lstm.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def sigmoid(x):\n",
    "    return (1 / (1 + np.exp(-x)))\n",
    "\n",
    "def sigmoid_deriv(x):\n",
    "    return sigmoid(x) * (1-sigmoid(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data has 1115394 characters, 65 unique.\n"
     ]
    }
   ],
   "source": [
    "# data I/O\n",
    "data = open('input.txt', 'r').read()  # should be simple plain text file\n",
    "chars = list(set(data))\n",
    "data_size, vocab_size = len(data), len(chars)\n",
    "print('data has %d characters, %d unique.' % (data_size, vocab_size))\n",
    "char_to_ix = {ch: i for i, ch in enumerate(chars)}\n",
    "ix_to_char = {i: ch for i, ch in enumerate(chars)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define model\n",
    "# hyperparameters\n",
    "\n",
    "h = 100 # size of hidden layer of neurons\n",
    "seq_length = 25  # number of steps to unroll the RNN\n",
    "learning_rate = 5e-2\n",
    "\n",
    "# model parameters\n",
    "Wx = np.random.randn( 4 * h, vocab_size) * 0.01\n",
    "Wh = np.random.randn( 4 * h, h) * 0.01\n",
    "Wy = np.random.randn(vocab_size, h) * 0.01\n",
    "b = np.zeros((4 * h, 1))\n",
    "by = np.zeros((vocab_size, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lossFun(inputs, targets, hprev, cprev):\n",
    "    \n",
    "    xs, hs, ys, ps, cs, i, f, o, g, tmp = {}, {}, {}, {}, {}, {}, {}, {}, {}, {}\n",
    "    hs[-1] = np.copy(hprev)\n",
    "    cs[-1] = np.copy(cprev)\n",
    "    loss = 0\n",
    "    # forward pass\n",
    "    for t in range(len(inputs)):\n",
    "    \n",
    "        xs[t] = np.zeros((vocab_size, 1))  # encode in 1-of-k representation\n",
    "        xs[t][inputs[t]] = 1\n",
    "        tmp[t] = np.dot(Wx, xs[t]) + np.dot(Wh, hs[t - 1]) + b\n",
    "        f[t] = sigmoid(tmp[t][0:h])\n",
    "        i[t] = sigmoid(tmp[t][h:2*h])\n",
    "        g[t] = np.tanh(tmp[t][2*h:3*h])\n",
    "        o[t] = sigmoid(tmp[t][3*h::])\n",
    "        cs[t] = f[t]*cs[t-1] + i[t]*g[t]\n",
    "        hs[t] = o[t] * np.tanh(cs[t])\n",
    "        ys[t] = np.dot(Wy, hs[t]) + by\n",
    "        ps[t] = np.exp(ys[t]) / np.sum(np.exp(ys[t]))  # probabilities for next chars\n",
    "        loss += -np.log(ps[t][targets[t], 0])\n",
    "        \n",
    "    #backward pass\n",
    "    dWh, dWx, dWy = np.zeros_like(Wh), np.zeros_like(Wx), np.zeros_like(Wy)\n",
    "    db, dby = np.zeros_like(b), np.zeros_like(by)\n",
    "    dhnext = np.zeros_like(hs[0])\n",
    "    dcnext = np.zeros_like(cs[0])\n",
    "    for t in reversed(range(len(inputs))):\n",
    "        \n",
    "        dy = np.copy(ps[t])\n",
    "        dy[targets[t]] -= 1\n",
    "        dWy += np.dot(dy, hs[t].T)\n",
    "        dby += dy\n",
    "        dh = np.dot(Wy.T, dy) + dhnext\n",
    "        \n",
    "        dtmp = np.zeros((4*h, 1)) \n",
    "        dc = dcnext + o[t] *(np.cosh(cs[t])**-2) * dh\n",
    "        do = np.tanh(cs[t]) * dh\n",
    "        dg = i[t] * dc\n",
    "        di = g[t] * dc\n",
    "        df = cs[t-1]* dc \n",
    "        \n",
    "        dtmp[0:h] = df * sigmoid_deriv(tmp[t][0:h])\n",
    "        dtmp[h:2*h] = di * sigmoid_deriv(tmp[t][h:2*h])\n",
    "        dtmp[2*h:3*h] = dg * np.cosh(tmp[t][2*h:3*h])**-2\n",
    "        dtmp[3*h::] = do * sigmoid_deriv(tmp[t][3*h::])\n",
    "        \n",
    "        db = np.sum(dtmp, axis=0)\n",
    "        dWx = np.dot(dtmp,xs[t].T)#cx\n",
    "        dWh = np.dot(dtmp,hs[t-1].T)#only t\n",
    "        \n",
    "        dhnext = np.dot(Wh.T, dtmp)\n",
    "        dcnext = dc * f[t]\n",
    "        \n",
    "    return loss, dWx, dWh, dWy, db, dby, hs[len(inputs) - 1], cs[len(inputs) - 1]\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample(h, seed_ix, n, c):\n",
    "    \"\"\"\n",
    "    sample a sequence of integers from the model\n",
    "    h is memory state, seed_ix is seed letter for first time step\n",
    "    \"\"\"\n",
    "    x = np.zeros((vocab_size, 1))\n",
    "    x[seed_ix] = 1\n",
    "    ixes = []\n",
    "    hn = h.shape[0]\n",
    "    for t in range(n):\n",
    "        \n",
    "        tmp = np.dot(Wx, x) + np.dot(Wh, h) + b\n",
    "        f = sigmoid(tmp[0:hn])\n",
    "        i = sigmoid(tmp[hn:2*hn])\n",
    "        g = np.tanh(tmp[2*hn:3*hn])\n",
    "        o = sigmoid(tmp[3*hn::])\n",
    "        \n",
    "        c = f*c + i*g\n",
    "        h = o * np.tanh(c)\n",
    "        y = np.dot(Wy, h) + by\n",
    "        p = np.exp(y) / np.sum(np.exp(y))\n",
    "        ix = np.random.choice(range(vocab_size), p=p.ravel())\n",
    "        x = np.zeros((vocab_size, 1))\n",
    "        x[ix] = 1\n",
    "        ixes.append(ix)\n",
    "    return ixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " GfYCUnkxK PcBu.C\n",
      "Nop$U'gCVAuuWe3ptMHoR'eCAIUS;RNQLs\n",
      "iS\n",
      "WsrePIm?KD&kIFJ?LWgJ?3PMqAUBfh3SMHxphzmuRj?oRloAUXhT,icSwLAJiNgQDhdk$UHFXJritkKJFGeofkOKgm Ir.AHG!T3DhPzLTZ\n",
      ":BtOaGrOaMjEOFXnSpBRe.lYD-cgozn?v?dan \n",
      "----\n",
      "----\n",
      " UiSoNi asnzeue!Nohks betwa h entcari.aeedi'l'acedhen,rife\n",
      "we aheo de  tetwer wo chs TAr gan oue herthos;sdnwower\n",
      "ye hethoTsiun, harenoiituxns monRinlghiwis aM yolowoc,ntws\n",
      "zhher Thene wiso,gh the oa?  \n",
      "----\n",
      "----\n",
      "  po co canUde pyr :aft.Sge thl weane moue the he hd teul paanr,et afssDaSdoamd tori\n",
      "Ogodi,t Seccertouc\n",
      ":n, wort yot'thesobe\n",
      "vese\n",
      "Ysa hheeNiu !rore\n",
      "wotyt tauchella sarr mon, nnerery, cr ther pe tostthn \n",
      "----\n",
      "----\n",
      "  be band whdetave yhewy yeuT, ctabe ther an, tow skargrw hod\n",
      "wour bove pe toictibe naye ncand mnur the 's thel sothas toran ar bot\n",
      "\n",
      "alde dodt, tet herds eothf epst if sge poiwi, glowot sita thord llu\n",
      " \n",
      "----\n",
      "----\n",
      " s the belmne efethe:\n",
      "Hr thas inm&.\n",
      "ACyiU::\n",
      "\n",
      "CRIOILSU\n",
      "SI\n",
      "Cnat he ove balabewsh teave foucr.\n",
      "oi fhiw yowe irr 'rWmoln ar waceitobg.\n",
      "Bul; thet Fnfl ind wogine oodsd\n",
      "WhoCden ve nor noarsf ye iopanlue they \n",
      "----\n",
      "----\n",
      " e thave veriofe;a: tolth\n",
      "Cuseise fuip 'us.\n",
      "\n",
      "Clhrd theaminde.\n",
      "\n",
      "I I Shhe whelrs!\n",
      "Thik hagy mo woorr\n",
      "An y ye derse art'l youe me ousher one thave;cald sthepds tdind? n vourps\n",
      "\n",
      "o the nous; vor haie the ll \n",
      "----\n",
      "----\n",
      " cer: Tias.\n",
      "Wh coud cund are bind sweps hat himn pcimn I srry, youse figrd\n",
      "Cfe tiig ald cis hec hewrd and ant'\n",
      "As ho tove, and hx darsiy me dounot howis ho auas the arpoto doan?\n",
      "Agoroer, porst;r't; ay  \n",
      "----\n",
      "----\n",
      " rg thoang you e lash alane ulttare'gncerd.\n",
      "\n",
      "GECIENESENEENEELETECSC:\n",
      "yil ik,\n",
      "Wins? sracind aad Mon thyawt.\n",
      "\n",
      "LdANRNEEUES\n",
      "Iinrl geron so bisra hot to mereme\n",
      " noud sorp; I yopu pe thelot to yiende?\n",
      "But, f \n",
      "----\n",
      "----\n",
      " ER:\n",
      "Bhe ny ver:\n",
      "Fra joycwod teer tof ba- stoug toor wian fredool!\n",
      "PQaeis, mS brr hofed\n",
      "cungten, Sul be you ppret\n",
      "Belyes sets\n",
      "Sferdeld tours kepyo poorgher heau sunticend va, tow I repof eam,\n",
      "\n",
      "Bendches \n",
      "----\n",
      "----\n",
      " heuden the tw se !yore ssuens, Imachyade cooft!\n",
      "Fhite wealry nows not nf anatusTere thoy counes-old paweel,\n",
      "An Ewrenouche taar be mland wavit, langecword'ne athe momcengighaWe oush hint oud; plienR\n",
      "\n",
      "Q \n",
      "----\n",
      "----\n",
      " ,\n",
      "And by veall, 'g vel, shet preice wiss?\n",
      "\n",
      "QACe ERLID.\n",
      "Gad cas hevendlin thav in the, ther, lrad bod ha hert.\n",
      "Thit porest fideanceno, ko prils sleu deve in guratvinbtst is veplon hub ier!\n",
      "Hodyas anl m \n",
      "----\n",
      "----\n",
      " and asabott my lovthou me srup sard th s pouce draka w we gith if cor werhy wime.\n",
      "\n",
      "bAZGh CINGAM:\n",
      "NODw\n",
      "Went that mik griu gibs witec youroacP,\n",
      "BrRbot I wave, Thorswith, ale the,\n",
      "Ang my murrigh m'ms le  \n",
      "----\n",
      "----\n",
      " cenpy.\n",
      "\n",
      "TIN ELHLTOII: OL meresered\n",
      "Wherikt madly sorreicot:\n",
      "Marthving mascer,\n",
      "Sheve\n",
      "The brus urrd\n",
      "Theand wich therq's fatisray:\n",
      "Wive maod here youn yacurr.\n",
      "Wand mitn nut of to arw basdigh Granco, inde \n",
      "----\n",
      "----\n",
      " Ierst weobes fof.\n",
      "Af urbid nle dast'd.\n",
      "Dus ond my mous on sass sors asper, wartw.\n",
      "BA smorc, xe mravtoor Ryof thor tit mighew dmom asands.\n",
      "\n",
      "KICHHRRIGIMB,\n",
      "Whour Pe hiok,\n",
      "-gaas youmarld eakd?\n",
      "\n",
      "KINI SFITH \n",
      "----\n",
      "----\n",
      " A bemich?\n",
      "\n",
      "KOYG EYTAUG:\n",
      "Mus atart, bos sor thoe' ham palis:\n",
      "Whe tin cide Matilim ghere;\n",
      "Hides gaded thee terte, at firs siust\n",
      "Wand,\n",
      "Od ketvith supinr, polden wamy to soye?\n",
      "Wo brighs pint roreslit boru \n",
      "----\n",
      "----\n",
      " re's ant of this, mill be veado-een you I homell be to in be rered;\n",
      "\n",
      "FO!LAB:\n",
      "Thas Payces\n",
      "Oube boust were youe toip y mevk thre to fond bass wing to thou entemngess is fura-\n",
      "agh igry yoo kere, te it un \n",
      "----\n",
      "----\n",
      " o his tpet Eues' lande stace klere meow ttoiks fovay, apace,\n",
      "ABonsd cann:\n",
      "Mattand;\n",
      "Witath ncweton:\n",
      "Bede hiss\n",
      "Whe, Seamis to torle coclaklds: havewom's and ann he theegh spoom ianl:\n",
      "What forrs?'d and I \n",
      "----\n",
      "----\n",
      " \n",
      "\n",
      "HINoNL:\n",
      "Drou grem Thie shirg,\n",
      "We hele,\n",
      "De in havn epgatsig's wamewe the noj ne whas thome rops sfegre.\n",
      "Par ghat igd the kill whirg, is for kime mact youg lutpealowd god- we misglu faed.\n",
      "\n",
      "QING BOKY:A \n",
      "----\n",
      "----\n",
      " \n",
      "SINE OOCAY:::\n",
      "Ond nnt mu tave.\n",
      "\n",
      "SINGARL:\n",
      "Py occlarkond headker!Y, whee the I\n",
      "Wamy, gorm\n",
      "A tris onacecns pr theunghent ald thepis, bultsen.\n",
      "\n",
      "HyOROF:\n",
      "Why shels dite as gsen.\n",
      "\n",
      "Bly ONLAONR:\n",
      "\n",
      "RINT OOCCAOD \n",
      "----\n",
      "----\n",
      " ailir thay ont at, seas my fralccere and, soind teeof sey.\n",
      "\n",
      "SaER: I wond noch, pefe;\n",
      "Aod paree my?\n",
      "Mubr noesm,?\n",
      "\n",
      "SUTELOOL:\n",
      "Mcr, fallire hee sol I mhe wawe tou s yof loy thonsund his beving, hims anghe \n",
      "----\n",
      "----\n",
      " !\n",
      "Pronshr comy.,\n",
      "Of wend\n",
      "To brlesefe hiss is bevirs\n",
      "I dowe fore.\n",
      "\n",
      "JrRROMI:\n",
      "houge lith\n",
      "I woa ber loan anu, heatean, as dasn mon; by mein.\n",
      "'s sowe, shen.\n",
      "'o aad on be is naverrmert fout appo, bur heme h \n",
      "----\n",
      "----\n",
      " r bedseic?\n",
      "Alth thon s'pem-\n",
      "Perd tbath tile nfot om Is gleengt wagd solifsen tiy parans''s'de,, a astme:\n",
      "Chill the the hice?\n",
      "rave note ond.\n",
      "\n",
      "KEIEAA:\n",
      "Gom's dallseifg\n",
      "Furcinch louspbd ene, my Randoy\n",
      "The \n",
      "----\n",
      "----\n",
      "  the io her; tith:\n",
      "Ben, lithe hif lire tay nour maver ptref loth.\n",
      "\n",
      "JURILULAO:\n",
      "Agr usircunlo meaco beive herungmens-all shinch'n:\n",
      "shoul hand belers;\n",
      "Stouch ale him thour berous he st, Erenous mwiruto h \n",
      "----\n",
      "----\n",
      " ET:\n",
      "Cor armel if in Ispert the'st fertesis'dis fole them in, fhigh tho fou bis laqe prile you hae, ere to kuw; it, heis havey Os cother o this fored'ar's, sand hame an ceclee, in is mo fof It smough u \n",
      "----\n",
      "----\n",
      " ld ma'l of wingh sred will hite fnky?\n",
      "\n",
      "RLENE :\n",
      "Houd, suadas becey he rak cour! of cacist,\n",
      "Yow dricg sis cos of mis you ho wise.\n",
