Word2Vec from scratch.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import string\n",
    "import re\n",
    "import numpy as np\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cleaning text\n",
      "Dict dimensions: 17\n",
      "vecs done\n",
      "target: king  context: , future, prince, daughter\n",
      "target: prince  context: future, king, daughter, princess\n",
      "target: daughter  context: king, prince, princess, son\n",
      "target: princess  context: prince, daughter, son, prince\n",
      "target: son  context: daughter, princess, prince, man\n",
      "target: prince  context: princess, son, man, king\n",
      "target: man  context: son, prince, king, woman\n",
      "target: king  context: prince, man, woman, queen\n",
      "target: woman  context: man, king, queen, princess\n",
      "target: queen  context: king, woman, princess, queen\n",
      "target: princess  context: woman, queen, queen, queen\n",
      "target: queen  context: queen, princess, queen, king\n",
      "target: queen  context: princess, queen, king, rule\n",
      "target: king  context: queen, queen, rule, realm\n",
      "target: rule  context: queen, king, realm, prince\n",
      "target: realm  context: king, rule, prince, strong\n",
      "target: prince  context: rule, realm, strong, man\n",
      "target: strong  context: realm, prince, man, princess\n",
      "target: man  context: prince, strong, princess, beautiful\n",
      "target: princess  context: strong, man, beautiful, woman\n",
      "target: beautiful  context: man, princess, woman, royal\n",
      "target: woman  context: princess, beautiful, royal, family\n",
      "target: royal  context: beautiful, woman, family, king\n",
      "target: family  context: woman, royal, king, queen\n",
      "target: king  context: royal, family, queen, children\n",
      "target: queen  context: family, king, children, prince\n",
      "target: children  context: king, queen, prince, boy\n",
      "target: prince  context: queen, children, boy, boy\n",
      "target: boy  context: children, prince, boy, man\n",
      "finished making pairs\n"
     ]
    }
   ],
   "source": [
    "def toWord(x, dic):\n",
    "    return dic[np.argmax(x)]\n",
    "def toVec(x, dic):\n",
    "    newVec = np.zeros((len(dic), 1))\n",
    "    index = np.where(np.array(dic) == x)\n",
    "    newVec[index] = 1\n",
    "    return newVec\n",
    "\n",
    "\n",
    "f = open(\"tekst.txt\", \"r\")\n",
    "stopwords = open(\"stopwords.txt\", \"r\")\n",
    "stops = []\n",
    "dictionary = []\n",
    "vecs = []\n",
    "targets = []\n",
    "contexts = []\n",
    "cleanText = \"\"\n",
    "print(\"cleaning text\")\n",
    "for l in stopwords:\n",
    "    stops.append(l[0:-1])\n",
    "for l in f:\n",
    "    words = l.split(\" \")\n",
    "    for w in words:\n",
    "        re.sub(r'[^\\w\\s]', '', w.lower().strip(\"\\n\")) \n",
    "        formated = re.sub(r'[^\\w\\s]', '', w.lower().strip(\"\\n\"))\n",
    "        if formated not in stops and len(formated) > 1:\n",
    "            cleanText += (\" \" + formated)\n",
    "            if formated not in dictionary:\n",
    "                dictionary.append(formated.strip(\" \"))\n",
    "      \n",
    "    \n",
    "    \n",
    "print(\"Dict dimensions: \" + str(len(dictionary)))\n",
    "for i in range(0, len(dictionary)):\n",
    "    newVec = np.zeros((len(dictionary), 1))\n",
    "    newVec[i] = 1\n",
    "    vecs.append(newVec)\n",
    "    \n",
    "print(\"vecs done\")\n",
    "\n",
    "wrds = cleanText.split(\" \")\n",
    "for i in range(2, len(wrds)-2):\n",
    "    targets.append([toVec(wrds[i], dictionary)])\n",
    "    contexts.append([toVec(wrds[i-2], dictionary), toVec(wrds[i-1], dictionary), toVec(wrds[i+1], dictionary), toVec(wrds[i+2], dictionary)])\n",
    "    print(\"target: \" + wrds[i] + \"  context: \" + wrds[i-2] + \", \" + wrds[i-1] + \", \"+ wrds[i+1] + \", \"+ wrds[i+2])\n",
    "    if i%1000 == 0:\n",
    "        print(float(i)/len(wrds))\n",
    "print(\"finished making pairs\")\n",
    "f.close()\n",
    "stopwords.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid(x):\n",
    "    return 1/(1+np.exp(-x))\n",
    "def softmax(x, temp=1.0):\n",
    "    xt = x/temp\n",
    "    e_x = np.exp(xt - np.max(xt))\n",
    "    return e_x / e_x.sum(axis=0)\n",
    "def MSE(guess, target):\n",
    "    return np.power(target-guess, 2)\n",
    "def MSE_der(guess, target):\n",
    "    return 2 * (guess-target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Word2Vec:\n",
    "    def __init__(self, lr):\n",
    "        self.learnRate = lr\n",
    "        self.layers = []\n",
    "        \n",
    "    def addLayer(self, inp, out, act=\"none\"):\n",
    "        newLayer = Layer(inp, out, self.learnRate, act)\n",
    "        self.layers.append(newLayer)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        self.layers[0].forward(x)\n",
    "        for i in range(1, len(self.layers)):\n",
    "            self.layers[i].forward(self.layers[i-1].a)\n",
    "        return self.layers[-1].a\n",
    "    \n",
    "    def backprop(self, inp, ans, t):\n",
    "        grad = MSE_der(self.layers[-1].a, ans)\n",
    "        for i in range(1, len(self.layers)):\n",
    "            grad = self.layers[-i].backprop(grad, self.layers[-i-1].a, t)\n",
    "        self.layers[0].backprop(grad, inp, t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Layer:\n",
    "    def __init__(self, inp, out, lr, act=\"none\"):\n",
    "        self.inputs = inp\n",
    "        self.neurons = out\n",
    "        self.activation = act\n",
    "        self.learnRate = lr\n",
    "        self.weights = np.random.uniform(-1, 1, (out, inp))\n",
    "        self.bias = np.random.uniform(-1, 1, (out, 1))\n",
    "        self.a = []\n",
    "        self.z = []\n",
    "        \n",
    "        self.mw = np.zeros(self.weights.shape)\n",
    "        self.mb = np.zeros(self.bias.shape)\n",
    "        self.vw = np.zeros(self.weights.shape)\n",
    "        self.vb = np.zeros(self.bias.shape)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        self.z = self.weights@x + self.bias\n",
    "        if self.activation == \"none\":\n",
    "            self.a = self.z\n",
    "        elif self.activation == \"sigmoid\":\n",
    "            self.a = sigmoid(self.z)\n",
    "        elif self.activation == \"tanh\":\n",
    "            self.a = np.tanh(self.z)\n",
    "        elif self.activation == \"softmax\":\n",
    "            self.a = softmax(self.z, 0.5)\n",
    "            \n",
    "    def backprop(self, grad, x, t):\n",
    "        inp = np.array(x)\n",
    "        \n",
    "        d0 = grad\n",
    "        d1 = d0\n",
    "        if self.activation == \"sigmoid\":\n",
    "            d1 *= (self.a * (1 - self.a))\n",
    "        elif self.activation == \"tanh\":\n",
    "            d1 *= (1 - np.power(self.a, 2))\n",
    "        elif self.activation == \"softmax\":\n",
    "            d1 *= self.a\n",
    "        dX = self.weights.T @ d1\n",
    "        dW = d1 @ inp.T\n",
    "        dB = d1\n",
    "        newGrad = dX\n",
    "        \n",
    "        beta1 = 0.9\n",
    "        beta2 = 0.999\n",
    "        \n",
    "        self.mw = self.mw * beta1 + (1-beta1) * dW\n",
    "        self.mb = self.mb * beta1 + (1-beta1) * dB\n",
    "        \n",
    "        self.vw = self.vw * beta2 + (1-beta2) * np.power(dW, 2)\n",
    "        self.vb = self.vb * beta2 + (1-beta2) * np.power(dB, 2)\n",
    "        \n",
    "        beta1pow = (1 - pow(beta1, t))\n",
    "        beta2pow = (1 - pow(beta2, t))\n",
    "        \n",
    "        mw_hat = self.mw / beta1pow\n",
    "        mb_hat = self.mb / beta1pow\n",
    "        \n",
    "        vw_hat = self.vw / beta2pow\n",
    "        vb_hat = self.vb / beta2pow\n",
    "        \n",
    "        epsilon = 0.0000001\n",
    "        \n",
    "        dW = mw_hat / (np.sqrt(vw_hat) + epsilon)\n",
    "        dB = mb_hat / (np.sqrt(vb_hat) + epsilon)\n",
    "        \n",
    "        self.weights = self.weights - dW * self.learnRate \n",
    "        self.bias    = self.bias    - dB * self.learnRate\n",
    "        \n",
    "        return newGrad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "network = Word2Vec(0.005)\n",
    "network.addLayer(len(dictionary), 300, \"none\")\n",
    "network.addLayer(300, len(dictionary), \"softmax\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0\n",
      "target: man\n",
      "6  context word: son\n",
      "0.0\n",
      "Epoch: 1\n",
      "target: son\n",
      "4  context word: royal\n",
      "0.0\n",
      "Epoch: 2\n",
      "target: daughter\n",
      "2  context word: children\n",
      "0.0\n",
      "Epoch: 3\n",
      "target: queen\n",
      "25  context word: realm\n",
      "0.0\n",
      "Epoch: 4\n",
      "target: princess\n",
      "10  context word: prince\n",
      "0.0\n",
      "Epoch: 5\n",
      "target: queen\n",
      "11  context word: royal\n",
      "0.0\n",
      "Epoch: 6\n",
      "target: king\n",
      "13  context word: family\n",
      "0.0\n",
      "Epoch: 7\n",
      "target: queen\n",
      "25  context word: royal\n",
      "0.0\n",
      "Epoch: 8\n",
      "target: prince\n",
      "16  context word: king\n",
      "0.0\n",
      "Epoch: 9\n",
      "target: boy\n",
      "28  context word: family\n",
      "0.0\n",
      "Epoch: 10\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 11\n",
      "target: woman\n",
      "8  context word: royal\n",
      "0.0\n",
      "Epoch: 12\n",
      "target: princess\n",
      "19  context word: princess\n",
      "0.0\n",
      "Epoch: 13\n",
      "target: princess\n",
      "3  context word: son\n",
      "0.0\n",
      "Epoch: 14\n",
      "target: princess\n",
      "10  context word: family\n",
      "0.0\n",
      "Epoch: 15\n",
      "target: boy\n",
      "28  context word: rule\n",
      "0.0\n",
      "Epoch: 16\n",
      "target: children\n",
