From 677ba817b2be8d720cc567b364a369ff91a90b95 Mon Sep 17 00:00:00 2001
From: zhang <zch921005@126.com>
Date: Sat, 9 Jul 2022 10:54:54 +0800
Subject: wordpiece

---
 .../bert/tutorials/03_bert_input_embedding.py      |    4 +-
 .../tutorials/04_subword_wordpiece_tokenizer.ipynb | 6115 ++++++++++++++++++++
 2 files changed, 6116 insertions(+), 3 deletions(-)
 create mode 100644 fine_tune/bert/tutorials/04_subword_wordpiece_tokenizer.ipynb

diff --git a/fine_tune/bert/tutorials/03_bert_input_embedding.py b/fine_tune/bert/tutorials/03_bert_input_embedding.py
index 7a58db3..95da9ef 100644
--- a/fine_tune/bert/tutorials/03_bert_input_embedding.py
+++ b/fine_tune/bert/tutorials/03_bert_input_embedding.py
@@ -17,6 +17,4 @@ model_input = tokenizer(test_sent, return_tensors='pt')
 
 model.eval()
 with torch.no_grad():
-    output = model(**model_input)
-
-nn.MultiheadAttention
\ No newline at end of file
+    output = model(**model_input)
\ No newline at end of file
diff --git a/fine_tune/bert/tutorials/04_subword_wordpiece_tokenizer.ipynb b/fine_tune/bert/tutorials/04_subword_wordpiece_tokenizer.ipynb
new file mode 100644
index 0000000..b86f5a7
--- /dev/null
+++ b/fine_tune/bert/tutorials/04_subword_wordpiece_tokenizer.ipynb
@@ -0,0 +1,6115 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:48:50.247468Z",
+     "start_time": "2022-07-09T02:48:50.244431Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "s1 = 'albums sold 124443286539 copies'\n",
+    "s2 = 'technically perfect, melodically correct'\n",
+    "s3 = 'featuring a previously unheard track'\n",
+    "s4 = 'bestselling music artist'\n",
+    "s5 = 's1 d1 o1 and o2'\n",
+    "s6 = 'asbofwheohwbeif'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:28:16.211451Z",
+     "start_time": "2022-07-09T02:28:16.209738Z"
+    }
+   },
+   "source": [
+    "### 0. 实例化 tokenizer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:42:32.975723Z",
+     "start_time": "2022-07-09T02:42:25.656501Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from transformers import BertTokenizer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:42:42.052968Z",
+     "start_time": "2022-07-09T02:42:34.071473Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "model_name = 'bert-base-uncased'\n",
+    "tokenizer = BertTokenizer.from_pretrained(model_name)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. vocab"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- tokenizer.vocab vs. tokenizer.ids_to_tokens\n",
+    "- len(tokenizer.vocab) == 30522"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:43:53.672683Z",
+     "start_time": "2022-07-09T02:43:53.670232Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# tokenizer.vocab\n",
+    "# tokenizer.ids_to_tokens"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:43:27.055307Z",
+     "start_time": "2022-07-09T02:43:27.050585Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "30522"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(tokenizer.vocab)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:43:35.493500Z",
+     "start_time": "2022-07-09T02:43:35.489465Z"
+    },
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "100"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tokenizer.vocab['[UNK]']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:48:01.375569Z",
+     "start_time": "2022-07-09T02:48:01.371231Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['best', '##sell', '##ing']"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tokenizer.tokenize('bestselling')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:51:31.053715Z",
+     "start_time": "2022-07-09T02:51:30.100811Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##s\n",
+      "##a\n",
+      "##e\n",
+      "##i\n",
+      "##ing\n",
+      "##n\n",
+      "##o\n",
+      "##d\n",
+      "##ed\n",
+      "##r\n",
+      "##y\n",
+      "##t\n",
+      "##er\n",
+      "##ly\n",
+      "##l\n",
+      "##m\n",
+      "##u\n",
+      "##es\n",
+      "##h\n",
+      "##on\n",
+      "##k\n",
+      "##us\n",
+      "##c\n",
+      "##g\n",
+      "##an\n",
+      "##p\n",
+      "##en\n",
+      "##in\n",
+      "##man\n",
+      "##al\n",
+      "##ia\n",
+      "##2\n",
+      "##z\n",
+      "##is\n",
+      "##1\n",
+      "##b\n",
+      "##3\n",
+      "##ra\n",
+      "##na\n",
+      "##ers\n",
+      "##f\n",
+      "##4\n",
+      "##le\n",
+      "##6\n",
+      "##7\n",
+      "##ic\n",
+      "##x\n",
+      "##v\n",
+      "##te\n",
+      "##8\n",
+      "##5\n",
+      "##ne\n",
+      "##ie\n",
+      "##ton\n",
+      "##9\n",
+      "##0\n",
+      "##ta\n",
+      "##th\n",
+      "##la\n",
+      "##ness\n",
+      "##ch\n",
+      "##um\n",
+      "##da\n",
+      "##ry\n",
+      "##w\n",
+      "##ma\n",
+      "##rs\n",
+      "##el\n",
+      "##re\n",
+      "##os\n",
+      "##ar\n",
+      "##ka\n",
+      "##ist\n",
+      "##ian\n",
+      "##or\n",
+      "##ism\n",
+      "##ling\n",
+      "##ity\n",
+      "##as\n",
+      "##ley\n",
+      "##ted\n",
+      "##ng\n",
+      "##ville\n",
+      "##able\n",
+      "##ri\n",
+      "##ies\n",
+      "##land\n",
+      "##ur\n",
+      "##ya\n",
+      "##ine\n",
+      "##de\n",
+      "##ki\n",
+      "##ts\n",
+      "##ro\n",
+      "##less\n",
+      "##ey\n",
+      "##ion\n",
+      "##ha\n",
+      "##am\n",
+      "##ter\n",
+      "##ge\n",
+      "##ll\n",
+      "##se\n",
+      "##st\n",
+      "##ation\n",
+      "##nt\n",
+      "##son\n",
+      "##et\n",
+      "##ce\n",
+      "##to\n",
+      "##ting\n",
+      "##ble\n",
+      "##ke\n",
+      "##ni\n",
+      "##j\n",
+      "##tion\n",
+      "##ham\n",
+      "##ive\n",
+      "##do\n",
+      "##ca\n",
+      "##men\n",
+      "##ized\n",
+      "##ous\n",
+      "##va\n",
+      "##id\n",
+      "##co\n",
+      "##ck\n",
+      "##ns\n",
+      "##no\n",
+      "##ga\n",
+      "##li\n",
+      "##ment\n",
+      "##ba\n",
+      "##ner\n",
+      "##ko\n",
+      "##ate\n",
+      "##io\n",
+      "##wood\n",
+      "##led\n",
+      "##ty\n",
+      "##ve\n",
+      "##sa\n",
+      "##by\n",
+      "##ier\n",
+      "##ti\n",
+      "##field\n",
+      "##ford\n",
+      "##ja\n",
+      "##ler\n",
+      "##ally\n",
+      "##ina\n",
+      "##ization\n",
+      "##ful\n",
+      "##go\n",
+      "##il\n",
+      "##at\n",
+      "##hi\n",
+      "##berg\n",
+      "##der\n",
+      "##sh\n",
+      "##rd\n",
+      "##lin\n",
+      "##lo\n",
+      "##ot\n",
+      "##za\n",
+      "##q\n",
+      "##me\n",
+      "##ius\n",
+      "##line\n",
+      "##den\n",
+      "##it\n",
+      "##wa\n",
+      "##ad\n",
+      "##ite\n",
+      "##que\n",
+      "##ard\n",
+      "##les\n",
+      "##ff\n",
+      "##tor\n",
+      "##age\n",
+      "##di\n",
+      "##ir\n",
+      "##mi\n",
+      "##est\n",
+      "##ria\n",
+      "##ze\n",
+      "##well\n",
+      "##ated\n",
+      "##ee\n",
+      "##ah\n",
+      "##ji\n",
+      "##ov\n",
+      "##pa\n",
+      "##ish\n",
+      "##ps\n",
+      "##tes\n",
+      "##lla\n",
+      "##way\n",
+      "##house\n",
+      "##tic\n",
+      "##ger\n",
+      "##un\n",
+      "##ant\n",
+      "##burg\n",
+      "##ura\n",
+      "##town\n",
+      "##ding\n",
+      "##tte\n",
+      "##ping\n",
+      "##ize\n",
+      "##ay\n",
+      "##ging\n",
+      "##ol\n",
+      "##ss\n",
+      "##ent\n",
+      "##tt\n",
+      "##be\n",
+      "##ky\n",
+      "##ak\n",
+      "##ial\n",
+      "##han\n",
+      "##per\n",
+      "##nd\n",
+      "##ls\n",
+      "##ai\n",
+      "##au\n",
+      "##ny\n",
+      "##ring\n",
+      "##ut\n",
+      "##bury\n",
+      "##kin\n",
+      "##ron\n",
+      "##head\n",
+      "##ow\n",
+      "##ium\n",
+      "##mer\n",
+      "##pe\n",
+      "##sen\n",
+      "##ong\n",
+      "##ised\n",
+      "##bo\n",
+      "##ds\n",
+      "##ists\n",
+      "##ries\n",
+      "##dy\n",
+      "##ana\n",
+      "##worth\n",
+      "##ide\n",
+      "##ea\n",
+      "##ms\n",
+      "##nes\n",
+      "##don\n",
+      "##ku\n",
+      "##gan\n",
+      "##mo\n",
+      "##pur\n",
+      "##ul\n",
+      "##si\n",
+      "##rt\n",
+      "##ell\n",
+      "##om\n",
+      "##he\n",
+      "##ure\n",
+      "##ara\n",
+      "##che\n",
+      "##ney\n",
+      "##zed\n",
+      "##chi\n",
+      "##ik\n",
+      "##ker\n",
+      "##ski\n",
+      "##ini\n",
+      "##ran\n",
+      "##tone\n",
+      "##ica\n",
+      "##jo\n",
+      "##ise\n",
+      "##ung\n",
+      "##ning\n",
+      "##red\n",
+      "##ux\n",
+      "##gh\n",
+      "##hip\n",
+      "##gs\n",
+      "##dale\n",
+      "##bi\n",
+      "##one\n",
+      "##ons\n",
+      "##ary\n",
+      "##ang\n",
+      "##ue\n",
+      "##cy\n",
+      "##ors\n",
+      "##ped\n",
+      "##ber\n",
+      "##and\n",
+      "##ore\n",
+      "##ks\n",
+      "##im\n",
+      "##ded\n",
+      "##vi\n",
+      "##ino\n",
+      "##tz\n",
+      "##tan\n",
+      "##lan\n",
+      "##mann\n",
+      "##tus\n",
+      "##zi\n",
+      "##out\n",
+      "##ating\n",
+      "##gi\n",
+      "##gate\n",
+      "##sky\n",
+      "##water\n",
+      "##her\n",
+      "##nce\n",
+      "##bs\n",
+      "##ek\n",
+      "##tta\n",
+      "##back\n",
+      "##more\n",
+      "##ged\n",
+      "##tive\n",
+      "##izing\n",
+      "##ola\n",
+      "##yn\n",
+      "##res\n",
+      "##idae\n",
+      "##cing\n",
+      "##ens\n",
+      "##ii\n",
+      "##des\n",
+      "##cs\n",
+      "##shi\n",
+      "##sis\n",
+      "##work\n",
+      "##ft\n",
+      "##nia\n",
+      "##van\n",
+      "##lle\n",
+      "##ster\n",
+      "##board\n",
+      "##up\n",
+      "##zer\n",
+      "##gy\n",
+      "##ver\n",
+      "##ac\n",
+      "##ious\n",
+      "##bly\n",
+      "##ied\n",
+      "##su\n",
+      "##vin\n",
+      "##bridge\n",
+      "##ld\n",
+      "##port\n",
+      "##ram\n",
+      "##ities\n",
+      "##ving\n",
+      "##je\n",
+      "##logy\n",
+      "##sm\n",
+      "##tra\n",
+      "##so\n",
+      "##sy\n",
+      "##ora\n",
+      "##ten\n",
+      "##istic\n",
+      "##ics\n",
+      "##ok\n",
+      "##ming\n",
+      "##ett\n",
+      "##ily\n",
+      "##ita\n",
+      "##tors\n",
+      "##ct\n",
+      "##ice\n",
+      "##lia\n",
+      "##em\n",
+      "##isation\n",
+      "##ance\n",
+      "##rin\n",
+      "##ye\n",
+      "##kar\n",
+      "##ened\n",
+      "##ae\n",
+      "##ua\n",
+      "##sk\n",
+      "##ano\n",
+      "##vo\n",
+      "##zing\n",
+      "##ach\n",
+      "##ev\n",
+      "##ology\n",
+      "##ud\n",
+      "##ata\n",
+      "##ick\n",
+      "##ho\n",
+      "##ese\n",
+      "##ru\n",
+      "##rum\n",
+      "##rn\n",
+      "##king\n",
+      "##gar\n",
+      "##zo\n",
+      "##ered\n",
+      "##lis\n",
+      "##dae\n",
+      "##rian\n",
+      "##po\n",
+      "##lli\n",
+      "##ci\n",
+      "##era\n",
+      "##gen\n",
+      "##tti\n",
+      "##sed\n",
+      "##ris\n",
+      "##ves\n",
+      "##ans\n",
+      "##uk\n",
+      "##oy\n",
+      "##hu\n",
+      "##fa\n",
+      "##ible\n",
+      "##ich\n",
+      "##yan\n",
+      "##tory\n",
+      "##ians\n",
+      "##ula\n",
+      "##ins\n",
+      "##ani\n",
+      "##sson\n",
+      "##lt\n",
+      "##hill\n",
+      "##ova\n",
+      "##ston\n",
+      "##ao\n",
+      "##light\n",
+      "##ou\n",
+      "##net\n",
+      "##llo\n",
+      "##ved\n",
+      "##wick\n",
+      "##ned\n",
+      "##nan\n",
+      "##ane\n",
+      "##off\n",
+      "##dra\n",
+      "##ys\n",
+      "##ric\n",
+      "##time\n",
+      "##hn\n",
+      "##ery\n",
+      "##tis\n",
+      "##hl\n",
+      "##pers\n",
+      "##ros\n",
+      "##op\n",
+      "##side\n",
+      "##ties\n",
+      "##rie\n",
+      "##sha\n",
+      "##mm\n",
+      "##ball\n",
+      "##ren\n",
+      "##lus\n",
+      "##cia\n",
+      "##ening\n",
+      "##ique\n",
+      "##ei\n",
+      "##shire\n",
+      "##ock\n",
+      "##ire\n",
+      "##gon\n",
+      "##wan\n",
+      "##cher\n",
+      "##ical\n",
+      "##let\n",
+      "##cha\n",
+      "##fer\n",
+      "##ken\n",
+      "##fish\n",
+      "##ction\n",
+      "##ika\n",
+      "##tar\n",
+      "##med\n",
+      "##ette\n",
+      "##mus\n",
+      "##ites\n",
+      "##tin\n",
+      "##lu\n",
+      "##ix\n",
+      "##ward\n",
+      "##dar\n",
+      "##nts\n",
+      "##yo\n",
+      "##py\n",
+      "##ched\n",
+      "##bach\n",
+      "##down\n",
+      "##fully\n",
+      "##mic\n",
+      "##od\n",
+      "##kov\n",
+      "##ivity\n",
+      "##°\n",
+      "##sing\n",
+      "##ters\n",
+      "##len\n",
+      "##ified\n",
+      "##lon\n",
+      "##oon\n",
+      "##mes\n",
+      "##over\n",
+      "##dan\n",
+      "##mar\n",
+      "##ington\n",
+      "##ona\n",
+      "##ere\n",
+      "##cus\n",
+      "##ab\n",
+      "##lock\n",
+      "##ira\n",
+      "##hs\n",
+      "##vic\n",
+      "##ala\n",
+      "##tre\n",
+      "##ular\n",
+      "##ral\n",
+      "##rus\n",
+      "##ias\n",
+      "##sey\n",
+      "##fe\n",
+      "##wn\n",
+      "##ess\n",
+      "##ew\n",
+      "##dor\n",
+      "##ering\n",
+      "##sley\n",
+      "##ig\n",
+      "##ability\n",
+      "##lar\n",
+      "##burn\n",
+      "##rk\n",
+      "##my\n",
+      "##nie\n",
+      "##ser\n",
+      "##heim\n",
+      "##ware\n",
+      "##ama\n",
+      "##ative\n",
+      "##pin\n",
+      "##hr\n",
+      "##all\n",
+      "##ain\n",
+      "##ked\n",
+      "##feld\n",
+      "##ration\n",
+      "##ven\n",
+      "##our\n",
+      "##ments\n",
+      "##har\n",
+      "##ras\n",
+      "##ena\n",
+      "##ban\n",
+      "##pi\n",
+      "##mon\n",
+      "##₂\n",
+      "##ably\n",
+      "##bar\n",
+      "##nik\n",
+      "##low\n",
+      "##bed\n",
+      "##bus\n",
+      "##bert\n",
