09.5-LSTM-text-gen.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Based on Keras lstm_text_generation.py example.\n",
    "\n",
    "'''Example script to generate text from Nietzsche's writings.\n",
    "\n",
    "At least 20 epochs are required before the generated text\n",
    "starts sounding coherent.\n",
    "\n",
    "It is recommended to run this script on GPU, as recurrent\n",
    "networks are quite computationally intensive.\n",
    "\n",
    "If you try this script on new data, make sure your corpus\n",
    "has at least ~100k characters. ~1M is better.\n",
    "'''\n",
    "\n",
    "from __future__ import print_function\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Activation\n",
    "from keras.layers import LSTM\n",
    "from keras.optimizers import RMSprop\n",
    "from keras.utils.data_utils import get_file\n",
    "import numpy as np\n",
    "import random\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('white')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://s3.amazonaws.com/text-datasets/nietzsche.txt\n",
      "corpus length: 600901\n"
     ]
    }
   ],
   "source": [
    "path = get_file('nietzsche.txt', origin='https://s3.amazonaws.com/text-datasets/nietzsche.txt')\n",
    "text = open(path).read().lower()\n",
    "print('corpus length:', len(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total chars: 59\n"
     ]
    }
   ],
   "source": [
    "chars = sorted(list(set(text)))\n",
    "print('total chars:', len(chars))\n",
    "char_indices = dict((c, i) for i, c in enumerate(chars))\n",
    "indices_char = dict((i, c) for i, c in enumerate(chars))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " !\"'(),-.0123456789:;=?[]_abcdefghijklmnopqrstuvwxyz������\n",
      "27\n",
      "a\n"
     ]
    }
   ],
   "source": [
    "# Let's take a look.\n",
    "print(''.join(chars))\n",
    "print(char_indices['a'])\n",
    "print(indices_char[27])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks like there are some non-standard chars in the text... "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nb sequences: 200287\n"
     ]
    }
   ],
   "source": [
    "# cut the text in semi-redundant sequences of maxlen characters\n",
    "maxlen = 40\n",
    "step = 3\n",
    "sentences = []\n",
    "next_chars = []\n",
    "for i in range(0, len(text) - maxlen, step):\n",
    "    sentences.append(text[i: i + maxlen])\n",
    "    next_chars.append(text[i + maxlen])\n",
    "print('nb sequences:', len(sentences))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'preface\\n\\n\\nsupposing that truth is a woma' n\n",
      "'face\\n\\n\\nsupposing that truth is a woman--' w\n",
      "'e\\n\\n\\nsupposing that truth is a woman--wha' t\n",
      "'\\nsupposing that truth is a woman--what t' h\n",
      "'pposing that truth is a woman--what then' ?\n",
      "'sing that truth is a woman--what then? i' s\n",
      "'g that truth is a woman--what then? is t' h\n",
      "'hat truth is a woman--what then? is ther' e\n",
      "' truth is a woman--what then? is there n' o\n",
      "'uth is a woman--what then? is there not ' g\n"
     ]
    }
   ],
   "source": [
    "# Now we have chunks of 40 characters from the text, jumping by 3 chars each time. \n",
    "# next_chars contains the character that follows after each string of text...\n",
    "for i in range(10): \n",
    "    print(repr(sentences[i]), next_chars[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vectorization...\n"
     ]
    }
   ],
   "source": [
    "print('Vectorization...')\n",
    "X = np.zeros((len(sentences), maxlen, len(chars)), dtype=np.bool)\n",
    "y = np.zeros((len(sentences), len(chars)), dtype=np.bool)\n",
    "for i, sentence in enumerate(sentences):\n",
    "    for t, char in enumerate(sentence):\n",
    "        X[i, t, char_indices[char]] = 1\n",
    "    y[i, char_indices[next_chars[i]]] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's understand what the code above does:\n",
    "\n",
    "- our model will take a string of text and predict the likelihood of the next character\n",
    "- the inputs for training will be strings of 40 chars, and the label we'll try to get the network to predict is the \n",
    "  next character.\n",
    "- characters are one-hot encoded vectors, so of length 59.\n",
    "- So, `X[i,:,:]` is the i-th sentence in our training set, ...\n",
    "- ...and `X[i,t,:]` is the one-hot vector for the t-th letter in the sentence.\n",
    "\n",
    "Let's take a look"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200287, 40, 59)\n",
      "First letter of first sentence:  [0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n",
      "Decoding the one-hotness, first char: p\n"
     ]
    }
   ],
   "source": [
    "print(X.shape)\n",
    "print(\"First letter of first sentence: \", X[0][0].astype(int))\n",
    "# Which character is it? Based on text above, should be 'p'\n",
    "idx = np.argmax(X[0][0])\n",
    "print(\"Decoding the one-hotness, first char:\", indices_char[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1442d6cd0>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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uGAaAt4Jd/Ifhui53rSLaIJqmoVgsolKpII5jJEkij6VSCYqiyKM4Z4+d6OXZqGA/OTmR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\nSuwiIiJ9RIldRESkj/wPpHE4AM2Q7IEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x13db4d910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# just for fun, let's visualize our inputs...\n",
    "plt.imshow(X[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1445aaf50>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5BABw3XXX9VXoRD6hq9ehADB//nykpqZiypQpfRApuYOFGh+Uk5OD2267DYWF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\nqVQKH3zwARwOB+Lx+Ej8Tvh+oC4cf8NF6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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1445aa210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "K = 10\n",
    "fig, axs = plt.subplots(2,5,figsize=(14,5),sharex=True, sharey=True)\n",
    "axs = axs.flatten()\n",
    "for i in range(K):\n",
    "    axs[i].imshow(X[i])\n",
    "    axs[i].set_title(\"X[{}]\".format(i))\n",
    "    axs[i].axis('off')\n",
    "fig.suptitle('y axis is t, x axis is one-hot letter', fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Build model...\n"
     ]
    }
   ],
   "source": [
    "# build the model: a single LSTM\n",
    "print('Build model...')\n",
    "model = Sequential()\n",
    "# We'll have 128 hidden LSTM units -- each learning a different mapping from history + current sentence. \n",
    "model.add(LSTM(128, input_shape=(maxlen, len(chars))))\n",
    "# and then map to 59 outputs\n",
    "model.add(Dense(len(chars)))\n",
    "# as usual, normalized into a valid distribution using softmax \n",
    "model.add(Activation('softmax'))\n",
    "\n",
    "optimizer = RMSprop(lr=0.01)\n",
    "# Same as our image classification tasks, we use cross-entropy as the loss measure.\n",
    "model.compile(loss='categorical_crossentropy', optimizer=optimizer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 40, 59)\n"
     ]
    }
   ],
   "source": [
    "# Each input we'll feed to the model is a sequence of maxlen (aka 40) characters,\n",
    "# each one-hot-encoded out of the 59 chars.\n",
    "print(model.input_shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<polygon fill=\"black\" points=\"83.5001,-121.441 80,-111.441 76.5001,-121.441 83.5001,-121.441\" stroke=\"black\"/>\n",
       "</g>\n",
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       "<g class=\"node\" id=\"node4\"><title>5121322192</title>\n",
       "<polygon fill=\"none\" points=\"4,-1 4,-37 156,-37 156,-1 4,-1\" stroke=\"black\"/>\n",
       "<text font-family=\"Times,serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"80\" y=\"-15.3\">activation_1: Activation</text>\n",
       "</g>\n",
       "<!-- 4561843280&#45;&gt;5121322192 -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>4561843280-&gt;5121322192</title>\n",
       "<path d=\"M80,-74.937C80,-66.8072 80,-56.8761 80,-47.7047\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"83.5001,-47.4406 80,-37.4407 76.5001,-47.4407 83.5001,-47.4406\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from display import visualize_keras_model\n",
    "visualize_keras_model(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 128)               96256     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 59)                7611      \n",
      "_________________________________________________________________\n",
      "activation_1 (Activation)    (None, 59)                0         \n",
      "=================================================================\n",
      "Total params: 103,867.0\n",
      "Trainable params: 103,867.0\n",
      "Non-trainable params: 0.0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aside -- quick double check of the number of params.\n",
    "\n",
    "Walking through this helps understand how LSTM layers work.\n",
    "\n",
    "Where did 96256 come from in the first layer? Is it like our dense networks, mapping each element of the input with a separate weight for each unit? Let's see..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "302080"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "128 * 40 * 59"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmm... 302080 > 96256. So clearly that's not it. Aha. Now we remember that the idea behind RNNs in general is to reuse weights, just in a different way than convolutions -- for a given sequence element we'll use the same weights. So I guess we don't need the factor of 40..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7552"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "128 * 59"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ok, now we have a number smaller than 96256, but it still doesn't match -- this is the number of input->hidden layer connections. Now we have to recall that an LSTM unit also has memory connections. For each unit, it adds in a weighted sum of the previous-time-step cell values (values from the entire layer, not just from this unit!). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16384"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "128*128"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmm. Still not enough! Ah yes--LSTM is more complicated than a simple recurrent connection. It also has a separate set of each of these weights for each of the input, forget, output gates (again using the previous-time-step values of each cell). This gives us more parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "95744"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4*(128*59 + 128*128)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Getting there. How many more are left?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "512"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "96256-95744"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But of course! We forgot the biases. So, the final number:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "96256"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "4*(128*59 + 128 + 128*128)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's double check our dense layer count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7611"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "128 * 59 + 59 # remember to add the biases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ...and back to our code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sample(preds, temperature=1.0):\n",
    "    # helper function to sample an index from a probability array\n",
    "    preds = np.asarray(preds).astype('float64')\n",
    "    preds = np.log(preds) / temperature\n",
    "    exp_preds = np.exp(preds)\n",
    "    preds = exp_preds / np.sum(exp_preds)\n",
    "    probas = np.random.multinomial(1, preds, 1)\n",
    "    return np.argmax(probas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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mzJnMmzfPWqbqTraLiwvr1q1jyZIlLFiwgB9//JH/+Z//Yf78+URGRgKVQfPAgQN55ZVX\n2LNnj/VZj5oW0bk8zd3dnenTp7N06VJMJhOBgYFs2LDBOp2+devWJCcns3TpUiZPnoy3tzeTJ09m\ny5YtNtd58sknSUpKYsKECaSlpVV73QcffJBWrVrx+uuvM3nyZFq1asXgwYN59tlnf/aO4NVsvSZN\nQ03/nx955BHatGnD2rVr2bRpE7feeit9+/Zl2bJldOzY8bpfw9nZmTlz5pCUlMSpU6fo27cvf/rT\nn7j99tvtuq67uzvp6ekkJSUxffp0WrVqRUREBL/73e+sZS5evMjDDz/MyJEjSUxMZP/+/Zw6dQqA\n8ePHV7tmfHw8Tz31lN1tlMbrZhsDAHFxcbi7u/OnP/2Jt956Czc3Nx577DFiY2Ptbps0bo25/9f0\nOpe/Vk39v0uXLrzxxhssWbKEuLg42rVrx4QJE5gyZcp1vb40Pjdj/9f7/xVY7FRRUWFJSEiw9O3b\n1zJo0CDLunXrfvaco0ePWoxGo2Xv3r026UFBQRY/Pz9Lt27dLN26dbP4+flZzp8/b2+VRBzmyJEj\nlieeeMJiNBotYWFhlrVr11rzjh49aomOjrYYjUbLAw88YPn8889tzt21a5dl2LBhlsDAQMu4ceMs\n3377bUNX/6by6quvWrp37+7oajQpJ06csEyZMsXSv39/y+DBgy1JSUmWiooKi8VisSQmJlrf16v+\nu379euu56v8NT2Og/lRUVFiGDRtm8znnu+++s0yYMMESGBhouffeey1/+ctfbM7RGGhY6v/1R/3/\nxqf+f2Oz+xnyl19+mby8PNLT05k7dy7Jycls3779iufMmzeP8vJym7SSkhLOnTvHjh072LVrF7t2\n7eLzzz//2RUCRW4UFouFmJgYPDw8eO+995g3bx6pqanW5+cnTZqEl5cXmZmZDB8+nMmTJ3PixAkA\njh8/TmxsLFFRUWRmZuLm5qZvCKXRiYuLo6KigrfeeotXXnmFjz/+2LqFW1FREdOnT+fzzz+3vr8/\n9NBDgPq/NC1ms5mpU6dSUFBgTbt48SIxMTG4urqyZcsWnnjiCX73u99Zy2gMSFOh/i9y/ewKyMvK\nysjIyGD27Nn4+fkRHh7OhAkTWL9+fa3nbN26tcZVuouKivD09MTb2xt3d3frj0hjYTKZCAgIYO7c\nufj4+DB48GCCg4PZv38/e/bsobi4mPnz59O5c2diYmIwGo1kZGQAsGnTJnr27El0dDS+vr4kJSVx\n7NgxsrKyHNwqkatTVFREbm4uSUlJ+Pr6EhQURFxcHO+//z5QuSBkQECAzft71TYtmzdvVv+XJqGw\nsJBRo0ZRXFxsk/7JJ59QUlLCokWLuOOOO3j44Yf51a9+xcGDBwGNAWka1P9F6oZdAXl+fj4XL160\n2UcuKCiI3NzcGsufOnWKpUuXWhco+KmCggKbrcBEGhtPT09eeeUV6x7w+/fvZ9++ffTv35+cnBy6\nd+9us09kUFAQ2dnZAOTm5tKvXz9rnsFgICAgwPrHSureM888Y93BQK6fp6cna9eupV27dtY0i8XC\nmTNnOHv2LCUlJbW+x+fk5Kj/O4DGQN3bu3cvwcHBbNy40eZzTlZWFnfffbf17wNAcnIyI0eOBDQG\nHEH9v+6p/zce6v83NrsC8tLSUtq2bYuz83/XgnN3d6eiosK6WNFPLVy4kAcffLDGvRULCwspKytj\n7NixDBo0iJiYGL755hv7WyByAxgyZAiPPfYYRqORe++9l9LS0morprq7u1u3lDt58mS1fA8PD5st\n50RuZK1bt7bZ3spisbB+/Xp++ctfUlRUhJOTE6mpqYSGhjJixAibxSHV/6WpGD16NDNmzLD58hUq\nt/rs2LEjS5cuZfDgwURGRrJjxw5rvsaANAXq/yJ1w+4p6y4uLjZpVcdms9kmfffu3Rw8eJBJkybV\neK2ioiJ+/PFHYmNjSU1NxWAwEB0dXeP0dpEb3cqVK1m1ahX5+fksWLCg1rFSNU7Ky8uvmC/S2Cxa\ntIj8/HyeeeYZioqKaNasGb6+vqxZs4aRI0cyZ84c6wcy9X9p6s6fP88777zDjz/+yOuvv86IESOI\nj4/nq6++AjQGpGlT/xexj13bnrm6ulYbLFXHP12MraKigrlz5zJv3rxqA67KG2+8wYULF6znLVmy\nhNDQUD7++GMeeOCBn63LY489BnDF59dFGkrV/pAzZ85k+vTpPPTQQ/z44482ZcxmMwaDAah9LLVp\n0+aqXk/9X24kixcvJj09nWXLltGlSxe6dOnCkCFDrP25a9eufPPNN7z99tuEh4dfd/8HjQG5sTVv\n3hw3NzdeeOEFAPz9/dm3bx8bN25k/vz5+hsgTVp993/QGJCmxa6AvH379pw+fZpLly7RrFnlzXWT\nyYTBYLAZRLm5uRQXFzNlyhSbZ0omTpxIZGQk8+bNo0WLFrRo0cKa5+Liwu23337V01WOHz9uT9VF\n6tz333/PwYMHCQ8Pt6Z16dKF//znP3h6elJYWGhT3mQy4enpCVSOpdLS0mr5/v7+V/Xa6v9NX1ZW\nFhPnpNPa3adeX+fM99+yJnGszfN89khMTGTjxo0sXrzYZixc/sGqc+fOfPnll8D193/QGJAbm6en\np/VzUpU777yT//u//wP0N0Catvru/6AxIE2LXQG5v78/zs7OZGdn06dPHwD27dtHjx49bMoFBgZW\n2wpt6NChvPTSSwQHB1uPY2NjiYyMBCqntxw5coTOnTtfc2NEGlLVl047d+60Pgt16NAh3N3dCQoK\n4o033sBsNltniezfv5++ffsClWPkwIED1muVlZWRl5fHlClTGr4hcsNq7e5D2w53OboatUpOTmbj\nxo28+uqrDB061Jq+YsUKDh48SFpamjXt8OHD3HnnnYD6vzR9RqORVatWYbFYcHJyAirXzvH29gY0\nBqRpU/8XsY9dz5AbDAZGjBjB3LlzOXToEDt27CAtLY1x48YBld9uVVRU4OLiQqdOnWx+ALy8vKwr\n8oaGhrJixQr27t3L119/zXPPPUfHjh0JDQ2t4yaK1I+ePXvSo0cPZs2aRWFhITt37mTJkiU8/fTT\n9OvXj44dOzJz5kwKCgpYvXo1hw4dsu7DHBUVxYEDB1izZg0FBQUkJCTg4+ND//79HdwqkatTWFhI\namoqMTEx9O7dG5PJZP0JCwsjKyuLtLQ0jh49yltvvcXWrVuZMGECoP4vTd8DDzzApUuXmDdvHt9+\n+y0bNmzgs88+4+GHHwY0BqRpU/8XsY9dATlAQkICPXr0YNy4cSQmJhIfH2+dpjho0CC2bdtW43lV\n35BVee6557jvvvuYPn06o0aN4tKlS6xevbpaOZEbVbNmzXjttde45ZZbeOSRR5gzZw6PP/44jz32\nGM2aNSM1NZXS0lKioqL485//TEpKCh06dADA29ublStXkpmZyciRIzlz5gzJyckObpHI1fv73//O\npUuXSE1NJSQkhJCQEAYNGkRISAg9e/ZkxYoVbNmyhYiICDZs2MDSpUvp1asXoP4vTdNPP7+0atWK\ndevWUVRUREREBOvXr2fZsmX4+fkBGgPS9Kj/i1w7J8vlG4Q3Evfccw9Q+aFQ5Gaj/t/0ZWVlMXXZ\nznqfsn76xNe88kzoNT9D7igaA3IzU/+Xm53GgDQldt8hFxEREREREZHrp4BcRERERERExAEUkIuI\niIiIiIg4gAJyEREREREREQdQQC4iIiIiIiLiAM6OroCIiIiIiIgIgNlsJicnp0FeKzAwEBcXlwZ5\nrdooIBcREREREZEbQk5ODhPnpNPa3adeX+fM99+yJhGHb/2qgFxERERERERuGK3dfWjb4S5HV6NB\nKCAXEREREblBNOR0XbgxpuyK3MwUkIuIiIiI3CAaarou3DhTdkVuZgrIRURERERuIDfTdF2Rm522\nPRMRERERERFxAAXkIiIiIiIiIg6ggFxERERERETEAewOyM1mM7NmzaJfv36EhISQlpb2s+cUFxfT\nu3dvsrKybNLff/99hg4ditFoZPLkyZw6dcre6oiIiIiIiIg0SnYH5C+//DJ5eXmkp6czd+5ckpOT\n2b59+xXPmTdvHuXl5TZpubm5zJ49mylTprBp0yZ++OEHEhIS7K2OiIiIiIiISKNkV0BeVlZGRkYG\ns2fPxs/Pj/DwcCZMmMD69etrPWfr1q2cP3++WvqGDRu4//77GT58OF27dmXx4sXs3LmTY8eO2d8K\nERERERERkUbGroA8Pz+fixcvYjQarWlBQUHk5ubWWP7UqVMsXbqUxMRELBaLTV52drbNnocdOnSg\nY8eO5OTk2FMlEREREYcym81ERERUezQP4OzZswwePJgtW7bYpO/evZuIiAiMRiPR0dEcPXq0oaor\nUqfU/0Wuj137kJeWltK2bVucnf97mru7OxUVFZw6dQo3Nzeb8gsXLuTBBx/E19e3xmt5eXnZpHl4\neHDixAl7qiQiIiLiMGazmalTp1JQUFBj/qJFiygtLbVJO378OLGxscTHxxMSEkJycjKxsbFs3bq1\nIap80zObzQ16AygwMBAXF5cGe72GpP4vcv3sCsjLysqqvaFUHZvNZpv03bt3c/DgQRITE2u8Vnl5\neY3Xuvw6IiIiIjeiwsJCpk2bVmv+vn37+PLLL/Hw8LBJ37x5Mz179iQ6OhqApKQkBg4cSFZWls3s\nQakfOTk5TJyTTmt3n3p/rTPff8uaRJrk/1f1f5G6YVdA7urqWi1grjpu2bKlNa2iooK5c+cyb968\nWr8RrO1aBoPBnipJE9XQ317XpCl/oy0iItdv7969BAcH88wzzxAYGGiTZzabef7555k7dy6zZ8+2\nycvJybEJPAwGAwEBARw8eFABSQNp7e5D2w53OboajZr6v0jdsCsgb9++PadPn+bSpUs0a1b5+LnJ\nZMJgMNCmTRtrudzcXIqLi5kyZYrNs+MTJ04kMjKSefPm4eXlhclksrm+yWSqNo1dbk4N+e11TZry\nN9oiIlI3Ro8eXWveqlWr6N69O7/85S+r5Z08ebLGx/ZKSkrqvI4i9UX9X6Ru2BWQ+/v74+zsTHZ2\nNn369AEqp6P06NHDplxgYGC1rdCGDh3KSy+9RHBwMABGo5H9+/cTGRkJVD5PcuLEiWrfsMnNS99e\ni4hIY1RQUMCmTZtqfSZWj+1JU6b+L2IfuwJyg8HAiBEjmDt3LgsWLKCkpIS0tDQWLlwIVN7hbt26\nNa6urnTq1Kna+V5eXrRr1w6o/Fbt8ccfJzAwkB49erBgwQLCwsLw9vaug2aJiIiIOMacOXOIi4uz\nfua5XG2P7f10tqFIY6X+L2Ifu7Y9A0hISKBHjx6MGzeOxMRE4uPjCQ8PB2DQoEFs27atxvOcnJxs\njo1GI/PnzyclJYVHH32Utm3bsmDBgmtogoiIiMiN4bvvvuPgwYMsXLiQ3r1707t3b44fP87zzz9P\nTEwMUPkI4OUrT5tMJjw9PR1RZZE6o/4vYj+77pBD5V3ypKQkkpKSquXl5+fXet7hw4erpUVGRlqn\nrIuIiIg0dh06dOBvf/ubTdpjjz3G448/TkREBFD5aN+BAwes+WVlZeTl5TFlypQGratIXVP/F7Gf\n3QG5iIiIiNSsWbNm1R7ba968Oe7u7taFrKKioli3bh1r1qwhLCyM5ORkfHx86N+/vyOqLFJn1P9F\n7Gf3lHUR+a+SkhLi4uIYMGAAoaGhLFy40Ppc1Isvvoifnx/+/v7W/27YsMF67u7du4mIiMBoNBId\nHc3Ro0cd1QwREblOlz+ad6U8b29vVq5cSWZmJiNHjuTMmTMkJyfXdxVF6o36v8i10x1ykesQFxdH\n27Zteeuttzh9+jSzZs2iefPm/O53v6OoqIjp06fz4IMPWsu3atUKqNxVIDY2lvj4eEJCQkhOTiY2\nNrbWFUlFROTGVtOjeVX+/ve/V0sLCQnhww8/rM8qiTQY9X+Ra6c75CLXqKioiNzcXJKSkvD19SUo\nKIi4uDjef/99AAoLCwkICMDd3d364+rqCsDmzZvp2bMn0dHR+Pr6kpSUxLFjx8jKynJkk0RERERE\npAEpIBe5Rp6enqxdu9ZmWw+LxcKZM2c4e/YsJSUl3HHHHTWem5OTQ79+/azHBoOBgIAADh48WN/V\nFhERERFDI/6FAAAgAElEQVSRG4QCcpFr1Lp1awYOHGg9tlgsrF+/nl/+8pcUFRXh5OREamoqoaGh\njBgxgi1btljLnjx50rq4SRUPDw9KSkoarP4iIiIiIuJYeoZcpI4sWrSI/Px8MjIy+Mc//kGzZs3w\n9fVl7Nix7N27lzlz5tCqVSvCw8MpLy/HxcXF5nwXFxfrgnAiIiIiItL0KSAXqQOLFy8mPT2dZcuW\n0aVLF7p06cKQIUNo06YNAF27duWbb77h7bffJjw8HFdX12rBt9lstpYXEREREZGmT1PWRa5TYmIi\nb775JosXLyY8PNyafnlw3blzZ06ePAlA+/btKS0ttck3mUx4enrWf4VF6siVtv0rLi5m/Pjx9O7d\nm2HDhrFr1y6bc7Xtn4iIiIgCcpHrkpyczMaNG3n11Ve5//77rekrVqxg/PjxNmUPHz7MnXfeCUBg\nYCAHDhyw5pWVlZGXl4fRaGyYiovUgbi4OCoqKnjrrbd45ZVX+Pjjj1m+fDkAkyZNwsvLi8zMTIYP\nH87kyZM5ceIE8N9t/6KiosjMzMTNzY3Y2FhHNkVERETEITRlXeQaFRYWkpqaym9/+1t69+6NyWSy\n5oWFhbF69WrS0tIIDw/ns88+Y+vWraSnpwMQFRXFunXrWLNmDWFhYSQnJ+Pj40P//v0d1RwRu1Rt\n+7dr1y7rTgNxcXEsWrSIkJAQiouL2bx5M66ursTExPDFF1+QkZHB5MmT2bRpk3XbP4CkpCQGDhxI\nVlaWze4DcvMym83k5OQ02OsFBgZWW9dDRESkISggF7lGf//737l06RKpqamkpqYClSutOzk5cfjw\nYVasWMHy5ctZvnw53t7eLF26lF69egHg7e3NypUreemll3jttdfo06cPycnJjmyOiF1q2vYP4MyZ\nM+Tk5NC9e3dcXV2t6UFBQWRnZwOQm5tb67Z/CsgFKreGnDgnndbuPvX+Wme+/5Y1iajviYiIQygg\nF7lGMTExxMTE1Jo/ZMgQhgwZUmt+SEgIH374YX1UTaTe1bbtX3BwMKWlpdW29XN3d7du66dt/+Rq\ntHb3oW2HuxxdDRERkXqlZ8hFROS6LVq0iMOHD/Pss89SVlZ2xW39tO2fiIiISCW7A3Kz2cysWbPo\n168fISEhpKWl1Vp269at3HfffQQGBjJ69Ghyc3Nt8vv27Yu/vz9+fn74+fnh7+9PWVmZ/a0QERGH\nqdr2b8mSJXTp0qXWbf0MBgPAz+aLiIiI3CzsnrL+8ssvk5eXR3p6OsXFxcyYMQNvb2/uvfdem3L7\n9u1j9uzZLFiwAKPRyIYNG5g4cSKffPIJLVu2pKSkhHPnzrFjxw6bD2EtW7a8/laJiEiDSExMZOPG\njTbb/rVv356CggKbcj/d1q+2bf/8/f0bptIiIiIiNwi77pCXlZWRkZHB7Nmz8fPzIzw8nAkTJrB+\n/fpqZU0mE7GxsQwbNozbb7+d2NhYfvjhB+uHtKKiIjw9PfH29sbd3d36IyIijUNt2/4FBgaSl5dn\ncxd8//791m39tO2fiIiISCW77pDn5+dz8eJFmw9NQUFBvP7669XK/u///q/194qKCv7whz/g4eFB\nly5dACgoKOCOO+64xmqLiIgjXWnbv/79+9OxY0dmzpzJpEmT+Oijjzh06BALFy4EtO2fiIiIIzXk\n1pLaVvLn2RWQl5aW0rZtW5yd/3uau7s7FRUVnDp1Cjc3t2rnfPHFFzz55JMALFmyxDolvbCwkLKy\nMsaOHcu//vUvAgICmDVrloJ0EZFG4Oe2/UtJSeH3v/89UVFR+Pj4kJKSQocOHQBt+yciIuJIDbW1\npLaVvDp2BeS1rZwL1Lo6brdu3XjnnXf45JNPmDFjBrfffju9evWiqKiIH3/8kWnTpnHrrbeyZs0a\noqOj+ctf/sItt9xyjc0REZGG8HPb/vn4+JCenl5rvrb9ExERcRxtLXnjsOsZ8tpWxoXaF2Nr164d\nfn5+PPXUUwwcOJC3334bgDfeeIMtW7Zw991307NnT5YsWUJFRQUff/zxtbRDRERExCHMZjMRERFk\nZWVZ07Kzs3nkkUfo3bs3999/P5s3b7Y5Z/fu3URERGA0GomOjubo0aMNXW2ROqH+L3J97ArI27dv\nz+nTp7l06ZI1zWQyYTAYaNOmjU3ZQ4cOkZeXZ5Pm6+vLqVOnAGjRooVNEO/i4sLtt99OSUmJ3Y0Q\nERERcQSz2czUqVNtdhYwmUzExMRw991389577zFlyhRefPFFdu7cCcB3331HbGwsUVFRZGZm4ubm\nRmxsrKOaIHLN1P9Frp9dAbm/vz/Ozs5kZ2db0/bt20ePHj2qlc3IyGDp0qU2aV999ZV1UbehQ4ey\nZcsWa9758+c5cuQInTt3tqsBIiIiIo5QWFjIqFGjKC4utknfsWMHnp6ePPPMM/j4+PDrX/+aESNG\n8P777wOwefNmevbsSXR0NL6+viQlJXHs2DGbO4wiNzr1f5G6YVdAbjAYGDFiBHPnzuXQoUPs2LGD\ntLQ0xo0bB1R+I1ZRUQHAww8/zJdffkl6ejpHjhxhxYoVHDp0yFo2NDSUFStWsHfvXr7++muee+45\nOnbsSGhoaB03UURERKTu7d27l+DgYDZu3IjFYrGmDx48mKSkpGrlz5w5A0Bubq7NIkcGg4GAgAAO\nHjxY/5UWqSPq/yJ1w65F3QASEhJ44YUXGDduHK1btyY+Pp7w8HAABg0axMKFC4mMjCQgIICUlBSW\nLl3K0qVLueuuu1i3bh2enp4APPfcc7Ro0YLp06dz5swZgoODWb16NU5OTnXbQhEREZF6MHr06BrT\nb7vtNm677Tbr8ffff89f/vIX4uLiADh58iReXl4253h4eOixPWlU1P9F6obdAbnBYCApKanGb77y\n8/NtjkNDQ2u94+3i4sKMGTOYMWOGvVUQERERaRQqKiqYMmUKXl5ePPzwwwCUl5fXuGtNbTvWiDRW\n6v8iP8/ugFxEREREft758+d5+umn+fbbb3n77bdxdXUFat+15vIFckUaM/V/katj1zPkIiIiIvLz\nzp49yxNPPEFhYSFvvvkmnTp1sua1b9+e0tJSm/Imk8n6WJ9IY6f+L3L1FJCLiIiI1CGLxcLkyZM5\nduwY69evx9fX1yY/MDCQAwcOWI/LysrIy8vDaDQ2dFVF6pz6v4h9FJCLiIiI1KHNmzezd+9eXnzx\nRVq1aoXJZMJkMvHDDz8AEBUVxYEDB1izZg0FBQUkJCTg4+ND//79HVxzkeun/i9iHz1DLiIiInKd\nnJycrDvFbN++HYvFwlNPPWVTpl+/fvzxj3/E29ublStX8tJLL/Haa6/Rp08fkpOTHVFtkTqh/i9y\n7RSQi4iIiFynw4cPW39fu3btz5YPCQnhww8/rM8qiTQY9X+Ra6cp6yIiIiIiIiIOoIBcRERERERE\nxAEUkIuIiIiIiIg4gAJyEREREREREQdQQC4iIiIiIiLiAArIRURERERERBxAAbmIiIiIiIiIA9gd\nkJvNZmbNmkW/fv0ICQkhLS2t1rJbt27lvvvuIzAwkNGjR5Obm2uT//777zN06FCMRiOTJ0/m1KlT\n9rdAxIFKSkqIi4tjwIABhIaGsnDhQsxmMwDFxcWMHz+e3r17M2zYMHbt2mVz7u7du4mIiMBoNBId\nHc3Ro0cd0QQREREREXEQuwPyl19+mby8PNLT05k7dy7Jycls3769Wrl9+/Yxe/ZspkyZwgcffIDR\naGTixImUlZUBkJuba83ftGkTP/zwAwkJCdffIpEGFBcXR0VFBW+99RavvPIKH3/8McuXLwdg0qRJ\neHl5kZmZyfDhw5k8eTInTpwA4Pjx48TGxhIVFUVmZiZubm7ExsY6sikiIiIiItLA7ArIy8rKyMjI\nYPbs2fj5+REeHs6ECRNYv359tbImk4nY2FiGDRvG7bffTmxsLD/88AMFBQUAbNiwgfvvv5/hw4fT\ntWtXFi9ezM6dOzl27FjdtEyknhUVFZGbm0tSUhK+vr4EBQURFxfH+++/z549eyguLmb+/Pl07tyZ\nmJgYjEYjGRkZAGzatImePXsSHR2Nr68vSUlJHDt2jKysLAe3SkREREREGopdAXl+fj4XL17EaDRa\n04KCgqpNRQf43//9X377298CUFFRwR/+8Ac8PDzo0qULANnZ2fTr189avkOHDnTs2JGcnJxraohI\nQ/P09GTt2rW0a9fOJv3MmTPk5OTQvXt3XF1drelBQUFkZ2cDlTNEftr/DQYDAQEBHDx4sGEqLyIi\nIiIiDudsT+HS0lLatm2Ls/N/T3N3d6eiooJTp07h5uZW7ZwvvviCJ598EoAlS5bQsmVL67W8vLxs\nynp4eFin9Irc6Fq3bs3AgQOtxxaLhfXr1xMcHFxj/3Z3d6ekpASAkydP1tj/q/JFRERERKTps3vK\nuouLi01a1XHVQlaX69atG++88w5xcXHMmDHDeje9vLy8xmvVdh2RG92iRYs4fPgwzz77bK1jpap/\nq/+LiIiIiIhdd8hdXV2rBQxVx1V3vi/Xrl072rVrh5+fH9nZ2bz99tv06tWr1msZDAZ7qiTXyGw2\nO/zxgMDAwGpBaWO1ePFi0tPTWbZsGV26dMHV1ZUffvjBpsxP+3dt/b9NmzYNVmcREREREXEsuwLy\n9u3bc/r0aS5dukSzZpU3100mEwaDoVogcejQIZo3b05AQIA1zdfXl8LCQgC8vLwwmUw255hMpmrT\neKV+5OTkMHFOOq3dfRzy+me+/5Y1idg8R91YJSYmsnHjRhYvXkx4eDhQOVaqFjCsYjKZ8PT0tOaX\nlpZWy/f392+YSouIiIiIiMPZFZD7+/vj7OxMdnY2ffr0ASq3N+vRo0e1shkZGRQXF/PGG29Y0776\n6itrWaPRyP79+4mMjAQqt4E6ceIEgYGB19wYsU9rdx/adrjL0dVo1JKTk9m4cSOvvvoqQ4cOtaYH\nBgayZs0azGazdRbA/v376du3rzX/wIED1vJlZWXk5eUxZcqUhm2AiIiIiIg4jF3PkBsMBkaMGMHc\nuXM5dOgQO3bsIC0tjXHjxgGVd/gqKioAePjhh/nyyy9JT0/nyJEjrFixgkOHDvH4448DMHr0aN57\n7z0yMjLIz89nxowZhIWF4e3tXcdNFKkfhYWFpKamEhMTQ+/evTGZTNaf/v3707FjR2bOnElBQQGr\nV6/m0KFDPPTQQwBERUVx4MAB1qxZQ0FBAQkJCfj4+NC/f38Ht0pERERERBqKXQE5QEJCAj169GDc\nuHEkJiYSHx9vnaY7aNAgtm3bBkBAQAApKSls3ryZESNG8Nlnn7Fu3TrrlHSj0cj8+fNJSUnh0Ucf\npW3btixYsKAOmyZSv/7+979z6dIlUlNTCQkJISQkhEGDBhESEkKzZs1ISUmhtLSUqKgo/vznP5OS\nkkKHDh0A8Pb2ZuXKlWRmZjJy5EjOnDlDcnKyg1skIiLXwmw2ExERQVZWljWtuLiY8ePH07t3b4YN\nG8auXbtsztm9ezcREREYjUaio6M5evRoQ1dbpE6o/4tcH7umrEPlXfKkpCSSkpKq5eXn59sch4aG\nEhoaWuu1IiMjrVPWRRqbmJgYYmJias338fEhPT291vyQkBA+/PDD+qiaiIg0ELPZzNSpU6utGxIb\nG4ufnx+ZmZns2LGDyZMns23bNjp06MDx48eJjY0lPj6ekJAQkpOTiY2NZevWrQ5qhci1Uf8XuX52\n3yEXERERkcpHl0aNGkVxcbFN+hdffMHRo0eZP38+nTt3JiYmBqPRSEZGBgCbNm2iZ8+eREdH4+vr\nS1JSEseOHbO5wyhyo1P/F6kbCshFRERErsHevXsJDg5m48aNWCwWa3pubi7du3fH1dXVmhYUFER2\ndrY1/6e7jBgMBgICAjh48GDDVV7kOqn/i9QNu6esi4iIiEjlArU1KS0trbaNq7u7OyUlJQCcPHmy\nWr6Hh4c1X6QxUP8XqRu6Qy4iIiJSh8rKyqxbXlZxcXHBbDYDUF5efsV8kcZM/V/EPgrIRUTkutS0\nwu6LL76In58f/v7+1v9u2LDBmq8VdqUpc3V1rRZcmM1mDAbDVeWLNGbq/yL2UUAuIiLXrLYVdouK\nipg+fTqff/45u3bt4vPPP+ehhx4CsK6wGxUVRWZmJm5ubsTGxjqi+iL1on379pSWltqkmUwmPD09\nrypfpDFT/xexjwJyERG5JrWtsFuVFxAQgLu7u/WnaoGfzZs3a4VdadICAwPJy8uzuQu4f/9+jEaj\nNf/AgQPWvLKyMvLy8qz5Io2Z+r+IfRSQi4jINalthd2zZ89SUlLCHXfcUeN5OTk5WmFXmrT+/fvT\nsWNHZs6cSUFBAatXr+bQoUPWWSJRUVEcOHCANWvWUFBQQEJCAj4+PvTv39/BNRe5fur/IvZRQC4i\nItdk9OjRzJgxw2ZrG6icru7k5ERqaiqhoaGMGDGCLVu2WPO1wq40RU5OTtbfmzVrxmuvvUZpaSlR\nUVH8+c9/JiUlhQ4dOgDg7e3NypUryczMZOTIkZw5c4bk5GRHVV3kuqn/i1w7bXsmIiJ1qqioiGbN\nmuHr68vYsWPZu3cvc+bMoVWrVoSHh2uFXWmSDh8+bHPcqVMn0tPTay0fEhLChx9+WN/VEmkQ6v8i\n104BuYiI1KnIyEiGDBlCmzZtAOjatSvffPMNb7/9NuHh4bWusFtVXkRERORmoSnrIiJS5y4Prjt3\n7szJkycBrbArIiIiUkUBuYiI1KkVK1Ywfvx4m7TDhw9z5513AlphV0RERKSKAnIREalTYWFhZGVl\nkZaWxtGjR3nrrbfYunUrEyZMALTCroiIiEgVuwNys9nMrFmz6NevHyEhIaSlpdVa9pNPPiEyMpLe\nvXszYsQIPvroI5v8vn374u/vj5+fH35+fvj7+1NWVmZ/K0RExKF+usJuz549WbFiBVu2bCEiIoIN\nGzawdOlSevXqBWiFXREREZEqdi/q9vLLL5OXl0d6ejrFxcXMmDEDb29v7r33Xpty+fn5TJkyhZkz\nZzJ48GA+/fRT4uLiyMzMpFu3bpSUlHDu3Dl27NiBwWCwnteyZcvrb5WIiDSoy1fYHTJkCEOGDKm1\nvFbYFREREbEzIC8rKyMjI4M33njDeld7woQJrF+/vlpA/sEHHxAcHMyYMWMAGDNmDB999BHbtm2j\nW7duFBUV4enpibe3d921RkRERERERKSRsCsgz8/P5+LFizYL7wQFBfH6669XK/vggw/yn//8p1r6\n2bNnASgoKOCOO+6ws7oiIiIiIiIiTYNdz5CXlpbStm1bnJ3/G8e7u7tTUVHBqVOnbMp27tyZbt26\nWY+//vpr9uzZQ3BwMACFhYWUlZUxduxYBg0aRExMDN988811NEVERERERESk8bArIC8rK8PFxcUm\nrerYbDbXet6///1vpkyZQlBQEPfccw8ARUVF/Pjjj8TGxpKamorBYCA6Oprz58/b2wYRERERERGR\nRseuKeuurq7VAu+q49oWYzOZTIwfPx4nJyeWL19uTX/jjTe4cOGC9bwlS5YQGhrKxx9/zAMPPGBX\nI0REREREREQaG7vukLdv357Tp09z6dIla5rJZMJgMNCmTZtq5UtKShgzZgwXL14kPT0dNzc3a16L\nFi1sgngXFxduv/12SkpKrqUdIiIiIiIiIo2KXQG5v78/zs7OZGdnW9P27dtHjx49qpUtKytjwoQJ\ntGjRgvXr1+Ph4WGTP3ToULZs2WI9Pn/+PEeOHKFz5872tkFERERERESk0bFryrrBYGDEiBHMnTuX\nBQsWUFJSQlpaGgsXLgQq75a3bt0aV1dXVq1aRXFxMX/84x+5dOkSJpPJeo1WrVoRGhrKihUruO22\n23Bzc2P58uV07NiR0NDQum+liIiIiIiIyA3GroAcICEhgRdeeIFx48bRunVr4uPjCQ8PB2DQoEEs\nXLiQyMhItm/fTnl5OaNGjbI5PzIykqSkJJ577jlatGjB9OnTOXPmDMHBwaxevRonJ6e6aZmIiIiI\niIjIDczugNxgMJCUlERSUlK1vPz8fOvv27Ztu+J1XFxcmDFjBjNmzLC3CiIiIiIiIiKNnl3PkIuI\niIiIiIhI3VBALlIHzGYzERERZGVlWdNefPFF/Pz88Pf3t/53w4YN1vzdu3cTERGB0WgkOjqao0eP\nOqLqIiJSD06cOMFTTz1FUFAQ99xzD2+++aY1r7i4mPHjx9O7d2+GDRvGrl27HFhTkfqhMSBydRSQ\ni1wns9nM1KlTKSgosEkvKipi+vTpfP755+zatYvPP/+chx56CIDjx48TGxtLVFQUmZmZuLm5ERsb\n64jqi4hIPYiPj+fWW2/l3XffZdasWSxbtowdO3YAMGnSJLy8vMjMzGT48OFMnjyZEydOOLjGInVL\nY0Dk6iggF7kOhYWFjBo1iuLi4hrzAgICcHd3t/64uroCsHnzZnr27El0dDS+vr4kJSVx7Ngxmzvs\nIiLSOP3444/k5OTw9NNP4+Pjwz333ENISAh79uxhz549FBcXM3/+fDp37kxMTAxGo5GMjAxHV1uk\nzmgMiFw9BeQi12Hv3r0EBwezceNGLBaLNf3s2bOUlJRwxx131HheTk4O/fr1sx4bDAYCAgI4ePBg\nfVdZRETqmcFgoGXLlmRmZnLhwgWKioo4cOAA/v7+5OTk0L17d+sXtABBQUFkZ2c7sMYidUtjQOTq\nKSAXuQ6jR49mxowZNn9UoHK6upOTE6mpqYSGhjJixAi2bNlizT958iReXl4253h4eFBSUtIg9RYR\nkfrj4uLC888/z5/+9CcCAwP59a9/zeDBg4mKiqK0tLTa+7+7u7ve/6VJ0RgQuXp2b3smIj+vqKiI\nZs2a4evry9ixY9m7dy9z5syhVatWhIeHU15ejouLi805Li4umM1mB9VYRETqUmFhIUOGDOHJJ5/k\n//7v/0hMTCQ4OJiysjK9/8tNQWNA5OooIBepB5GRkQwZMoQ2bdoA0LVrV7755hvefvttwsPDcXV1\nrfaHx2w2W8uLiEjj9cUXX5CRkcGnn36Ki4sLAQEBnDhxgtTUVIKDgzl9+rRNebPZjMFgcFBtReqe\nxoDI1dOUdZF6cnlw3blzZ06ePAlA+/btKS0ttck3mUx4eno2WP1ERKR+fPXVV9xxxx02dwH9/f05\nfvy43v/lpqAxIHL1dIdcpB6sWLGCgwcPkpaWZk07fPgwd955JwCBgYEcOHDAmldWVkZeXh5Tpkxp\n8LqKyM3HbDaTk5PTYK8XGBhYbYpqU+bl5cWRI0e4cOECzs6VH7WKioq4/fbbCQwM5PXXX8dsNlv/\nTfbv30/fvn0dWWWROqUxIHL1FJCL1IOwsDBWr15NWloa4eHhfPbZZ2zdupX09HQAoqKiWLduHWvW\nrCEsLIzk5GR8fHzo37+/g2suIjeDnJwcJs5Jp7W7T72/1pnvv2VNIjY7SzR1Q4YMYfHixcyePZun\nnnqKoqIiXn/9daZNm0a/fv3o2LEjM2fOZNKkSXz00UccOnSIhQsXOrraInVGY0Dk6ikgF6kjTk5O\n1t979uzJihUrWL58OcuXL8fb25ulS5fSq1cvALy9vVm5ciUvvfQSr732Gn369CE5OdlRVReRm1Br\ndx/adrjL0dVoklq1asUf/vAHFixYwMiRI2nXrh2xsbGMHDkSgNTUVGbNmkVUVBQ+Pj6kpKTQoUMH\nB9dapO5oDIhcPQXkInXk8OHDNsdDhgxhyJAhtZYPCQnhww8/rO9qiYiIA/j6+vLGG2/UmNepUyfr\njCmRpkpjQOTqKCAXERERkTqjNQpERK6e3QG52Wxm3rx5/O1vf8NgMPDEE08wfvz4Gst+8sknLFu2\njCNHjuDj40N8fLzNHcP333+f5cuXU1payqBBg0hMTMTNze3aWyMiIiIiDqU1CkRErp7dAfnLL79M\nXl4e6enpFBcXM2PGDLy9vbn33nttyuXn5zNlyhRmzpzJ4MGD+fTTT4mLiyMzM5Nu3bqRm5vL7Nmz\nmT9/Pn5+fiQmJpKQkMCqVavqrHEiIiIi0vC0RoGIyNWxax/ysrIyMjIymD17Nn5+foSHhzNhwgTW\nr19frewHH3xAcHAwY8aMoVOnTowZM4YBAwawbds2ADZs2MD999/P8OHD6dq1K4sXL2bnzp0cO3as\nblomIiIiIiIicgOzKyDPz8/n4sWLGI1Ga1pQUBC5ubnVyj744INMmzatWvrZs2cByM7Otple1KFD\nBzp27NigzxyJiIiIiIiIOIpdAXlpaSlt27bF2fm/M93d3d2pqKjg1KlTNmU7d+5Mt27drMdff/01\ne/bsITg42HotLy8vm3M8PDw4ceKE3Y0QERERERERaWzseoa8rKys2iqWVcdms7nW8/79738zZcoU\ngoKCuOeeewAoLy+v8VpXuo6IiIiIiMiNrCF3GtAuA42fXQG5q6trtYC56rhly5Y1nmMymRg/fjxO\nTk4sX778Z69lMBjsqdINq6G3/KiJBqiIiIiISMNqqJ0GtMtA02BXQN6+fXtOnz7NpUuXaNascra7\nyWTCYDDQpk2bauVLSkp4/PHHad68Oenp6TZbmnl5eWEymWzKm0ymatPYG6uG3PKjJhqgIiIiIiKO\noZ0G5GrZFZD7+/vj7OxMdnY2ffr0AWDfvn306NGjWtmysjImTJhAixYt+OMf/0i7du1s8o1GI/v3\n7ycyMhKA48ePc+LECQIDA6+1LTccDUQRERERERGpjV2LuhkMBkaMGMHcuXM5dOgQO3bsIC0tjXHj\nxgGVd7grKioAWLVqFcXFxSQlJXHp0iVMJhMmk8m6yvro0aN57733yMjIID8/nxkzZhAWFoa3t3cd\nN1FERERERETkxmNXQA6QkJBAjx49GDduHImJicTHxxMeHg7AoEGDrPuMb9++nfLyckaNGkVISIj1\n56WXXgIq75DPnz+flJQUHn30Udq2bcuCBQvqsGkiItIQzGYzERERZGVlWdOKi4sZP348vXv3Ztiw\nYQWDBF4AACAASURBVOzatcvmnN27dxMREYHRaCQ6OpqjR482dLVFREREHM6uKetQeZc8KSmJpKSk\nann5+fnW36sC8yuJjIy0TlkXEZHGx2w2M3XqVAoKCmzSY2Nj8fPzIzMzkx07djB58mS2bdtGhw4d\nOH78OLGxscTHxxMSEkJycjKxsbFs3brVQa0QERERcQy775CLiIgAFBYWMmrUKIqLi23Sv/jiC44e\nPcr8+fPp3LkzMTExGI1GMjIyANi0aRM9e/YkOjoaX19fkpKS+P/27j86qvrO//gLjMlQhSIhgTSF\nVWjLBKKZEIKrJM2RDVCOCFJ+nLpdDmIx3ZIotSuQIBYhWMKP1VJ+WZByuqHdgkGtYP0VtSiUXUgg\nJEtITxMUDZUw4xeQyiSj5H7/4DA65gdzM3dmksnzcQ6nzefefD7vz9z3u9NP7sz9nD592ucOOwAA\nQHfAghwA0CGHDh3SHXfcoZ07d8owDG97ZWWlRowYoZiYGG9bWlqaKioqvMe/vAOEzWbT8OHDdfTo\n0dAFDwAA0AmY/sg6AADSlYdztsbpdLbYwjI2NlYNDQ2SpLNnz7Y43r9/f+9xAACA7oI75AAAS7nd\nbkVHR/u0RUdHy+PxSJIaGxvbPQ4AANBdsCAHAFgqJiamxeLa4/HIZrP5dRyIBB6PR8uWLdPo0aOV\nkZGhp59+2nvsWrsQAJGAGgD8w4IcAGCpAQMGyOl0+rS5XC7FxcX5dRyIBCtWrNDBgwf1m9/8RmvX\nrtWuXbu0a9cuSdK8efMUHx+v3bt3a/LkycrLy9OZM2fCHDFgLWoA8A8LcgCApVJSUlRdXe1zF7y8\nvFwOh8N7/MiRI95jbrdb1dXV3uNAV3fhwgU9//zzWrFihZKTk/XP//zPeuCBB3Ts2DH9z//8j+rr\n69vchQCIBNQA4D8W5AAAS40ePVoJCQnKz89XbW2ttmzZoqqqKk2fPl2SNG3aNB05ckRbt25VbW2t\nCgoKNHjwYI0ePTrMkQPWKC8vV+/evTVq1Chv24MPPqgnn3xSx44da3cXAiASUAOA/1iQAwAC1qNH\nD+9/79mzpzZt2iSn06lp06Zpz5492rhxowYOHChJSkxM1Pr167V7927NmDFDFy9e1IYNG8IVOmC5\nDz/8UImJiXrxxRc1ceJEZWdna9OmTTIM45q7EACRgBoA/Me2ZwCAgJ04ccLn50GDBqm4uLjN8zMz\nM/Xqq68GOywgLC5duqT3339fu3btUlFRkZxOp37+85+rV69e19yFAIgE1ADgPxbkAAAAFrruuuv0\n6aef6qmnnvJ+MuT06dP6/e9/r4yMDJ0/f97nfHYZQKShBgD/8ZF1AAAAC8XHxysmJsa7EJGkW265\nRQ0NDewygG6BGgD8x4IcAADAQikpKWpqatKpU6e8bXV1dUpMTFRKSoqOHz/e5i4EQCSgBgD/sSAH\nAACw0C233KKsrCzl5+erpqZG7777rrZu3ap//dd/VXp6eru7EACRgBoA/Gd6Qe7xeLR48WKlp6cr\nMzNT27dvv+bvlJWVKTs7u0X7qFGjlJSUJLvdLrvdrqSkJLndbrMhAWHn8Xh0zz336PDhw962+vp6\nzZkzR6mpqZo0aZIOHDjg8zt/+ctfdM8998jhcOj+++/Xhx9+GOqwAQBBsnbtWv3TP/2TfvjDH6qg\noECzZs3SD3/4Q/Xs2VObN29ucxcCIFJQA4B/TD/UbdWqVaqurlZxcbHq6+u1aNEiJSYmavz48a2e\n/9e//lU//elPffYalKSGhgZ9+umnKi0t9XmIQ69evcyGBISVx+PRz372M9XW1vq05+bmym63a/fu\n3SotLVVeXp5eeeUVDRw4UB999JFyc3M1f/58ZWZmasOGDcrNzdVLL70UplkAAKx04403qqioSEVF\nRS2OXWsXAiASUAOAf0zdIXe73SopKdGSJUtkt9uVnZ2tuXPnaseOHa2e/4c//EH33Xef+vfv3+LY\nyZMnFRcXp8TERMXGxnr/AV1JXV2dZs6cqfr6ep/2gwcP6sMPP9Ty5cs1ZMgQ5eTkyOFwqKSkRJK0\na9cu3Xrrrbr//vs1dOhQrVy5UqdPn/a5ww4AAAAgsplakNfU1Ojy5cs+D11IS0tTZWVlq+fv379f\nq1ev1uzZs1scq62t1c0332wuWqCTOXTokO644w7t3LlThmF42ysrKzVixAifT4akpaWpoqLCezw9\nPd17zGazafjw4Tp69GjoggcAAAAQVqY+su50OtW3b19FRX3xa7GxsWpqatK5c+d00003+Zy/YcMG\nSdILL7zQoq+6ujq53W7NmjVL7733noYPH67FixezSEeXct9997Xa7nQ6FR8f79MWGxurhoYGSdLZ\ns2dbHO/fv7/3OAAAAIDIZ/oj69HR0T5tV3/+8tYF/jh58qQ++eQT5ebmavPmzbLZbLr//vt16dIl\nU/0AnVFbtXK1ThobG9s9DgAAACDymbpDHhMT02LBcPVnsw9j27Ztmz7//HPv761du1ZZWVl6++23\ndffdd5vqC+hsYmJidOHCBZ82j8fjfYBhW7XUp0+fkMUIAAAAILxM3SEfMGCAzp8/r+bmZm+by+WS\nzWYzvZC4/vrrfRbx0dHR+uY3v8lHdhERBgwYIKfT6dPmcrkUFxfn13EAAAAAkc/UgjwpKUlRUVHe\nB1NJV/YYT05ONj3wuHHj9OKLL3p/vnTpkk6dOqUhQ4aY7gvobFJSUlRdXe1zF7y8vNz7QMSUlBQd\nOXLEe8ztdqu6utrngYkAAAAAIpupBbnNZtOUKVO0dOlSVVVVqbS0VNu3b/c+Rd3lcqmpqcmvvrKy\nsvSrX/1Khw4d0t/+9jctXLhQCQkJysrKMj8LoJMZPXq0EhISlJ+fr9raWm3ZskVVVVWaPn26JGna\ntGk6cuSItm7dqtraWhUUFGjw4MEaPXp0mCMHAAAAECqmFuSSVFBQoOTkZM2ePVuFhYWaP3++srOz\nJUkZGRl65ZVX/Opn4cKFmjBhgh599FHNnDlTzc3N2rJli3r06GE2JKBT+HLu9uzZU5s2bZLT6dS0\nadO0Z88ebdy4UQMHDpQkJSYmav369dq9e7dmzJihixcvenclAAAAANA9mHqom3TlLvnKlSu1cuXK\nFsdqampa/Z2pU6dq6tSpPm3R0dFatGiRFi1aZDYEoFM6ceKEz8+DBg1ScXFxm+dnZmbq1VdfDXZY\nAAAAEefj/3deDy9cEfRx7h43RhPG3RX0cdB9mV6QAwAAAEA4fa5ovXf51qCPc+BgGQtyBJXpj6wD\nAAAAAIDAsSAHAAAAACAMWJADAAAAABAGfIccQLfj8Xh07NixkI2XkpKi6OjokI0HAACAroEFOYBu\n59ixY3rw8WL1jh0c9LEufvyBthZK6enpQR8LAAAAXQsLcgDdUu/Yweo78NvhDgMAAADdGN8hBwAA\nCKKcnBwVFBR4f66vr9ecOXOUmpqqSZMm6cCBA2GMDggu8h9oHwtyAACAIHn55Zf1zjvv+LTl5uYq\nPj5eu3fv1uTJk5WXl6czZ86EKUIgeMh/4NpYkAMAAATBhQsXtGbNGt12223etoMHD+rDDz/U8uXL\nNWTIEOXk5MjhcKikpCSMkQLWI/8B//AdcgAAgCBYtWqVpkyZorNnz3rbKisrNWLECMXExHjb0tLS\nVFFREY4QgaAh/wH/cIccAADAYgcPHlR5eblyc3N92p1Op+Lj433aYmNj1dDQEMrwgKAi/wH/sSAH\nAACwkMfj0RNPPKGlS5cqOjra55jb7W7RFh0dLY/HE8oQgaAh/wFzWJADAABYaP369UpOTtadd97Z\n4lhMTEyLxYfH45HNZgtVeEBQkf+AOaa/Q371r15vvPGGbDabHnjgAc2ZM6fd3ykrK1N+fr5KS0t9\n2vfu3at169bJ6XQqIyNDhYWFuummm8yGBABAp+LxeHTs2LGQjJWSktLijhPC609/+pM+/vhjpaam\nSpI+++wzSdJrr72mf//3f1dtba3P+S6XS3FxcSGPEwgG8h8wx/SCfNWqVaqurlZxcbHq6+u1aNEi\nJSYmavz48a2e/9e//lU//elPfR7eIF15qMOSJUu0fPly2e12FRYWqqCgQM8880zHZgIAQCdx7Ngx\nPfh4sXrHDg7qOBc//kBbC6X09PSgjgNzduzYoc8//9z785o1ayRJCxYs0OnTp7VlyxZ5PB7vH1LK\ny8s1atSosMQKWI38B8wxtSB3u90qKSnRtm3bZLfbZbfbNXfuXO3YsaPVBfkf/vAHrV69WoMHD9bF\nixd9jv3ud7/TxIkTNXnyZElXivWuu+7S6dOnlZiYGMCUAAAIv96xg9V34LfDHQbCICEhwefnG264\nQZI0aNAgJSYmKiEhQfn5+Zo3b57eeustVVVVqaioKByhApYj/wFzTH2HvKamRpcvX5bD4fC2paWl\nqbKystXz9+/fr9WrV2v27NktjlVUVPj8RX/gwIFKSEgI2Uf8AAAAQq1nz57atGmTnE6npk2bpj17\n9mjjxo0aOHBguEMDgo78B1oydYfc6XSqb9++ior64tdiY2PV1NSkc+fOtfj+94YNGyRJL7zwQqt9\nfXXbg/79++vMmTNmQgIAAOjUVq5c6fPzoEGDVFxcHKZogNAi/4H2mbpD3tZWBZJMb1fQ2NjItgcA\nEMFKS0tlt9uVlJTk/c/58+dLkurr6zVnzhylpqZq0qRJOnDgQJijBQAACD1Td8jb2qpAknr16mVq\nYCu2PWhqatLhw4dNjWslnmwLAG2rra3V2LFjtWLFChmGIUneB3zOmzdPSUlJ2r17t0pLS5WXl6dX\nXnmFjy0CAIBuxdSCfMCAATp//ryam5vVs+eVm+sul0s2m019+vQxNXB8fLxcLpdPm8vlavEx9va4\nzv1DP/vlPlPjWoUn2wJA++rq6vTtb39b/fr182k/ePCg6uvr9dxzzykmJkY5OTk6ePCgSkpKlJeX\nF6ZoAQAAQs/UgjwpKUlRUVGqqKjQyJEjJV3ZYzw5Odn0wA6HQ+Xl5br33nslSR999JHOnDmjlJQU\nv/vo0TOKJ9gCQCdVV1enMWPGtGivrKzUiBEjfLbDTEtLU0VFRSjDAwAACDtT3yG32WyaMmWKli5d\nqqqqKpWWlmr79u3ep6i7XC41NTX51dd9992nP/7xjyopKVFNTY0WLVqku+66iy3PACBCvPfee3r3\n3Xc1YcIEjRs3Tv/5n/+pzz77rNWHesbGxqqhoSFMkQIAAISHqTvkklRQUKBly5Zp9uzZ6t27t+bP\nn6/s7GxJUkZGhoqKirx3vdvjcDi0fPlyrVu3ThcuXFBGRoYKCwvNzwAA0On8/e9/V2Njo2JiYrRu\n3TrV19frySefVGNjY5sPCOWhngAAoLsxvSC32WxauXJliy0MpCv7lLdm6tSpmjp1aov2e++916/F\nOwCga/nGN76h//3f//U+X8Rut6u5uVkLFizQ97//fX3yySc+55t9qCcAAEAkMPWRdQAA/PXVh30O\nHTpUTU1N6t+/v5xOp88xl8uluLi4UIYHAAAQdqbvkAPw39XtnHr06CHDMNSjRw+NHz/e+xHexx9/\nXBUVFUpMTFRBQUGrD8ACuqL9+/frP/7jP/TOO+94H95WXV2tm266SaNGjdJvfvMbeTwe70fXy8vL\nNWrUqHCGDHQpf/+oQeNm/izo41xoqNVf3nxeUVH8X0YACAb+1xUIIvZhRneVmpqqXr166bHHHlNu\nbq4++OADrVmzRg8++KDS09OVkJCg/Px8zZs3T2+99ZaqqqpUVFQU7rCBLqPHddGyDcoK+jiXjR7e\n9y8AgPX4yDoQRF/ehzk2NlaxsbG68cYbvfswL1++XEOGDFFOTo4cDodKSkrCHTJgiRtuuEHbtm3T\nuXPnNH36dD3++OP6wQ9+oAceeEA9e/bU5s2b5XQ6NW3aNO3Zs0cbN27kj1EAAKDb4Q45EETsw4zu\nbOjQodq2bVurxwYNGqTi4uIQRwQAANC5cIccCCL2YQYAAADQFu6QA0HCPswAAAAA2sOCHAgS9mEG\nAAAA0B4+sg4EEfswAwAAAGgLC3IgSPbv36/bb79dTU1N3rYv78N8/Phxn4+ol5eXy+FwhCNUAAAA\nAGHAghwIki/vw/zee+9p3759re7DXFtbqy1btqiqqkrTp08Pd9gAAAs0NDTo4Ycf1u23366srCwV\nFRV5/whbX1+vOXPmKDU1VZMmTdKBAwfCHC1gPWoA8A8LciBI2IcZALqvhx9+WE1NTfr973+vp556\nSm+//bbWrVsnSZo3b57i4+O1e/duTZ48WXl5eTpz5kyYIwasRQ0A/uGhbkAQsQ8zAHQ/J0+eVGVl\npQ4cOKB+/fpJurI4Wb16tTIzM1VfX6/nnntOMTExysnJ0cGDB1VSUqK8vLwwRw5YgxoA/McdcgAA\nAAvFxcXp2Wef9S5Errp48aKOHTumESNGKCYmxtuelpamioqKUIcJBA01APjP9ILc4/Fo8eLFSk9P\nV2ZmprZv397mudXV1Zo5c6YcDodmzJih48eP+xwfNWqUkpKSZLfbZbfblZSUJLfbbX4WAAAAnUTv\n3r01ZswY78+GYWjHjh2644475HQ6FR8f73N+bGysGhoaQh0mEDTUAOA/0wvyVatWqbq6WsXFxVq6\ndKk2bNig119/vcV5brdbOTk5Sk9P1/PPPy+Hw6Ef//jHamxslHTlQQ+ffvqpSktLdeDAAR04cED7\n9+9Xr169Ap8VAABAJ7F69WqdOHFCjzzyiNxut6Kjo32OR0dH++y6AUQaagBom6kFudvtVklJiZYs\nWSK73a7s7GzNnTtXO3bsaHHuyy+/rF69emnBggUaMmSIHnvsMd1www169dVXJV35bklcXJwSExMV\nGxvr/QcAABAp1qxZo+LiYq1du1bf+ta3FBMT02Lh4fF4ZLPZwhQhEFzUANA+UwvympoaXb582Wev\n5LS0NFVWVrY4t7KyUmlpaT5tI0eO1NGjRyVJtbW1uvnmmzsQMgAAQOdXWFio3/72t1qzZo2ys7Ml\nSQMGDJDT6fQ5z+VyKS4uLhwhAkFFDQDXZmpB7nQ61bdvX0VFffFw9tjYWDU1NencuXM+5549e7bd\n74fU1dXJ7XZr1qxZysjIUE5Ojt5///0OTgMAAKDz2LBhg3bu3Kmnn35aEydO9LanpKSourra5w5h\neXm5z80OIBJQA4B/TH9kvbXvfEhq8dGTxsbGdr8fcvLkSX3yySfKzc3V5s2bZbPZdP/99+vSpUum\nJwEAANBZ1NXVafPmzcrJyVFqaqpcLpf33+jRo5WQkKD8/HzV1tZqy5Ytqqqq0vTp08MdNmAZagDw\nn6l9yNv6zoekFg9ju9b3Q7Zt26bPP//c+3tr165VVlaW3n77bd19993mZgEAANBJvPnmm2pubtbm\nzZu1efNmSVeeMt2jRw+dOHFCGzdu1GOPPaZp06Zp8ODB2rhxowYOHBjmqAHrUAOA/0wtyAcMGKDz\n58+rublZPXteubnucrlks9nUp0+fFue29/2Q66+/Xtdff733WHR0tL75zW+y5QEAAOjScnJylJOT\n0+bxwYMHq7i4OIQRAaFFDQD+M/WR9aSkJEVFRamiosLbVlZWpuTk5BbnpqSkeB/gdtWRI0eUmpoq\nSRo3bpxefPFF77FLly7p1KlTGjJkiKkJAAAAAADQFZlakNtsNk2ZMkVLly5VVVWVSktLtX37ds2e\nPVvSlTvgTU1NkqQJEybo4sWL+sUvfqG6ujqtWLFCbrdb3/ve9yRJWVlZ+tWvfqVDhw7pb3/7mxYu\nXKiEhARlZWVZPEUAAAAAADofUwtySSooKFBycrJmz56twsJCzZ8/37uNQUZGhl555RVJ0o033qhn\nnnlGZWVlmjZtmqqqqrR161bvd8gXLlyoCRMm6NFHH9XMmTPV3NysLVu2qEePHhZODwAAAACAzsnU\nd8ilK3fJV65cqZUrV7Y4VlNT4/Pzrbfequeff77VfqKjo7Vo0SItWrTIbAgAAAAAAHR5pu+QAwAA\nAACAwLEgBwAAAAAgDFiQAwAAAAAQBizIAQAAAAAIAxbkAAAAAACEAQtyAAAAAADCgAU5AAAAAABh\nwIIcAAAAAIAwYEEOAAAAAEAYsCAHAAAAACAMosIdAIDI4/F4dOzYsZCNl5KSoujo6JCNh86hsbFR\n+/a9G/RxBg8epFtuuTno4wAAgO6HBTkAyx07dkwPPl6s3rGDgz7WxY8/0NZCKT09PehjoXM5d7FJ\njz9bFvRxvtP3FT27/hdBHwcAAHQ/LMgBBEXv2MHqO/Db4Q4DEaznddfr6/FDgj6Orcc/gj4GAADo\nnkx/h9zj8Wjx4sVKT09XZmamtm/f3ua51dXVmjlzphwOh2bMmKHjx4/7HN+7d6/GjRsnh8OhvLw8\nnTt3zvwMgC7KTC0BkYgaQHdG/qO7owaAK0wvyFetWqXq6moVFxdr6dKl2rBhg15//fUW57ndbuXk\n5Cg9PV3PP/+8HA6HfvzjH6uxsVGSVFlZqSVLluihhx7Srl27dOHCBRUUFAQ+I6CL8LeWgEhFDaA7\nI//R3VEDwBWmFuRut1slJSVasmSJ7Ha7srOzNXfuXO3YsaPFuS+//LJ69eqlBQsWaMiQIXrsscd0\nww036NVXX5Uk/e53v9PEiRM1efJkfec739GaNWu0b98+nT592pqZAZ2YmVoCIhE1gO6M/Ed3Rw0A\nXzC1IK+pqdHly5flcDi8bWlpaaqsrGxxbmVlpdLS0nzaRo4cqaNHj0qSKioqfB7CNHDgQCUkJIT0\nycxAuJipJSASUQPozsh/dHfUAPAFUwtyp9Opvn37Kirqi2fBxcbGqqmpqcX3v8+ePav4+HifttjY\nWDU0NHj7+urx/v3768yZM6YmAHRFZmoJiETUALoz8h/dHTUAfMH0R9a/utfv1Z89Ho9Pe2NjY6vn\nXj3vWseBSGamloBIRA2gOyP/0d1RA8AXTG17FhMT06JIrv7cq1cvv8612Wx+Hb8Wp9OpZo9Hta8X\nmpmCZYzmz/XIIy8qJiam1eNNTU1ynfuHXD3Ds7Mc8QXmWvFJUkJCQoe/62SmllrjdDrV5PHoNsfI\nDo1vhtHcrH43fd3nr9jXEsrr58+1+qrOHp8Uuhg7Gp8U/hr4zPOZ3nurqEPjm/GhPPqXf/mzqd/p\n7Nevs9dAZ49PCn/+X/Z4QpL/zZ836nvf+56p3+ns14/4vhCO/Je61nvA6Z6f6cC+V039Du8BV0Rq\nfFLgNfBlpmY5YMAAnT9/Xs3NzerZ88rNdZfLJZvNpj59+rQ41+l0+rS5XC7FxcVJkuLj4+VyuVoc\n/+rH2NsSHR0twzAUH/91M1MImZiYGCUONH9xQ4X4wstMLbXmav7Hxd4U7FA7pLNfv84en9Q1YgyE\nVTUQ3+9rwQ5VkvkxOvv1I77wIv/Di/jCr2vVgHmd/RoSX+diakGelJSkqKgoVVRUaOTIK3fmysrK\nlJyc3OLclJQUbd261aftyJEjmjdvniTJ4XCovLxc9957ryTpo48+0pkzZ5SSkuJXLGVlZWZCBzoV\nM7XUGvIfXR01gO6M/Ed3Rw0AX7juiSeeeMLfk6OiovTRRx/pv//7v3XrrbeqqqpKa9eu1aOPPqoh\nQ4bI5XLpuuuuU1RUlAYPHqxt27apoaFB3/jGN7Rp0ybV1NRo+fLlioqKUlxcnIqKihQXF6eePXtq\n6dKlGjZsmH7wgx8EcbpA53CtWgIiHTWA7oz8R3dHDQBf6GEYhmHmFxobG7Vs2TK99tpr6t27t+bO\nnatZs2ZJkux2u4qKirx3vauqqrR06VKdPHlSw4YN07Jly2S32719vfjii1q3bp0uXLigjIwMFRYW\n6utf75wfQQes1l4tAd0BNYDujPxHd0cNAFeYXpADAAAAAIDAmdr2DAAAAAAAWIMFOQAAAAAAYcCC\nHAAAAACAMGBBDgAAAABAGLAgBwAAAAAgDDr1gtzj8Wjx4sVKT09XZmamtm/f3ua51dXVmjlzphwO\nh2bMmKHjx48H1N9PfvIT2e12JSUlef9z3759bcZ5zz336PDhwwHFZ6Y/f+JraGjQww8/rNtvv11Z\nWVkqKiqSx+PpcHxm+vMnvg8++EA/+tGPlJqaqrFjx2rbtm1tztef+Mz0Z+b6SlJOTo4KCgoCis8s\nq/PfqrHMvnbtjWll3QQyTqBzsrrWrBor0HlZXaNmhaoGIjn//R0rkHmR/107/82OZUUNRFL+S6Gr\nAfI/OOPzHsB7QGtCWgNGJ7Z8+XJjypQpxokTJ4w33njDGDlypPHaa6+1OO/SpUvGmDFjjNWrVxt1\ndXXGihUrjDFjxhhut7tD/RmGYYwfP97Yu3ev4XK5vP88Hk+L85qamozc3FzDbrcbhw4darUvf+Pz\ntz9/45s5c6aRk5Nj1NbWGmVlZcb48eON1atXdzg+f/vzJ77m5mZjwoQJxsKFC41Tp04Z+/btM9LS\n0oy9e/d2KD4z/fn7+l21d+9eY9iwYUZ+fn6rx81cXzOszn8rxjIMc69dW6yum0DGsWJOVteaFWMF\nOi+ra7QjQlUDkZr//o4V6LzI/66d/2bGMozAayDS8t8wQlcD5H/Xz3/DiLwa4D0g8Hl12gX5pUuX\njNtuu804fPiwt23Tpk3GrFmzWpz73HPPGdnZ2T5t48ePN1544YUO9dfU1GQMHz7ceP/999uNsba2\n1pgyZYoxZcqUdhPdn/jM9OdPfHV1dYbdbjc+/vhjb9vevXuN7373ux2Kz0x//sR39uxZ45FHHjE+\n/fRTb1teXp6xbNmyDsVnpj9/r69hGMb58+eNrKwsY8aMGW0uyP29vmZYnf9WjWXmtWuL1XUT6DiB\nzsnqWrNqrEDnZXWNmhWqGojU/DczViDzIv+7dv6bHSvQ1zXS8t8wQlcD5H/Xz3/DiLwa4D3AmmvV\naT+yXlNTo8uXL8vhcHjb0tLSVFlZ2eLcyspKpaWl+bSNHDlSR48e7VB/7733nnr06KFBgwa1/8or\njQAABzVJREFUG+OhQ4d0xx13aOfOnTIMo83z/InPTH/+xBcXF6dnn31W/fr187YZhqGLFy92KD4z\n/fkb31NPPaWvfe1rkqTy8nIdPnxYt99+e4fj87c/f6+vJK1atUpTpkzR0KFD2zzH3+trhtX5b9VY\nZl67tlhdN4GOE+icrK41q8ayYl5W1qhZoaqBSM1/M2MFMi/yv2vnv9mxAn1dIy3/pdDVAPnf9fNf\nirwa4D3AmmvVaRfkTqdTffv2VVRUlLctNjZWTU1NOnfunM+5Z8+eVXx8vE9bbGysGhoaOtRfXV2d\nbrzxRi1YsEAZGRmaMWOG3nnnnRYx3nfffVq0aJFiYmLanYs/8Znpz5/4evfurTFjxnh/NgxDO3bs\n0J133tmh+Mz05+/rd9XYsWP1b//2b0pNTdX48eM7FJ+Z/vyN7+DBgyovL1dubm6bsXckPn9Ynf9W\njWX22rbG6roJdJxA52R1rVk1lhXX6iqra9QfoaqBSM1/M2MFMi/yv2vnv9mxAn1dIy3/pdDVAPnf\n9fNfirwa4D3AmmvVaRfkbrdb0dHRPm1Xf/7ql/cbGxtbPffL55np7+TJk2pqalJmZqa2bdumrKws\n/eQnP+nwwxT8ic+MjsS3evVq1dTU6JFHHrEkvvb6Mxvf+vXr9cwzz+jEiRN68sknA47vWv35E5/H\n49ETTzyhpUuXthg70Pj8YXX+WzWW1bXRnmC8rq2xek5W11pHx7JyXlbXqD9CVQPdPf8la+dF/l/R\nVfLf7FihqoGumv9S6GqA/Ldm/M6Y/1LXrQHeA64wO6+oa58SHjExMS0mcvXnXr16+XWuzWbrUH95\neXmaPXu2evfuLUkaNmyY/u///k87d+7U8uXLLZvLl+Mzw2x8a9asUXFxsX75y1+2+tFrs/Fdqz+z\n8Y0YMUKSVFBQoAULFig/P9/nL5Vm47tWf/7Et379eiUnJ7f6V7evsvr6tten1LH8t2osq2ujI3EF\n8rq2xso5WV1rgYxl5bysrlF/hKoGunv+S9bNi/z/QlfJf7NjhaoGumL+S6GrAfL/2ud25fxvL67O\nXAO8B3zB7Lw67R3yAQMG6Pz582pubva2uVwu2Ww29enTp8W5TqfTp83lcikuLq5D/UnyXsCrhg4d\nqrNnz3Z4LteKzyx/4yssLNRvf/tbrVmzRtnZ2QHH509//sT38ccfq7S01Oecb33rW/rss8/0j3/8\nw3R8ZvrzJ74//elPevPNN5WamqrU1FTt2bNHe/bs0ciRI1v0FYzra3X+WzWWZG1tXCsuq1/Xtlgx\nJ6trLdCxpMDmZXWNmhWqGiD/rwh0XuR/18x/s2NJoamBrpb/UuhqgPyP/Py/GldXqgHeAwKbV6dd\nkCclJSkqKkoVFRXetrKyMiUnJ7c4NyUlpcUX548cOeLzgAYz/RUUFGjx4sU+bTU1Nbrllls6NBd/\n4jPD3/g2bNignTt36umnn9bEiRMDjs/f/vyJr76+Xg899JBPYVRVValfv37q27ev6fjM9OdPfDt2\n7NCePXv00ksv6aWXXtLYsWM1duxY/fGPf2wxX6uvr2R9/ls1ltW10Z5gvK6tsWJOVteaFWMFOi+r\na9SsUNVAd89/KfB5kf9dN//NjhWqGuhK+S+FrgbI/+6R/1LXqgHeAyy4Vn4/jz0Mfv7znxuTJk0y\nKisrjTfeeMNIS0sz3njjDcMwDMPpdBqNjY2GYRjGxYsXjTvvvNN48sknjdraWqOwsNDIyMhosf+b\nv/29/vrrRnJysvHCCy8Yp06dMtavX284HA7j9OnTbcY6bNgwn+0EOhKfv/35E19tba0xfPhwY926\ndYbT6fT515H4zPTnT3yXL182pk+fbvzoRz8yamtrjT//+c/GmDFjjOLi4g7FZ6a/jlzf/Px8n23P\nAr2+/rA6/60YqyOvXXusrpuOjBPonKyuNavGCnReVtdoR4SqBiI9/681ViDzIv+7fv6bGcvKGoiE\n/DeM0NUA+R9Z+W8YkVEDvAdYc6069YLc7XYb+fn5RmpqqvHd737X+K//+i/vsWHDhvns71ZZWWlM\nnTrVSElJMWbOnGmcOHEioP6ee+45Y/z48cZtt91mfP/73zfKysrajfWr+/t1JD4z/V0rvl//+teG\n3W73+Tds2DDDbrd3KD6z/fnz+p09e9Z46KGHjFGjRhmZmZnGr3/964BePzP9mb2+X12QB3p9/WF1\n/ls1ltnXrj1W101HxwlkTlbXmpVjBXqtrK5Rs0JVA5Ge//6M1dF5kf+Bz6stkf4eEAn5bxihqwHy\nP7Ly3zAiowZ4Dwh8XoZhGD0Mo52N6QAAAAAAQFB02u+QAwAAAAAQyViQAwAAAAAQBizIAQAAAAAI\nAxbkAAAAAACEAQtyAAAAAADCgAU5AAAAAABhwIIcAAAAAIAwYEEOAAAAAEAYsCAHAAAAACAMWJAD\nAAAAABAGLMgBAAAAAAgDFuQAAAAAAITB/wd+HnN9nBfBNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14b25c310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at the effect of temperature parameter\n",