      "26  context word: family\n",
      "0.0\n",
      "Epoch: 17\n",
      "target: queen\n",
      "12  context word: boy\n",
      "0.0\n",
      "Epoch: 18\n",
      "target: daughter\n",
      "2  context word: children\n",
      "0.0\n",
      "Epoch: 19\n",
      "target: queen\n",
      "11  context word: family\n",
      "0.0\n",
      "Epoch: 20\n",
      "target: queen\n",
      "25  context word: queen\n",
      "0.0\n",
      "Epoch: 21\n",
      "target: princess\n",
      "10  context word: children\n",
      "0.0\n",
      "Epoch: 22\n",
      "target: son\n",
      "4  context word: royal\n",
      "0.0\n",
      "Epoch: 23\n",
      "target: boy\n",
      "28  context word: children\n",
      "0.0\n",
      "Epoch: 24\n",
      "target: man\n",
      "6  context word: princess\n",
      "0.0\n",
      "Epoch: 25\n",
      "target: king\n",
      "0  context word: family\n",
      "0.0\n",
      "Epoch: 26\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 27\n",
      "target: royal\n",
      "22  context word: daughter\n",
      "0.0\n",
      "Epoch: 28\n",
      "target: prince\n",
      "16  context word: prince\n",
      "0.0\n",
      "Epoch: 29\n",
      "target: princess\n",
      "10  context word: boy\n",
      "0.0\n",
      "Epoch: 30\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 31\n",
      "target: man\n",
      "6  context word: children\n",
      "0.0\n",
      "Epoch: 32\n",
      "target: man\n",
      "18  context word: princess\n",
      "0.0\n",
      "Epoch: 33\n",
      "target: beautiful\n",
      "20  context word: prince\n",
      "0.0\n",
      "Epoch: 34\n",
      "target: queen\n",
      "12  context word: prince\n",
      "0.0\n",
      "Epoch: 35\n",
      "target: king\n",
      "7  context word: princess\n",
      "0.0\n",
      "Epoch: 36\n",
      "target: woman\n",
      "21  context word: boy\n",
      "0.0\n",
      "Epoch: 37\n",
      "target: prince\n",
      "27  context word: prince\n",
      "0.0\n",
      "Epoch: 38\n",
      "target: princess\n",
      "19  context word: woman\n",
      "0.0\n",
      "Epoch: 39\n",
      "target: princess\n",
      "10  context word: queen\n",
      "0.0\n",
      "Epoch: 40\n",
      "target: princess\n",
      "10  context word: children\n",
      "0.0\n",
      "Epoch: 41\n",
      "target: prince\n",
      "16  context word: boy\n",
      "0.0\n",
      "Epoch: 42\n",
      "target: queen\n",
      "12  context word: prince\n",
      "0.0\n",
      "Epoch: 43\n",
      "target: queen\n",
      "12  context word: prince\n",
      "0.0\n",
      "Epoch: 44\n",
      "target: king\n",
      "24  context word: queen\n",
      "0.0\n",
      "Epoch: 45\n",
      "target: prince\n",
      "1  context word: children\n",
      "0.0\n",
      "Epoch: 46\n",
      "target: realm\n",
      "15  context word: prince\n",
      "0.0\n",
      "Epoch: 47\n",
      "target: man\n",
      "6  context word: children\n",
      "0.0\n",
      "Epoch: 48\n",
      "target: prince\n",
      "27  context word: prince\n",
      "0.0\n",
      "Epoch: 49\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 50\n",
      "target: beautiful\n",
      "20  context word: queen\n",
      "0.0\n",
      "Epoch: 51\n",
      "target: strong\n",
      "17  context word: boy\n",
      "0.0\n",
      "Epoch: 52\n",
      "target: princess\n",
      "3  context word: queen\n",
      "0.0\n",
      "Epoch: 53\n",
      "target: king\n",
      "13  context word: children\n",
      "0.0\n",
      "Epoch: 54\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 55\n",
      "target: beautiful\n",
      "20  context word: queen\n",
      "0.0\n",
      "Epoch: 56\n",
      "target: man\n",
      "6  context word: children\n",
      "0.0\n",
      "Epoch: 57\n",
      "target: princess\n",
      "10  context word: king\n",
      "0.0\n",
      "Epoch: 58\n",
      "target: woman\n",
      "21  context word: woman\n",
      "0.0\n",
      "Epoch: 59\n",
      "target: princess\n",
      "3  context word: son\n",
      "0.0\n",
      "Epoch: 60\n",
      "target: prince\n",
      "27  context word: boy\n",
      "0.0\n",
      "Epoch: 61\n",
      "target: strong\n",
      "17  context word: boy\n",
      "0.0\n",
      "Epoch: 62\n",
      "target: woman\n",
      "21  context word: strong\n",
      "0.0\n",
      "Epoch: 63\n",
      "target: prince\n",
      "27  context word: boy\n",
      "0.0\n",
      "Epoch: 64\n",
      "target: woman\n",
      "8  context word: royal\n",
      "0.0\n",
      "Epoch: 65\n",
      "target: man\n",
      "6  context word: man\n",
      "0.0\n",
      "Epoch: 66\n",
      "target: prince\n",
      "27  context word: royal\n",
      "0.0\n",
      "Epoch: 67\n",
      "target: woman\n",
      "8  context word: queen\n",
      "0.0\n",
      "Epoch: 68\n",
      "target: beautiful\n",
      "20  context word: strong\n",
      "0.0\n",
      "Epoch: 69\n",
      "target: woman\n",
      "8  context word: rule\n",
      "0.0\n",
      "Epoch: 70\n",
      "target: royal\n",
      "22  context word: strong\n",
      "0.0\n",
      "Epoch: 71\n",
      "target: realm\n",
      "15  context word: future\n",
      "0.0\n",
      "Epoch: 72\n",
      "target: strong\n",
      "17  context word: rule\n",
      "0.0\n",
      "Epoch: 73\n",
      "target: king\n",
      "24  context word: king\n",
      "0.0\n",
      "Epoch: 74\n",
      "target: royal\n",
      "22  context word: realm\n",
      "0.0\n",
      "Epoch: 75\n",
      "target: woman\n",
      "8  context word: children\n",
      "0.0\n",
      "Epoch: 76\n",
      "target: daughter\n",
      "2  context word: future\n",
      "0.0\n",
      "Epoch: 77\n",
      "target: prince\n",
      "5  context word: daughter\n",
      "0.0\n",
      "Epoch: 78\n",
      "target: queen\n",
      "11  context word: prince\n",
      "0.0\n",
      "Epoch: 79\n",
      "target: daughter\n",
      "2  context word: strong\n",
      "0.0\n",
      "Epoch: 80\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 81\n",
      "target: prince\n",
      "1  context word: woman\n",
      "0.0\n",
      "Epoch: 82\n",
      "target: queen\n",
      "12  context word: woman\n",
      "0.0\n",
      "Epoch: 83\n",
      "target: princess\n",
      "3  context word: strong\n",
      "0.0\n",
      "Epoch: 84\n",
      "target: queen\n",
      "25  context word: future\n",
      "0.0\n",
      "Epoch: 85\n",
      "target: queen\n",
      "25  context word: queen\n",
      "0.0\n",
      "Epoch: 86\n",
      "target: king\n",
      "13  context word: queen\n",
      "0.0\n",
      "Epoch: 87\n",
      "target: queen\n",
      "12  context word: man\n",
      "0.0\n",
      "Epoch: 88\n",
      "target: king\n",
      "24  context word: queen\n",
      "0.0\n",
      "Epoch: 89\n",
      "target: prince\n",
      "5  context word: daughter\n",
      "0.0\n",
      "Epoch: 90\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 91\n",
      "target: princess\n",
      "3  context word: princess\n",
      "0.0\n",
      "Epoch: 92\n",
      "target: queen\n",
      "12  context word: beautiful\n",
      "0.0\n",
      "Epoch: 93\n",
      "target: daughter\n",
      "2  context word: woman\n",
      "0.0\n",
      "Epoch: 94\n",
      "target: realm\n",
      "15  context word: rule\n",
      "0.0\n",
      "Epoch: 95\n",
      "target: prince\n",
      "5  context word: daughter\n",
      "0.0\n",
      "Epoch: 96\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 97\n",
      "target: queen\n",
      "11  context word: royal\n",
      "0.0\n",
      "Epoch: 98\n",
      "target: king\n",
      "24  context word: beautiful\n",
      "0.0\n",
      "Epoch: 99\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
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     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 617\n",
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      "Epoch: 756\n",
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      "Epoch: 757\n",
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      "0.0\n",
      "Epoch: 758\n",
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      "Epoch: 760\n",
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      "Epoch: 768\n",
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      "Epoch: 769\n",
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      "0.0\n",
      "Epoch: 770\n",
      "target: prince\n",
      "1  context word: future\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 771\n",
      "target: king\n",
      "7  context word: daughter\n",
      "0.0\n",
      "Epoch: 772\n",
      "target: son\n",
      "4  context word: strong\n",
      "0.0\n",
      "Epoch: 773\n",
      "target: daughter\n",
      "2  context word: princess\n",
      "0.0\n",
      "Epoch: 774\n",
      "target: boy\n",
      "28  context word: daughter\n",
      "0.0\n",
      "Epoch: 775\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 776\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 777\n",
      "target: king\n",
      "13  context word: woman\n",
      "0.0\n",
      "Epoch: 778\n",
      "target: queen\n",
      "12  context word: man\n",
      "0.0\n",
      "Epoch: 779\n",
      "target: daughter\n",
      "2  context word: rule\n",
      "0.0\n",
      "Epoch: 780\n",
      "target: queen\n",
      "25  context word: children\n",
      "0.0\n",
      "Epoch: 781\n",
      "target: family\n",
      "23  context word: family\n",
      "0.0\n",
      "Epoch: 782\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 783\n",
      "target: princess\n",
      "10  context word: woman\n",
      "0.0\n",
      "Epoch: 784\n",
      "target: children\n",
      "26  context word: woman\n",
      "0.0\n",
      "Epoch: 785\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 786\n",
      "target: family\n",
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      "0.0\n",
      "Epoch: 787\n",
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      "0.0\n",
      "Epoch: 788\n",