      "\n",
      "FINVOD:\n",
      "Yo vea will sich sardis,\n",
      "Fart, porill fale her sicka's a that,\n",
      " \n",
      "----\n",
      "----\n",
      " ysede:\n",
      "Ae, wist bederis theers the ofofinn hemedseciggE\n",
      "Whonl mather be.\n",
      "Our ovest ceurheass s, my ris wilve-\n",
      "\n",
      "MOWHAD:\n",
      "Pound ho mrarbt age of wheth\n",
      "Anf plold the 'tigh beain, hur mests wott of thored? \n",
      "----\n",
      "----\n",
      " ys;\n",
      "Sone Sonce and farchrr:\n",
      "I hord ware me ruistath somart;\n",
      "This oliy:\n",
      "Do, fime fathons rpaive.\n",
      "AVLILING:\n",
      "Fuod grober thy thean menous reasce ist d?\n",
      "Whakes,\n",
      "I'd groteret ir unh your wenous crounmire t \n",
      "----\n",
      "----\n",
      " R I the pentissor wowlr the hes, as to ko wimen to the maiter:\n",
      "Hy calline dontswlole corist;\n",
      "And stome hame,\n",
      "bed hlat tor wo the I lyokt, in the wime then hadad abt, Dowgas,\n",
      "RoRNust no the waof ce tha \n",
      "----\n",
      "----\n",
      " ONG YWARDI\n",
      "S:\n",
      "And this heor'd kervesopr\n",
      "Rolorergo?\n",
      "Wole and te my a Irwesie is thiss wo be Lapf.\n",
      "Wehat hl bl staed for supdace.\n",
      "Pramt then mislour on and af In jod\n",
      "why is how, drem, ent mesell that,\n",
      "T \n",
      "----\n",
      "----\n",
      " s or arky the dilltyut's sicent faldid.\n",
      "\n",
      "SELINCES:\n",
      "Wrursfol llaking disseo gorcinR'shenchis fortiGcbthers ximh oloadcl,\n",
      "Ogod furbing qutsents:\n",
      "Af thon'e my kood to wime litk?\n",
      "Bes thom bene\n",
      "What is to  \n",
      "----\n",
      "----\n",
      " S:\n",
      "Ifast of protrme grenq in\n",
      "Ufoudw, hiseild as vond isb'll of pregtiest ime,\n",
      "Poy 'fo I ad s abea.e and is! er pamd\n",
      "sard with appe wind so fore?\n",
      "\n",
      "KEWWID:\n",
      "No coln the will yous bree onw ofomend.\n",
      "Id s h \n",
      "----\n",
      "----\n",
      " sds you\n",
      "Seod mod'e,.\n",
      "The hull not reartalast,\n",
      "Than thak thikh hakn raghe ofe manerou\n",
      "Fy that it an my engall ucveanthinh muchyent lodpen,\n",
      "Yow starth dorgile sort, vo to masrbe.\n",
      "\n",
      "BENMINES:\n",
      "Shat nesspr  \n",
      "----\n",
      "----\n",
      " fre, and sestands, ame hat thinsqand, pave wing of nat.\n",
      "\n",
      "PcaM-TIS-:\n",
      "oE fare sonce sinserats selfingons.-\n",
      "\n",
      "Perober Efur,\n",
      "And peum thea tokens.\n",
      "\n",
      "SLALONIES:\n",
      "Whand,:\n",
      "\n",
      "'lorvigcule, thans methe's.\n",
      "Shath abl \n",
      "----\n",
      "----\n",
      " oom hing farme:\n",
      "Ne thus in bowhin the fo kirzhe,\n",
      "What ans thes iamn shat thal s ate,\n",
      "Thar sills opad the fabern Cpot'ons, prot\n",
      "Cungois forc resun wave\n",
      "To she .\n",
      "My your\n",
      "\n",
      "Ladwes and fore s, fiandbs on a \n",
      "----\n",
      "----\n",
      " Gor, and\n",
      "of ant tore were amy cothens to till a elly,\n",
      "I porgeno.\n",
      "And wive benome:\n",
      "S ohee's faes, din..\n",
      "CoOLA:\n",
      "I to bule, to a my larpeoude heat?\n",
      "Aly tave hear: and al-\n",
      "My low thou mus come wing woth t \n",
      "----\n",
      "----\n",
      " oow\n",
      "I the vaof? youm fornok\n",
      "Yow sy all lemen an frecerbighe!\n",
      "\n",
      "HESTTUS:\n",
      "\n",
      "Cleill. My thane ham lead is this nome.\n",
      "\n",
      "TOEOUS:\n",
      "\n",
      "SSSkOUK:\n",
      "That I grosh to cour tresin tham? aly and yreme,\n",
      "Reblie, wolw, the, o \n",
      "----\n",
      "----\n",
      " imu; wise you and wir have four?\n",
      "Aall and you held whar ou.\n",
      "Couies\n",
      "Te hisl low you groum floull.\n",
      "And mearchand wanysese,.\n",
      "Ther, bate to geod your unt-em,\n",
      "Jty, dlorI\n",
      "Thou dith. fre me you.\n",
      "The pluh wem \n",
      "----\n",
      "----\n",
      "  pinceld ever ther wit of mather'l de we'd anjonde?\n",
      "Arut foyes.\n",
      "\n",
      "SINCEOC:\n",
      "Wawh my tramel in storgtingis, hik mus, I raygute orome:\n",
      "Thath I manthes hes stoura!\n",
      "I pelk the alle thy allims! be noe.\n",
      "You,  \n",
      "----\n",
      "----\n",
      "  me lo\n",
      "Nut pamd it this\n",
      "I REll bles a is dens cisinngy be leor ke\n",
      "\n",
      "PUKI VICTIN:\n",
      "Tow wriz hesder sperely,\n",
      "Ant inchat my trotr a vood, his stot, hiv him te queesorbt\n",
      "mene an pringhas you\n",
      "I kined my you, \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " re that slocd taksentit frative, Anpar,\n",
      "Whith ald froresurdad.\n",
      "\n",
      "LEOEY:\n",
      "I worodeat you this ther 'sut wend thy evotFard is ingid ordised: youunt;\n",
      "Hort no ald be anh of groth evavelm.\n",
      "\n",
      "LAREB:\n",
      "I:\n",
      "Whem se \n",
      "----\n",
      "----\n",
      " s slakes, Whathent repeat with his thon, pully, neder be to reles,\n",
      "Thor aglear, you slet-rshat this thar iswurpe tiats yo lovcer wo wes offall my wily WiotI\n",
      "Thar Fore no your pued\n",
      "An on't hare, In lat \n",
      "----\n",
      "----\n",
      " anger anf hear\n",
      "mersperouchaith, Lnold a pace.\n",
      "\n",
      "HAMOU: I'll ganey ings, not shand mim!,\n",
      "So the piosk hiss so merto pukt\n",
      "What of mave'. why but a amd this frepks, senthy mame colenge\n",
      "O cut: am your henm \n",
      "----\n",
      "----\n",
      " ns and mut of it thit, far slath 'tino ang untom ald wiwh youl men san, for apnatat he mat.\n",
      "\n",
      "TUMIONISO:\n",
      "Thee themessorth, Illy so searstore to geruch.\n",
      "Thus with Spemince sel mafed\n",
      "Lel.\n",
      "The are jirbthe \n",
      "----\n",
      "----\n",
      " dong.\n",
      "\n",
      "PlizONY:\n",
      "I't, thou yolned your of onredhe denong.\n",
      "You, kicthes no, ige'l of not agran,\n",
      "You co nobr on ied Nore\n",
      "Pard fargor I'lat,\n",
      "Ba steay if Tithy sirlld we\n",
      "Kers no a sord rey.\n",
      "\n",
      "TAT:\n",
      "He , thea \n",
      "----\n",
      "----\n",
      " rapsy in thee pingmero pecdist will, Chou than makm\n",
      "As on watr caned, Dnoul thour?\n",
      "\n",
      "PRISPEO:\n",
      "Air have then sherout the whon: With me ce th mingin, a midid keero-:\n",
      "Bigith, you drane.\n",
      "\n",
      "GRRINiO::\n",
      "-estong \n",
      "----\n",
      "----\n",
      "  knouncen.\n",
      "\n",
      "AMTENSI:\n",
      "Shis evone his licis' theb wrect elast but mo fore--\n",
      "And feovesy my chavelf the, late by the shee\n",
      "wherd loirser, wall be a make neb catrar mathics;\n",
      "And she gath shat hame prated t \n",
      "----\n",
      "----\n",
      " re anbsle Sart baned Fiveirs,\n",
      "The ulle man, lowey!\n",
      "\n",
      "herl. Hepnot; as frinhd as siceing, rearess?\n",
      "This my his wore and lirimb.\n",
      "\n",
      "MARTIUSI\n",
      "O, Dese bot, of meece tres noms\n",
      "And wave file conalies, to wersm \n",
      "----\n",
      "----\n",
      " YTULAON:\n",
      "Nowe undsengelt thom say his him your , andien you herpily busg:\n",
      "Is terpes all botsie copre bea'd,\n",
      "Fit gosury fabig, Os the dretiller and and mangs to kenvay,\n",
      "Sith beave fram inh to ncem\n",
      "Me w \n",
      "----\n",
      "----\n",
      " fore. I wor elels you hay thie helf youe\n",
      "And ofoth Shall-u ster tealce then, praio, is he moukstesed.\n",
      "\n",
      "CUCIOLAL:\n",
      "That I oret whit, Sore, touse theugh you jensto the net you\n",
      "Lhat atio; villoS:\n",
      "The wil  \n",
      "----\n",
      "----\n",
      " chant, oufart, gons ate, I'sue my casiee topen;\n",
      "Idd wart thele? af ave elang 'buIar that of\n",
      "Thous that, buty wood, be tite; of gorppeat be of yous and your\n",
      "Frole hoon, whated you and im,\n",
      "Comefor whisk \n",
      "----\n",
      "----\n",
      "  love indis.\n",
      "\n",
      "SORINIUS:\n",
      "Ware thens has whing, lit, not forchen sore,\n",
      "I hil wis hen, cungst deas; isthers not that fnom she bet bre\n",
      "\n",
      "Cencacet Seveneve bo swave;\n",
      "Io thy mapnoouIEd, you the well- hay but \n",
      "----\n",
      "----\n",
      " eanch ont ark grows angells. of prole be,\n",
      "Whith herm age proiwt thou geice, wicg popnedur, but ope retr;\n",
      "But hith deale and comery, of thepnes to dachelll;\n",
      "Tht whice shourr fuck oy herdsully ford,\n",
      "\n",
      "MI \n",
      "----\n",
      "----\n",
      " ovequm ence\n",
      "his I ar of sion,\n",
      "And crather\n",
      "Wis newp eloms puintt!\n",
      "Well expausblend ther exin.\n",
      "AAd peige vifed Anctoy,\n",
      "Ton to may had bour, Caire you dened\n",
      "Nor're the lorded of you hey?\n",
      "\n",
      "HARMUSISTEROrt: \n",
      "----\n",
      "----\n",
      " repesst in, dad to manden shat to do ly fald.\n",
      "\n",
      "CIKCEFH:\n",
      ":f, comforerpers youk\n",
      "I hill'adds whir enes, of he we hag the nokers pas!\n",
      "That ectanesserold doy, nut so dom he his preld and\n",
      "Fre' hested bo hip \n",
      "----\n",
      "----\n",
      " hys tot of loud alt\n",
      "we shee the epef's doy\n",
      "Ridnhing thou thave gonbble not forurd do be;\n",
      "Fo mong!\n",
      "I May, this dinlal muth go to rapncer tf ungrer hadd simy; Runeani with goots'ne.\n",
      "\n",
      "CUCEES Do'GCLG:\n",
      "Mut \n",
      "----\n",
      "----\n",
      " r me maris.\n",
      "\n",
      "CADOUGHALO:\n",
      "Nough uveirstiterar God an, trre langells: bomy.\n",
      "\n",
      "ALADUSTAO:\n",
      "Wolch of didtie, corioule core your\n",
      "In thiin agmeted ald and you grevered.\n",
      "\n",
      "FinctisS:\n",
      "Fot saethar, condeirrss; and \n",
      "----\n",
      "----\n",
      " mk heae you diupt be'g; Berert\n",
      "The and'd hathom thit bluenn.\n",
      "Cluvesf of eldeth gronhbling, a plentik?\n",
      "What gribe, noth?\n",
      "Way, lithse, to wis the ond, At this nasstblld, thom not'd stor then hay an as l \n",
      "----\n",
      "----\n",
      " tt:\n",
      "\n",
      "KINF RFCHARD II:\n",
      "We geent'll uveriren'd,\n",
      "I the the mord tremors rost: Weld saiil, coffur;\n",
      "The ce, nell deathy I majoust englo sugeing of, fon he hrave\n",
      "Thou hatl's, the goan farssoy, the pear,\n",
      "Wha \n",
      "----\n",
      "----\n",
      "  im is; you food,\n",
      "God cuke in\n",
      "Rlacm PaYERINHERT:\n",
      "Misth,\n",
      "Thas Madis of doullied dod' thyue, bere ageas you\n",
      "pare wave Gus exasige-inern,\n",
      "And wimw ruwioble I as theres prachice, llove foras.\n",
      "\n",
      "RING MIIGHA \n",
      "----\n",
      "----\n",
      " hat freall my bean of shem.\n",
      "\n",
      "DUOM ZAZNRENTAR:\n",
      "BA praacing comnin to mey-ing ousoun,\n",
      "A sanjt for ele glethaf sow omed.\n",
      "Hordest 'gryprer of moth is tether,\n",
      "What of haw whit canst be bangilustromy, biurt \n",
      "----\n",
      "----\n",
      " a readd leas.\n",
      "Ho the sharne nade lit bake mesel ycuast!\n",
      "We faveed of mothry, thap uttere whem his mistive aspind:\n",
      "If I a beethat nemer not craknod holloon, thoues a mino:\n",
      "Wreee swall awery aforsttouce \n",
      "----\n",
      "----\n",
      " to thes this will to wilk!\n",
      "OF sow fake drang,\n",
      "Agould breed enesseren and en lamer thy uvefthan;\n",
      "Torels than of my I werd\n",
      "Wening makn wis nour?\n",
      "\n",
      "DoNBEHYBRUKENLB'BE, Whoth you shen?\n",
      "\n",
      "AUUNERTBARLEW:\n",
      "Bu t \n",
      "----\n",
      "----\n",
      " nder the heard\n",
      "That horld Irame'relt thou hiswrtrencend your\n",
      "\n",
      "HENRY BROKHOUTERLALAH:\n",
      "Ane thood pum ded the wond conkint? manese and sary brade mess ofmengheng.\n",
      "To Klicke men werf'e thet peige is I ny  \n",
      "----\n",
      "----\n",
      " e and, Bud son wither: hurest!\n",
      "A my jumy, meptinor word, an or.\n",
      "\n",
      "BRTERUS:\n",
      "Ot, your lo; mare by net be poads.\n",
      "\n",
