทุษร้าย', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('สักครู่', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('มิตร', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('น้ำตา', 'NOUN'),\n",
       "  ('ซึมออก', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ทั้งที่', 'VERB'),\n",
       "  ('ใบหน้า', 'NOUN'),\n",
       "  ('เรียบ', 'VERB'),\n",
       "  ('เฉย', 'NOUN'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('พิธีการ', 'VERB'),\n",
       "  ('ผ่านพ้น', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ภายใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('จึง', 'SCONJ'),\n",
       "  ('เหลือ', 'VERB'),\n",
       "  ('แค่', 'ADV'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'), ('โยะ', 'PROPN'), ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('เพียง', 'ADV'),\n",
       "  ('เท่านั้น', 'ADV'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'ADJ'),\n",
       "  ('เล่า', 'VERB'),\n",
       "  ('ถึง', 'ADP'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ฮิ', 'NOUN'),\n",
       "  ('จิ', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('เจรจา', 'VERB'),\n",
       "  ('ขอ', 'VERB'),\n",
       "  ('ถอนหมั้น', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('เหตุผล', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('บังคับใจ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('ทั้งที่', 'SCONJ'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('<Fail>ซึ่งทางชิเงะชิเงะก็ไม่ว่าอะไรเพราะเขาก็เห็นใจน้องสาวอยู่เหมืิอนกัน</Fail>',\n",
       "   'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('วันนี้', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เลย', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('งาน', 'NOUN'),\n",
       "  ('เซ็นสัญญา', 'NOUN'),\n",
       "  ('โดย', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('เงื่อนไข', 'NOUN'),\n",
       "  ('ใดๆ', 'SCONJ'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('แลกเปลี่ยน', 'VERB'),\n",
       "  ('ค่ะ', 'NOUN'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('งั้น', 'DET'),\n",
       "  ('เหรอ', 'PART'),\n",
       "  ('...', 'NOUN'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('กลับ', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เอาคืน', 'VERB'),\n",
       "  ('เจ้า', 'NOUN'),\n",
       "  ('ปวกเปียก', 'VERB'),\n",
       "  ('สินะ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('คาดโทษ', 'NOUN'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('หลอกลวง', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ขอบคุณ', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('กว่า', 'ADV'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โกะ', 'NOUN'),\n",
       "  ('ดู', 'VERB'),\n",
       "  ('ดี', 'ADV'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('กลัว', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เอาคืน', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'ADJ'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('น้องเขย', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('นิด', 'ADV'),\n",
       "  ('ๆ', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เพราะ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ความสุข', 'NOUN'),\n",
       "  ('มาก', 'ADV'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ได้', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('หวัง', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ใจอ่อน', 'VERB'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('คุง', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('ไว้ใจ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'VERB'),\n",
       "  ('ดูแล', 'VERB'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'VERB'),\n",
       "  ('จัง', 'ADV'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ได้แต่', 'ADP'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('รับ', 'VERB'),\n",
       "  ('ทั้งที่', 'SCONJ'),\n",
       "  ('ความจริง', 'NOUN'),\n",
       "  ('แล้ว', 'PART'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('หวง', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตนเอง', 'NOUN'),\n",
       "  ('ราวกับ', 'CCONJ'),\n",
       "  ('จงอาง', 'NOUN'),\n",
       "  ('หวง', 'NOUN'),\n",
       "  ('ไข่', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ซึ่ง', 'SCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ดี', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('ยาก', 'VERB'),\n",
       "  ('เพราะ', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('ง่ายๆ', 'VERB'),\n",
       "  ('เหตุการณ์', 'NOUN'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('เริ่ม', 'VERB'),\n",
       "  ('คลี่คลาย', 'VERB'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อุ', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'NOUN'),\n",
       "  ('จัด', 'VERB'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('เตรียม', 'VERB'),\n",
       "  ('ต้อนรับ', 'VERB'),\n",
       "  ('สมาชิก', 'NOUN'),\n",
       "  ('ใหม่', 'ADJ'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('ตื่นเต้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เนื่องจาก', 'SCONJ'),\n",
       "  ('กฎ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('หาก', 'SCONJ'),\n",
       "  ('ทายาท', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('แต่งงาน', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คู่', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ตระกูล', 'VERB'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('จาก', 'ADP'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('ทิ้ง', 'VERB'),\n",
       "  ('หัวโขน', 'NOUN'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('เพื่อ', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ได้', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ย้าย', 'VERB'),\n",
       "  ('มาเรียน', 'NOUN'),\n",
       "  ('เทอม', 'NOUN'),\n",
       "  ('สุดท้าย', 'ADJ'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ม.', 'NOUN'),\n",
       "  ('ปลาย', 'NOUN'),\n",
       "  ('กิน', 'VERB'),\n",
       "  ('ทา', 'NOUN'),\n",
       "  ('มะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ซึ่ง', 'SCONJ'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('เห็นด้วย', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('อยาก', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('ทน', 'VERB'),\n",
       "  ('อยู่', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('โรงเรียน', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('ชื่อ', 'NOUN'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('ภายใน', 'ADJ'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('เหยียดหยาม', 'VERB'),\n",
       "  ('ผู้คน', 'NOUN'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('ช่วย', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ย้าย', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ที่', 'ADP'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('หลัง', 'SCONJ'),\n",
       "  ('เล็ก', 'VERB'),\n",
       "  ('กว่า', 'ADP'),\n",
       "  ('คฤหาสน์', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('พวกเขา', 'PRON'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('อาลัย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เพราะ', 'SCONJ'),\n",
       "  ('หลังจาก', 'SCONJ'),\n",
       "  ('เรียน', 'VERB'),\n",
       "  ('จบ', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('ย้าย', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ประเทศ', 'NOUN'),\n",
       "  ('บ้านเกิด', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('อุ', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'VERB'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('คุง', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ฉัน', 'PRON'),\n",
       "  ('ฝาก', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('ด้วย', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('น้องเขย', 'NOUN'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ดึง', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ร้องไห้', 'VERB'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('กอด', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('อย่า', 'AUX'),\n",
       "  ('ร้อง', 'VERB'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('น้อง', 'NOUN'),\n",
       "  ('พี่', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เรา', 'PRON'),\n",
       "  ('อาจ', 'AUX'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไม่ได้', 'AUX'),\n",
       "  ('พบ', 'VERB'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('หรือ', 'CCONJ'),\n",
       "  ('ร่วม', 'VERB'),\n",
       "  ('ทาน', 'VERB'),\n",
       "  ('ข้าว', 'NOUN'),\n",
       "  ('ด้วยกัน', 'ADV'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('เหมือน', 'VERB'),\n",
       "  ('แต่ก่อน', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('จง', 'AUX'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('ความสุข', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ทาง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('เลือก', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('มาก', 'VERB'),\n",
       "  ('ที่สุด', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แล้ว', 'CCONJ'),\n",
       "  ('พี่', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('วีดีโอ', 'VERB'),\n",
       "  ('คอล', 'NOUN'),\n",
       "  ('หา', 'VERB'),\n",
       "  ('บ่อยๆ', 'NOUN'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ต่อ', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('น้อง', 'NOUN'),\n",
       "  ('ไม่ใช่', 'NOUN'),\n",
       "  ('โท', 'NOUN'),\n",
       "  ('กุ', 'NOUN'),\n",
       "  ('งา', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('อีก', 'ADV'),\n",
       "  ('แล้วแต่', 'CCONJ'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ก็คือ', 'VERB'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ยังคง', 'AUX'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('พี่', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เปลี่ยน', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('\"\"', 'VERB'),\n",
       "  ('น้อง', 'NOUN'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('ท่าน', 'PRON'),\n",
       "  ('พี่', 'VERB'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ร้องไห้', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('กอด', 'VERB'),\n",
       "  ('พี่ชาย', 'NOUN'),\n",
       "  ('แน่น', 'ADJ'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ร่ำลา', 'VERB'),\n",
       "  ('ชีวิต', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ฐานะ', 'NOUN'),\n",
       "  ('คุณหนู', 'NOUN'),\n",
       "  ('แห่ง', 'ADP'),\n",
       "  ('ตระกูล', 'NOUN'),\n",
       "  ('สูงศักดิ์', 'ADJ'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('สามัญชน', 'NOUN'),\n",
       "  ('ธรรมดา', 'ADJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('คะ', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('หือ', 'NOUN'),\n",
       "  ('?\"\"', 'NOUN'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('จัง', 'NOUN'),\n",
       "  ('\"\"', 'PUNCT'),\n",
       "  ('แน่นอน', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('ด้วย', 'ADP'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('บอก', 'VERB'),\n",
       "  ('พร้อมกับ', 'ADP'),\n",
       "  ('ยิ้ม', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('คนรัก', 'NOUN'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('อารมณ์', 'ADV'),\n",
       "  ('ดีแล้ว', 'ADV'),\n",
       "  ('พา', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('จัด', 'VERB'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('งุ', 'VERB'),\n",
       "  ('ระ', 'NOUN'),\n",
       "  ('จัง', 'ADJ'),\n",
       "  ('ตัดสินใจ', 'VERB'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('โอ', 'NOUN'),\n",
       "  ('คิ', 'NOUN'),\n",
       "  ('ตะ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ญี่ปุ่น', 'PROPN'),\n",
       "  ('นี่', 'DET'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('แย้ง', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ท่าที', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('หนุ่ม', 'NOUN'),\n",
       "  ('ยา', 'NOUN'),\n",
       "  ('โตะ', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('กำลัง', 'AUX'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เห็นแก่ตัว', 'VERB'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ไม่ได้', 'PART'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('อุ', 'NOUN'),\n",
       "  ('มิ', 'PART'),\n",
       "  ('โบ', 'VERB'),\n",
       "  ('สึ', 'NOUN'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เห็นด้วย', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ลูกชาย', 'NOUN'),\n",
       "  ('จอม', 'VERB'),\n",
       "  ('ดื้อ', 'NOUN'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('แก', 'NOUN'),\n",
       "  ('ลอง', 'VERB'),\n",
       "  ('ใจกว้าง', 'ADV'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('ชิ', 'NOUN'),\n",
       "  ('เงะ', 'VERB'),\n",
       "  ('ชิ', 'VERB'),\n",
       "  ('เงะ', 'NOUN'),\n",
       "  ('บ้าง', 'ADV'),\n",
       "  ('สิ', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('โดน', 'AUX'),\n",
       "  ('รุม', 'VERB'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('ใจอ่อน', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คน', 'NOUN'),\n",
       "  ('หวง', 'VERB'),\n",
       "  ('น้องสาว', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('หนี', 'VERB'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('รับฟัง', 'VERB'),\n",
       "  ('จน', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('เหนื่อยใจ', 'VERB'),\n",
       "  ('แต่', 'CCONJ'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('เดิน', 'VERB'),\n",
       "  ('ตาม', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เข้า', 'VERB'),\n",
       "  ('ไป', 'VERB'),\n",
       "  ('เปลี่ยน', 'VERB'),\n",
       "  ('ชุด', 'NOUN'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('ห้อง', 'NOUN'),\n",
       "  ('ชั้นบน', 'ADJ'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('เรียก', 'VERB'),\n",
       "  ('คนรัก', 'NOUN'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('คุย', 'VERB'),\n",
       "  ('ด้วย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ซึ่ง', 'SCONJ'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ยอม', 'VERB'),\n",
       "  ('หัน', 'VERB'),\n",
       "  ('ตาม', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('เรียก', 'VERB'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<Fail>เรื่องของคางุระจัง..\"\"</Fail>', 'NOUN'),\n",
       "  ('ชู่ว', 'VERB'),\n",
       "  ('...', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('แตะ', 'VERB'),\n",
       "  ('ปาก', 'NOUN'),\n",
       "  ('บาง', 'ADV'),\n",
       "  ('ให้', 'SCONJ'),\n",
       "  ('หยุด', 'VERB'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('เลิก', 'VERB'),\n",
       "  ('คิด', 'VERB'),\n",
       "  ('เรื่อง', 'NOUN'),\n",
       "  ('อื่น', 'DET'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('มา', 'VERB'),\n",
       "  ('ฉลอง', 'VERB'),\n",
       "  ('ชีวิต', 'NOUN'),\n",
       "  ('ใหม่', 'ADJ'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('ดี', 'VERB'),\n",
       "  ('กว่า', 'ADP'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ชายหนุ่ม', 'NOUN'),\n",
       "  ('พูด', 'VERB'),\n",
       "  ('จบ', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('ช้อน', 'VERB'),\n",
       "  ('ตัว', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('อุ้ม', 'ADV'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('วาง', 'VERB'),\n",
       "  ('ลง', 'VERB'),\n",
       "  ('บน', 'ADP'),\n",
       "  ('เตียงนอน', 'NOUN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('อย่า', 'AUX'),\n",
       "  ('ค่ะ', 'PART'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('คุณ', 'NOUN'),\n",
       "  ('พ่อ', 'NOUN'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ด้านล่าง', 'ADP'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'VERB'),\n",
       "  ('ร้อง', 'VERB'),\n",
       "  ('ห้าม', 'VERB'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('ร่าง', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('ทาบ', 'NOUN'),\n",
       "  ('ทับ', 'VERB'),\n",
       "  ('ตัว', 'NOUN'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('กอด', 'VERB'),\n",
       "  ('ไว้', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('ต้อง', 'AUX'),\n",
       "  ('สนใจ', 'VERB'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('รู้', 'VERB'),\n",
       "  ('ไหม', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เมื่อ', 'SCONJ'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ปีใหม่', 'NOUN'),\n",
       "  ('ตา', 'NOUN'),\n",
       "  ('หัว', 'NOUN'),\n",
       "  ('เหน่ง', 'NOUN'),\n",
       "  ('นั่น', 'DET'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ข้างล่าง', 'NOUN'),\n",
       "  ('เหมือนกัน', 'ADV'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('เอ๊ะ', 'VERB'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('เห็น', 'VERB'),\n",
       "  ('เรา', 'PRON'),\n",
       "  ('ทำ', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('กัน', 'PRON'),\n",
       "  ('ตั้งแต่', 'ADP'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ประตู', 'NOUN'),\n",
       "  ('บ้าน', 'NOUN'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('ล่ะ', 'PART'),\n",
       "  ('\"\"', 'NOUN'),\n",
       "  ('ตายจริง', 'PUNCT'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ยกมือ', 'VERB'),\n",
       "  ('ทั้ง', 'ADV'),\n",
       "  ('สอง', 'NUM'),\n",
       "  ('ข้าง', 'NOUN'),\n",
       "  ('ปิด', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('เขิน', 'ADV'),\n",
       "  ('อาย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('\"', 'PUNCT'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('หน้า', 'NOUN'),\n",
       "  ('คุณ', 'NOUN'),\n",
       "  ('พ่อ', 'NOUN'),\n",