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      "0.0\n",
      "Epoch: 789\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 790\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 791\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 792\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 793\n",
      "target: woman\n",
      "8  context word: future\n",
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      "Epoch: 794\n",
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      "Epoch: 795\n",
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      "0.0\n",
      "Epoch: 796\n",
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      "0.0\n",
      "Epoch: 797\n",
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      "0.0\n",
      "Epoch: 798\n",
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      "0.0\n",
      "Epoch: 799\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 800\n",
      "target: boy\n",
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      "0.0\n",
      "Epoch: 801\n",
      "target: son\n",
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      "Epoch: 802\n",
      "target: family\n",
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      "Epoch: 803\n",
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      "Epoch: 806\n",
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      "Epoch: 809\n",
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      "Epoch: 814\n",
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      "Epoch: 820\n",
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      "Epoch: 826\n",
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      "Epoch: 827\n",
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      "Epoch: 829\n",
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      "Epoch: 909\n",
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      "0.0\n",
      "Epoch: 910\n",
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      "0.0\n",
      "Epoch: 911\n",
      "target: king\n",
      "13  context word: man\n",
      "0.0\n",
      "Epoch: 912\n",
      "target: daughter\n",
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      "Epoch: 913\n",
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      "Epoch: 914\n",
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      "Epoch: 921\n",
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      "Epoch: 922\n",
      "target: woman\n",
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      "Epoch: 923\n",
      "target: queen\n",
      "12  context word: queen\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 924\n",
      "target: son\n",
      "4  context word: queen\n",
      "0.0\n",
      "Epoch: 925\n",
      "target: queen\n",
      "11  context word: beautiful\n",
      "0.0\n",
      "Epoch: 926\n",
      "target: queen\n",
      "12  context word: son\n",
      "0.0\n",
      "Epoch: 927\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 928\n",
      "target: son\n",
      "4  context word: son\n",
      "0.0\n",
      "Epoch: 929\n",
      "target: rule\n",
      "14  context word: strong\n",
      "0.0\n",
      "Epoch: 930\n",
      "target: daughter\n",
      "2  context word: queen\n",
      "0.0\n",
      "Epoch: 931\n",
      "target: king\n",
      "24  context word: beautiful\n",
      "0.0\n",
      "Epoch: 932\n",
      "target: royal\n",
      "22  context word: beautiful\n",
      "0.0\n",
      "Epoch: 933\n",
      "target: daughter\n",
      "2  context word: daughter\n",
      "0.0\n",
      "Epoch: 934\n",
      "target: queen\n",
      "9  context word: man\n",
      "0.0\n",
      "Epoch: 935\n",
      "target: man\n",
      "6  context word: future\n",
      "0.0\n",
      "Epoch: 936\n",
      "target: royal\n",
      "22  context word: man\n",
      "0.0\n",
      "Epoch: 937\n",
      "target: beautiful\n",
      "20  context word: woman\n",
      "0.0\n",
      "Epoch: 938\n",
      "target: rule\n",
      "14  context word: realm\n",
      "0.0\n",
      "Epoch: 939\n",
      "target: king\n",
      "7  context word: strong\n",
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      "Epoch: 940\n",
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      "Epoch: 941\n",
      "target: royal\n",
      "22  context word: woman\n",
      "0.0\n",
      "Epoch: 942\n",
      "target: beautiful\n",
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      "0.0\n",
      "Epoch: 943\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 944\n",
      "target: prince\n",
      "27  context word: daughter\n",
      "0.0\n",
      "Epoch: 945\n",
      "target: princess\n",
      "10  context word: king\n",
      "0.0\n",
      "Epoch: 946\n",
      "target: boy\n",
      "28  context word: woman\n",
      "0.0\n",
      "Epoch: 947\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 948\n",
      "target: prince\n",
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      "0.0\n",
      "Epoch: 949\n",
      "target: prince\n",
      "1  context word: family\n",
      "0.0\n",
      "Epoch: 950\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 951\n",
      "target: royal\n",
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      "0.0\n",
      "Epoch: 952\n",
      "target: prince\n",
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      "Epoch: 953\n",
      "target: children\n",
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      "0.0\n",
      "Epoch: 954\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 955\n",
      "target: woman\n",
      "8  context word: future\n",
      "0.0\n",
      "Epoch: 956\n",
      "target: king\n",
      "0  context word: future\n",
      "0.0\n",
      "Epoch: 957\n",
      "target: woman\n",
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      "0.0\n",
      "Epoch: 958\n",
      "target: royal\n",
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      "0.0\n",
      "Epoch: 959\n",
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      "0.0\n",
      "Epoch: 960\n",
      "target: son\n",
      "4  context word: son\n",
      "0.0\n",
      "Epoch: 961\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 962\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 963\n",
      "target: beautiful\n",
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      "0.0\n",
      "Epoch: 964\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 965\n",
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      "Epoch: 966\n",
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      "0.0\n",
      "Epoch: 967\n",
      "target: prince\n",
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      "0.0\n",
      "Epoch: 968\n",
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      "Epoch: 969\n",
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      "Epoch: 970\n",
      "target: prince\n",
      "1  context word: future\n",
      "0.0\n",
      "Epoch: 971\n",
      "target: daughter\n",
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      "0.0\n",
      "Epoch: 972\n",
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      "Epoch: 975\n",
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      "0.0\n",
      "Epoch: 976\n",
      "target: son\n",
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      "Epoch: 977\n",
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      "0.0\n",
      "Epoch: 978\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 979\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 980\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 981\n",
      "target: king\n",
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      "0.0\n",
      "Epoch: 982\n",
      "target: queen\n",
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      "Epoch: 983\n",
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      "0.0\n",
      "Epoch: 984\n",
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      "0.0\n",
      "Epoch: 985\n",
      "target: prince\n",
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      "Epoch: 986\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 987\n",
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      "0.0\n",
      "Epoch: 988\n",
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      "Epoch: 990\n",
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      "0.0\n",
      "Epoch: 991\n",
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      "Epoch: 999\n",
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      "Epoch: 1000\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1001\n",
      "target: princess\n",
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      "Epoch: 1002\n",
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      "target: beautiful\n",
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      "Epoch: 1006\n",
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      "Epoch: 1007\n",
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      "Epoch: 1075\n",
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      "28  context word: family\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1076\n",
      "target: queen\n",
      "25  context word: daughter\n",
      "0.0\n",
      "Epoch: 1077\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1078\n",
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      "0.0\n",
      "Epoch: 1079\n",
      "target: prince\n",
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      "Epoch: 1080\n",
      "target: woman\n",
      "21  context word: woman\n",
      "0.0\n",
      "Epoch: 1081\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1082\n",
      "target: prince\n",
      "5  context word: woman\n",
      "0.0\n",
      "Epoch: 1083\n",
      "target: princess\n",
      "10  context word: rule\n",
      "0.0\n",
      "Epoch: 1084\n",
      "target: realm\n",
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      "Epoch: 1085\n",
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      "0.0\n",