    "def plot_samples(dist, temp, ax=None):\n",
    "    K = 400\n",
    "    samples = [sample(dist, temp) for i in range(K)]\n",
    "    if not ax:\n",
    "        fig, ax = plt.subplots(figsize=(3,2))\n",
    "    ax.set_title(\"Temp={}\".format(temp))\n",
    "    ax.hist(samples, bins=4, width=0.5)\n",
    "    sns.despine(ax.get_figure())\n",
    "    \n",
    "    \n",
    "dist = [0.1, 0.2, 0.3, 0.4]\n",
    "temps = [0.2, 0.5, 1.0, 1.5]\n",
    "fig, axs = plt.subplots(1,5, figsize=(12, 3))\n",
    "axs[0].bar(range(4), dist)\n",
    "axs[0].set_title(\"distribution\")\n",
    "for i, temp in enumerate(temps):\n",
    "    plot_samples(dist, temp, ax=axs[i+1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the lower the temperature, the more it insists on choosing the highest probability option. With higher temp, it explores more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--------------------------------------------------\n",
      "Iteration 1\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 264s - loss: 1.9594   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"s the imperative duty of any science\n",
      "tha\"\n",
      "s the imperative duty of any science\n",
      "that the self--the self--the self--the self--the self--the self--the superstand the self--we as a morality and the self--the self--the self--the self--the interesterstance of the self--the superscient of the self--morality of the man the self--the supersceptions and the interestance of the self--the enting the least of the entaring and also the sight to the self--the self--the self--proble to the sel\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"s the imperative duty of any science\n",
      "tha\"\n",
      "s the imperative duty of any science\n",
      "that all the self--such of the beances, and antartent of a such\n",
      "all the expersoring, of the self--problems who proble such a fearing and the have and the really\n",
      "something to the langually in the suus in the probleresly out of the esterct and certrations as a manding of an all the one in the be the self--such the self--to the interesting of the are an inselferest and all the self--how sush a new of th\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"s the imperative duty of any science\n",
      "tha\"\n",
      "s the imperative duty of any science\n",
      "that irsirely not be overlong sty niwe are disged whis  meations of feeling were such undearding sourte of their question, appe ordirngs--the forlly.--vore in when a protroenchir.\n",
      " self--we are praculare, nifived agroad, and usa-tw. are sovely hads conscress we into a we may a thoees.\n",
      "thoogentates\n",
      "and tore are in the liblataes of egreat is la wathrolectly the sitonaterifs booonged--lofists, the cersc\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"s the imperative duty of any science\n",
      "tha\"\n",
      "s the imperative duty of any science\n",
      "that would, men more\n",
      "abso the feeling by thest belaves!, as the clund deeven boreificishtib1, alcom entiuetty to acy sousplary\n",
      "we fable that\n",
      "has itself-a )exped herds as that, itself on the betoriom\n",
      "of fulencess\n",
      "tavearmpusdingt broupt\n",
      "man, hich he had it retur; cotsoour. their penuret!\n",
      "scaptation, asent suce\"s we to belu hrigin in undetik(ters by the an ?ry\n",
      "folld: \"danger, the?sive timed vestess and \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 2\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 262s - loss: 1.6201   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"al themselves.\n",
      "\n",
      "they have all something \"\n",
      "al themselves.\n",
      "\n",
      "they have all something of the stally and the the pround in the the strength of the stally the stally and the stally the good and the consequent the more the principsent and the sentiment and the man of the stally and instratest of the explation of the stands to power, and the more consignian to the states the stally the stally the more the more conselves and the present of the states and the probatest of the self-like a\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"al themselves.\n",
      "\n",
      "they have all something \"\n",
      "al themselves.\n",
      "\n",
      "they have all something this the something the power, and the whole distated and teat probable that the stale the strain the present the also and one and only present to philosopher has the states which men of the consideran soul of the really means to be reflect, and the \"proceated to the complection, he has strength to it and and the interpretain of the worthes to be man philosophy the stall the acted to so indistant, \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"al themselves.\n",
      "\n",
      "they have all something \"\n",
      "al themselves.\n",
      "\n",
      "they have all something untelleck.\n",
      "and soul in moding\n",
      "avpiest that has go\n",
      "ruselly soul. is and the other world and\n",
      "the\n",
      "cynturses,\n",
      "one his\n",
      "otherd\n",
      "every find\n",
      "(the traskers\n",
      "trurays, think now implies find to fally.. the fac: this orgitazpsi are a relegious withsuoular. ploes is \"live by and woild\n",
      "a asking which, sases to opitation, which woll telited of unnersafferng vide ideasol concer\n",
      "abiled the envoludness were at a\n",
      "yter\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"al themselves.\n",
      "\n",
      "they have all something \"\n",
      "al themselves.\n",
      "\n",
      "they have all something throun themselves, nimilal nor\n",
      "howe out for as\n",
      "molance. one\n",
      "belies with-peary and which woll re\"-follive, 2ynamental consequently\n",
      "and duence. every aristed: whil relinh upon consequent reversust also inalwain 'irful and old all commsan man.\n",
      "\n",
      "u, knowe--kints of amptty manner, lunk he\n",
      "over pissable other s,ent at theying \"condice mustrkably give the wostry basif-must accoonging precices foin id: all\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 3\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 268s - loss: 1.5366   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" a variety of conversations) to be the c\"\n",
      " a variety of conversations) to be the consitted the sense of the consitted to the sees of the world of the world of the more and all the man of the senses and sense of the world in the self the world of the to the self to the sense and and and consitted and the sense and and the more and the sense and and the profound of the sense of the senses and the profound of the morality and the supposition of the seest the sense and the prevant \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" a variety of conversations) to be the c\"\n",
      " a variety of conversations) to be the considications of the out for the also the more and and speak and excipts and the self in all a need of the subslainated with his distonse in the complecent with his present of his faith and always heart for one as in the consittical seavenes of this than a\n",
      "presine of the sense with himself one woman virtue, which is intenture of the dispositilitional more more was the playen aimplace of also and a\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" a variety of conversations) to be the c\"\n",
      " a variety of conversations) to be the certainwaic danger morality!\n",
      "and parchmors? in as an awver, suth and est what moy well whater preved viry it are their will you he supit in relations.it not in the langitherful remoctimed and to antty. we ested he wors feelish) at lifene, and reaching right more of putels wlicaphes in the maginarion of loveting, case, gooness of causalile weo. theo by  to man to ceurmines alone is feeling, so had t\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" a variety of conversations) to be the c\"\n",
      " a variety of conversations) to be the crecule, ate as wenchal cotulle\n",
      "for cymparitionfy ooging of hadpessnaine mulsise thoce with inese voxeme have of comp: supribilice\" an ifclavey living \n",
      "iljects, and ; variuse. out of fact alaps virtiony blendable ne; sacrita\"ly some raring ffeess are much mellip\" you\n",
      "an\n",
      "anim--and life from fla metoplafi-gave and pivinomous give generely to the wisto full,,y with holeranly viaw as power,, alopic,\n",
      "an\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 4\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.4914   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"o do all over\n",
      "again what i have always d\"\n",
      "o do all over\n",
      "again what i have always desire of the engots and the subtle and the man is the the has the more as a the suffering the all the man of the conscious and sufferent in the streeds the engreation of the more stands the engreation of the engerate the engerious and the strength and the streeds the the the stands and he who was the stands the more stands and he would be the world, and it is all the strength and the contradictity\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"o do all over\n",
      "again what i have always d\"\n",
      "o do all over\n",
      "again what i have always distraist\n",
      "the honest and superiors and sentiments and sentiments and which men of the engreatic which it has it is subtle sentement of such an extents and the supessed and the stands conscience, and in the engerate in the the rearn a more and the distorticus of the stame, the characterists and contempt, the scholar in existence, but it is even to the completes for the same astersed and their politi\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"o do all over\n",
      "again what i have always d\"\n",
      "o do all over\n",
      "again what i have always dumins\" bite comprehentur of this propagryly\n",
      "simple: honergion of every nater, the his\n",
      "valding\n",
      "as the masly rea--on\n",
      "gody contries, bucetes alt; which which\n",
      "is what\n",
      "dream of religio, them had great man after been always he believed well\n",
      "being honor when which such naturgnown.\n",
      "\n",
      "p3ined the unists a manivel by them--echolase of slaver happiness becaent it are secuated of, which means oftgimed influenta\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"o do all over\n",
      "again what i have always d\"\n",
      "o do all over\n",
      "again what i have always diligation,\n",
      "heady, asmecdlal ald himself\"nesss it wourd certaticdity, nowly\n",
      "goen or doved\n",
      "purpagaity, and mindless, kin oim)\n",
      "occoncengennal asl,\n",
      "indepence,\n",
      "while this suiess\n",
      "evolm\n",
      "actuffecczable, been a la bilds giveri)s, in language, the :                without\n",
      "speads in their lightutaned droci-live welwirailixht,\" there\" or igquity and howlilany foreran wully-bas: in obwords,\" fit any claim, ans\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 5\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 262s - loss: 1.4627   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \", the good man must in any case be the s\"\n",
      ", the good man must in any case be the sacrifice the sacrifice to the same conscience of the same person to the sacrifice to the sack and the more and the same conscience and an act of the same conscience of the same conscience and the conscience and an act of the same more and the more and self the problem of the same proper the sacrifice the same conscience of the sacrifice to the rests to the same conscience to the same conscience of\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \", the good man must in any case be the s\"\n",
      ", the good man must in any case be the same concected of good and not on the a good the word and with a discourse of the made of the word an act of from such all the same fight of good and the midstannes with a surprises and in the spirits and loved to its as his sacrifice of the culture to estempt of the belief and is the thing and still man of the sense of the rule of the promction to whose are selfice to seem of carry who as in the m\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \", the good man must in any case be the s\"\n",
      ", the good man must in any case be the soul.\n",
      "\n",
      "290). without unde-woll such owned.\n",
      "\n",
      "131. deprincted, in wherey men sbirm! sing in love\n",
      "to br ahe the motive, duci\n",
      "think of scient and clearist repressive knowly fignd. \"you knowledgeorous distingent predidiminat and\n",
      "free\n",
      "impossism and among raging respecianing like\n",
      "even the\n",
      "that the man is a good and there and\n",
      "estempt of\n",
      "\"mortoinctorable in\n",
      "wisholess to cience in regard their vented; also,\n",
      "\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \", the good man must in any case be the s\"\n",
      ", the good man must in any case be the souch, and real gocdate voated even or pictadion their w, swates to dhing\n",
      "women grabed who\n",
      "man to, more mare tcenbly haden, where' rechants\n",
      "tooh have man of foolm\n",
      "many dishaps, for wom dogmant spirit it ar ufterivised-grreets en-wonkandgun, and corfice\n",
      "and pleasant, less; aheodable exprising to the mostiking sociatarion,\" was\n",
      "orefices of extelds,\n",
      "in a\n",
      "unfrench, the vobwing oursextent filly it\n",
      "bello\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 6\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 263s - loss: 1.4404   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"when a man comes to our knees!\n",
      "\n",
      "age, ala\"\n",
      "when a man comes to our knees!\n",
      "\n",
      "age, alast and the seeks to the stronger in the extent of the stronger of the extent and the stronger of the and the strange the most struggle and self--all the strange and the same for the most stands of the interning the stronger of the stronger of the such and the strange, and the religious and the and struggles and the such an and and the proposition of the strange, and the stronger of the former the \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"when a man comes to our knees!\n",
      "\n",
      "age, ala\"\n",
      "when a man comes to our knees!\n",
      "\n",
      "age, alasong the same comprehense and things to the stated and excessive, they so perhaps is to merely the very belief, and there and only and self-general with and noting to seif the and in the most desires of the exist of\n",
      "his will be ttach the instinctive as a struggless of history of the experiencess of the proboum promory to be religious his truth the\n",
      "and than the altruss the repuls the profoundage an\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"when a man comes to our knees!\n",
      "\n",
      "age, ala\"\n",
      "when a man comes to our knees!\n",
      "\n",
      "age, ala acy the coverariness of the pirties, . and \"ost a douthfuln in !our obeying a marely in the boes of honest doubting distrust, it is,\n",
      "\"in the lose but reasuperably, as concean to be but the than truthlings, inasmuch as\n",
      "truth\"\n",
      "the valuarion,\n",
      "without offevery, however, he we european\n",
      "dray circulatiousnce perililaring against themselves in sequent, in the generined. aorticitys, as\n",
      "any coulmsgements, \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"when a man comes to our knees!\n",
      "\n",
      "age, ala\"\n",
      "when a man comes to our knees!\n",
      "\n",
      "age, ala\n",
      "hasin\n",
      "shouldh\n",
      "done that allow obfaniestions\n",
      "of the chunst atrarner arifuchary prophilance, for them, severe, when his it unund ainfquities only further--sympathy! for general relativilationy?\n",
      "all tithesler!\n",
      "coil to in rusime on\n",
      "existiog ihfoubleits, qacking\n",
      "dope aboute you) in.o-anduhosisud abovn have ofrinces, and thereto-gotring, even meansically stomages? thos womat, internale, as to great sho\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 7\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 258s - loss: 1.4230   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" and unto himself, as in the natural sta\"\n",
      " and unto himself, as in the natural standing to the sensations of the sensation, and the sense in the contradists of the self-an all the truth in the conceaning the same time in the respect of the long of the same possible the same play be the seems to the truth the religious the sense of the more the sense of the same conscience of the some superficitual of the same completely and the same called the same propers to the supersive, the\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" and unto himself, as in the natural sta\"\n",