+      "##ress\n",
+      "##tha\n",
+      "##ska\n",
+      "##ches\n",
+      "##point\n",
+      "##jan\n",
+      "##ella\n",
+      "##bin\n",
+      "##art\n",
+      "##ada\n",
+      "##ges\n",
+      "##ching\n",
+      "##ets\n",
+      "##ph\n",
+      "##ome\n",
+      "##sia\n",
+      "##lay\n",
+      "##ari\n",
+      "##ag\n",
+      "##ions\n",
+      "##yl\n",
+      "##ates\n",
+      "##las\n",
+      "##ida\n",
+      "##tu\n",
+      "##ax\n",
+      "##non\n",
+      "##we\n",
+      "##ord\n",
+      "##bility\n",
+      "##use\n",
+      "##du\n",
+      "##bu\n",
+      "##maker\n",
+      "##ses\n",
+      "##view\n",
+      "##mate\n",
+      "##ec\n",
+      "##ill\n",
+      "##stein\n",
+      "##rat\n",
+      "##ings\n",
+      "##ides\n",
+      "##ene\n",
+      "##und\n",
+      "##og\n",
+      "##lands\n",
+      "##book\n",
+      "##chen\n",
+      "##ologist\n",
+      "##con\n",
+      "##bel\n",
+      "##ack\n",
+      "##master\n",
+      "##nic\n",
+      "##iya\n",
+      "##din\n",
+      "##mp\n",
+      "##ert\n",
+      "##hon\n",
+      "##lie\n",
+      "##ify\n",
+      "##box\n",
+      "##eo\n",
+      "##ual\n",
+      "##san\n",
+      "##osa\n",
+      "##itz\n",
+      "##ator\n",
+      "##hal\n",
+      "##fi\n",
+      "##das\n",
+      "##00\n",
+      "##ulated\n",
+      "##oe\n",
+      "##uous\n",
+      "##ith\n",
+      "##nda\n",
+      "##nk\n",
+      "##ugh\n",
+      "##nis\n",
+      "##aki\n",
+      "##ath\n",
+      "##bird\n",
+      "##com\n",
+      "##ien\n",
+      "##hood\n",
+      "##bad\n",
+      "##war\n",
+      "##ification\n",
+      "##dia\n",
+      "##via\n",
+      "##xi\n",
+      "##els\n",
+      "##zar\n",
+      "##mal\n",
+      "##ceae\n",
+      "##hed\n",
+      "##gue\n",
+      "##tal\n",
+      "##nell\n",
+      "##zy\n",
+      "##cker\n",
+      "##ju\n",
+      "##kan\n",
+      "##ovic\n",
+      "##wi\n",
+      "##sta\n",
+      "##tv\n",
+      "##lly\n",
+      "##stone\n",
+      "##ose\n",
+      "##urs\n",
+      "##cies\n",
+      "##del\n",
+      "##rated\n",
+      "##iel\n",
+      "##zation\n",
+      "##tto\n",
+      "##tions\n",
+      "##tle\n",
+      "##cal\n",
+      "##bank\n",
+      "##dal\n",
+      "##ule\n",
+      "##oid\n",
+      "##works\n",
+      "##nation\n",
+      "##wing\n",
+      "##ap\n",
+      "##ws\n",
+      "##mas\n",
+      "##can\n",
+      "##sville\n",
+      "##ez\n",
+      "##gle\n",
+      "##ising\n",
+      "##sco\n",
+      "##ado\n",
+      "##illa\n",
+      "##pp\n",
+      "##ncy\n",
+      "##ridge\n",
+      "##ray\n",
+      "##ale\n",
+      "##ile\n",
+      "##cc\n",
+      "##rio\n",
+      "##uri\n",
+      "##away\n",
+      "##ulation\n",
+      "##tie\n",
+      "##nna\n",
+      "##una\n",
+      "##dom\n",
+      "##oo\n",
+      "##ima\n",
+      "##tein\n",
+      "##ces\n",
+      "##oma\n",
+      "##wall\n",
+      "##mont\n",
+      "##lyn\n",
+      "##ade\n",
+      "##ship\n",
+      "##yne\n",
+      "##kes\n",
+      "##shan\n",
+      "##orn\n",
+      "##gal\n",
+      "##sburg\n",
+      "##brook\n",
+      "##bling\n",
+      "##iro\n",
+      "##pm\n",
+      "##pan\n",
+      "##zu\n",
+      "##berry\n",
+      "##horn\n",
+      "##als\n",
+      "##zhou\n",
+      "##cio\n",
+      "##une\n",
+      "##bc\n",
+      "##ids\n",
+      "##hus\n",
+      "##tel\n",
+      "##mie\n",
+      "##list\n",
+      "##phone\n",
+      "##ulate\n",
+      "##ography\n",
+      "##ole\n",
+      "##hall\n",
+      "##cho\n",
+      "##ree\n",
+      "##ensis\n",
+      "##inger\n",
+      "##esh\n",
+      "##room\n",
+      "##ito\n",
+      "##iness\n",
+      "##logical\n",
+      "##car\n",
+      "##min\n",
+      "##kh\n",
+      "##bra\n",
+      "##ori\n",
+      "##long\n",
+      "##ois\n",
+      "##izes\n",
+      "##stic\n",
+      "##oc\n",
+      "##nne\n",
+      "##ological\n",
+      "##mia\n",
+      "##win\n",
+      "##nte\n",
+      "##ence\n",
+      "##if\n",
+      "##iers\n",
+      "##yi\n",
+      "##cht\n",
+      "##woman\n",
+      "##val\n",
+      "##gne\n",
+      "##ui\n",
+      "##nus\n",
+      "##tine\n",
+      "##mel\n",
+      "##eau\n",
+      "##hen\n",
+      "##nen\n",
+      "##tas\n",
+      "##borough\n",
+      "##eon\n",
+      "##ode\n",
+      "##ory\n",
+      "##fl\n",
+      "##day\n",
+      "##а\n",
+      "##bal\n",
+      "##die\n",
+      "##lf\n",
+      "##fire\n",
+      "##lam\n",
+      "##born\n",
+      "##ees\n",
+      "##sar\n",
+      "##ex\n",
+      "##bb\n",
+      "##и\n",
+      "##fs\n",
+      "##wski\n",
+      "##af\n",
+      "##like\n",
+      "##dle\n",
+      "##fold\n",
+      "##pes\n",
+      "##aw\n",
+      "##usa\n",
+      "##rah\n",
+      "##lic\n",
+      "##craft\n",
+      "##ute\n",
+      "##tsu\n",
+      "##zen\n",
+      "##gia\n",
+      "##oa\n",
+      "##cion\n",
+      "##oi\n",
+      "##ati\n",
+      "##fied\n",
+      "##iest\n",
+      "##aro\n",
+      "##bing\n",
+      "##los\n",
+      "##ille\n",
+      "##illo\n",
+      "##end\n",
+      "##hurst\n",
+      "##yu\n",
+      "##dis\n",
+      "##row\n",
+      "##cast\n",
+      "##yer\n",
+      "##hy\n",
+      "##abad\n",
+      "##lee\n",
+      "##ela\n",
+      "##ines\n",
+      "##ough\n",
+      "##eus\n",
+      "##cks\n",
+      "##hin\n",
+      "##ben\n",
+      "##ato\n",
+      "##rg\n",
+      "##ero\n",
+      "##lor\n",
+      "##ami\n",
+      "##tch\n",
+      "##mark\n",
+      "##dine\n",
+      "##hart\n",
+      "##nn\n",
+      "##ave\n",
+      "##oni\n",
+      "##²\n",
+      "##ations\n",
+      "##tia\n",
+      "##cation\n",
+      "##logist\n",
+      "##ace\n",
+      "##ios\n",
+      "##vy\n",
+      "##var\n",
+      "##the\n",
+      "##igan\n",
+      "##tian\n",
+      "##10\n",
+      "##fication\n",
+      "##ple\n",
+      "##ller\n",
+      "##awa\n",
+      "##cu\n",
+      "##rm\n",
+      "##uch\n",
+      "##table\n",
+      "##oli\n",
+      "##lessly\n",
+      "##ulating\n",
+      "##ison\n",
+      "##hai\n",
+      "##az\n",
+      "##uro\n",
+      "##aria\n",
+      "##cted\n",
+      "##sion\n",
+      "##iz\n",
+      "##lot\n",
+      "##ques\n",
+      "##lled\n",
+      "##pot\n",
+      "##eck\n",
+      "##sc\n",
+      "##ase\n",
+      "##enberg\n",
+      "##eth\n",
+      "##ht\n",
+      "##oke\n",
+      "##aa\n",
+      "##load\n",
+      "##oria\n",
+      "##hara\n",
+      "##boy\n",
+      "##wind\n",
+      "##eh\n",
+      "##world\n",
+      "##tones\n",
+      "##eri\n",
+      "##try\n",
+      "##ural\n",
+      "##rch\n",
+      "##nberg\n",
+      "##nian\n",
+      "##ats\n",
+      "##kai\n",
+      "##weight\n",
+      "##ents\n",
+      "##wald\n",
+      "##piece\n",
+      "##mba\n",
+      "##air\n",
+      "##ean\n",
+      "##lings\n",
+      "##nu\n",
+      "##mine\n",
+      "##eur\n",
+      "##gie\n",
+      "##ture\n",
+      "##sel\n",
+      "##of\n",
+      "##zes\n",
+      "##ico\n",
+      "##fu\n",
+      "##cat\n",
+      "##rily\n",
+      "##bie\n",
+      "##rick\n",
+      "##bee\n",
+      "##ult\n",
+      "##ichi\n",
+      "##fc\n",
+      "##rra\n",
+      "##bble\n",
+      "##vis\n",
+      "##met\n",
+      "##20\n",
+      "##ants\n",
+      "##nger\n",
+      "##sse\n",
+      "##iana\n",
+      "##gio\n",
+      "##av\n",
+      "##oto\n",
+      "##mond\n",
+      "##iva\n",
+      "##kers\n",
+      "##power\n",
+      "##gent\n",
+      "##rine\n",
+      "##pped\n",
+      "##lene\n",
+      "##ali\n",
+      "##nin\n",
+      "##hole\n",
+      "##ssa\n",
+      "##sin\n",
+      "##eer\n",
+      "##sman\n",
+      "##ip\n",
+      "##card\n",
+      "##gin\n",
+      "##gled\n",
+      "##nder\n",
+      "##ort\n",
+      "##dorf\n",
+      "##zon\n",
+      "##kie\n",
+      "##bia\n",
+      "##eria\n",
+      "##yama\n",
+      "##old\n",
+      "##₃\n",
+      "##sch\n",
+      "##ulus\n",
+      "##oh\n",
+      "##bourne\n",
+      "##ox\n",
+      "##ient\n",
+      "##ann\n",
+      "##gated\n",
+      "##nas\n",
+      "##ars\n",
+      "##ancy\n",
+      "##rate\n",
+      "##och\n",
+      "##tum\n",
+      "##dian\n",
+      "##kel\n",
+      "##sberg\n",
+      "##chy\n",
+      "##rton\n",
+      "##ı\n",
+      "##ila\n",
+      "##bon\n",
+      "##sie\n",
+      "##nsis\n",
+      "##plane\n",
+      "##borg\n",
+      "##wyn\n",
+      "##hand\n",
+      "##hard\n",
+      "##ifying\n",
+      "##ced\n",
+      "##ern\n",
+      "##rina\n",
+      "##most\n",
+      "##nar\n",
+      "##dge\n",
+      "##ash\n",
+      "##pen\n",
+      "##₁\n",
+      "##wara\n",
+      "##cting\n",
+      "##nel\n",
+      "##pel\n",
+      "##rc\n",
+      "##aka\n",
+      "##ency\n",
+      "##ista\n",
+      "##ops\n",
+      "##dt\n",
+      "##eda\n",
+      "##hir\n",
+      "##boat\n",
+      "##lies\n",
+      "##ried\n",
+      "##sal\n",
+      "##fy\n",
+      "##nal\n",
+      "##zzo\n",
+      "##vas\n",
+      "##hing\n",
+      "##ass\n",
+      "##enburg\n",
+      "##are\n",
+      "##atic\n",
+      "##tter\n",
+      "##ub\n",
+      "##aries\n",
+      "##makers\n",
+      "##rst\n",
+      "##eim\n",
+      "##rne\n",
+      "##een\n",
+      "##nor\n",
+      "##ils\n",
+      "##wo\n",
+      "##ont\n",
+      "##ured\n",
+      "##outs\n",
+      "##rr\n",
+      "##face\n",
+      "##rad\n",
+      "##llen\n",
+      "##ote\n",
+      "##aya\n",
+      "##rl\n",
+      "##gu\n",
+      "##yang\n",
+      "##arian\n",
+      "##pus\n",
+      "##iah\n",
+      "##backs\n",
+      "##shing\n",
+      "##uring\n",
+      "##vre\n",
+      "##ander\n",
+      "##rry\n",
+      "##uma\n",
+      "##sworth\n",
+      "##tate\n",
+      "##ele\n",
+      "##dos\n",
+      "##nc\n",
+      "##mu\n",
+      "##rov\n",
+      "##ovich\n",
+      "##flow\n",
+      "##ib\n",
+      "##nse\n",
+      "##hot\n",
+      "##gos\n",
+      "##gus\n",
+      "##oka\n",
+      "##onic\n",
+      "##50\n",
+      "##ein\n",
+      "##nta\n",
+      "##own\n",
+      "##ther\n",
+      "##tric\n",
+      "##wich\n",
+      "##vey\n",
+      "##vable\n",
+      "##zio\n",
+      "##gel\n",
+      "##wen\n",
+      "##mc\n",
+      "##ava\n",
+      "##itt\n",
+      "##onia\n",
+      "##ffer\n",
+      "##ail\n",
+      "##urg\n",
+      "##tation\n",
+      "##quin\n",
+      "##12\n",
+      "##gation\n",
+      "##yr\n",
+      "##nate\n",
+      "##erly\n",
+      "##graphy\n",
+      "##gging\n",
+      "##metric\n",
+      "##making\n",
+      "##gas\n",
+      "##bro\n",
+      "##lman\n",
+      "##zel\n",
+      "##hold\n",
+      "##matic\n",
+      "##quet\n",
+      "##osis\n",
+      "##dell\n",
+      "##ude\n",
+      "##iko\n",
+      "##nch\n",
+      "##bes\n",
+      "##cut\n",
+      "##boro\n",
+      "##stan\n",
+      "##hat\n",
+      "##umi\n",
+      "##lls\n",
+      "##uck\n",
+      "##band\n",
+      "##gun\n",
+      "##lines\n",
+      "##40\n",
+      "##sive\n",
+      "##⁺\n",
+      "##beck\n",
+      "##ination\n",
+      "##its\n",
+      "##nica\n",
+      "##rna\n",
+      "##front\n",
+      "##lio\n",
+      "##dium\n",
+      "##bbled\n",
+      "##bor\n",
+      "##grave\n",
+      "##sts\n",
+      "##yle\n",
+      "##iv\n",
+      "##gic\n",
+      "##rley\n",
+      "##ots\n",
+      "##ete\n",
+      "##zia\n",
+      "##ef\n",
+      "##rf\n",
+      "##birds\n",
+      "##ield\n",
+      "##olo\n",
+      "##kal\n",
+      "##lers\n",
+      "##ister\n",
+      "##ashi\n",
+      "##cated\n",
+      "##uted\n",
+      "##eta\n",
+      "##vich\n",
+      "##lum\n",
+      "##pal\n",
+      "##ante\n",
+      "##city\n",
+      "##hia\n",
+      "##aj\n",
+      "##cent\n",
+      "##tting\n",
+      "##fort\n",
+      "##rand\n",
+      "##heads\n",
+      "##itive\n",
+      "##pies\n",
+      "##hausen\n",
+      "##foot\n",
+      "##play\n",
+      "##kawa\n",
+      "##ises\n",
+      "##wr\n",
+      "##eed\n",
+      "##uer\n",
+      "##ury\n",
+      "##sp\n",
+      "##keeper\n",
+      "##lling\n",
+      "##gram\n",
+      "##tos\n",
+      "##cott\n",
+      "##nam\n",
+      "##iate\n",
+      "##rich\n",
+      "##zong\n",
+      "##rol\n",
+      "##eng\n",
+      "##tro\n",
+      "##cos\n",
+      "##sus\n",
+      "##uta\n",
+      "##zz\n",
+      "##lice\n",
+      "##roy\n",
+      "##ania\n",
+      "##rius\n",
+      "##cial\n",
+      "##rose\n",
+      "##rous\n",
+      "##inal\n",
+      "##ished\n",
+      "##ctic\n",
+      "##vik\n",
+      "##rta\n",
+      "##gger\n",
+      "##eva\n",
+      "##tree\n",
+      "##iga\n",
+      "##mbo\n",
+      "##elli\n",
+      "##iff\n",
+      "##oning\n",
+      "##ders\n",
+      "##yar\n",
+      "##oda\n",
+      "##court\n",
+      "##inus\n",
+      "##gard\n",
+      "##ously\n",
+      "##nova\n",
+      "##lets\n",
+      "##set\n",
+      "##ibility\n",
+      "##ret\n",
+      "##vie\n",
+      "##zan\n",
+      "##ste\n",
+      "##wal\n",
+      "##garh\n",
+      "##lation\n",
+      "##hra\n",
+      "##bles\n",
+      "##gt\n",
+      "##tc\n",
+      "##nick\n",
+      "##gren\n",
+      "##bre\n",
+      "##bic\n",
+      "##ams\n",
+      "##lish\n",
+      "##leigh\n",
+      "##hler\n",
+      "##idge\n",
+      "##dr\n",
+      "##nde\n",
+      "##rda\n",
+      "##rade\n",
+      "##nto\n",
+      "##ement\n",
+      "##wl\n",
+      "##ool\n",
+      "##ience\n",
+      "##lk\n",
+      "##ep\n",
+      "##ution\n",
+      "##date\n",
+      "##page\n",
+      "##ographic\n",
+      "##itis\n",
+      "##½\n",
+      "##kas\n",
+      "##ische\n",
+      "##lm\n",
+      "##stown\n",
+      "##aux\n",
+      "##mere\n",
+      "##eu\n",
+      "##link\n",
+      "##tina\n",
+      "##ead\n",
+      "##lated\n",
+      "##wer\n",