      "Epoch: 1086\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 1087\n",
      "target: king\n",
      "0  context word: future\n",
      "0.0\n",
      "Epoch: 1088\n",
      "target: man\n",
      "6  context word: boy\n",
      "0.0\n",
      "Epoch: 1089\n",
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      "Epoch: 1091\n",
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      "Epoch: 1095\n",
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      "Epoch: 1100\n",
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      "0  context word: beautiful\n",
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      "Epoch: 1105\n",
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      "Epoch: 1106\n",
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      "Epoch: 1111\n",
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      "Epoch: 1194\n",
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      "Epoch: 1195\n",
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      "Epoch: 1196\n",
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      "Epoch: 1197\n",
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      "0.0\n",
      "Epoch: 1198\n",
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      "Epoch: 1199\n",
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      "Epoch: 1200\n",
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      "Epoch: 1201\n",
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      "Epoch: 1203\n",
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      "Epoch: 1206\n",
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      "Epoch: 1207\n",
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      "Epoch: 1208\n",
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      "Epoch: 1209\n",
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      "Epoch: 1212\n",
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      "0.0\n",
      "Epoch: 1213\n",
      "target: strong\n",
      "17  context word: boy\n",
      "0.0\n",
      "Epoch: 1214\n",
      "target: king\n",
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      "0.0\n",
      "Epoch: 1215\n",
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      "Epoch: 1216\n",
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      "26  context word: son\n",
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      "Epoch: 1217\n",
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      "12  context word: woman\n",
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      "Epoch: 1218\n",
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      "Epoch: 1219\n",
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      "Epoch: 1220\n",
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      "0.0\n",
      "Epoch: 1221\n",
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      "0.0\n",
      "Epoch: 1222\n",
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      "0  context word: strong\n",
      "0.0\n",
      "Epoch: 1223\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 1224\n",
      "target: prince\n",
      "16  context word: future\n",
      "0.0\n",
      "Epoch: 1225\n",
      "target: prince\n",
      "16  context word: woman\n",
      "0.0\n",
      "Epoch: 1226\n",
      "target: woman\n",
      "8  context word: beautiful\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1227\n",
      "target: queen\n",
      "9  context word: princess\n",
      "0.0\n",
      "Epoch: 1228\n",
      "target: princess\n",
      "19  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1229\n",
      "target: king\n",
      "24  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1230\n",
      "target: family\n",
      "23  context word: strong\n",
      "0.0\n",
      "Epoch: 1231\n",
      "target: woman\n",
      "8  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1232\n",
      "target: rule\n",
      "14  context word: children\n",
      "0.0\n",
      "Epoch: 1233\n",
      "target: children\n",
      "26  context word: strong\n",
      "0.0\n",
      "Epoch: 1234\n",
      "target: queen\n",
      "9  context word: king\n",
      "0.0\n",
      "Epoch: 1235\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1236\n",
      "target: queen\n",
      "11  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1237\n",
      "target: prince\n",
      "5  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1238\n",
      "target: king\n",
      "24  context word: woman\n",
      "0.0\n",
      "Epoch: 1239\n",
      "target: king\n",
      "7  context word: realm\n",
      "0.0\n",
      "Epoch: 1240\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 1241\n",
      "target: boy\n",
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      "0.0\n",
      "Epoch: 1242\n",
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      "0.0\n",
      "Epoch: 1243\n",
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      "0.0\n",
      "Epoch: 1244\n",
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      "0.0\n",
      "Epoch: 1245\n",
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      "0.0\n",
      "Epoch: 1246\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 1247\n",
      "target: family\n",
      "23  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1248\n",
      "target: woman\n",
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      "0.0\n",
      "Epoch: 1249\n",
      "target: son\n",
      "4  context word: strong\n",
      "0.0\n",
      "Epoch: 1250\n",
      "target: prince\n",
      "1  context word: man\n",
      "0.0\n",
      "Epoch: 1251\n",
      "target: princess\n",
      "3  context word: princess\n",
      "0.0\n",
      "Epoch: 1252\n",
      "target: strong\n",
      "17  context word: boy\n",
      "0.0\n",
      "Epoch: 1253\n",
      "target: princess\n",
      "10  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1254\n",
      "target: king\n",
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      "0.0\n",
      "Epoch: 1255\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1256\n",
      "target: boy\n",
      "28  context word: woman\n",
      "0.0\n",
      "Epoch: 1257\n",
      "target: woman\n",
      "21  context word: woman\n",
      "0.0\n",
      "Epoch: 1258\n",
      "target: prince\n",
      "5  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1259\n",
      "target: woman\n",
      "21  context word: royal\n",
      "0.0\n",
      "Epoch: 1260\n",
      "target: woman\n",
      "8  context word: princess\n",
      "0.0\n",
      "Epoch: 1261\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 1262\n",
      "target: king\n",
      "24  context word: children\n",
      "0.0\n",
      "Epoch: 1263\n",
      "target: woman\n",
      "8  context word: daughter\n",
      "0.0\n",
      "Epoch: 1264\n",
      "target: king\n",
      "0  context word: strong\n",
      "0.0\n",
      "Epoch: 1265\n",
      "target: strong\n",
      "17  context word: son\n",
      "0.0\n",
      "Epoch: 1266\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 1267\n",
      "target: prince\n",
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      "0.0\n",
      "Epoch: 1268\n",
      "target: man\n",
      "6  context word: daughter\n",
      "0.0\n",
      "Epoch: 1269\n",
      "target: king\n",
      "7  context word: man\n",
      "0.0\n",
      "Epoch: 1270\n",
      "target: royal\n",
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      "0.0\n",
      "Epoch: 1271\n",
      "target: queen\n",
      "9  context word: man\n",
      "0.0\n",
      "Epoch: 1272\n",
      "target: princess\n",
      "3  context word: children\n",
      "0.0\n",
      "Epoch: 1273\n",
      "target: strong\n",
      "17  context word: man\n",
      "0.0\n",
      "Epoch: 1274\n",
      "target: king\n",
      "24  context word: future\n",
      "0.0\n",
      "Epoch: 1275\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1276\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 1277\n",
      "target: daughter\n",
      "2  context word: son\n",
      "0.0\n",
      "Epoch: 1278\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1279\n",
      "target: boy\n",
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      "0.0\n",
      "Epoch: 1280\n",
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      "0.0\n",
      "Epoch: 1281\n",
      "target: boy\n",
      "28  context word: king\n",
      "0.0\n",
      "Epoch: 1282\n",
      "target: beautiful\n",
      "20  context word: queen\n",
      "0.0\n",
      "Epoch: 1283\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1284\n",
      "target: princess\n",
      "10  context word: queen\n",
      "0.0\n",
      "Epoch: 1285\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 1286\n",
      "target: princess\n",
      "19  context word: man\n",
      "0.0\n",
      "Epoch: 1287\n",
      "target: king\n",
      "0  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1288\n",
      "target: woman\n",
      "21  context word: woman\n",
      "0.0\n",
      "Epoch: 1289\n",
      "target: prince\n",
      "5  context word: man\n",
      "0.0\n",
      "Epoch: 1290\n",
      "target: son\n",
      "4  context word: woman\n",
      "0.0\n",
      "Epoch: 1291\n",
      "target: princess\n",
      "3  context word: queen\n",
      "0.0\n",
      "Epoch: 1292\n",
      "target: royal\n",
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      "0.0\n",
      "Epoch: 1293\n",
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      "0.0\n",
      "Epoch: 1294\n",
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      "0.0\n",
      "Epoch: 1295\n",
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      "0.0\n",
      "Epoch: 1296\n",
      "target: prince\n",
      "1  context word: realm\n",
      "0.0\n",
      "Epoch: 1297\n",
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      "0.0\n",
      "Epoch: 1298\n",
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      "0.0\n",