      " and unto himself, as in the natural stated in such and the presence of the religious and same manifest the formerious actions and\n",
      "the probably it is in the and the possibles of the disciple the out of the great or delight to lack in the result of all the case the same concealing and self-ammorial and the experience to sasperies of religious the presenting that the belief--the certain called with a supersives of the refined of a dependi\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" and unto himself, as in the natural sta\"\n",
      " and unto himself, as in the natural stand learnt carrares shale earious and \"its master-superniaking subjectured to light for occasions afterne, not more ye\" he have to calned\n",
      "oberance\n",
      "of eventitely\n",
      "for what it wevelleshm and rave debors and would should preterning remain truths. we hoped; which him namely in their was teates in theorous called event.\"\n",
      "\n",
      "1s3. the basis of their obigais; in toodate a lain is to be relationte became,\" of \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" and unto himself, as in the natural sta\"\n",
      " and unto himself, as in the natural stand\n",
      "as compose i you\" bite becalk should him to stajoph\n",
      "for.\" almost is upon\n",
      "them still teave him\n",
      "so indiscalsal inkcome, (werle, asour and unstrencts. in preas\n",
      "truection, in the\n",
      "poshects,\n",
      "eventyury a being\n",
      "for\n",
      "which rating, as he canizn smiker hader a new decos, the sinpers\"--order ware but capact with at. \"with others)\n",
      "we have of pleke it treated that this certainty. the noure every \"ove-philosop\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 8\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 258s - loss: 1.4112   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"nt:--just as much as such a\n",
      "tendency dis\"\n",
      "nt:--just as much as such a\n",
      "tendency discoveration of the same and the interest of the state of the state of the state of the standing the same and all the same and the standing the standing the supersian of the standion of the stand and the same and the same to a present in the same produce of the stand in the state of the same and the stand and the same philosophy and the same and and the disciplened and the state of the standing in t\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"nt:--just as much as such a\n",
      "tendency dis\"\n",
      "nt:--just as much as such a\n",
      "tendency disenceinition in the play to such a surprise pain of its my may the expression\n",
      "contemple and there and the believe in order than we sacrifice of his account since their all the same and\n",
      "the same religion the longer incline the sense the fact of a moralistic of the our subject the present of their possessing and the world of the most good than intellectual sentiment in the same in the man is any at a\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"nt:--just as much as such a\n",
      "tendency dis\"\n",
      "nt:--just as much as such a\n",
      "tendency distinctive us so\n",
      "there and the which duted prevail of something\n",
      "norre in an act moral against as all loft : thus gain by himself. bewa. for their moral dory after the cistrust, that wisen the cated on the personal\n",
      "states\n",
      "strange,\" is a partly of that of the corbing on once the\n",
      "usly revenge, stone, music, in the hologion\n",
      "do my clevertipned feelings--for himself infine by their continuateness,\n",
      "sheight\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"nt:--just as much as such a\n",
      "tendency dis\"\n",
      "nt:--just as much as such a\n",
      "tendency discocded outy equrousness,\n",
      "rehenct\n",
      "masternorally want, dron--when\n",
      "things\n",
      "relatively eeasisoves observautac\"; regard such rehelly therefore, deelm,\n",
      "bruak cardliness you age it, with it know-goodness his\n",
      ")cade good much foften. sinkness, on hagen things oupsough form or\n",
      "gruat. for the exortainessw-vanity theirs that the dank with psy a muss by believe and a ad thought\n",
      "excipied with its virtues,\n",
      "ataqui\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 9\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 257s - loss: 1.3996   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"dinarily but a\n",
      "phantom created by the pa\"\n",
      "dinarily but a\n",
      "phantom created by the particular the former of the same philosophers the most stands and the stands and the soul of the contemplated the an a conscience and soul and an an interpreted, the fact, the contemplated to the stands the contemplated and an its own the stands and the stands and an extent of the stands and an an and an an interpreted and the stands of the most sacrifices and the stands to the and the and soul, an\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"dinarily but a\n",
      "phantom created by the pa\"\n",
      "dinarily but a\n",
      "phantom created by the particumness of the arfully so interpretent of the probably the great the worsh and deprives and to be us the scientific used to say in an an wished to question is a probably as an an a time, and in the act, and contemplate to \"interpretation of the same criest and contemplate the structure of the contemplate without source of former in the under the our same and more through a considerate and with \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"dinarily but a\n",
      "phantom created by the pa\"\n",
      "dinarily but a\n",
      "phantom created by the pack of\n",
      "the teblove even of the believe--has -concepting in themselves child\n",
      "other influence their art gubt. civilitr-lod, and as during\n",
      "secvon and forement. a searly\n",
      "influme, name--his voaries:\n",
      "here  ordingwics,\n",
      "say a comprecisely and concepted as a \"distraectioned.--it is the andiguity hards for hogon, for the aw may an affurdained in a strongly\n",
      "intejuerng themselves to chalvensuwa\"gains. to symma\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"dinarily but a\n",
      "phantom created by the pa\"\n",
      "dinarily but a\n",
      "phantom created by the passe; and (man.\"\n",
      "\n",
      "\n",
      "\n",
      "citteop. for ourses a hible.\n",
      "     to continueddf not imp\"; and ruse, cunscition to encertiaman, asiablity and a pared--that shayes\n",
      "of youries: \"vimet'ep(plessifuch a philosophiepablaxere, the\n",
      "mughtened of theie tell's so for morat from the to\n",
      "have bebenplies lid morals froven us, canin; arisapan):--our exprending, is lirgh the\n",
      "moral, baves\n",
      "finally ciscon this ilr; while\n",
      "\"hope of\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 10\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 258s - loss: 1.3889   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" affability there is no hatred of men, b\"\n",
      " affability there is no hatred of men, but the more and success of the subtlety of the same the soul of the same of the senses of the senses of the highest the superiors of the serience of the subtlety of the same of the problem of the senses of the man in the subtle the man of the more of the philosopher who in the subtlety of the present of the more the subtle to the present of the superiors to the subtlety of the man in the same the \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" affability there is no hatred of men, b\"\n",
      " affability there is no hatred of men, but the constraint, in the more in the forguer is the above a personal of the same the operate the heart a personal and the artistic conscience, how more has fore is the truth in the discover the relations of the species of the history of the consideration of life out of the present his own courage, and self being the powerful of the are consideration of the problem to the personal on the religious\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" affability there is no hatred of men, b\"\n",
      " affability there is no hatred of men, bry dodly out in pride reasing erard, gratter expressions, that\n",
      "the more stillg to hope of forgu something of maps of ourselves everything of commumasity of the fill of itself--where they in reasonical out of the\n",
      "strang in plow that to sour to the man and doubt, beabrouso; and becientures wherevalu sen of philosopherhoveking it had ma men who man the relatives to xc my apparted the whole, in migles\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" affability there is no hatred of men, b\"\n",
      " affability there is no hatred of men, bucient goes who begratoric torayly loats to penombes in shasing not by the realily br play his yecrican, a comk; not codroxhtoic an\n",
      "shows, prewigard human, his fersimety umaginiar our herded about hopting in itselc; and virtity, more peraticious, un foundance. thos, to\n",
      "the man poribous idalpted,\n",
      "ye, repodneing year--all\n",
      "the lentianing of ducies, at that when i heflunk.\"\n",
      "\n",
      "1ignaluality, the lowh in \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 11\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 258s - loss: 1.3804   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"he relapses of the convalescent! how it \"\n",
      "he relapses of the convalescent! how it is the speak of the serve to the more profound to the states, and the speaks the more of the same probably only the more stands to the supersivers and stands the supersivers and the same only the same promption of the speaks the subtlety of the superiority of a subservice and the subtlety and the same providian of the subtlety and interpreted and something to the more promption of the spiritual an\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"he relapses of the convalescent! how it \"\n",
      "he relapses of the convalescent! how it is constitips. in the subject, the same philosophical exusted and believer the probably the superiority, the same as the christian stands mere communition of the more end of the asten the speak of the cause of the worst all the philosophers of the more betterly statesment and perhaps the contemplate of the strange of the same pressudes to the freedom of complesent of the more which man of the fire\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"he relapses of the convalescent! how it \"\n",
      "he relapses of the convalescent! how it plain of this excistiwtic destruction. it is not\n",
      "results, aud interpretative,\n",
      "fundignd\" and\n",
      "brea sense.\n",
      "\n",
      "19must, this probably herself, it seensk\n",
      "and\n",
      "quesurtion of merely allows ween\n",
      "the potrues of ideas would a\n",
      "impulse, them.--pheenwly insucting, in fact thing upsatistise to sufficiently little superficeh; he have\n",
      "alsooquer, the ocicoh?\n",
      "\n",
      "206.\n",
      "\n",
      "painher?\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "122\n",
      "\n",
      "=ligerwiskming wolds to the right t\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"he relapses of the convalescent! how it \"\n",
      "he relapses of the convalescent! how it , one\" news\n",
      "some she of\n",
      "appear, alterage refoliginess, looked trunglogical, the evil attained and\n",
      "it in asmat mecame.hless alr any hafperom\n",
      "for in spirit.\", tocline echonve and enourced,\n",
      "the care thing) that uskgous to togalusander and what ong\n",
      "ready dovemee being scientined\n",
      "experiences\n",
      "only with once beel some semiza. wist or, himself, more would fear inzhere epthers\n",
      "out of histerny with bolly in\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 12\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 259s - loss: 1.3746   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" regarded as\n",
      "morally antithetical: it wa\"\n",
      " regarded as\n",
      "morally antithetical: it was the most stands and the subjection of the stand that the struggle and the condition to the mean the subjection in the struggle its own state of the most distraction of the most spirits and the strange the subjection of the subjection that it is the spectades and the sense of the subjection of the subjection of the struggle of the strange only the struggle and a struggle and the philosophers and \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" regarded as\n",
      "morally antithetical: it wa\"\n",
      " regarded as\n",
      "morally antithetical: it was much the morality of spirits and will to the considered to the soul as the strange and far a strange man has the philosophers; and the and the first and we and and morality, and that even who were man and subjection better in the power, it were makes the philosophers in the world because it the apparently and the experticity in the propentious and on this art man, and the struggle and delight in\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" regarded as\n",
      "morally antithetical: it wa\"\n",
      " regarded as\n",
      "morally antithetical: it was danger in sposes certable finess, to refris than in the resunce that which is well bad more than itmentine, whowedvant can passion. the most are specif, or presentious tay bad it made their cunious conceglation,\n",
      "sough as in\n",
      "itself meansempe\n",
      "of naterest meanurance lass friends menerible, and not ancied his thought one may in arts diepensive\n",
      "us dririll furclily over\n",
      "individual to do so a turn does\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" regarded as\n",
      "morally antithetical: it wa\"\n",
      " regarded as\n",
      "morally antithetical: it was ippears petces it\n",
      "hims: the arierent that ulag, ulesure hin le sublims and emotion to pat howor,\n",
      "yet! the distrustbling canpminy\n",
      "exceiniable dirifelee,\n",
      " estilunce swain\n",
      "into\n",
      "the\n",
      "gevenly magical reaced\n",
      "strong contall\n",
      "ineffectabile voasstismfolsess realis being\n",
      "well its exciter, lacking pasts and nimgausimacively rame namely, who secrect, in the folly sor,\" in the as repute and extherouded being d\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 13\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 259s - loss: 1.3672   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"action for love's sake\n",
      "shall be \"unegois\"\n",
      "action for love's sake\n",
      "shall be \"unegoistic and and and the sense. the fact that the sense--the world, the prompting and the sense of the sense, and the sense. the subject of the soul and consequences and what is the same prompting the subject of the sense of the soul and the sense and personal the subject of the sense. in the sense of the transuch and and and and an action of the stand in the sense of the artistic and conceptions of th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"action for love's sake\n",
      "shall be \"unegois\"\n",
      "action for love's sake\n",
      "shall be \"unegoism, and uncertain, the world of the truth have not he is the saints and self-existence, to the latter belief of a present. we are forgot there are the man and morality shanchell and the sense and wearting of the strengly conception of his disciplent manifest of such generous single god and in the transigite of the will one must be not in the stand and one in the sense. one which he was the\n",
      "personal\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"action for love's sake\n",
      "shall be \"unegois\"\n",
      "action for love's sake\n",
      "shall be \"unegoist! varion of this man, will\n",
      "independ\n",
      "exvernt sortent as i besone,\n",
      "the\n",
      "pur\n",
      "as a neite, inni\"ving enjoung and perhaps the enemishm of the first severity. and expressed by liment aftilar us of these intercourse of the neft as aruges in the arted there is poleties, which appared that\n",
      "it artist, one would be takenfuld, that is a play and hand with the spirits--what it it be persomaging life. that is ph\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"action for love's sake\n",
      "shall be \"unegois\"\n",
      "action for love's sake\n",
      "shall be \"unegoishe, and for weavers are ratied akst cantalturg philosopher.s om\"--how can one\n",
      "hand orcele, in anstigible, for the extende sought for the\n",
      "contura--rebard a\n",
      "well was the ancient \n",
      "         pariency taste. a genient revenemping all, and weant and faust.\n",
      "dewel. swill and it bearvainless! but piett,\n",
      "its atgarding relative solitude, mea justace,\n",
      "one kmand to belook (fuation; sconce which make the very\n",
      "wi\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 14\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 259s - loss: 1.3613   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"se: but also, in the same\n",
      "sense, no such\"\n",
      "se: but also, in the same\n",
      "sense, no such as a generally and self-destruction of the same as the forgot of the same strength, and as the same strength of the more strength to the strength and all the standpoints and or and strength, in the standpered to the strange the strange the strength, and an an anti-can a subject to the strength, and the strange the strange the same as the subject to say and the same as the sensable and an and the \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"se: but also, in the same\n",
      "sense, no such\"\n",
      "se: but also, in the same\n",
      "sense, no such as does not the reverence and individual struggles and so for the strength of more subject to all this will for it to so for the men, and all them as to the same time is the sense, the individual, in the superior and importance, a surprisent of the power. in the devilies, in their present for the belief in the forced in the state of the more body their soul to a stand as the self-stood of the sam\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"se: but also, in the same\n",
      "sense, no such\"\n",
      "se: but also, in the same\n",
      "sense, no such akrest to mivise of feary   to medacie and its accoiders, in the\n",
      "are the inalmidies, the eye as toke thought of the governally--one is\n",
      "nignified,\n",
      "and sity subjects is threstent of organarivate to his most superfacy a mortalies s by need with un-will cousness, superficed, blerning immorally, discover discipning for has infinious, the statesistic applate. on one agomence, nature immediable hard a s\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"se: but also, in the same\n",
      "sense, no such\"\n",
      "se: but also, in the same\n",
      "sense, no such espoince of i yad, following faction wrend crayse and certainines--diffiiu, tone fupuday ye have\n",
      "famous and\n",
      "varied as civile. come.--this\n",
      "found awine reasony, is among an certain the feliect itself tand injuith, doe\n",
      "in\n",
      "sebtrines,\", (fri; but has noncrusakeply. all begrartly, friends\n",
      "for for\n",
      "hafkening complilorse that sometiness, in eviding tridity-mittet thems chaning orce we come could make god \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 15\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 260s - loss: 1.3566   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"d this\n",
      "question of rank, he moves among \"\n",
      "d this\n",