       "  ('ยังไง', 'VERB'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'VERB'),\n",
       "  ('ดึง', 'VERB'),\n",
       "  ('มือ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ออก', 'VERB'),\n",
       "  ('แล้ว', 'CCONJ'),\n",
       "  ('หอมแก้ม', 'VERB'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('แดง', 'ADJ'),\n",
       "  ('ระเรื่อ', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('อย่าง', 'PART'),\n",
       "  ('อ่อนโยน', 'ADV'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('เอาไว้', 'ADV'),\n",
       "  ('ก่อน', 'ADV'),\n",
       "  ('แล้วกัน', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('เพียงแต่', 'CCONJ'),\n",
       "  ('ช่วงเวลา', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('มอง', 'VERB'),\n",
       "  ('แค่', 'ADV'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('คน', 'NOUN'),\n",
       "  ('เดียว', 'ADJ'),\n",
       "  ('ก่อน', 'SCONJ'),\n",
       "  ('นะ', 'NOUN'),\n",
       "  ('โซ', 'NOUN'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('จัง', 'PROPN'),\n",
       "  ('\"', 'PUNCT'),\n",
       "  ('แม้', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยาก', 'VERB'),\n",
       "  ('ขัดขืน', 'VERB'),\n",
       "  ('แต่', 'ADP'),\n",
       "  ('รอยยิ้ม', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ยินยอม', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('สิ่ง', 'NOUN'),\n",
       "  ('ให้', 'VERB'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('อนาคต', 'NOUN'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('สามารถ', 'AUX'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('ได้', 'ADV'),\n",
       "  ('เลย', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เกิด', 'VERB'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('ขึ้น', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('แต่', 'CCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ยัง', 'AUX'),\n",
       "  ('มั่นใจ', 'VERB'),\n",
       "  ('ใน', 'ADP'),\n",
       "  ('โลก', 'NOUN'),\n",
       "  ('ทั้ง', 'CCONJ'),\n",
       "  ('ใบ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('เต็มใจ', 'VERB'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('ใบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ส่วน', 'NOUN'),\n",
       "  ('คา', 'NOUN'),\n",
       "  ('มุ', 'NOUN'),\n",
       "  ('อิ', 'NOUN'),\n",
       "  ('เอง', 'DET'),\n",
       "  ('นั้น', 'DET'),\n",
       "  ('ก็', 'SCONJ'),\n",
       "  ('สัญญา', 'NOUN'),\n",
       "  ('กับ', 'ADP'),\n",
       "  ('ตัวเอง', 'PRON'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('เป็น', 'VERB'),\n",
       "  ('ทุก', 'ADV'),\n",
       "  ('อย่าง', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('โซ', 'VERB'),\n",
       "  ('โยะ', 'NOUN'),\n",
       "  ('ต้องการ', 'VERB'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('ไม่', 'PART'),\n",
       "  ('มี', 'VERB'),\n",
       "  ('วัน', 'NOUN'),\n",
       "  ('ทำให้', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('เดียวดาย', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('และ', 'CCONJ'),\n",
       "  ('มั่นใจ', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('อยู่', 'VERB'),\n",
       "  ('เคียงข้าง', 'NOUN'),\n",
       "  ('เขา', 'PRON'),\n",
       "  ('เสมอ', 'ADV'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('จะ', 'AUX'),\n",
       "  ('รัก', 'VERB'),\n",
       "  ('และ', 'CCONJ'),\n",
       "  ('ดูแล', 'VERB'),\n",
       "  ('เธอ', 'PRON'),\n",
       "  ('ตลอดไป', 'ADV'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('...', 'NOUN'),\n",
       "  ('พระจันทร์', 'NOUN'),\n",
       "  ('ของ', 'ADP'),\n",
       "  ('ฉัน', 'PRON'),\n",
       "  ('หาก', 'SCONJ'),\n",
       "  ('ถาม', 'VERB'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('ทำไม', 'PART'),\n",
       "  ('ชื่อ', 'NOUN'),\n",
       "  ('ตอน', 'NOUN'),\n",
       "  ('ตั้ง', 'VERB'),\n",
       "  ('แบบ', 'NOUN'),\n",
       "  ('นี้', 'DET'),\n",
       "  ('ถ้า', 'SCONJ'),\n",
       "  ('อ่าน', 'VERB'),\n",
       "  ('แล้ว', 'ADV'),\n",
       "  ('คง', 'AUX'),\n",
       "  ('รู้', 'VERB'),\n",
       "  ('เน', 'VERB'),\n",
       "  ('อะ', 'ADV'),\n",
       "  ('ว่า', 'SCONJ'),\n",
       "  ('อะไร', 'PRON'),\n",
       "  ('คือ', 'VERB'),\n",
       "  ('การ', 'NOUN'),\n",
       "  ('ร่ำลา', 'VERB'),\n",
       "  ('<s/>', 'PUNCT')],\n",
       " [('ขอบคุณ', 'NOUN'),\n",
       "  ('ที่', 'SCONJ'),\n",
       "  ('ติดตาม', 'VERB'),\n",
       "  ('จ้า', 'NOUN'),\n",
       "  ('พิมพ์', 'NOUN'),\n",
       "  ('ผิด', 'VERB'),\n",
       "  ('ขออภัย', 'NOUN'),\n",
       "  ('นะ', 'PART'),\n",
       "  ('คะ', 'PART'),\n",
       "  ('\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n', 'ADV'),\n",
       "  ('<s/>', 'PUNCT')]]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### sentence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "188"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18844"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(novel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## compare method 1 ,2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5417"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(d.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5411"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(c.values())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## f03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "ชื่อเสียง\n",
      "ของ\n",
      "กระต่าย\n",
      "ป่า\n",
      "บ้า\n",
      "เลือด\n",
      "ที่\n",
      "หาย\n",
      "ไป\n",
      "พัก\n",
      "ใหญ่\n",
      "เนื่อง\n",
      "จาก\n",
      "เจ้าของ\n",
      "ฉายา\n",
      "เคย\n",
      "ไม่\n",
      "สนใจ\n",
      "การ\n",
      "ต่อสู้\n",
      "อยู่\n",
      "ช่วง\n",
      "หนึ่ง\n",
      " \n",
      "บัด\n",
      "นี้\n",
      "สีหน้า\n",
      "และ\n",
      "ท่าทาง\n",
      "ของ\n",
      "เขา\n",
      "กลับ\n",
      "มา\n",
      "กระหาย\n",
      "เลือด\n",
      "อีก\n",
      "ครั้ง\n",
      "และ\n",
      "รุนแรง\n",
      "มาก\n",
      "กว่า\n",
      "เก่า\n",
      "จน\n",
      "อาบูโตะ\n",
      "เพื่อน\n",
      "สนิท\n",
      "ของ\n",
      "เขา\n",
      "เอง\n",
      "ยัง\n",
      "กังวล\n",
      "เพราะ\n",
      "คามุอิบ้า\n",
      "ระห่ำ\n",
      "มาก\n",
      "กว่า\n",
      "เดิม\n",
      "หลาย\n",
      "เท่า\n",
      "\"\n",
      "แล้ว\n",
      "นี่\n",
      "หัวหน้า\n",
      "จะ\n",
      "ไป\n",
      "รับ\n",
      "น้อง\n",
      "สาว\n",
      "ถึง\n",
      " \n",
      "รร.\n",
      "อีก\n",
      "เหรอ\n",
      "?\n",
      "\"\n",
      " \n",
      "อาบูโตะถาม\n",
      "คามุอิ\n",
      "เมื่อ\n",
      "ถึง\n",
      "เวลา\n",
      "เลิก\n",
      "เรียน\n",
      "แล้ว\n",
      "เห็น\n",
      "หนุ่ม\n",
      "หน้า\n",
      "หวาน\n",
      "ลุก\n",
      "ขึ้น\n",
      "เตรียม\n",
      "ออก\n",
      "จาก\n",
      "ห้อง\n",
      " \n",
      "\"\n",
      "ไหน\n",
      "ว่า\n",
      "ยอม\n",
      "ปล่อย\n",
      "ให้\n",
      "กลับ\n",
      "เอง\n",
      "แล้ว\n",
      "ไง\n",
      "\"\n",
      "\"\n",
      "ฉัน\n",
      "ก็\n",
      "ยอม\n",
      "ให้\n",
      "ยัย\n",
      "นั่น\n",
      "กลับ\n",
      "เอง\n",
      "แล้ว\n",
      " \n",
      "แต่\n",
      "พอ\n",
      "คิด\n",
      "ไป\n",
      "คิด\n",
      "มา\n",
      "ให้\n",
      "ฉัน\n",
      "ไป\n",
      "รับ\n",
      "มัน\n",
      "ก็\n",
      "ดี\n",
      "กว่า\n",
      "เยอะ\n",
      "\"\n",
      "คามุอิหยิบ\n",
      "มือถือ\n",
      "ขึ้น\n",
      "มา\n",
      "ส่ง\n",
      "ข้อความ\n",
      "ถึง\n",
      "น้อง\n",
      "สาว\n",
      "ว่า\n",
      "ให้\n",
      "รอ\n",
      "อยู่\n",
      "ที่\n",
      " \n",
      "รร.\n",
      " \n",
      "ห้าม\n",
      "ไป\n",
      "ไหน\n",
      " \n",
      "จาก\n",
      "นั้น\n",
      "ตัว\n",
      "เอง\n",
      "ก็\n",
      "รีบ\n",
      "ออก\n",
      "ไป\n",
      "รับ\n",
      "คา\n",
      "งุระ\n",
      "ทันที\n",
      "เพราะ\n",
      "ว่า\n",
      "โซโยะ\n",
      "ตัดสินใจ\n",
      "ตัด\n",
      "ความ\n",
      "สัมพันธ์\n",
      "กับ\n",
      "คามุอิ\n",
      "จึง\n",
      "ทำ\n",
      "ให้\n",
      "โซโกะ\n",
      "ได้\n",
      "รับ\n",
      "ผล\n",
      "กระทบ\n",
      "เต็ม\n",
      "ๆ\n",
      "จน\n",
      "แทบ\n",
      "กระอักเลือด\n",
      "เนื่อง\n",
      "จาก\n",
      "คามุอิปิดกั้น\n",
      "ความ\n",
      "สัมพันธ์\n",
      "ระหว่าง\n",
      "เขา\n",
      "กับ\n",
      "คางุระ\n",
      "ด้วย\n",
      "เช่น\n",
      "กัน\n",
      " \n",
      "แม้\n",
      "จะ\n",
      "ได้\n",
      "เจอ\n",
      "กัน\n",
      "แทบ\n",
      "ทุก\n",
      "วัน\n",
      "ที่\n",
      "ห้อง\n",
      "เรียน\n",
      "แต่\n",
      "สำหรับ\n",
      "โซโกะ\n",
      "แล้ว\n",
      "มัน\n",
      "ทำ\n",
      "ให้\n",
      "เขา\n",
      "แทบ\n",
      "จะ\n",
      "ขาดใจ\n",
      "ที่\n",
      "ไม่\n",
      "สามารถ\n",
      "โอบกอด\n",
      "คางุระ\n",
      "ได้\n",
      "อย่าง\n",
      "ใจ\n",
      "นึก\n",
      "และ\n",
      "ถ้า\n",
      "เป็น\n",
      "เช่น\n",
      "นี้\n",
      "ต่อ\n",
      "ไป\n",
      " \n",
      "เจ้าพี่\n",
      "ชาย\n",
      "บ้า\n",
      "นั่น\n",
      "คง\n",
      "ไม่\n",
      "ยอม\n",
      "ให้\n",
      "เขา\n",
      "กับ\n",
      "คางุระ\n",
      "ใช้\n",
      "ชีวิต\n",
      "อยู่\n",
      "ร่วม\n",
      "กัน\n",
      "แน่\n",
      "ๆ\n",
      "\"\n",
      "ทำ\n",
      "อะไร\n",
      "สัก\n",
      "อย่าง\n",
      "สิ\n",
      "ครับ\n",
      " \n",
      "ไอ้บ้า\n",
      "ฮิจิคาตะ\n",
      " \n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "ใกล้\n",
      "จะ\n",
      "เข้า\n",
      "มา\n",
      "เรื่อย\n",
      "ๆ\n",
      "อยู่แล้ว\n",
      "นะ\n",
      "เนี่ย\n",
      "\"\n",
      "โซโกะ\n",
      "บอก\n",
      "ฮิจิคาตะที่\n",
      "นั่ง\n",
      "กิน\n",
      "ขนมปัง\n",
      "มา\n",
      "ยองเนส\n",
      "ใน\n",
      "ขณะ\n",
      "พักเบรค\n",
      "การ\n",
      "ประชุม\n",
      "คณะ\n",
      "กรรมการ\n",
      "นัก\n",
      "เรียน\n",
      "ช่วง\n",
      "หลัง\n",
      "โรง\n",
      "เรียนเลิก\n",
      "อย่าง\n",
      "ว้าวุ่นใจ\n",
      "\"\n",
      "ให้\n",
      "ทำ\n",
      "อะไร\n",
      "มัน\n",
      "คือ\n",
      "อะไร\n",
      "ล่ะ\n",
      "ฟะ\n",
      "\"\n",
      "ฮิจิคาตะถาม\n",
      "อย่าง\n",
      "ไม่\n",
      "ทุกข์ร้อน\n",
      "ไป\n",
      "กับ\n",
      "เจ้าซาดิสม์\n",
      "ด้วย\n",
      "\"\n",
      "ก็\n",
      "ถ้า\n",
      "มี\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "เกิด\n",
      "ขึ้น\n",
      " \n",
      "คุณ\n",
      "ก็\n",
      "จะ\n",
      "ต้อง\n",
      "แต่งงาน\n",
      "กับ\n",
      "คุณหนูโซโยะ\n",
      "ทันที\n",
      "หลัง\n",
      "จาก\n",
      "เรียน\n",
      "จบ\n",
      "ไม่\n",
      "ใช่\n",
      "รึไง\n",
      "\"\n",
      "โซโกะ\n",
      "เตือน\n",
      "ความ\n",
      "จำ\n",
      "ให้\n",
      " \n",
      "แต่\n",
      "ฮิจิคาตะก็\n",
      "ยังคง\n",
      "มี\n",
      "ทีท่า\n",
      "สบาย\n",
      "ๆ\n",
      "และ\n",
      "เริ่ม\n",
      "แกะ\n",
      "ขนมปัง\n",
      "อีก\n",
      "ชิ้น\n",
      "\"\n",
      "แต่ง\n",
      "กับ\n",
      "คุณ\n",
      "หนู\n",
      "ก็\n",
      "ไม่\n",
      "เลวร้าย\n",
      "อะไร\n",
      "นี่\n",
      "\"\n",
      " \n",
      "หนุ่ม\n",
      "ตาดุ\n",
      "เอ่ย\n",
      "แล้ว\n",
      "กัด\n",
      "ขนมปัง\n",
      "เข้า\n",
      "ปาก\n",
      " \n",
      "\"\n",
      "อีอะ\n",
      "อีก\n",
      "อะไอ้อี\n",
      "อูกอัน\n",
      "ไอ๊\n",
      "(\n",
      "ดี\n",
      "ซะ\n",
      "อีก\n",
      "จะ\n",
      "ได้\n",
      "มี\n",
      "ลูก\n",
      "ทันใช้\n",
      ")\n",
      "\"\n",
      "\"\n",
      "แต่\n",
      "ถ้า\n",
      "ให้\n",
      "แต่งงาน\n",
      "กับ\n",
      "คน\n",
      "ที่\n",
      "ไม่\n",
      "ได้\n",
      "รัก\n",
      "ฉัน\n",
      "คง\n",
      "ไม่\n",
      "เอา\n",
      "ด้วย\n",
      "หรอก\n",
      "นะ\n",
      "โทชิ\n",
      "\"\n",
      " \n",
      "คอน\n",
      "โด้\n",
      "ที่\n",
      "หยิบ\n",
      "กล้วย\n",
      "ขึ้น\n",
      "มา\n",
      "ปอก\n",
      "เปลือก\n",
      "เอ่ย\n",
      "ขึ้น\n",
      "ก่อน\n",
      "จะ\n",
      "น้ำ\n",
      "ตา\n",
      "คลอ\n",
      "\"\n",
      "เรา\n",
      "ต้อง\n",
      "อยู่\n",
      "กับ\n",
      "ใคร\n",
      "คน\n",
      "นั้น\n",
      "ตลอด\n",
      "ชีวิต\n",
      " \n",
      "และ\n",
      "ใน\n",
      "ใจ\n",
      "ของ\n",
      "ฉัน\n",
      "ก็\n",
      "มี\n",
      "แต่\n",
      "คุณโอทา\n",
      "เอะ\n",
      "!\n",
      " \n",
      "หัวใจ\n",
      "กับ\n",
      "ร่างกาย\n",
      "ของ\n",
      "ฉัน\n",
      "ไม่\n",
      "สามารถ\n",
      "เป็น\n",
      "ของ\n",
      "ใคร\n",
      "ได้\n",
      "ทั้งนั้น\n",
      "!\n",
      "\"\n",
      "\"\n",
      "ใคร\n",
      "ถาม\n",
      "เรื่อง\n",
      "ของ\n",
      "คุณ\n",
      "พี่\n",
      "ไม่\n",
      "ทราบ\n",
      "\"\n",
      "ฮิจิคาตะถาม\n",
      "คอน\n",
      "โด้\n",
      "ที่\n",
      "ตีอก\n",
      "ชก\n",
      "หัว\n",
      "กิน\n",
      "กล้วย\n",
      "ทั้ง\n",
      "น้ำ\n",
      "ตา\n",
      "เพราะ\n",
      "คิด\n",
      "ไป\n",
      "เอง\n",
      "ว่า\n",
      "ตน\n",
      "ถูก\n",
      "บังคับ\n",
      "ให้\n",
      "แต่งงาน\n",
      "เหมือน\n",
      "กับ\n",
      "ฮิจิคาตะ\n",
      "\"\n",
      "เรื่อง\n",
      "ของ\n",
      "คุณฮิจิคาตะ\n",
      "น่ะ\n",
      "ช่าง\n",
      "มัน\n",
      "เถอะ\n",
      " \n",
      "แต่\n",
      "ถ้า\n",
      "คุณ\n",
      "ยอม\n",
      "แต่งงาน\n",
      "กับ\n",
      "คุณหนูโซโยะ\n",
      "ก็\n",
      "เท่า\n",
      "กับ\n",
      "ว่า\n",
      "ผม\n",
      "ไม่\n",
      "มี\n",
      "วัน\n",
      "ได้\n",
      "อยู่\n",
      "กับ\n",
      "ยัย\n",
      "หมวย\n",
      "ชั่ว\n",
      "ชีวิต\n",
      "นะ\n",
      "ครับ\n",
      "\"\n",
      "โซโกะ\n",
      "เอ่ย\n",
      "ออก\n",
      "มา\n",
      "อย่าง\n",
      "โมโห\n",
      " \n",
      "จน\n",
      "ฮิจิคาตะหัน\n",
      "ไป\n",
      "มอง\n",
      "\"\n",
      "สรุป\n",
      "แล้ว\n",
      "แก\n",
      "คิด\n",
      "เรื่อง\n",
      "ตัว\n",
      "เอง\n",
      "อยู่\n",
      "ใช่\n",
      "ไหม\n",
      "หา\n",
      " เจ้า\n",
      "โซโกะ\n",
      "\"\n",
      "\"\n",
      "ผม\n",
      "ไม่\n",
      "คิด\n",
      "เรื่อง\n",
      "ของ\n",
      "คุณ\n",
      "ให้\n",
      "รกสมอง\n",
      "หรอก\n",
      "ครับ\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "ยอม\n",
      "รับ\n",
      "ตาม\n",
      "ตรง\n",
      " \n",
      "\"\n",
      "ช่วง\n",
      "นี้\n",
      "เจ้า\n",
      "บ้า\n",
      "เลือด\n",
      "นั่น\n",
      "เข้มงวด\n",
      "กว่า\n",
      "เดิม\n",
      " \n",
      "แถม\n",
      "ยัย\n",
      "หมวย\n",
      "ก็\n",
      "ยอม\n",
      "ทำ\n",
      "ตาม\n",
      "เพราะ\n",
      "เห็นใจ\n",
      "ที่\n",
      "พี่\n",
      "ชาย\n",
      "กำลัง\n",
      "อก\n",
      "หักยอม\n",
      "อยู่\n",
      "เป็น\n",
      "เพื่อน\n",
      "โดย\n",
      "ไม่\n",
      "สนใจ\n",
      "ผม\n",
      " \n",
      "อีหรอบ\n",
      "นี้\n",
      "ยัย\n",
      "หมวย\n",
      "คง\n",
      "ยกเลิก\n",
      "การ\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "กับ\n",
      "ผม\n",
      "แน่\n",
      "ๆ\n",
      "เลย\n",
      " \n",
      "เพราะ\n",
      "ฉะนั้น\n",
      "คุณ\n",
      "ต้อง\n",
      "ทำ\n",
      "อะไร\n",
      "บ้าง\n",
      "นะ\n",
      "ครับ\n",
      "คุณฮิจิคา\n",
      "ตะ\n",
      "\"\n",
      "\"\n",
      "หา\n",
      "?\n",
      " \n",
      "นี่\n",
      "พูด\n",
      "จริง\n",
      "เรอะ\n",
      "โอคิตะคุง\n",
      "\"\n",
      "จู่\n",
      "ๆ\n",
      "เสียง\n",
      "แขก\n",
      "ไม่\n",
      "ได้\n",
      "รับ\n",
      "เชิญ\n",
      "ดัง\n",
      "ขึ้น\n",
      "ด้วย\n",
      "ความ\n",
      "ตกใจ\n",
      "จาก\n",
      "ด้าน\n",
      "หนึ่ง\n",
      "ของ\n",
      "ห้อง\n",
      "ประชุม\n",
      " \n",
      "สาม\n",
      "หนุ่มสารวัตร\n",
      "นัก\n",
      "เรียน\n",
      "หัน\n",
      "ไป\n",
      "มอง\n",
      "ต้น\n",
      "เสียง\n",
      "จึง\n",
      "พบ\n",
      "ว่า\n",
      "คา\n",
      "ซึ\n",
      "ระกับ\n",
      "เอลิซาเบธ\n",
      "ที่\n",
      "นั่ง\n",
      "อยู่\n",
      "มุม\n",
      "ห้อง\n",
      "กำลัง\n",
      "ตกใจ\n",
      "กับ\n",
      "สิ่ง\n",
      "ที่\n",
      "ตัว\n",
      "เอง\n",
      "ได้ยิน\n",
      "\"\n",
      "หมาย\n",
      "ความ\n",
      "ว่า\n",
      "ยัง\n",
      "ไง\n",
      "!\n",
      " \n",
      "หัวหน้า\n",
      "จะ\n",
      "อยู่\n",
      "กิน\n",
      "กับ\n",
      "โอคิ\n",
      "ตะคุง\n",
      "งั้น\n",
      "เรอะ\n",
      "!\n",
      "\"\n",
      "\"\n",
      "แก\n",
      "จะ\n",
      "ตกใจ\n",
      "ถีง\n",
      "ขนาด\n",
      "นั้น\n",
      "ทำไม\n",
      "ฟะ\n",
      "\"\n",
      " \n",
      "ฮิจิคาตะชัก\n",
      "จะ\n",
      "หงุดหงิด\n",
      "กับ\n",
      "เจ้าหนุ่ม\n",
      "ผม\n",
      "ยาว\n",
      "ที่\n",
      "ตกใจ\n",
      "จน\n",
      "ตา\n",
      "แทบ\n",
      "ถลน\n",
      " \n",
      "\"\n",
      "แล้ว\n",
      "แก\n",
      "มา\n",
      "สาระแน\n",
      "นั่ง\n",
      "อยู่\n",
      "ใน\n",
      "ห้อง\n",
      "นี้\n",
      "ตั้งแต่\n",
      "เมื่อ\n",
      "ไร\n",
      "มิ\n",
      "ทราบ\n",
      "\"\n",
      "\"\n",
      "ฉัน\n",
      "ก็\n",
      "มา\n",
      "แสตนด์\n",
      "บาย\n",
      "รอ\n",
      "เข้า\n",
      "ฉาก\n",
      "น่ะ\n",
      "สิ\n",
      "\"\n",
      " \n",
      "คาซึระกระแอม\n",