      "Epoch: 1299\n",
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      "0  context word: family\n",
      "0.0\n",
      "Epoch: 1300\n",
      "target: family\n",
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      "0.0\n",
      "Epoch: 1301\n",
      "target: woman\n",
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      "0.0\n",
      "Epoch: 1302\n",
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      "23  context word: children\n",
      "0.0\n",
      "Epoch: 1303\n",
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      "0.0\n",
      "Epoch: 1304\n",
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      "0.0\n",
      "Epoch: 1305\n",
      "target: king\n",
      "24  context word: rule\n",
      "0.0\n",
      "Epoch: 1306\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1307\n",
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      "0.0\n",
      "Epoch: 1308\n",
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      "8  context word: son\n",
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      "Epoch: 1309\n",
      "target: children\n",
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      "0.0\n",
      "Epoch: 1310\n",
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      "0.0\n",
      "Epoch: 1311\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 1312\n",
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      "Epoch: 1313\n",
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      "0  context word: woman\n",
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      "Epoch: 1314\n",
      "target: daughter\n",
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      "Epoch: 1315\n",
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      "14  context word: future\n",
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      "Epoch: 1316\n",
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      "Epoch: 1317\n",
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      "Epoch: 1318\n",
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      "Epoch: 1319\n",
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      "0.0\n",
      "Epoch: 1320\n",
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      "0.0\n",
      "Epoch: 1321\n",
      "target: man\n",
      "6  context word: strong\n",
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      "Epoch: 1322\n",
      "target: prince\n",
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      "0.0\n",
      "Epoch: 1323\n",
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      "27  context word: woman\n",
      "0.0\n",
      "Epoch: 1324\n",
      "target: queen\n",
      "11  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1325\n",
      "target: son\n",
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      "0.0\n",
      "Epoch: 1326\n",
      "target: king\n",
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      "Epoch: 1327\n",
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      "Epoch: 1328\n",
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      "Epoch: 1329\n",
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      "Epoch: 1330\n",
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      "Epoch: 1340\n",
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      "Epoch: 1341\n",
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      "Epoch: 1342\n",
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      "Epoch: 1343\n",
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      "Epoch: 1360\n",
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      "Epoch: 1370\n",
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      "0  context word: realm\n",
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      "Epoch: 1374\n",
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      "Epoch: 1375\n",
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      "Epoch: 1376\n",
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      "Epoch: 1378\n",
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      "11  context word: man\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1379\n",
      "target: prince\n",
      "16  context word: rule\n",
      "0.0\n",
      "Epoch: 1380\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1381\n",
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      "Epoch: 1383\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1385\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1387\n",
      "target: man\n",
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      "0.0\n",
      "Epoch: 1388\n",
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      "0.0\n",
      "Epoch: 1389\n",
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      "0.0\n",
      "Epoch: 1390\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1393\n",
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      "0  context word: daughter\n",
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      "0.0\n",
      "Epoch: 1398\n",
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      "Epoch: 1399\n",
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      "0.0\n",
      "Epoch: 1400\n",
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      "0.0\n",
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      "Epoch: 1402\n",
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      "Epoch: 1403\n",
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      "Epoch: 1404\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1406\n",
      "target: son\n",
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      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 1409\n",
      "target: beautiful\n",
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      "0.0\n",
      "Epoch: 1410\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1416\n",
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      "Epoch: 1417\n",
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      "0.0\n",
      "Epoch: 1418\n",
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      "Epoch: 1424\n",
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      "Epoch: 1425\n",
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      "Epoch: 1426\n",
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      "Epoch: 1427\n",
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      "Epoch: 1429\n",
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      "Epoch: 1431\n",
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      "Epoch: 1434\n",
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      "0.0\n",
      "Epoch: 1435\n",
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      "Epoch: 1436\n",
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      "0.0\n",
      "Epoch: 1437\n",
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      "Epoch: 1438\n",
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      "0.0\n",
      "Epoch: 1439\n",
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      "Epoch: 1440\n",
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      "0  context word: woman\n",
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      "Epoch: 1441\n",
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      "0.0\n",
      "Epoch: 1442\n",
      "target: woman\n",
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      "0.0\n",
      "Epoch: 1443\n",
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      "2  context word: man\n",
      "0.0\n",
      "Epoch: 1446\n",
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      "0.0\n",
      "Epoch: 1447\n",
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      "Epoch: 1448\n",
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      "Epoch: 1450\n",
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      "0.0\n",
      "Epoch: 1451\n",
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      "0.0\n",
      "Epoch: 1452\n",
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      "0  context word: family\n",
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      "Epoch: 1453\n",
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      "0.0\n",
      "Epoch: 1454\n",
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      "Epoch: 1459\n",
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      "Epoch: 1465\n",
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      "Epoch: 1529\n",
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      "28  context word: royal\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1530\n",
      "target: prince\n",
      "5  context word: man\n",
      "0.0\n",
      "Epoch: 1531\n",
      "target: man\n",
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      "Epoch: 1533\n",
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      "Epoch: 1534\n",
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      "Epoch: 1540\n",
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      "0.0\n",
      "Epoch: 1615\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1618\n",
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      "0.0\n",
      "Epoch: 1619\n",
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      "0.0\n",
      "Epoch: 1620\n",
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      "Epoch: 1621\n",
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      "Epoch: 1624\n",
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      "0.0\n",
      "Epoch: 1625\n",
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      "0.0\n",
      "Epoch: 1626\n",
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      "0.0\n",
      "Epoch: 1627\n",
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      "0.0\n",
      "Epoch: 1628\n",
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      "0.0\n",
      "Epoch: 1629\n",
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      "0.0\n",
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      "0.0\n",