      "SEMENGNOLUS:\n",
      "Awving tocg is it tin peand your,\n",
      "Sebles nome; I cusupn bitherlin'd mime?\n",
      "\n",
      "ST \n",
      "----\n",
      "----\n",
      " st--itol!\n",
      "\n",
      "HetWing ente molal the knothb's lack to cou, fore kig\n",
      "Tour stiot tourr as of im my lnogh-an stoll.\n",
      "\n",
      "JUMIO:\n",
      "Tsme a the for, the lard wiln's thim loed.\n",
      "\n",
      "TULEM:\n",
      "Fig sint my maim my be of, sird \n",
      "----\n",
      "----\n",
      " sy gith pholl;\n",
      "Cyon's bur king thy bell not,\n",
      "I lover, wher hear sorebed, the son, dint ligill di!\n",
      "Wule a pred, hals pain, a ligker, you; yow,\n",
      "Caknve arn and keedad Romeatht wence lics,\n",
      "And,, my turee. \n",
      "----\n",
      "----\n",
      " that in to stbenst? upferen!\n",
      "\n",
      "DERVY:\n",
      "Pugither that Is my faring flourikere:\n",
      "Harling enow thee in thin; I san vertht with benat\n",
      "'sond dewe'd thee wo did, and is a lave.\n",
      "\n",
      "LOLET:\n",
      "Surd my, abe hay dored's \n",
      "----\n",
      "----\n",
      " s our ant doking they show alf\n",
      "The hes ravee?\n",
      "Thex'liting mavell al sich nhees;?\n",
      "'oo from heros!\n",
      "The sernate mineghers micant wisle, anf; beire fors livent\n",
      "your eive to brick'd inte?\n",
      "\n",
      "Bertings I! shen \n",
      "----\n",
      "----\n",
      " fal your hall.\n",
      "\n",
      "nOOT:\n",
      "Inn she brester with and hith thhe be bo to heatesy;\n",
      "Frood thot hhe tefest insers\n",
      "And hit that com'th thoull, Craitld,eded briich?\n",
      "\n",
      "OLINCE:\n",
      "For her mangste, upreavoe, ryse dea th \n",
      "----\n",
      "----\n",
      " t onrowles, hed overeoded dhear'd untter\n",
      "I disas son fial that with his wall-\n",
      "Pall my'sen,\n",
      "And'se al sull stabkentsurs werpomian moncell?\n",
      "what deind ouce auting wigh that Meom wim caves fory\n",
      "O pill, b \n",
      "----\n",
      "----\n",
      " uld pavesaths roigw,\n",
      "I sunequrco thove a beatiWe herd\n",
      "Cowhat: live litce:\n",
      "The roblord cut tofn with flome, cumefepor.\n",
      "\n",
      "JENTENC:\n",
      "Noo:\n",
      "Ind thie y Padnfer is asbathonn:\n",
      "If mead a fim, I sone, maroas,\n",
      "O w \n",
      "----\n",
      "----\n",
      "  youre to in bifurd ans aff ank bube serncind,\n",
      "Kntelun: Is dever ut thou, your ornam sids.\n",
      "\n",
      "TINLBAKW:\n",
      "Whit frouncedeed leinghe loosw and firdhing:\n",
      "Brathons prowlarmy, with my dyerind cancnoudes.\n",
      "\n",
      "NARI \n",
      "----\n",
      "----\n",
      " d, Nod atr wowes's eventages\n",
      "And hith he net radest mo wish chaplosee,\n",
      "And, of Andissy Wheloow bo so seardo, gruth to leighan kads gon:\n",
      "You kiol worar of hascangom,\n",
      "Nomerlw, stay the not wher and the  \n",
      "----\n",
      "----\n",
      " ing Foow\n",
      "O lays:\n",
      "But thou I hen stay, it up?\n",
      "Oll den thine, and hale wayd in dases\n",
      "Then in kerpsty knint Mamiind.\n",
      "Ben I prancust trob of ling ats,\n",
      "Pyile do me her this hive the uarsb?\n",
      "\n",
      "FARACHET:\n",
      "Ao ch \n",
      "----\n",
      "----\n",
      " errod courtomed\n",
      "his for, mear't deeer be veard\n",
      "Tou soseatith it you murd hay to moveet dinout?\n",
      "\n",
      "WEMVOXEL:\n",
      "I'y nhansh, bot, your nhat ree fur the.\n",
      "\n",
      "KLITIN:\n",
      "E've selver:\n",
      "Ind bute theee now the nobus my  \n",
      "----\n",
      "----\n",
      " sefee?\n",
      "\n",
      "CETIYNUS:\n",
      "An!\n",
      "And a minite my geachstt hen up;\n",
      "I, dower, corsire\n",
      "Thouebw not come hath to sperount cance\n",
      "Thoung aum:\n",
      "A wasp's to, muc, what thou 'dese, the ame not ard\n",
      "Fyor gove ofr stron'd to \n",
      "----\n",
      "----\n",
      " ered's coonst! eft then fare do ner endee to usce, mun to stoud.\n",
      "\n",
      "Ferve tither, ando me frents we, limoshes, her arfor wis bod; your!\n",
      "\n",
      "HAUCIAG:\n",
      "Ay purm thiech of ontat.\n",
      "\n",
      "CIOLMYO:\n",
      "\n",
      "CGAw:\n",
      "Andren-.\n",
      "Codre \n",
      "----\n",
      "----\n",
      " ,\n",
      "Agy wher a dreecere his prave the-\n",
      "UDrraser, hare, bifs avul, ay.\n",
      "\n",
      "For:\n",
      "And flety, of lomB caprord:\n",
      "For of puttroghings ay herd poully of I mourt to curse I fat it.\n",
      "\n",
      "PLOUCIY:\n",
      "He ghot doof them:\n",
      "so n \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " s preceet ftrean vis\n",
      "is will shy it the giesf\n",
      "Romee forith and fnouss freat you golle on, Kongeny your thepesed tut your\n",
      "Hiod upecer, I thou dasep'd E'dold, sackercewat of fo ates now guod\n",
      "And werisul \n",
      "----\n",
      "----\n",
      " beqoourter:\n",
      "That orjich ami geeis comersety,\n",
      "the le ack's in! a kun?\n",
      "If ling mer'st uvenseel rill For\n",
      "Tolloune duhe his in intir.\n",
      "\n",
      "PIAIN:\n",
      "Hwins a mard in theraner.\n",
      "\n",
      "DUMION:\n",
      "I have sull my hast ene\n",
      "If  \n",
      "----\n",
      "----\n",
      " make cumhi.\n",
      "\n",
      "HiclRLA:\n",
      "Ao sun, it me chay.\n",
      "\n",
      "PEONG VINGOD:\n",
      "Wrak you so'thiger That no meraine.\n",
      "\n",
      "CICBELI:\n",
      "Non if ix. upat aur's, youre ucerountif that be thes brot\n",
      "Toll paitecew of Andithes uper dook\n",
      "\n",
      "Wh \n",
      "----\n",
      "----\n",
      " he pollw the make litan,\n",
      "Bndeace the lomd to mest y ome flice\n",
      "Of be leved that adistell; of like sis batay\n",
      "That you fold food wline yed im lepel homlenings spanee.\n",
      "Pewtn thancics cofwimsif ittired.\n",
      "\n",
      "C \n",
      "----\n",
      "----\n",
      " arter:\n",
      "Is lay ofseod a butt ayst; thise in to bars, my hant wites. I de were! you, word this for\n",
      "Campers govo. you seead: you bas, brevell wehlicoteare: fiting I fray\n",
      "Miss\n",
      "with prisim! Eprer agwone yo \n",
      "----\n",
      "----\n",
      "  not hith itfer of ne,\n",
      "Fars, not, yoursud\n",
      "That undest beechit his gomy, geaventike?\n",
      "\n",
      "LARIO:\n",
      "You to fatkay halm' for, gewing,\n",
      "Agriad the livee: seer ast trave groch,:\n",
      "Heverd be teath nicher gute this s \n",
      "----\n",
      "----\n",
      " leath!\n",
      "\n",
      "PRICA VINCEOTI:\n",
      "Whe ciml Duves even sints I stave anct'd the sacter fabl is tyeped andure.\n",
      "\n",
      "Ploddes and a told sue surt exealy my firmtrinse\n",
      "But me a wime, Ento highted as this.\n",
      "\n",
      "PECIONIS:\n",
      "You \n",
      "----\n",
      "----\n",
      " th of this heiridile, sich and more fof and shat am live\n",
      "Bussat leilvin shem bear'd!\n",
      "O kere pravevictene shour, what thenesis wet and\n",
      "Gor a kingyt'st I you goot ot yeam stalded\n",
      "\n",
      "Thor List Witl Theaens \n",
      "----\n",
      "----\n",
      " n'd hangt? fAt\n",
      "To y,u pald than lirfe hate knowien Aor.\n",
      "\n",
      "LRTRIIA:\n",
      "O, hake grond tou shemer intly fants the\n",
      "gitey ler to fred\n",
      "Literf your rigeses?\n",
      "That re\n",
      "it uspouth be to thee.\n",
      "\n",
      "DAPTUSLO:\n",
      "Hamt, qusor  \n",
      "----\n",
      "----\n",
      " g!\n",
      "\n",
      "ORUTIOLA:\n",
      "Mo, Ithar thaas verect wast be me\n",
      "As arm, hem arunt; will, as all Ramreer.\n",
      "And to not itred fardion tranf, hers! and hit my kive\n",
      "to lood you\n",
      "Lalderange is pary.\n",
      "\n",
      "LATBMIO:\n",
      "Yet that is\n",
      "Oly \n",
      "----\n",
      "----\n",
      " IN:\n",
      "Will know for bigher Mifmill you prime, the so coull comant?\n",
      "\n",
      "ANTARACA:\n",
      "Woome Theie and and this homane tatis levelt.\n",
      "\n",
      "LATNAIO:\n",
      "Bwuts, musy me fore outy git,\n",
      "Bow ade to wau duy dow wall we-ent;\n",
      "Th \n",
      "----\n",
      "----\n",
      " if.\n",
      "\n",
      "MRANIONA:\n",
      "Ty buk; Whill to dus; manger I qughat\n",
      "Lowe hond, and faly is acall to thata.\n",
      "\n",
      "PARDIO:\n",
      "Hroor with wist\n",
      "Mern I tiey? am ant Ludpel sice\n",
      "it it beme putmases, you?\n",
      "\n",
      "BBANCIONHe:\n",
      "Al so have s \n",
      "----\n",
      "----\n",
      " y oull safe shes torige ot to gamprest\n",
      "Igepad has buth it this weull cakene,\n",
      "My diding, we whis gone corbe willit'd be uncelcowde Freas of'd wo she srand\n",
      "Spuath, your surath beed wigh.\n",
      "\n",
      "ARTIMA:\n",
      "O, tha \n",
      "----\n",
      "----\n",
      " ay good,\n",
      "Whole acbinta I'll bean to my it sitfars. if Ad'd.\n",
      "With the these and thou hersporch gard! and my seacs ang are uncecinglate.\n",
      "I bathim nobe herse;\n",
      "Thak them to buger I batie will-mes ofen to  \n",
      "----\n",
      "----\n",
      " S:\n",
      "Mare therees dige of thtuncntile!\n",
      "\n",
      "BANUUSARUS:\n",
      "so heire of that I with of centley shie\n",
      "3ither by gherers! and me'r wolk.\n",
      "What se I have his that Paruindute hand\n",
      "Ont me froukour,\n",
      "Thy kind, I leive t \n",
      "----\n",
      "----\n",
      " hingre, unk Buteet thirsthaly.\n",
      "\n",
      "IONIUS:\n",
      "None, I epent thone forms, what to wise worr prefpies,\n",
      "As woll whicher stees no my this toums:\n",
      "Spe cwimet, hemmy us never he,\n",
      "Bie tore protte visic''s wime, you \n",
      "----\n",
      "----\n",
      " INHARUS:\n",
      "wikn wich soriy how, womk le?\n",
      "\n",
      "ARCIUTUS:\n",
      "Limus goad dot to, more fondI in to come cengidve it, 'orald.\n",
      "\n",
      "FoEd Lerednecn ame of aleonst will bracnouzess; wo for\n",
      "This beseranso is bat it ane is  \n",
      "----\n",
      "----\n",
      " orfo.\n",
      "\n",
      "Hires SumathiY:\n",
      "Yow, she difher giped ce thom por thoug\n",
      "fir, knot, thould, wom sicenter andid:\n",
      "Thou noture has mut chaon our of lisgaded\n",
      "maet- knot.\n",
      "\n",
      "nOR:\n",
      "Ro ris give thet, this whance son enon \n",
      "----\n",
      "----\n",
      " ned latt Cllawfet he swotly'd her Viemotrough an firc.\n",
      "I, do well and Pafta courarignou thour!\n",
      "\n",
      "BemnARUCENTE:\n",
      "Tast fast bus, to make my ins, hissed hear they land for guadbt\n",
      "I has a many cruod we reme \n",
      "----\n",
      "----\n",
      " , soo! then ging\n",
      "But pact toll, The panes my acurence my anar; acf is a hed lland.\n",
      "\n",
      "BID: If entith-orr-y wit to will wirce, shomes your her wors,\n",
      "Ighar drougn briakts comTorears be ploucon,\n",
      "Troak, wev \n",
      "----\n",
      "----\n",
      " eaid; and is byely\n",
      "And I I the reregeing,\n",
      "nad, a haviet as it to plaen:\n",
      "Go hand coadould ars O a masefescenn,\n",
      "Thhighed docone! I I lake noat is ond and\n",
      "I have in telrebrom, it. of theress to unby co't \n",
      "----\n",
      "----\n",
      " d!\n",
      "And revanker, apporing stithear, sirfas.\n",
      "\n",
      "For he bembay thou herlit her werd and proinsed.\n",
      "\n",
      "VODPONY:\n",
      "And wark bray: a fol he ot, spreans as Granct;\n",
      "Shis Hor, offepieselesll-twersen.\n",
      "\n",
      "COLELTET:\n",
      "Than \n",
      "----\n",
      "----\n",
      "  noters,\n",
      "On on my livetene. Ser viputrteysey\n",
      "And lovh note, stoll me bon to shive\n",
      "He theif your this homass.\n",
      "And onDu lovon'd of friich by I wore orf-\n",
      ", blood, I more s runs of thiveer.\n",
      "And yous spea' \n",
      "----\n",
      "----\n",
      "  Rodusw a saxperfer, and my hood thy, heaws.\n",
      "\n",
      "God I haRg:\n",
      "Wher by make the beith! but not efertame wirg;\n",
      "Buck wion, stoich!\n",
      "A quof plyirdterow nath by a owrod:\n",
      "Hithor., shall to my hace mony rove of h \n",
      "----\n",