+      "##hardt\n",
+      "##lina\n",
+      "##zzi\n",
+      "##late\n",
+      "##nga\n",
+      "##ake\n",
+      "##ido\n",
+      "##haus\n",
+      "##anda\n",
+      "##lal\n",
+      "##uan\n",
+      "##gg\n",
+      "##type\n",
+      "##pt\n",
+      "##trom\n",
+      "##hman\n",
+      "##ght\n",
+      "##used\n",
+      "##elia\n",
+      "##eg\n",
+      "##alis\n",
+      "##ages\n",
+      "##uded\n",
+      "##ppa\n",
+      "##lton\n",
+      "##cock\n",
+      "##worthy\n",
+      "##fall\n",
+      "##yon\n",
+      "##hine\n",
+      "##vers\n",
+      "##igo\n",
+      "##ways\n",
+      "##some\n",
+      "##atory\n",
+      "##tered\n",
+      "##uda\n",
+      "##rrell\n",
+      "##ame\n",
+      "##bby\n",
+      "##fest\n",
+      "##ast\n",
+      "##ented\n",
+      "##ided\n",
+      "##fying\n",
+      "##star\n",
+      "##ost\n",
+      "##rod\n",
+      "##uru\n",
+      "##yard\n",
+      "##owing\n",
+      "##dd\n",
+      "##30\n",
+      "##ifies\n",
+      "##ying\n",
+      "##combe\n",
+      "##о\n",
+      "##fly\n",
+      "##flower\n",
+      "##ه\n",
+      "##tail\n",
+      "##nese\n",
+      "##nz\n",
+      "##form\n",
+      "##uc\n",
+      "##hian\n",
+      "##fies\n",
+      "##raj\n",
+      "##xton\n",
+      "##hm\n",
+      "##uki\n",
+      "##dley\n",
+      "##shu\n",
+      "##haw\n",
+      "##icus\n",
+      "##wise\n",
+      "##isa\n",
+      "##kis\n",
+      "##zie\n",
+      "##eld\n",
+      "##lp\n",
+      "##urn\n",
+      "##pu\n",
+      "##lov\n",
+      "##uth\n",
+      "##cle\n",
+      "##kins\n",
+      "##aid\n",
+      "##jon\n",
+      "##him\n",
+      "##rre\n",
+      "##nagar\n",
+      "##pling\n",
+      "##lier\n",
+      "##vier\n",
+      "##mouth\n",
+      "##pf\n",
+      "##top\n",
+      "##how\n",
+      "##graph\n",
+      "##ssen\n",
+      "##bone\n",
+      "##dling\n",
+      "##ime\n",
+      "##lah\n",
+      "##park\n",
+      "##bil\n",
+      "##sby\n",
+      "##bat\n",
+      "##rial\n",
+      "##cian\n",
+      "##hoe\n",
+      "##ي\n",
+      "##usion\n",
+      "##mir\n",
+      "##uation\n",
+      "##lby\n",
+      "##oll\n",
+      "##rman\n",
+      "##ott\n",
+      "##11\n",
+      "##holder\n",
+      "##lake\n",
+      "##rp\n",
+      "##sl\n",
+      "##rer\n",
+      "##ema\n",
+      "##ively\n",
+      "##vor\n",
+      "##culture\n",
+      "##tead\n",
+      "##oth\n",
+      "##ttes\n",
+      "##hof\n",
+      "##oro\n",
+      "##tics\n",
+      "##α\n",
+      "##rid\n",
+      "##iard\n",
+      "##tera\n",
+      "##sies\n",
+      "##tly\n",
+      "##aan\n",
+      "##jin\n",
+      "##iss\n",
+      "##ear\n",
+      "##dock\n",
+      "##haven\n",
+      "##tical\n",
+      "##ook\n",
+      "##rata\n",
+      "##uit\n",
+      "##rama\n",
+      "##bilities\n",
+      "##hua\n",
+      "##cci\n",
+      "##dad\n",
+      "##sted\n",
+      "##qi\n",
+      "##nted\n",
+      "##ija\n",
+      "##liga\n",
+      "##croft\n",
+      "##ede\n",
+      "##kovic\n",
+      "##rica\n",
+      "##aire\n",
+      "##shed\n",
+      "##pie\n",
+      "##stock\n",
+      "##mma\n",
+      "##vil\n",
+      "##ncies\n",
+      "##eous\n",
+      "##rion\n",
+      "##graphic\n",
+      "##elle\n",
+      "##inate\n",
+      "##rit\n",
+      "##tled\n",
+      "##xia\n",
+      "##ttered\n",
+      "##dic\n",
+      "##eum\n",
+      "##force\n",
+      "##key\n",
+      "##hey\n",
+      "##yam\n",
+      "##pping\n",
+      "##hol\n",
+      "##chan\n",
+      "##berger\n",
+      "##nier\n",
+      "##fo\n",
+      "##lson\n",
+      "##cture\n",
+      "##baum\n",
+      "##ures\n",
+      "##mb\n",
+      "##nium\n",
+      "##law\n",
+      "##hd\n",
+      "##has\n",
+      "##bol\n",
+      "##iving\n",
+      "##ddy\n",
+      "##far\n",
+      "##lav\n",
+      "##rai\n",
+      "##lip\n",
+      "##ically\n",
+      "##hos\n",
+      "##tech\n",
+      "##erty\n",
+      "##pc\n",
+      "##pole\n",
+      "##base\n",
+      "##rist\n",
+      "##path\n",
+      "##iated\n",
+      "##tling\n",
+      "##vs\n",
+      "##oss\n",
+      "##owed\n",
+      "##nton\n",
+      "##rail\n",
+      "##18\n",
+      "##eter\n",
+      "##fan\n",
+      "##sdale\n",
+      "##ility\n",
+      "##lda\n",
+      "##mans\n",
+      "##fields\n",
+      "##avia\n",
+      "##take\n",
+      "##rating\n",
+      "##rb\n",
+      "##pass\n",
+      "##itated\n",
+      "##rey\n",
+      "##lian\n",
+      "##uchi\n",
+      "##thi\n",
+      "##inas\n",
+      "##hale\n",
+      "##girl\n",
+      "##owski\n",
+      "##kha\n",
+      "##rth\n",
+      "##encies\n",
+      "##boards\n",
+      "##nah\n",
+      "##ctive\n",
+      "##tile\n",
+      "##е\n",
+      "##ος\n",
+      "##nco\n",
+      "##tron\n",
+      "##moto\n",
+      "##pace\n",
+      "##vent\n",
+      "##bbling\n",
+      "##ello\n",
+      "##tty\n",
+      "##nett\n",
+      "##witz\n",
+      "##iating\n",
+      "##rz\n",
+      "##ffin\n",
+      "##ffed\n",
+      "##د\n",
+      "##ache\n",
+      "##asia\n",
+      "##iting\n",
+      "##ии\n",
+      "##mates\n",
+      "##quent\n",
+      "##ond\n",
+      "##cular\n",
+      "##ouse\n",
+      "##tai\n",
+      "##kowski\n",
+      "##pad\n",
+      "##ipe\n",
+      "##cin\n",
+      "##nos\n",
+      "##tam\n",
+      "##nge\n",
+      "##lc\n",
+      "##tton\n",
+      "##ndo\n",
+      "##nstein\n",
+      "##bound\n",
+      "##aking\n",
+      "##burgh\n",
+      "##bbed\n",
+      "##quest\n",
+      "##life\n",
+      "##lius\n",
+      "##mos\n",
+      "##run\n",
+      "##lous\n",
+      "##ingen\n",
+      "##qui\n",
+      "##nson\n",
+      "##wed\n",
+      "##eet\n",
+      "##rik\n",
+      "##gged\n",
+      "##ows\n",
+      "##cup\n",
+      "##nies\n",
+      "##atus\n",
+      "##ais\n",
+      "##bian\n",
+      "##rew\n",
+      "##sters\n",
+      "##orted\n",
+      "##glass\n",
+      "##forth\n",
+      "##mis\n",
+      "##ride\n",
+      "##physics\n",
+      "##frame\n",
+      "##iidae\n",
+      "##itor\n",
+      "##houses\n",
+      "##iano\n",
+      "##cas\n",
+      "##nding\n",
+      "##strom\n",
+      "##hes\n",
+      "##antly\n",
+      "##ogy\n",
+      "##kos\n",
+      "##kka\n",
+      "##acy\n",
+      "##chel\n",
+      "##plate\n",
+      "##aru\n",
+      "##lights\n",
+      "##iri\n",
+      "##uka\n",
+      "##ntal\n",
+      "##jet\n",
+      "##written\n",
+      "##gers\n",
+      "##rity\n",
+      "##ente\n",
+      "##sca\n",
+      "##ingly\n",
+      "##hana\n",
+      "##oft\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##ues\n",
+      "##mmer\n",
+      "##sai\n",
+      "##inian\n",
+      "##inated\n",
+      "##uke\n",
+      "##bos\n",
+      "##pton\n",
+      "##uli\n",
+      "##night\n",
+      "##chemical\n",
+      "##kill\n",
+      "##eb\n",
+      "##eal\n",
+      "##tag\n",
+      "##vsky\n",
+      "##bay\n",
+      "##lit\n",
+      "##ن\n",
+      "##ug\n",
+      "##yk\n",
+      "##ril\n",
+      "##ech\n",
+      "##right\n",
+      "##sfield\n",
+      "##rky\n",
+      "##zone\n",
+      "##udge\n",
+      "##vel\n",
+      "##lain\n",
+      "##jk\n",
+      "##writer\n",
+      "##hel\n",
+      "##ffe\n",
+      "##vn\n",
+      "##onal\n",
+      "##sto\n",
+      "##turing\n",
+      "##hawks\n",
+      "##code\n",
+      "##16\n",
+      "##wu\n",
+      "##bahn\n",
+      "##ovo\n",
+      "##hic\n",
+      "##15\n",
+      "##mura\n",
+      "##verse\n",
+      "##anza\n",
+      "##bag\n",
+      "##jar\n",
+      "##60\n",
+      "##ndi\n",
+      "##uf\n",
+      "##aga\n",
+      "##had\n",
+      "##azi\n",
+      "##nko\n",
+      "##olved\n",
+      "##nr\n",
+      "##ressed\n",
+      "##lent\n",
+      "##19\n",
+      "##sd\n",
+      "##uto\n",
+      "##dog\n",
+      "##sten\n",
+      "##ν\n",
+      "##chev\n",
+      "##cope\n",
+      "##tted\n",
+      "##chus\n",
+      "##ович\n",
+      "##dre\n",
+      "##ulous\n",
+      "##gn\n",
+      "##nath\n",
+      "##qua\n",
+      "##bler\n",
+      "##0s\n",
+      "##rell\n",
+      "##tated\n",
+      "##rier\n",
+      "##duction\n",
+      "##hc\n",
+      "##rator\n",
+      "##np\n",
+      "##evich\n",
+      "##wig\n",
+      "##cate\n",
+      "##iling\n",
+      "##uel\n",
+      "##coe\n",
+      "##fin\n",
+      "##care\n",
+      "##yas\n",
+      "##grad\n",
+      "##ules\n",
+      "##bit\n",
+      "##ffy\n",
+      "##abe\n",
+      "##rift\n",
+      "##imo\n",
+      "##pop\n",
+      "##tr\n",
+      "##orf\n",
+      "##yre\n",
+      "##ground\n",
+      "##oko\n",
+      "##hor\n",
+      "##hima\n",
+      "##uga\n",
+      "##mity\n",
+      "##tium\n",
+      "##iver\n",
+      "##dc\n",
+      "##inae\n",
+      "##ø\n",
+      "##rea\n",
+      "##dh\n",
+      "##ob\n",
+      "##ingham\n",
+      "##uts\n",
+      "##tern\n",
+      "##uated\n",
+      "##dent\n",
+      "##cross\n",
+      "##dicate\n",
+      "##lder\n",
+      "##oat\n",
+      "##genic\n",
+      "##oor\n",
+      "##eno\n",
+      "##itating\n",
+      "##gr\n",
+      "##wc\n",
+      "##gins\n",
+      "##etic\n",
+      "##coat\n",
+      "##wave\n",
+      "##etta\n",
+      "##print\n",
+      "##rak\n",
+      "##bl\n",
+      "##mons\n",
+      "##nard\n",
+      "##kara\n",
+      "##cine\n",
+      "##rel\n",
+      "##17\n",
+      "##hit\n",
+      "##ony\n",
+      "##aging\n",
+      "##wang\n",
+      "##ores\n",
+      "##amp\n",
+      "##dating\n",
+      "##sti\n",
+      "##cts\n",
+      "##game\n",
+      "##rae\n",
+      "##ngo\n",
+      "##cca\n",
+      "##rable\n",
+      "##unt\n",
+      "##static\n",
+      "##wear\n",
+      "##nov\n",
+      "##lana\n",
+      "##ense\n",
+      "##32\n",
+      "##eman\n",
+      "##fm\n",
+      "##rana\n",
+      "##zal\n",
+      "##nay\n",
+      "##cre\n",
+      "##zers\n",
+      "##eration\n",
+      "##ctor\n",
+      "##bine\n",
+      "##tist\n",
+      "##oured\n",
+      "##nti\n",
+      "##piration\n",
+      "##asa\n",
+      "##nza\n",
+      "##ption\n",
+      "##yana\n",
+      "##unk\n",
+      "##rek\n",
+      "##ucci\n",
+      "##ario\n",
+      "##sat\n",
+      "##erated\n",
+      "##р\n",
+      "##mers\n",
+      "##suke\n",
+      "##pool\n",
+      "##vd\n",
+      "##vert\n",
+      "##cellular\n",
+      "##nant\n",
+      "##ologists\n",
+      "##hore\n",
+      "##xie\n",
+      "##rock\n",
+      "##ners\n",
+      "##stad\n",
+      "##guchi\n",
+      "##thy\n",
+      "##lem\n",
+      "##14\n",
+      "##omy\n",
+      "##vate\n",
+      "##gating\n",
+      "##jee\n",
+      "##media\n",
+      "##idal\n",
+      "##hora\n",
+      "##gna\n",
+      "##lining\n",
+      "##rgan\n",
+      "##₄\n",
+      "##ark\n",
+      "##bius\n",
+      "##gong\n",
+      "##uz\n",
+      "##sian\n",
+      "##not\n",
+      "##group\n",
+      "##bid\n",
+      "##sos\n",
+      "##iger\n",
+      "##rdi\n",
+      "##vision\n",
+      "##oids\n",
+      "##dden\n",
+      "##₀\n",
+      "##sz\n",
+      "##cer\n",
+      "##walk\n",
+      "##gles\n",
+      "##dam\n",
+      "##13\n",
+      "##ood\n",
+      "##ske\n",
+      "##ر\n",
+      "##hun\n",
+      "##eiro\n",
+      "##outh\n",
+      "##zin\n",
+      "##ono\n",
+      "##adi\n",
+      "##aneous\n",
+      "##bers\n",
+      "##oot\n",
+      "##bbs\n",
+      "##chin\n",
+      "##yuan\n",
+      "##nya\n",
+      "##yev\n",
+      "##yte\n",
+      "##gies\n",
+      "##vid\n",
+      "##zzled\n",
+      "##yx\n",
+      "##rington\n",
+      "##arium\n",
+      "##ota\n",
+      "##iser\n",
+      "##ibly\n",
+      "##lau\n",
+      "##pd\n",
+      "##ieu\n",
+      "##iary\n",
+      "##llar\n",
+      "##athy\n",
+      "##sea\n",
+      "##was\n",
+      "##iche\n",
+      "##ager\n",
+      "##bell\n",
+      "##ike\n",
+      "##ntes\n",
+      "##aurus\n",
+      "##core\n",
+      "##jack\n",
+      "##osh\n",
+      "##uddin\n",
+      "##erie\n",
+      "##jas\n",
+      "##tee\n",
+      "##tock\n",
+      "##cky\n",
+      "##isi\n",
+      "##gler\n",
+      "##sum\n",
+      "##shin\n",
+      "##я\n",
+      "##ailed\n",
+      "##ivating\n",
+      "##nae\n",
+      "##tism\n",
+      "##unce\n",
+      "##rdy\n",
+      "##21\n",
+      "##loaded\n",
+      "##books\n",
+      "##iki\n",
+      "##vale\n",
+      "##geny\n",
+      "##ße\n",
+      "##cratic\n",
+      "##dha\n",
+      "##emann\n",
+      "##yah\n",
+      "##athlon\n",
+      "##itate\n",
+      "##ited\n",
+      "##emia\n",
+      "##tier\n",
+      "##eis\n",
+      "##rong\n",
+      "##pate\n",
+      "##atics\n",
+      "##rove\n",
+      "##rice\n",
+      "##gre\n",
+      "##dus\n",
+      "##moor\n",
+      "##rite\n",
+      "##izer\n",
+      "##ope\n",
+      "##gra\n",
+      "##zzle\n",
+      "##oom\n",
+      "##sford\n",
+      "##dham\n",
+      "##sper\n",
+      "##ndra\n",
+      "##dong\n",
+      "##tani\n",
+      "##rix\n",
+      "##eye\n",
+      "##oping\n",
+      "##cap\n",
+      "##polis\n",
+      "##gis\n",
+      "##bir\n",
+      "##tad\n",
+      "##rted\n",
+      "##evic\n",
+      "##rita\n",
+      "##sque\n",
+      "##mobile\n",
+      "##rson\n",
+      "##sity\n",
+      "##25\n",
+      "##von\n",
+      "##oney\n",
+      "##holders\n",
+      "##oned\n",
+      "##lag\n",
+      "##puram\n",
+      "##rds\n",
+      "##rino\n",
+      "##eding\n",
+      "##por\n",
+      "##rma\n",
+      "##cite\n",
+      "##max\n",
+      "##uss\n",
+      "##enko\n",
+      "##icated\n",
+      "##hrer\n",
+      "##fare\n",
+      "##rant\n",
+      "##hoff\n",
+      "##ume\n",
+      "##taking\n",
+      "##gence\n",
+      "##yman\n",
+      "##80\n",
+      "##hya\n",
+      "##lde\n",
+      "##iu\n",
+      "##phic\n",