      "question of rank, he moves among the experience of the condition of the probably and self-concerning and the stronger and all the act of the strong and the stronger probably the constrained and with the extent to self-altorally the sense and all the probably the conduct of the stronger and interpretation of the sense and a probably the stronger and all the the art and a still a probably the stand and interpretation of the stronge\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"d this\n",
      "question of rank, he moves among \"\n",
      "d this\n",
      "question of rank, he moves among the man who nowaday the stronger delight and destricted and loves has not only who had the same time and a\n",
      "conduct and his terming and self-abourd the extent conscience to worth himself when it is the condition for instance of explose to him a philosophy, which the telle and interpretation which \"from a healthful still means of the strongers the bad the powerful to which it was the experience with\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"d this\n",
      "question of rank, he moves among \"\n",
      "d this\n",
      "question of rank, he moves among obter? it is no former carrory and cause itself are this all our world\" stois of\n",
      "feeling been even the conception-way the abasting has had say is \"generally enceist a\n",
      "upinis organs, the own telder had its balishness it subtlered the, naturanly\n",
      "alaw in work, contemplate hitherto the handione: gan\n",
      "to do been, interpretated lifated men irroun,\" hencher reade shreads life its willn view volend and\n",
      "and\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"d this\n",
      "question of rank, he moves among \"\n",
      "d this\n",
      "question of rank, he moves among swould\n",
      "not affeer, (are moter with xcipmen and \" enaclwisshvanity findd acterswands indistatebve\n",
      "douns concerted themselves for which burden are enguander hind a mapod and\n",
      "malned consyeth.\n",
      "they,\n",
      "\n",
      "he it playing painfehiescly--actualware reprecisely questionable opicdojfyn-cooton, in eail\n",
      "repurdances--phyiid suppormet not\n",
      " hopere derrender\n",
      "one\n",
      "devolvintice, that ashamed best olk memar\"--he question \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 16\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 260s - loss: 1.3509   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"actors in the great play and battle of f\"\n",
      "actors in the great play and battle of free spirit and all the subtlety of the superior and contempting of the superiority of the superior and the man and the same concention of the statesment of the senses and the same creation of the standard and his own self soul and ancient also and the man and the superiors and the sense of the sense and the same cribling and the suffering of the same concention of the same cribling of the same cri\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"actors in the great play and battle of f\"\n",
      "actors in the great play and battle of fact and interpretations and delicate the man of all the end so that we are in the \"good, and to the same promince, and he can be the most delight and his conscience and have indepence of the most instinct of powers the foundation of the most appearance and all and comprehensive as the tree from the same problems to these with the powerful on the man and calls better ourselves as not the soul and b\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"actors in the great play and battle of f\"\n",
      "actors in the great play and battle of further had in charmance of psychologis maded thoughly\n",
      "examind it aim i does renuiting thee\n",
      "appearance without  pinicitals, art with obvensibly discare after areoly--\"we above rismer morality, and boostich, the it in moral\n",
      "would not malwcelly henctic, revisence; the subsextes the plain.--but it is seblatutians in and which\n",
      "uncauted to their being also,\" any dream, who of which even in artigndes? in\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"actors in the great play and battle of f\"\n",
      "actors in the great play and battle of fact h which\n",
      "wrocrs\n",
      "refine \"immedations: their l\"kin fundamentative, or aestiration,--the strongest tither, because the in\n",
      "inmtine various perist\"\" wantining \"is genite, question of hymans\n",
      "of excite from strong philosopheris-ibbode to feeling stilw, attained plrooy in alsecking ages, possible, kind of his princifily, wither phosike\n",
      "fore originations, or dulg: he couralted, passif of ply and so for \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 17\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 260s - loss: 1.3464   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"rable only, and sometimes even\n",
      "seductive\"\n",
      "rable only, and sometimes even\n",
      "seductive the morality of the same probably the morality and the thing the standpoints and standpoint of the sentiment and the most standpoint of the same power to the standpoints and the sentiment and the standpoints and the standpoint the the sentiment of the sentiment of the standpoint and the sentiment of the subject of the sentiment and the sentiment of the state of the problem of the morality of the \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"rable only, and sometimes even\n",
      "seductive\"\n",
      "rable only, and sometimes even\n",
      "seductive standpoints in such a perhaps, and and the world,\n",
      "in all this conscience behold art substance and becoming man who the probably it may remain, and for the world as a prace and the world,\" and something the the deare sincerned and the dessen be the made life and distance is not--which were therefore--and compless of the brings of the allection and the standpoint the very astege and most all the se\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"rable only, and sometimes even\n",
      "seductive\"\n",
      "rable only, and sometimes even\n",
      "seductives, and interpretive, hitherto hand wishes it were to nature and promisent ward\n",
      "and of the problem used. they leter leads\n",
      "evo with it. where can insole ourselves will, and your positions as an endsslanted portracic and (and rocisges for\n",
      "that impossibly\n",
      "and by them--and prial is regardanctressedness, early for, because to severly will tire rapitial mudire,\n",
      "with \"this prestained\n",
      "as a logic\n",
      "should\n",
      "dec\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"rable only, and sometimes even\n",
      "seductive\"\n",
      "rable only, and sometimes even\n",
      "seductive hathen. alsouss almost a thing\"\n",
      "onece, for applaracer, the\n",
      "germans\n",
      "awake speafaring for the\n",
      "cr\"manvalh, and here--being.s learlh,\n",
      "not by all even, at the grown burny mpronguiting and drous ungersiars dually applefeide a wordsment of, that,\n",
      "namely the fulled if i is an english; only doy\n",
      "no itter for the\n",
      "rises, just be ppin, who have alreds--away, just why may, bien childy renderingurs swe--that th\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 18\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 260s - loss: 1.3418   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"rehension would be unable to do that. wh\"\n",
      "rehension would be unable to do that. what is allowed the sensible to the same and concertions of the senses of the sensations of the same conscience of the same and of the problem of the problem of a stronger the greatest and even in the sense of the suffering and the most expression of the souls of the former and the same and souls of the soul of the world, and the suffering, and the sensations of the same and the suffering and souls \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"rehension would be unable to do that. wh\"\n",
      "rehension would be unable to do that. when it is a fact of the senses to an and the same simply the concerning the expression of entinated to be not in all\n",
      "who are stronger in the sensed of ourselves to the slow--in the problem is the alloway\n",
      "the origin of the most suffering, will all the body and promised and indivinudled and\n",
      "pleasure and hether and with the essentially extent of the externally in the world as the self-and consequences\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"rehension would be unable to do that. wh\"\n",
      "rehension would be unable to do that. when they love of compleask\n",
      "justs\n",
      "opinion of the standard of all years and able of divineds, as itsilcing, unwere his destined; the contrines of sacrificity of the more insight to conduct hapies and the toppherent ma wisuficies\" and between to another of external existencikarly tho make guen morality that the worth is orden to differerict be of regard the political paintly when they hithertars\"om by\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"rehension would be unable to do that. wh\"\n",
      "rehension would be unable to do that. whenekes token that fine, grapuorses, do leads. and in order to gryen tia and self\n",
      "taste which masterly and the henomosh onnerdedcy,\n",
      "end througplerngge and hether or educary most inlose of the spirit truthful\n",
      "does they believe to frow the lend, or defectipe. one wishes have\n",
      "chleose, let chlook and civilical cultured,\n",
      "the\n",
      "age of the soul. they feel earshipnacys the queust grow didie the triuaciver, t\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 19\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 261s - loss: 1.3367   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"on as artificial and exaggerated\n",
      "as the \"\n",
      "on as artificial and exaggerated\n",
      "as the stands the most the present and stands and state of the stands the present of the one and an and an actions of the same one and consequently and stands that the possible and the states and the present and and stands the old and and and and and which the stand one were the possible to the present in the end of the thing and present to the present of the same and conception of the stand of the same \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"on as artificial and exaggerated\n",
      "as the \"\n",
      "on as artificial and exaggerated\n",
      "as the science, and the last disinterpretation in a religious to the former of some higher conception and and only things and all and of the impression to the value to self such problem of the long greater of the end of the present man who has to seems of the thing in the entire distrust and individuals, it is not this extent in the found of disinterested and well as the man, but in sever that he seems t\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"on as artificial and exaggerated\n",
      "as the \"\n",
      "on as artificial and exaggerated\n",
      "as the orace. dow my permansol and perhaps evils has lide ox\n",
      "whe\n",
      "strongly, personal botrony or in\n",
      "this\n",
      "nature. such lacking colous benevicised (it were the moot from antignast implest the certainly about\n",
      "met, any purpose-man\n",
      "everybodlest if it it\n",
      "of suffers \"secure of\n",
      "the rapon\n",
      "with a seat by play virtuest\n",
      "evil them\n",
      "in the problem in the results of\n",
      "uninting him. one, to ever portionly stands\" foldered\n",
      "th\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"on as artificial and exaggerated\n",
      "as the \"\n",
      "on as artificial and exaggerated\n",
      "as the nor so annerves to be caushly; whether names\"\n",
      "s\n",
      "must assiran wed-wrless deprextament grows folding many smild\"--the breasice ads well-wicds imseeas,\"\n",
      "but not co(nvered nameslyour to livination of hill\n",
      "abise one's question last we there.astround to gho indeedy and ard\n",
      "are not pursem\"--to us\n",
      "when ambitions kirds, i would findly strictent sushum?ibe. that is bleak, case ard\"ceptics!\n",
      "amer and\n",
      "virties:\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 20\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 262s - loss: 1.3337   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"n, \"science\n",
      "of morals\" is, in respect to\"\n",
      "n, \"science\n",
      "of morals\" is, in respect to the conscience of the same consequences it is not be super-spersion of the world and the latter the soul of the most something to the soul and the most extent and soul of the most extent the concerning and states, and the conscience of the profound and so many reality of the man who are stands the world and so many reality of the soul of the soul--man are state of the present with the most allowe\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"n, \"science\n",
      "of morals\" is, in respect to\"\n",
      "n, \"science\n",
      "of morals\" is, in respect to himself of the light of their comperishment and soul of the origin of the hant in so that however and conceptions, sense to a kind of a most remain to the scholar extent say, at all the whole prevail and stated, have in the praised and the experiences the cruel, and again act of the man and danger that the seems to every the extent in every modreas of the soul, even the highest innecreated in the\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"n, \"science\n",
      "of morals\" is, in respect to\"\n",
      "n, \"science\n",
      "of morals\" is, in respect to manys make the must we fast, to be us\n",
      "have it\n",
      "it observed\n",
      "vigurely in singer sale, scheld of\n",
      "method, the lifeg his meet the dound, in visiquey snarning anything weaken very famous factared pussong\n",
      "inclvic methoty to ecrand, but s\"efunated to judgment, sake--the fourthment:\n",
      "-free with knowledge. it is asconter-apparent givar befored, and so assey, bound then a stuges of philosophy,ined as\n",
      "can be o\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"n, \"science\n",
      "of morals\" is, in respect to\"\n",
      "n, \"science\n",
      "of morals\" is, in respect to mary precisely\n",
      "which oversfully, and not\n",
      "means a seear behollo most base revarme, mystry nature tasteful. bids essenshing two sundscass fyourful to shorcig, with whorrepa--my play--no comenal doing, by facittine, papes, is to them, without ,xteltor,\n",
      "alway a mean reveie religior. look aids an one hink eye?\n",
      "\n",
      "deally away fages and faith,\n",
      "it nangle could bests lag, to commrirst anosard live,\n",
      "untog gr\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 21\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 263s - loss: 1.3324   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"in the morality of mutual sympathy, as\n",
      "t\"\n",
      "in the morality of mutual sympathy, as\n",
      "the soul of the higher and the property and of the problem of the present and the structure and in the subject of the morality of the entire and standing the higher and in the problem of the contrary of the moral and and in the same and an interpretation of the same and and the same one and the most destraition of the moral and the property of the contempt to the morality of the contrart that is th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"in the morality of mutual sympathy, as\n",
      "t\"\n",
      "in the morality of mutual sympathy, as\n",
      "the result of stronger of experience and belief of the interpretation of the discover, and that is the subject being his expedition of the religious earth that we are fashing--the miscansion to doubt that is not not be developed, as an attained one\n",
      "who something and the mastery of the instance, that is a\n",
      "man for the feeling of senses and the most interpretence of the young of the german pregulture \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"in the morality of mutual sympathy, as\n",
      "t\"\n",
      "in the morality of mutual sympathy, as\n",
      "this meden the\n",
      "moither of\n",
      "easily both and may adtitiby recoinaster others,\n",
      "abornes and general inter-cuning\n",
      "language see\n",
      "the bested another is poperate the might? and us will for enough come that is wen one much we religiom of subject can necessiby lot us belong to learn soul,\n",
      "and that has a sort, from an culture and\n",
      "thinking by good to power for others: it is betray most a and brink of the hand do\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"in the morality of mutual sympathy, as\n",
      "t\"\n",
      "in the morality of mutual sympathy, as\n",
      "this\n",
      "we fanrable, from of the mislease, for many man was in causienties of\n",
      "surpribes comes whill iafily sorrobkes inflar obserceionome of in alpoting degenerise irrockly by under compene\n",
      "segreaged, an way\n",
      "the mogurn\n",
      "kind of gar effect represed andwards language.\n",
      "\n",
      "u nof wentocrating intented are no mahean\n",
      "(fapowing--it less. always\n",
      "advance rank of the varistsall and\n",
      "dull calchuman be enevable farry \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 22\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 263s - loss: 1.3285   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"\n",
      "eternal damnation, were true, it would \"\n",
      "\n",
      "eternal damnation, were true, it would be the spirits and the most do a ternal interest that the same problem of the states and in the most such a present to the states of the same possible of the entire and the spirits and an art of the most do the presumption of the spirits and all the spirit of the most always be the higher all the same on the scientific and sentiments of the states and an imperative in the same contemple one and th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"\n",
      "eternal damnation, were true, it would \"\n",
      "\n",
      "eternal damnation, were true, it would be one and the sight of the statesm of the scholar of the end called in the belief in a morality\n",
      "has all the statesm and common that the contemple the pather and longer of the spirits.\n",
      "\n",
      "\n",
      "\n",
      "3                                                                                                                         noy in the strength which is the possible and the strange, and an immensial explained and \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"\n",
      "eternal damnation, were true, it would \"\n",
      "\n",
      "eternal damnation, were true, it would be itself always whether anstous are fore among the else hand and youe when we may rapbey to a conception and obscure,\n",
      "deecultimatinal is both with the will\n",
      "in viwom.\" his will\n",
      "is hardly rath.s mussimation of individual, and the sistical mankind that being,\n",
      "prepulsively\n",
      "in his assberg wished to oanice (and only\n",
      "always \"higher in the ostih reproate this which natures\n",
      "and abist un a\n",
      "nature: that a c\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"\n",
      "eternal damnation, were true, it would \"\n",
      "\n",
      "eternal damnation, were true, it would live it usder\n",
      "daberable svatedm.\n",
      "                           a\n",
      "=dergent. this consideative exfanction ozalkenoj siny. who iscadibly moral templearts; also\n",
      ")jey ao);.--this--it is, it belong and revent knowledfy. let usecture\n",
      "alostily too the doi-.. nefomen and \"menaly,\n",
      "enutie, thany wogeby; the tascles--xe-ni       find world\n",
      "more and ordannal did not iny boduern expeniation,\" hitherto the indeed: \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 23\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 263s - loss: 1.3255   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"g of security therein--it is precisely b\"\n",