      "ใน\n",
      "ลำ\n",
      "คอ\n",
      "และ\n",
      "มาด\n",
      "นิ่ง\n",
      "เมื่อ\n",
      "ตั้ง\n",
      "สติ\n",
      "ได้\n",
      " \n",
      "\"\n",
      "ยัง\n",
      "ไง\n",
      "ฉัน\n",
      "ก็\n",
      "ไม่\n",
      "ยอม\n",
      "รับ\n",
      "หรอก\n",
      " \n",
      "นาย\n",
      "จะ\n",
      "พา\n",
      "หัวหน้า\n",
      "ไป\n",
      "อยู่\n",
      "ด้วย\n",
      "คง\n",
      "คิด\n",
      "จะ\n",
      "xxx\n",
      "กับ\n",
      "xxx\n",
      " \n",
      "ทั้ง\n",
      "วัน\n",
      "เลย\n",
      "สิ\n",
      "นะ\n",
      "\"\n",
      "\"\n",
      "ต่อ\n",
      "ให้\n",
      "ฉัน\n",
      "จะ\n",
      "xxx\n",
      "หรือ\n",
      "xxx\n",
      " \n",
      "กับ\n",
      "ยัย\n",
      "หมวย\n",
      "แล้ว\n",
      "มัน\n",
      "หนัก\n",
      "ส่วน\n",
      "ไหน\n",
      "ของ\n",
      "แกล่ะ\n",
      "ไอ้\n",
      "บ้า\n",
      "ซึระ\n",
      " \n",
      "ไป\n",
      "ไหน\n",
      "ก็\n",
      "ไป\n",
      "เลย\n",
      "ไป\n",
      "คน\n",
      "กำลัง\n",
      "เครียด\n",
      "ๆ\n",
      "อยู่\n",
      " \n",
      "เดี๋ยว\n",
      "พ่อ\n",
      "ก็\n",
      "กระซวก\n",
      "ไส้\n",
      "แตก\n",
      "ซะ\n",
      "เลย\n",
      "นี่\n",
      "\"\n",
      "โซโกะ\n",
      "ไล่\n",
      "คาซึระ\n",
      "ด้วย\n",
      "ใบ\n",
      "หน้า\n",
      "ที่\n",
      "เรียบเฉย\n",
      "แต่\n",
      "คำ\n",
      "พูด\n",
      "ช่าง\n",
      "ทำร้าย\n",
      "จิตใจ\n",
      "คน\n",
      "ผม\n",
      "ยาง\n",
      "จน\n",
      "เขา\n",
      "ต้อง\n",
      "ปิด\n",
      "หน้า\n",
      "วิ่ง\n",
      "หนี\n",
      "ออก\n",
      "จาก\n",
      "ห้อง\n",
      "ประชุม\n",
      "ไป\n",
      "\"\n",
      "ไม่\n",
      "ใช่\n",
      "ซึระ\n",
      " \n",
      "ฉัน\n",
      "ชื่อ\n",
      "คา\n",
      "ซึระ\n",
      "ต่างหาก\n",
      "\"\n",
      "เสียง\n",
      "ตะโกน\n",
      "โหยหวน\n",
      "จาก\n",
      "เพื่อน\n",
      "ร่วม\n",
      "ห้อง\n",
      "ทิ้ง\n",
      "ท้าย\n",
      "ทำ\n",
      "ให้\n",
      "ฮิจิคาตะ\n",
      "ที่\n",
      "อยู่\n",
      "ใน\n",
      "เหตุการณ์\n",
      "ด้วย\n",
      "ชัก\n",
      "จะ\n",
      "ปวด\n",
      "หัว\n",
      " \n",
      "ส่วน\n",
      "เอลิซาเบธ\n",
      "ก็\n",
      "ลุก\n",
      "ขึ้น\n",
      "ยืน\n",
      "แล้ว\n",
      "เดิน\n",
      "ออก\n",
      "จาก\n",
      "ห้อง\n",
      "ตาม\n",
      "คาซึระ\n",
      "ไป\n",
      "\"\n",
      "ขอ\n",
      "ไป\n",
      "สูด\n",
      "อากาศ\n",
      "ข้าง\n",
      "นอก\n",
      "สัก\n",
      "หน่อย\n",
      "นะ\n",
      "ครับ\n",
      " \n",
      "อยู่\n",
      "กับ\n",
      "คน\n",
      "ไร้\n",
      "ประโยชน์\n",
      "แล้ว\n",
      "มัน\n",
      "หงุดหงิด\n",
      "ชอบกล\n",
      "\"\n",
      "โซโกะ\n",
      "ขอ\n",
      "ตัว\n",
      "แล้ว\n",
      "เดิน\n",
      "ออก\n",
      "จาก\n",
      "ห้อง\n",
      "ประชุม\n",
      "ไป\n",
      "อีก\n",
      "คน\n",
      " \n",
      "ส่วน\n",
      "หนุ่ม\n",
      "ตาดุ\n",
      "ที่\n",
      "โดน\n",
      "ว่า\n",
      "ก็\n",
      "ยังคง\n",
      "มี\n",
      "สีหน้า\n",
      "ที่\n",
      "เรียบเฉย\n",
      "จน\n",
      "คอนโด้\n",
      "ก็\n",
      "อด\n",
      "ยุ่ง\n",
      "เรื่อง\n",
      "ภาย\n",
      "ใน\n",
      "ตระกูล\n",
      "ของ\n",
      "เพื่อน\n",
      "ไม่\n",
      "ได้\n",
      "\"\n",
      "อยู่\n",
      "กับ\n",
      "คน\n",
      "ที่\n",
      "ไม่\n",
      "มี\n",
      "ใจ\n",
      "ให้\n",
      "กัน\n",
      "มัน\n",
      "เหมือน\n",
      "ตาย\n",
      "ทั้ง\n",
      "เป็น\n",
      "นะ\n",
      "โทชิ\n",
      " \n",
      "ฉัน\n",
      "ไม่\n",
      "ได้\n",
      "อยาก\n",
      "ให้\n",
      "นายปรปักษ์\n",
      "กับ\n",
      "ครอบครัว\n",
      " \n",
      "แต่\n",
      "ที่\n",
      "ฉัน\n",
      "พูด\n",
      "นี่\n",
      "ก็\n",
      "คือ\n",
      "การ\n",
      "เป็นห่วง\n",
      "ใน\n",
      "ฐานะ\n",
      "เพื่อน\n",
      "นะ\n",
      "\"\n",
      "\"\n",
      "รู้\n",
      "แล้ว\n",
      "\"\n",
      "ฮิจิคาตะตัดบท\n",
      "แล้ว\n",
      "หยิบ\n",
      "ขนมปัง\n",
      "ชิ้น\n",
      "ที่\n",
      "สาม\n",
      "ออก\n",
      "มาก\n",
      "กิน\n",
      "ต่อ\n",
      " \n",
      "คอนโด้\n",
      "จึง\n",
      "ได้\n",
      "แต่\n",
      "เป็นห่วง\n",
      "อยู่\n",
      "ใน\n",
      "ส่วน\n",
      "ของ\n",
      "ตน\n",
      "\"\n",
      "หัวหน้า\n",
      "!\n",
      "!\n",
      "!\n",
      "!\n",
      "\"\n",
      "คาซึ\n",
      "ระตะโกน\n",
      "แต่\n",
      "ไกล\n",
      "เมื่อ\n",
      "พบ\n",
      "ว่า\n",
      "คา\n",
      "มุอิมา\n",
      "รับ\n",
      "หัวหน้า\n",
      "ของ\n",
      "เขา\n",
      "แล้ว\n",
      " \n",
      "ทำ\n",
      "ให้\n",
      "คางุระ\n",
      "กับ\n",
      "คามุอิหัน\n",
      "ไป\n",
      "มอง\n",
      "หนุ่ม\n",
      "ผม\n",
      "ยาว\n",
      "ที่\n",
      "เรียก\n",
      "พร้อม\n",
      "กัน\n",
      "\"\n",
      "มี\n",
      "อะไร\n",
      "น่อ\n",
      "\"\n",
      "\"\n",
      "จริง\n",
      "เหรอ\n",
      "ที่\n",
      "หัวหน้า\n",
      "จะ\n",
      "อยู่\n",
      "กิน\n",
      "กับ\n",
      "โอคิตะคุง\n",
      "?\n",
      "\"\n",
      "\"\n",
      "หา\n",
      "?\n",
      "\"\n",
      "คางุระอุทาน\n",
      "ด้วย\n",
      "ความ\n",
      "ตกใจ\n",
      " \n",
      "ที่\n",
      "จู่\n",
      "ๆ\n",
      "คาซึ\n",
      "ระ\n",
      "ก็\n",
      "ถาม\n",
      "เรื่อง\n",
      "ที่\n",
      "เป็น\n",
      "ความ\n",
      "ลับ\n",
      "แถม\n",
      "ยัง\n",
      "ต่อ\n",
      "หน้า\n",
      "คา\n",
      "มุอิ\n",
      "เสีย\n",
      "อีก\n",
      " \n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ยิ้ม\n",
      "รับ\n",
      "สถานการณ์\n",
      "อย่าง\n",
      "ใจเย็น\n",
      "ทั้ง\n",
      "ที่\n",
      "เขา\n",
      "กำลัง\n",
      "หงุดหงิด\n",
      "กับ\n",
      "คำ\n",
      "ถาม\n",
      "ชวน\n",
      "เครียด\n",
      "\"\n",
      "อะไร\n",
      "นะ\n",
      "?\n",
      " \n",
      "พูด\n",
      "ใหม่\n",
      "สิ\n",
      "\"\n",
      "\"\n",
      "หัวหน้า\n",
      "..\n",
      "แอ๊ก\n",
      "!\n",
      "\"\n",
      "คาซึระ\n",
      "ที่\n",
      "กำลัง\n",
      "จะ\n",
      "เอ่ย\n",
      "ประโยค\n",
      "เดิม\n",
      "ถึง\n",
      "กับ\n",
      "ล้มกลาง\n",
      "อากาศ\n",
      "เพราะ\n",
      "โดน\n",
      "คางุระเตะ\n",
      "เสย\n",
      "คาง\n",
      "กะทันหัน\n",
      " \n",
      "แต่\n",
      "ก็\n",
      "ไม่\n",
      "ทัน\n",
      "จะ\n",
      "แก้ตัว\n",
      "เพราะ\n",
      "โซโกะ\n",
      "เดิน\n",
      "เข้า\n",
      "มา\n",
      "พอดี\n",
      "\"\n",
      "นาย\n",
      "มี\n",
      "อะไร\n",
      "จะ\n",
      "บอก\n",
      "ฉัน\n",
      "หรือ\n",
      "เปล่า\n",
      "?\n",
      "\"\n",
      "คามุอิ\n",
      "เดิน\n",
      "ยิ้ม\n",
      "ไป\n",
      "หา\n",
      "โซโกะ\n",
      "ที่\n",
      "ก้ม\n",
      "มอง\n",
      "คาซึระ\n",
      "กำลัง\n",
      "ชัก\n",
      "กระตุก\n",
      "น้ำ\n",
      "ลาย\n",
      "ฟูม\n",
      "ปาก\n",
      "อยู่\n",
      "บน\n",
      "พื้นทาง\n",
      "เดิน\n",
      "\"\n",
      "อะไร\n",
      "?\n",
      "\"\n",
      "\"\n",
      "หมอ\n",
      "นี่\n",
      "\"\n",
      " \n",
      "คามุอิชี้\n",
      "ไป\n",
      "ทาง\n",
      "คาซึระ\n",
      " \n",
      "\"\n",
      "บอก\n",
      "ว่า\n",
      "นาย\n",
      "กับ\n",
      "คางุระ\n",
      "จะ\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "\"\n",
      "\"\n",
      "ใช่\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "รับคำ\n",
      "ง่าย\n",
      "ๆ\n",
      " \n",
      "ทำ\n",
      "ให้\n",
      "นัก\n",
      "เรียน\n",
      "ที่\n",
      "อยู่\n",
      "แถว\n",
      "นั้น\n",
      "พา\n",
      "กัน\n",
      "ตะลึง\n",
      " \n",
      "\"\n",
      "พ่อ\n",
      "ของ\n",
      "แก\n",
      "ก็\n",
      "รับ\n",
      "รู้\n",
      "และ\n",
      "อนุญาต\n",
      "แล้ว\n",
      "ด้วย\n",
      "\"\n",
      "เพียง\n",
      "แค่\n",
      "พูดจบ\n",
      "คามุอิ\n",
      "ก็\n",
      "พุ่ง\n",
      "ใส่\n",
      "โซโกะ\n",
      "และ\n",
      "ส่งหมัด\n",
      "ที่\n",
      "หนักหน่วง\n",
      "ให้\n",
      "อย่าง\n",
      "รวดเร็ว\n",
      " \n",
      "แต่\n",
      "โซ\n",
      "โกะ\n",
      "ก็\n",
      "สามารถ\n",
      "หลบ\n",
      "ได้\n",
      "อย่าง\n",
      "หวุดหวิด\n",
      " \n",
      "จน\n",
      "คางุระใจหาย\n",
      ".\n",
      " \n",
      "เสียง\n",
      "เอะอะ\n",
      "โวยวาย\n",
      "ทำ\n",
      "ให้\n",
      "อาจารย์\n",
      "กิน\n",
      "ปาจิ\n",
      "เปิด\n",
      "ห้อง\n",
      "เรียน\n",
      "ออก\n",
      "มา\n",
      "ดู\n",
      "และ\n",
      "พบ\n",
      "ว่า\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "กับ\n",
      "ลูกศิษย์\n",
      "ของ\n",
      "ตน\n",
      "กำลัง\n",
      "ตี\n",
      "กัน\n",
      "ไม่\n",
      "ยั้ง\n",
      "\"\n",
      "อะไร\n",
      "ของ\n",
      "มัน\n",
      "อีก\n",
      "ล่ะ\n",
      "เนี่ย\n",
      "\"\n",
      "\"\n",
      "อาเฮีย\n",
      "รู้\n",
      "แล้ว\n",
      "น่อ\n",
      "ว่า\n",
      "อั๊ว\n",
      "กับ\n",
      "โซโกะ\n",
      "จะ\n",
      "ไป\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "\"\n",
      "\"\n",
      "หา\n",
      "?\n",
      " \n",
      "ได้\n",
      "ไง\n",
      "?\n",
      "\"\n",
      "กิน\n",
      "ปาจิแปลกใจ\n",
      "แต่\n",
      "แล้ว\n",
      "ก็\n",
      "ถอนหายใจ\n",
      "เฮือก\n",
      "ใหญ่\n",
      "เมื่อ\n",
      "คา\n",
      "งุระชี้\n",
      "ไป\n",
      "ทาง\n",
      "คาซึระ\n",
      "ที่\n",
      "ยังคง\n",
      "นอน\n",
      "กับ\n",
      "พื้น\n",
      "และ\n",
      "ใน\n",
      "ที่สุด\n",
      "เหตุการณ์\n",
      "ที่\n",
      "ไม่\n",
      "คาด\n",
      "ฝัน\n",
      "ก็\n",
      "เกิด\n",
      "ขึ้น\n",
      "เมื่อ\n",
      "คา\n",
      "มุอิ\n",
      "เป็น\n",
      "ฝ่าย\n",
      "ถูก\n",
      "ต่อย\n",
      "จน\n",
      "หงาย\n",
      "ท้อง\n",
      "ลง\n",
      "ไป\n",
      "นอน\n",
      "อยู่\n",
      "ข้าง\n",
      "กับ\n",
      "คาซึระ\n",
      " \n",
      "ส่วน\n",
      "โซโกะ\n",
      "นั้น\n",
      "ปาก\n",
      "แตก\n",
      "จน\n",
      "เลือด\n",
      "กลบ\n",
      "ปาก\n",
      "ทำ\n",
      "ให้\n",
      "คางุระอึ้ง\n",
      "\"\n",
      "แก\n",
      "ว่า\n",
      "ฉัน\n",
      "ปวก\n",
      "เปียก\n",
      " \n",
      "แต่\n",
      "จริง\n",
      "ๆ\n",
      "แล้ว\n",
      "แก\n",
      "มัน\n",
      "ยิ่ง\n",
      "กว่า\n",
      "ฉัน\n",
      "เสีย\n",
      "อีก\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "บอก\n",
      "กับ\n",
      "คามุอิ\n",
      "ที่\n",
      "ลุก\n",
      "ขึ้น\n",
      "นั่ง\n",
      " \n",
      "\"\n",
      "ฉัน\n",
      "น่ะ\n",
      "ไม่ว่า\n",
      "จะ\n",
      "ยัง\n",
      "ไง\n",
      "ก็\n",
      "ไม่\n",
      "คิด\n",
      "จะ\n",
      "ยอม\n",
      "ปล่อย\n",
      "มือ\n",
      "ยัย\n",
      "หมวย\n",
      "บ้า\n",
      "นี่\n",
      " \n",
      "แต่\n",
      "แก\n",
      "น่ะ\n",
      "กะ\n",
      "อี\n",
      "แค่\n",
      "ผู้\n",
      "หญิง\n",
      "ตัว\n",
      "เล็ก\n",
      "ๆ\n",
      "คน\n",
      "เดียว\n",
      "ยัง\n",
      "ไม่\n",
      "มี\n",
      "ปัญญา\n",
      "คว้า\n",
      "มา\n",
      "อยู่\n",
      "ใน\n",
      "อ้อม\n",
      "กอด\n",
      "ของ\n",
      "ตัว\n",
      "เอง\n",
      "ได้\n",
      "เลย\n",
      "\"\n",
      "\"\n",
      "มัน\n",
      "เหมือน\n",
      "กัน\n",
      "ซะ\n",
      "ที่\n",
      "ไหน\n",
      " \n",
      "คางุระกับ\n",
      "โซโยะ\n",
      "แตกต่่าง\n",
      "กัน\n",
      "ถึง\n",
      "ขนาด\n",
      "นั้น\n",
      "นาย\n",
      "ก็\n",
      "พูด\n",
      "ได้\n",
      "สิ\n",
      "เพราะ\n",
      "คางุระ\n",
      "ไม่\n",
      "ได้\n",
      "มี\n",
      "ยศศักดิ์\n",
      "ค้ำคอ\n",
      "ไว้\n",
      "อยู่\n",
      "นี่\n",
      "\"\n",
      "คามุอิเถียง\n",
      "แล้ว\n",
      "ลุก\n",
      "ขึ้น\n",
      "ยืน\n",
      "จาก\n",
      "นั้น\n",
      "ก็\n",
      "โจมตี\n",
      "โซโกะ\n",
      "ต่อ\n",
      " \n",
      "แต่\n",
      "โซ\n",
      "โกะ\n",
      "ก็\n",
      "สามารถ\n",
      "ต่อสู้\n",
      "คืน\n",
      "ได้\n",
      "อย่าง\n",
      "สูสี\n",
      "\"\n",
      "แล้ว\n",
      "แก\n",
      "คิด\n",
      "เหรอ\n",
      "ว่า\n",
      "อุปสรรค\n",
      "ชิ้น\n",
      "โต\n",
      "อย่าง\n",
      "แกมัน\n",
      "ง่าย\n",
      "น่ะ\n",
      "หา\n",
      "?\n",
      " \n",
      "แก\n",
      "น่ะ\n",
      "ท่าน\n",
      "ชิเงะชิเงะ\n",
      "ก็\n",
      "เปิด\n",
      "ไฟ\n",
      "เขียว\n",
      "ให้\n",
      "แต่\n",
      "แก\n",
      "ก็\n",
      "ไม่\n",
      "ยอม\n",
      "ข้าม\n",
      "ไป\n",
      "หา\n",
      "เขา\n",
      "เอง\n",
      " \n",
      "มัว\n",
      "แต่\n",
      "เห็น\n",
      "แก่\n",
      "ตัว\n",
      "คุณโซโยะ\n",
      "เขา\n",
      "ถึง\n",
      "ไม่\n",
      "กล้า\n",
      "ทิ้ง\n",
      "ทุก\n",
      "อย่าง\n",
      "มา\n",
      "หา\n",
      "แก\n",
      "ยัง\n",
      "ไง\n",
      "ล่ะ\n",
      "\"\n",
      "คามุอิ\n",
      "เลือด\n",
      "ขึ้น\n",
      "หน้า\n",
      "เพราะ\n",
      "คำ\n",
      "พูด\n",
      "เสียด\n",
      "แทง\n",
      "จี้ใจ\n",
      "ดำ\n",
      "ของ\n",
      "โซโกะ\n",
      " \n",
      "ถึง\n",
      "กับ\n",
      "ต่อย\n",
      "โซโกะ\n",
      "ไม่\n",
      "ยั้ง\n",
      "แต่\n",
      "กิน\n",
      "ปาจิ\n",
      "ก็\n",
      "เข้า\n",
      "มา\n",
      "ห้าม\n",
      "ก่อน\n",
      "ที่\n",
      "ทั้ง\n",
      "สอง\n",
      "คน\n",
      "จะ\n",
      "ตาย\n",
      "กัน\n",
      "ไป\n",
      "ข้าง\n",
      "นึง\n",
      "\"\n",
      "แก\n",
      "โกรธ\n",
      "ที่\n",
      "ฉัน\n",
      "ช่วย\n",
      "แก\n",
      "ไม่\n",
      "สำเร็จ\n",
      "เลย\n",
      "พาล\n",
      "ไป\n",
      "หมด\n",
      " \n",
      "แก\n",
      "ย้อน\n",
      "ดู\n",
      "ตัว\n",
      "แก\n",
      "บ้าง\n",
      "รึ\n",
      "เปล่า\n",
      "ว่า\n",
      "แก\n",
      "สู้\n",
      "เพื่อ\n",
      "คุณโซ\n",
      "โยะ\n",
      "แค่\n",
      "ไหน\n",
      "?\n",
      "\"\n",
      "โซโกะ\n",
      "ทิ้ง\n",
      "ท้าย\n",
      "แล้ว\n",
      "เดิน\n",
      "หัน\n",
      "หลัง\n",
      "ไป\n",
      "ยัง\n",
      "ห้อง\n",
      "ประชุม\n",
      "เมื่อ\n",
      "เห็น\n",
      "ว่า\n",
      "คางุระ\n",
      "เลือก\n",
      "ที่\n",
      "จะ\n",
      "เข้า\n",
      "ไป\n",
      "ประคอง\n",
      "พี่\n",
      "ชาย\n",
      "แทน\n",
      "เขา\n",
      "ที่\n",
      "ยืน\n",
      "มอง\n",
      "อยู่\n",
      "\"\n",
      "กลับ\n",
      "เถอะ\n",
      "น่อ\n",
      "อาเฮีย\n",
      "\"\n",
      "คางุ\n",
      "ระบอก\n",
      "คามุอิ\n",
      "ที่\n",
      "บาดเจ็บ\n",
      "หนัก\n",
      "อยู่\n",
      "เหมือน\n",
      "กัน\n",
      " \n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ไม่\n",
      "พูด\n",
      "อะไร\n",
      "ต่อ\n",
      "แล้ว\n",
      "ปล่อย\n",
      "ให้\n",
      "น้อง\n",
      "สาว\n",
      "เดิน\n",
      "จับ\n",
      "มือ\n",
      "ของ\n",
      "เขา\n",
      "กลับ\n",
      "บ้าน\n",
      "ด้วย\n",
      "กัน\n",
      "คำ\n",
      "พูด\n",
      "ที่\n",
      "แทงใจ\n",
      "ดำ\n",
      "ของ\n",
      "เจ้าปวก\n",
      "เปียก\n",
      "นั้น\n",
      "ยังคง\n",
      "ก้อง\n",
      "อยู่\n",
      "ใน\n",
      "โสตประสาท\n",
      "ซ้ำ\n",
      "ไป\n",
      "มา\n",
      "ใคร\n",
      "ว่า\n",
      "ฉัน\n",
      "ไม่\n",
      "พยายาม\n",
      " \n",
      "แต่\n",
      "โซโยะ\n",
      "จัง\n",
      "ไม่\n",
      "ให้\n",
      "ฉัน\n",
      "พยายาม\n",
      "ต่างหาก\n",
      "ทาง\n",
      "ฝั่ง\n",
      "ชิเงะชิเงะ\n",
      "ถูก\n",
      "ผู้\n",
      "อำนวย\n",
      "การ\n",
      "โรง\n",
      "เรียน\n",
      "เรียก\n",
      "ไป\n",
      "พบ\n",
      "เนื่อง\n",
      "จาก\n",
      "วัน\n",
      "ก่อน\n",
      "คามุอิมา\n",
      "ก่อ\n",
      "ความ\n",
      "วุ่นวาย\n",
      " \n",
      "และ\n",
      "โซโยะ\n",
      "ก็\n",
      "เศร้า\n",
      "ซึม\n",
      "จน\n",
      "ถึง\n",
      "ขนาด\n",
      "คะแนน\n",
      "ตก\n",
      "มาก\n",
      "จน\n",
      "น่า\n",
      "ตกใจ\n",
      "\"\n",
      "ถึงแม้\n",
      "ทาง\n",
      "โรง\n",
      "เรียน\n",
      "จะ\n",
      "หลับหู\n",
      "หลับตา\n",
      "ได้\n",
      "บ้าง\n",
      ".\n",
      " \n",
      "แต่\n",
      "เรื่อง\n",
      "ที่\n",
      "คุณ\n",
      "หนู\n",
      "คบ\n",
      "กับ\n",
      "อันธพาล\n",
      "เป็น\n",
      "เรื่อง\n",
      "ที่\n",
      "ทำ\n",
      "ให้\n",
      "โรง\n",
      "เรียน\n",
      "ของ\n",
      "เรา\n",
      "เสียหาย\n",
      "อย่าง\n",
      "มาก\n",
      " \n",
      "ทาง\n",
      "เรา\n",
      "จึง\n",
      "ขอ\n",
      "พัก\n",
      "การ\n",
      "เรียน\n",
      "ของ\n",
      "คุณ\n",
      "หนู\n",
      "เป็น\n",
      "เวลา\n",
      " \n",
      "2\n",
      " \n",
      "อาทิตย์\n",
      "เป็น\n",
      "การ\n",
      "ให้\n",
      "สำนึก\n",
      "ถึง\n",
      "ตระกูล\n",
      "อัน\n",
      "สูง\n",
      "ส่ง\n",
      "นะ\n",
      "คะ\n",
      "\"\n",
      "ชิเงะชิเงะ\n",
      "มอง\n",
      "หน้า\n",
      "ผู้\n",
      "อำนวย\n",
      "การ\n",
      " \n",
      "ก่อน\n",
      "จะ\n",
      "เซ็น\n",
      "รับ\n",
      "ทราบ\n",
      "เรื่อง\n",
      "พัก\n",
      "การ\n",
      "เรียน\n",
      "ของ\n",
      "น้อง\n",
      "สาว\n",
      "ที่\n",
      "นั่ง\n",
      "ข้าง\n",