+      "##ares\n",
+      "##ested\n",
+      "##vina\n",
+      "##cake\n",
+      "##lim\n",
+      "##cards\n",
+      "##cene\n",
+      "##shaw\n",
+      "##agh\n",
+      "##tering\n",
+      "##ych\n",
+      "##hawk\n",
+      "##hang\n",
+      "##cki\n",
+      "##lund\n",
+      "##ffen\n",
+      "##xy\n",
+      "##weed\n",
+      "##rane\n",
+      "##nock\n",
+      "##ulata\n",
+      "##sbury\n",
+      "##chs\n",
+      "##vian\n",
+      "##psy\n",
+      "##morphic\n",
+      "##ull\n",
+      "##ifier\n",
+      "##pr\n",
+      "##uca\n",
+      "##³\n",
+      "##cliffe\n",
+      "##sser\n",
+      "##ards\n",
+      "##yde\n",
+      "##pis\n",
+      "##48\n",
+      "##cked\n",
+      "##ffle\n",
+      "##ryn\n",
+      "##get\n",
+      "##oz\n",
+      "##pol\n",
+      "##using\n",
+      "##ums\n",
+      "##oga\n",
+      "##aine\n",
+      "##screen\n",
+      "##wes\n",
+      "##lined\n",
+      "##gc\n",
+      "##ι\n",
+      "##text\n",
+      "##tary\n",
+      "##anga\n",
+      "##hell\n",
+      "##oya\n",
+      "##rden\n",
+      "##tain\n",
+      "##cating\n",
+      "##onne\n",
+      "##gb\n",
+      "##tase\n",
+      "##comb\n",
+      "##ddin\n",
+      "##neck\n",
+      "##yna\n",
+      "##itic\n",
+      "##truct\n",
+      "##jak\n",
+      "##etti\n",
+      "##keeping\n",
+      "##rland\n",
+      "##quist\n",
+      "##hiro\n",
+      "##lich\n",
+      "##aceae\n",
+      "##elo\n",
+      "##word\n",
+      "##edes\n",
+      "##nac\n",
+      "##wart\n",
+      "##gee\n",
+      "##nds\n",
+      "##igh\n",
+      "##cise\n",
+      "##case\n",
+      "##bot\n",
+      "##dies\n",
+      "##lik\n",
+      "##ital\n",
+      "##guard\n",
+      "##psis\n",
+      "##iba\n",
+      "##lift\n",
+      "##xt\n",
+      "##dah\n",
+      "##wy\n",
+      "##iful\n",
+      "##rized\n",
+      "##unda\n",
+      "##hari\n",
+      "##cious\n",
+      "##name\n",
+      "##int\n",
+      "##iled\n",
+      "##hop\n",
+      "##bis\n",
+      "##gling\n",
+      "##ection\n",
+      "##tley\n",
+      "##kumar\n",
+      "##iman\n",
+      "##gible\n",
+      "##balls\n",
+      "##ان\n",
+      "##ific\n",
+      "##rative\n",
+      "##iq\n",
+      "##uity\n",
+      "##tem\n",
+      "##ught\n",
+      "##ending\n",
+      "##mbe\n",
+      "##itation\n",
+      "##writing\n",
+      "##kur\n",
+      "##loading\n",
+      "##rgo\n",
+      "##sonic\n",
+      "##oop\n",
+      "##eni\n",
+      "##chal\n",
+      "##llah\n",
+      "##mler\n",
+      "##lity\n",
+      "##osing\n",
+      "##100\n",
+      "##erson\n",
+      "##pper\n",
+      "##ili\n",
+      "##brush\n",
+      "##acle\n",
+      "##ady\n",
+      "##zaki\n",
+      "##ulin\n",
+      "##bolic\n",
+      "##aged\n",
+      "##grapher\n",
+      "##vial\n",
+      "##hwa\n",
+      "##ades\n",
+      "##nous\n",
+      "##itude\n",
+      "##icz\n",
+      "##xa\n",
+      "##ider\n",
+      "##erman\n",
+      "##kell\n",
+      "##uled\n",
+      "##eve\n",
+      "##eres\n",
+      "##rner\n",
+      "##tok\n",
+      "##color\n",
+      "##dly\n",
+      "##ssi\n",
+      "##ometer\n",
+      "##lington\n",
+      "##tility\n",
+      "##adt\n",
+      "##logists\n",
+      "##ight\n",
+      "##rri\n",
+      "##phs\n",
+      "##riation\n",
+      "##rish\n",
+      "##put\n",
+      "##tow\n",
+      "##uce\n",
+      "##rium\n",
+      "##jana\n",
+      "##rring\n",
+      "##tadt\n",
+      "##elin\n",
+      "##kova\n",
+      "##ł\n",
+      "##kind\n",
+      "##heimer\n",
+      "##24\n",
+      "##gaard\n",
+      "##oran\n",
+      "##ulo\n",
+      "##olin\n",
+      "##ype\n",
+      "##watch\n",
+      "##ylus\n",
+      "##jah\n",
+      "##mmy\n",
+      "##holm\n",
+      "##tner\n",
+      "##tri\n",
+      "##avi\n",
+      "##irs\n",
+      "##mat\n",
+      "##jit\n",
+      "##eto\n",
+      "##proof\n",
+      "##act\n",
+      "##ories\n",
+      "##bow\n",
+      "##fted\n",
+      "##uration\n",
+      "##ators\n",
+      "##dp\n",
+      "##rro\n",
+      "##coming\n",
+      "##mot\n",
+      "##db\n",
+      "##fen\n",
+      "##vant\n",
+      "##н\n",
+      "##cles\n",
+      "##iation\n",
+      "##lion\n",
+      "##ssing\n",
+      "##ulates\n",
+      "##dina\n",
+      "##grant\n",
+      "##rop\n",
+      "##rca\n",
+      "##iom\n",
+      "##leader\n",
+      "##iae\n",
+      "##esis\n",
+      "##rsten\n",
+      "##sb\n",
+      "##cens\n",
+      "##eka\n",
+      "##llan\n",
+      "##shot\n",
+      "##uman\n",
+      "##cic\n",
+      "##ald\n",
+      "##qa\n",
+      "##xed\n",
+      "##eded\n",
+      "##any\n",
+      "##phones\n",
+      "##uo\n",
+      "##kle\n",
+      "##nine\n",
+      "##ᵢ\n",
+      "##ₙ\n",
+      "##dhi\n",
+      "##estinal\n",
+      "##oso\n",
+      "##rno\n",
+      "##uche\n",
+      "##lma\n",
+      "##rva\n",
+      "##sable\n",
+      "##vocation\n",
+      "##posed\n",
+      "##cturing\n",
+      "##tres\n",
+      "##rce\n",
+      "##num\n",
+      "##bey\n",
+      "##inating\n",
+      "##ih\n",
+      "##yoshi\n",
+      "##imeter\n",
+      "##bei\n",
+      "##shore\n",
+      "##iable\n",
+      "##leaf\n",
+      "##lace\n",
+      "##oud\n",
+      "##gned\n",
+      "##swell\n",
+      "##sms\n",
+      "##uil\n",
+      "##osition\n",
+      "##ckle\n",
+      "##itzer\n",
+      "##ов\n",
+      "##leton\n",
+      "##pine\n",
+      "##minate\n",
+      "##tland\n",
+      "##tore\n",
+      "##bt\n",
+      "##eca\n",
+      "##nched\n",
+      "##borne\n",
+      "##won\n",
+      "##ional\n",
+      "##ads\n",
+      "##entation\n",
+      "##sible\n",
+      "##ß\n",
+      "##pia\n",
+      "##imus\n",
+      "##22\n",
+      "##att\n",
+      "##ndon\n",
+      "##child\n",
+      "##lica\n",
+      "##cera\n",
+      "##selle\n",
+      "##par\n",
+      "##plex\n",
+      "##tooth\n",
+      "##gny\n",
+      "##rlin\n",
+      "##cured\n",
+      "##jima\n",
+      "##rter\n",
+      "##oic\n",
+      "##dl\n",
+      "##olate\n",
+      "##iously\n",
+      "##ة\n",
+      "##escu\n",
+      "##zhi\n",
+      "##dron\n",
+      "##beat\n",
+      "##bana\n",
+      "##sol\n",
+      "##cape\n",
+      "##hil\n",
+      "##boats\n",
+      "##bbe\n",
+      "##olar\n",
+      "##35\n",
+      "##xide\n",
+      "##uni\n",
+      "##pac\n",
+      "##ease\n",
+      "##omo\n",
+      "##vet\n",
+      "##aud\n",
+      "##iques\n",
+      "##dded\n",
+      "##endra\n",
+      "##hala\n",
+      "##morphism\n",
+      "##cier\n",
+      "##yra\n",
+      "##iso\n",
+      "##ttering\n",
+      "##sic\n",
+      "##ored\n",
+      "##ς\n",
+      "##urt\n",
+      "##cats\n",
+      "##sher\n",
+      "##xing\n",
+      "##active\n",
+      "##aca\n",
+      "##pala\n",
+      "##tl\n",
+      "##kon\n",
+      "##west\n",
+      "##kk\n",
+      "##mble\n",
+      "##yuki\n",
+      "##cko\n",
+      "##ln\n",
+      "##grass\n",
+      "##gua\n",
+      "##fr\n",
+      "##ław\n",
+      "##pas\n",
+      "##zawa\n",
+      "##vr\n",
+      "##storm\n",
+      "##vu\n",
+      "##sun\n",
+      "##rte\n",
+      "##aba\n",
+      "##lea\n",
+      "##hammer\n",
+      "##neer\n",
+      "##uba\n",
+      "##see\n",
+      "##cken\n",
+      "##henko\n",
+      "##lai\n",
+      "##now\n",
+      "##qing\n",
+      "##gill\n",
+      "##jun\n",
+      "##cd\n",
+      "##ioned\n",
+      "##cote\n",
+      "##hips\n",
+      "##pressed\n",
+      "##cology\n",
+      "##enia\n",
+      "##erry\n",
+      "##nat\n",
+      "##islav\n",
+      "##ink\n",
+      "##70\n",
+      "##wei\n",
+      "##odes\n",
+      "##rar\n",
+      "##rked\n",
+      "##lein\n",
+      "##kled\n",
+      "##vos\n",
+      "##mith\n",
+      "##на\n",
+      "##cke\n",
+      "##thus\n",
+      "##cula\n",
+      "##inski\n",
+      "##br\n",
+      "##post\n",
+      "##ask\n",
+      "##uter\n",
+      "##yya\n",
+      "##mbre\n",
+      "##ntial\n",
+      "##mill\n",
+      "##amine\n",
+      "##while\n",
+      "##jos\n",
+      "##ldon\n",
+      "##chman\n",
+      "##isch\n",
+      "##45\n",
+      "##ust\n",
+      "##ml\n",
+      "##ision\n",
+      "##lord\n",
+      "##ishly\n",
+      "##rks\n",
+      "##holes\n",
+      "##hong\n",
+      "##wife\n",
+      "##jer\n",
+      "##glia\n",
+      "##uin\n",
+      "##rim\n",
+      "##fighter\n",
+      "##gonal\n",
+      "##orescence\n",
+      "##wari\n",
+      "##due\n",
+      "##elt\n",
+      "##dled\n",
+      "##mount\n",
+      "##osi\n",
+      "##lat\n",
+      "##mme\n",
+      "##akes\n",
+      "##etto\n",
+      "##hetic\n",
+      "##urus\n",
+      "##atter\n",
+      "##station\n",
+      "##sef\n",
+      "##press\n",
+      "##acious\n",
+      "##icient\n",
+      "##mur\n",
+      "##gil\n",
+      "##anne\n",
+      "##xes\n",
+      "##llus\n",
+      "##pathy\n",
+      "##hue\n",
+      "##eit\n",
+      "##bate\n",
+      "##lore\n",
+      "##itch\n",
+      "##hea\n",
+      "##phobic\n",
+      "##vati\n",
+      "##sport\n",
+      "##dation\n",
+      "##eyer\n",
+      "##otic\n",
+      "##udy\n",
+      "##kari\n",
+      "##sier\n",
+      "##sei\n",
+      "##gor\n",
+      "##isman\n",
+      "##kling\n",
+      "##ego\n",
+      "##utz\n",
+      "##chule\n",
+      "##nesian\n",
+      "##iol\n",
+      "##market\n",
+      "##xin\n",
+      "##egan\n",
+      "##chet\n",
+      "##user\n",
+      "##ddle\n",
+      "##illon\n",
+      "##xx\n",
+      "##finger\n",
+      "##ulator\n",
+      "##wire\n",
+      "##mour\n",
+      "##atin\n",
+      "##chrome\n",
+      "##ester\n",
+      "##rates\n",
+      "##yria\n",
+      "##llation\n",
+      "##tom\n",
+      "##ulu\n",
+      "##uze\n",
+      "##raz\n",
+      "##ako\n",
+      "##lev\n",
+      "##gau\n",
+      "##bourg\n",
+      "##lles\n",
+      "##rya\n",
+      "##nius\n",
+      "##fight\n",
+      "##hak\n",
+      "##cl\n",
+      "##nham\n",
+      "##iac\n",
+      "##lab\n",
+      "##rber\n",
+      "##sner\n",
+      "##isto\n",
+      "##aran\n",
+      "##mt\n",
+      "##tana\n",
+      "##acies\n",
+      "##atz\n",
+      "##gement\n",
+      "##thest\n",
+      "##ej\n",
+      "##fusion\n",
+      "##orum\n",
+      "##stra\n",
+      "##rred\n",
+      "##vine\n",
+      "##hini\n",
+      "##bies\n",
+      "##eering\n",
+      "##hui\n",
+      "##kee\n",
+      "##nl\n",
+      "##aus\n",
+      "##dition\n",
+      "##notes\n",
+      "##iology\n",
+      "##mology\n",
+      "##isk\n",
+      "##zione\n",
+      "##illy\n",
+      "##naire\n",
+      "##sler\n",
+      "##arts\n",
+      "##imated\n",
+      "##uate\n",
+      "##wley\n",
+      "##ject\n",
+      "##dio\n",
+      "##ods\n",
+      "##ricted\n",
+      "##eti\n",
+      "##ntly\n",
+      "##lane\n",
+      "##ggio\n",
+      "##torm\n",
+      "##oting\n",
+      "##liner\n",
+      "##ush\n",
+      "##ooped\n",
+      "##lage\n",
+      "##rdo\n",
+      "##yen\n",
+      "##zak\n",
+      "##pose\n",
+      "##tur\n",
+      "##enity\n",
+      "##gat\n",
+      "##bara\n",
+      "##zza\n",
+      "##kaya\n",
+      "##raphic\n",
+      "##zam\n",
+      "##ogical\n",
+      "##phine\n",
+      "##fide\n",
+      "##thing\n",
+      "##cars\n",
+      "##ptic\n",
+      "##ibe\n",
+      "##chu\n",
+      "##sio\n",
+      "##aly\n",
+      "##rano\n",
+      "##tious\n",
+      "##oman\n",
+      "##pire\n",
+      "##dable\n",
+      "##aq\n",
+      "##dder\n",
+      "##ologies\n",
+      "##rone\n",
+      "##mani\n",
+      "##rge\n",
+      "##eli\n",
+      "##uting\n",
+      "##cao\n",
+      "##agawa\n",
+      "##yed\n",
+      "##lard\n",
+      "##under\n",
+      "##zzling\n",
+      "##86\n",
+      "##lena\n",
+      "##llum\n",
+      "##phon\n",
+      "##anus\n",
+      "##lb\n",
+      "##yler\n",
+      "##eux\n",
+      "##olis\n",
+      "##astic\n",
+      "##gina\n",
+      "##chia\n",
+      "##obe\n",
+      "##insky\n",
+      "##lett\n",
+      "##lean\n",
+      "##lves\n",
+      "##therapy\n",
+      "##tery\n",
+      "##hire\n",
+      "##nca\n",
+      "##nical\n",
+      "##bet\n",
+      "##icles\n",
+      "##ulia\n",
+      "##mian\n",
+      "##tial\n",
+      "##rle\n",
+      "##erence\n",
+      "##omi\n",
+      "##fulness\n",
+      "##sas\n",
+      "##rwood\n",
+      "##liness\n",
+      "##df\n",
+      "##42\n",
+      "##xley\n",
+      "##ysis\n",
+      "##ffa\n",
+      "##berries\n",
+      "##athic\n",
+      "##lr\n",
+      "##ivo\n",
+      "##erton\n",
+      "##founded\n",
+      "##ulf\n",
+      "##sham\n",
+      "##tries\n",
+      "##tania\n",
+      "##uron\n",
+      "##nology\n",
+      "##mata\n",
+      "##hee\n",
+      "##fle\n",
+      "##udi\n",
+      "##cheng\n",
+      "##achi\n",
+      "##ental\n",
+      "##aves\n",
+      "##90\n",
+      "##twined\n",
+      "##cino\n",
+      "##64\n",
+      "##yal\n",
+      "##bial\n",
+      "##ucible\n",
+      "##ples\n",
+      "##bina\n",
+      "##rned\n",
+      "##auer\n",
+      "##kia\n",
+      "##ogan\n",
+      "##pled\n",
+      "##kim\n",
+      "##lani\n",
+      "##ael\n",
+      "##elled\n",
+      "##onate\n",
+      "##feit\n",
+      "##aur\n",
+      "##cter\n",
+      "##tour\n",
+      "##oir\n",
+      "##rain\n",
+      "##cable\n",
+      "##boarding\n",
+      "##tment\n",
+      "##eville\n",
+      "##gawa\n",
+      "##dry\n",
+      "##rly\n",
+      "##log\n",
+      "##berto\n",
+      "##llin\n",
+      "##breaker\n",
+      "##issa\n",
+      "##rts\n",
+      "##ssel\n",
+      "##dler\n",
+      "##oration\n",
+      "##cule\n",
+      "##ulously\n",
+      "##pura\n",
+      "##gens\n",
+      "##rricular\n",
+      "##oris\n",
+      "##tm\n",
+      "##ytic\n",
+      "##iere\n",
+      "##zine\n",