      "Epoch: 1631\n",
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      "0.0\n",
      "Epoch: 1632\n",
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      "0.0\n",
      "Epoch: 1633\n",
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      "0.0\n",
      "Epoch: 1634\n",
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      "0.0\n",
      "Epoch: 1635\n",
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      "Epoch: 1636\n",
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      "Epoch: 1637\n",
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      "0.0\n",
      "Epoch: 1638\n",
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      "0.0\n",
      "Epoch: 1639\n",
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      "0.0\n",
      "Epoch: 1640\n",
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      "0.0\n",
      "Epoch: 1641\n",
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      "0.0\n",
      "Epoch: 1642\n",
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      "0.0\n",
      "Epoch: 1643\n",
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      "0.0\n",
      "Epoch: 1644\n",
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      "0.0\n",
      "Epoch: 1645\n",
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      "0.0\n",
      "Epoch: 1646\n",
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      "Epoch: 1647\n",
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      "0.0\n",
      "Epoch: 1648\n",
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      "0.0\n",
      "Epoch: 1649\n",
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      "Epoch: 1650\n",
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      "0.0\n",
      "Epoch: 1651\n",
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      "0.0\n",
      "Epoch: 1652\n",
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      "0.0\n",
      "Epoch: 1653\n",
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      "0.0\n",
      "Epoch: 1654\n",
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      "0.0\n",
      "Epoch: 1655\n",
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      "0.0\n",
      "Epoch: 1656\n",
      "target: queen\n",
      "9  context word: man\n",
      "0.0\n",
      "Epoch: 1657\n",
      "target: royal\n",
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      "0.0\n",
      "Epoch: 1658\n",
      "target: boy\n",
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      "0.0\n",
      "Epoch: 1659\n",
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      "Epoch: 1660\n",
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      "0.0\n",
      "Epoch: 1661\n",
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      "0.0\n",
      "Epoch: 1662\n",
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      "0.0\n",
      "Epoch: 1663\n",
      "target: realm\n",
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      "0.0\n",
      "Epoch: 1664\n",
      "target: king\n",
      "0  context word: future\n",
      "0.0\n",
      "Epoch: 1665\n",
      "target: prince\n",
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      "0.0\n",
      "Epoch: 1666\n",
      "target: rule\n",
      "14  context word: woman\n",
      "0.0\n",
      "Epoch: 1667\n",
      "target: queen\n",
      "9  context word: royal\n",
      "0.0\n",
      "Epoch: 1668\n",
      "target: family\n",
      "23  context word: strong\n",
      "0.0\n",
      "Epoch: 1669\n",
      "target: man\n",
      "6  context word: strong\n",
      "0.0\n",
      "Epoch: 1670\n",
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      "0.0\n",
      "Epoch: 1671\n",
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      "0.0\n",
      "Epoch: 1672\n",
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      "0.0\n",
      "Epoch: 1673\n",
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      "Epoch: 1674\n",
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      "0.0\n",
      "Epoch: 1675\n",
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      "12  context word: son\n",
      "0.0\n",
      "Epoch: 1676\n",
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      "8  context word: strong\n",
      "0.0\n",
      "Epoch: 1677\n",
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      "0.0\n",
      "Epoch: 1678\n",
      "target: man\n",
      "6  context word: family\n",
      "0.0\n",
      "Epoch: 1679\n",
      "target: royal\n",
      "22  context word: realm\n",
      "0.0\n",
      "Epoch: 1680\n",
      "target: princess\n",
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      "0.0\n",
      "Epoch: 1681\n",
      "target: queen\n",
      "25  context word: family\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1682\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 1683\n",
      "target: woman\n",
      "21  context word: queen\n",
      "0.0\n",
      "Epoch: 1684\n",
      "target: prince\n",
      "16  context word: family\n",
      "0.0\n",
      "Epoch: 1685\n",
      "target: woman\n",
      "8  context word: future\n",
      "0.0\n",
      "Epoch: 1686\n",
      "target: daughter\n",
      "2  context word: boy\n",
      "0.0\n",
      "Epoch: 1687\n",
      "target: family\n",
      "23  context word: daughter\n",
      "0.0\n",
      "Epoch: 1688\n",
      "target: strong\n",
      "17  context word: realm\n",
      "0.0\n",
      "Epoch: 1689\n",
      "target: king\n",
      "7  context word: strong\n",
      "0.0\n",
      "Epoch: 1690\n",
      "target: realm\n",
      "15  context word: man\n",
      "0.0\n",
      "Epoch: 1691\n",
      "target: king\n",
      "7  context word: son\n",
      "0.0\n",
      "Epoch: 1692\n",
      "target: children\n",
      "26  context word: children\n",
      "0.0\n",
      "Epoch: 1693\n",
      "target: man\n",
      "6  context word: daughter\n",
      "0.0\n",
      "Epoch: 1694\n",
      "target: prince\n",
      "5  context word: princess\n",
      "0.0\n",
      "Epoch: 1695\n",
      "target: family\n",
      "23  context word: son\n",
      "0.0\n",
      "Epoch: 1696\n",
      "target: daughter\n",
      "2  context word: man\n",
      "0.0\n",
      "Epoch: 1697\n",
      "target: man\n",
      "6  context word: son\n",
      "0.0\n",
      "Epoch: 1698\n",
      "target: princess\n",
      "19  context word: man\n",
      "0.0\n",
      "Epoch: 1699\n",
      "target: beautiful\n",
      "20  context word: man\n",
      "0.0\n",
      "Epoch: 1700\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1701\n",
      "target: prince\n",
      "16  context word: rule\n",
      "0.0\n",
      "Epoch: 1702\n",
      "target: royal\n",
      "22  context word: family\n",
      "0.0\n",
      "Epoch: 1703\n",
      "target: prince\n",
      "5  context word: queen\n",
      "0.0\n",
      "Epoch: 1704\n",
      "target: man\n",
      "6  context word: boy\n",
      "0.0\n",
      "Epoch: 1705\n",
      "target: family\n",
      "23  context word: man\n",
      "0.0\n",
      "Epoch: 1706\n",
      "target: king\n",
      "0  context word: family\n",
      "0.0\n",
      "Epoch: 1707\n",
      "target: royal\n",
      "22  context word: strong\n",
      "0.0\n",
      "Epoch: 1708\n",
      "target: children\n",
      "26  context word: woman\n",
      "0.0\n",
      "Epoch: 1709\n",
      "target: royal\n",
      "22  context word: man\n",
      "0.0\n",
      "Epoch: 1710\n",
      "target: family\n",
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      "0.0\n",
      "Epoch: 1711\n",
      "target: prince\n",
      "27  context word: family\n",
      "0.0\n",
      "Epoch: 1712\n",
      "target: king\n",
      "0  context word: future\n",
      "0.0\n",
      "Epoch: 1713\n",
      "target: princess\n",
      "10  context word: family\n",
      "0.0\n",
      "Epoch: 1714\n",
      "target: queen\n",
      "9  context word: man\n",
      "0.0\n",
      "Epoch: 1715\n",
      "target: king\n",
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      "Epoch: 1716\n",
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      "0.0\n",
      "Epoch: 1717\n",
      "target: queen\n",
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      "0.0\n",
      "Epoch: 1718\n",
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      "0.0\n",
      "Epoch: 1719\n",
      "target: prince\n",
      "16  context word: woman\n",
      "0.0\n",
      "Epoch: 1720\n",
      "target: princess\n",
      "3  context word: princess\n",
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      "Epoch: 1721\n",
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      "0.0\n",
      "Epoch: 1722\n",
      "target: strong\n",
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      "Epoch: 1723\n",
      "target: family\n",
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      "0.0\n",
      "Epoch: 1724\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 1725\n",
      "target: beautiful\n",
      "20  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1726\n",
      "target: realm\n",
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      "Epoch: 1727\n",
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      "Epoch: 1728\n",
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      "Epoch: 1729\n",
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      "Epoch: 1730\n",
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      "Epoch: 1731\n",
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      "0.0\n",
      "Epoch: 1732\n",
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      "0.0\n",
      "Epoch: 1733\n",
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      "Epoch: 1734\n",
      "target: rule\n",
      "14  context word: daughter\n",
      "0.0\n",
      "Epoch: 1735\n",
      "target: daughter\n",
      "2  context word: future\n",
      "0.0\n",
      "Epoch: 1736\n",
      "target: princess\n",
      "10  context word: man\n",
      "0.0\n",
      "Epoch: 1737\n",