      "----\n",
      "  pnacthirg your brifs.\n",
      "A do loch sid erres that torbus, calloes.\n",
      "\n",
      "QENRNMEY:\n",
      "Proke the nother deiknd comy comeiry sees\n",
      "seel abl your werthere?\n",
      "\n",
      "TASNCH:\n",
      "Willy gits hese thiel; to , trouchal:\n",
      "You hall wh \n",
      "----\n",
      "----\n",
      " he me\n",
      "shou hagh donge.\n",
      "\n",
      "QEEEN BARGOTES:\n",
      "To paght bearnom fore to hash you sencleer''s in\n",
      "And floutem is the kerd, bryogw's speare:\n",
      "For harken Gomest tay upming\n",
      "To merrien lien of to my cot.\n",
      "Bo! Gon th \n",
      "----\n",
      "----\n",
      " ls fore.\n",
      "\n",
      "VITH:\n",
      "Sel forenorn doud grom the purad 'sepest'd sid-s hards.\n",
      "\n",
      "QURENGBANGHUS:\n",
      "Whis all mose me sor:\n",
      "Put that of me hapthes you sim incinse\n",
      "And go I hem of know'st is Mure you then that meate \n",
      "----\n",
      "----\n",
      " , thin a bea-Efrous\n",
      "Uhass and habl the croes difen spem a morth?\n",
      "To gurghar ligh hell my bathink goidse agate I be not'stroen\n",
      "- ath offnefer our Gotcincoun, with tolk dren\n",
      "Is thing, and prient make.\n",
      "\n",
      " \n",
      "----\n",
      "----\n",
      " at us I morfel:\n",
      "Nor qurettkat think un, what breas diotes lids!\n",
      "The, a saat of of thies thet enis; will uvans:\n",
      "And rret it prous haiter and and and saich Lis I Ore with man tree?\n",
      "\n",
      "HANRY BAMANY:\n",
      "Hester \n",
      "----\n",
      "----\n",
      " sim serd,\n",
      "I fai't rearur bleoke for not werforlorome say\n",
      "\n",
      "KING RICHARD I:\n",
      "Cive ow'll sigfer wold of your wall groush it thou lave be,\n",
      "Norse, the I the a nom lid shen youn as gace,\n",
      "For of not thyuke mu \n",
      "----\n",
      "----\n",
      " eds; ang spathen and beave,\n",
      "We deandin, to the fue, Hitt proces. lake meserve strincod,\n",
      "And Cadraus our ber, gath Sent my sowbae.\n",
      "\n",
      "ARUMARD:\n",
      "Syode.\n",
      "Not ond kpegure ale hemy the lrith, bet thou muns wul \n",
      "----\n",
      "----\n",
      " er, wory, wralint our and dive hays.\n",
      "\n",
      "ILAUFS:\n",
      "Yoo's a geare ly af cainst will seave the were your\n",
      "\n",
      "KINGERICAUS:\n",
      "Ond deart wit and worveecs vaid to thour dighty.\n",
      "\n",
      "JUMEZO:\n",
      "Bo, for utrellfy, to and in cl \n",
      "----\n",
      "----\n",
      " ror a hond in hers,\n",
      "Oo ale hird cordid? rabrers surpbdighe his.\n",
      "Dhance, and in thas us wating armallithasel suw?\n",
      "\n",
      "GRUCHET:\n",
      "Where lout, mansd spard.\n",
      "\n",
      "PENRMTUA:\n",
      "Thall ne, and: not sticg,\n",
      "That? conce: hi \n",
      "----\n",
      "----\n",
      "  woll wact my medo of it\n",
      "she nibke, my ay gosenT\n",
      "Wery en whatimearmine dave in,\n",
      "Now lack dell por to madthiny ence wo it her how huad as\n",
      "Thim!:\n",
      "That bruskend -ich wat tuke so merent.\n",
      "\n",
      "JULIET:\n",
      "A maak?\n",
      " \n",
      "----\n",
      "----\n",
      " ld of, ruckien;\n",
      "Sejchite henth be die a ftrokeet a intliog,\n",
      "And I arch lold, wht upich!\n",
      "RyIT! priy but thet intle?\n",
      "Hean:\n",
      "And wos to this but no mees counge, it night cathtf'ire.\n",
      "Theen speet:\n",
      "Neman; I  \n",
      "----\n",
      "----\n",
      " rillo I and ther agmount boak by odru.\n",
      "\n",
      "NORToS:\n",
      "Ay breie ercen theus hather me lovt, whath\n",
      "Ko spole him on po; his don pape whe aut thee,\n",
      "But wit mave thing intere my prother, for the orss,\n",
      "And shanh  \n",
      "----\n",
      "----\n",
      " a? of roverse;\n",
      "I since ent hos coulmunriY, for and thbeecy\n",
      "For a wistllike, radin thou thouilll.\n",
      "\n",
      "HARKI HaThaS:\n",
      "Of Theey! in the gifeg stall starh, in! ETchere mucknt!\n",
      "Now come than atian ding by cart \n",
      "----\n",
      "----\n",
      " er', your nourp, thot ele in his a; not.\n",
      "A kozery, your: Epold have theit; whererd,, ma; for soughterver. I that I beath\n",
      "Cwamien me contu fformain be starkin?\n",
      "Thirs of a onvien!\n",
      "\n",
      "Tof and I CAPHYRK:\n",
      "Fa \n",
      "----\n",
      "----\n",
      " hame ferardd, hos sich, nest erfeliol of lom asd.\n",
      "LLENDY:\n",
      "My douthery would en thake'd jarvee I leave,\n",
      "I ain the, act RIDich then liveiges treek, toing hawis yem!\n",
      "\n",
      "KING MENRY VI:\n",
      "Neare hos a kera pamt \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " rnastile af with.\n",
      "\n",
      "Nwoof:\n",
      "Hhut nowind thirser morl, by richurs hiswar'd allined,\n",
      "No what, thee the, heather be with hard, breils is he grochiob.\n",
      "She bow bat as thay Coselt a paspefors joovelon:\n",
      "Pate K \n",
      "----\n",
      "----\n",
      "  yut bey\n",
      "Lelle.\n",
      "You, Incansan!\n",
      "Marrarsum theary be why, Wore uprefwr wilce,\n",
      "Tear coopry beting? Of Bup the brome warr'dmis ont like!\n",
      "The comes:\n",
      "Thy will not haul ther ubys?' we im to pive adsi.\n",
      "\n",
      "Marzi \n",
      "----\n",
      "----\n",
      " \n",
      "Line this eiving sfollbde, blige ant it mathest not\n",
      "Thou hils porty,\n",
      "A hime could wild of in.\n",
      "\n",
      "NOLENTER:\n",
      "Chay he'l wispery most will notare\n",
      "And in them, but oor pried.\n",
      "\n",
      "BUSINTOL:\n",
      "That is ar Cnay pos  \n",
      "----\n",
      "----\n",
      " ores of cuave,\n",
      "Rither for the till it my bond siclly,\n",
      "Prinh Love aatl ewe: whomengeria.\n",
      "Af you fance, you ho rusthain, tutlile shart, jouth hiss pettuc;\n",
      "If loke do wishert mreckixey conter cenfeat's!\n",
      " \n",
      "----\n",
      "----\n",
      " en?\n",
      "\n",
      "ELONFOWUCE:\n",
      "I dakes on, exray mane; I trete:\n",
      "bo cam ho hom is is our it av his upha\n",
      "\n",
      "I doch bech she be!\n",
      "\n",
      "OLOZAEL:\n",
      "Axt mortt inga pront the sone of ther and yrom the nith,\n",
      "For not see hamm, as me \n",
      "----\n",
      "----\n",
      " AUMETWUS:\n",
      "U'will, Cacarkes and thank! and Hane sher\n",
      "Burtdrest groy a tene wath, thou uvcace\n",
      "for the abenty, and evenars: frationd antenges, doby bey, thing\n",
      "Am the kignser farcingeat be proveld\n",
      "And, or \n",
      "----\n",
      "----\n",
      "  fay toue anifk not which.\n",
      "\n",
      "ClLLAPLEN:\n",
      "O if doben itpino me soes\n",
      "At's pank alconnine -if toulf, swar,\n",
      "To do legces spee cankey: fallow to net heat\n",
      "And cone thas thege expie, of-'se of the dided the wo \n",
      "----\n",
      "----\n",
      " ESTAEN:\n",
      "I not king uthell: she serp the re aod\n",
      "Itren ben no dree himin cougs\n",
      "Cacherd, mikl hen a prind if mat not sernes.\n",
      "\n",
      "NLOICES:\n",
      "Siveuf then sice will courble so you pridenbthe.\n",
      "\n",
      "Nomon:\n",
      "O, wash as  \n",
      "----\n",
      "----\n",
      " ; Gowant will the wime my sondlot.\n",
      "\n",
      "LAUNO:\n",
      "Thouk shersery, lorwer oprrathrow\n",
      "That he spome foom now itsaise\n",
      "Put ham aape buries that But be me?\n",
      "\n",
      "AUCALAD:\n",
      "Aave bon, could! thy perpongiot, the rould\n",
      "ORR \n",
      "----\n",
      "----\n",
      "  the senuce not ends's thang. me soir: a go ruds wlust erwire,\n",
      "Nenter he to fave, chaigs ot serien mores; unce\n",
      "Buther not kingher tallamees?\n",
      "Wo hivat nest batmes-nimestir, for in of keertyand,\n",
      "Were hi \n",
      "----\n",
      "----\n",
      " ant wer, the treien\n",
      "Might onger not the proal, your shambre:\n",
      "Ad a jeartiges, the rearlst there browkis guvein's be ta-lile habn, your.\n",
      "\n",
      "PlARLO:\n",
      "Dic, best deprthall ow hive thou\n",
      "bet: a low,\n",
      "Sing, of ma \n",
      "----\n",
      "----\n",
      "  wait is me have whoricg, paid'on mordink not.\n",
      "\n",
      "PUCHERDI:\n",
      "Fert messer than thus buthed unroliok; a pipitter where wither him.\n",
      "\n",
      "LARIO:\n",
      "For arcarow a like thing, that pon\n",
      "Andcher.\n",
      "\n",
      "SUKE VINCENCIO:\n",
      "Taur  \n",
      "----\n",
      "----\n",
      " , I would if inss ang Ancollome ariy in a bean our a Fraws\n",
      "'dice put to not it's ut, Ape me\n",
      "This snoud, afe owe a waith.\n",
      "I have to cruad Peresty the whitt in the\n",
      "armo.\n",
      "\n",
      "ENTEDTIS:\n",
      "On you dim:, cenent a \n",
      "----\n",
      "----\n",
      " u thucar, cadire me, you though and bethe,\n",
      "He in's esor, lutheld gad be will so\n",
      "Vive the weill.\n",
      "\n",
      "RACHARI:\n",
      "Sor, I hav, pleiswand; thenged nousceno,\n",
      "that warm a tay!\n",
      "Weecine sintmessust daikn;\n",
      "Tur's lok \n",
      "----\n",
      "----\n",
      " ame worm's led Andis; I care wurtme\n",
      "\n",
      "LSOTCANIUS:\n",
      "Orinolh my incolk, her mus there you day.\n",
      "To de for the more shes undear us upon's\n",
      "malk her it and In sich.\n",
      "To be-thou butfen, a yound on thererllireso \n",
      "----\n",
      "----\n",
      " r the knowe cheansed the me.\n",
      "\n",
      "BABENTIO:\n",
      "That have by, I have stroke far; be y ucrutrepesed,\n",
      "To I in thain te refalt not nedeld in, hrish\n",
      "To be ave you vervight thas him, of a gapre:\n",
      "And stand madre's  \n",
      "----\n",
      "----\n",
      " hint for ! aik she as Bonese.\n",
      "\n",
      "Bur:\n",
      "Will homan stings of theme, buck,\n",
      "Then ore' hos ho-t, bers, then:\n",
      "Be corsed! oo, sigh; Allolay, shallsird ridure heree'd\n",
      "Thy nod tell bisters, I dismes of theu\n",
      "Frow \n",
      "----\n",
      "----\n",
      " eamy's, in he arm houglt anf arsatsiel,\n",
      "To waust cure is this droaw you, anwell my arstest is for head?\n",
      "\n",
      "ANTAMANL:\n",
      "Your farssec and Leise to nore withs so an we would; lip, his is be!\n",
      "\n",
      "Bellither, angm \n",
      "----\n",
      "----\n",
      " ilfo,\n",
      "It whiltan, stralll aseright, beatherselin, is. I' sued mace his hamer;\n",
      "Deenest it of you from-\n",
      "Maken agthive fracis, I but\n",
      "were lakas they hipof exes outie'd.\n",
      "\n",
      "MENENIUL:\n",
      "Where: lown thoug,\n",
      "Enbl \n",
      "----\n",
      "----\n",
      " lood to not in as.\n",
      "\n",
      "BULUCIUS:\n",
      "The hear peet the bud wherps ac hor from\n",
      "Than than enginii's in of or a barwous chapa?\n",
      "\n",
      "MonTESIUS:\n",
      "Why hich wher sours his in my\n",
      "grifh plomy\n",
      "Me boin mare: lond his pain\n",
      "N \n",
      "----\n",
      "----\n",
      " e as the tawe dhat,\n",
      "Sill thou drake theacen to mooch: thes dearar!\n",
      "USo, gove ot the sis, sond celvelt'd to buthom's me firt hear\n",
      "Dees chine, wing my ofrer thou voors.\n",
      "\n",
      "SORINIUK:\n",
      "The, shes fere fall si \n",
      "----\n",
      "----\n",
      " What I nocente to, for't fore wind\n",
      "Tone it Cirhe ment; the knous eep: fre heive?\n",
      "\n",
      "CUCEI\n",
      "LAR:\n",
      "Seopory me that he lott knal-?\n",
      "\n",
      "CORIUCUS:\n",
      "Bow himst, been of hear;\n",
      "Cleathit' to that at, bedt of theseare t \n",
      "----\n",
      "----\n",
      "  gindingow:\n",
      "To no' be me you for thoulk and would\n",
      "To youe rear hafe aincownten,\n",
      "'couth reed wime upurteaw: a molkiond.\n",
      "\n",
      "SORINIIS:\n",
      "If word, bat I bring to peices camion,\n",
      "what should we frot wat.\n",
      "\n",
      "First \n",
      "----\n",
      "----\n",
      " toth aure, wies is mither\n",
      "Shing the Cresis ilyst Marith\n",
      "To deow'd mward bist lorn formings arb\n",
      "Ware worr innyore has see bightomu;\n",
      "The yaorulr'd, one to hee shall upains sad;\n",
      "But your asour your thens \n",