+      "##ication\n",
+      "##mins\n",
+      "##gold\n",
+      "##uid\n",
+      "##lid\n",
+      "##aby\n",
+      "##ined\n",
+      "##phy\n",
+      "##uld\n",
+      "##liest\n",
+      "##owa\n",
+      "##lom\n",
+      "##eira\n",
+      "##titled\n",
+      "##ggs\n",
+      "##otti\n",
+      "##roud\n",
+      "##iza\n",
+      "##bron\n",
+      "##sr\n",
+      "##diment\n",
+      "##dai\n",
+      "##stick\n",
+      "##wicz\n",
+      "##acio\n",
+      "##asi\n",
+      "##eme\n",
+      "##mail\n",
+      "##working\n",
+      "##smith\n",
+      "##cco\n",
+      "##enbach\n",
+      "##icular\n",
+      "##eson\n",
+      "##stream\n",
+      "##tya\n",
+      "##uber\n",
+      "##factory\n",
+      "##cea\n",
+      "##bard\n",
+      "##ahu\n",
+      "##ivate\n",
+      "##hesion\n",
+      "##46\n",
+      "##rangle\n",
+      "##dridge\n",
+      "##31\n",
+      "##tral\n",
+      "##imate\n",
+      "##dington\n",
+      "##folding\n",
+      "##nesia\n",
+      "##oof\n",
+      "##ppe\n",
+      "##stand\n",
+      "##grove\n",
+      "##manship\n",
+      "##rup\n",
+      "##stituting\n",
+      "##carriage\n",
+      "##lston\n",
+      "##stadt\n",
+      "##wai\n",
+      "##zier\n",
+      "##bria\n",
+      "##plication\n",
+      "##nged\n",
+      "##sam\n",
+      "##belt\n",
+      "##eem\n",
+      "##made\n",
+      "##pro\n",
+      "##nent\n",
+      "##rani\n",
+      "##hesive\n",
+      "##sko\n",
+      "##lts\n",
+      "##lidae\n",
+      "##vation\n",
+      "##gp\n",
+      "##than\n",
+      "##erus\n",
+      "##logies\n",
+      "##36\n",
+      "##rance\n",
+      "##anto\n",
+      "##kr\n",
+      "##vary\n",
+      "##iter\n",
+      "##pired\n",
+      "##avian\n",
+      "##vili\n",
+      "##vir\n",
+      "##eral\n",
+      "##sett\n",
+      "##aling\n",
+      "##biology\n",
+      "##gm\n",
+      "##orus\n",
+      "##bella\n",
+      "##rot\n",
+      "##folia\n",
+      "##llis\n",
+      "##rom\n",
+      "##ount\n",
+      "##wd\n",
+      "##rocity\n",
+      "##acion\n",
+      "##urne\n",
+      "##sor\n",
+      "##icide\n",
+      "##sty\n",
+      "##ilised\n",
+      "##org\n",
+      "##wana\n",
+      "##ghton\n",
+      "##rcle\n",
+      "##mona\n",
+      "##mber\n",
+      "##jiang\n",
+      "##vance\n",
+      "##rogate\n",
+      "##dman\n",
+      "##tenberg\n",
+      "##ffs\n",
+      "##ishment\n",
+      "##ddling\n",
+      "##kor\n",
+      "##lium\n",
+      "##ove\n",
+      "##enstein\n",
+      "##inen\n",
+      "##ones\n",
+      "##uti\n",
+      "##vington\n",
+      "##rella\n",
+      "##ishing\n",
+      "##ossa\n",
+      "##chers\n",
+      "##tung\n",
+      "##phi\n",
+      "##tidae\n",
+      "##cade\n",
+      "##drum\n",
+      "##riz\n",
+      "##hul\n",
+      "##pha\n",
+      "##bino\n",
+      "##resh\n",
+      "##cp\n",
+      "##wine\n",
+      "##23\n",
+      "##vah\n",
+      "##lter\n",
+      "##riding\n",
+      "##´s\n",
+      "##ieri\n",
+      "##oku\n",
+      "##ended\n",
+      "##hampton\n",
+      "##jong\n",
+      "##marine\n",
+      "##ivated\n",
+      "##ovsky\n",
+      "##aea\n",
+      "##ivist\n",
+      "##verance\n",
+      "##brate\n",
+      "##ctions\n",
+      "##usions\n",
+      "##34\n",
+      "##38\n",
+      "##omic\n",
+      "##rling\n",
+      "##ange\n",
+      "##horpe\n",
+      "##inations\n",
+      "##roving\n",
+      "##eptive\n",
+      "##moral\n",
+      "##tale\n",
+      "##apa\n",
+      "##pio\n",
+      "##note\n",
+      "##tails\n",
+      "##bas\n",
+      "##nea\n",
+      "##ply\n",
+      "##udes\n",
+      "##pile\n",
+      "##words\n",
+      "##roup\n",
+      "##dm\n",
+      "##cede\n",
+      "##mora\n",
+      "##yt\n",
+      "##rut\n",
+      "##erate\n",
+      "##lva\n",
+      "##ulton\n",
+      "##lini\n",
+      "##rrie\n",
+      "##fighting\n",
+      "##icum\n",
+      "##dim\n",
+      "##llon\n",
+      "##ulla\n",
+      "##م\n",
+      "##dro\n",
+      "##quel\n",
+      "##test\n",
+      "##51\n",
+      "##hiko\n",
+      "##aver\n",
+      "##ghan\n",
+      "##oms\n",
+      "##sho\n",
+      "##saurus\n",
+      "##lating\n",
+      "##wny\n",
+      "##ind\n",
+      "##gall\n",
+      "##ups\n",
+      "##hp\n",
+      "##nall\n",
+      "##kra\n",
+      "##53\n",
+      "##rgos\n",
+      "##tose\n",
+      "##km\n",
+      "##turn\n",
+      "##chang\n",
+      "##mina\n",
+      "##athing\n",
+      "##kley\n",
+      "##izations\n",
+      "##aint\n",
+      "##pet\n",
+      "##hers\n",
+      "##kus\n",
+      "##sant\n",
+      "##hend\n",
+      "##mart\n",
+      "##eley\n",
+      "##ilo\n",
+      "##edd\n",
+      "##ucher\n",
+      "##nging\n",
+      "##heart\n",
+      "##rka\n",
+      "##rsa\n",
+      "##weiler\n",
+      "##unced\n",
+      "##33\n",
+      "##aring\n",
+      "##thorpe\n",
+      "##rave\n",
+      "##28\n",
+      "##bered\n",
+      "##bba\n",
+      "##eric\n",
+      "##arth\n",
+      "##kko\n",
+      "##bush\n",
+      "##aton\n",
+      "##hma\n",
+      "##esa\n",
+      "##centric\n",
+      "##kti\n",
+      "##aith\n",
+      "##ect\n",
+      "##script\n",
+      "##ivism\n",
+      "##erland\n",
+      "##rou\n",
+      "##lco\n",
+      "##xon\n",
+      "##oes\n",
+      "##ever\n",
+      "##bery\n",
+      "##khar\n",
+      "##tet\n",
+      "##stle\n",
+      "##wide\n",
+      "##ogist\n",
+      "##tham\n",
+      "##fp\n",
+      "##taff\n",
+      "##−\n",
+      "##isms\n",
+      "##yp\n",
+      "##rse\n",
+      "##nikov\n",
+      "##js\n",
+      "##uaries\n",
+      "##frey\n",
+      "##amo\n",
+      "##llet\n",
+      "##opsis\n",
+      "##ctric\n",
+      "##47\n",
+      "##rini\n",
+      "##rified\n",
+      "##charged\n",
+      "##aker\n",
+      "##iform\n",
+      "##rgy\n",
+      "##tius\n",
+      "##nburg\n",
+      "##евич\n",
+      "##rac\n",
+      "##bha\n",
+      "##hering\n",
+      "##tures\n",
+      "##eber\n",
+      "##zow\n",
+      "##ctus\n",
+      "##aco\n",
+      "##lander\n",
+      "##chfield\n",
+      "##forms\n",
+      "##icides\n",
+      "##lence\n",
+      "##tica\n",
+      "##chment\n",
+      "##lization\n",
+      "##aja\n",
+      "##ganj\n",
+      "##sari\n",
+      "##church\n",
+      "##sf\n",
+      "##fia\n",
+      "##ncia\n",
+      "##ition\n",
+      "##nity\n",
+      "##worm\n",
+      "##ggy\n",
+      "##voking\n",
+      "##lite\n",
+      "##grate\n",
+      "##nets\n",
+      "##alia\n",
+      "##rent\n",
+      "##nitz\n",
+      "##pts\n",
+      "##pta\n",
+      "##bolt\n",
+      "##pheus\n",
+      "##onale\n",
+      "##meter\n",
+      "##placed\n",
+      "##imating\n",
+      "##sche\n",
+      "##ogo\n",
+      "##mony\n",
+      "##gum\n",
+      "##real\n",
+      "##eers\n",
+      "##gam\n",
+      "##elles\n",
+      "##vat\n",
+      "##trick\n",
+      "##uge\n",
+      "##hta\n",
+      "##jn\n",
+      "##race\n",
+      "##27\n",
+      "##slin\n",
+      "##uve\n",
+      "##mac\n",
+      "##ays\n",
+      "##oja\n",
+      "##т\n",
+      "##wheel\n",
+      "##laya\n",
+      "##mics\n",
+      "##pods\n",
+      "##lberg\n",
+      "##ennial\n",
+      "##mit\n",
+      "##44\n",
+      "##rigues\n",
+      "##zquez\n",
+      "##tman\n",
+      "##roid\n",
+      "##relli\n",
+      "##ours\n",
+      "##hdi\n",
+      "##nable\n",
+      "##gues\n",
+      "##zuka\n",
+      "##gley\n",
+      "##ła\n",
+      "##agi\n",
+      "##mx\n",
+      "##cis\n",
+      "##rogen\n",
+      "##vot\n",
+      "##ulsive\n",
+      "##krishna\n",
+      "##horse\n",
+      "##gga\n",
+      "##economic\n",
+      "##mun\n",
+      "##eves\n",
+      "##thic\n",
+      "##uj\n",
+      "##otto\n",
+      "##utable\n",
+      "##lei\n",
+      "##space\n",
+      "##aris\n",
+      "##vern\n",
+      "##mento\n",
+      "##alo\n",
+      "##skaya\n",
+      "##eses\n",
+      "##kyu\n",
+      "##lance\n",
+      "##oslav\n",
+      "##urable\n",
+      "##tagram\n",
+      "##aman\n",
+      "##cloth\n",
+      "##tite\n",
+      "##jou\n",
+      "##linger\n",
+      "##tze\n",
+      "##hism\n",
+      "##inn\n",
+      "##leg\n",
+      "##tek\n",
+      "##uttered\n",
+      "##igraphy\n",
+      "##istan\n",
+      "##firmed\n",
+      "##rien\n",
+      "##yes\n",
+      "##nington\n",
+      "##eran\n",
+      "##cking\n",
+      "##inging\n",
+      "##crat\n",
+      "##typic\n",
+      "##dit\n",
+      "##runner\n",
+      "##tower\n",
+      "##bbing\n",
+      "##inator\n",
+      "##lford\n",
+      "##oki\n",
+      "##zoo\n",
+      "##lto\n",
+      "##sov\n",
+      "##cript\n",
+      "##codes\n",
+      "##emi\n",
+      "##ungen\n",
+      "##bled\n",
+      "##giri\n",
+      "##ciation\n",
+      "##ropolis\n",
+      "##ales\n",
+      "##pid\n",
+      "##pit\n",
+      "##yse\n",
+      "##aha\n",
+      "##erin\n",
+      "##gl\n",
+      "##paper\n",
+      "##free\n",
+      "##physical\n",
+      "##sław\n",
+      "##inia\n",
+      "##lce\n",
+      "##ulsion\n",
+      "##ryl\n",
+      "##drich\n",
+      "##kot\n",
+      "##mple\n",
+      "##sons\n",
+      "##virus\n",
+      "##75\n",
+      "##tized\n",
+      "##mind\n",
+      "##iaceae\n",
+      "##uet\n",
+      "##thermal\n",
+      "##lbert\n",
+      "##oese\n",
+      "##ssler\n",
+      "##hom\n",
+      "##tangle\n",
+      "##lmer\n",
+      "##cie\n",
+      "##holding\n",
+      "##hoot\n",
+      "##redo\n",
+      "##mite\n",
+      "##ango\n",
+      "##crats\n",
+      "##wice\n",
+      "##ː\n",
+      "##ntation\n",
+      "##reus\n",
+      "##lak\n",
+      "##fine\n",
+      "##oked\n",
+      "##block\n",
+      "##tology\n",
+      "##ия\n",
+      "##vyn\n",
+      "##cycle\n",
+      "##isse\n",
+      "##inge\n",
+      "##39\n",
+      "##nni\n",
+      "##ault\n",
+      "##fell\n",
+      "##farlane\n",
+      "##olic\n",
+      "##ices\n",
+      "##rians\n",
+      "##brand\n",
+      "##sume\n",
+      "##arns\n",
+      "##icing\n",
+      "##oche\n",
+      "##eving\n",
+      "##oise\n",
+      "##tell\n",
+      "##hani\n",
+      "##mada\n",
+      "##ctable\n",
+      "##enham\n",
+      "##chio\n",
+      "##neo\n",
+      "##dak\n",
+      "##ept\n",
+      "##kit\n",
+      "##kir\n",
+      "##41\n",
+      "##clusive\n",
+      "##hh\n",
+      "##romatic\n",
+      "##clave\n",
+      "##train\n",
+      "##essed\n",
+      "##castle\n",
+      "##drive\n",
+      "##ifice\n",
+      "##film\n",
+      "##buro\n",
+      "##ratic\n",
+      "##ل\n",
+      "##dote\n",
+      "##body\n",
+      "##ago\n",
+      "##finder\n",
+      "##llie\n",
+      "##bh\n",
+      "##oun\n",
+      "##sul\n",
+      "##ality\n",
+      "##bri\n",
+      "##genesis\n",
+      "##mist\n",
+      "##ь\n",
+      "##lou\n",
+      "##wives\n",
+      "##zyn\n",
+      "##bation\n",
+      "##ign\n",
+      "##43\n",
+      "##rika\n",
+      "##ifer\n",
+      "##ading\n",
+      "##iec\n",
+      "##region\n",
+      "##kker\n",
+      "##giving\n",
+      "##schen\n",
+      "##rase\n",
+      "##cano\n",
+      "##apple\n",
+      "##gai\n",
+      "##git\n",
+      "##nst\n",
+      "##stor\n",
+      "##thed\n",
+      "##sau\n",
+      "##kovsky\n",
+      "##elman\n",
+      "##26\n",
+      "##door\n",
+      "##sell\n",
+      "##orne\n",
+      "##nated\n",
+      "##lz\n",
+      "##cend\n",
+      "##arty\n",
+      "##sphere\n",
+      "##wala\n",
+      "##oge\n",
+      "##cure\n",
+      "##break\n",
+      "##ilde\n",
+      "##haling\n",
+      "##fixed\n",
+      "##unas\n",
+      "##ocation\n",
+      "##lkirk\n",
+      "##elling\n",
+      "##ogen\n",
+      "##к\n",
+      "##iferous\n",
+      "##mbled\n",
+      "##hita\n",
+      "##inda\n",
+      "##zee\n",
+      "##eke\n",
+      "##yla\n",
+      "##pack\n",
+      "##powering\n",
+      "##skie\n",
+      "##berman\n",
+      "##utus\n",
+      "##ining\n",
+      "##tlement\n",
+      "##nish\n",
+      "##zuki\n",
+      "##flies\n",
+      "##isha\n",
+      "##eller\n",
+      "##nary\n",
+      "##nee\n",
+      "##gist\n",
+      "##ape\n",
+      "##dick\n",
+      "##rera\n",
+      "##nut\n",
+      "##pment\n",
+      "##anu\n",
+      "##isson\n",
+      "##amy\n",
+      "##ckman\n",
+      "##zell\n",
+      "##55\n",
+      "##mable\n",
+      "##thal\n",
+      "##drick\n",
+      "##vira\n",
+      "##01\n",
+      "##rting\n",
+      "##unciation\n",
+      "##♭\n",
+      "##kki\n",
+      "##icia\n",
+      "##lusion\n",
+      "##usia\n",
+      "##hesis\n",
+      "##pressing\n",
+      "##leen\n",
+      "##uating\n",
+      "##sso\n",
+      "##thes\n",
+      "##eras\n",
+      "##gol\n",
+      "##kow\n",
+      "##asian\n",
+      "##good\n",
+      "##zano\n",
+      "##iculate\n",
+      "##his\n",
+      "##oco\n",
+      "##alle\n",
+      "##stered\n",
+      "##tters\n",
+      "##grade\n",
+      "##oped\n",
+      "##rza\n",
+      "##ellant\n",
+      "##hay\n",
+      "##kken\n",
+      "##lide\n",
+      "##bbly\n",
+      "##buck\n",
+      "##bah\n",
+      "##dust\n",
+      "##lova\n",
+      "##edge\n",
+      "##erine\n",
+      "##lty\n",
+      "##chemist\n",
+      "##connected\n",
+      "##ump\n",
+      "##main\n",
+      "##istle\n",
+      "##aster\n",
+      "##uming\n",
+      "##ential\n",
+      "##logue\n",
+      "##ogenic\n",
+      "##sities\n",
+      "##wat\n",
+      "##mide\n",
+      "##orra\n",
+      "##bola\n",
+      "##dget\n",
+      "##rith\n",
+      "##wark\n",
+      "##iny\n",
+      "##tracted\n",
+      "##overs\n",
+      "##oshi\n",
+      "##cot\n",
+      "##layer\n",
+      "##fk\n",
+      "##itas\n",
+      "##say\n",
+      "##foil\n",
+      "##metry\n",
+      "##pic\n",
+      "##fast\n",
+      "##ym\n",