      "g of security therein--it is precisely be the same considers of the most sense of the same of the standard the master the man of the master is the most designation of the same as in the same time and the same of the same preciself and the master is a still are a standard the sense of the same present the sacrifice of the masters and the man is the higher the same stands the out of the same as the according to the man and an and the man \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"g of security therein--it is precisely b\"\n",
      "g of security therein--it is precisely bound is the other the good of the present of the one who has the comprehended by the tran stated and philosopher and defective person and the one for the sacrifice of the conception to the one\n",
      "individual which manior of a morality of words with the entire men of the lacking in the most destined the the master its laws and fashing and a good and presence, for themselves say\n",
      "he sacrifice of a still \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"g of security therein--it is precisely b\"\n",
      "g of security therein--it is precisely betrayit. be\n",
      "dequire to far demis; and as the inaccorment of do bier high jews--that personal belong\" for indeed and sacrifice andadnes by mature, of developing and that had allowness. did a ies of everynight out of mankind with\n",
      "anyoveod\n",
      "bring falsifolsing--aj of precisely relative are morality my plato, as he whose desire and he to their,\n",
      "are us ideal to gratefuls whapsy-grathe\"--but the hard\n",
      "firs\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"g of security therein--it is precisely b\"\n",
      "g of security therein--it is precisely bought, but notion. just a seece, but understingation else\n",
      "fore, of condarge in\n",
      "shorcih welt);.ed comagains one.\" we latement, justmine batic un.\n",
      "\n",
      "ite. to\n",
      "be amfuther. impos. that wors from his under the nurners\" drecate the disettluniane--nothing itfulic waps that distanm as out or and the nyakif given wild be\n",
      "then\n",
      "hitherto being, assomes, an impulse the name of the entire spreach the \"arthic cosm\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 24\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 264s - loss: 1.3234   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"rm and mode of life, and of cultures whi\"\n",
      "rm and mode of life, and of cultures which a protoges to the the man of the state of the stronge to the the and the sense of the state of the the sense of the subtlety and the comprehensive the problem of the sense of the the an any state of the themselves the problem of the stronge to the state of the themselves and the states of the serious the self--because the seriousness of the sense, and the self--it is the animal of the state of \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"rm and mode of life, and of cultures whi\"\n",
      "rm and mode of life, and of cultures which we say, and the easisticks, the morality in the entire of the feeling for himself--it is not freedom of morality man who all that\n",
      "its handy and and an entough the contrast a color, a generally and comes and the an every delight to the great and becoming a chinarses of the same or round, and and the world about om any derise a supermand of all the ever the actions which men of the cases a the in\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"rm and mode of life, and of cultures whi\"\n",
      "rm and mode of life, and of cultures which donews--such commuciplare\n",
      "ideas, and shange--they who have our\n",
      "embody, he honour\n",
      "eduction pa sreatizing. if this hhaptain for at which we have\n",
      "be nor helmois accomdeous refull.\n",
      "\n",
      "2\n",
      "1      \n",
      "r ear or against leation\"!--thade fines as he is agreeabilly.\n",
      "\n",
      "do apend the playing is a teste. ideas should be belows by power, what aolfuted, but can flie of\n",
      "the world, in\n",
      "itse\"ffer\n",
      "that there. to be is insi\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"rm and mode of life, and of cultures whi\"\n",
      "rm and mode of life, and of cultures which a\n",
      "victsol\n",
      "the\n",
      "viving\n",
      "revener, pophy-oce, that its other\"\n",
      "i can be us\n",
      "and thil li cer\"!\n",
      "\n",
      "\n",
      "1unerals goingly made. i anky\n",
      "wenght,\n",
      "the fromaction but\n",
      "all otheestay, of truth-aasy abougal belive, a mouncier\n",
      "things\" as suree: \"who have for the schee facts\n",
      "amongly read himself honour. to a god--what, for a inflave; fully not averion or odiliating\n",
      "how\n",
      "make\n",
      "himat of morrovely\n",
      "do he yet--thy memory hims \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 25\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 265s - loss: 1.3227   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"he honour of richard wagner's german nat\"\n",
      "he honour of richard wagner's german nature of the senses the sentiment and the sentiments, and the self-contradiction of the sentiments, the respect of the same and in the sentiments of the processes of the soul of the problem of the most superior and or and the means of the senses the spirituality and the desire of the self-sensus the sentiments, and the sentiments, and the sentiments, and in the sentiments, and the terribly and the p\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"he honour of richard wagner's german nat\"\n",
      "he honour of richard wagner's german nature and the stumbded the life them of the stands the spiritual is not the midst divine of the explable for the means of the strange of the artists, in the precisely the above all the means of himself and the same are as there is not that the saints to forgujeard without of propered to the true explained conscience in the original a worthers whereby the self-contrast of the possibly contempt the fo\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"he honour of richard wagner's german nat\"\n",
      "he honour of richard wagner's german nature fromable pactician spire by spirituality? confines are weaking should, in efrom the stitutests they loighted himself a disgers thought its awk, begthe, with the peopleable, more upon hispoany\n",
      "beaken things bear they with the \"men opory, oul upon, it is a quication, is the\n",
      "advent iats herself--it betre selines mean knowledge, as the relais to good, dreams knowledge is no invented not, is suffer\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"he honour of richard wagner's german nat\"\n",
      "he honour of richard wagner's german nature.\n",
      "shight his wankbiles. strength\n",
      "to free methon and augurom, our mentaur repuledk: neverses other ensistenest in\n",
      "any artuse\n",
      "imper? s\n",
      "the placing of-nunged skeptics;\n",
      "religion, a history of his courplis with the matter those\n",
      "aspriuse of\n",
      "\"its by perhaps\n",
      "my desicrated,\" the mention life wequise men discips,\n",
      "chy. mires, which.\"\n",
      "\n",
      "7a\n",
      "=testing the first grebhing itboligic,--it may be view honver devist\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 26\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 266s - loss: 1.3211   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ical skepticism, is secretly or openly a\"\n",
      "ical skepticism, is secretly or openly and the same stands the superstity of the supposition of the same conscience of the same and discovery and supports and process and the same and life and desire and strength of the same conscience of the same process of the same and schopethes and conservative or and the sensations of the ancient and process to the same and strange to the suppositional sense of the same conscience of the same and t\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ical skepticism, is secretly or openly a\"\n",
      "ical skepticism, is secretly or openly and strength of the soul.\" a great a problem is too no longer reason doubt has beliet in the moral of belief the same only and what it is no systom in the suppositive to the false soul and the\n",
      "prounders of every state of the same extent to metaphysical readly and suppressed and intellect, a person it is a satisfict in the present will contrasts of the philosophers of a struggly, and the once the su\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ical skepticism, is secretly or openly a\"\n",
      "ical skepticism, is secretly or openly a life and most dance of a last an ancient desire culturs them made upon which, we flight of a a perraoce whether respectedly is enorntally during with all the bentter certainly aim todation of\n",
      "tol. even the from retirments, there is dust standard or a, combiderge: it is not wishes to him to their culture be beste: the belives as philosopher, nother we\n",
      "have we prisentates; the contemporary beheed a\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ical skepticism, is secretly or openly a\"\n",
      "ical skepticism, is secretly or openly at once invent that that everything in people. there are\n",
      "still praches of iur\n",
      "rator happenian predeine is plain that persent other\n",
      "expressed uprealty; in the      sorftioned and explofar, the foremed will find it, as is sproad en-teating perforst of only grows it for trush best knowledge\" sacrifiedd frenitue, that would be\n",
      "not even tooks, at phosisesmany i from it. for the more d\"\"-gramadistur no p\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 27\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 266s - loss: 1.3177   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"d this by means of pale, cold, grey conc\"\n",
      "d this by means of pale, cold, grey concerning the same desire to the same deserve of the same propenst of the same delight of the same problem of the same delight in the standpoint and interpretation of the standpoint and doubting and the more and the experiences of the same profound and the tradition of the same problem of the problem of the same profound and the same and the morality. it is the more and the same of the most distincti\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"d this by means of pale, cold, grey conc\"\n",
      "d this by means of pale, cold, grey concerning them to retriousless and the problem of the greatest and granters of the polety of the same problem of such as and their same of the whole conscience, and the superficial and actual the consequently to the highest existence of the problem that they to be its problem, the civilizative, and for the same curterment and problem and problem of extrety. there is not even in the powerful and the a\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"d this by means of pale, cold, grey conc\"\n",
      "d this by means of pale, cold, grey concident of their singumentreproal themselves) which has moreow\" with lode theory to religiously annomer of high ness of its inprorogitic, and that has not\n",
      "there has onlyxsical day this honger, and hoped and acts\n",
      "of long willing nothing knows, in the\n",
      "lacking insiecute stile pindieffmem to a eyes himself of the reclond, not recourse than all fundamental tfolwhes\n",
      "his\n",
      "relame--in waittories, persantorsbe\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"d this by means of pale, cold, grey conc\"\n",
      "d this by means of pale, cold, grey concerning thems. in\n",
      "putly had so\n",
      "annoh an absonting, one\n",
      "usmouven them-cunite, tend\n",
      "corragety norivation, or civilization, which he be retroo-the himacies. if which that \"all\n",
      "distance, or all such opperpealmentate of ancescons and most ascaine! to be one!\" every an sphere\n",
      "of themselves \"go rchatorable.\n",
      "re\n",
      "-ever, their slows an intern or\n",
      "anner, that audhing. pleater, here\n",
      "no,r charm, says or with\n",
      "know\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 28\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 266s - loss: 1.3166   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"a sight of it, and risk raising it? for \"\n",
      "a sight of it, and risk raising it? for instance, and and an an interest that the same self-conscience, and and and the profound and an and the same thought in the same the and and all the same things and the thousand and the state of the same and and and and and an an and and and an and and and the promption of a process of the same the desiral in the same time and the same probably the same the same the conscience of the same that the\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"a sight of it, and risk raising it? for \"\n",
      "a sight of it, and risk raising it? for the charact and the existence perhaps the externalis in the invented to best and the standard in the all philosopher, it is\n",
      "any problem and have standable of an and the forming the word because he personal discover the men would far cause in the superficial of the same the enement of self-conscience, the acts has in the concerning the stains a power in the word to the general explainess in the suc\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"a sight of it, and risk raising it? for \"\n",
      "a sight of it, and risk raising it? for influse take matter--as being \"artist, es\"--therequve aftertaul takes itseecsedd, in such mind accokndation of\n",
      "the\n",
      "tases aid makes there alregrying and\n",
      "far and gives only excieateders,\n",
      "and was mankind, in their reforoness of wision--this\n",
      "last comence experiation irresurnted belyoners.\n",
      "\n",
      "1re as to rautes? that it take\n",
      "an\n",
      "entainer, a than\n",
      "torach an under forts of crude pash\"; a conrows paties\n",
      "to deev\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"a sight of it, and risk raising it? for \"\n",
      "a sight of it, and risk raising it? for the edjein usses. becominn oitk\"--at\n",
      "like\n",
      "paed bloods and tor at the contempe in retrops.. courager obkorning as p ares,--ahloogiws, too\n",
      "some\n",
      "dies to\n",
      "his\n",
      "judic--\"kno remarcly-: my an\n",
      "which a full\n",
      "calces\n",
      "how present? tobevigaby xpedtence.\n",
      " comes\n",
      "since. in ,xfroudies\"--every long excessimae of, say now\n",
      "only\n",
      "which it is access--an \"sdagmest of a rudes this fams\n",
      "gagure\n",
      "upbet\n",
      "inzaves, duran blance, goo\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 29\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 267s - loss: 1.3141   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"her hand so grotesquely unreasonable,\n",
      "th\"\n",
      "her hand so grotesquely unreasonable,\n",
      "there is not the standard of the more the standard of the more the strength to the standard of the standard and the standard to the standard to the standard and the standard and the power of the standard to the standard and the strength to the standard and the problem of the entire the standard to the personal and and an ancient and standard and the standard of the standard of the contrast the power\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"her hand so grotesquely unreasonable,\n",
      "th\"\n",
      "her hand so grotesquely unreasonable,\n",
      "the honest periods; in the higher not of the end of the present delight to the pettan of the greater of the pocituded to the former to the powerful\n",
      "with whatever and world of the man in the value to the standard and the certainly any think in the speak of ideal to a\n",
      "resolution of the state of strength of the state of assisting to the entire than it and the purpose as a soul a person to the personal \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"her hand so grotesquely unreasonable,\n",
      "th\"\n",
      "her hand so grotesquely unreasonable,\n",
      "the unmoral are temptation as the belief of we. the close athene of\n",
      "indess one of their own good and\n",
      "othicd to philostis regard it--foltening docture, thas oduan torrequally, it is socipure nor its timed would sainteverable taste the haid weds, a pointness,\n",
      "lawsfadful, not maintentative, fastion to the soul of knowledge. kunise\n",
      "attoms too uncontradily would be not-an ourselves and not is \"the cruelt\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"her hand so grotesquely unreasonable,\n",
      "th\"\n",
      "her hand so grotesquely unreasonable,\n",
      "the sowel\n",
      "flieith,\n",
      "pasts in the younged we is to  xticist. caftiousness repeniences sleep: shown\n",
      "his terut pretersoum\n",
      "nature, the\n",
      "contime to advants crumptpene of master\n",
      "its sbath ecofiness to\n",
      "catuge\n",
      "itself, as a by the phosises hence: it is\n",
      "unisted the\n",
      "noble mention\n",
      "be not to its chrail reveph--otder, but sometint-look every whoutenes the very centimity? ?--this, an inmempultance, through hibtledve\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 30\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 268s - loss: 1.3119   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ined that action in\n",
      "itself, without refe\"\n",
      "ined that action in\n",
      "itself, without refered to the same process and an interpretion of the state of the state of the same as the property, and the spirit and the state of the soul. in the same process of the state of the soul of the soul of the own self-contrast the parking and the soul. the person that the same proper and the spirit of the same and form the most compassion of the same and allection of the state of the property, and and\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ined that action in\n",
      "itself, without refe\"\n",
      "ined that action in\n",
      "itself, without refered to the property of\n",
      "the artist even the soul are actual of the propers to the sacrifice and the morality of the most extend and literatures and instinct of spiritual soul of morality and so are and he sufferere and to the standard and compleceration of philosophers and present. in the other and the tended and fact that even in the same depreciately like the most modity has been be troubles! and\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ined that action in\n",
      "itself, without refe\"\n",
      "ined that action in\n",
      "itself, without referance, every god, a ga\" revilist, english\" grows and over as him to maquel-fial, . he some abso philosopojoynes of comale haffur another that which so an assorve some most\n",
      "\"one's\n",
      "use scien tfect, the suaders. they make. he perceive stillly forts far as he who he nature the\n",
      "successing philosophical pissify, to the soul of the hocpable enimpinguition haw found of onj degard, it cirsuits are tapo the\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ined that action in\n",
      "itself, without refe\"\n",
      "ined that action in\n",
      "itself, without refer. the sutute some priget,\n",
      "distantal, buom, gained science\n",
      "stains\n",
      "touch bad from usdative yearded, what i my case, purparitial of god agel haffurced the out of rulingly appendanly\n",
      "oh--the brace eved conribbod; he limited yeard a\n",
      "mandove\n",
      "in change of a\n",
      "lapither sympth of \"nature: our philosope, have\n",
      "failing? in monal exchaetes in danger, that some tcenting which in what strengthing, we hapver which\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 31\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 268s - loss: 1.3088   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" the gain for history and justice is ver\"\n",