      "----\n",
      "----\n",
      " uely what youce worel, foop;\n",
      "And the pay your shame, hot it sest be capts of of hib\n",
      "Whot in am, Cancore fer sheuigh,\n",
      "And thou I moap To ladees, fird I hmaws, then him onderse.\n",
      "\n",
      "AOLENUS:\n",
      "Cows selvor ha \n",
      "----\n",
      "----\n",
      " \n",
      "Dother I hes sand hes bees\n",
      "Mording, that I word my cact carest?\n",
      "\n",
      "BUPESTHANCES:\n",
      "Sy have howd been Alipite sure and wither\n",
      "'swes be hawg epere\n",
      "Thee levent croodle stay: ow be hen all up theestles;\n",
      "Thie \n",
      "----\n",
      "----\n",
      " :\n",
      "Thes himy my referour tayks, in it goadt,\n",
      "Ol acss fercoon: aly sumpen, you nogif.\n",
      "\n",
      "GLOUCHARE:\n",
      "You so mundsea not heer to dore wood:\n",
      "Firse, I tolect hos eter tull, triochien it to nere.\n",
      "\n",
      "ROTNARD:\n",
      "bea \n",
      "----\n",
      "----\n",
      " me fably as the herders, louss sower;\n",
      "Caylizen trot weiliges not mightur; as and doory, ham'sies, I to knou gove\n",
      "we liverow To mever\n",
      "for polspapes sowet liverd merulh,\n",
      "I will came, of your hus thearin \n",
      "----\n",
      "----\n",
      " LO:\n",
      "As butored with fead for herd of thoo swave\n",
      "Well theire bron gomswcl:\n",
      "What her wevert?\n",
      "\n",
      "IACY:\n",
      "Ahay my your,, when: Gor cell beary: thou bustering for to meref,\n",
      "If you have o' my ot you kence-e.\n",
      "\n",
      "Q \n",
      "----\n",
      "----\n",
      " o, I make peare me coune my hand mose ignSI\n",
      "And thy Ollest mack no on thie ired\n",
      "-heir! Of dorod the, adl that fer loved'd, loughter grack.\n",
      "\n",
      "SUCHENY Y:\n",
      "Whall her groving my roughtornow herm\n",
      "bet me, wit \n",
      "----\n",
      "----\n",
      " t froust\n",
      "Nown gloot you beany's grasis, thou me, my; condurthd--\n",
      "\n",
      "BUENT OF ZLAN:\n",
      "Bings year y, and her to\n",
      "Lither fear fare; sheak knes ape\n",
      "Let foon this brothen sine!\n",
      "Fith my ter laugh befthing the kn \n",
      "----\n",
      "----\n",
      " Hat noo tham not lave frep say thourirs,\n",
      "Thas Grtered, Sircher hand not to bearse.\n",
      "Bet! we licy fathames, makes broush that seal'sion\n",
      "Loy gropes toole vighthems fore,\n",
      "This Es this to hore farirs, ase  \n",
      "----\n",
      "----\n",
      " et your in a withty.\n",
      "But meyseod ancoon.\n",
      "\n",
      "BUCHERD DIICHOL:\n",
      "Hewors of for a mustedswing leid.\n",
      "Your be thus uporecher dowe Even and witing but punieve\n",
      "And unor muncelf all my thoukarb'f me,\n",
      "My becoucy i \n",
      "----\n",
      "----\n",
      " l tho is foul than tof's: Ay broacu: sumen bruse,\n",
      "And mores that thou heaved and up,\n",
      "Madithend lirghchilf my diked hall,\n",
      "If leforeiot that is shall your here\n",
      "O samhar:\n",
      "Anh ay to lood bead of hourh kno \n",
      "----\n",
      "----\n",
      " \n",
      "Ten the never checennt sheeps sugs? Nomeron agrrenm alfurd.\n",
      "\n",
      "KING OFCHALUSBERTE:\n",
      "Mingstime oll aus I susbel,\n",
      "That do decom ot be dow the porsem'd patven,\n",
      "Bon to she and have O druen chest the hath! b \n",
      "----\n",
      "----\n",
      " r it in ald Rumleentive\n",
      "As I by maint mo, hild, when plein ir lamornd:\n",
      "you to, be ar shapt ous, sund fieet eir,\n",
      "Wave curre nom ore Gon the earr:\n",
      "Do.\n",
      "To daerseress, nrdmeding pofef'l, uste?\n",
      "\n",
      "BENKINGBRI \n",
      "----\n",
      "----\n",
      " ee to'l'd fae;\n",
      "He porch yet him not sein?\n",
      "Hing for's wewerought not issabl nourn.\n",
      "\n",
      "BRETOLY:\n",
      "wher kand is nes, heartoses foopare:\n",
      "Muck wat ugwnices thou hitsayn mayss,\n",
      "And huraviser lids, dope jay: alh \n",
      "----\n",
      "----\n",
      " thises me baminor this and.\n",
      "\n",
      "PETRULEO:\n",
      "That, I mas-'sting stord:\n",
      "Than-teten what 'sald morn youll tonkerd; jyale 'in?\n",
      "Aavell thime, it and cape, sunss bowe?\n",
      "Wood'd be sonk ow chelst his have I heard.\n",
      " \n",
      "----\n",
      "----\n",
      " T:\n",
      "Me tould: in is this meld alsall;\n",
      "Shigst shay did mike to thou, my your, nob's.\n",
      "A a od a grere badine may hou sholiobet siigh,\n",
      "'Wale sagls dadnid thee on had spall spech stall ad bead this your bor \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " r.\n",
      "\n",
      "BURCELZ:\n",
      "Welwot co quitl dould, take the the love:\n",
      "Ar you that dear, arfarcu to misk, guntatiops angane, if,\n",
      "If asa, I gon you be, youl xorgly meak of Burget of benI\n",
      "The caurt event al te Sorgher  \n",
      "----\n",
      "----\n",
      " o no do masor hie fair to aes hain,\n",
      "A tway in the bred fiet haste's boush\n",
      "the is fait the vine it, no; thou pimedintf? Anforr:\n",
      "Firat, 'thrsescrourt his, faded ngugof chese of so my of thee\n",
      "Wist foe sp \n",
      "----\n",
      "----\n",
      " enty agion a mears?\n",
      "\n",
      "JUCE HONT:\n",
      "Futh they hister bed, him, wead your.\n",
      "Ade hiis ay lagl's headmus be thy wirvimess, agunclayd?\n",
      "\n",
      "JULYERCH:\n",
      "Swren most deer, I am herel no. But you keignteds!\n",
      "\n",
      "GLOUCEST:\n",
      "\n",
      " \n",
      "----\n",
      "----\n",
      " cl king, she Richire the ard made hir, Hane,-Withed, blough for?\n",
      "\n",
      "JAUTE FIART:\n",
      "Ither of trome to desckers;\n",
      "All a Wamy, intline it the ned she shelct intr onein.\n",
      "\n",
      "His ATUCENCY:\n",
      "As wish wreent foor, fol \n",
      "----\n",
      "----\n",
      "  and prawn court. Joy, rudsimion goady.\n",
      "\n",
      "QNED:\n",
      "The arcundes,\n",
      "Butjents-man it seblesiness a ny.\n",
      "\n",
      "KING HENRY I:\n",
      "Was sade tow I'll give beongerelile speebter helvind,\n",
      "And surpale but reming elvastred, th \n",
      "----\n",
      "----\n",
      "  framsar.\n",
      "What he Farse chave nelur wolg I tonde?\n",
      "\n",
      "JULICE WERGS:\n",
      "Be the is onn healttands is;\n",
      "Make ouch beneed, knall, and my frefrercies!\n",
      "\n",
      "KDTWas ERI HARD:\n",
      "What, and thou fir she faugh to farenterse\n",
      " \n",
      "----\n",
      "----\n",
      " urd's wood than omm heas?\n",
      "The node casperst: helding oud spered,\n",
      "Ritleasher'd stalan theo, melowh frastat?\n",
      "What eves'd hid grofed thou pons fer would hoeb\n",
      "For, in comnnglay a legold; Is coutecent and, \n",
      "----\n",
      "----\n",
      " n emagt: reven,\n",
      "Of theuch he plough boned thy cuts.\n",
      "Bote hee of their herest-that leach,\n",
      "Why blooch, him ol-welly, to gaile:\n",
      "\n",
      "SARIPY:\n",
      "Sis that will pose hith the quey of your his lovess!\n",
      "\n",
      "GHERENCO:\n",
      "Th \n",
      "----\n",
      "----\n",
      " mprint beqshind\n",
      "Nord lord'd of shaly, say?\n",
      "We'tionnd theae carshow's and thre, ably.\n",
      "\n",
      "LEONNES:\n",
      "Deld that use comfere in our:\n",
      "Arand in, lood, ascrest the eeave.\n",
      "\n",
      "Proin GENVEI:\n",
      "\n",
      "Worit kiEsn Gorter:\n",
      "O wa \n",
      "----\n",
      "----\n",
      "  Sy meralacoud fao.\n",
      "\n",
      "ETCorines:\n",
      "Here-all yarr the hord loge farcksie is my haint dingle.\n",
      "\n",
      "KIWGOLETE:\n",
      "O, frouge, rastrinoles. will coustuth hims of apstedeat him,\n",
      "He fore, lordssinsty:\n",
      "She't angeathust \n",
      "----\n",
      "----\n",
      " ,\n",
      "And is a forg of himpasteant deeves,\n",
      "I thou hile begs my brtick--\n",
      "Pore's Comerothe's like,\n",
      "The, not, she thang, sor, noth men inca that elal\n",
      "The is mordery untes'dt has arseratoog not monsten briget \n",
      "----\n",
      "----\n",
      " d Fort Pory seriscing know sire thas that am gove tremien that,\n",
      "Dhot, a dimwaves oncerest If\n",
      "Sexnead; her yoursnd yol!u\n",
      "But my mathick beartifr good\n",
      "That is try clentins and kneves?\n",
      "\n",
      "CALOLIND:\n",
      "Cire yo \n",
      "----\n",
      "----\n",
      " iel,\n",
      "Whoseuly of spcand not\n",
      "The seapocom'd id liefer saodt pronve.\n",
      "\n",
      "WIRIZLO:\n",
      "Srustion the be maithe; ho ding; the excoreny,\n",
      "Af spicht tharn cownar. I''ll ouch the sair Tome parcarded\n",
      "She ort not us wi \n",
      "----\n",
      "----\n",
      " year norer why. of my in'd.\n",
      "Tho kian oup is my nol whleany to lood, thy, bage\n",
      "To so ond to my coman.\n",
      "\n",
      "AUTERY:\n",
      "Narbuxted berracumen,\n",
      "'to spech wath tier hanks; of thight,--\n",
      "\n",
      "DUCIA:\n",
      "Aur hourd paras blit \n",
      "----\n",
      "----\n",
      "  good thy don voust if of chope,\n",
      "Or aghing ad wath mo\n",
      "a the ries, a thist'd to domy\n",
      "Tho fay they play a conaet: be forry.\n",
      "\n",
      "SERWIFBA:\n",
      "Farts enferibed thas ivell and ware this\n",
      "I cropuert theme?\n",
      "I!\n",
      "Hondo \n",
      "----\n",
      "----\n",
      "  hibl fores:\n",
      "fit migit forthy my is cairs iting\n",
      "But now to issail's you loaftes,\n",
      "Sen the reet ond fetle; I is hepale havit,\n",
      "And her puess you sore barth's of, what hom enned? that thou say.\n",
      "\n",
      "'ARILA:\n",
      "I \n",
      "----\n",
      "----\n",
      " y Lecl I way hesned, leing!\n",
      "But buck, a manor, gilanse this encave ay ther ptond thee,\n",
      "Nathlis for god doring lould you, in cheating\n",
      "And her wer, Wisly, her sinc; the werl of O wemeny:\n",
      "On cold, brened \n",
      "----\n",
      "----\n",
      " lluadtt he\n",
      "slave hash a trief with you forstarld, and when.\n",
      "\n",
      "DUKE VINGUTE:\n",
      "Af trick! gruant a the-d'orn me--ableese af thant\n",
      "Ip ther to dough it that hid horb.\n",
      "\n",
      "'HARDDAND:\n",
      "How surles I-co, po sue my s \n",
      "----\n",
      "----\n",
      "  comencealy,\n",
      "I veds for me ble for mea he\n",
      "I veill ever him sor, you your murefridsling that he frietry:\n",
      "Wo so him for with came my oror? why the macks mon berches:\n",
      "you when agris. IF hoove brothor Vou \n",
      "----\n",
      "----\n",
      " t woon thy some of theper wave\n",
      "This, the give master that laukt to hed anmall a noyer ont'escaus I\n",
      "But you queall suve for heir,\n",
      "That make Alece asked\n",
      "He caliort evenouch and that and tay goont as see \n",
      "----\n",
      "----\n",
      " soove speair.\n",
      "\n",
      "CUTENTIV:\n",
      "Nry, gove she deake feirs.\n",
      "\n",
      "Pord:\n",
      "And henesorsile be werpare, the minht re\n",
      "to fall thy, lord; it thel him trist\n",
      "Buther broot tremenanal.\n",
      "\n",
      "FLAUDINA:\n",
      "That my troud? not his.\n",
      "\n",
      "Li \n",
      "----\n",
      "----\n",
      "  asmanise Ktand\n",
      "nath you man me? love it it;\n",
      "To spopt I to'd ridice had; geaines.\n",
      "\n",
      "GIATA:\n",
      "I whice the shac, of she what I tathil,\n",
      "I mibe of if ho five a rownol; I theely are and is yru sed;\n",
      "Sitore thi \n",
      "----\n",
      "----\n",
      " ho foth, Padniud chupe,\n",
      "And that that yel inseaster, freashas,?\n",
      "Fyold bioust sirpuse words costeisted, cair?\n",
      "\n",
      "Fraving Bloother: conce he mess wole's mirtnos will to coq\n",
      "seat thy flow: than\n",
      "sorc of so  \n",
      "----\n",
      "----\n",
      " come itrise!-\n",
      "Wirs is be not chathew,\n",
      "heard your the and betcher.\n",
      "\n",
      "LABBUMIO:\n",
      "Alfuchs to teebus, co sifert eveps it.\n",
      "No had tcusslem a yrame from siching entusual comrs;\n",
      "Tout thou wither, my comentony  \n",
      "----\n",
      "----\n",
      "  thou notl--\n",
      "Marisud they would fiart,\n",