+      "##enne\n",
+      "##zman\n",
+      "##raph\n",
+      "##patient\n",
+      "##meyer\n",
+      "##river\n",
+      "##eil\n",
+      "##nting\n",
+      "##cona\n",
+      "##crow\n",
+      "##mare\n",
+      "##feng\n",
+      "##uary\n",
+      "##rang\n",
+      "##torium\n",
+      "##laid\n",
+      "##ergy\n",
+      "##fers\n",
+      "##enna\n",
+      "##achal\n",
+      "##creen\n",
+      "##ilis\n",
+      "##lins\n",
+      "##rence\n",
+      "##with\n",
+      "##ception\n",
+      "##furt\n",
+      "##minster\n",
+      "##37\n",
+      "##llary\n",
+      "##landa\n",
+      "##rage\n",
+      "##ener\n",
+      "##jected\n",
+      "##trum\n",
+      "##bill\n",
+      "##lta\n",
+      "##dek\n",
+      "##laze\n",
+      "##tf\n",
+      "##ischen\n",
+      "##around\n",
+      "##kat\n",
+      "##zek\n",
+      "##ffey\n",
+      "##vara\n",
+      "##tute\n",
+      "##mmon\n",
+      "##lese\n",
+      "##uding\n",
+      "##helm\n",
+      "##pipe\n",
+      "##enary\n",
+      "##phate\n",
+      "##chon\n",
+      "##dora\n",
+      "##hur\n",
+      "##lding\n",
+      "##corp\n",
+      "##elial\n",
+      "##dened\n",
+      "##29\n",
+      "##bek\n",
+      "##dice\n",
+      "##dez\n",
+      "##ivision\n",
+      "##mori\n",
+      "##dier\n",
+      "##naut\n",
+      "##utnant\n",
+      "##ardo\n",
+      "##havan\n",
+      "##ives\n",
+      "##aldi\n",
+      "##lth\n",
+      "##ehan\n",
+      "##puri\n",
+      "##poulos\n",
+      "##poo\n",
+      "##trust\n",
+      "##opus\n",
+      "##ggle\n",
+      "##vao\n",
+      "##icate\n",
+      "##bn\n",
+      "##jm\n",
+      "##rill\n",
+      "##sius\n",
+      "##litz\n",
+      "##loh\n",
+      "##teacher\n",
+      "##ege\n",
+      "##oca\n",
+      "##pl\n",
+      "##keepers\n",
+      "##osed\n",
+      "##rys\n",
+      "##iring\n",
+      "##shima\n",
+      "##oum\n",
+      "##tish\n",
+      "##vres\n",
+      "##joy\n",
+      "##ignon\n",
+      "##mg\n",
+      "##urai\n",
+      "##mana\n",
+      "##ctors\n",
+      "##η\n",
+      "##ulio\n",
+      "##tou\n",
+      "##ی\n",
+      "##iens\n",
+      "##ignment\n",
+      "##dev\n",
+      "##arte\n",
+      "##gul\n",
+      "##held\n",
+      "##grin\n",
+      "##kou\n",
+      "##phile\n",
+      "##gara\n",
+      "##quisite\n",
+      "##vity\n",
+      "##jord\n",
+      "##valent\n",
+      "##koto\n",
+      "##vac\n",
+      "##onus\n",
+      "##cum\n",
+      "##scopic\n",
+      "##trip\n",
+      "##standing\n",
+      "##lessness\n",
+      "##dran\n",
+      "##logram\n",
+      "##boys\n",
+      "##kushima\n",
+      "##vious\n",
+      "##phobia\n",
+      "##chai\n",
+      "##gang\n",
+      "##ater\n",
+      "##lassified\n",
+      "##pati\n",
+      "##ginal\n",
+      "##straße\n",
+      "##vish\n",
+      "##ptive\n",
+      "##dur\n",
+      "##antes\n",
+      "##rral\n",
+      "##ggles\n",
+      "##omba\n",
+      "##ament\n",
+      "##uen\n",
+      "##rrick\n",
+      "##lase\n",
+      "##jic\n",
+      "##tonic\n",
+      "##promising\n",
+      "##cala\n",
+      "##sle\n",
+      "##lang\n",
+      "##dication\n",
+      "##fed\n",
+      "##rh\n",
+      "##oza\n",
+      "##woods\n",
+      "##linson\n",
+      "##mming\n",
+      "##ouin\n",
+      "##bala\n",
+      "##dda\n",
+      "##eased\n",
+      "##oides\n",
+      "##rdial\n",
+      "##rke\n",
+      "##thesis\n",
+      "##nob\n",
+      "##tically\n",
+      "##mined\n",
+      "##iti\n",
+      "##tler\n",
+      "##iente\n",
+      "##ulum\n",
+      "##tip\n",
+      "##lley\n",
+      "##iam\n",
+      "##dson\n",
+      "##ower\n",
+      "##anger\n",
+      "##laise\n",
+      "##bour\n",
+      "##icle\n",
+      "##urity\n",
+      "##lux\n",
+      "##yad\n",
+      "##bang\n",
+      "##claim\n",
+      "##erving\n",
+      "##uing\n",
+      "##amps\n",
+      "##sund\n",
+      "##xious\n",
+      "##tops\n",
+      "##icative\n",
+      "##iot\n",
+      "##dberg\n",
+      "##nified\n",
+      "##adia\n",
+      "##vite\n",
+      "##yme\n",
+      "##lino\n",
+      "##hosis\n",
+      "##lick\n",
+      "##ophone\n",
+      "##arable\n",
+      "##jure\n",
+      "##esian\n",
+      "##phus\n",
+      "##brates\n",
+      "##ritan\n",
+      "##erative\n",
+      "##zai\n",
+      "##hae\n",
+      "##imov\n",
+      "##mini\n",
+      "##rso\n",
+      "##taken\n",
+      "##nh\n",
+      "##crest\n",
+      "##ntino\n",
+      "##chester\n",
+      "##optera\n",
+      "##dara\n",
+      "##esthesia\n",
+      "##ior\n",
+      "##basket\n",
+      "##umatic\n",
+      "##cek\n",
+      "##mps\n",
+      "##orous\n",
+      "##omp\n",
+      "##ports\n",
+      "##tream\n",
+      "##deh\n",
+      "##ocks\n",
+      "##yson\n",
+      "##nad\n",
+      "##cius\n",
+      "##gli\n",
+      "##rook\n",
+      "##anov\n",
+      "##acker\n",
+      "##lika\n",
+      "##alla\n",
+      "##som\n",
+      "##national\n",
+      "##umb\n",
+      "##agne\n",
+      "##nessy\n",
+      "##iani\n",
+      "##osphere\n",
+      "##champ\n",
+      "##itan\n",
+      "##athi\n",
+      "##hab\n",
+      "##kong\n",
+      "##oia\n",
+      "##nail\n",
+      "##vc\n",
+      "##dity\n",
+      "##riated\n",
+      "##mission\n",
+      "##tort\n",
+      "##caster\n",
+      "##gman\n",
+      "##khov\n",
+      "##tively\n",
+      "##vio\n",
+      "##eak\n",
+      "##kt\n",
+      "##dance\n",
+      "##nig\n",
+      "##bham\n",
+      "##ference\n",
+      "##omics\n",
+      "##bm\n",
+      "##tropical\n",
+      "##в\n",
+      "##meric\n",
+      "##raction\n",
+      "##ige\n",
+      "##shida\n",
+      "##rde\n",
+      "##glers\n",
+      "##ssar\n",
+      "##riam\n",
+      "##aceous\n",
+      "##rard\n",
+      "##nsk\n",
+      "##cta\n",
+      "##ا\n",
+      "##mund\n",
+      "##quay\n",
+      "##uses\n",
+      "##ieving\n",
+      "##oven\n",
+      "##ignant\n",
+      "##peed\n",
+      "##sack\n",
+      "##fus\n",
+      "##shah\n",
+      "##hg\n",
+      "##sboro\n",
+      "##hunter\n",
+      "##dhar\n",
+      "##ctuated\n",
+      "##eaux\n",
+      "##gly\n",
+      "##brick\n",
+      "##stead\n",
+      "##nzo\n",
+      "##nsky\n",
+      "##tson\n",
+      "##9th\n",
+      "##movable\n",
+      "##mad\n",
+      "##rao\n",
+      "##yeh\n",
+      "##islaus\n",
+      "##shaft\n",
+      "##tyn\n",
+      "##mah\n",
+      "##yd\n",
+      "##eland\n",
+      "##tino\n",
+      "##itarian\n",
+      "##gui\n",
+      "##ausen\n",
+      "##gf\n",
+      "##rize\n",
+      "##drop\n",
+      "##ross\n",
+      "##bry\n",
+      "##ezer\n",
+      "##52\n",
+      "##gpur\n",
+      "##ivation\n",
+      "##belle\n",
+      "##osaurus\n",
+      "##col\n",
+      "##lving\n",
+      "##oint\n",
+      "##jal\n",
+      "##anna\n",
+      "##ocene\n",
+      "##orestation\n",
+      "##hiff\n",
+      "##باد\n",
+      "##nka\n",
+      "##sight\n",
+      "##tens\n",
+      "##cey\n",
+      "##yin\n",
+      "##llas\n",
+      "##building\n",
+      "##arney\n",
+      "##nem\n",
+      "##dya\n",
+      "##lellan\n",
+      "##nded\n",
+      "##routed\n",
+      "##hog\n",
+      "##smo\n",
+      "##tp\n",
+      "##rger\n",
+      "##oton\n",
+      "##urance\n",
+      "##ayan\n",
+      "##chenko\n",
+      "##arat\n",
+      "##dern\n",
+      "##lete\n",
+      "##rgen\n",
+      "##vered\n",
+      "##analysis\n",
+      "##awan\n",
+      "##khand\n",
+      "##vard\n",
+      "##nden\n",
+      "##dana\n",
+      "##oper\n",
+      "##chee\n",
+      "##vies\n",
+      "##resses\n",
+      "##pathic\n",
+      "##erved\n",
+      "##osity\n",
+      "##tosis\n",
+      "##cchi\n",
+      "##raus\n",
+      "##lham\n",
+      "##fect\n",
+      "##tten\n",
+      "##uw\n",
+      "##buch\n",
+      "##bari\n",
+      "##6th\n",
+      "##ngen\n",
+      "##ece\n",
+      "##ely\n",
+      "##edo\n",
+      "##irus\n",
+      "##wad\n",
+      "##kato\n",
+      "##dicated\n",
+      "##pon\n",
+      "##anian\n",
+      "##hei\n",
+      "##dini\n",
+      "##erina\n",
+      "##partisan\n",
+      "##itha\n",
+      "##vius\n",
+      "##channel\n",
+      "##vera\n",
+      "##tila\n",
+      "##tang\n",
+      "##bai\n",
+      "##phila\n",
+      "##kla\n",
+      "##lland\n",
+      "##nche\n",
+      "##dee\n",
+      "##hide\n",
+      "##haya\n",
+      "##itical\n",
+      "##utation\n",
+      "##ropriation\n",
+      "##koff\n",
+      "##scope\n",
+      "##vez\n",
+      "##ructured\n",
+      "##yat\n",
+      "##tight\n",
+      "##ographer\n",
+      "##quil\n",
+      "##nare\n",
+      "##zard\n",
+      "##odle\n",
+      "##naud\n",
+      "##fting\n",
+      "##dome\n",
+      "##otted\n",
+      "##65\n",
+      "##carbon\n",
+      "##estra\n",
+      "##chua\n",
+      "##edly\n",
+      "##sur\n",
+      "##sma\n",
+      "##acing\n",
+      "##49\n",
+      "##hair\n",
+      "##raphy\n",
+      "##lver\n",
+      "##uy\n",
+      "##ounded\n",
+      "##cit\n",
+      "##meo\n",
+      "##oire\n",
+      "##roved\n",
+      "##lative\n",
+      "##class\n",
+      "##yles\n",
+      "##bio\n",
+      "##cola\n",
+      "##wk\n",
+      "##orno\n",
+      "##chase\n",
+      "##tua\n",
+      "##otype\n",
+      "##×\n",
+      "##tructing\n",
+      "##eger\n",
+      "##etz\n",
+      "##ttle\n",
+      "##fires\n",
+      "##adan\n",
+      "##ciful\n",
+      "##fb\n",
+      "##slow\n",
+      "##ials\n",
+      "##tford\n",
+      "##tick\n",
+      "##onga\n",
+      "##heard\n",
+      "##khan\n",
+      "##rdes\n",
+      "##write\n",
+      "##bians\n",
+      "##hri\n",
+      "##ndt\n",
+      "##monium\n",
+      "##orough\n",
+      "##games\n",
+      "##lysis\n",
+      "##beau\n",
+      "##dalen\n",
+      "##hila\n",
+      "##nai\n",
+      "##qual\n",
+      "##rford\n",
+      "##mei\n",
+      "##rnik\n",
+      "##hedron\n",
+      "##hope\n",
+      "##ʻi\n",
+      "##ags\n",
+      "##iner\n",
+      "##raine\n",
+      "##wright\n",
+      "##copic\n",
+      "##ador\n",
+      "##camp\n",
+      "##enas\n",
+      "##vating\n",
+      "##ears\n",
+      "##vb\n",
+      "##zd\n",
+      "##hein\n",
+      "##chuk\n",
+      "##gami\n",
+      "##lka\n",
+      "##points\n",
+      "##tov\n",
+      "##aar\n",
+      "##schaft\n",
+      "##vino\n",
+      "##eron\n",
+      "##iography\n",
+      "##jia\n",
+      "##suka\n",
+      "##deck\n",
+      "##vill\n",
+      "##rug\n",
+      "##tec\n",
+      "##dorff\n",
+      "##hear\n",
+      "##rogated\n",
+      "##pani\n",
+      "##rissa\n",
+      "##rnet\n",
+      "##eki\n",
+      "##kson\n",
+      "##lewood\n",
+      "##rval\n",
+      "##gata\n",
+      "##biotic\n",
+      "##ettes\n",
+      "##otide\n",
+      "##runa\n",
+      "##umble\n",
+      "##roller\n",
+      "##bright\n",
+      "##uance\n",
+      "##planes\n",
+      "##esses\n",
+      "##ductive\n",
+      "##unes\n",
+      "##cans\n",
+      "##hosh\n",
+      "##lifting\n",
+      "##sation\n",
+      "##christ\n",
+      "##llins\n",
+      "##ibar\n",
+      "##balance\n",
+      "##uso\n",
+      "##emy\n",
+      "##felt\n",
+      "##wt\n",
+      "##blood\n",
+      "##aghan\n",
+      "##verted\n",
+      "##ythe\n",
+      "##pore\n",
+      "##roi\n",
+      "##unds\n",
+      "##tage\n",
+      "##venting\n",
+      "##vances\n",
+      "##gical\n",
+      "##4th\n",
+      "##mism\n",
+      "##ntine\n",
+      "##neas\n",
+      "##eles\n",
+      "##eurs\n",
+      "##gno\n",
+      "##mute\n",
+      "##ances\n",
+      "##sw\n",
+      "##rank\n",
+      "##rder\n",
+      "##missible\n",
+      "##cr\n",
+      "##jevic\n",
+      "##lates\n",
+      "##pina\n",
+      "##rona\n",
+      "##ου\n",
+      "##gative\n",
+      "##mpton\n",
+      "##dou\n",
+      "##rries\n",
+      "##anta\n",
+      "##venor\n",
+      "##nx\n",
+      "##bags\n",
+      "##tsky\n",
+      "##nally\n",
+      "##ths\n",
+      "##lved\n",
+      "##hmi\n",
+      "##loe\n",
+      "##mage\n",
+      "##sily\n",
+      "##cute\n",
+      "##md\n",
+      "##strel\n",
+      "##utter\n",
+      "##ractive\n",
+      "##rkin\n",
+      "##coll\n",
+      "##lun\n",
+      "##tance\n",
+      "##mental\n",
+      "##kala\n",
+      "##rization\n",
+      "##open\n",
+      "##ruff\n",
+      "##entes\n",
+      "##emon\n",
+      "##nist\n",
+      "##mack\n",
+      "##jured\n",
+      "##parts\n",
+      "##enting\n",
+      "##pg\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##walker\n",
+      "##going\n",
+      "##minated\n",
+      "##56\n",
+      "##gnon\n",
+      "##igny\n",
+      "##growth\n",
+      "##ywood\n",
+      "##ffi\n",
+      "##rdan\n",
+      "##kney\n",
+      "##position\n",
+      "##dlow\n",
+      "##54\n",
+      "##mania\n",
+      "##bots\n",
+      "##evsky\n",
+      "##uis\n",
+      "##americana\n",
+      "##dding\n",
+      "##inton\n",
+      "##nage\n",
+      "##rret\n",
+      "##bread\n",
+      "##rrier\n",
+      "##kam\n",
+      "##tea\n",
+      "##ditional\n",
+      "##het\n",
+      "##udged\n",
+      "##lash\n",
+      "##alic\n",
+      "##gaon\n",
+      "##cide\n",
+      "##cini\n",
+      "##typical\n",
+      "##viere\n",
+      "##logie\n",
+      "##itte\n",
+      "##lass\n",
+      "##lists\n",
+      "##cor\n",
+      "##nosis\n",
+      "##tsa\n",
+      "##icio\n",
+      "##rney\n",
+      "##tara\n",
+      "##dates\n",
+      "##aia\n",
+      "##mum\n",
+      "##oys\n",
+      "##wehr\n",
+      "##lind\n",
+      "##lone\n",
+      "##rgh\n",
+      "##oons\n",
+      "##urgent\n",
+      "##logic\n",
+      "##dial\n",
+      "##hered\n",
+      "##usly\n",
+      "##cous\n",
+      "##egorical\n",
+      "##weig\n",
+      "##scia\n",
+      "##uh\n",