      "กัน\n",
      " \n",
      "และ\n",
      "พา\n",
      "โซโยะ\n",
      "กลับ\n",
      "บ้าน\n",
      "ตลอด\n",
      "ทาง\n",
      "ที่\n",
      "อยู่\n",
      "บน\n",
      "อาคาร\n",
      "เสียง\n",
      "ซุบซิบ\n",
      "นินทา\n",
      "จาก\n",
      "นัก\n",
      "เรียน\n",
      "หลาย\n",
      "คน\n",
      "ดัง\n",
      "ขึ้น\n",
      "อย่าง\n",
      "ต่อเนื่อง\n",
      "เกี่ยว\n",
      "กับ\n",
      "การ\n",
      "ที่\n",
      "โซโยะ\n",
      "ไป\n",
      "คบ\n",
      "กับ\n",
      "คามุอิอันธพาล\n",
      "เลื่อง\n",
      "ชื่อ\n",
      " \n",
      "และ\n",
      "เมื่อ\n",
      "ถึง\n",
      "รถ\n",
      "โซโยะ\n",
      "ยังคง\n",
      "ไม่\n",
      "พูด\n",
      "อะไร\n",
      "จน\n",
      "ชิเงะชิเงะ\n",
      "เป็นห่วง\n",
      "เธอ\n",
      "มาก\n",
      " \n",
      "ร่างกาย\n",
      "บอบบาง\n",
      "ยิ่ง\n",
      "ดู\n",
      "ผอม\n",
      "ลง\n",
      "ผิด\n",
      "ตา\n",
      "เพราะ\n",
      "ทาน\n",
      "อะไร\n",
      "ไม่\n",
      "ลง\n",
      " \n",
      "ทุก\n",
      "คืน\n",
      "เวลา\n",
      "ที่\n",
      "เขา\n",
      "เดิน\n",
      "ผ่าน\n",
      "ห้อง\n",
      "นอน\n",
      "ของ\n",
      "โซโยะ\n",
      "ก็\n",
      "จะ\n",
      "ได้ยิน\n",
      "เสียง\n",
      "สะอื้น\n",
      "เล็ดลอด\n",
      "ออก\n",
      "มา\n",
      "บ้าง\n",
      " \n",
      "เป็น\n",
      "อย่าง\n",
      "นี้\n",
      "แทบ\n",
      "ทุก\n",
      "วัน\n",
      "มา\n",
      "ตั้งแต่\n",
      "กลับ\n",
      "ใา\n",
      "จาก\n",
      "ไหว้\n",
      "พระปี\n",
      "ใหม่\n",
      "เขา\n",
      "ควร\n",
      "จะ\n",
      "ทำ\n",
      "เช่่นไร\n",
      "เพื่อ\n",
      "ให้\n",
      "น้อง\n",
      "สาว\n",
      "คน\n",
      "เดียว\n",
      "กลับ\n",
      "มา\n",
      "ร่าเริง\n",
      "ดัง\n",
      "เดิม\n",
      "เมื่อ\n",
      "กลับ\n",
      "มา\n",
      "ถึง\n",
      "บ้าน\n",
      "โซโยะ\n",
      "ก็\n",
      "เข้า\n",
      "มา\n",
      "ใน\n",
      "ห้อง\n",
      "นอน\n",
      "ของ\n",
      "เธอ\n",
      "ทันที\n",
      " \n",
      "พร้อม\n",
      "ทั้ง\n",
      "คว้า\n",
      "เสื้อ\n",
      "โค้ท\n",
      "ของ\n",
      "คามุอิ\n",
      "ที่\n",
      "เขา\n",
      "ลืม\n",
      "ไว้\n",
      "มา\n",
      "กอด\n",
      "แนบอก\n",
      "แล้ว\n",
      "หอม\n",
      "มัน\n",
      "ด้วย\n",
      "น้ำ\n",
      "ตา\n",
      "ฉัน\n",
      "คิด\n",
      "ถึง\n",
      "คุณ\n",
      "จน\n",
      "ใจ\n",
      "จะ\n",
      "ขาด\n",
      "แล้ว\n",
      "ค่ะ\n",
      "น้ำ\n",
      "ตา\n",
      "ที่\n",
      "ยัง\n",
      "เอ่อ\n",
      "ล้น\n",
      "ใน\n",
      "ใจ\n",
      "ไหล\n",
      "ออก\n",
      "มา\n",
      "จาก\n",
      "สอง\n",
      "ตา\n",
      "อย่าง\n",
      "ไม่\n",
      "มี\n",
      "ทีท่า\n",
      "ว่า\n",
      "จะ\n",
      "หยุด\n",
      "ไหล\n",
      " \n",
      "เธอ\n",
      "เป็น\n",
      "คน\n",
      "ตัดสินใจ\n",
      "เลือก\n",
      "ทาง\n",
      "นี้\n",
      "เอง\n",
      "แต่\n",
      "ทำไม\n",
      "ถึง\n",
      "เจ็บปวด\n",
      "ได้\n",
      "ขนาด\n",
      "นี้\n",
      " \n",
      "ยิ่ง\n",
      "หวน\n",
      "คิด\n",
      "คืน\n",
      "สุดท้าย\n",
      "ด้วย\n",
      "กัน\n",
      "โซโยะ\n",
      "ก็\n",
      "ยิ่ง\n",
      "ร้องไห้\n",
      " \n",
      "เธอ\n",
      "รัก\n",
      "อ้อมกอด\n",
      "ของ\n",
      "เขา\n",
      "เหลือเกิน\n",
      "เพราะ\n",
      "ทน\n",
      "เห็น\n",
      "น้อง\n",
      "สาว\n",
      "ตัว\n",
      "เอง\n",
      "เสียใจ\n",
      "มาก\n",
      "ไม่\n",
      "ไหว\n",
      " \n",
      "ชิเงะชิเงะ\n",
      "จึง\n",
      "โทร\n",
      "หา\n",
      "ให้\n",
      "คางุระ\n",
      "มา\n",
      "นอน\n",
      "เป็น\n",
      "เพื่อน\n",
      "โซโยะ\n",
      "เผื่อ\n",
      "สาว\n",
      "หมวย\n",
      "จะ\n",
      "พอ\n",
      "ช่วย\n",
      "ให้\n",
      "คลาย\n",
      "เศร้า\n",
      "ได้\n",
      "บ้าง\n",
      " \n",
      "แต่\n",
      "ยิ่ง\n",
      "โซโยะ\n",
      "เห็น\n",
      "หน้าที่\n",
      "คล้าย\n",
      "กัน\n",
      "กับ\n",
      "คามุอิ\n",
      "ก็\n",
      "ยิ่ง\n",
      "ทำ\n",
      "ให้\n",
      "เธอ\n",
      "ปวดใจ\n",
      "ใน\n",
      "ขณะ\n",
      "ที่\n",
      "ยัง\n",
      "ต้องการ\n",
      "ให้\n",
      "คางุระ\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "โซโยะ\n",
      "เล่า\n",
      "เรื่องราว\n",
      "ของ\n",
      "เธอ\n",
      "กับ\n",
      "คามุอิ\n",
      "ให้\n",
      "คางุระ\n",
      "ฟัง\n",
      "อย่าง\n",
      "ละเอียด\n",
      " \n",
      "ใน\n",
      "ขณะ\n",
      "ที่\n",
      "นอน\n",
      "เล่น\n",
      "อยู่\n",
      "บน\n",
      "เตียง\n",
      "ด้วย\n",
      "กัน\n",
      "\"\n",
      "ลื้อ\n",
      "รัก\n",
      "อาเฮีย\n",
      "มาก\n",
      "จน\n",
      "อั๊ว\n",
      "ตกใจ\n",
      "เลย\n",
      "น่อ\n",
      " \n",
      "แต่\n",
      "ทำไม\n",
      "รัก\n",
      "แล้ว\n",
      "ลื้อ\n",
      "ต้อง\n",
      "ทิ้ง\n",
      "อาเฮีย\n",
      "ด้วย\n",
      "ล่ะ\n",
      "?\n",
      "\"\n",
      "คางุ\n",
      "ระ\n",
      "ถาม\n",
      "อย่าง\n",
      "ไม่\n",
      "เข้าใจ\n",
      "\"\n",
      "ก็\n",
      "เพราะ\n",
      "ฉัน\n",
      "ไม่\n",
      "สามารถ\n",
      "ทิ้ง\n",
      "ทุก\n",
      "อย่าง\n",
      "ไป\n",
      "ได้\n",
      " \n",
      "ถ้า\n",
      "ฉัน\n",
      "เห็น\n",
      "แก่\n",
      "ตัว\n",
      "เอง\n",
      "คน\n",
      "หลาย\n",
      "คน\n",
      "ก็\n",
      "ต้อง\n",
      "ลำบาก\n",
      "\"\n",
      "โซโยะ\n",
      "ให้\n",
      "เหตุผล\n",
      "ซึ่ง\n",
      "คางุระ\n",
      "ก็\n",
      "ไม่\n",
      "เข้าใจ\n",
      "อยู่ดี\n",
      "\"\n",
      "โชค\n",
      "ดี\n",
      "ที่\n",
      "อั๊ว\n",
      "ไม่\n",
      "ได้\n",
      "เกิด\n",
      "มา\n",
      "ร่ำรวย\n",
      "น่อ\n",
      "..\n",
      "แต่\n",
      "เชื่อ\n",
      "อั๊ว\n",
      "เถอะ\n",
      "ว่า\n",
      "พลัง\n",
      "รัก\n",
      "ของ\n",
      "อาเฮีย\n",
      "จะ\n",
      "ตื่น\n",
      "ขึ้น\n",
      "เพราะ\n",
      "ว่า\n",
      "โดน\n",
      "ตีนเจ้าซาดิสม์\n",
      "นั่น\n",
      "ปลุก\n",
      "นับ\n",
      "ไม่\n",
      "ถ้วน\n",
      "\"\n",
      " \n",
      "คางุระปลอบใจ\n",
      "โซโยะ\n",
      " \n",
      "\"\n",
      "คน\n",
      "อย่าง\n",
      "พี่\n",
      "ชาย\n",
      "อั๊ว\n",
      "ไม่\n",
      "มี\n",
      "ทาง\n",
      "ปล่อย\n",
      "อะไร\n",
      "ที่\n",
      "เป็น\n",
      "ของ\n",
      "ตัว\n",
      "เอง\n",
      "ไป\n",
      "ง่าย\n",
      "ๆ\n",
      "หรอก\n",
      "น่อ\n",
      " \n",
      "แต่\n",
      "ถ้า\n",
      "ถึง\n",
      "เวลา\n",
      "ที่\n",
      "อาเฮีย\n",
      "มา\n",
      "เอา\n",
      "ของ\n",
      "ตัว\n",
      "เอง\n",
      "คืน\n",
      " \n",
      "อั๊ว\n",
      "อยาก\n",
      "ให้\n",
      "ลื้ิ\n",
      "อ\n",
      "ซื่อสัตย์\n",
      "กับ\n",
      "ตัว\n",
      "เอง\n",
      "เพราะ\n",
      "บาง\n",
      "ที\n",
      "ทาง\n",
      "ออก\n",
      "อาจ\n",
      "จะ\n",
      "ไม่\n",
      "ได้\n",
      "มี\n",
      "แค่\n",
      "สิ่ง\n",
      "ที่\n",
      "ลื้อ\n",
      "เลือก\n",
      "ก็\n",
      "ได้\n",
      "น่อ\n",
      "โซโยะ\n",
      "จัง\n",
      "\"\n",
      "น้ำตา\n",
      "ของ\n",
      "โซโยะ\n",
      "ปริ่ม\n",
      "ขึ้น\n",
      "มา\n",
      "อีก\n",
      "ครั้ง\n",
      "ก่อน\n",
      "จะ\n",
      "ผล็อย\n",
      "หลับ\n",
      "ลง\n",
      "ได้\n",
      "เป็น\n",
      "คืน\n",
      "แรก\n",
      "นับ\n",
      "ตั้งแต่\n",
      "วัน\n",
      "จาก\n",
      "ลา\n",
      "กับ\n",
      "ชาย\n",
      "ที่\n",
      "รัก\n",
      "วัน\n",
      "รุ่ง\n",
      "ขึ้น\n",
      "ฮิจิคาตะพาอิซาบุโร่\n",
      "พี่\n",
      "ชาย\n",
      "คน\n",
      "โต\n",
      "ของ\n",
      "ตระกูล\n",
      "ฮิจิคาตะมา\n",
      "คุย\n",
      "ธุระ\n",
      "เกี่ยว\n",
      "กับ\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "แต่\n",
      "เช้า\n",
      "พร้อม\n",
      "คอนโด้\n",
      "กับ\n",
      "โซโกะ\n",
      "ที่\n",
      "มา\n",
      "ด้วย\n",
      "กัน\n",
      "คางุระ\n",
      "ที่\n",
      "ยังคง\n",
      "อยู่\n",
      "เป็น\n",
      "เพื่อน\n",
      "โซโยะ\n",
      "ที่\n",
      "ตระกูล\n",
      "โทกุงา\n",
      "ว่า\n",
      "ชะเง้อ\n",
      "มอง\n",
      "อย่าง\n",
      "สนใจ\n",
      " \n",
      "เธอ\n",
      "พบ\n",
      "ว่า\n",
      "ทุก\n",
      "คน\n",
      "มี\n",
      "สีหน้า\n",
      "เคร่งเครียด\n",
      " \n",
      "รวม\n",
      "ถึง\n",
      "โซโยะ\n",
      "ที่\n",
      "คอย\n",
      "เช็ด\n",
      "น้ำ\n",
      "ตา\n",
      "เป็น\n",
      "ระยะ\n",
      "ๆ\n",
      "ด้วย\n",
      "ความ\n",
      "ที่\n",
      "เป็นห่วง\n",
      "จิตใจ\n",
      "ของ\n",
      "เพื่อน\n",
      "และ\n",
      "พี่\n",
      "ชาย\n",
      "มาก\n",
      " \n",
      "คางุระ\n",
      "จึง\n",
      "โทร\n",
      "หา\n",
      "โซโกะ\n",
      "เพื่อ\n",
      "ขอ\n",
      "ความ\n",
      "ช่วยเหลืิอ\n",
      " \n",
      "เสียง\n",
      "มือถือ\n",
      "ของ\n",
      "โซโกะ\n",
      "ดัง\n",
      "ขึ้น\n",
      " \n",
      "เขา\n",
      "จึง\n",
      "ขอ\n",
      "ตัว\n",
      "ออก\n",
      "ไป\n",
      "คุย\n",
      "นอก\n",
      "ห้อง\n",
      "\"\n",
      "มี\n",
      "ธุระ\n",
      "ถึง\n",
      "ได้\n",
      "โทร\n",
      "มา\n",
      "หา\n",
      "สิ\n",
      "นะ\n",
      " \n",
      "บอก\n",
      "ไว้\n",
      "ก่อน\n",
      "เลย\n",
      "ว่า\n",
      "ฉัน\n",
      "ยัง\n",
      "งอน\n",
      "หล่อน\n",
      "ไม่\n",
      "หาย\n",
      "นะ\n",
      "รู้\n",
      "ไหม\n",
      "\"\n",
      "โซโกะ\n",
      "ว่า\n",
      "คา\n",
      "งุระ\n",
      "อย่าง\n",
      "น้อยใจ\n",
      "ที่\n",
      "เธอ\n",
      "เพิ่ง\n",
      "โทร\n",
      "หา\n",
      "เขา\n",
      "หลัง\n",
      "จาก\n",
      "เกิด\n",
      "เรื่อง\n",
      "วัน\n",
      "นั้น\n",
      "\"\n",
      "เรื่อง\n",
      "นั้น\n",
      "ค่อย\n",
      "ว่า\n",
      "กัน\n",
      "น่อ\n",
      "\"\n",
      " \n",
      "คางุระเปลี่ยน\n",
      "เรื่อง\n",
      " \n",
      "\"\n",
      "ลื้อ\n",
      "ช่วย\n",
      "มา\n",
      "หา\n",
      "อั๊ว\n",
      "ที่\n",
      "สระ\n",
      "กลาง\n",
      "สวน\n",
      "ที\n",
      "น่อ\n",
      "\"\n",
      "\"\n",
      "เอ๊ะ\n",
      "\"\n",
      "\"\n",
      "มาอง\n",
      "มา\n",
      "เอ๊ะ\n",
      "อะไร\n",
      "กัน\n",
      "เล่า\n",
      " \n",
      "หัน\n",
      "มา\n",
      "ทาง\n",
      "สระ\n",
      "สิ\n",
      "\"\n",
      "คางุระสั่ง\n",
      "พร้อม\n",
      "ทั้ง\n",
      "โบก\n",
      "มือ\n",
      "หยอย\n",
      "ๆ\n",
      "ให้\n",
      "โซโกะ\n",
      "ที่\n",
      "ยืน\n",
      "อยู่\n",
      "นอก\n",
      "ชาน\n",
      "มอง\n",
      "เห็น\n",
      "เธอ\n",
      " \n",
      "เมื่อ\n",
      "โซโกะ\n",
      "เห็น\n",
      "คน\n",
      "รัก\n",
      "เขา\n",
      "จึง\n",
      "รีบ\n",
      "กด\n",
      "วาง\n",
      "สาย\n",
      "แล้ว\n",
      "เดิน\n",
      "เข้า\n",
      "ไป\n",
      "หา\n",
      "เธอ\n",
      "ทันที\n",
      "\"\n",
      "มา\n",
      "ทำ\n",
      "อะไร\n",
      "ที่\n",
      "นี่\n",
      "เนี่ย\n",
      "?\n",
      "\"\n",
      "\"\n",
      "อั๊ว\n",
      "มา\n",
      "อยู่\n",
      "เป็น\n",
      "เพื่อน\n",
      "โซโยะ\n",
      "ตั้งแต่\n",
      "เมื่อ\n",
      "คืน\n",
      "แล้ว\n",
      "น่อ\n",
      " \n",
      "ว่าแต่ว่า\n",
      "พวก\n",
      "ลื้อ\n",
      "คุย\n",
      "อะไร\n",
      "กัน\n",
      "เหรอ\n",
      "?\n",
      "\"\n",
      "\"\n",
      "ก็\n",
      "เรื่อง\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "ใน\n",
      "อาทิตย์\n",
      "หน้า\n",
      "นี้\n",
      "\"\n",
      "โซโกะ\n",
      "ตอบ\n",
      "ตาม\n",
      "ตรง\n",
      "ทำ\n",
      "ให้\n",
      "คางุระกังวล\n",
      "\"\n",
      "ตกลง\n",
      "ยัง\n",
      "ไง\n",
      "โซโยะ\n",
      "จัง\n",
      "ก็\n",
      "จะ\n",
      "แต่งงาน\n",
      "กับ\n",
      "โทชิรึเนี่ย\n",
      " \n",
      "อั๊ว\n",
      "ไม่\n",
      "ยอม\n",
      "หรอก\n",
      "น่อ\n",
      "!\n",
      "\"\n",
      "\"\n",
      "แล้ว\n",
      "หล่อน\n",
      "เกี่ยว\n",
      "อะไร\n",
      "กับ\n",
      "เขา\n",
      "ด้วย\n",
      "?\n",
      "\"\n",
      "โซโกะกอ\n",
      "ด\n",
      "อก\n",
      "ถาม\n",
      "คน\n",
      "รัก\n",
      "อย่าง\n",
      "สงสัย\n",
      "\"\n",
      "ก็\n",
      "นั่น\n",
      "เพื่อน\n",
      "อั๊ว\n",
      " \n",
      "นั่น\n",
      "ก็\n",
      "อาเฮีย\n",
      "ของ\n",
      "อั๊ว\n",
      " \n",
      "ไม่\n",
      "รู้\n",
      "แหละ\n",
      " \n",
      "ถ้า\n",
      "ลื้อ\n",
      "ช่วย\n",
      "ให้\n",
      "ความ\n",
      "รัก\n",
      "ของ\n",
      "สอง\n",
      "คน\n",
      "นี้\n",
      "สมหวัง\n",
      "ไม่\n",
      "ได้\n",
      " \n",
      "อั๊ว\n",
      "ก็\n",
      "ไม่\n",
      "ยอม\n",
      "ไป\n",
      "อยู่\n",
      "กับ\n",
      "ลื้อ\n",
      "หรอก\n",
      "น่อ\n",
      "\"\n",
      "\"\n",
      "อ้าว\n",
      "เฮ้ย\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "อุทาน\n",
      " \n",
      "\"\n",
      "ทำไม\n",
      "งั้น\n",
      "ล่ะ\n",
      "\"\n",
      "\"\n",
      "ลื้อ\n",
      "ต้อง\n",
      "ช่วย\n",
      "ทั้ง\n",
      "สอง\n",
      "คน\n",
      "น่อ\n",
      " \n",
      "วิธี\n",
      "ไหน\n",
      "ก็ได้\n",
      "\"\n",
      "\"\n",
      "แล้ว\n",
      "ของ\n",
      "รางวัล\n",
      "ล่ะ\n",
      "?\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "ถาม\n",
      " \n",
      "\"\n",
      "หล่อน\n",
      "ก็\n",
      "รู้\n",
      "ว่า\n",
      "ฉัน\n",
      "ไม่\n",
      "ใช่\n",
      "คน\n",
      "ทำ\n",
      "อะไร\n",
      "ฟรี\n",
      "ๆ\n",
      "\"\n",
      "\"\n",
      "ลื้อ\n",
      "จะ\n",
      "เอา\n",
      "อะไร\n",
      "อั๊ว\n",
      "ก็\n",
      "ยอม\n",
      "ทั้งนั้น\n",
      "น่อ\n",
      "\"\n",
      "\"\n",
      "แน่ใจ\n",
      "นะ\n",
      "?\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "ย้ำ\n",
      "ซึ่ง\n",
      "คางุระ\n",
      "ก็\n",
      "พยัก\n",
      "หน้า\n",
      " \n",
      "\"\n",
      "งั้น\n",
      "ตก\n",
      "ลง\n",
      " \n",
      "หล่อน\n",
      "เตรียม\n",
      "ฟัง\n",
      "ข่าว\n",
      "ดี\n",
      "ได้\n",
      "เลย\n",
      "\"\n",
      "\"\n",
      "หวัง\n",
      "ว่า\n",
      "อั๊ว\n",
      "คง\n",
      "จะ\n",
      "ไม่\n",
      "ผิด\n",
      "หวัง\n",
      "น่อ\n",
      "\"\n",
      "คางุระ\n",
      "ยังคง\n",
      "กังวล\n",
      "อยู่\n",
      "เพราะ\n",
      "ไม่\n",
      "รู้\n",
      "ว่า\n",
      " \n",
      "โซโกะ\n",
      "จะ\n",
      "ช่วย\n",
      "แบบ\n",
      "ไหน\n",
      "หลาย\n",
      "วัน\n",
      "ผ่าน\n",
      "มา\n",
      "จน\n",
      "วัน\n",
      "พรุ่ง\n",
      "นี้\n",
      "ถึง\n",
      "วัน\n",
      "ประกาศ\n",
      "หมั้น\n",
      " \n",
      "โซโกะ\n",
      "มา\n",
      "หา\n",
      "คามุอิ\n",
      "ถึง\n",
      "อาชีวะ\n",
      "ยา\n",
      "โตะ\n",
      "โดย\n",
      "ไม่\n",
      "เกรงกลัว\n",
      "หนุ่ม\n",
      "อาชีวะ\n",
      "หลาย\n",
      "ปี\n",
      "ซ้อน\n",
      "แถม\n",
      "หน้าโหด\n",
      "เลย\n",
      "สัก\n",
      "นิด\n",
      " \n",
      "อาบูโตะสะกิด\n",
      "ให้\n",
      "คามุอิที่\n",
      "นั่ง\n",
      "หน้า\n",
      "เขา\n",
      "ให้\n",
      "หัน\n",
      "มอง\n",
      "ลง\n",
      "ไป\n",
      "นอก\n",
      "หน้าต่าง\n",
      " \n",
      "เมื่อ\n",
      "เห็น\n",
      "ว่า\n",
      "เป็น\n",
      "เจ้า\n",
      "ปวก\n",
      "เปียก\n",
      " \n",
      "คามุอิ\n",
      "จึง\n",
      "ปีน\n",
      "หน้าต่าง\n",
      "กระโดด\n",
      "ลง\n",
      "ไป\n",
      "ทั้ง\n",
      "ที่\n",
      "เป็น\n",
      "ชั้น\n",
      "สอง\n",
      " \n",
      "แต่\n",
      "คามุอิเชี่ยวชาญ\n",
      "พอสมควร\n",
      "จึง\n",
      "ไม่\n",
      "ได้\n",
      "รับ\n",
      "บาดเจ็บ\n",
      "ใด\n",
      "ๆ\n",
      "\"\n",
      "ไง\n",
      " \n",
      "จะ\n",
      "มา\n",
      "ตาย\n",
      "ที่\n",
      "นี่\n",
      "งั้น\n",
      "เหรอ\n",
      "\"\n",
      "คามุอิถาม\n",
      "แล้ว\n",
      "ยิ้ม\n",
      "ให้\n",
      " \n",
      "ซึ่ง\n",
      "โซ\n",
      "โกะ\n",
      "ก็\n",
      "ยิ้ม\n",
      "รับ\n",
      "ที่\n",
      "มุม\n",
      "ปาก\n",
      " \n",
      "ก่อน\n",
      "จะ\n",
      "บอก\n",
      "ถึง\n",
      "ธุระ\n",
      "\"\n",
      "ฉัน\n",
      "จะ\n",
      "มา\n",
      "บอก\n",
      "ว่า\n",
      "พรุ่ง\n",
      "นี้\n",
      "ที่\n",
      "ตระกูล\n",
      "โทกุงา\n",
      "ว่า\n",
      "จะ\n",
      "มี\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "ของ\n",
      "สอง\n",
      "ตระกูล\n",
      "ใหญ่\n",
      "\"\n",
      "\"\n",
      "แล้ว\n",
      "...\n",
      "มา\n",
      "ชวน\n",
      "เหรอ\n",
      "?\n",
      "\"\n",
      " \n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ถาม\n",
      " \n",
      "\"\n",
      "เกรง\n",
      "ว่า\n",
      "จะ\n",
      "ไม่\n",
      "ว่าง\n",
      "ไป\n",
      "หรอก\n",
      "นะ\n",
      "\"\n",
      "\"\n",
      "ไม่\n",
      "ว่าง\n",
      "หรือ\n",
      "กลัว\n",
      "?\n",
      "\"\n",
      " \n",
      "โซโกะ\n",
      "ย้อน\n",
      " \n",
      "\"\n",
      "ฉัน\n",
      "มา\n",
      "บอก\n",
      "ให้\n",
      "แก\n",
      "รับ\n",
      "รู้\n",
      "ไว้\n",
      " \n",
      "ถ้า\n",
      "แก\n",
      "ไม่\n",
      "อยาก\n",
      "เสีย\n",
      "คุณหนูโซโยะ\n",
      "ไป\n",