      "target: queen\n",
      "25  context word: realm\n",
      "0.0\n",
      "Epoch: 1738\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 1739\n",
      "target: realm\n",
      "15  context word: future\n",
      "0.0\n",
      "Epoch: 1740\n",
      "target: son\n",
      "4  context word: prince\n",
      "0.0\n",
      "Epoch: 1741\n",
      "target: princess\n",
      "19  context word: woman\n",
      "0.0\n",
      "Epoch: 1742\n",
      "target: princess\n",
      "3  context word: man\n",
      "0.0\n",
      "Epoch: 1743\n",
      "target: woman\n",
      "8  context word: queen\n",
      "0.0\n",
      "Epoch: 1744\n",
      "target: boy\n",
      "28  context word: family\n",
      "0.0\n",
      "Epoch: 1745\n",
      "target: princess\n",
      "3  context word: family\n",
      "0.0\n",
      "Epoch: 1746\n",
      "target: man\n",
      "6  context word: son\n",
      "0.0\n",
      "Epoch: 1747\n",
      "target: rule\n",
      "14  context word: future\n",
      "0.0\n",
      "Epoch: 1748\n",
      "target: royal\n",
      "22  context word: man\n",
      "0.0\n",
      "Epoch: 1749\n",
      "target: beautiful\n",
      "20  context word: queen\n",
      "0.0\n",
      "Epoch: 1750\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 1751\n",
      "target: daughter\n",
      "2  context word: royal\n",
      "0.0\n",
      "Epoch: 1752\n",
      "target: son\n",
      "4  context word: children\n",
      "0.0\n",
      "Epoch: 1753\n",
      "target: children\n",
      "26  context word: family\n",
      "0.0\n",
      "Epoch: 1754\n",
      "target: king\n",
      "24  context word: royal\n",
      "0.0\n",
      "Epoch: 1755\n",
      "target: princess\n",
      "3  context word: man\n",
      "0.0\n",
      "Epoch: 1756\n",
      "target: prince\n",
      "16  context word: strong\n",
      "0.0\n",
      "Epoch: 1757\n",
      "target: king\n",
      "13  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1758\n",
      "target: prince\n",
      "16  context word: princess\n",
      "0.0\n",
      "Epoch: 1759\n",
      "target: prince\n",
      "1  context word: future\n",
      "0.0\n",
      "Epoch: 1760\n",
      "target: queen\n",
      "11  context word: man\n",
      "0.0\n",
      "Epoch: 1761\n",
      "target: queen\n",
      "25  context word: woman\n",
      "0.0\n",
      "Epoch: 1762\n",
      "target: princess\n",
      "10  context word: king\n",
      "0.0\n",
      "Epoch: 1763\n",
      "target: prince\n",
      "16  context word: strong\n",
      "0.0\n",
      "Epoch: 1764\n",
      "target: children\n",
      "26  context word: king\n",
      "0.0\n",
      "Epoch: 1765\n",
      "target: king\n",
      "24  context word: strong\n",
      "0.0\n",
      "Epoch: 1766\n",
      "target: king\n",
      "24  context word: son\n",
      "0.0\n",
      "Epoch: 1767\n",
      "target: royal\n",
      "22  context word: man\n",
      "0.0\n",
      "Epoch: 1768\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 1769\n",
      "target: family\n",
      "23  context word: son\n",
      "0.0\n",
      "Epoch: 1770\n",
      "target: man\n",
      "18  context word: princess\n",
      "0.0\n",
      "Epoch: 1771\n",
      "target: woman\n",
      "8  context word: woman\n",
      "0.0\n",
      "Epoch: 1772\n",
      "target: children\n",
      "26  context word: king\n",
      "0.0\n",
      "Epoch: 1773\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1774\n",
      "target: queen\n",
      "12  context word: princess\n",
      "0.0\n",
      "Epoch: 1775\n",
      "target: prince\n",
      "27  context word: family\n",
      "0.0\n",
      "Epoch: 1776\n",
      "target: realm\n",
      "15  context word: man\n",
      "0.0\n",
      "Epoch: 1777\n",
      "target: strong\n",
      "17  context word: strong\n",
      "0.0\n",
      "Epoch: 1778\n",
      "target: king\n",
      "7  context word: daughter\n",
      "0.0\n",
      "Epoch: 1779\n",
      "target: rule\n",
      "14  context word: daughter\n",
      "0.0\n",
      "Epoch: 1780\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 1781\n",
      "target: queen\n",
      "25  context word: future\n",
      "0.0\n",
      "Epoch: 1782\n",
      "target: princess\n",
      "10  context word: king\n",
      "0.0\n",
      "Epoch: 1783\n",
      "target: woman\n",
      "21  context word: woman\n",
      "0.0\n",
      "Epoch: 1784\n",
      "target: king\n",
      "24  context word: man\n",
      "0.0\n",
      "Epoch: 1785\n",
      "target: daughter\n",
      "2  context word: princess\n",
      "0.0\n",
      "Epoch: 1786\n",
      "target: princess\n",
      "19  context word: daughter\n",
      "0.0\n",
      "Epoch: 1787\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 1788\n",
      "target: princess\n",
      "19  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1789\n",
      "target: rule\n",
      "14  context word: boy\n",
      "0.0\n",
      "Epoch: 1790\n",
      "target: queen\n",
      "11  context word: woman\n",
      "0.0\n",
      "Epoch: 1791\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 1792\n",
      "target: royal\n",
      "22  context word: son\n",
      "0.0\n",
      "Epoch: 1793\n",
      "target: rule\n",
      "14  context word: princess\n",
      "0.0\n",
      "Epoch: 1794\n",
      "target: man\n",
      "6  context word: boy\n",
      "0.0\n",
      "Epoch: 1795\n",
      "target: princess\n",
      "3  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1796\n",
      "target: queen\n",
      "11  context word: man\n",
      "0.0\n",
      "Epoch: 1797\n",
      "target: family\n",
      "23  context word: family\n",
      "0.0\n",
      "Epoch: 1798\n",
      "target: princess\n",
      "10  context word: family\n",
      "0.0\n",
      "Epoch: 1799\n",
      "target: children\n",
      "26  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1800\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 1801\n",
      "target: queen\n",
      "25  context word: royal\n",
      "0.0\n",
      "Epoch: 1802\n",
      "target: prince\n",
      "16  context word: realm\n",
      "0.0\n",
      "Epoch: 1803\n",
      "target: king\n",
      "13  context word: son\n",
      "0.0\n",
      "Epoch: 1804\n",
      "target: boy\n",
      "28  context word: king\n",
      "0.0\n",
      "Epoch: 1805\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 1806\n",
      "target: prince\n",
      "1  context word: son\n",
      "0.0\n",
      "Epoch: 1807\n",
      "target: boy\n",
      "28  context word: daughter\n",
      "0.0\n",
      "Epoch: 1808\n",
      "target: king\n",
      "7  context word: future\n",
      "0.0\n",
      "Epoch: 1809\n",
      "target: king\n",
      "24  context word: future\n",
      "0.0\n",
      "Epoch: 1810\n",
      "target: princess\n",
      "19  context word: princess\n",
      "0.0\n",
      "Epoch: 1811\n",
      "target: son\n",
      "4  context word: royal\n",
      "0.0\n",
      "Epoch: 1812\n",
      "target: prince\n",
      "27  context word: family\n",
      "0.0\n",
      "Epoch: 1813\n",
      "target: daughter\n",
      "2  context word: queen\n",
      "0.0\n",
      "Epoch: 1814\n",
      "target: king\n",
      "0  context word: realm\n",
      "0.0\n",
      "Epoch: 1815\n",
      "target: prince\n",
      "16  context word: strong\n",
      "0.0\n",
      "Epoch: 1816\n",
      "target: princess\n",
      "3  context word: princess\n",
      "0.0\n",
      "Epoch: 1817\n",
      "target: queen\n",
      "9  context word: royal\n",
      "0.0\n",
      "Epoch: 1818\n",
      "target: queen\n",
      "12  context word: queen\n",
      "0.0\n",
      "Epoch: 1819\n",
      "target: rule\n",
      "14  context word: man\n",
      "0.0\n",
      "Epoch: 1820\n",
      "target: princess\n",
      "10  context word: king\n",
      "0.0\n",
      "Epoch: 1821\n",
      "target: son\n",
      "4  context word: woman\n",
      "0.0\n",
      "Epoch: 1822\n",
      "target: queen\n",
      "11  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1823\n",
      "target: prince\n",
      "1  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1824\n",
      "target: children\n",
      "26  context word: king\n",
      "0.0\n",
      "Epoch: 1825\n",
      "target: queen\n",
      "12  context word: princess\n",
      "0.0\n",
      "Epoch: 1826\n",
      "target: king\n",
      "24  context word: family\n",
      "0.0\n",
      "Epoch: 1827\n",
      "target: king\n",
      "24  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1828\n",
      "target: royal\n",
      "22  context word: man\n",
      "0.0\n",
      "Epoch: 1829\n",
      "target: queen\n",
      "11  context word: strong\n",
      "0.0\n",
      "Epoch: 1830\n",
      "target: woman\n",
      "21  context word: children\n",
      "0.0\n",
      "Epoch: 1831\n",
      "target: princess\n",
      "19  context word: son\n",
      "0.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 1832\n",
      "target: man\n",
      "18  context word: princess\n",
      "0.0\n",
      "Epoch: 1833\n",
      "target: queen\n",
      "9  context word: man\n",
      "0.0\n",
      "Epoch: 1834\n",
      "target: king\n",
      "13  context word: family\n",
      "0.0\n",
      "Epoch: 1835\n",
      "target: family\n",
      "23  context word: realm\n",
      "0.0\n",
      "Epoch: 1836\n",
      "target: king\n",
      "13  context word: king\n",
      "0.0\n",
      "Epoch: 1837\n",
      "target: prince\n",
      "5  context word: strong\n",
      "0.0\n",
      "Epoch: 1838\n",
      "target: rule\n",
      "14  context word: boy\n",
      "0.0\n",
      "Epoch: 1839\n",
      "target: children\n",
      "26  context word: queen\n",
      "0.0\n",
      "Epoch: 1840\n",
      "target: king\n",
      "24  context word: son\n",
      "0.0\n",
      "Epoch: 1841\n",
      "target: princess\n",
      "10  context word: daughter\n",
      "0.0\n",
      "Epoch: 1842\n",
      "target: man\n",
      "6  context word: queen\n",
      "0.0\n",