      "O piwht-it apirkins comther 'Tmen well censtal,\n",
      "A parmu, a theeborso'd buther you Wath with plesosunt.\n",
      "\n",
      "INI DINFIND:\n",
      "Ma, dee his fereselios; Fron.\n",
      "\n",
      "Tur dady Friv \n",
      "----\n",
      "----\n",
      " re inFore can will praint all mey wit,\n",
      "I'll he mane! my him, best agl anglaico'd, there prainse\n",
      "Sello.\n",
      "\n",
      "Nirst Meive OPOMENCA:\n",
      "Bive fou, as id,\n",
      "Whan, a broy tham has that Will your?\n",
      "\n",
      "MENMEZIO:\n",
      "IFand, I \n",
      "----\n",
      "----\n",
      " ins:\n",
      "And gore But my it that goad!\n",
      "You draptle the farday, upecteruvespears! O pet wher.\n",
      "\n",
      "FROMENRIN:\n",
      "Of thir oprased themerse, so to dling thes, you aroulds: in o,,\n",
      "His dod, hang to precire's fore the \n",
      "----\n",
      "----\n",
      "  if us inaincn, lever feverd: wount on; hery bub\n",
      "santle he sobeno,\n",
      "Whin this swould thou mooce? on lie of he wlick he pravil.\n",
      "\n",
      "RINIUSI\n",
      "S:\n",
      "lave it as air up quace for that his\n",
      "ir, comes\n",
      "The fitld if I  \n",
      "----\n",
      "----\n",
      " !\n",
      "The and bets I paarse morer; com aitatiungos'd so put agutcess.\n",
      "\n",
      "Periter:\n",
      "Of his auniufbuded to is tell- and.\n",
      "\n",
      "VORIUS:\n",
      "Now you me.\n",
      "The, diding thy probrat the dastentrenf:\n",
      "So you, learstigith that,  \n",
      "----\n",
      "----\n",
      " ONTUS:\n",
      "The shall that sund if the howirning, with you do!\n",
      "\n",
      "VBinttorumod to'll your Computichn: I amnat'd note.\n",
      "Wife alare had beloys, the thar he to neat reson, But a?\n",
      "\n",
      "That InTENTERL:\n",
      "sheesT efouly.\n",
      " \n",
      "----\n",
      "----\n",
      " r hele the reas farchares,\n",
      "Il theme buso dud bows.\n",
      "\n",
      "SISNES:\n",
      "Gntour endouth my Vaintiss, you anfuas\n",
      "frese hesserr hon and dinescour\n",
      "And hese you nedout lucth.\n",
      "\n",
      "LORDNLIO:\n",
      "Tut him sullaary hipence?\n",
      "No, b \n",
      "----\n",
      "----\n",
      " w- th't\n",
      "But aiget and my lasty you fortt\n",
      "That thanse buse forout, God, mane a king ear mate that sonfurty:\n",
      "By with prove vinert of but ot mangres\n",
      "And I con abewp tregere, hen from wouch\n",
      "my lort ares d \n",
      "----\n",
      "----\n",
      " ly your to itly path.\n",
      "\n",
      "ANITB:\n",
      "Give liot my serveveld he brape.\n",
      "\n",
      "MANCENAUS:\n",
      "Now that to mus me all that dathon; thes.\n",
      "ANl whis rese, and to ence toased wefools, to but toomor'ss.\n",
      "\n",
      "MeITB:\n",
      "IS; not mislen \n",
      "----\n",
      "----\n",
      "  the flobtly me thein wither.\n",
      "\n",
      "QUEENNSTER:\n",
      "O: of mo ale boress ars'd my lord,\n",
      "But hert knowd and sowess, sur, lough alak,\n",
      "Bow' will of heng five strifo\n",
      "To kizsey, ferlids: an to netery, and core,\n",
      "O'cl \n",
      "----\n",
      "----\n",
      " thee?\n",
      "\n",
      "BUCKINHERDY:\n",
      "A well! Hom save orther;\n",
      "What our word; hard he pairs, so flowts\n",
      "That to this son, nothy have and not\n",
      "I hould rust of for your blacin gondiers,\n",
      "Thar tole ingell weach, I wrom in th \n",
      "----\n",
      "----\n",
      " menber you grovelf; he, relat, and my jisnow,\n",
      "Whomd be fow he farven he not is shaxch to mirts,\n",
      "Whith thay in co hows twick! in I\n",
      "Chand Merdren:\n",
      "O wing beonedss, let anmalledist.\n",
      "The forer this shalls \n",
      "----\n",
      "----\n",
      " stly;\n",
      "shar not, sake, no, and haw sort.\n",
      "\n",
      "BENMENA:\n",
      "If i'st cantartich upot of,\n",
      "By their and thou prespeged and agan's.\n",
      "The saines a hith, nomansty what,\n",
      "Rorbint, Rame sppaet from to Kwirn ond wars of-j \n",
      "----\n",
      "----\n",
      " and inself the quaciont my manes,\n",
      "Yevet ny lir oln than that my pain rean low's\n",
      "Sighther your your toke to be the haded\n",
      "Where this I prear? you leol, entriem my rashand\n",
      "That pusteran sier, I ongee's,  \n",
      "----\n",
      "----\n",
      "  and strark will the pane of him.\n",
      "\n",
      "EDIN YONK:\n",
      "Nowh you?\n",
      "Butser peanes at the retif athers of all not ny a sting.\n",
      "\n",
      "CUCE FARFOY:\n",
      "Hollser thee, and fath lid aly to her.\n",
      "\n",
      "DUKE ESm sINCHOR:\n",
      "Pat youch mut c \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " \n",
      "I coulard rchomate, I pand lask.\n",
      "\n",
      "GUCUSTOLA:\n",
      "I pain: though andoved sindler shaf\n",
      "Thou thy mestouns dose wole shemity angightesh macang;\n",
      "Ang in thing bote and usjurs, how worder my alat,\n",
      "Hooke havous' \n",
      "----\n",
      "----\n",
      " hat thouks of moud me reat stroll tear,\n",
      "I\n",
      "Dow of ting commaed threr farth them seald,\n",
      "I will'd unjerst ney thou.\n",
      "Whither moke wort over theme dallaly.\n",
      "\n",
      "HERCA OFLAY:\n",
      "I his lrack, shon witt sit,\n",
      "He pabb \n",
      "----\n",
      "----\n",
      " it it be bees you lence is deanthe in all islarm\n",
      "The werl: there! Oar dightea, I forrou now thes.\n",
      "\n",
      "ELGO:\n",
      "Havice, of ne dreak this and ore thou,\n",
      "Which. Cexlough couse fiols and pottec to nol fele.\n",
      "\n",
      "KIN \n",
      "----\n",
      "----\n",
      " it your this now, wrome and peirn:\n",
      "Thy gom ay ow I to so I and we statropf.\n",
      "\n",
      "KUNHoRD II:\n",
      "Whathere, the flich: is his kinggert,\n",
      "Den lod bather, niviteranst wach of will\n",
      "At wors outl-bergut why, shall g \n",
      "----\n",
      "----\n",
      " hat blood to oper thy foow manes!\n",
      "\n",
      "BUKEO:\n",
      "None fimes fear\n",
      "And prootst brengs? Comiort? I virst deece, me\n",
      "Have thyoue abe for thou thy forch.\n",
      "\n",
      "JULIET:\n",
      "Gidsee sack is herry tomous broon.\n",
      "\n",
      "RICHERDIUM:\n",
      "Na \n",
      "----\n",
      "----\n",
      " he dorth--\n",
      "HaMfs tutle I faukt lids, to su: coulont:\n",
      "Than the nood you so ladd: bersun'd lanith,\n",
      "These sow a rupan, Burtin, hath'd, as nok goodint me-\n",
      "\n",
      "FORERIT:\n",
      "What, for chentaurt, the nothtelsy and  \n",
      "----\n",
      "----\n",
      " s mectron's ter thing, he alr tell muge\n",
      "mestremed it, and stith him, frile.\n",
      "\n",
      "LitsenBO,:\n",
      "The auket yiRhs; I theep: feancus, Gidly acw, knot to, youns?\n",
      "\n",
      "FlvoRt DIAVizen his exerall- ifly;\n",
      "She price uf t \n",
      "----\n",
      "----\n",
      " abnes lise'd bofel?\n",
      "\n",
      "FYoRI Here,\n",
      "My Godfing rucks gratestle, we not of the, from un he but Mashate.\n",
      "\n",
      "JULUY:\n",
      "Is will to chast howser marr ent late three\n",
      "Tlow a pefarto not therpesfcroment:\n",
      "Prowe the wa \n",
      "----\n",
      "----\n",
      " gl with win's leaks of the mape to he sapp.\n",
      "\n",
      "ROKY RUCICI IFI:\n",
      "The belawou thing tree to fore thy werten\n",
      "Thou'ds as bley this my loth you\n",
      "To hord, and tith leare than then boack enoungrefofs.\n",
      "\n",
      "FARTT:\n",
      "W \n",
      "----\n",
      "----\n",
      " ke with knom the garnoting orfer,\n",
      "SEck ay victaientraputan they heardiont wheak be.\n",
      "\n",
      "RENIU SB:\n",
      "Heacher to the mave, the so natl trangur,\n",
      "Sith wai soogher's hathalt.\n",
      "\n",
      "YORKN:\n",
      "I will thebeartore's wither \n",
      "----\n",
      "----\n",
      " CE:\n",
      "My Godenss trush heatere withern, and why leed croa\n",
      "be the not;\n",
      "Werry mack\n",
      "And verencen treir in ached hith:\n",
      "O, flents to fur hand stasting! my our I servens\n",
      "And I calanl wht and cood than her lif \n",
      "----\n",
      "----\n",
      "  i' nor gavernerat wiftins wo,\n",
      "O wount hilR wisod: Dray to breaer is a tine with-ars:\n",
      "Wh toaterim sundrep, here mand in mand: ane with frids,\n",
      "And and wall walt is is to to broking firle times.\n",
      "\n",
      "BUMENC \n",
      "----\n",
      "----\n",
      " rood sinvict of\n",
      "Conderiond comsuspat's droms of thenbser.\n",
      "\n",
      "MARWUCSARD EV:\n",
      "Moness and It thus you, thy know's Sshel, my like.\n",
      "\n",
      "LXOLES:\n",
      "\n",
      "GLERCI:\n",
      "Love belobjher to tay is ang.\n",
      "\n",
      "LARWIBE:\n",
      "No, shon thee far \n",
      "----\n",
      "----\n",
      " r kight--?\n",
      "\n",
      "FOrID:\n",
      "Foy? my dowb\n",
      "to duely to-!\n",
      "\n",
      "LEIVC:\n",
      "Aid, frow I my all that if witr be excu,\n",
      "But you seaver'd my more is'switess\n",
      "thou nebrie pose wher the kis;\n",
      "But thou bet I be dearw's so not: fran \n",
      "----\n",
      "----\n",
      " :\n",
      "I manes we forar:\n",
      "Manghis his lordels bost I'll kind'm-;\n",
      "For I can lovesild it ot cat woess,\n",
      "That -male, and toure bonest.\n",
      "\n",
      "DOLINNA:\n",
      "The shee ond, ang tratkere wome!\n",
      "\n",
      "PLORTE CEIIZAND\n",
      "FARLAANUS:\n",
      "Pray \n",
      "----\n",
      "----\n",
      " the quefomget be choons'd?\n",
      "\n",
      "Peplintt:\n",
      "Buth of not drie, hass witey foor this,\n",
      "And speake unt trost am this and thy dowreld,\n",
      "And thou gray, me hargur'd wough inser: had me as:\n",
      "Where Bury my youn, tich  \n",
      "----\n",
      "----\n",
      " may you great'ser whyss.\n",
      "\n",
      "DLOLOTES:\n",
      "I shaw, as mey with, ame\n",
      "North as that excunty a mand's ovesedp,\n",
      "And now me if to whak the firity of R'llesfac ale prin hank.\n",
      "\n",
      "MARILOLLA:\n",
      "A'othiongen and both pos f \n",
      "----\n",
      "----\n",
      " iut that, my bead to geress,ain'd, so hoold dake ancemod to Burie?\n",
      "The way shall susterd poinain; my joldind sward: I am and toule!\n",
      "\n",
      "ROKTORDCS:\n",
      "Hin, abe thar\n",
      "The hersher, a what me noly of queat\n",
      "He ne \n",
      "----\n",
      "----\n",
      " all,\n",
      "The Lilbtest gestiogue tellle dest laid welly tou of leven\n",
      "Onouse pricis:\n",
      "Fore for fivill see, now foratu: etnoghon doing\n",
      "Muth as the stape oored lay.\n",
      "Wow sury, behat thessiof ans les so.\n",
      "So\n",
      "EDla \n",
      "----\n",
      "----\n",
      " be the colter\n",
      "Dowio, it up lied'ly, the panglaciin.\n",
      "\n",
      "Forst Fire:\n",
      "Whlat anp thou, haid we cleicing veast priy wit.\n",
      "Are you shacl oorit not your,\n",
      "I the soon frows my bot this ash it sie.\n",
      "Gor and is dim- \n",
      "----\n",
      "----\n",
      " Cow, anferce as this ta-ve hen.\n",
      "\n",
      "HILAS:\n",
      "Gond, and is mismbawe?\n",
      "Ungee in yabling groop not be holsed, foln be me,\n",
      "I brow? What a Godiingring\n",
      "And woups lany a tay an I wough for my lain to-wing\n",
      "Take wil \n",
      "----\n",
      "----\n",
      " ram\n",
      "Trejenorce:\n",
      "Citherd wroke my livet to side gifpanmen.\n",
      "\n",
      "QUEEN:\n",
      "Heste, and my treat ind it, What have to-vent;\n",
      "inter! Your save have a qwathew you auch lord\n",
      "wher in clucce, my himele I have fil?\n",
      "\n",
      "SI \n",
      "----\n",
      "----\n",
      " st more you, evert,\n",
      "Lut as wos wered to preatont faot dance;\n",
      "Have a chachs live the? Fachines it you hands, you knesall'd\n",
      "And gordan, I ho have upol thou wainen, nemmissoulag.\n",
      "\n",
      "hard:\n",
      "The eive, for gif \n",
      "----\n",
      "----\n",
      " the purtod ther vernest.\n",
      "Es that her: it end it the lurder will I trear soree of my herld;\n",
      "Firs, that Carharck be your fort yow crugit even a tall herseet me\n",
      "Buse, your to dod then afty\n",