+      "##efe\n",
+      "##isches\n",
+      "##asse\n",
+      "##earing\n",
+      "##amen\n",
+      "##bund\n",
+      "##lad\n",
+      "##powered\n",
+      "##yst\n",
+      "##ctum\n",
+      "##music\n",
+      "##neil\n",
+      "##washed\n",
+      "##itors\n",
+      "##opped\n",
+      "##arm\n",
+      "##plicity\n",
+      "##onis\n",
+      "##hedral\n",
+      "##vana\n",
+      "##aldo\n",
+      "##cytes\n",
+      "##hopper\n",
+      "##izan\n",
+      "##graphs\n",
+      "##opers\n",
+      "##uven\n",
+      "##listic\n",
+      "##rwin\n",
+      "##erik\n",
+      "##tify\n",
+      "##bson\n",
+      "##eros\n",
+      "##rained\n",
+      "##rath\n",
+      "##dot\n",
+      "##rbin\n",
+      "##marks\n",
+      "##gart\n",
+      "##kota\n",
+      "##oder\n",
+      "##phonic\n",
+      "##gur\n",
+      "##odies\n",
+      "##⁄₄\n",
+      "##tness\n",
+      "##ety\n",
+      "##hone\n",
+      "##liche\n",
+      "##nator\n",
+      "##nery\n",
+      "##orio\n",
+      "##umen\n",
+      "##cb\n",
+      "##oted\n",
+      "##titles\n",
+      "##tura\n",
+      "##ια\n",
+      "##frid\n",
+      "##grants\n",
+      "##tative\n",
+      "##cave\n",
+      "##oses\n",
+      "##sions\n",
+      "##ople\n",
+      "##rsk\n",
+      "##offs\n",
+      "##ammed\n",
+      "##ocating\n",
+      "##pressive\n",
+      "##cm\n",
+      "##kshi\n",
+      "##bold\n",
+      "##vus\n",
+      "##rled\n",
+      "##7th\n",
+      "##hid\n",
+      "##rmin\n",
+      "##cen\n",
+      "##raf\n",
+      "##85\n",
+      "##anial\n",
+      "##abas\n",
+      "##bane\n",
+      "##arion\n",
+      "##erian\n",
+      "##ired\n",
+      "##sil\n",
+      "##akh\n",
+      "##person\n",
+      "##pants\n",
+      "##cliff\n",
+      "##ulent\n",
+      "##dun\n",
+      "##inium\n",
+      "##zic\n",
+      "##urer\n",
+      "##imi\n",
+      "##lita\n",
+      "##agger\n",
+      "##lynn\n",
+      "##rigue\n",
+      "##eborg\n",
+      "##uram\n",
+      "##breakers\n",
+      "##udeau\n",
+      "##hony\n",
+      "##ccus\n",
+      "##mounted\n",
+      "##pod\n",
+      "##eche\n",
+      "##claiming\n",
+      "##osomal\n",
+      "##amina\n",
+      "##scent\n",
+      "##fleet\n",
+      "##ppy\n",
+      "##lowe\n",
+      "##nio\n",
+      "##bbon\n",
+      "##jian\n",
+      "##jean\n",
+      "##øy\n",
+      "##hearted\n",
+      "##spar\n",
+      "##nb\n",
+      "##uria\n",
+      "##vinsky\n",
+      "##fera\n",
+      "##loid\n",
+      "##mous\n",
+      "##a1\n",
+      "##mpt\n",
+      "##swick\n",
+      "##enay\n",
+      "##nsed\n",
+      "##hly\n",
+      "##wyl\n",
+      "##encia\n",
+      "##hyllum\n",
+      "##masters\n",
+      "##fat\n",
+      "##pour\n",
+      "##mium\n",
+      "##vani\n",
+      "##hli\n",
+      "##wg\n",
+      "##bau\n",
+      "##version\n",
+      "##hort\n",
+      "##chison\n",
+      "##hiti\n",
+      "##nnis\n",
+      "##iensis\n",
+      "##raße\n",
+      "##58\n",
+      "##atal\n",
+      "##uno\n",
+      "##iji\n",
+      "##dles\n",
+      "##terol\n",
+      "##rasia\n",
+      "##riety\n",
+      "##fra\n",
+      "##thor\n",
+      "##heater\n",
+      "##mering\n",
+      "##ilia\n",
+      "##aer\n",
+      "##anor\n",
+      "##iste\n",
+      "##may\n",
+      "##oue\n",
+      "##jad\n",
+      "##missive\n",
+      "##ppel\n",
+      "##gnant\n",
+      "##lga\n",
+      "##atable\n",
+      "##idad\n",
+      "##ols\n",
+      "##ouring\n",
+      "##tangled\n",
+      "##very\n",
+      "##lette\n",
+      "##sden\n",
+      "##¹\n",
+      "##olt\n",
+      "##pins\n",
+      "##gut\n",
+      "##pher\n",
+      "##zh\n",
+      "##rok\n",
+      "##boot\n",
+      "##liffe\n",
+      "##minating\n",
+      "##rrado\n",
+      "##fur\n",
+      "##arina\n",
+      "##−1\n",
+      "##herton\n",
+      "##anal\n",
+      "##eia\n",
+      "##lub\n",
+      "##bilis\n",
+      "##cz\n",
+      "##ouk\n",
+      "##aina\n",
+      "##firm\n",
+      "##anum\n",
+      "##bbies\n",
+      "##tyle\n",
+      "##nction\n",
+      "##dner\n",
+      "##edging\n",
+      "##hane\n",
+      "##iy\n",
+      "##talk\n",
+      "##nais\n",
+      "##olf\n",
+      "##reen\n",
+      "##sit\n",
+      "##arded\n",
+      "##aday\n",
+      "##onte\n",
+      "##tained\n",
+      "##lez\n",
+      "##lho\n",
+      "##anies\n",
+      "##bib\n",
+      "##falls\n",
+      "##harat\n",
+      "##week\n",
+      "##eries\n",
+      "##uously\n",
+      "##ahl\n",
+      "##pee\n",
+      "##ddled\n",
+      "##holz\n",
+      "##iction\n",
+      "##cheon\n",
+      "##oit\n",
+      "##neuve\n",
+      "##ipes\n",
+      "##recht\n",
+      "##nism\n",
+      "##zumi\n",
+      "##riders\n",
+      "##ados\n",
+      "##mament\n",
+      "##mut\n",
+      "##rud\n",
+      "##laus\n",
+      "##ksha\n",
+      "##imeters\n",
+      "##isance\n",
+      "##pre\n",
+      "##ronia\n",
+      "##lke\n",
+      "##tablished\n",
+      "##scoe\n",
+      "##59\n",
+      "##taro\n",
+      "##cuit\n",
+      "##idi\n",
+      "##rdon\n",
+      "##grating\n",
+      "##inates\n",
+      "##asco\n",
+      "##ecin\n",
+      "##kovich\n",
+      "##ently\n",
+      "##nostic\n",
+      "##ttal\n",
+      "##idon\n",
+      "##gnan\n",
+      "##ikh\n",
+      "##dant\n",
+      "##rons\n",
+      "##lary\n",
+      "##mara\n",
+      "##iciencies\n",
+      "##rti\n",
+      "##inatory\n",
+      "##ssion\n",
+      "##inga\n",
+      "##lism\n",
+      "##ately\n",
+      "##rgeon\n",
+      "##ains\n",
+      "##plify\n",
+      "##tub\n",
+      "##chner\n",
+      "##sibility\n",
+      "##kura\n",
+      "##oulos\n",
+      "##8th\n",
+      "##tched\n",
+      "##lateral\n",
+      "##pps\n",
+      "##tama\n",
+      "##ifiers\n",
+      "##plin\n",
+      "##quitable\n",
+      "##beam\n",
+      "##sitor\n",
+      "##57\n",
+      "##cton\n",
+      "##tees\n",
+      "##rran\n",
+      "##asurable\n",
+      "##fles\n",
+      "##200\n",
+      "##iance\n",
+      "##efined\n",
+      "##till\n",
+      "##duk\n",
+      "##nished\n",
+      "##hre\n",
+      "##wled\n",
+      "##arians\n",
+      "##zos\n",
+      "##yck\n",
+      "##gingly\n",
+      "##urse\n",
+      "##wee\n",
+      "##mies\n",
+      "##pw\n",
+      "##roll\n",
+      "##vita\n",
+      "##urized\n",
+      "##taka\n",
+      "##rito\n",
+      "##ij\n",
+      "##uls\n",
+      "##zily\n",
+      "##hema\n",
+      "##tique\n",
+      "##avio\n",
+      "##cision\n",
+      "##tray\n",
+      "##lden\n",
+      "##maid\n",
+      "##oxide\n",
+      "##rba\n",
+      "##rnier\n",
+      "##ually\n",
+      "##otte\n",
+      "##hett\n",
+      "##omorphic\n",
+      "##zog\n",
+      "##bula\n",
+      "##lithic\n",
+      "##rada\n",
+      "##abi\n",
+      "##bla\n",
+      "##icon\n",
+      "##lvis\n",
+      "##rest\n",
+      "##rzy\n",
+      "##kian\n",
+      "##utive\n",
+      "##rmi\n",
+      "##rued\n",
+      "##enes\n",
+      "##tao\n",
+      "##wash\n",
+      "##inkles\n",
+      "##kiewicz\n",
+      "##ando\n",
+      "##rem\n",
+      "##ffled\n",
+      "##uising\n",
+      "##guide\n",
+      "##vron\n",
+      "##imum\n",
+      "##rrow\n",
+      "##ка\n",
+      "##hum\n",
+      "##orth\n",
+      "##kali\n",
+      "##veda\n",
+      "##yala\n",
+      "##cana\n",
+      "##sure\n",
+      "##gree\n",
+      "##eza\n",
+      "##mation\n",
+      "##vitt\n",
+      "##clops\n",
+      "##gizing\n",
+      "##iad\n",
+      "##filtration\n",
+      "##merie\n",
+      "##dgets\n",
+      "##ceptive\n",
+      "##para\n",
+      "##lars\n",
+      "##osta\n",
+      "##oux\n",
+      "##culus\n",
+      "##lais\n",
+      "##qvist\n",
+      "##rrigan\n",
+      "##odon\n",
+      "##lastic\n",
+      "##cam\n",
+      "##erted\n",
+      "##drik\n",
+      "##igate\n",
+      "##mise\n",
+      "##zbek\n",
+      "##istles\n",
+      "##ivar\n",
+      "##orin\n",
+      "##idium\n",
+      "##sg\n",
+      "##cina\n",
+      "##etano\n",
+      "##zzy\n",
+      "##66\n",
+      "##bedo\n",
+      "##oin\n",
+      "##ici\n",
+      "##endez\n",
+      "##ocytes\n",
+      "##sop\n",
+      "##actic\n",
+      "##baldi\n",
+      "##bular\n",
+      "##ensburg\n",
+      "##itung\n",
+      "##scu\n",
+      "##ound\n",
+      "##personal\n",
+      "##meister\n",
+      "##nberger\n",
+      "##ricting\n",
+      "##dilly\n",
+      "##genase\n",
+      "##erre\n",
+      "##ayo\n",
+      "##lizer\n",
+      "##ajan\n",
+      "##kulam\n",
+      "##ieg\n",
+      "##lge\n",
+      "##mbit\n",
+      "##suit\n",
+      "##miento\n",
+      "##rites\n",
+      "##sling\n",
+      "##ghi\n",
+      "##rations\n",
+      "##tarian\n",
+      "##duced\n",
+      "##ragan\n",
+      "##dna\n",
+      "##rga\n",
+      "##tlan\n",
+      "##lized\n",
+      "##qu\n",
+      "##vere\n",
+      "##jali\n",
+      "##weather\n",
+      "##grounds\n",
+      "##iii\n",
+      "##nbc\n",
+      "##escence\n",
+      "##flight\n",
+      "##cased\n",
+      "##tula\n",
+      "##fahan\n",
+      "##bruck\n",
+      "##dents\n",
+      "##nami\n",
+      "##hner\n",
+      "##meral\n",
+      "##isen\n",
+      "##ometric\n",
+      "##pres\n",
+      "##ан\n",
+      "##jhl\n",
+      "##zko\n",
+      "##lten\n",
+      "##rcus\n",
+      "##section\n",
+      "##rooms\n",
+      "##formed\n",
+      "##lok\n",
+      "##stellar\n",
+      "##mmel\n",
+      "##abia\n",
+      "##apes\n",
+      "##chaft\n",
+      "##dav\n",
+      "##ooping\n",
+      "##tension\n",
+      "##itia\n",
+      "##ffie\n",
+      "##tsk\n",
+      "##onda\n",
+      "##tiv\n",
+      "##rvis\n",
+      "##gni\n",
+      "##mberg\n",
+      "##urian\n",
+      "##wani\n",
+      "##3d\n",
+      "##app\n",
+      "##oed\n",
+      "##year\n",
+      "##ega\n",
+      "##cel\n",
+      "##enter\n",
+      "##oles\n",
+      "##oteric\n",
+      "##ы\n",
+      "##hem\n",
+      "##kata\n",
+      "##ciency\n",
+      "##ה\n",
+      "##arus\n",
+      "##mussen\n",
+      "##nidae\n",
+      "##rzburg\n",
+      "##ingdon\n",
+      "##tituted\n",
+      "##lices\n",
+      "##oj\n",
+      "##bain\n",
+      "##ecure\n",
+      "##arding\n",
+      "##ης\n",
+      "##andra\n",
+      "##broken\n",
+      "##cuting\n",
+      "##iface\n",
+      "##ror\n",
+      "##rosis\n",
+      "##drome\n",
+      "##ioms\n",
+      "##oric\n",
+      "##rag\n",
+      "##ckey\n",
+      "##trix\n",
+      "##stems\n",
+      "##uder\n",
+      "##nivorous\n",
+      "##isan\n",
+      "##dict\n",
+      "##igen\n",
+      "##vna\n",
+      "##zziness\n",
+      "##eft\n",
+      "##mbs\n",
+      "##scribe\n",
+      "##aks\n",
+      "##ifolia\n",
+      "##athan\n",
+      "##zle\n",
+      "##pse\n",
+      "##mbling\n",
+      "##urrent\n",
+      "##izzly\n",
+      "##ɛ\n",
+      "##for\n",
+      "##elis\n",
+      "##folk\n",
+      "##lwyn\n",
+      "##otho\n",
+      "##saka\n",
+      "##bf\n",
+      "##itative\n",
+      "##yce\n",
+      "##flict\n",
+      "##miya\n",
+      "##reate\n",
+      "##ruck\n",
+      "##tucket\n",
+      "##ayton\n",
+      "##cence\n",
+      "##ife\n",
+      "##bber\n",
+      "##skin\n",
+      "##tat\n",
+      "##you\n",
+      "##nir\n",
+      "##idia\n",
+      "##inho\n",
+      "##500\n",
+      "##rise\n",
+      "##lovic\n",
+      "##lch\n",
+      "##urities\n",
+      "##dermott\n",
+      "##inking\n",
+      "##scan\n",
+      "##ostal\n",
+      "##owe\n",
+      "##bner\n",
+      "##rchy\n",
+      "##systems\n",
+      "##trics\n",
+      "##gration\n",
+      "##olio\n",
+      "##urst\n",
+      "##nty\n",
+      "##cultural\n",
+      "##quette\n",
+      "##ssed\n",
+      "##tma\n",
+      "##zcz\n",
+      "##itaire\n",
+      "##stones\n",
+      "##udence\n",
+      "##just\n",
+      "##nsen\n",
+      "##л\n",
+      "##umber\n",
+      "##upt\n",
+      "##rip\n",
+      "##bution\n",
+      "##gano\n",
+      "##onzo\n",
+      "##orro\n",
+      "##puted\n",
+      "##tori\n",
+      "##stis\n",
+      "##stov\n",
+      "##opa\n",
+      "##glio\n",
+      "##sir\n",
+      "##peration\n",
+      "##uez\n",
+      "##kic\n",
+      "##kei\n",
+      "##ducted\n",
+      "##pone\n",
+      "##roids\n",
+      "##jing\n",
+      "##ppet\n",
+      "##lib\n",
+      "##ssee\n",
+      "##pkins\n",
+      "##400\n",
+      "##bley\n",
+      "##raya\n",
+      "##rmed\n",
+      "##ailing\n",
+      "##ilation\n",
+      "##tzer\n",
+      "##uppe\n",
+      "##werk\n",
+      "##avs\n",
+      "##ands\n",
+      "##rco\n",
+      "##dion\n",
+      "##etched\n",
+      "##lster\n",
+      "##nsor\n",
+      "##toy\n",
+      "##ticus\n",
+      "##urbed\n",
+      "##hyl\n",
+      "##rrard\n",
+      "##waite\n",
+      "##wil\n",
+      "##bant\n",
+      "##edance\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",
+      "##ª\n",
+      "##«\n",
+      "##¬\n",
+      "##®\n",
+      "##±\n",
+      "##´\n",
+      "##µ\n",
+      "##¶\n",
+      "##·\n",
+      "##º\n",
+      "##»\n",
+      "##¼\n",
+      "##¾\n",
+      "##¿\n",
+      "##æ\n",
+      "##ð\n",
+      "##÷\n",
+      "##þ\n",
+      "##đ\n",
+      "##ħ\n",
+      "##ŋ\n",
+      "##œ\n",
+      "##ƒ\n",
+      "##ɐ\n",
+      "##ɑ\n",
+      "##ɒ\n",
+      "##ɔ\n",
+      "##ɕ\n",
+      "##ə\n",
+      "##ɡ\n",
+      "##ɣ\n",
+      "##ɨ\n",
+      "##ɪ\n",
+      "##ɫ\n",
+      "##ɬ\n",
+      "##ɯ\n",
+      "##ɲ\n",
+      "##ɴ\n",
+      "##ɹ\n",
+      "##ɾ\n",
+      "##ʀ\n",
+      "##ʁ\n",
+      "##ʂ\n",
+      "##ʃ\n",
+      "##ʉ\n",
+      "##ʊ\n",
+      "##ʋ\n",
+      "##ʌ\n",
+      "##ʎ\n",
+      "##ʐ\n",
+      "##ʑ\n",
+      "##ʒ\n",
+      "##ʔ\n",
+      "##ʰ\n",
+      "##ʲ\n",
+      "##ʳ\n",