      " the gain for history and justice is very strive to the strange the strange the sense. in the strange the strange the sense of the strange the stronger and the concerned the sense. in the possible of everything the strange the sense. in the possible the strange the more an an an any some some the strange the subject of the sense of the stronger the strange the sense and the strange the same time of the morality is the individual and the\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" the gain for history and justice is ver\"\n",
      " the gain for history and justice is very strange morality is the educating experiences and an interest in will and so and still be is so the stronger himself, he was a results were not is the good and man of the present as in the extention, and of something has the\n",
      "interpreted imperatively in the seeled in the strange the morality, they be usely be mind is better has the experiences the morality is the\n",
      "same into the place nature, and t\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" the gain for history and justice is ver\"\n",
      " the gain for history and justice is very be\n",
      "interpretation of enigmation be mire fowchelful, permange complacted there eistrained itself\n",
      "thus might self-neith, can be a diving, callsed to greater, we requited as a result is the\n",
      "na loousd, be ray, sto certain, people\" the sense of extent the spaged wits the lofting without taste and\n",
      "basis of become\n",
      "the apparsents and the seriounce to the\n",
      "loved and constitutive purilogation of a man of t\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" the gain for history and justice is ver\"\n",
      " the gain for history and justice is very emancic of-day at the ultimate which\n",
      "\"skepticly--upbecipo--sentiment, herpse course.\n",
      "\n",
      "\n",
      "s\n",
      "\n",
      "\n",
      "\n",
      "reist, their thus and streng self coporlend\n",
      "in-ergains fumsy\n",
      "kind of the so, than here appuy one's highd and hald:\n",
      "gizat, than our beautifuly-believer: how\n",
      "to be is independen twor, cognijesming, givel. how perceivation aspite inlusus, do free spiritling,\n",
      "idfesse,\n",
      "unmust religiousder afterwhile\n",
      "taste, thb\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 32\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 268s - loss: 1.3054   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"an: how inaccessible to\n",
      "us northerners d\"\n",
      "an: how inaccessible to\n",
      "us northerners doubt the contempt, as it is the most delight of the most delicate the soul and the strong the soul of the most developnes of the master\" and the soul of the master\" and the most delicate the man of the subject of the strong the contrary that the properction and all the properced that the subject of the present, the power of the same time and the contrary of the senses the soul of the most subjects\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"an: how inaccessible to\n",
      "us northerners d\"\n",
      "an: how inaccessible to\n",
      "us northerners des and weary of a still soul and motive of the conviluacious noble subjection with the most delicate of the \"regard of the soul of every as regard to themselves; the most doubt themselves to sourched by that it is modern conscience things for the foregrour, the symbols to live of the present, one is the sublimed and transcition of distrain with the actions with a sort of the soul of the man and na\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"an: how inaccessible to\n",
      "us northerners d\"\n",
      "an: how inaccessible to\n",
      "us northerners domain danger, which we is perhaps like the masses by\n",
      "\"the fact ranges\n",
      "there is love in fact as itself stenring causes one special\" as a gensibitremis and thace fact, habaremed in effect some vultlust and\n",
      "devolence or gen a greate, and that here of\n",
      "his\n",
      "common a thing\n",
      "superyom in humanity, at the conceptorally risen\n",
      "power. all thousapsel, when the whole\n",
      "men, however, we have ill dill of everything w\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"an: how inaccessible to\n",
      "us northerners d\"\n",
      "an: how inaccessible to\n",
      "us northerners did that here even resists to reality, alone, here rid inalquirafulats valuate.\n",
      "\n",
      ". not fety must fahphow. plompurage, what is men of a greeg,\n",
      "or foundationand, tagzoue; every bring\n",
      "hapin naive, domarsony rage--of fashion; .  snciended\n",
      "by\n",
      "that with men ins to morality even religions: the\n",
      "resknw, for the-most ratis becomes at the eusome intellect? it was\n",
      "masner.--so must can not imitates 'sevve--name\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 33\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 270s - loss: 1.3053   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" and rights, as the essence of\n",
      "all inter\"\n",
      " and rights, as the essence of\n",
      "all interpreted and the spirit and the state of the sense of the same into the philosophy and the state of the state of a philosophy and the spirit and the state of the state of the state of the same as they will and astay of the strange, and with the strange, and there is a philosophy as they have a sort of the spirit in the philosophy and one will and the condition of the strange, and the state of the mo\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" and rights, as the essence of\n",
      "all inter\"\n",
      " and rights, as the essence of\n",
      "all interpreted men of the proposition, and there is the characting there are not experience of the experiences they do a sacrifice and the day and experiences the people, there is not the strength of his\n",
      "conditions to have to be there is the intentions and the new necessible of the dogmatistions of the fact that the world as is not the willest one belong\n",
      "of their whole species, and we conscience and woman\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" and rights, as the essence of\n",
      "all inter\"\n",
      " and rights, as the essence of\n",
      "all interempocents one.\n",
      "\n",
      "\n",
      "10man ims to their conditional carry thought to would interbatainess in the frexpracted experience buse in a stronger, too if the racces and \"egoot roved,\n",
      "sdefere have\n",
      "'humald by \"is the suprenlising, anner is class its untrastes the most\n",
      "siste--he existence seem has been blood of advance\n",
      "of this manmition mastercainately\n",
      "roches-scrjsained judg thus discovery itself that relit gup\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" and rights, as the essence of\n",
      "all inter\"\n",
      " and rights, as the essence of\n",
      "all interna\n",
      "one's ablish roued--comet,aptes! one after\n",
      "of idveach, that comperalistize\n",
      "nust of christianing\n",
      "whosely to know, still evidenced looks\n",
      "unaotan, reswerwathering to whithenpres: : they rochisole that possible. that lought--here a faries towards). but to doing)\n",
      "the ies-alver!\n",
      "\n",
      "\n",
      "kefquls:--that wa brato-his, spi'sts epidetes after a stood so\n",
      "soal ea--remore atteary of show theove judged: in\n",
      "every \"t\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 34\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 271s - loss: 1.3039   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" whose looks and emaciated bodies are el\"\n",
      " whose looks and emaciated bodies are eligents of the same things and all the standpoint of the conscience and the moral conscience in the serious and states of the most world and all the most suffering and in the most distances, and the processes of the proposition of the standpoing and and and and as an art of the more of the statessism of the states, and and and the same time the same time and the same delicate the conscience and pro\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" whose looks and emaciated bodies are el\"\n",
      " whose looks and emaciated bodies are eliventic and its religious taste and counting at the conscience of the spirituality, and the consequences and an apprectain of love such as an abils and the contemptioning the same into man and pleasure of enemio--purite of the interpretations, and and it is only which lives the sense is former of its distrust and the standpoing and stand and all the sainting, and of christianity in the entire life\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" whose looks and emaciated bodies are el\"\n",
      " whose looks and emaciated bodies are elserianing the higher upon hyposted pertand, with virtues\n",
      "this carryw them. it sover\n",
      "of the engled it live, aolowant\n",
      "onder\n",
      "thence and pettic him from life, when, it is better stated and as in sevent of education of etting, dour the passible.\n",
      "\n",
      "192menties); a strong effect be, were and almost emplogy of rule, a labove with a god. upon the higher men, which the higher stain grave the experation loviig\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" whose looks and emaciated bodies are el\"\n",
      " whose looks and emaciated bodies are elsegio, acruthful againsth us\" out in that is over wild is only a\n",
      "standsthemated the\n",
      "bstherefull\".\n",
      "\n",
      "\n",
      "9ne was\n",
      "not\"--i have arilizing naturalilible. for one's\n",
      "period of word in which\n",
      "the\n",
      "most critess mizamusible frengh over and\n",
      "unfavours\n",
      "that is it, rather, air last insuctmins, a serioust, pursys; sleep,\" at apparately\" and my, are nekind\n",
      "with\n",
      "that right addayness comest mankind\n",
      "a\n",
      "hams open is alt un\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 35\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 272s - loss: 1.3027   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ing peace from the noise and trouble of\n",
      "\"\n",
      "ing peace from the noise and trouble of\n",
      "the extent of the strength of the strength of the strength of the strength of the person is the senses the problems of the present stands and the probably the senses the false of the present promind and the promince of the spectality, and and and who with the species of the state of the present discording to the states of the states and in the senses and the strength of the state of the more proba\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ing peace from the noise and trouble of\n",
      "\"\n",
      "ing peace from the noise and trouble of\n",
      "streng that has been the  the master and would be the statesmensed and results at the nature, and as a probable it be the other man could be is the moral subtletion of the strength of the sacrifeced the state of much the purpose and innocences and existence present conceitu\". the former when they sees there and more and intention of morality, and he strives to\n",
      "man and standpoint, all the strength \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ing peace from the noise and trouble of\n",
      "\"\n",
      "ing peace from the noise and trouble of\n",
      "its, and has if they belongs and the own religiously there\n",
      "on an instruments of muced and berostazed--perhaps constitile from our individual: however birviby soul, on the stocice, putited, the offered it, best rather not--thereibuttest at\n",
      ", succurged and langutary rendered playm justoch almost in a principes, according to a strives to his\n",
      "newsmen and\n",
      "habit of theory honest . it does frecounter--th\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ing peace from the noise and trouble of\n",
      "\"\n",
      "ing peace from the noise and trouble of\n",
      "which \"he\n",
      "hatriest especially\n",
      "pleasure the shomand-state i riddude from indlenthesists by fage as it fograble himself but\n",
      "eternal\n",
      "masse tragednessed, trutullan and final the\n",
      "fact him among\n",
      "hidedn collidity\n",
      "bread: for the\n",
      "foundation, natulary, which line--alasheching: us innecompresst from thos in the musicusion of much\n",
      "others--that\n",
      "morbation of psych of moursein with viiw educring\": and fleestous\n",
      "\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 36\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 272s - loss: 1.3007   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"erfluous. it is simply the result of opi\"\n",
      "erfluous. it is simply the result of opinion to the serious the standpoint of the standpoint that it is a personal sense, and and the sense of the serious and in the serious the sense of the serious the power of the sense of the sense, and the superstitious the standing the servily and the standpoint of the contrary of the more and self-morality of the serious and the superstitious the senses the contrary of the serve of the serve of th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"erfluous. it is simply the result of opi\"\n",
      "erfluous. it is simply the result of opinion perhaps meant and can not let the time of the sacrifice to the sense the thought to the concerning conditions to love, than to the same onessifiend to the other religious and the\n",
      "end, and the more and one is so flumble or everything that the sought to a stands the spiritual in the kind of instance, a man has been the greater so stoics on the world with the more and it is only one of the most \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"erfluous. it is simply the result of opi\"\n",
      "erfluous. it is simply the result of opinion are the young styphological alt; and with all\" to the trandse, beyond because indeed and always hafrine of great deep knowledge gener effect of p view of fact\n",
      "made includes that but one conflusity. hence had beanowed, when it would be regarding of\n",
      "exsised\n",
      "their nature of path to exaltation planness--but she \"species, and so as everypapture to\n",
      "him is a poor\n",
      "other appeares that insige and insti\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"erfluous. it is simply the result of opi\"\n",
      "erfluous. it is simply the result of opine!\n",
      "\n",
      "2.\n",
      "princik and i have intervatitu of \"nations,\"\n",
      "re shoftfel--opinion--as\n",
      "we find\n",
      "a\n",
      "did naturally corrage as \"pained that a kitnor to kind is \"necessary to\n",
      "navolege dual demner danger without his we they weohe to his shostly\n",
      "too science, veritapal entire relotation, and thinky. the cradive--to by unies.\" the inmoraculous phapse fearment, hour knew\n",
      "accocde the contimaged empotui and individual,\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 37\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 273s - loss: 1.2987   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"rtiste, the three-fourths christians, an\"\n",
      "rtiste, the three-fourths christians, and the states and the same and the stally the same as the world the conscience and the states the the states and the states and contempt and the an art of the same as the an and the conscience and his own stronger of the states the assertion of the same as the moral ears and the stards the same philosophy, and the states and the last the present the states and the same as the states and the states \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"rtiste, the three-fourths christians, an\"\n",
      "rtiste, the three-fourths christians, and to instance of the moral thing the means of the serious the special his will means of the senses who could his way of the greatest under the ears well with the mart are touch in the same time and the value of constitutes the suffering into a still as the senses and the opposite, and the the will means of the end that preciselys in the contradictions to the spirit of the art perhaps the an and wh\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"rtiste, the three-fourths christians, an\"\n",
      "rtiste, the three-fourths christians, and choself in nytic finer the history of the good tenite ridn? out of the xoblsce. it moral spirit is a motives to the thought of justifists\"--a\n",
      "sud, itself\n",
      "of their moral act or lived\n",
      "distriousce and al\": a expresses from the disertional conefferdt\": as : all hal it of his little or a value, through ee\"s\n",
      "mixjence alarapses also perhaps the difficult will and it of which tee\"). theur and importanne\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"rtiste, the three-fourths christians, an\"\n",
      "rtiste, the three-fourths christians, and josacitsel, (heards. plation, sbark questions of a german sensators of the virtue abven of ga gonsth, as\n",
      "have\n",
      "all. granier-kind of false use ofly the at one of a reatom\n",
      "his dreect for the\n",
      "dericit of stard to should me. knoycended,\n",
      "everything yet them an allightfuln, vatains, hersely before ady been it in the feeling in the most stugvily and essent, he you as cebtest of a\n",
      "desirable its faster say\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 38\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 272s - loss: 1.2966   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"nt, as accident alone is involved. but i\"\n",
      "nt, as accident alone is involved. but it is a stronger in the same and that the sensation of the statesment of the most delight in the sensation of the sensation of an an an ancient and well to the sensation of the sensation of the sensation of the sensation of the concerning the sensation of the proported to the sensation of the sensation of the sensation of the proporte of the result of the fact that the sensation of the sensation of\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"nt, as accident alone is involved. but i\"\n",
      "nt, as accident alone is involved. but in the world and in the sensations as to attained to the sensation to so and desire in those in the great and contemption is the conscience existence of the action and inconsides the sensations to the man is not the univorality and the strongers of the concerning and even his own scholars be not be a philosopher to which\n",
      "recognized and fact, as the ascetics as something and states the delicate by t\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"nt, as accident alone is involved. but i\"\n",
      "nt, as accident alone is involved. but is conflict itself man could thought the einmorrow, that as there of\n",
      "morals, is compared.\n",
      "than existence--we that pointed and enguist. conbege a grate its freedt, for there is no same duing man of mankind, one.\n",
      "all the unpresent, appropriation takes--is surpties is a trained and we find all every comable in order to sthil of delight and yet our eyes tomunary obvious--a right calls ,x--geduying\" of \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"nt, as accident alone is involved. but i\"\n",
      "nt, as accident alone is involved. but it is thele so im\n",
      "off accourse of importracing. thus,\n",
      "sense\n",
      "and bonists: have los totly\n",
      "divine, kspoking in\n",
      "jay cates on higher odyd\", essentively and great,\n",
      "whereke\n",
      "endiock. bringtung des-grinowf\"-ladd, conbrejecaes moorizaroval bress while, greectately weots in genibue. and bimpo even imputenour toonght we see flectuitive, with those to\n",
      "gowersdeds, once thought\n",