      "ก็\n",
      "ไม่\n",
      "ควร\n",
      "ปล่อย\n",
      "โอกาส\n",
      "นี้\n",
      "\"\n",
      "คามุอินิ่ง\n",
      "ไม่\n",
      "ตอบ\n",
      "รับ\n",
      "อะไร\n",
      "ทั้งนั้น\n",
      " \n",
      "โซโกะ\n",
      "จึง\n",
      "ทิ้ง\n",
      "ท้าย\n",
      "\"\n",
      "ฉัน\n",
      "ยัง\n",
      "ยืนยัน\n",
      "เสมอ\n",
      "นะ\n",
      " \n",
      "ว่า\n",
      "ถ้า\n",
      "มี\n",
      "อะไร\n",
      "ให้\n",
      "ช่วย\n",
      "ก็\n",
      "บอก\n",
      "ได้\n",
      "\"\n",
      "\"\n",
      "นาย\n",
      "ทำ\n",
      "ดี\n",
      "กับ\n",
      "ฉัน\n",
      "เพราะ\n",
      "ยัยคางุระสิ\n",
      "นะ\n",
      "\"\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ถาม\n",
      "ถึง\n",
      "เจตนา\n",
      "ที่\n",
      "แท้จริง\n",
      " \n",
      "ทำ\n",
      "ให้\n",
      "โซโกะ\n",
      "หลุด\n",
      "หัวเราะ\n",
      "ออก\n",
      "มา\n",
      "อย่าง\n",
      "สมเพช\n",
      "คน\n",
      "เก่ง\n",
      "เสมอ\n",
      "\"\n",
      "ฉัน\n",
      "นิสัย\n",
      "ดี\n",
      "กว่า\n",
      "นั้น\n",
      "เยอะ\n",
      " \n",
      "ไป\n",
      "ก่อน\n",
      "ล่ะ\n",
      "คิด\n",
      "ดี\n",
      "ๆ\n",
      "นะ\n",
      "พี่\n",
      "ชาย\n",
      "\"\n",
      "โซโกะโบก\n",
      "มือ\n",
      "ลา\n",
      "ว่า\n",
      "ที่\n",
      "พี่\n",
      "ชาย\n",
      "แล้ว\n",
      "หัน\n",
      "หลัง\n",
      "ออก\n",
      "ไป\n",
      "จาก\n",
      "อาชีวะ\n",
      " \n",
      "เลย\n",
      "เพียง\n",
      "แต่\n",
      "คำ\n",
      "เตือน\n",
      "ให้\n",
      "คามุอิคิด\n",
      "ตัดสินใจ\n",
      "ถึง\n",
      "สิ่ง\n",
      "ที่\n",
      "ควร\n",
      "กระทำ\n",
      "คามุอิกลับ\n",
      "มา\n",
      "นอน\n",
      "คิด\n",
      "ทั้ง\n",
      "คืน\n",
      "ถึง\n",
      "เรื่อง\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "ที่\n",
      "กำลัง\n",
      "จะ\n",
      "เกิด\n",
      "ขึ้น\n",
      "ใน\n",
      "วัน\n",
      "พรุ่ง\n",
      "นี้\n",
      " \n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "นอน\n",
      "กระสับกระส่าย\n",
      "บน\n",
      "เตียง\n",
      "ไป\n",
      "มา\n",
      "แล้ว\n",
      "หวน\n",
      "นึก\n",
      "ถึง\n",
      "ค่ำ\n",
      "คืน\n",
      "ที่\n",
      "ได้\n",
      "อิง\n",
      "แอบ\n",
      "กับ\n",
      "โซโยะ\n",
      "บน\n",
      "เตียง\n",
      "นี้\n",
      "ร่างกาย\n",
      "นุ่ม\n",
      "นิ่ม\n",
      "แสน\n",
      "อ่อนหวาน\n",
      "จะ\n",
      "ไม่\n",
      "ใช่\n",
      "ของ\n",
      "เขา\n",
      "อีก\n",
      "ต่อ\n",
      "ไป\n",
      " \n",
      "ถ้า\n",
      "เขา\n",
      "ปล่อย\n",
      "โอกาส\n",
      "ที่\n",
      "มี\n",
      "เพียง\n",
      "น้อย\n",
      "นิด\n",
      "นี่\n",
      "ทิ้ง\n",
      "ไป\n",
      "เสียง\n",
      "ใส\n",
      "ๆ\n",
      " \n",
      "กับ\n",
      "รอย\n",
      "ยิ้ม\n",
      "ที่\n",
      "แสน\n",
      "อ่อนโยน\n",
      "และ\n",
      "อ้อมกอด\n",
      "อัน\n",
      "อบอุ่น\n",
      "ที่\n",
      "เขา\n",
      "โหยหา\n",
      "นั้น\n",
      "จะ\n",
      "ไม่\n",
      "มี\n",
      "ทาง\n",
      "ได้\n",
      "เจอ\n",
      "อีก\n",
      "ใช่\n",
      "!\n",
      " \n",
      "เธอ\n",
      "คือ\n",
      "ของ\n",
      "ผู้\n",
      "ชาย\n",
      "ที่\n",
      "ชื่อ\n",
      "คามุอินี้\n",
      " \n",
      "ใคร\n",
      "หน้า\n",
      "ไหน\n",
      "ก็\n",
      "ไม่\n",
      "มี\n",
      "สิทธิ์\n",
      "ได้\n",
      "เธอ\n",
      "ไป\n",
      "ทั้งนั้น\n",
      "เช้า\n",
      "วัน\n",
      "รุ่ง\n",
      "ขึ้น\n",
      " \n",
      "คามุอิรีบ\n",
      "ออก\n",
      "จาก\n",
      "บ้าน\n",
      "แต่\n",
      "เช้า\n",
      "เพื่อ\n",
      "จะ\n",
      "ไป\n",
      "ขัดขวาง\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      " \n",
      "แต่\n",
      "ก็\n",
      "พบ\n",
      "กับ\n",
      "อุมิโบ\n",
      "สึ\n",
      "เสีย\n",
      "ก่อน\n",
      " \n",
      "ชาย\n",
      "วัย\n",
      "กลาง\n",
      "คน\n",
      "เรียก\n",
      "ลูก\n",
      "ชาย\n",
      "ให้\n",
      "อยู่\n",
      "คุย\n",
      "กัน\n",
      "เพราะ\n",
      "มี\n",
      "เรื่อง\n",
      "จำเป็น\n",
      "\"\n",
      "ไว้\n",
      "คุย\n",
      "กัน\n",
      "ที\n",
      "หลัง\n",
      "ได้\n",
      "ไหม\n",
      "\"\n",
      "\"\n",
      "ที่\n",
      "ฉัน\n",
      "จะ\n",
      "คุย\n",
      "น่ะ\n",
      "มัน\n",
      "เรื่อง\n",
      "ของ\n",
      "โซโยะจัง\n",
      "\"\n",
      " \n",
      "อุมิโบ\n",
      "สึบอก\n",
      "ซึ่ง\n",
      "คา\n",
      "มุอิ\n",
      "ก็\n",
      "ตกใจ\n",
      "เมื่อ\n",
      "รู้\n",
      "ว่า\n",
      "พ่อ\n",
      "รับ\n",
      "รู้\n",
      " \n",
      "\"\n",
      "ฉัน\n",
      "กะ\n",
      "ว่า\n",
      "จะ\n",
      "คุย\n",
      "กับ\n",
      "แก\n",
      "ตั้งแต่\n",
      "วัน\n",
      "ปี\n",
      "ใหม่\n",
      "แล้ว\n",
      " \n",
      "ลูก\n",
      "ผู้\n",
      "ชาย\n",
      "ควร\n",
      "รับผิดชอบ\n",
      "การ\n",
      "กระทำ\n",
      "ของ\n",
      "ตัว\n",
      "เอง\n",
      " \n",
      "และ\n",
      "ดูแล\n",
      "โซโยะ\n",
      "จัง\n",
      "ให้\n",
      "ดี\n",
      "ที่สุด\n",
      "รวม\n",
      "ถึง\n",
      "ให้\n",
      "ดี\n",
      "มาก\n",
      "กว่า\n",
      "ชีวิต\n",
      "ของ\n",
      "แก\n",
      "ด้วย\n",
      " \n",
      "ให้\n",
      "โซโยะ\n",
      "จัง\n",
      "มั่นใจ\n",
      "ว่า\n",
      "เลือก\n",
      "แก\n",
      "คือ\n",
      "สิ่ง\n",
      "ที่\n",
      "ดี\n",
      "ที่สุด\n",
      "นะ\n",
      "\"\n",
      "\"\n",
      "รู้\n",
      "ได้\n",
      "ไง\n",
      "ว่า\n",
      "ฉัน\n",
      "กับ\n",
      "โซโยะ\n",
      "จังคบ\n",
      "กัน\n",
      "\"\n",
      "คามุอิถาม\n",
      "อย่าง\n",
      "สงสัย\n",
      " \n",
      "ทำ\n",
      "ให้\n",
      "อุมิโบ\n",
      "สึ\n",
      "ต้อง\n",
      "ลูบ\n",
      "หัวเหน่ง\n",
      "ของ\n",
      "ตน\n",
      "เอง\n",
      "แก้เขิน\n",
      "\"\n",
      "ก็\n",
      "วัน\n",
      "ปี\n",
      "ใหม่\n",
      "ฉัน\n",
      "รอ\n",
      "แก\n",
      "กับ\n",
      "คางุระ\n",
      "กลับ\n",
      "มา\n",
      "อยู่\n",
      "ที่\n",
      "ห้อง\n",
      "นั่ง\n",
      "เล่น\n",
      "น่ะ\n",
      "สิ\n",
      "แต่\n",
      "เพราะ\n",
      "ไม่\n",
      "ได้\n",
      "เปิด\n",
      "ไฟ\n",
      "แก\n",
      "เลย\n",
      "ไม่\n",
      "ได้\n",
      "สนใจ\n",
      "ฉัน\n",
      "ส่วน\n",
      "ฉัน\n",
      "เห็น\n",
      "แก\n",
      "เดิน\n",
      "จูบ\n",
      "ประคอง\n",
      "แม่\n",
      "สาว\n",
      "น้อย\n",
      "ขึ้น\n",
      "ไป\n",
      "ห้อง\n",
      "แก\n",
      "ยัง\n",
      "ไง\n",
      "ล่ะ\n",
      "\"\n",
      "คามุอิอึ้ง\n",
      "เมื่อ\n",
      "รับ\n",
      "รู้\n",
      "สาเหตุ\n",
      "แต่\n",
      "ก็\n",
      "ไม่\n",
      "มี\n",
      "เวลา\n",
      "จะ\n",
      "มา\n",
      "อาย\n",
      "เพราะ\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "ใกล้\n",
      "จะ\n",
      "เริ่ม\n",
      "แล้ว\n",
      "พิธีการ\n",
      "ชงชา\n",
      "ตาม\n",
      "ธรรมเนียม\n",
      "ได้\n",
      "เริ่ม\n",
      "ขึ้น\n",
      " \n",
      "โซโยะ\n",
      "ผู้\n",
      "เป็น\n",
      "คน\n",
      "ชง\n",
      "ชา\n",
      "ดู\n",
      "สวยงาม\n",
      "กว่า\n",
      "เดิม\n",
      "หลาย\n",
      "เท่า\n",
      "ใน\n",
      "ชุด\n",
      "กิโมโน\n",
      "ราคา\n",
      "แพง\n",
      "สี\n",
      "แดง\n",
      "ลวดลาย\n",
      "ดอก\n",
      "ยูริ\n",
      " \n",
      "ญาติ\n",
      "ผู้\n",
      "ใหญ่\n",
      "ทั้ง\n",
      "ทาง\n",
      "ฝ่าย\n",
      "ฮิจิคาตะกับ\n",
      "โทกุงา\n",
      "ว่า\n",
      "มอง\n",
      "เธอ\n",
      "อย่าง\n",
      "ชื่นชม\n",
      "ต่าง\n",
      "จาก\n",
      "โซโกะ\n",
      "ที่นั่ง\n",
      "ร้อนใจ\n",
      "อยู่\n",
      "ใน\n",
      "งาน\n",
      "ด้วย\n",
      "\"\n",
      "เป็น\n",
      "อะไร\n",
      "ไป\n",
      "โซโกะ\n",
      "ท่าทาง\n",
      "ยุกยิก\n",
      "เหมือน\n",
      "ไม่\n",
      "ใช่\n",
      "แก\n",
      "เลย\n",
      "\"\n",
      "ฮิจิคาตะ\n",
      "ที่\n",
      "ใส่\n",
      "ชุด\n",
      "ฮากามะ\n",
      "อยู่\n",
      "กระซิบ\n",
      "ถาม\n",
      "คน\n",
      "ที่\n",
      "นั่ง\n",
      "ข้าง\n",
      "กัน\n",
      "\"\n",
      "คง\n",
      "จะ\n",
      "เหน็บกิน\n",
      "สิ\n",
      "นะ\n",
      " \n",
      "อย่า\n",
      "ไป\n",
      "ดุโซ\n",
      "โกะเลย\n",
      "โทชิ\n",
      "\"\n",
      "คอนโด้\n",
      "เดา\n",
      "อาการ\n",
      "ของ\n",
      "โซโกะ\n",
      "เอา\n",
      "เอง\n",
      "ใน\n",
      "ขณะ\n",
      "ที่\n",
      "พิธี\n",
      "ดำเนิน\n",
      "ไป\n",
      "เรื่อย\n",
      "ๆ\n",
      " \n",
      "จู่\n",
      "ๆ\n",
      "คน\n",
      "ของ\n",
      "โทกุงา\n",
      "ว่า\n",
      "ก็\n",
      "พรวดพราด\n",
      "เข้า\n",
      "มา\n",
      "ใน\n",
      "ห้อง\n",
      "และ\n",
      "ตะโกน\n",
      "บอก\n",
      "ว่า\n",
      "คามุอิบุก\n",
      "เข้า\n",
      "มา\n",
      "พร้อม\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "กับ\n",
      "จัดการ\n",
      "คน\n",
      "ดูแล\n",
      "ไป\n",
      "หลาย\n",
      "คน\n",
      "แล้ว\n",
      "โซโกะ\n",
      "ลุก\n",
      "ขึ้น\n",
      "ทันที\n",
      "ที่\n",
      "ได้ยิน\n",
      "ดัง\n",
      "นั้น\n",
      "และ\n",
      "อาสา\n",
      "เป็น\n",
      "คน\n",
      "ไป\n",
      "รับมือ\n",
      "กับ\n",
      "คามุอิ\n",
      "เอง\n",
      " \n",
      "แต่\n",
      "เมื่อ\n",
      "ออก\n",
      "จาก\n",
      "นอก\n",
      "ห้อง\n",
      "โซโกะ\n",
      "ก็\n",
      "แปรพักตร์\n",
      "หัน\n",
      "ไป\n",
      "เป็น\n",
      "ฝ่าย\n",
      "ของ\n",
      "ว่า\n",
      "ที่\n",
      "พี่\n",
      "ชาย\n",
      "ทันที\n",
      "ด้วย\n",
      "การ\n",
      "ช่วย\n",
      "จัดกาน\n",
      "คน\n",
      "ดูแล\n",
      "และ\n",
      "เปิด\n",
      "ทาง\n",
      "ให้\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "เข้า\n",
      "ไป\n",
      "ด้าน\n",
      "ใน\n",
      "ห้อง\n",
      "พิธี\n",
      "\"\n",
      "นาย\n",
      "จะ\n",
      "คอย\n",
      "ช่วย\n",
      "ฉัน\n",
      "เพื่อ\n",
      "อะไร\n",
      "?\n",
      "\"\n",
      "คามุอิถาม\n",
      "โซโกะ\n",
      "เมื่อ\n",
      "เห็น\n",
      "ว่า\n",
      "เจ้า\n",
      "ปวก\n",
      "เปียก\n",
      "คอย\n",
      "ช่วย\n",
      "เขา\n",
      "แทบ\n",
      "ทุก\n",
      "อย่าง\n",
      "\"\n",
      "ก็\n",
      "ไม่\n",
      "ได้\n",
      "อยาก\n",
      "ช่วย\n",
      "หรอก\n",
      " \n",
      "แต่\n",
      "ติด\n",
      "ที่\n",
      "แก\n",
      "เป็น\n",
      "พี่\n",
      "ชาย\n",
      "คน\n",
      "รัก\n",
      "ของ\n",
      "ฉัน\n",
      "ต่อ\n",
      "ให้\n",
      "เกลียด\n",
      "ขี้หน้า\n",
      "ยัง\n",
      "ไง\n",
      "ฉัน\n",
      "ก็\n",
      "ต้อง\n",
      "ช่วย\n",
      "อยู่ดี\n",
      "\"\n",
      "โซโกะ\n",
      "ตอบ\n",
      "จาก\n",
      "ใจจริง\n",
      "แล้ว\n",
      "รีบ\n",
      "ให้\n",
      "คามุอิ\n",
      "เข้า\n",
      "ไป\n",
      "ใน\n",
      "ห้อง\n",
      "พิธี\n",
      "และ\n",
      "อาสา\n",
      "จะ\n",
      "จัดการ\n",
      "ที่\n",
      "นี่\n",
      "เอง\n",
      " \n",
      "เมื่อ\n",
      "คา\n",
      "มุอิหาย\n",
      "เข้า\n",
      "ไป\n",
      "ใน\n",
      "ตัว\n",
      "บ้าน\n",
      " \n",
      "โซโกะ\n",
      "ก็\n",
      "ยก\n",
      "มือ\n",
      "ขึ้น\n",
      "เป็น\n",
      "สัญญาณ\n",
      "ให้\n",
      "ผู้\n",
      "ดูแล\n",
      "หยุด\n",
      "โจมตี\n",
      "\"\n",
      "โห\n",
      "...\n",
      "มือ\n",
      "คุณคามุอิหนัก\n",
      "เป็น\n",
      "บ้า\n",
      "เลย\n",
      "นี่\n",
      "ถ้า\n",
      "โดน\n",
      "เต็ม\n",
      "ๆ\n",
      "จะ\n",
      "พิการ\n",
      "เอา\n",
      "ได้\n",
      "นะ\n",
      "ครับ\n",
      "คุณโอคิตะ\n",
      "\"\n",
      "หนึ่ง\n",
      "ใน\n",
      "ผู้\n",
      "ดูแล\n",
      "บ่น\n",
      "ออก\n",
      "มา\n",
      "อย่าง\n",
      "ใจหายใจคว่ำ\n",
      " \n",
      "แต่\n",
      "โซโกะปลอบใจ\n",
      "ไม่\n",
      "ให้\n",
      "คิด\n",
      "มาก\n",
      "\"\n",
      "เอาหน่า\n",
      " \n",
      "เดี๋ยว\n",
      "พอ\n",
      "ได้\n",
      "ค่า\n",
      "จ้าง\n",
      "ก็\n",
      "หาย\n",
      "เหนื่อย\n",
      "เอง\n",
      " \n",
      "พวก\n",
      "นาย\n",
      "ไป\n",
      "ทำ\n",
      "แผล\n",
      "กัน\n",
      "ก่อน\n",
      "ไป\n",
      "เดี๋ยว\n",
      "ค่า\n",
      "จ้าง\n",
      "ใน\n",
      "ส่วน\n",
      "ที่\n",
      "เหลือ\n",
      "ลง\n",
      "บิล\n",
      "ของ\n",
      "ฮิจิคาตะ\n",
      "แล้ว\n",
      "กัน\n",
      "\"\n",
      "ผู้\n",
      "ดูแล\n",
      "ทุก\n",
      "คน\n",
      "ก้ม\n",
      "ศีรษะ\n",
      "ให้\n",
      "กับ\n",
      "โซโกะ\n",
      "ก่อน\n",
      "จะ\n",
      "พา\n",
      "กัน\n",
      "ไป\n",
      "ทำ\n",
      "แผล\n",
      "ตาม\n",
      "คำ\n",
      "แนะนำ\n",
      "ส่วน\n",
      "โซโกะ\n",
      "ก็\n",
      "รีบ\n",
      "เข้า\n",
      "ไป\n",
      "ด้าน\n",
      "ใน\n",
      "ทันที\n",
      "เพื่อ\n",
      "ติดตาม\n",
      "ผล\n",
      "งาน\n",
      "คามุอิ\n",
      "เปิด\n",
      "ประตู\n",
      "ห้อง\n",
      "ออก\n",
      "แล้ว\n",
      "เข้า\n",
      "ไป\n",
      "เตะ\n",
      "ถ้วย\n",
      "น้ำ\n",
      "ชา\n",
      "ที่\n",
      "ชิเงะชิเงะ\n",
      "กำลัง\n",
      "ยก\n",
      "ดื่ม\n",
      "ขึ้น\n",
      "ทันที\n",
      "เมื่อ\n",
      "เห็น\n",
      "ว่า\n",
      "พิธี\n",
      "กำลัง\n",
      "ดำเนิน\n",
      "ทำ\n",
      "ให้\n",
      "ชิเงะชิ\n",
      "เงะ\n",
      "หน้า\n",
      "หงาย\n",
      "ลง\n",
      "ไป\n",
      "นอน\n",
      "ดู\n",
      "เพดาน\n",
      "อย่าง\n",
      "งุนงง\n",
      "\"\n",
      "เฮ้ย\n",
      "!\n",
      " \n",
      "แก\n",
      "ทำ\n",
      "อะไร\n",
      "ฟะ\n",
      "!\n",
      "\"\n",
      "ฮิจิคาตะถาม\n",
      "อย่าง\n",
      "ตกใจ\n",
      "แล้ว\n",
      "รีบ\n",
      "เข้า\n",
      "ไป\n",
      "ประคอง\n",
      "ท่าน\n",
      "ผู้\n",
      "นำ\n",
      "ที่\n",
      "กำลัง\n",
      "นอน\n",
      "นับ\n",
      "ดาว\n",
      "ตอน\n",
      "กลาง\n",
      "วัน\n",
      "\"\n",
      "คุณคามุอิ\n",
      "\"\n",
      "โซโยะ\n",
      "เรียก\n",
      "ชื่อ\n",
      "คา\n",
      "มุอิ\n",
      "ด้วย\n",
      "ความ\n",
      "ตกใจ\n",
      "และ\n",
      "ลุก\n",
      "ขึ้น\n",
      "ตาม\n",
      "แรง\n",
      "ฉุด\n",
      "ดึง\n",
      "ของ\n",
      "เขา\n",
      "อย่าง\n",
      "ว่าง่าย\n",
      "\"\n",
      "เฮ้\n",
      " \n",
      "แก\n",
      "จะ\n",
      "มา\n",
      "ทำลาย\n",
      "งาน\n",
      "นี้\n",
      "ไม่\n",
      "ได้\n",
      "นะ\n",
      "\"\n",
      "ทาง\n",
      "ผู้\n",
      "นำ\n",
      "ของ\n",
      "ฮิจิคาตะบอก\n",
      "กับ\n",
      "คามุอิ\n",
      " \n",
      "แต่\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ไม่\n",
      "ฟัง\n",
      "และ\n",
      "จะ\n",
      "พา\n",
      "โซโยะ\n",
      "ไป\n",
      "ด้วย\n",
      "กัน\n",
      "ให้\n",
      "ได้\n",
      "\"\n",
      "คุณคา\n",
      "มุอิ\n",
      "คะ\n",
      " \n",
      "ฉัน\n",
      "ไป\n",
      "กับ\n",
      "คุณ\n",
      "ไม่\n",
      "ได้\n",
      "ค่ะ\n",
      "\"\n",
      "\"\n",
      "ทำไม\n",
      "ล่ะ\n",
      "โซโยะ\n",
      "จัง\n",
      "\"\n",
      " \n",
      "เขา\n",
      "ถาม\n",
      "อย่าง\n",
      "ไม่\n",
      "เข้าใจ\n",
      " \n",
      "\"\n",
      "ฉัน\n",
      "สัญญา\n",
      "นะ\n",
      "ว่า\n",
      "จะ\n",
      "เป็น\n",
      "ทุก\n",
      "อย่าง\n",
      "ให้\n",
      "กับ\n",
      "โซโยะ\n",
      "จัง\n",
      "เอง\n",
      " \n",
      "ฉัน\n",
      "จะ\n",
      "ทำ\n",
      "ทุก\n",
      "อย่าง\n",
      "ตาม\n",
      "ที่\n",
      "โซโยะ\n",
      "จัง\n",
      "ต้องการ\n",
      " \n",
      "ขอ\n",
      "แค่\n",
      "โซโยะ\n",
      "จัง\n",
      "เลือก\n",
      "ฉัน\n",
      "ได้\n",
      "ไหม\n",
      "\"\n",
      "\"\n",
      "คุณคามุอิ\n",
      "\"\n",
      "โซโยะ\n",
      "พึมพำ\n",
      "ด้วย\n",
      "หัวใจ\n",
      "อ่อนไหว\n",
      "เมื่อ\n",
      "สบ\n",
      "กับ\n",
      "สายตา\n",
      "แสน\n",
      "เว้า\n",
      "วอน\n",
      "ของ\n",
      "เขา\n",
      "\"\n",
      "ฉัน\n",
      "รู้\n",
      "ค่ะ\n",
      "ว่า\n",
      "คุณ\n",
      "ทำ\n",
      "ได้\n",
      " \n",
      "แต่\n",
      "พิธี\n",
      "วัน\n",
      "นี้\n",
      "ขาด\n",
      "ฉัน\n",
      "ไม่\n",
      "ได้\n",
      "\"\n",
      "\"\n",
      "ถ้า\n",
      "เชื่อ\n",
      "ฉัน\n",
      "เรา\n",
      "ก็\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "สิ\n",
      "\"\n",
      " \n",
      "คามุอิจับ\n",
      "มือ\n",
      "เธอ\n",
      "แน่น\n",
      " \n",
      "\"\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "บ้า\n",
      "บอ\n",
      "หรือ\n",
      "ศักดิ์ศรี\n",
      "หน้าที่\n",
      "ห่วย\n",
      "ๆ\n",
      "นั่น\n",
      "ทิ้ง\n",
      "ไป\n",
      "ให้\n",
      "หมด\n",
      "เถอะ\n",
      "โซโยะ\n",
      "จัง\n",
      " \n",
      "เรา\n",
      "รัก\n",
      "กัน\n",
      "ไม่\n",
      "ใช่\n",
      "เหรอ\n",
      "\"\n",
      "\"\n",
      "เดี๋ยว\n",
      "นะ\n",
      "คะ\n",
      " \n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "อะไร\n",
      "เหรอ\n",
      "คะ\n",
      "?\n",
      "\"\n",
      "โซโยะ\n",
      "ถาม\n",
      "อย่าง\n",
      "งุนงง\n",
      " \n",
      "ซึ่ง\n",
      "เมื่อ\n",
      "คามุอิหัน\n",
      "ไป\n",