      "Fardinis sir w \n",
      "----\n",
      "----\n",
      " ut benck heat of it wer, hel,\n",
      "But may off I comh did insim'd not deast'd, you dour is row\n",
      "likes for hit kacd:\n",
      "sun fits: eell enst and a cope;\n",
      "Me aal me? hive to will dush him ho the kingst onto.\n",
      "\n",
      "TIAS \n",
      "----\n",
      "----\n",
      " me will be mo chall,\n",
      "No call? bo you ot sit in the staccinc?\n",
      "yer, madser cromper for innsess, and me your goed.\n",
      "Melloul, no me; Beirity mein ablios Ke bwhat, your arp.\n",
      "\n",
      "RICHAS:\n",
      "And wrop't beot Codiuin \n",
      "----\n",
      "----\n",
      " u ford and the no,\n",
      "And weroeten so brive comfer thy browe sirdfchat my,\n",
      "End my loven't cance atsin; theies the elfnot.\n",
      "\n",
      "TRUCIO:\n",
      "And, an conant id ramoor her.\n",
      "\n",
      "LAUCINTIA:\n",
      "To gittine you, Gowanke: my or \n",
      "----\n",
      "----\n",
      " protise may the fentile.\n",
      "-I God I co mane plouded.\n",
      "\n",
      "TRANTO:\n",
      "I way you whin the broke Hoch and deen,\n",
      "Wost and give is the for to pertloofes makiny wet,\n",
      "Whour have no bank, wath? farrigot.\n",
      "\n",
      "WARANCA:\n",
      "Wer \n",
      "----\n",
      "----\n",
      "  reatherd asplither.\n",
      "Ass our stay no wlenge: for; me having etsy:\n",
      "Lith o jesporun's peece.\n",
      "\n",
      "LictREM:\n",
      "Nouch nof yainal, sir? Hat not wiry.\n",
      "\n",
      "Partoot:\n",
      "Haspell me hath muslich cared,\n",
      "The celthim! To'd wil \n",
      "----\n",
      "----\n",
      " t I may, gegce's morragsed.\n",
      "\n",
      "RANTIA:\n",
      "From 'ir, freapet thoured oftre\n",
      "his morksd dane user's anf he stough?\n",
      "\n",
      "Wish EnIBNANOR: Sconoued\n",
      "And you he stafor dozidare, how us brtowe were'd sparrett,\n",
      "I workin \n",
      "----\n",
      "----\n",
      " ed: make wise she wither us.\n",
      "\n",
      "ARINIUS:\n",
      "The lidy wheed the simer ageutine.\n",
      "\n",
      "BoOLISS:\n",
      "Cout to though astalfma?\n",
      "'Tes thing or he mowly, gonk or, Derenter and onte\n",
      "that stplea-f cusays beerd gife; wis cer \n",
      "----\n",
      "----\n",
      " hast my may,\n",
      "what opun tremsher'd atiod of upough mesied-\n",
      "Me undenciluge, whill, shesen; seeporness:\n",
      "That the powgan; toul: Carlutpel'd me,\n",
      "Or the give it mo him werwere and to tide you\n",
      "Mesort spirhs  \n",
      "----\n",
      "----\n",
      "  ouw'd tray als and.\n",
      "\n",
      "CORIOLANUS:\n",
      "Of whicen, bo mirs, is the consen\n",
      "Go and fealeash on last in ap stangea, he mentrousua\n",
      "thigbest's sums?\n",
      "\n",
      "CETENIO:\n",
      "No veact now and be to wied.\n",
      "\n",
      "PORTENII:\n",
      "Wears, I ham \n",
      "----\n",
      "----\n",
      " \n",
      "thes abushous not,\n",
      "Have spavingine, I that a hawiting ustly can angend: com'd.\n",
      "\n",
      "Hisbant deother butkes you buok to your and;\n",
      "peat is the forth to ad us so hould\n",
      "To nay yet.NI out got You hapr my otmi \n",
      "----\n",
      "----\n",
      " r willowire truight the bolo, tontour the slites conk:\n",
      "Mathir onousb of exefy blave of fork.\n",
      "\n",
      "Mid firts IN ONCENPEO: See unse art I he luat,\n",
      "Warr he prear, a greice it, it hath how trem\n",
      "sake, apentree \n",
      "----\n",
      "----\n",
      " nkstro, stwas and buch;'d, sone beting, in, henes, agower, God\n",
      "Wither, shak goves I the not\n",
      "Dook no me, vigrile, why as he that thould lear!\n",
      "\n",
      "LEvoNNIS:\n",
      "I is this wifferl put I lard.\n",
      "No Kcim, notee sow \n",
      "----\n",
      "----\n",
      " y this sublest the'--\n",
      "\n",
      "Mirspell:\n",
      "Ayb-I pearnite, now thean bugate, to stabth then'led fidt\n",
      "Sitloht tuthe, not a airtlow,\n",
      "Martle-traker fenwild time hear,,\n",
      "And we dadilm, the fagnards'd slee I can nee, \n",
      "----\n",
      "----\n",
      " \n",
      "To doken me to\n",
      "His to no we leugh; Will lare fleaned den my mans.\n",
      "\n",
      "GiET MANGERE:\n",
      "If now! I hapr hady thout lasvole,\n",
      "Mut of galw, the know if his ach\n",
      "Yie some way to peare a mollite,\n",
      "And I am re a ait \n",
      "----\n",
      "----\n",
      "  him ar isckscey\n",
      "What hid herrped treind but a follicl witly placitet:\n",
      "Their athips sheilloblould weld, and this art Jook\n",
      "Hor withartel y ungeace:\n",
      "Wouldud of me vire my sin; The them sengan mach\n",
      "And t \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      "  tliss\n",
      "Whycepinest I make nod shand\n",
      "Whose in clead fropporthay thes digh up ir.\n",
      "\n",
      "SUCCE VISA:\n",
      "Bentas s bollay:\n",
      "For, Cacray to tair fardity lot keoce,\n",
      "Iveard is this usbable the art with boch, king's\n",
      "Bu \n",
      "----\n",
      "----\n",
      " n:\n",
      "Envon turatend wrich, foow ne shads hin insting\n",
      "Hus peands, your tond hear.\n",
      "\n",
      "RBINBERETH:\n",
      "A gosy all fleout, deain shough.\n",
      "Whith ofse no erved arsit: hinceris or alll\n",
      "dot out to durbien as\n",
      "Proch rom \n",
      "----\n",
      "----\n",
      " her'd virstiens, Kor!\n",
      "\n",
      "Bertis Carinen:\n",
      "Whech bime priinnst chinchel;\n",
      "His my his frangriss onouped.\n",
      "By op reakiesw come\n",
      "Clirdaofar, mistalld him hid?\n",
      "\n",
      "Firsan:\n",
      "His wil, not my liverpile to not\n",
      "whith the \n",
      "----\n",
      "----\n",
      "  the not say.\n",
      "Buththan tathin gady's lied hath shall nere,\n",
      "Whemeand, mese that that te mere badise levech\n",
      "Spon lantare shalks and your so man, and By beader to nere and\n",
      "Beand tlave Kson you moan't not \n",
      "----\n",
      "----\n",
      " blonTor with to excus.\n",
      "Hirch'd my dreaty, then mey lors. doworst spicis him.\n",
      "For us unt and the comerouts? when me not of beryes.\n",
      "Thene's have tablow him, not hast sack, in Werey lavither of your's\n",
      "Th \n",
      "----\n",
      "----\n",
      " er warlfof, my Clood! I bold amare;\n",
      "On thuin bring candttan biengred; for well trusegfel: the kning\n",
      "Ot the priet!\n",
      "3 RIKHoRD MANCUMEBO:\n",
      "I que- of Hard had pos with\n",
      "Sit and falirs of stied shy cantlanil \n",
      "----\n",
      "----\n",
      " e.\n",
      "\n",
      "KING HICHARD III:\n",
      "Hanfure, he gafer sape; wo, to stave is.\n",
      "\n",
      "SATHoRI HORGERET:\n",
      "Seal, hape morse wht be the foment\n",
      "Wit mist mef'l man, the io,\n",
      "Aut shall in as that riduin dowas:\n",
      "Dre yot ought in thy \n",
      "----\n",
      "----\n",
      " , Fries coothlin welt caf?\n",
      "Iar, mista, faight-I sow theaeve;\n",
      "End kin, be as dankser sice; ape on mece hawes?\n",
      "\n",
      "Frirtt Burnken: of ey their and swather's ellop my\n",
      "And litt remy come mone bo that , rifon \n",
      "----\n",
      "----\n",
      " ony\n",
      "Teal.\n",
      "\n",
      "QUEEN EOLA:\n",
      "He\n",
      "Dringnd, Lord, him, you gonst heave co, two high thant guse six. Powfer king,\n",
      "Undingon then shewh\n",
      "I sake which:'s by fail'd itat? on bownoper;\n",
      "Fie'd, then hit of him a prind  \n",
      "----\n",
      "----\n",
      " ar to ame bith, I bote in thou sered.\n",
      "Sudfent: carto's sixtrer it boung, as 'tis was caws, your are\n",
      "revern their woust the manges is Rely,\n",
      "Frave parnot forthil teece for pain toad ofed.\n",
      "The rasbenesol \n",
      "----\n",
      "----\n",
      " im,\n",
      "Nou lardssh, haph'd not quirta the lilvess, in the poll in out\n",
      "so liss Ey, the hear;\n",
      "For thy his leefer, you Rathurn ecosh am thoughtansu, bay;\n",
      "Thy sord atG wo. I'ther cont if mansy the beld heave \n",
      "----\n",
      "----\n",
      "  I warl! whel: cholant?-\n",
      "I'll hen s arn like out joinss pairs digh not herow.\n",
      "\n",
      "HARSY:\n",
      "To so collors, beath had than that shall shall is thou\n",
      "I and on that ly may's wifl dear:\n",
      "Then stand off the rays f \n",
      "----\n",
      "----\n",
      " det well'd get are thuee hath monked,\n",
      "Who, the paurice true give came--thy to you youls tole'st\n",
      "Mangoon it throlk: she, are your\n",
      "fursery,\n",
      "Thim a Rommo? Remeesine out medrers:\n",
      "Juted to alle abut farth- \n",
      "----\n",
      "----\n",
      " burent!\n",
      "\n",
      "First sure, I call there her thou thiss you the hes but is swing dost suke.\n",
      "Will le of though is the quesh\n",
      "Ang to it thome shee'd surt panker' bone for that bogion?\n",
      "\n",
      "BEPWAFTI:\n",
      "AwI With stor d \n",
      "----\n",
      "----\n",
      "  lrevech britite to lath comuned; has son,\n",
      "To ferpiagh, sheak Kerven; me to-nur.\n",
      "\n",
      "SETHSY:\n",
      "Beand: I hold grand: brooded, dwath thy begolioe,\n",
      "And sheaker't complaly hall, siart un on!\n",
      "\n",
      "CLATHAR:\n",
      "Wenguns  \n",
      "----\n",
      "----\n",
      " tilg.\n",
      "Whobe of mengile to tou wind hathers\n",
      "Hen never fos my angit!\n",
      "My as pitge.\n",
      "\n",
      "VING LANRENCES:\n",
      "A gain:\n",
      "Whiser'd be mith sume fallont O lefncoust?\n",
      "He nems of leing a tocher.\n",
      "\n",
      "SANCOLTO:\n",
      "Yo, sance with \n",
      "----\n",
      "----\n",
      " en-\n",
      "OnO CIMTORETE:\n",
      "What a coneform'd thy sreac's or;\n",
      "Fureugue fore they Lith as con condow't so For come ant\n",
      "Hase of ale beous sevelt his lads,\n",
      "Or ond Lace from is boy keaw's my lord, Lord,\n",
      "Nor geance \n",
      "----\n",
      "----\n",
      " dis, fair:\n",
      "As louth he wilg badoutedake as rad; an wastore ond-ors;\n",
      "whilb: Or or by you shouth comedckcous.\n",
      "\n",
      "CIAHERDIL:\n",
      "Whelath Es ladt, thit nin saigh's me worldidess\n",
      "And bauid us be be Gadwars hath  \n",
      "----\n",
      "----\n",
      " rie's,\n",
      "And the ur'd the on thou make sore donghay,\n",
      "He are his on, come! whime, I greate un:\n",
      "Who, Gowhly thou sair's they intairsy moy thishel,\n",
      "Binot diserse the farghom me sairs his foor's,\n",
      "Twis sond  \n",
      "----\n",
      "----\n",
      " ty me hompy that the stret ands,\n",
      "To dearuscaning for a cumk; his onna Way;\n",
      "Kive and so blof uncare us the kird.\n",
      "\n",
      "ILARD IV:\n",
      "Ale in athen have?\n",
      "\n",
      "RILARD:\n",
      "Nor to they with griems; To youre,\n",
      "Whlnove's bust \n",
      "----\n",
      "----\n",
      " seml instofane is than boot\n",
      "The sunece! most nod more's I ploapen?\n",
      "\n",
      "HERLANIS:\n",
      "We beey gake to ele:\n",
      "Uthe slos shast her and and ore for she heavor towell.\n",
      "\n",
      "HAMINCUSTERLANE'BA grow'd to besuncey; breapl \n",
      "----\n",
      "----\n",
      " gome payn'd she\n",
      "Firsied fat pasmicesy hath eir hape a keed.\n",
      "What wone this shang woreing rower? I hone him, heads; bot whather\n",
      "And brood I my muth bloth have ntay gabping a's rideral?\n",
      "Yut sholn my thi \n",
      "----\n",
      "----\n",
      " h.\n",
      "\n",
      "ELOLIZEL:\n",
      "For is kigne 'stysas'd then!\n",
      "\n",
      "KANGYOL:\n",
      "How not, would stan houring art but the she\n",
      "nak ere gon mand it. where, wonth wit,\n",
      "Ssor I am rumup a cropness:\n",
      "Thon des fats at you\n",
      "UTis:\n",
      "I warl kn \n",
      "----\n",
      "----\n",
      "  han, to thank hake we hord you see\n",
      "\n",
      "HAMWONTEN:\n",
      "Who suir thinsor-ten, you beco;\n",
      "Ao they some, makner: and the my comened lost\n",
      "And the seerd but poarut bath, betor to kind your of linm rise,\n",
      "Bo brein a \n",
      "----\n",
      "----\n",
      " dste\n",
      "To pinst abmile, what alt piotle charnoe,\n",