+      "##ʷ\n",
+      "##ʸ\n",
+      "##ʻ\n",
+      "##ʼ\n",
+      "##ʾ\n",
+      "##ʿ\n",
+      "##ˈ\n",
+      "##ˡ\n",
+      "##ˢ\n",
+      "##ˣ\n",
+      "##ˤ\n",
+      "##β\n",
+      "##γ\n",
+      "##δ\n",
+      "##ε\n",
+      "##ζ\n",
+      "##θ\n",
+      "##κ\n",
+      "##λ\n",
+      "##μ\n",
+      "##ξ\n",
+      "##ο\n",
+      "##π\n",
+      "##ρ\n",
+      "##σ\n",
+      "##τ\n",
+      "##υ\n",
+      "##φ\n",
+      "##χ\n",
+      "##ψ\n",
+      "##ω\n",
+      "##б\n",
+      "##г\n",
+      "##д\n",
+      "##ж\n",
+      "##з\n",
+      "##м\n",
+      "##п\n",
+      "##с\n",
+      "##у\n",
+      "##ф\n",
+      "##х\n",
+      "##ц\n",
+      "##ч\n",
+      "##ш\n",
+      "##щ\n",
+      "##ъ\n",
+      "##э\n",
+      "##ю\n",
+      "##ђ\n",
+      "##є\n",
+      "##і\n",
+      "##ј\n",
+      "##љ\n",
+      "##њ\n",
+      "##ћ\n",
+      "##ӏ\n",
+      "##ա\n",
+      "##բ\n",
+      "##գ\n",
+      "##դ\n",
+      "##ե\n",
+      "##թ\n",
+      "##ի\n",
+      "##լ\n",
+      "##կ\n",
+      "##հ\n",
+      "##մ\n",
+      "##յ\n",
+      "##ն\n",
+      "##ո\n",
+      "##պ\n",
+      "##ս\n",
+      "##վ\n",
+      "##տ\n",
+      "##ր\n",
+      "##ւ\n",
+      "##ք\n",
+      "##־\n",
+      "##א\n",
+      "##ב\n",
+      "##ג\n",
+      "##ד\n",
+      "##ו\n",
+      "##ז\n",
+      "##ח\n",
+      "##ט\n",
+      "##י\n",
+      "##ך\n",
+      "##כ\n",
+      "##ל\n",
+      "##ם\n",
+      "##מ\n",
+      "##ן\n",
+      "##נ\n",
+      "##ס\n",
+      "##ע\n",
+      "##ף\n",
+      "##פ\n",
+      "##ץ\n",
+      "##צ\n",
+      "##ק\n",
+      "##ר\n",
+      "##ש\n",
+      "##ת\n",
+      "##،\n",
+      "##ء\n",
+      "##ب\n",
+      "##ت\n",
+      "##ث\n",
+      "##ج\n",
+      "##ح\n",
+      "##خ\n",
+      "##ذ\n",
+      "##ز\n",
+      "##س\n",
+      "##ش\n",
+      "##ص\n",
+      "##ض\n",
+      "##ط\n",
+      "##ظ\n",
+      "##ع\n",
+      "##غ\n",
+      "##ـ\n",
+      "##ف\n",
+      "##ق\n",
+      "##ك\n",
+      "##و\n",
+      "##ى\n",
+      "##ٹ\n",
+      "##پ\n",
+      "##چ\n",
+      "##ک\n",
+      "##گ\n",
+      "##ں\n",
+      "##ھ\n",
+      "##ہ\n",
+      "##ے\n",
+      "##अ\n",
+      "##आ\n",
+      "##उ\n",
+      "##ए\n",
+      "##क\n",
+      "##ख\n",
+      "##ग\n",
+      "##च\n",
+      "##ज\n",
+      "##ट\n",
+      "##ड\n",
+      "##ण\n",
+      "##त\n",
+      "##थ\n",
+      "##द\n",
+      "##ध\n",
+      "##न\n",
+      "##प\n",
+      "##ब\n",
+      "##भ\n",
+      "##म\n",
+      "##य\n",
+      "##र\n",
+      "##ल\n",
+      "##व\n",
+      "##श\n",
+      "##ष\n",
+      "##स\n",
+      "##ह\n",
+      "##ा\n",
+      "##ि\n",
+      "##ी\n",
+      "##ो\n",
+      "##।\n",
+      "##॥\n",
+      "##ং\n",
+      "##অ\n",
+      "##আ\n",
+      "##ই\n",
+      "##উ\n",
+      "##এ\n",
+      "##ও\n",
+      "##ক\n",
+      "##খ\n",
+      "##গ\n",
+      "##চ\n",
+      "##ছ\n",
+      "##জ\n",
+      "##ট\n",
+      "##ড\n",
+      "##ণ\n",
+      "##ত\n",
+      "##থ\n",
+      "##দ\n",
+      "##ধ\n",
+      "##ন\n",
+      "##প\n",
+      "##ব\n",
+      "##ভ\n",
+      "##ম\n",
+      "##য\n",
+      "##র\n",
+      "##ল\n",
+      "##শ\n",
+      "##ষ\n",
+      "##স\n",
+      "##হ\n",
+      "##া\n",
+      "##ি\n",
+      "##ী\n",
+      "##ে\n",
+      "##க\n",
+      "##ச\n",
+      "##ட\n",
+      "##த\n",
+      "##ந\n",
+      "##ன\n",
+      "##ப\n",
+      "##ம\n",
+      "##ய\n",
+      "##ர\n",
+      "##ல\n",
+      "##ள\n",
+      "##வ\n",
+      "##ா\n",
+      "##ி\n",
+      "##ு\n",
+      "##ே\n",
+      "##ை\n",
+      "##ನ\n",
+      "##ರ\n",
+      "##ಾ\n",
+      "##ක\n",
+      "##ය\n",
+      "##ර\n",
+      "##ල\n",
+      "##ව\n",
+      "##ා\n",
+      "##ก\n",
+      "##ง\n",
+      "##ต\n",
+      "##ท\n",
+      "##น\n",
+      "##พ\n",
+      "##ม\n",
+      "##ย\n",
+      "##ร\n",
+      "##ล\n",
+      "##ว\n",
+      "##ส\n",
+      "##อ\n",
+      "##า\n",
+      "##เ\n",
+      "##་\n",
+      "##།\n",
+      "##ག\n",
+      "##ང\n",
+      "##ད\n",
+      "##ན\n",
+      "##པ\n",
+      "##བ\n",
+      "##མ\n",
+      "##འ\n",
+      "##ར\n",
+      "##ལ\n",
+      "##ས\n",
+      "##မ\n",
+      "##ა\n",
+      "##ბ\n",
+      "##გ\n",
+      "##დ\n",
+      "##ე\n",
+      "##ვ\n",
+      "##თ\n",
+      "##ი\n",
+      "##კ\n",
+      "##ლ\n",
+      "##მ\n",
+      "##ნ\n",
+      "##ო\n",
+      "##რ\n",
+      "##ს\n",
+      "##ტ\n",
+      "##უ\n",
+      "##ᄀ\n",
+      "##ᄂ\n",
+      "##ᄃ\n",
+      "##ᄅ\n",
+      "##ᄆ\n",
+      "##ᄇ\n",
+      "##ᄉ\n",
+      "##ᄊ\n",
+      "##ᄋ\n",
+      "##ᄌ\n",
+      "##ᄎ\n",
+      "##ᄏ\n",
+      "##ᄐ\n",
+      "##ᄑ\n",
+      "##ᄒ\n",
+      "##ᅡ\n",
+      "##ᅢ\n",
+      "##ᅥ\n",
+      "##ᅦ\n",
+      "##ᅧ\n",
+      "##ᅩ\n",
+      "##ᅪ\n",
+      "##ᅭ\n",
+      "##ᅮ\n",
+      "##ᅯ\n",
+      "##ᅲ\n",
+      "##ᅳ\n",
+      "##ᅴ\n",
+      "##ᅵ\n",
+      "##ᆨ\n",
+      "##ᆫ\n",
+      "##ᆯ\n",
+      "##ᆷ\n",
+      "##ᆸ\n",
+      "##ᆼ\n",
+      "##ᴬ\n",
+      "##ᴮ\n",
+      "##ᴰ\n",
+      "##ᴵ\n",
+      "##ᴺ\n",
+      "##ᵀ\n",
+      "##ᵃ\n",
+      "##ᵇ\n",
+      "##ᵈ\n",
+      "##ᵉ\n",
+      "##ᵍ\n",
+      "##ᵏ\n",
+      "##ᵐ\n",
+      "##ᵒ\n",
+      "##ᵖ\n",
+      "##ᵗ\n",
+      "##ᵘ\n",
+      "##ᵣ\n",
+      "##ᵤ\n",
+      "##ᵥ\n",
+      "##ᶜ\n",
+      "##ᶠ\n",
+      "##‐\n",
+      "##‑\n",
+      "##‒\n",
+      "##–\n",
+      "##—\n",
+      "##―\n",
+      "##‖\n",
+      "##‘\n",
+      "##’\n",
+      "##‚\n",
+      "##“\n",
+      "##”\n",
+      "##„\n",
+      "##†\n",
+      "##‡\n",
+      "##•\n",
+      "##…\n",
+      "##‰\n",
+      "##′\n",
+      "##″\n",
+      "##›\n",
+      "##‿\n",
+      "##⁄\n",
+      "##⁰\n",
+      "##ⁱ\n",
+      "##⁴\n",
+      "##⁵\n",
+      "##⁶\n",
+      "##⁷\n",
+      "##⁸\n",
+      "##⁹\n",
+      "##⁻\n",
+      "##ⁿ\n",
+      "##₅\n",
+      "##₆\n",
+      "##₇\n",
+      "##₈\n",
+      "##₉\n",
+      "##₊\n",
+      "##₍\n",
+      "##₎\n",
+      "##ₐ\n",
+      "##ₑ\n",
+      "##ₒ\n",
+      "##ₓ\n",
+      "##ₕ\n",
+      "##ₖ\n",
+      "##ₗ\n",
+      "##ₘ\n",
+      "##ₚ\n",
+      "##ₛ\n",
+      "##ₜ\n",
+      "##₤\n",
+      "##₩\n",
+      "##€\n",
+      "##₱\n",
+      "##₹\n",
+      "##ℓ\n",
+      "##№\n",
+      "##ℝ\n",
+      "##™\n",
+      "##⅓\n",
+      "##⅔\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",
+      "##ⱼ\n",
+      "##⺩\n",
+      "##⺼\n",
+      "##⽥\n",
+      "##、\n",
+      "##。\n",
+      "##〈\n",
+      "##〉\n",
+      "##《\n",
+      "##》\n",
+      "##「\n",
+      "##」\n",
+      "##『\n",
+      "##』\n",
+      "##〜\n",
+      "##あ\n",
+      "##い\n",
+      "##う\n",
+      "##え\n",
+      "##お\n",
+      "##か\n",
+      "##き\n",
+      "##く\n",
+      "##け\n",
+      "##こ\n",
+      "##さ\n",
+      "##し\n",
+      "##す\n",
+      "##せ\n",
+      "##そ\n",
+      "##た\n",
+      "##ち\n",
+      "##っ\n",
+      "##つ\n",
+      "##て\n",
+      "##と\n",
+      "##な\n",
+      "##に\n",
+      "##ぬ\n",
+      "##ね\n",
+      "##の\n",
+      "##は\n",
+      "##ひ\n",
+      "##ふ\n",
+      "##へ\n",
+      "##ほ\n",
+      "##ま\n",
+      "##み\n",
+      "##む\n",
+      "##め\n",
+      "##も\n",
+      "##や\n",
+      "##ゆ\n",
+      "##よ\n",
+      "##ら\n",
+      "##り\n",
+      "##る\n",
+      "##れ\n",
+      "##ろ\n",
+      "##を\n",
+      "##ん\n",
+      "##ァ\n",
+      "##ア\n",
+      "##ィ\n",
+      "##イ\n",
+      "##ウ\n",
+      "##ェ\n",
+      "##エ\n",
+      "##オ\n",
+      "##カ\n",
+      "##キ\n",
+      "##ク\n",
+      "##ケ\n",
+      "##コ\n",
+      "##サ\n",
+      "##シ\n",
+      "##ス\n",
+      "##セ\n",
+      "##タ\n",
+      "##チ\n",
+      "##ッ\n",
+      "##ツ\n",
+      "##テ\n",
+      "##ト\n",
+      "##ナ\n",
+      "##ニ\n",
+      "##ノ\n",
+      "##ハ\n",
+      "##ヒ\n",
+      "##フ\n",
+      "##ヘ\n",
+      "##ホ\n",
+      "##マ\n",
+      "##ミ\n",
+      "##ム\n",
+      "##メ\n",
+      "##モ\n",
+      "##ャ\n",
+      "##ュ\n",
+      "##ョ\n",
+      "##ラ\n",
+      "##リ\n",
+      "##ル\n",
+      "##レ\n",
+      "##ロ\n",
+      "##ワ\n",
+      "##ン\n",
+      "##・\n",
+      "##ー\n",
+      "##一\n",
+      "##三\n",
+      "##上\n",
+      "##下\n",
+      "##不\n",
+      "##世\n",
+      "##中\n",
+      "##主\n",
+      "##久\n",
+      "##之\n",
+      "##也\n",
+      "##事\n",
+      "##二\n",
+      "##五\n",
+      "##井\n",
+      "##京\n",
+      "##人\n",
+      "##亻\n",
+      "##仁\n",
+      "##介\n",
+      "##代\n",
+      "##仮\n",
+      "##伊\n",
+      "##会\n",
+      "##佐\n",
+      "##侍\n",
+      "##保\n",
+      "##信\n",
+      "##健\n",
+      "##元\n",
+      "##光\n",
+      "##八\n",
+      "##公\n",
+      "##内\n",
+      "##出\n",
+      "##分\n",
+      "##前\n",
+      "##劉\n",
+      "##力\n",
+      "##加\n",
+      "##勝\n",
+      "##北\n",
+      "##区\n",
+      "##十\n",
+      "##千\n",
+      "##南\n",
+      "##博\n",
+      "##原\n",
+      "##口\n",
+      "##古\n",
+      "##史\n",
+      "##司\n",
+      "##合\n",
+      "##吉\n",
+      "##同\n",
+      "##名\n",
+      "##和\n",
+      "##囗\n",
+      "##四\n",
+      "##国\n",
+      "##國\n",
+      "##土\n",
+      "##地\n",
+      "##坂\n",
+      "##城\n",
+      "##堂\n",
+      "##場\n",
+      "##士\n",
+      "##夏\n",
+      "##外\n",
+      "##大\n",
+      "##天\n",
+      "##太\n",
+      "##夫\n",
+      "##奈\n",
+      "##女\n",
+      "##子\n",
+      "##学\n",
+      "##宀\n",
+      "##宇\n",
+      "##安\n",
+      "##宗\n",
+      "##定\n",
+      "##宣\n",
+      "##宮\n",
+      "##家\n",
+      "##宿\n",
+      "##寺\n",
+      "##將\n",
+      "##小\n",
+      "##尚\n",
+      "##山\n",
+      "##岡\n",
+      "##島\n",
+      "##崎\n",
+      "##川\n",
+      "##州\n",
+      "##巿\n",
+      "##帝\n",
+      "##平\n",
+      "##年\n",
+      "##幸\n",
+      "##广\n",
+      "##弘\n",
+      "##張\n",
+      "##彳\n",
+      "##後\n",
+      "##御\n",
+      "##德\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "##心\n",
+      "##忄\n",
+      "##志\n",
+      "##忠\n",
+      "##愛\n",
+      "##成\n",
+      "##我\n",
+      "##戦\n",
+      "##戸\n",
+      "##手\n",
+      "##扌\n",
+      "##政\n",
+      "##文\n",
+      "##新\n",
+      "##方\n",
+      "##日\n",
+      "##明\n",
+      "##星\n",
+      "##春\n",
+      "##昭\n",
+      "##智\n",
+      "##曲\n",
+      "##書\n",
+      "##月\n",
+      "##有\n",
+      "##朝\n",
+      "##木\n",
+      "##本\n",
+      "##李\n",
+      "##村\n",
+      "##東\n",
+      "##松\n",
+      "##林\n",
+      "##森\n",
+      "##楊\n",
+      "##樹\n",
+      "##橋\n",
+      "##歌\n",
+      "##止\n",
+      "##正\n",
+      "##武\n",
+      "##比\n",
+      "##氏\n",
+      "##民\n",
+      "##水\n",
+      "##氵\n",
+      "##氷\n",
+      "##永\n",
+      "##江\n",
+      "##沢\n",
+      "##河\n",
+      "##治\n",
+      "##法\n",
+      "##海\n",
+      "##清\n",
+      "##漢\n",
+      "##瀬\n",
+      "##火\n",
+      "##版\n",
+      "##犬\n",
+      "##王\n",
+      "##生\n",
+      "##田\n",
+      "##男\n",
+      "##疒\n",
+      "##発\n",
+      "##白\n",
+      "##的\n",
+      "##皇\n",
+      "##目\n",
+      "##相\n",
+      "##省\n",
+      "##真\n",
+      "##石\n",
+      "##示\n",
+      "##社\n",
+      "##神\n",
+      "##福\n",
+      "##禾\n",
+      "##秀\n",
+      "##秋\n",
+      "##空\n",
+      "##立\n",
+      "##章\n",
+      "##竹\n",
+      "##糹\n",
+      "##美\n",
+      "##義\n",
+      "##耳\n",
+      "##良\n",
+      "##艹\n",
+      "##花\n",
+      "##英\n",
+      "##華\n",
+      "##葉\n",
+      "##藤\n",
+      "##行\n",
+      "##街\n",
+      "##西\n",
+      "##見\n",
+      "##訁\n",
+      "##語\n",
+      "##谷\n",
+      "##貝\n",
+      "##貴\n",
+      "##車\n",
+      "##軍\n",
+      "##辶\n",
+      "##道\n",
+      "##郎\n",
+      "##郡\n",
+      "##部\n",
+      "##都\n",
+      "##里\n",
+      "##野\n",
+      "##金\n",
+      "##鈴\n",
+      "##镇\n",
+      "##長\n",
+      "##門\n",
+      "##間\n",
+      "##阝\n",
+      "##阿\n",
+      "##陳\n",
+      "##陽\n",
+      "##雄\n",
+      "##青\n",
+      "##面\n",
+      "##風\n",
+      "##食\n",
+      "##香\n",
+      "##馬\n",
+      "##高\n",
+      "##龍\n",
+      "##龸\n",
+      "##fi\n",
+      "##fl\n",
+      "##！\n",
+      "##（\n",
+      "##）\n",
+      "##，\n",
+      "##－\n",
+      "##．\n",
+      "##／\n",
+      "##：\n",
+      "##？\n",
+      "##～\n",
+      "5828\n"
+     ]
+    }
+   ],
+   "source": [
+    "cnt_sharp = 0\n",
+    "for token, id in tokenizer.vocab.items():\n",
+    "    if token.startswith('##'):\n",
+    "        print(token)\n",
+    "        cnt_sharp += 1\n",
+    "print(cnt_sharp)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2. 样本子词测试"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2022-07-09T02:49:13.009587Z",
+     "start_time": "2022-07-09T02:49:13.005825Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'input_ids': [101, 2004, 5092, 2546, 2860, 5369, 11631, 2860, 19205, 2546, 102], 'token_type_ids': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], 'attention_mask': [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]}\n",
+      "['[CLS]', 'as', '##bo', '##f', '##w', '##he', '##oh', '##w', '##bei', '##f', '[SEP]']\n"
+     ]
+    }
+   ],
+   "source": [
+    "inputs = tokenizer(s6)\n",
+    "print(inputs)\n",
+    "print(tokenizer.convert_ids_to_tokens(inputs['input_ids']))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3. summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- tokenizer 轻易不会将一个词处理为 `[UNK] (100)`\n",
+    "- 基于词汇表，tokenize, encode, decode 一体\n",
+    "    - tokenize：word => token(s)，将word尽可能地映射为 vocab 中的 keys\n",
+    "    - encode: token => id\n",
+    "    - decode: id => token => word\n",
+    "        - encode 完了之后也不是终点（word），decode 还要能很好地将 id 还原，尽可能与输入的 word 对齐；"
+   ]
+  }
+ ],
+ "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"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
-- 
cgit v1.2.3