      "มอง\n",
      "ทุก\n",
      "คน\n",
      "ใน\n",
      "งาน\n",
      "ก็\n",
      "มี\n",
      "สีหน้า\n",
      "ไม่\n",
      "ต่าง\n",
      "กัน\n",
      "\"\n",
      "อ้าว\n",
      " \n",
      "ก็\n",
      "วัน\n",
      "นี้\n",
      "คือ\n",
      "งาน\n",
      "ประกาศ\n",
      "หมั้น\n",
      "นี่\n",
      "นา\n",
      "\"\n",
      "\"\n",
      "ไม่\n",
      "ใช่\n",
      "นะ\n",
      "คะ\n",
      "คุณคามุอิ\n",
      " \n",
      "ฉัน\n",
      "ถอน\n",
      "หมั้น\n",
      "กับ\n",
      "คุณฮิจิคาตะ\n",
      "แล้ว\n",
      "ค่ะ\n",
      " \n",
      "งาน\n",
      "วัน\n",
      "นี้\n",
      "คือ\n",
      "งาน\n",
      "เซ็น\n",
      "สัญญา\n",
      "พันธมิตร\n",
      "ระหว่าง\n",
      "บริษัท\n",
      "ของ\n",
      "สอง\n",
      "ตระกูล\n",
      "เท่า\n",
      "นั้น\n",
      "เอง\n",
      "ค่ะ\n",
      "\"\n",
      " \n",
      "โซโยะ\n",
      "ชี้แจง\n",
      "ยิ่ง\n",
      "ทำ\n",
      "ให้\n",
      "คามุอิจับ\n",
      "ต้นชน\n",
      "ปลาย\n",
      "ไม่\n",
      "ถูก\n",
      " \n",
      "\"\n",
      "คุณโอคิ\n",
      "ตะอาสา\n",
      "ไป\n",
      "บอก\n",
      "คุณ\n",
      "แล้ว\n",
      "นี่\n",
      "คะ\n",
      "?\n",
      "\"\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "หัน\n",
      "ไป\n",
      "หา\n",
      "เจ้าคนอาสา\n",
      "ทันที\n",
      " \n",
      "และ\n",
      "พบ\n",
      "ว่า\n",
      "เจ้า\n",
      "ปวก\n",
      "เปียก\n",
      "กำลัง\n",
      "ใช้\n",
      "มือถือ\n",
      "ถ่าย\n",
      "พวก\n",
      "เขา\n",
      "อยู่\n",
      "อย่าง\n",
      "สบายใจ\n",
      "เฉิบ\n",
      "\"\n",
      "ถึง\n",
      "ว่า\n",
      "สิ\n",
      "เจ้าพวก\n",
      "นั้น\n",
      "ถึง\n",
      "พรวดพราด\n",
      "เข้า\n",
      "มา\n",
      "\"\n",
      "ฮิจิคาตะผู้\n",
      "ซึ่ง\n",
      "ไม่\n",
      "รู้\n",
      "ชะตา\n",
      "กระเป๋า\n",
      "เงิน\n",
      "ของ\n",
      "ตน\n",
      "พึมพำ\n",
      "\"\n",
      "จาก\n",
      "นี้\n",
      "ไป\n",
      "เดี๋ยว\n",
      "ฉัน\n",
      "จะ\n",
      "อธิบาย\n",
      "เอง\n",
      "นะ\n",
      "คะ\n",
      " \n",
      "แต่\n",
      "ขอ\n",
      "ทำ\n",
      "พิธี\n",
      "ดื่ม\n",
      "ชาสัตย์สาบาน\n",
      "ก่อน\n",
      " \n",
      "คุณคามุอินั่ง\n",
      "รอ\n",
      "เฉย\n",
      "ๆ\n",
      "ก่อน\n",
      "นะ\n",
      "คะ\n",
      "\"\n",
      "เพียง\n",
      "แค่\n",
      "เสียง\n",
      "หวาน\n",
      "พูด\n",
      "สั่ง\n",
      " \n",
      "กระต่าย\n",
      "ป่า\n",
      "ที่\n",
      "แสน\n",
      "ดื้อดึง\n",
      "ก็\n",
      "โอนอ่อน\n",
      "และ\n",
      "ยอม\n",
      "ไป\n",
      "นั่ง\n",
      "ข้าง\n",
      "กัน\n",
      "กับ\n",
      "ว่า\n",
      "ที่\n",
      "พี่\n",
      "ชาย\n",
      "ที่\n",
      "เขา\n",
      "ประทุษร้าย\n",
      "เมื่อ\n",
      "สัก\n",
      "ครู่\n",
      "แล้ว\n",
      "ยิ้ม\n",
      "อย่าง\n",
      "เป็น\n",
      "มิตร\n",
      "ให้\n",
      "กับ\n",
      "ชิเงะ\n",
      "ชิเงะ\n",
      "ที่\n",
      "มี\n",
      "น้ำ\n",
      "ตา\n",
      "ซึม\n",
      "ออก\n",
      "มา\n",
      "ทั้ง\n",
      "ที่\n",
      "ใบ\n",
      "หน้า\n",
      "เรียบ\n",
      "เฉย\n",
      "เมื่อ\n",
      "พิธีการ\n",
      "ผ่านพ้น\n",
      " \n",
      "ภาย\n",
      "ใน\n",
      "ห้อง\n",
      "จึง\n",
      "เหลือ\n",
      "แค่\n",
      "ชิเงะชิเงะ\n",
      " \n",
      "โซโยะ\n",
      " \n",
      "และ\n",
      "คามุอิเพียง\n",
      "เท่า\n",
      "นั้น\n",
      "โซโยะ\n",
      "เล่า\n",
      "ถึง\n",
      "วัน\n",
      "ก่อน\n",
      "ที่\n",
      "ฮิจิคาตะพา\n",
      "พี่\n",
      "ชาย\n",
      "มา\n",
      "เจรจา\n",
      "ขอ\n",
      "ถอน\n",
      "หมั้น\n",
      "กับ\n",
      "เธอ\n",
      "ด้วย\n",
      "เหตุผล\n",
      "ที่\n",
      "ไม่\n",
      "สามารถ\n",
      "บังคับใจ\n",
      "ให้\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "ทั้ง\n",
      "ที่\n",
      "ไม่\n",
      "ได้\n",
      "รัก\n",
      "ได้\n",
      " \n",
      "ซึ่ง\n",
      "ทาง\n",
      "ชิเงะชิเงะ\n",
      "ก็\n",
      "ไม่\n",
      "ว่า\n",
      "อะไร\n",
      "เพราะ\n",
      "เขา\n",
      "ก็\n",
      "เห็นใจ\n",
      "น้อง\n",
      "สาว\n",
      "อยู่\n",
      "เหมืิอน\n",
      "กัน\n",
      "\"\n",
      "วัน\n",
      "นี้\n",
      "ก็\n",
      "เลย\n",
      "เป็น\n",
      "งาน\n",
      "เซ็น\n",
      "สัญญา\n",
      "โดย\n",
      "ไม่\n",
      "มี\n",
      "เงื่อนไข\n",
      "ใด\n",
      "ๆ\n",
      "เป็น\n",
      "การ\n",
      "แลกเปลี่ยน\n",
      "ค่ะ\n",
      "\"\n",
      "\"\n",
      "งั้น\n",
      "เหรอ\n",
      "...\n",
      "แบบ\n",
      "นี้\n",
      "คง\n",
      "ต้อง\n",
      "กลับ\n",
      "ไป\n",
      "เอา\n",
      "คืน\n",
      "เจ้าปวก\n",
      "เปียก\n",
      "สิ\n",
      "นะ\n",
      "\"\n",
      "คามุอิคาด\n",
      "โทษ\n",
      "โซโกะ\n",
      "ที่\n",
      "หลอกลวง\n",
      "กัน\n",
      "\"\n",
      "แต่\n",
      "ฉัน\n",
      "ต้อง\n",
      "ขอบคุณ\n",
      "เขา\n",
      "มาก\n",
      "กว่า\n",
      "ที่\n",
      "ทำ\n",
      "ให้\n",
      "ฉัน\n",
      "รู้\n",
      "ว่า\n",
      "คุณคามุอิ\n",
      "ก็\n",
      "รัก\n",
      "ฉัน\n",
      "นะ\n",
      "คะ\n",
      "\"\n",
      "โซโยะ\n",
      "พูด\n",
      "ให้\n",
      "โซโกะ\n",
      "ดูดี\n",
      "เพราะ\n",
      "กลัว\n",
      "คา\n",
      "มุอิ\n",
      "จะ\n",
      "ไป\n",
      "เอา\n",
      "คืน\n",
      "ชิเงะชิเงะ\n",
      "มอง\n",
      "หน้า\n",
      "ว่าที่\n",
      "น้อง\n",
      "เขย\n",
      "แล้ว\n",
      "ยิ้ม\n",
      "นิด\n",
      "ๆ\n",
      " \n",
      "เพราะ\n",
      "เห็น\n",
      "แล้ว\n",
      "ว่า\n",
      "น้อง\n",
      "สาว\n",
      "ของ\n",
      "เขา\n",
      "มี\n",
      "ความ\n",
      "สุข\n",
      "มาก\n",
      "ที่\n",
      "ได้\n",
      "อยู่\n",
      "ด้วย\n",
      "กัน\n",
      "กับ\n",
      "คามุ\n",
      "อิ\n",
      "\"\n",
      "ฉัน\n",
      "หวัง\n",
      "ว่า\n",
      "เธอ\n",
      "จะ\n",
      "ยอมใจ\n",
      "อ่อน\n",
      "แบบ\n",
      "ฉัน\n",
      "นะ\n",
      "คามุอิคุง\n",
      " \n",
      "และ\n",
      "ไว้ใจ\n",
      "ให้\n",
      "โอคิตะ\n",
      "ดูแล\n",
      "คางุระจัง\n",
      "ด้วย\n",
      "\"\n",
      "คามุอิ\n",
      "ได้\n",
      "แต่\n",
      "ยิ้ม\n",
      "รับ\n",
      "ทั้ง\n",
      "ที่\n",
      "ความ\n",
      "จริง\n",
      "แล้ว\n",
      "เขา\n",
      "ยัง\n",
      "หวงน้อง\n",
      "สาว\n",
      "ของ\n",
      "ตน\n",
      "เอง\n",
      "ราว\n",
      "กับ\n",
      "จง\n",
      "อางหวงไข่\n",
      " \n",
      "ซึ่ง\n",
      "โซโยะ\n",
      "รู้\n",
      "ดี\n",
      "ว่า\n",
      "คง\n",
      "ยาก\n",
      "เพราะ\n",
      "เธอ\n",
      "รู้\n",
      "ว่า\n",
      "คา\n",
      "มุอิ\n",
      "ไม่\n",
      "ยอม\n",
      "ง่าย\n",
      "ๆ\n",
      "เหตุการณ์\n",
      "ทุก\n",
      "อย่าง\n",
      "เริ่ม\n",
      "คลี่คลาย\n",
      "ลง\n",
      "ไป\n",
      "ใน\n",
      "ทาง\n",
      "ที่\n",
      "ดี\n",
      " \n",
      "อุมิโบ\n",
      "สึจัด\n",
      "บ้าน\n",
      "เตรียม\n",
      "ต้อนรับ\n",
      "สมาชิก\n",
      "ใหม่\n",
      "อย่าง\n",
      "ตื่นเต้น\n",
      " \n",
      "เนื่อง\n",
      "จาก\n",
      "กฎ\n",
      "ของ\n",
      "ตระกูล\n",
      "โทกุงา\n",
      "ว่า\n",
      "หาก\n",
      "ทายาท\n",
      "ไม่\n",
      "แต่งงาน\n",
      "กับ\n",
      "คู่\n",
      "ที่\n",
      "ทาง\n",
      "ตระกูล\n",
      "เลือก\n",
      "ให้\n",
      "ต้อง\n",
      "ออก\n",
      "จาก\n",
      "บ้าน\n",
      " \n",
      "โซโยะ\n",
      "ตัดสินใจ\n",
      "ทิ้ง\n",
      "หัว\n",
      "โขน\n",
      "ทุก\n",
      "อย่าง\n",
      "เพื่อ\n",
      "จะ\n",
      "ได้\n",
      "อยู่\n",
      "กับ\n",
      "คามุอิ\n",
      "และ\n",
      "ย้าย\n",
      "มา\n",
      "เรียน\n",
      "เทอม\n",
      "สุดท้าย\n",
      "ที่\n",
      " \n",
      "ม.ปลาย\n",
      "กินทา\n",
      "มะ\n",
      " \n",
      "ซึ่ง\n",
      "ชิเงะชิเงะ\n",
      "เห็น\n",
      "ด้วย\n",
      "และ\n",
      "ไม่\n",
      "อยาก\n",
      "ให้\n",
      "น้อง\n",
      "สาว\n",
      "ต้อง\n",
      "ทน\n",
      "อยู่\n",
      "กับ\n",
      "โรง\n",
      "เรียน\n",
      "ที่\n",
      "ดี\n",
      "แต่\n",
      "ชื่อ\n",
      "ส่วน\n",
      "ภาย\n",
      "ใน\n",
      "นั้น\n",
      "เหยียดหยาม\n",
      "ผู้คน\n",
      "ชิเงะชิเงะ\n",
      "ช่วย\n",
      "น้อง\n",
      "สาว\n",
      "ย้าย\n",
      "ของ\n",
      "เข้า\n",
      "มา\n",
      "อยู่\n",
      "ที่\n",
      "บ้าน\n",
      "หลัง\n",
      "เล็ก\n",
      "กว่า\n",
      "คฤหาสน์\n",
      "ของ\n",
      "พวก\n",
      "เขา\n",
      "อย่าง\n",
      "อาลัย\n",
      " \n",
      "เพราะ\n",
      "หลัง\n",
      "จาก\n",
      "เรียน\n",
      "จบ\n",
      "โซโยะ\n",
      "ตัดสินใจ\n",
      "ย้าย\n",
      "ไป\n",
      "อยู่\n",
      "ประเทศ\n",
      "บ้าน\n",
      "เกิด\n",
      "ของ\n",
      "อุมิโบสึ\n",
      "ด้วย\n",
      "กัน\n",
      "กับ\n",
      "คามุ\n",
      "อิ\n",
      "\"\n",
      "คามุอิคุง\n",
      " \n",
      "ฉัน\n",
      "ฝาก\n",
      "น้อง\n",
      "สาว\n",
      "ของ\n",
      "ฉัน\n",
      "ด้วย\n",
      "นะ\n",
      "\"\n",
      " \n",
      "ชิเงะ\n",
      "ชิเงะ\n",
      "บอก\n",
      "กับ\n",
      "น้อง\n",
      "เขย\n",
      "และ\n",
      "ดึง\n",
      "โซโยะ\n",
      "ที่\n",
      "ร้องไห้\n",
      "เข้า\n",
      "มา\n",
      "กอด\n",
      " \n",
      "\"\n",
      "อย่า\n",
      "ร้อง\n",
      "นะ\n",
      "น้อง\n",
      "พี่\n",
      " \n",
      "เรา\n",
      "อาจ\n",
      "จะ\n",
      "ไม่\n",
      "ได้\n",
      "พบ\n",
      "กัน\n",
      "หรือ\n",
      "ร่วม\n",
      "ทาน\n",
      "ข้าว\n",
      "ด้วย\n",
      "กัน\n",
      "ทุก\n",
      "วัน\n",
      "เหมือน\n",
      "แต่\n",
      "ก่อน\n",
      " \n",
      "จง\n",
      "มี\n",
      "ความ\n",
      "สุข\n",
      "กับ\n",
      "ทาง\n",
      "ที่\n",
      "ตัว\n",
      "เอง\n",
      "เลือก\n",
      "ให้\n",
      "มาก\n",
      "ที่สุด\n",
      " \n",
      "แล้ว\n",
      "พี่\n",
      "จะ\n",
      "วีดีโอ\n",
      "คอลหา\n",
      "บ่อย\n",
      "ๆ\n",
      "นะ\n",
      " \n",
      "ต่อ\n",
      "ให้\n",
      "น้อง\n",
      "ไม่\n",
      "ใช่\n",
      "โทกุงา\n",
      "ว่า\n",
      "อีก\n",
      "แล้ว\n",
      "แต่\n",
      "โซโยะ\n",
      "ก็\n",
      "คือ\n",
      "โซโยะ\n",
      " \n",
      "ยังคง\n",
      "เป็น\n",
      "น้อง\n",
      "สาว\n",
      "ของ\n",
      "พี่\n",
      "ไม่\n",
      "เปลี่ยน\n",
      "ไป\n",
      "\"\n",
      "\"\n",
      "น้อง\n",
      "รัก\n",
      "ท่าน\n",
      "พี่\n",
      "นะ\n",
      "คะ\n",
      "\"\n",
      "โซโยะ\n",
      "ร้องไห้\n",
      "แล้ว\n",
      "กอด\n",
      "พี่\n",
      "ชาย\n",
      "แน่น\n",
      " \n",
      "ก่อน\n",
      "จะ\n",
      "ร่ำลา\n",
      "ชีวิต\n",
      "ใน\n",
      "ฐานะ\n",
      "คุณ\n",
      "หนูแห่ง\n",
      "ตระกูล\n",
      "สูง\n",
      "ศักดิ์\n",
      "มา\n",
      "เป็น\n",
      "สามัญชน\n",
      "ธรรมดา\n",
      "\"\n",
      "คุณคามุอิ\n",
      "คะ\n",
      "\"\n",
      "\"\n",
      "หือ\n",
      "?\n",
      "\"\n",
      "\"\n",
      "แล้ว\n",
      "เรื่อง\n",
      "ของ\n",
      "คางุระจัง\n",
      "\"\n",
      "\"\n",
      "แน่นอน\n",
      "ว่า\n",
      "ต้อง\n",
      "พา\n",
      "ไป\n",
      "อยู่\n",
      "กับ\n",
      "เรา\n",
      "ด้วย\n",
      "สิ\n",
      "\"\n",
      "คามุอิบอก\n",
      "พร้อม\n",
      "กับ\n",
      "ยิ้ม\n",
      "ให้\n",
      "คน\n",
      "รัก\n",
      "อย่าง\n",
      "อารมณ์\n",
      "ดี\n",
      "แล้ว\n",
      "พา\n",
      "เธอ\n",
      "เข้า\n",
      "มา\n",
      "จัด\n",
      "ของ\n",
      "ใน\n",
      "บ้าน\n",
      "\"\n",
      "แต่\n",
      "คางุระจัง\n",
      "ตัดสินใจ\n",
      "จะ\n",
      "อยู่\n",
      "กับ\n",
      "คุณโอคิตะ\n",
      "ที่\n",
      "ญี่ปุ่น\n",
      "นี่\n",
      "คะ\n",
      "\"\n",
      "โซโยะแย้ง\n",
      "เมื่อ\n",
      "เห็น\n",
      "ท่าที\n",
      "ของ\n",
      "หนุ่ม\n",
      "ยา\n",
      "โตะ\n",
      "ไม่\n",
      "สนใจ\n",
      "กับ\n",
      "เรื่อง\n",
      "ที่\n",
      "เธอ\n",
      "กำลัง\n",
      "พูด\n",
      "\"\n",
      "แก\n",
      "จะ\n",
      "เห็น\n",
      "แก่\n",
      "ตัว\n",
      "แบบ\n",
      "นี้\n",
      "ไม่\n",
      "ได้\n",
      "นะ\n",
      " \n",
      "คามุอิ\n",
      "\"\n",
      " \n",
      "อุมิโบ\n",
      "สึ\n",
      "เอง\n",
      "ก็\n",
      "ไม่\n",
      "เห็น\n",
      "ด้วย\n",
      "กับ\n",
      "ลูก\n",
      "ชาย\n",
      "จอม\n",
      "ดื้อ\n",
      " \n",
      "\"\n",
      "แกลอง\n",
      "ใจกว้าง\n",
      "อย่าง\n",
      "คุณชิเงะชิเงะ\n",
      "บ้าง\n",
      "สิ\n",
      "\"\n",
      "เมื่อ\n",
      "โดน\n",
      "รุม\n",
      "ให้\n",
      "ใจอ่อน\n",
      " \n",
      "คน\n",
      "หวง\n",
      "น้อง\n",
      "สาว\n",
      "ก็\n",
      "ทำ\n",
      "เป็น\n",
      "เดิน\n",
      "หนี\n",
      "ไม่\n",
      "รับฟัง\n",
      "จน\n",
      "โซโยะ\n",
      "เหนื่อยใจ\n",
      "แต่\n",
      "ก็\n",
      "เดิน\n",
      "ตาม\n",
      "คามุอิ\n",
      "ที่\n",
      "เข้า\n",
      "ไป\n",
      "เปลี่ยน\n",
      "ชุด\n",
      "ใน\n",
      "ห้อง\n",
      "ชั้น\n",
      "บน\n",
      "\"\n",
      "คุณคามุอิคะ\n",
      "\"\n",
      "โซโยะ\n",
      "เรียก\n",
      "คน\n",
      "รัก\n",
      "ให้\n",
      "หัน\n",
      "มา\n",
      "คุย\n",
      "ด้วย\n",
      " \n",
      "ซึ่ง\n",
      "คา\n",
      "มุอิ\n",
      "ก็\n",
      "ยอม\n",
      "หัน\n",
      "ตาม\n",
      "ที่\n",
      "เธอ\n",
      "เรียก\n",
      "\"\n",
      "เรื่อง\n",
      "ของ\n",
      "คางุระจัง\n",
      "..\n",
      "\"\n",
      "\"\n",
      "ชู่ว\n",
      "...\n",
      "\"\n",
      " \n",
      "คา\n",
      "มุอิแตะ\n",
      "ปาก\n",
      "บาง\n",
      "ให้\n",
      "หยุด\n",
      "พูด\n",
      " \n",
      "\"\n",
      "เรา\n",
      "เลิก\n",
      "คิด\n",
      "เรื่อง\n",
      "อื่น\n",
      "แล้ว\n",
      "มา\n",
      "ฉลอง\n",
      "ชีวิต\n",
      "ใหม่\n",
      "ของ\n",
      "เรา\n",
      "ดี\n",
      "กว่า\n",
      "\"\n",
      "ชาย\n",
      "หนุ่ม\n",
      "พูด\n",
      "จบ\n",
      "แล้ว\n",
      "ช้อน\n",
      "ตัว\n",
      "โซโยะ\n",
      "ขึ้น\n",
      "อุ้ม\n",
      "ก่อน\n",
      "จะ\n",
      "วาง\n",
      "ลง\n",
      "บน\n",
      "เตียง\n",
      "นอน\n",
      "\"\n",
      "อย่า\n",
      "ค่ะ\n",
      " \n",
      "คุณ\n",
      "พ่อ\n",
      "อยู่\n",
      "ด้าน\n",
      "ล่าง\n",
      "นะ\n",
      "คะ\n",
      "\"\n",
      "โซโยะ\n",
      "ร้อง\n",
      "ห้าม\n",
      "เมื่อ\n",
      "ร่าง\n",
      "ของ\n",
      "คามุอิ\n",
      "ขึ้น\n",
      "ทาบ\n",
      "ทับ\n",
      "ตัว\n",
      "เธอ\n",
      "แล้ว\n",
      "กอด\n",
      "ไว้\n",
      "\"\n",
      "ไม่\n",
      "เห็น\n",
      "ต้อง\n",
      "สนใจ\n",
      "เลย\n",
      " \n",
      "รู้\n",
      "ไหม\n",
      "ว่า\n",
      "เมื่อ\n",
      "วัน\n",
      "ปี\n",
      "ใหม่\n",
      "ตา\n",
      "หัวเหน่ง\n",
      "นั่น\n",
      "ก็\n",
      "อยู่\n",
      "ข้าง\n",
      "ล่าง\n",
      "เหมือน\n",
      "กัน\n",
      "\"\n",
      "\"\n",
      "เอ๊ะ\n",
      "\"\n",
      "\"\n",
      "เห็น\n",
      "เรา\n",
      "ทำ\n",
      "อะไร\n",
      "กัน\n",
      "ตั้งแต่\n",
      "หน้า\n",
      "ประตู\n",
      "บ้าน\n",
      "เลย\n",
      "ล่ะ\n",
      "\"\n",
      "\"\n",
      "ตาย\n",
      "จริง\n",
      "\"\n",
      " \n",
      "โซโยะ\n",
      "ยก\n",
      "มือ\n",
      "ทั้ง\n",
      "สอง\n",
      "ข้าง\n",
      "ปิด\n",
      "หน้า\n",
      "ตัว\n",
      "เอง\n",
      "อย่าง\n",
      "เขิน\n",
      "อาย\n",
      " \n",
      "\"\n",
      "แล้ว\n",
      "แบบ\n",
      "นี้\n",
      "ฉัน\n",
      "จะ\n",
      "มอง\n",
      "หน้า\n",
      "คุณ\n",
      "พ่อ\n",
      "ยัง\n",
      "ไง\n",
      "คะ\n",
      "\"\n",
      "คามุอิ\n",
      "ดึง\n",
      "มือ\n",
      "ของ\n",
      "โซโยะ\n",
      "ออก\n",
      "แล้ว\n",
      "หอม\n",
      "แก้ม\n",
      "ที่\n",
      "แดง\n",
      "ระเรื่อ\n",
      "ของ\n",
      "เธอ\n",
      "อย่าง\n",
      "อ่อนโยน\n",
      "\"\n",
      "เอา\n",
      "ไว้\n",
      "ก่อน\n",
      "แล้ว\n",
      "กัน\n",
      " \n",
      "เพียง\n",
      "แต่\n",
      "ช่วง\n",
      "เวลา\n",
      "นี้\n",
      "มอง\n",
      "แค่\n",
      "ฉัน\n",
      "คน\n",
      "เดียว\n",
      "ก่อน\n",
      "นะ\n",
      "โซโยะ\n",
      "จัง\n",
      "\"\n",
      "แม้\n",
      "จะ\n",
      "อยาก\n",
      "ขัดขืน\n",
      "แต่\n",
      "รอย\n",
      "ยิ้ม\n",
      "ของ\n",
      "เขา\n",
      "ก็\n",
      "ทำ\n",
      "ให้\n",
      "โซโยะ\n",
      "ยินยอม\n",
      "ทุก\n",
      "สิ่ง\n",
      "ให้\n",
      "กับ\n",
      "เขา\n",
      "อนาคต\n",
      "ไม่\n",
      "สามารถ\n",
      "รู้\n",
      "ได้\n",
      "เลย\n",
      "ว่า\n",
      "จะ\n",
      "เกิด\n",
      "อะไร\n",
      "ขึ้น\n",
      " \n",
      "แต่\n",
      "เธอ\n",
      "ยัง\n",
      "มั่นใจ\n",
      "ใน\n",
      "โลก\n",
      "ทั้ง\n",
      "ใบ\n",
      "ที่\n",
      "เธอ\n",
      "เต็มใจ\n",
      "อยู่\n",
      "ใบ\n",
      "นี้\n",
      "ส่วน\n",
      "คามุอิ\n",
      "เอง\n",
      "นั้น\n",
      "ก็\n",
      "สัญญา\n",
      "กับ\n",
      "ตัว\n",
      "เอง\n",
      "ว่า\n",
      "จะ\n",
      "เป็น\n",
      "ทุก\n",
      "อย่าง\n",
      "ที่\n",
      "โซโยะ\n",
      "ต้องการ\n",
      "เขา\n",
      "จะ\n",
      "ไม่\n",
      "มี\n",
      "วัน\n",