      "Chall the catser like heret'll the samce ho shones, gith but shonk toncuse, weech. it me ichers,\n",
      "Twour we, upon urchanuyeled peeeere beat.\n",
      "\n",
      "WEMELLY:\n",
      "Whol \n",
      "----\n",
      "----\n",
      " spoplly as pile\n",
      "He sie popestelp wor'sarnes.\n",
      "\n",
      "OSPENO:\n",
      "I mojer'd. \n",
      "CUTee thusk be mury:\n",
      "He rarch: in mandios wit se block.\n",
      "\n",
      "DUCCELLAD:\n",
      "Gne, the soor them, ant dister. he plathem awe wanst me.\n",
      "\n",
      "Floods B \n",
      "----\n",
      "----\n",
      " ly your wouthad your\n",
      "But is'tiggy as geadtateds do?\n",
      "'ore en'maton! a\n",
      "Fropenit the arcifor.\n",
      "\n",
      "MLONAEN:\n",
      "I having hath, but hath of a kesles as co feat, thing.\n",
      "Ond do geal were blao? you hall Rome.\n",
      "My am  \n",
      "----\n",
      "----\n",
      " M VINCINCIO:\n",
      "Whac, Ftay he triend; Lith. stame, Vart, wit upfier, brive prain\n",
      "To wild se to an strean there!\n",
      "Thought ceoment! anver Of yen lordurt bet he all st pepligesed\n",
      "\n",
      "PUTROLAUSS:\n",
      "Of no.\n",
      "\n",
      "ISASLY: \n",
      "----\n",
      "----\n",
      " blyer theake dan as iolfon it rest unsest\n",
      "And eny guton to the sairacout somfore if\n",
      "Gisser's all dequnte me warnst he trust.\n",
      "\n",
      "Nirst Vehipe I dawd! we lainser my undes to belat-cant of shait\n",
      "thu blood  \n",
      "----\n",
      "----\n",
      " esed?\n",
      "\n",
      "COMEO:\n",
      "That I'll to your priencipel bling in amsce hast hather.\n",
      "\n",
      "ANGELO:\n",
      "Butteds of is. You fringta.\n",
      "\n",
      "CAPASINE:\n",
      "Noe bet sheor that he so hin a dispan, for theaft;\n",
      "So, you lefnom, tone knod sir, \n",
      "----\n",
      "----\n",
      " o, a gare.\n",
      "Afd a me; the Giden lead;-ir gate's your swall Lithey that for can tror\n",
      "Thall be mad in would sived alam;\n",
      "Yer a bunda, I have witt, new hat it proy hoven;\n",
      "Te thenk that neant a gowerp, this \n",
      "----\n",
      "----\n",
      "  nather hus stan,\n",
      "The baviser I have you stem,\n",
      "I wluct hery gad ay strow of thus shall of meive;\n",
      "Thou priper firtet you your!\n",
      "Bucher cordaded, and well and the I can, youselled,\n",
      "And bay that frish off \n",
      "----\n",
      "----\n",
      " The sir fircafartick and it you;\n",
      "Romele hand misher's Henro kite?\n",
      "\n",
      "KUTHARDI:\n",
      "That what mo's not herest- me;\n",
      "\n",
      "TRAsINC:\n",
      "O by than the your o, so-E\n",
      "Bo doower your hast tich me, I mister would def\n",
      "AWoonce \n",
      "----\n",
      "----\n",
      " ing.\n",
      "\n",
      "First Hadven:\n",
      "For, toese sellath therefin.\n",
      "\n",
      "GRUMIO:\n",
      "What will whuch po drink.\n",
      "\n",
      "PNanENTERT:\n",
      "Drich it socttendsinat'd\n",
      "Which theages my save he so\n",
      "Will offerlayte dot.\n",
      "\n",
      "Pod:\n",
      "Cayolbard towrer!\n",
      "Cfoin \n",
      "----\n",
      "----\n",
      " ignce: tuncn know\n",
      "Met stanged kneat wisladione such griesn, for porcee:\n",
      "He puseames full thance, and thee, woulb oursedarn, Of derw'd\n",
      "Wall deest a thee the hanged-knesit my plouch,\n",
      "Sith as and that sp \n",
      "----\n",
      "----\n",
      " ake father,\n",
      "Al, chother a ventirt stand cationd, to ho staver grodent\n",
      "Bat this; to why mitous should am a have\n",
      "Saines re and lidster tet which we compess--\n",
      "But gramsmy, But the tate diumned abey,\n",
      "Aet  \n",
      "----\n",
      "----\n",
      " not o'rughur\n",
      "It streses he would nevorm the plotiont our my comf\n",
      "in the histe'd he comfore upor besklor:\n",
      "Mear, dore, the us hus gitenas norghad\n",
      "shen, a scaritfese mule: On ongol not,\n",
      "Tewn well deess i \n",
      "----\n",
      "----\n",
      " rucking alus,\n",
      "Bungelar the spraupine but fail: theep, oul hathend;\n",
      "Cruenticed betene that offer wefand ance's bot\n",
      "\n",
      "PeIvaNT:\n",
      "Ntat the lalct:\n",
      "To minuer, rentaed a will, whous shere dorepoce.\n",
      "He bleab go \n",
      "----\n",
      "----\n",
      " s porth andecioun, apuble calas\n",
      "wolber is en gonert my saing asten?\n",
      "\n",
      "Shir:\n",
      "Canricines bieded my berdattie!\n",
      "\n",
      "MORINIUS:\n",
      "The mesed you for with paflriepon ho;\n",
      "Kuspublere to peest a signon a musts tood\n",
      "sh \n",
      "----\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----\n",
      " mire as eve; sire her, shis hard unton.\n",
      "\n",
      "Crivis:\n",
      "Nay, peirtioos withman lake now as the sun,\n",
      "I bried, so we provest beathur,\n",
      "I meer what the athy quea butten untell be\n",
      "wo fobe he porse peale:\n",
      "Firted;  \n",
      "----\n",
      "----\n",
      " .\n",
      "\n",
      "QUENISS:\n",
      "Cimly my prandie, forcourtalnd,\n",
      "whe serro'd not currsthent he not hoth beaire.\n",
      "\n",
      "LORINNI:\n",
      "Themell de, to me forer how the restat;\n",
      "Were, gratiok Thenes in then, your prepaulss bute,\n",
      "Ast up y \n",
      "----\n",
      "----\n",
      " t; frighon, thou inbelo,\n",
      "With doue, mad in.\n",
      "\n",
      "CERWISANS:\n",
      "Ty my mardises of itwned-we.\n",
      "Thou ward here itwione not,\n",
      "I spee bo dell be the brough I have the hes ad make\n",
      "Dour beting in'st we chassled withl \n",
      "----\n",
      "----\n",
      " \n",
      "I leps, hear madry a plousb, thy strabgave which shere,\n",
      "Why noth gong, for the hentsTagnt him fore,\n",
      "Hitn!\n",
      "Thou lads; ond, shang us words, the chengloo,\n",
      "Fnack and, muse, leaves to your furtont and\n",
      "And \n",
      "----\n",
      "----\n",
      " yer cinciorent my flemess abe thath so that dis?\n",
      "Hour he shizloo rume he seer wauld.\n",
      "\n",
      "CLARINCEW:\n",
      "Pravit are to for than your 'elle alainn,\n",
      "Were thought: nevorkent, not though stay us silsiones youn\n",
      "th \n",
      "----\n",
      "----\n",
      " o I kive, in, youn his of ne crock.\n",
      "\n",
      "BRENEY MARGMAMENY:\n",
      "A ghat likentes dealaws: my percissy;\n",
      "The and lorf, wifl thou dest thou that thom af they praces fold,\n",
      "Wenevolow's sour mone awn there my kiest. \n",
      "----\n",
      "----\n",
      " t:\n",
      "That an houp radchtath, themp'st.\n",
      "\n",
      "SYTond whing CLAIUS:\n",
      "And fiencetive your himbancelld;\n",
      "So seesp of the I geat get ablionest\n",
      "To it coulands, that we procs may't groun, his is yours,\n",
      "The lase a dow \n",
      "----\n",
      "----\n",
      " you? she what, boon how to same a call viness:\n",
      "You anstion. 'twirt steers venolions,\n",
      "And and the orentiop, and if pirtere, froth of injul.\n",
      "Why fiffer the may a featelf;\n",
      "The formuncbnce I know, upore c \n",
      "----\n",
      "----\n",
      " here you this aras loot leave'd his danth;\n",
      "And mejely, God offory to omer, of time tein all sir.\n",
      "\n",
      "CLANES:\n",
      "The preater hear's mores of Prrean.\n",
      "Coflipe thhire in hath s pefuly,\n",
      "On entay and preet nom ho \n",
      "----\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-9b39927d1c99>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     19\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     20\u001b[0m     \u001b[1;31m# forward seq_length characters through the net and fetch gradient\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 21\u001b[1;33m     \u001b[0mloss\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdWxh\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdWhh\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdWhy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdbh\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdby\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhprev\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcprev\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlossFun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtargets\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhprev\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcprev\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     22\u001b[0m     \u001b[0msmooth_loss\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msmooth_loss\u001b[0m \u001b[1;33m*\u001b[0m \u001b[1;36m0.999\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mloss\u001b[0m \u001b[1;33m*\u001b[0m \u001b[1;36m0.001\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     23\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mn\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;36m1000\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<ipython-input-4-cbee2271b7e2>\u001b[0m in \u001b[0;36mlossFun\u001b[1;34m(inputs, targets, hprev, cprev)\u001b[0m\n\u001b[0;32m     10\u001b[0m         \u001b[0mxs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvocab_size\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# encode in 1-of-k representation\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m         \u001b[0mxs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0minputs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m         \u001b[0mtmp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mWx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mxs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mWh\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m \u001b[1;33m-\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mb\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     13\u001b[0m         \u001b[0mf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msigmoid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtmp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mh\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m         \u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msigmoid\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtmp\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mh\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mh\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "n, p = 0, 0\n",
    "mWxh, mWhh, mWhy = np.zeros_like(Wx), np.zeros_like(Wh), np.zeros_like(Wy)\n",
    "mbh, mby = np.zeros_like(b), np.zeros_like(by)  # memory variables for Adagrad\n",
    "smooth_loss = -np.log(1.0 / vocab_size) * seq_length  # loss at iteration 0\n",
    "while True:\n",
    "    # prepare inputs (we're sweeping from left to right in steps seq_length long)\n",
    "    if p + seq_length + 1 >= len(data) or n == 0:\n",
    "        hprev = np.zeros((h, 1))  # reset RNN memory\n",
    "        cprev = np.zeros((h, 1))\n",
    "        p = 0  # go from start of data\n",
    "    inputs = [char_to_ix[ch] for ch in data[p:p + seq_length]]\n",
    "    targets = [char_to_ix[ch] for ch in data[p + 1:p + seq_length + 1]]\n",
    "\n",
    "    # sample from the model now and then\n",
    "    if n % 1000 == 0:\n",
    "        sample_ix = sample(hprev, inputs[0], 200,cprev)\n",
    "        txt = ''.join(ix_to_char[ix] for ix in sample_ix)\n",
    "        print('----\\n %s \\n----' % (txt,))\n",
    "\n",
    "    # forward seq_length characters through the net and fetch gradient\n",
    "    loss, dWxh, dWhh, dWhy, dbh, dby, hprev, cprev = lossFun(inputs, targets, hprev, cprev)\n",
    "    smooth_loss = smooth_loss * 0.999 + loss * 0.001\n",
    "    if n % 1000 == 0: print\n",
    "    'iter %d, loss: %f' % (n, smooth_loss)  # print progress\n",
    "\n",
    "    # perform parameter update with Adagrad\n",
    "    for param, dparam, mem in zip([Wx, Wh, Wy, b, by],\n",
    "                                  [dWxh, dWhh, dWhy, dbh, dby],\n",
    "                                  [mWxh, mWhh, mWhy, mbh, mby]):\n",
    "        \n",
    "        mem += dparam * dparam\n",
    "        param += -learning_rate * dparam / np.sqrt(mem + 1e-8)  # adagrad update\n",
    "\n",
    "    p += seq_length  # move data pointer\n",
    "    n += 1  # iteration counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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