      "Epoch: 1843\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 1844\n",
      "target: rule\n",
      "14  context word: queen\n",
      "0.0\n",
      "Epoch: 1845\n",
      "target: realm\n",
      "15  context word: prince\n",
      "0.0\n",
      "Epoch: 1846\n",
      "target: beautiful\n",
      "20  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1847\n",
      "target: daughter\n",
      "2  context word: woman\n",
      "0.0\n",
      "Epoch: 1848\n",
      "target: princess\n",
      "19  context word: royal\n",
      "0.0\n",
      "Epoch: 1849\n",
      "target: queen\n",
      "12  context word: princess\n",
      "0.0\n",
      "Epoch: 1850\n",
      "target: princess\n",
      "19  context word: strong\n",
      "0.0\n",
      "Epoch: 1851\n",
      "target: man\n",
      "6  context word: man\n",
      "0.0\n",
      "Epoch: 1852\n",
      "target: king\n",
      "24  context word: daughter\n",
      "0.0\n",
      "Epoch: 1853\n",
      "target: woman\n",
      "8  context word: daughter\n",
      "0.0\n",
      "Epoch: 1854\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 1855\n",
      "target: king\n",
      "0  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1856\n",
      "target: daughter\n",
      "2  context word: rule\n",
      "0.0\n",
      "Epoch: 1857\n",
      "target: family\n",
      "23  context word: man\n",
      "0.0\n",
      "Epoch: 1858\n",
      "target: queen\n",
      "9  context word: prince\n",
      "0.0\n",
      "Epoch: 1859\n",
      "target: man\n",
      "18  context word: strong\n",
      "0.0\n",
      "Epoch: 1860\n",
      "target: daughter\n",
      "2  context word: boy\n",
      "0.0\n",
      "Epoch: 1861\n",
      "target: rule\n",
      "14  context word: children\n",
      "0.0\n",
      "Epoch: 1862\n",
      "target: son\n",
      "4  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1863\n",
      "target: queen\n",
      "25  context word: future\n",
      "0.0\n",
      "Epoch: 1864\n",
      "target: prince\n",
      "1  context word: woman\n",
      "0.0\n",
      "Epoch: 1865\n",
      "target: son\n",
      "4  context word: family\n",
      "0.0\n",
      "Epoch: 1866\n",
      "target: son\n",
      "4  context word: children\n",
      "0.0\n",
      "Epoch: 1867\n",
      "target: daughter\n",
      "2  context word: family\n",
      "0.0\n",
      "Epoch: 1868\n",
      "target: king\n",
      "13  context word: son\n",
      "0.0\n",
      "Epoch: 1869\n",
      "target: king\n",
      "0  context word: strong\n",
      "0.0\n",
      "Epoch: 1870\n",
      "target: woman\n",
      "21  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1871\n",
      "target: princess\n",
      "19  context word: rule\n",
      "0.0\n",
      "Epoch: 1872\n",
      "target: king\n",
      "24  context word: strong\n",
      "0.0\n",
      "Epoch: 1873\n",
      "target: beautiful\n",
      "20  context word: woman\n",
      "0.0\n",
      "Epoch: 1874\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 1875\n",
      "target: prince\n",
      "1  context word: queen\n",
      "0.0\n",
      "Epoch: 1876\n",
      "target: prince\n",
      "16  context word: daughter\n",
      "0.0\n",
      "Epoch: 1877\n",
      "target: daughter\n",
      "2  context word: realm\n",
      "0.0\n",
      "Epoch: 1878\n",
      "target: prince\n",
      "27  context word: queen\n",
      "0.0\n",
      "Epoch: 1879\n",
      "target: strong\n",
      "17  context word: daughter\n",
      "0.0\n",
      "Epoch: 1880\n",
      "target: man\n",
      "6  context word: princess\n",
      "0.0\n",
      "Epoch: 1881\n",
      "target: prince\n",
      "1  context word: future\n",
      "0.0\n",
      "Epoch: 1882\n",
      "target: king\n",
      "13  context word: rule\n",
      "0.0\n",
      "Epoch: 1883\n",
      "target: queen\n",
      "11  context word: realm\n",
      "0.0\n",
      "Epoch: 1884\n",
      "target: prince\n",
      "5  context word: future\n",
      "0.0\n",
      "Epoch: 1885\n",
      "target: children\n",
      "26  context word: man\n",
      "0.0\n",
      "Epoch: 1886\n",
      "target: daughter\n",
      "2  context word: rule\n",
      "0.0\n",
      "Epoch: 1887\n",
      "target: rule\n",
      "14  context word: rule\n",
      "0.0\n",
      "Epoch: 1888\n",
      "target: queen\n",
      "12  context word: king\n",
      "0.0\n",
      "Epoch: 1889\n",
      "target: man\n",
      "18  context word: man\n",
      "0.0\n",
      "Epoch: 1890\n",
      "target: king\n",
      "0  context word: strong\n",
      "0.0\n",
      "Epoch: 1891\n",
      "target: king\n",
      "0  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1892\n",
      "target: daughter\n",
      "2  context word: king\n",
      "0.0\n",
      "Epoch: 1893\n",
      "target: king\n",
      "13  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1894\n",
      "target: prince\n",
      "1  context word: woman\n",
      "0.0\n",
      "Epoch: 1895\n",
      "target: family\n",
      "23  context word: rule\n",
      "0.0\n",
      "Epoch: 1896\n",
      "target: king\n",
      "24  context word: man\n",
      "0.0\n",
      "Epoch: 1897\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 1898\n",
      "target: king\n",
      "0  context word: future\n",
      "0.0\n",
      "Epoch: 1899\n",
      "target: man\n",
      "6  context word: royal\n",
      "0.0\n",
      "Epoch: 1900\n",
      "target: realm\n",
      "15  context word: queen\n",
      "0.0\n",
      "Epoch: 1901\n",
      "target: strong\n",
      "17  context word: queen\n",
      "0.0\n",
      "Epoch: 1902\n",
      "target: woman\n",
      "8  context word: queen\n",
      "0.0\n",
      "Epoch: 1903\n",
      "target: boy\n",
      "28  context word: strong\n",
      "0.0\n",
      "Epoch: 1904\n",
      "target: king\n",
      "0  context word: realm\n",
      "0.0\n",
      "Epoch: 1905\n",
      "target: woman\n",
      "21  context word: man\n",
      "0.0\n",
      "Epoch: 1906\n",
      "target: prince\n",
      "27  context word: strong\n",
      "0.0\n",
      "Epoch: 1907\n",
      "target: queen\n",
      "25  context word: rule\n",
      "0.0\n",
      "Epoch: 1908\n",
      "target: realm\n",
      "15  context word: man\n",
      "0.0\n",
      "Epoch: 1909\n",
      "target: daughter\n",
      "2  context word: woman\n",
      "0.0\n",
      "Epoch: 1910\n",
      "target: rule\n",
      "14  context word: rule\n",
      "0.0\n",
      "Epoch: 1911\n",
      "target: queen\n",
      "9  context word: son\n",
      "0.0\n",
      "Epoch: 1912\n",
      "target: woman\n",
      "8  context word: strong\n",
      "0.0\n",
      "Epoch: 1913\n",
      "target: queen\n",
      "11  context word: rule\n",
      "0.0\n",
      "Epoch: 1914\n",
      "target: princess\n",
      "10  context word: rule\n",
      "0.0\n",
      "Epoch: 1915\n",
      "target: beautiful\n",
      "20  context word: family\n",
      "0.0\n",
      "Epoch: 1916\n",
      "target: princess\n",
      "19  context word: realm\n",
      "0.0\n",
      "Epoch: 1917\n",
      "target: man\n",
      "18  context word: strong\n",
      "0.0\n",
      "Epoch: 1918\n",
      "target: strong\n",
      "17  context word: man\n",
      "0.0\n",
      "Epoch: 1919\n",
      "target: family\n",
      "23  context word: woman\n",
      "0.0\n",
      "Epoch: 1920\n",
      "target: royal\n",
      "22  context word: son\n",
      "0.0\n",
      "Epoch: 1921\n",
      "target: king\n",
      "24  context word: family\n",
      "0.0\n",
      "Epoch: 1922\n",
      "target: princess\n",
      "10  context word: strong\n",
      "0.0\n",
      "Epoch: 1923\n",
      "target: realm\n",
      "15  context word: strong\n",
      "0.0\n",
      "Epoch: 1924\n",
      "target: strong\n",
      "17  context word: boy\n",
      "0.0\n",
      "Epoch: 1925\n",
      "target: prince\n",
      "27  context word: family\n",
      "0.0\n",
      "Epoch: 1926\n",
      "target: children\n",
      "26  context word: queen\n",
      "0.0\n",
      "Epoch: 1927\n",
      "target: boy\n",
      "28  context word: son\n",
      "0.0\n",
      "Epoch: 1928\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 1929\n",
      "target: woman\n",
      "8  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1930\n",
      "target: daughter\n",
      "2  context word: boy\n",
      "0.0\n",
      "Epoch: 1931\n",
      "target: woman\n",
      "21  context word: queen\n",
      "0.0\n",
      "Epoch: 1932\n",
      "target: woman\n",
      "21  context word: family\n",
      "0.0\n",
      "Epoch: 1933\n",
      "target: king\n",
      "13  context word: prince\n",
      "0.0\n",
      "Epoch: 1934\n",
      "target: king\n",
      "24  context word: son\n",
      "0.0\n",
      "Epoch: 1935\n",
      "target: realm\n",
      "15  context word: realm\n",
      "0.0\n",
      "Epoch: 1936\n",
      "target: prince\n",
      "27  context word: beautiful\n",
      "0.0\n",
      "Epoch: 1937\n",
      "target: woman\n",
      "8  context word: prince\n",
      "0.0\n",
      "Epoch: 1938\n",
      "target: prince\n",
      "1  context word: strong\n",
      "0.0\n",
      "Epoch: 1939\n",
      "target: prince\n",
      "16  context word: woman\n",
      "0.0\n",
      "Epoch: 1940"
     ]
    }
   ],
   "source": [
    "epoch = 4000\n",
    "for e in range(0, epoch+1):\n",
    "    if e%1 == 0:\n",
    "        print(\"Epoch: \" + str(e))\n",
    "        index = random.randint(0, len(targets)-1)\n",
    "        print(\"target: \" + toWord(targets[index][0], dictionary))\n",
    "        print(str(index) + \" \" + \" context word: \" + toWord(network.forward(contexts[index][1]), dictionary))\n",
    "    for t in range(0, len(targets)-1):\n",
    "        if t%100 == 0:\n",
    "            print((t/(len(targets)-1.0))*100.0)\n",
    "        for c in range(0, 4):\n",
    "            network.forward(targets[t][0])\n",
    "            network.backprop(targets[t][0], contexts[t][c], t+1)"
   ]
  }
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