      "ทำ\n",
      "ให้\n",
      "เธอ\n",
      "เดียวดาย\n",
      " \n",
      "และ\n",
      "มั่นใจ\n",
      "ว่า\n",
      "เธอ\n",
      "จะ\n",
      "อยู่\n",
      "เคียงข้าง\n",
      "เขา\n",
      "เสมอ\n",
      "ฉัน\n",
      "จะ\n",
      "รัก\n",
      "และ\n",
      "ดูแล\n",
      "เธอ\n",
      "ตลอด\n",
      "ไป\n",
      "นะ\n",
      "...\n",
      "พระจันทร์\n",
      "ของ\n",
      "ฉัน\n",
      "หาก\n",
      "ถาม\n",
      "ว่า\n",
      "ทำไม\n",
      "ชื่อ\n",
      "ตอน\n",
      "ตั้ง\n",
      "แบบ\n",
      "นี้\n",
      "ถ้า\n",
      "อ่าน\n",
      "แล้ว\n",
      "คง\n",
      "รู้\n",
      "เนอะ\n",
      "ว่า\n",
      "อะไร\n",
      "คือ\n",
      "การ\n",
      "ร่ำลา\n",
      " \n",
      "ขอบคุณ\n",
      "ที่\n",
      "ติดตาม\n",
      "จ้า\n",
      "พิมพ์\n",
      "ผิด\n",
      "ขอ\n",
      "อภัย\n",
      "นะ\n",
      "คะ\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "3.478678235185527\n",
      "18844\n"
     ]
    }
   ],
   "source": [
    "sum_word_len = 0\n",
    "for i in token:\n",
    "    sum_word_len += len(i)\n",
    "    \n",
    "print(sum_word_len/len(token))\n",
    "print(sum_word_len)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## f07 VR(k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "55"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token.count('อยู่')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "255711\n"
     ]
    },
    {
     "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>word</th>\n",
       "      <th>f</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ขอ</th>\n",
       "      <td>ขอ</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เกี่ยว</th>\n",
       "      <td>เกี่ยว</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>อางหวงไข่</th>\n",
       "      <td>อางหวงไข่</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>แน่ใจ</th>\n",
       "      <td>แน่ใจ</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โอคิตะคุง</th>\n",
       "      <td>โอคิตะคุง</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>กด</th>\n",
       "      <td>กด</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คุณคามุอิ</th>\n",
       "      <td>คุณคามุอิ</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คามุอิคาด</th>\n",
       "      <td>คามุอิคาด</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ดื่ม</th>\n",
       "      <td>ดื่ม</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คามุอิคุง</th>\n",
       "      <td>คามุอิคุง</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>อยู่แล้ว</th>\n",
       "      <td>อยู่แล้ว</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ผ่านพ้น</th>\n",
       "      <td>ผ่านพ้น</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ฉุด</th>\n",
       "      <td>ฉุด</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คาซึระ</th>\n",
       "      <td>คาซึระ</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ใา</th>\n",
       "      <td>ใา</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ครอบครัว</th>\n",
       "      <td>ครอบครัว</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ที่นั่ง</th>\n",
       "      <td>ที่นั่ง</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เดา</th>\n",
       "      <td>เดา</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เลวร้าย</th>\n",
       "      <td>เลวร้าย</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ถ้วน</th>\n",
       "      <td>ถ้วน</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เวลา</th>\n",
       "      <td>เวลา</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>รางวัล</th>\n",
       "      <td>รางวัล</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สะอื้น</th>\n",
       "      <td>สะอื้น</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คุณคา</th>\n",
       "      <td>คุณคา</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ก็ได้</th>\n",
       "      <td>ก็ได้</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>บาดเจ็บ</th>\n",
       "      <td>บาดเจ็บ</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คะแนน</th>\n",
       "      <td>คะแนน</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คลาย</th>\n",
       "      <td>คลาย</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>กระหาย</th>\n",
       "      <td>กระหาย</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ลง</th>\n",
       "      <td>ลง</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>แสตนด์</th>\n",
       "      <td>แสตนด์</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ประตู</th>\n",
       "      <td>ประตู</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ชั่ว</th>\n",
       "      <td>ชั่ว</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คุณ</th>\n",
       "      <td>คุณ</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คามุอิหัน</th>\n",
       "      <td>คามุอิหัน</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ต้องการ</th>\n",
       "      <td>ต้องการ</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ยศศักดิ์</th>\n",
       "      <td>ยศศักดิ์</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เงื่อนไข</th>\n",
       "      <td>เงื่อนไข</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คางุระอึ้ง</th>\n",
       "      <td>คางุระอึ้ง</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ฝ่าย</th>\n",
       "      <td>ฝ่าย</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ล้น</th>\n",
       "      <td>ล้น</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>แก้เขิน</th>\n",
       "      <td>แก้เขิน</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>แทบ</th>\n",
       "      <td>แทบ</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ผม</th>\n",
       "      <td>ผม</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เช่น</th>\n",
       "      <td>เช่น</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>พรวดพราด</th>\n",
       "      <td>พรวดพราด</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ถ้วย</th>\n",
       "      <td>ถ้วย</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ซะ</th>\n",
       "      <td>ซะ</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ขนาด</th>\n",
       "      <td>ขนาด</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ตระกูล</th>\n",
       "      <td>ตระกูล</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>จริง</th>\n",
       "      <td>จริง</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ปวก</th>\n",
       "      <td>ปวก</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เอะอะ</th>\n",
       "      <td>เอะอะ</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ครับ</th>\n",
       "      <td>ครับ</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>พยายาม</th>\n",
       "      <td>พยายาม</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ตาย</th>\n",
       "      <td>ตาย</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ช้อน</th>\n",
       "      <td>ช้อน</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>อ่อน</th>\n",
       "      <td>อ่อน</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สิ่ง</th>\n",
       "      <td>สิ่ง</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>จบ</th>\n",
       "      <td>จบ</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1024 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  word     f\n",
       "ขอ                  ขอ   9.0\n",
       "เกี่ยว          เกี่ยว   3.0\n",
       "อางหวงไข่    อางหวงไข่   1.0\n",
       "แน่ใจ            แน่ใจ   1.0\n",
       "โอคิตะคุง    โอคิตะคุง   2.0\n",
       "กด                  กด   1.0\n",
       "คุณคามุอิ    คุณคามุอิ   5.0\n",
       "คามุอิคาด    คามุอิคาด   1.0\n",
       "ดื่ม              ดื่ม   2.0\n",
       "คามุอิคุง    คามุอิคุง   2.0\n",
       "อยู่แล้ว      อยู่แล้ว   1.0\n",
       "ผ่านพ้น        ผ่านพ้น   1.0\n",
       "ฉุด                ฉุด   1.0\n",
       "คาซึระ          คาซึระ   7.0\n",
       "ใา                  ใา   1.0\n",
       "ครอบครัว      ครอบครัว   1.0\n",
       "ที่นั่ง        ที่นั่ง   1.0\n",
       "เดา                เดา   1.0\n",
       "เลวร้าย        เลวร้าย   1.0\n",
       "ถ้วน              ถ้วน   1.0\n",
       "เวลา              เวลา   6.0\n",
       "รางวัล          รางวัล   1.0\n",
       "สะอื้น          สะอื้น   1.0\n",
       "คุณคา            คุณคา   1.0\n",
       "ก็ได้            ก็ได้   1.0\n",
       "บาดเจ็บ        บาดเจ็บ   2.0\n",
       "คะแนน            คะแนน   1.0\n",
       "คลาย              คลาย   1.0\n",
       "กระหาย          กระหาย   1.0\n",
       "ลง                  ลง  11.0\n",
       "...                ...   ...\n",
       "แสตนด์          แสตนด์   1.0\n",
       "ประตู            ประตู   2.0\n",
       "ชั่ว              ชั่ว   1.0\n",
       "คุณ                คุณ  15.0\n",
       "คามุอิหัน    คามุอิหัน   2.0\n",
       "ต้องการ        ต้องการ   3.0\n",
       "ยศศักดิ์      ยศศักดิ์   1.0\n",
       "เงื่อนไข      เงื่อนไข   1.0\n",
       "คางุระอึ้ง  คางุระอึ้ง   1.0\n",
       "ฝ่าย              ฝ่าย   3.0\n",
       "ล้น                ล้น   1.0\n",
       "แก้เขิน        แก้เขิน   1.0\n",
       "แทบ                แทบ   6.0\n",
       "ผม                  ผม   7.0\n",
       "เช่น              เช่น   2.0\n",
       "พรวดพราด      พรวดพราด   2.0\n",
       "ถ้วย              ถ้วย   1.0\n",
       "ซะ                  ซะ   3.0\n",
       "ขนาด              ขนาด   4.0\n",
       "ตระกูล          ตระกูล  10.0\n",
       "จริง              จริง   5.0\n",
       "ปวก                ปวก   4.0\n",
       "เอะอะ            เอะอะ   1.0\n",
       "ครับ              ครับ   6.0\n",
       "พยายาม          พยายาม   2.0\n",
       "ตาย                ตาย   4.0\n",
       "ช้อน              ช้อน   1.0\n",
       "อ่อน              อ่อน   1.0\n",
       "สิ่ง              สิ่ง   5.0\n",
       "จบ                  จบ   3.0\n",
       "\n",
       "[1024 rows x 2 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_word_frequency = pd.DataFrame()\n",
    "df_word_frequency[\"word\"]=[]\n",
    "df_word_frequency[\"f\"]=[]\n",
    "\n",
    "total_word_sq = 0\n",
    "\n",
    "for i in set(token):\n",
    "    df_word_frequency.loc[i,'word'] = i\n",
    "    df_word_frequency.loc[i,'f'] = token.count(i)\n",
    "    total_word_sq += np.power(token.count(i),2)\n",
    "    \n",
    "print(total_word_sq)\n",
    "df_word_frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_word_frequency = pd.DataFrame()\n",
    "df_word_frequency[\"word\"]=[]\n",
    "df_word_frequency[\"f\"]=[]\n",
    "df_word_frequency[\"chars\"]=[]\n",
    "\n",
    "total_word_sq = 0\n",
    "for i in set(token):\n",
    "    df_word_frequency.loc[i,'word'] = i\n",
    "    df_word_frequency.loc[i,'f'] = token.count(i)\n",
    "    df_word_frequency.loc[i,'chars'] = len(i)\n",
    "    total_word_sq += np.power(token.count(i),2)\n",
    "f06 = 1e4*(total_word_sq-f01)/float(np.power(f01,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18844.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df_word_frequency['chars']*df_word_frequency['f'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## reeeeeee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentence = \"ฉันอยากกิน soup salmon จุง!\\\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~\\\\\"\n",
    "\n",
    "len(re.findall('[a-zA-Z]',sentence))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ั',\n",
       " 'ิ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " 'ุ',\n",
       " '!',\n",
       " '\"',\n",
       " '#',\n",
       " '$',\n",
       " '%',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '<',\n",
       " '=',\n",
       " '>',\n",
       " '?',\n",
       " '@',\n",
       " '[',\n",
       " '\\\\',\n",
       " ']',\n",
       " '^',\n",
       " '`',\n",
       " '{',\n",
       " '|',\n",
       " '}',\n",
       " '~']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall('\\W', sentence)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['!',\n",
       " '\"',\n",
       " '#',\n",
       " '$',\n",
       " '%',\n",
       " '&',\n",
       " \"'\",\n",
       " '(',\n",
       " ')',\n",
       " '*',\n",
       " '+',\n",
       " ',',\n",
       " '-',\n",
       " '.',\n",
       " '/',\n",
       " ':',\n",
       " ';',\n",
       " '<',\n",
       " '=',\n",
       " '>',\n",
       " '?',\n",
       " '@',\n",
       " '[',\n",
       " ']',\n",
       " '^',\n",
       " '_',\n",
       " '`',\n",
       " '{',\n",
       " '|',\n",
       " '}',\n",
       " '~']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall('[!\\\"#$%&\\'()*+,-./:;<=>?@[\\]^_`{|}~]', sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### thai chars\n",
    "\n",
    "[utf8](https://stackoverflow.com/questions/38615740/regular-expression-to-accept-all-thai-characters-and-english-letters-in-python)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(re.findall('[\\u0E00-\\u0E4F]',sentence))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### white space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[' ', ' ', ' ']"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall('\\s',sentence)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# POS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "188"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pos)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'กระอักเลือด'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token[188]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('ขอบคุณ', 'NOUN'),\n",
       " ('ที่', 'SCONJ'),\n",
       " ('ติดตาม', 'VERB'),\n",
       " ('จ้า', 'NOUN'),\n",
       " ('พิมพ์', 'NOUN'),\n",
       " ('ผิด', 'VERB'),\n",
       " ('ขออภัย', 'NOUN'),\n",
       " ('นะ', 'PART'),\n",
       " ('คะ', 'PART'),\n",
       " ('\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n', 'ADV'),\n",
       " ('<s/>', 'PUNCT')]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos[187]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('บัดนี้', 'CCONJ'),\n",
       " ('สีหน้า', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('ท่าทาง', 'NOUN'),\n",
       " ('ของ', 'ADP'),\n",
       " ('เขา', 'PRON'),\n",
       " ('กลับ', 'VERB'),\n",
       " ('มา', 'VERB'),\n",
       " ('กระหายเลือด', 'VERB'),\n",
       " ('อีก', 'ADV'),\n",
       " ('ครั้ง', 'NOUN'),\n",
       " ('และ', 'CCONJ'),\n",
       " ('รุนแรง', 'VERB'),\n",
       " ('มาก', 'ADV'),\n",
       " ('กว่า', 'ADV'),\n",
       " ('เก่า', 'VERB'),\n",
       " ('จน', 'SCONJ'),\n",
       " ('อาบู', 'VERB'),\n",
       " ('โตะ', 'NOUN'),\n",
       " ('เพื่อนสนิท', 'ADJ'),\n",
       " ('ของ', 'ADP'),\n",
       " ('เขา', 'PRON'),\n",
       " ('เอง', 'DET'),\n",
       " ('ยัง', 'AUX'),\n",
       " ('กังวล', 'VERB'),\n",
       " ('เพราะ', 'SCONJ'),\n",
       " ('คา', 'NOUN'),\n",
       " ('มุ', 'NOUN'),\n",
       " ('อิ', 'NOUN'),\n",
       " ('บ้าระห่ำ', 'VERB'),\n",
       " ('มาก', 'ADV'),\n",
       " ('กว่า', 'ADV'),\n",
       " ('เดิม', 'NOUN'),\n",
       " ('หลาย', 'ADV'),\n",
       " ('เท่า', 'NOUN'),\n",
       " ('\"', 'PUNCT'),\n",
       " ('แล้ว', 'CCONJ'),\n",
       " ('นี่', 'PART'),\n",
       " ('หัวหน้า', 'NOUN'),\n",
       " ('จะ', 'AUX'),\n",
       " ('ไป', 'VERB'),\n",
       " ('รับ', 'VERB'),\n",
       " ('น้องสาว', 'NOUN'),\n",
       " ('ถึง', 'ADP'),\n",
       " ('<s/>', 'PUNCT'),\n",
       " ('รร.', 'VERB'),\n",
       " ('อีก', 'ADV'),\n",
       " ('เหรอ', 'NOUN'),\n",
       " ('?\"', 'NOUN'),\n",
       " ('<s/>', 'PUNCT')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'NOUN'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pos[1][1][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "  \t"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "char = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "POS_type = ['ADP','ADJ','AUX','DET', 'PUNCT','SCONJ','PRON','CCONJ','ADV','SYM', 'X', 'INTJ','NOUN', 'PROPN', 'NUM', 'VERB', 'PART']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(POS_type)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stylometric features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "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>word</th>\n",
       "      <th>f</th>\n",
       "      <th>chars</th>\n",
       "      <th>english_chars</th>\n",
       "      <th>thai_chars</th>\n",
       "      <th>thai_num</th>\n",
       "      <th>digit_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>หนัก</th>\n",
       "      <td>หนัก</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ท้อง</th>\n",
       "      <td>ท้อง</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ไหล</th>\n",
       "      <td>ไหล</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ว่าแต่ว่า</th>\n",
       "      <td>ว่าแต่ว่า</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โวยวาย</th>\n",
       "      <td>โวยวาย</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เจ้าพวก</th>\n",
       "      <td>เจ้าพวก</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สาม</th>\n",
       "      <td>สาม</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โทษ</th>\n",
       "      <td>โทษ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>แก้ตัว</th>\n",
       "      <td>แก้ตัว</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สะอื้น</th>\n",
       "      <td>สะอื้น</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>นอน</th>\n",
       "      <td>นอน</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ชิเงะชิ</th>\n",
       "      <td>ชิเงะชิ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>หมาย</th>\n",
       "      <td>หมาย</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สั่ง</th>\n",
       "      <td>สั่ง</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เช้า</th>\n",
       "      <td>เช้า</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โอนอ่อน</th>\n",
       "      <td>โอนอ่อน</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>รุม</th>\n",
       "      <td>รุม</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คุณคามุอิคะ</th>\n",
       "      <td>คุณคามุอิคะ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ใบ</th>\n",
       "      <td>ใบ</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>กัด</th>\n",
       "      <td>กัด</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>บ่อย</th>\n",
       "      <td>บ่อย</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>น้ำ</th>\n",
       "      <td>น้ำ</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ฮิจิคาตะชัก</th>\n",
       "      <td>ฮิจิคาตะชัก</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>บัด</th>\n",
       "      <td>บัด</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>นัก</th>\n",
       "      <td>นัก</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คาซึ</th>\n",
       "      <td>คาซึ</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>หรอก</th>\n",
       "      <td>หรอก</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>อ้อม</th>\n",
       "      <td>อ้อม</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ผล็อย</th>\n",
       "      <td>ผล็อย</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โอบกอด</th>\n",
       "      <td>โอบกอด</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สวยงาม</th>\n",
       "      <td>สวยงาม</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ก้ม</th>\n",
       "      <td>ก้ม</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ลุก</th>\n",
       "      <td>ลุก</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สอง</th>\n",
       "      <td>สอง</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ใจหายใจคว่ำ</th>\n",
       "      <td>ใจหายใจคว่ำ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ยศศักดิ์</th>\n",
       "      <td>ยศศักดิ์</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ซึ</th>\n",
       "      <td>ซึ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เงิน</th>\n",
       "      <td>เงิน</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>บอ</th>\n",
       "      <td>บอ</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เลือด</th>\n",
       "      <td>เลือด</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>กลาง</th>\n",
       "      <td>กลาง</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ยอม</th>\n",
       "      <td>ยอม</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>!</th>\n",
       "      <td>!</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ซึ่ง</th>\n",
       "      <td>ซึ่ง</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โอกาส</th>\n",
       "      <td>โอกาส</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>จริง</th>\n",
       "      <td>จริง</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สามารถ</th>\n",
       "      <td>สามารถ</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>เลือก</th>\n",
       "      <td>เลือก</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>จำเป็น</th>\n",
       "      <td>จำเป็น</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>สมาชิก</th>\n",
       "      <td>สมาชิก</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>อากาศ</th>\n",
       "      <td>อากาศ</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ตีอก</th>\n",
       "      <td>ตีอก</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ด</th>\n",
       "      <td>ด</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>?</th>\n",
       "      <td>?</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ชา</th>\n",
       "      <td>ชา</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โซโยะจัง</th>\n",
       "      <td>โซโยะจัง</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ห้าม</th>\n",
       "      <td>ห้าม</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>โกะ</th>\n",
       "      <td>โกะ</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>หอม</th>\n",
       "      <td>หอม</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>คามุอินิ่ง</th>\n",
       "      <td>คามุอินิ่ง</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1024 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    word     f  chars  english_chars  thai_chars  thai_num  \\\n",
       "หนัก                หนัก   2.0    4.0            0.0         4.0       0.0   \n",
       "ท้อง                ท้อง   1.0    4.0            0.0         4.0       0.0   \n",
       "ไหล                  ไหล   2.0    3.0            0.0         3.0       0.0   \n",
       "ว่าแต่ว่า      ว่าแต่ว่า   1.0    9.0            0.0         9.0       0.0   \n",
       "โวยวาย            โวยวาย   1.0    6.0            0.0         6.0       0.0   \n",
       "เจ้าพวก          เจ้าพวก   1.0    7.0            0.0         7.0       0.0   \n",
       "สาม                  สาม   2.0    3.0            0.0         3.0       0.0   \n",
       "โทษ                  โทษ   1.0    3.0            0.0         3.0       0.0   \n",
       "แก้ตัว            แก้ตัว   1.0    6.0            0.0         6.0       0.0   \n",
       "สะอื้น            สะอื้น   1.0    6.0            0.0         6.0       0.0   \n",
       "นอน                  นอน  11.0    3.0            0.0         3.0       0.0   \n",
       "ชิเงะชิ          ชิเงะชิ   1.0    7.0            0.0         7.0       0.0   \n",
       "หมาย                หมาย   1.0    4.0            0.0         4.0       0.0   \n",
       "สั่ง                สั่ง   1.0    4.0            0.0         4.0       0.0   \n",
       "เช้า                เช้า   3.0    4.0            0.0         4.0       0.0   \n",
       "โอนอ่อน          โอนอ่อน   1.0    7.0            0.0         7.0       0.0   \n",
       "รุม                  รุม   1.0    3.0            0.0         3.0       0.0   \n",
       "คุณคามุอิคะ  คุณคามุอิคะ   1.0   11.0            0.0        11.0       0.0   \n",
       "ใบ                    ใบ   4.0    2.0            0.0         2.0       0.0   \n",
       "กัด                  กัด   1.0    3.0            0.0         3.0       0.0   \n",
       "บ่อย                บ่อย   1.0    4.0            0.0         4.0       0.0   \n",
       "น้ำ                  น้ำ   8.0    3.0            0.0         3.0       0.0   \n",
       "ฮิจิคาตะชัก  ฮิจิคาตะชัก   1.0   11.0            0.0        11.0       0.0   \n",
       "บัด                  บัด   1.0    3.0            0.0         3.0       0.0   \n",
       "นัก                  นัก   4.0    3.0            0.0         3.0       0.0   \n",
       "คาซึ                คาซึ   2.0    4.0            0.0         4.0       0.0   \n",
       "หรอก                หรอก   8.0    4.0            0.0         4.0       0.0   \n",
       "อ้อม                อ้อม   1.0    4.0            0.0         4.0       0.0   \n",
       "ผล็อย              ผล็อย   1.0    5.0            0.0         5.0       0.0   \n",
       "โอบกอด            โอบกอด   1.0    6.0            0.0         6.0       0.0   \n",
       "...                  ...   ...    ...            ...         ...       ...   \n",
       "สวยงาม            สวยงาม   1.0    6.0            0.0         6.0       0.0   \n",
       "ก้ม                  ก้ม   2.0    3.0            0.0         3.0       0.0   \n",
       "ลุก                  ลุก   6.0    3.0            0.0         3.0       0.0   \n",
       "สอง                  สอง   8.0    3.0            0.0         3.0       0.0   \n",
       "ใจหายใจคว่ำ  ใจหายใจคว่ำ   1.0   11.0            0.0        11.0       0.0   \n",
       "ยศศักดิ์        ยศศักดิ์   1.0    8.0            0.0         8.0       0.0   \n",
       "ซึ                    ซึ   1.0    2.0            0.0         2.0       0.0   \n",
       "เงิน                เงิน   1.0    4.0            0.0         4.0       0.0   \n",
       "บอ                    บอ   1.0    2.0            0.0         2.0       0.0   \n",
       "เลือด              เลือด   5.0    5.0            0.0         5.0       0.0   \n",
       "กลาง                กลาง   3.0    4.0            0.0         4.0       0.0   \n",
       "ยอม                  ยอม  15.0    3.0            0.0         3.0       0.0   \n",
       "!                      !  13.0    1.0            0.0         0.0       0.0   \n",
       "ซึ่ง                ซึ่ง  10.0    4.0            0.0         4.0       0.0   \n",
       "โอกาส              โอกาส   2.0    5.0            0.0         5.0       0.0   \n",
       "จริง                จริง   5.0    4.0            0.0         4.0       0.0   \n",
       "สามารถ            สามารถ   7.0    6.0            0.0         6.0       0.0   \n",
       "เลือก              เลือก   7.0    5.0            0.0         5.0       0.0   \n",
       "จำเป็น            จำเป็น   1.0    6.0            0.0         6.0       0.0   \n",
       "สมาชิก            สมาชิก   1.0    6.0            0.0         6.0       0.0   \n",
       "อากาศ              อากาศ   2.0    5.0            0.0         5.0       0.0   \n",
       "ตีอก                ตีอก   1.0    4.0            0.0         4.0       0.0   \n",
       "ด                      ด   1.0    1.0            0.0         1.0       0.0   \n",
       "?                      ?  23.0    1.0            0.0         0.0       0.0   \n",
       "ชา                    ชา   2.0    2.0            0.0         2.0       0.0   \n",
       "โซโยะจัง        โซโยะจัง   1.0    8.0            0.0         8.0       0.0   \n",
       "ห้าม                ห้าม   3.0    4.0            0.0         4.0       0.0   \n",
       "โกะ                  โกะ   3.0    3.0            0.0         3.0       0.0   \n",
       "หอม                  หอม   2.0    3.0            0.0         3.0       0.0   \n",
       "คามุอินิ่ง    คามุอินิ่ง   1.0   10.0            0.0        10.0       0.0   \n",
       "\n",
       "             digit_num  \n",
       "หนัก               0.0  \n",
       "ท้อง               0.0  \n",
       "ไหล                0.0  \n",
       "ว่าแต่ว่า          0.0  \n",
       "โวยวาย             0.0  \n",
       "เจ้าพวก            0.0  \n",
       "สาม                0.0  \n",
       "โทษ                0.0  \n",
       "แก้ตัว             0.0  \n",
       "สะอื้น             0.0  \n",
       "นอน                0.0  \n",
       "ชิเงะชิ            0.0  \n",
       "หมาย               0.0  \n",
       "สั่ง               0.0  \n",
       "เช้า               0.0  \n",
       "โอนอ่อน            0.0  \n",
       "รุม                0.0  \n",
       "คุณคามุอิคะ        0.0  \n",
       "ใบ                 0.0  \n",
       "กัด                0.0  \n",
       "บ่อย               0.0  \n",
       "น้ำ                0.0  \n",
       "ฮิจิคาตะชัก        0.0  \n",
       "บัด                0.0  \n",
       "นัก                0.0  \n",
       "คาซึ               0.0  \n",
       "หรอก               0.0  \n",
       "อ้อม               0.0  \n",
       "ผล็อย              0.0  \n",
       "โอบกอด             0.0  \n",
       "...                ...  \n",
       "สวยงาม             0.0  \n",
       "ก้ม                0.0  \n",
       "ลุก                0.0  \n",
       "สอง                0.0  \n",
       "ใจหายใจคว่ำ        0.0  \n",
       "ยศศักดิ์           0.0  \n",
       "ซึ                 0.0  \n",
       "เงิน               0.0  \n",
       "บอ                 0.0  \n",
       "เลือด              0.0  \n",
       "กลาง               0.0  \n",
       "ยอม                0.0  \n",
       "!                  0.0  \n",
       "ซึ่ง               0.0  \n",
       "โอกาส              0.0  \n",
       "จริง               0.0  \n",
       "สามารถ             0.0  \n",
       "เลือก              0.0  \n",
       "จำเป็น             0.0  \n",
       "สมาชิก             0.0  \n",
       "อากาศ              0.0  \n",
       "ตีอก               0.0  \n",
       "ด                  0.0  \n",
       "?                  0.0  \n",
       "ชา                 0.0  \n",
       "โซโยะจัง           0.0  \n",
       "ห้าม               0.0  \n",
       "โกะ                0.0  \n",
       "หอม                0.0  \n",
       "คามุอินิ่ง         0.0  \n",
       "\n",
       "[1024 rows x 7 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_word_frequency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas import DataFrame as df\n",
    "import re\n",
    "import string"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# N\n",
    "f01 = len(token)\n",
    "\n",
    "# V\n",
    "f02 = len(set(token))\n",
    "\n",
    "# Average word len\n",
    "sum_word_len = 0\n",
    "for i in token:\n",
    "    sum_word_len += len(i)\n",
    "f03 = sum_word_len/len(token)\n",
    "\n",
    "# sd of word len\n",
    "sum_sq_word_len = 0\n",
    "for i in token:\n",
    "    sum_sq_word_len += (len(i)-f03)**2\n",
    "f04 = np.sqrt(sum_sq_word_len)\n",
    "\n",
    "# V/N\n",
    "f05 = f02/f01\n",
    "\n",
    "# VR(K)\n",
    "df_word_frequency = pd.DataFrame()\n",
    "df_word_frequency[\"word\"]=[]\n",
    "df_word_frequency[\"f\"]=[]\n",
    "df_word_frequency[\"chars\"]=[]\n",
    "df_word_frequency[\"english_chars\"] = []\n",
    "df_word_frequency[\"thai_chars\"] = []\n",
    "df_word_frequency[\"thai_num\"] = []\n",
    "df_word_frequency[\"digit_num\"] = []\n",
    "df_word_frequency[\"special_chars\"] = []\n",
    "df_word_frequency[\"thai_vowel\"] = []\n",
    "\n",
    "\n",
    "total_word_sq = 0\n",
    "for i in set(token):\n",
    "    df_word_frequency.loc[i,'word'] = i\n",
    "    df_word_frequency.loc[i,'f'] = token.count(i)\n",
    "    df_word_frequency.loc[i,'chars'] = len(i)\n",
    "    df_word_frequency.loc[i,\"english_chars\"] = len(re.findall('[a-zA-Z]',i))\n",
    "    df_word_frequency.loc[i,\"thai_chars\"] = len(re.findall('[\\u0E00-\\u0E4F]',i))\n",
    "    df_word_frequency.loc[i,\"thai_num\"] = len(re.findall('[\\u0E50-\\u0E5B]',i))\n",
    "    df_word_frequency.loc[i,\"digit_num\"] = len(re.findall('[0-9]',i))\n",
    "    df_word_frequency.loc[i,\"special_chars\"] = len(re.findall('[!\\\"#$%&\\'()*+,-./:;<=>?@[\\]^_`{|}~]', i))\n",
    "    df_word_frequency.loc[i,\"thai_vowel\"] = len(re.findall('[\\u0E30-\\u0E4E]',i))\n",
    "    \n",
    "    total_word_sq += np.power(token.count(i),2)\n",
    "f06 = 1e4*(total_word_sq-f01)/float(np.power(f01,2))\n",
    "\n",
    "#VR(R)\n",
    "f07 = f02/np.sqrt(f01)\n",
    "\n",
    "# VR(C)\n",
    "f08 = np.log(f02)/np.log(f01)\n",
    "\n",
    "# VR(H)\n",
    "V1 =len(df_word_frequency[df_word_frequency['f']==1])\n",
    "f09 = 100*np.log(f01)/((1-V1)/f02)\n",
    "\n",
    "#VR(S)\n",
    "V2 = len(df_word_frequency[df_word_frequency['f']==2])\n",
    "f10 = V2/f02\n",
    "\n",
    "# VR(k)\n",
    "f11 = np.log(f02)/np.log(np.log(f01))\n",
    "\n",
    "# VR(LN)\n",
    "f12 = (1-f02**2)/(f02**2*np.log(f01))\n",
    "\n",
    "# Entropy of word freq distribution\n",
    "sum_entropy = 0.\n",
    "for i in range(len(df_word_frequency)):\n",
    "    val = df_word_frequency.iloc[i,2]\n",
    "    sum_entropy += (val/f01)*np.log(val/f01)\n",
    "    \n",
    "f13 = -100*sum_entropy\n",
    "\n",
    "# Total number of chars\n",
    "f14 = sum(df_word_frequency['f']*df_word_frequency['chars'])\n",
    "\n",
    "# frequency of alpha(english) chars\n",
    "f15 = sum(df_word_frequency['f']*df_word_frequency['english_chars'])\n",
    "\n",
    "# *frequency of thai chars\n",
    "f16 = sum(df_word_frequency['f']*df_word_frequency['thai_chars'])\n",
    "\n",
    "# *frequency of thai numeric\n",
    "f17 = sum(df_word_frequency['f']*df_word_frequency['thai_num'])\n",
    "\n",
    "# frequency of digitial numeric\n",
    "f18 = sum(df_word_frequency['f']*df_word_frequency['digit_num'])\n",
    "\n",
    "# frequency of special chars\n",
    "f19 = sum(df_word_frequency['f']*df_word_frequency['special_chars'])\n",
    "\n",
    "# frequency of white spaces\n",
    "f20 = len(re.findall('\\s',novel))\n",
    "\n",
    "# *frequency of thai vowel and tone mark\n",
    "f21 = sum(df_word_frequency['f']*df_word_frequency['thai_vowel'])\n",
    "\n",
    "# ratio alpha char (f15)\n",
    "f22 = f15/f14\n",
    "\n",
    "# ration thai chars \n",
    "f23 = f16/f14\n",
    "\n",
    "# ratio thai num\n",
    "f24 = f17/f14\n",
    "\n",
    "# ratio num \n",
    "f25 = f18/f14\n",
    "\n",
    "# ratio special chars\n",
    "f26 = f19/f14\n",
    "\n",
    "# ratio white spaces\n",
    "f27 = f20/f14\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18844.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(df_word_frequency['f']*df_word_frequency['chars'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "5**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9014919.755892416"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f02**2*np.log(f01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1048576"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f02**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.597297435657898"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(f01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5417"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.605170185988092"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.log(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "string.punctuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['\\n',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " ' ',\n",
       " '\\xa0',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n',\n",
       " '\\n']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "re.findall('\\s',novel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}