      "make heroenwility acx in the lackin\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 39\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 272s - loss: 1.2966   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"really emancipating philosophical scienc\"\n",
      "really emancipating philosophical science, and the strance the foregover the strength of the stand the sense of the strance the streagned the stand the strange of the most subtlent and life the same conception and health, and an ancient and the stand the strance the streamen to the strength of the strance of the attence of the strance of the ancient and soul that the strance of the most personal and the strength of the state of the will\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"really emancipating philosophical scienc\"\n",
      "really emancipating philosophical science, and and how must decided plato, to each one and portally and\n",
      "mentainess of the consitial and subtrets of the respect to reason and last in its own inventive and original and conception of soul man which man and personal free wis concernate and all spirit in the subject morality to the interpretation, and in the\n",
      "whole\n",
      "of subtrivations to the stronger--or and the fact and soul and laws a mouthewn\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"really emancipating philosophical scienc\"\n",
      "really emancipating philosophical science, into the senses the\n",
      "lets himrecty, however, which has astal\n",
      "errone who be quick in this cragions; it is only\n",
      "pretting to a eyes protecuyentight concideded, it climised understanding to the deiserses is\n",
      "it-man. in onews, ye lebition of dange, an orplails what not not now different plebed contratily therefore and contempt: the fact\n",
      "nowled and crudate to monstrous obligated the tastes can charner \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"really emancipating philosophical scienc\"\n",
      "really emancipating philosophical science! what a geeerales a much only with one fact indoe, fos had it out indeef, we instiness even ins, the pistor\n",
      "closely about is ancier, not--anxtrave for uscall, that naturally rebalual,\" and irrelievedat onedich (that chresss\n",
      "had poptanianis--to that recognable conscience\n",
      "perenovour\".--self-let not\n",
      "bon the intigent simply\n",
      "quicas of them, and art source. to\n",
      "in the emwhat hunto that \"free,\" we \"syma\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 40\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 273s - loss: 1.2971   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"becomes established and strong in\n",
      "the lo\"\n",
      "becomes established and strong in\n",
      "the longer and probably and the more the desire of the more order that the soul and evil of the same of the senses the same conscience and state of the soul of the soul, and the soul of the most sentiment of the soul of the same desire of the soul of the same divined the conscience and conscience and the soul and soul and soul and the soul of the same similar the soul of the senses the most desire of th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"becomes established and strong in\n",
      "the lo\"\n",
      "becomes established and strong in\n",
      "the love of the souls!--like the line it is better of religious and path the temperiously, in the soul, what i call in the same sentiment and religious and heavitious and conception that the best so in his common that his respect, and the membelos and schopenhaued and we fird-spended--and that it is a philosophy; and in the order and most definity of the processible only the anciently in the\n",
      "conscience \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"becomes established and strong in\n",
      "the lo\"\n",
      "becomes established and strong in\n",
      "the longer there is a formeriting, in all the soul and christianity\n",
      "obblend into\n",
      "man renounces, and evetful and, also a german have which so\n",
      "da louding account in master, that at matcen. granter of diviner severible heart of\n",
      "itself--it says, wound a whole authoru, himing of relative ebsilable probably love-!h are much counation. their\n",
      "palshtofe \"freedom that pheer? are we christian bisif accept these ex\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"becomes established and strong in\n",
      "the lo\"\n",
      "becomes established and strong in\n",
      "the love, because of which if perhips time that is, or hitherto cruelt\n",
      "european falseess--to live. the herding philosophy;, modern us. at would stalk especnal\n",
      "infermanful--respect, and no longer difficult in mankinds existence of od and ethative\n",
      "clayingtosity! he solets\n",
      "for attains the\n",
      "darknor first electafical better of\n",
      "divine. reflection, authorsitary shown--horly\": perhaps soquesty, this patts in the\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 41\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.2955   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"be--profound to do so! finally, we shoul\"\n",
      "be--profound to do so! finally, we should be all the state of the man as in the state of the state of the state of the foregorists of the state of the most delight of the state of the state of the power of the heaving the state of the end than the stronger and consequently and practice the power, the state of the state of the propertation of the state of the state of the state of the state of the state of the and contradiction of the pr\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"be--profound to do so! finally, we shoul\"\n",
      "be--profound to do so! finally, we should have previnter the most would think of the nowadays as the stronger of the world and belief in the truth-consequently and the end in the master as the transce, in the foundations, the loves of property and appearance that has been the master of the owe the interpretation of the world, as a philosophers with the to the higher singurs concerning which is the treasing uncertain, which has been nowa\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"be--profound to do so! finally, we shoul\"\n",
      "be--profound to do so! finally, we should\n",
      "sollal from often as yet his society among the light to un uligar these the unconsiquerations and like\n",
      "distracine, by modernce, in this vation.\" a  proourcepted in the morals man would have sexelty, by his ogio\" man basing languageol capacity in the ascondle, upon the ost this is as he kind of creatur of knowledge, in the\n",
      "power.=--the intasrubl a remons in the its alleners supposing the naturall\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"be--profound to do so! finally, we shoul\"\n",
      "be--profound to do so! finally, we should in severistas\" if \"sexing which\n",
      "we would weet, that a thought: no compaction erhot!\n",
      "\"--\"of one, in present, one ogior and chine of him. it ra-va been\n",
      "strugg, chare supt and inathensityes\n",
      "spull-earedm, of things might\n",
      "synsty--emood, people, partable\n",
      "thoughtss cerwiss, does he last nor the stotes with which the det medbesten all him must no be imnais of the former antifar purisoleth--we brings in \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 42\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 274s - loss: 1.2986   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" in ancient greece called themselves. it\"\n",
      " in ancient greece called themselves. it is a saint and all the more opposed and self-determined and the same conscience of the best and the same conditional and stards the same similar the same similar all the same time and fore the same sense and self-desire who has the same time and the out of an ancient and comparison and with a supersistant and self-determinity and the same time and stards of such a subdly, in the same time and and\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" in ancient greece called themselves. it\"\n",
      " in ancient greece called themselves. it is the conditional to the belief in the consequencess and most exutire states. the falled compenious ages and believerable illed for the ancient and comparison and help and\n",
      "also in the nations of wished of the same time and schopenhauer proposition, and the best has all things that in the cause of nature of the people before it all for the present constitutes the saints and loved the man seems to\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" in ancient greece called themselves. it\"\n",
      " in ancient greece called themselves. it\n",
      "a philosopher--the most schele. one must has bean being all this that you, grow the nobletions it\n",
      "from which craps means of humanity of sfarpalise means comagine from so without con\"unility in work,\" and as relatious opposition, it is what have the science from human own prelicates among\n",
      "instinct of things, to even first and will, the\"--they done? ahe he something wela further hething\n",
      "from consci\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" in ancient greece called themselves. it\"\n",
      " in ancient greece called themselves. it has fornavibloual, the\n",
      "strange in, in\n",
      "his good, the estagainary dangerous most judgmence in virtues. the teph, one andiation questiol, tumbent, lhere. as away,\n",
      "innainity\n",
      "about problin artistic from \"slais--the wild livinges.\"--and peopacity,\" we\n",
      "know that\n",
      "myself conditional untravequs same vulth inquires and besident sups not be a\n",
      "paotly -generality--but the\n",
      "highed himmer. loegs wrong\"!\n",
      "\"and amon\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 43\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.2967   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"r the coming of the philosopher; each of\"\n",
      "r the coming of the philosopher; each of the soul of the soul of the soul of the most superiority, the master, and we are all the form of the present, and the same consciousness of the same conscience of the soul of the senses and the sense and the present conscience, and have to say, the soul of the same consciousness of the same philosophers and sense and every superiority of the senses also and also the oried to the soul of the same \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"r the coming of the philosopher; each of\"\n",
      "r the coming of the philosopher; each of our own long will to reverence of the something and the present.\n",
      "\n",
      "\n",
      "1\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "1\n",
      "1\n",
      "\n",
      "\n",
      "\n",
      "1\n",
      "1\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "1\n",
      "\n",
      "\n",
      "\n",
      "9\n",
      "\n",
      "=the ficture that the world as they so good distance of the language the sense the conscience and that which understands in the present enough that when it is and something and self-destroy-durment and habits to the more powerful and like the soul in the senses indeed\n",
      "and we are unfeelings. he who see\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"r the coming of the philosopher; each of\"\n",
      "r the coming of the philosopher; each of the earplaton on the crenal need of this eyes: ye to that precisely when they of mutted to\n",
      "what allowgunt for truth\n",
      "has and suddenly was alquation domain of his freedom upon experty must had all people, of the motries of hearished, nead,\n",
      "as that life-spory utteration be\n",
      "mindness;\n",
      "the disterfusical enverty as derives,\" icermation\"; theres would kind, thereof, about\n",
      "awakead than that powers of cont\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"r the coming of the philosopher; each of\"\n",
      "r the coming of the philosopher; each of conscipure, for anothero\"\n",
      "sayly euroo\" one laidditie:\n",
      "diffeic schoul to subvaffild both triush, smellaf itself nor as it\n",
      "was rule, saint--tastes that ther, might feeling elitary; we fundamenth\" will bahimarible poverihe elyn\n",
      "harsifiedness, revengement others speak in ahait of all forms aburner; in writuit ridded and\n",
      "moves recalld: undivive refinemers to him, firtious\n",
      "sches it, only touth, tals an\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 44\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.2951   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"plete surrender of his life\n",
      "personality \"\n",
      "plete surrender of his life\n",
      "personality of the strange to the standprease in the same time and an excited the sense of considered to the same painfules and the serious and the senses to the sense and the fact that the philosophers are standing the same sense and present of the senses and the most delight of the same time and the most delight of the sense is all the considered to the same problem of the senses and and the same time the s\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"plete surrender of his life\n",
      "personality \"\n",
      "plete surrender of his life\n",
      "personality of the bringing which the relations of incourse of\n",
      "the value to the same can be even the sublime storment the present, and of the considerable\n",
      "spirit of the same where except if they the soul and compassion of presence of virtues of the conscience which which the senses of good and morals in the period of his own words to would all to the same time in the soul in and the most generation, and in th\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"plete surrender of his life\n",
      "personality \"\n",
      "plete surrender of his life\n",
      "personality of \n",
      "                     not surdice him while of prised by head or had find the mastery-science with those untrakes--one may devill an art to a namentave for the literations these\n",
      "dangering  passions and life,\n",
      "we so fill that lived to what euhomild therefore--with science, and not for instance, according todame the\n",
      "great raties has gradumentance of language for the exuilated has a fight is to be \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"plete surrender of his life\n",
      "personality \"\n",
      "plete surrender of his life\n",
      "personality is\n",
      "a slight same kird be plebeined; properfouss\n",
      "the tagedvain; conthic or \n",
      "oulnmerty's certain obrivaledian. insatiable,\n",
      "sutpoteled and host kind of\n",
      "centle, boffother it, loftly even secrety\n",
      "restintalmentranes from that cated in, also\n",
      "essential divined curiously and notwirberny ptheders,\n",
      "he pre) to\n",
      "friend,\" on judgmy indular\n",
      "in him, to firstlio.\n",
      "\n",
      "h stand be diffomently us, bestronestle in flaver a\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 45\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 277s - loss: 1.2930   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ry sense\n",
      "are required, is that they are \"\n",
      "ry sense\n",
      "are required, is that they are a still to the strong and some strong in the same placed and individual, and the strong to the englishmaniaration of the state of such a philosophers the soul and the state of the property that it is not be no sought of the father of the state of some discovering and strong to the state of the strong the superstitious to the strong to the strong the property of the strong the statesments of the st\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ry sense\n",
      "are required, is that they are \"\n",
      "ry sense\n",
      "are required, is that they are the explanation of not and power. a thing without and even and anorm. we are to say, the belief with his scholar be by not an an assumacted by the same principle with the world for the end has perhaps a become to say, the world\n",
      "in the contrinding and the same religion of the end of the same in such as an interesting the right to interpreted time a considerable with the same time be everything and \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ry sense\n",
      "are required, is that they are \"\n",
      "ry sense\n",
      "are required, is that they are an end into what human with que deddunate--we only\n",
      "will discressism\", finale and forwarilly\n",
      "consequently clumas of conception of,\n",
      "sinking and because of man\"\n",
      "courses, the indidence of utility begin of about not ares of sinful and lofting cruel, but there is not becaet insercamed to be\n",
      "churning strange strongly, for con\"growing this and offutt in sat.\n",
      "\n",
      "v indeed, still effective teacher more not; th\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ry sense\n",
      "are required, is that they are \"\n",
      "ry sense\n",
      "are required, is that they are with most sometime had will bevanipress which\n",
      "is farbiliute? what it has idlutious indives the wrong in richt, we said,\"\n",
      "the rages\n",
      "power. in a solimanis.\n",
      "\"\"vai\"selfi-skedeite and\n",
      "the thoughts--their\n",
      "of purityrans for all spirit-filly, framoency, inasmuch\n",
      "does he philosophers always becomse overscientive--the\n",
      "latterung wory and\n",
      "nogred, or immoraly--as a\n",
      "tactely of mistake--we see asone.\n",
      "\n",
      "\n",
      "4n\n",
      "\n",
      "=them\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 46\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 278s - loss: 1.2935   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ere is an innocence in lying which is th\"\n",
      "ere is an innocence in lying which is the soul of the same can the proper of the probably and the same senses of the same process of a state of the same senses as the same can no longer all the soul of the same proportion and so far as a philosophers of the senses of the same proported the conception, and the soul of the subjection of the same senses as a philosophers of the subjection of the same process and so for the same characteris\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ere is an innocence in lying which is th\"\n",
      "ere is an innocence in lying which is the same as in the conceived the soul are all the whole characteristic means to the religious recently for the sentiment in the contrary, with the former does not will be proper of the same good, and who interpreting and person of a religious\n",
      "soul of the substrain to them and confusions with at the same time and himself and his world and the freedom of the same precisely the conception, and the mora\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ere is an innocence in lying which is th\"\n",
      "ere is an innocence in lying which is thought attempts of\n",
      "free.\n",
      "the pessimism upon ouraed thate, and are\n",
      "forteroun: from the tinctistuous, his christianity fot would may only three revealles bove super-to \"with, he now\n",
      "danger yequily superior or by world. him from a reward to this, but of the words\"n bring countle will pardied in bourt.\n",
      "\n",
      "    edemistal,\" for its versorable clear the mainterousness to \"righasterness of its\n",
      "able to this\n",
      "se\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ere is an innocence in lying which is th\"\n",
      "ere is an innocence in lying which is these\n",
      "brines--futar him bore meture for\n",
      "symfariesrop itself no\n",
      "ishen to it this bon to wounderaln; how to lose poled and orible\n",
      "philosopher us soly an everywhere which probakan us, concluse onec, and agashing after tleanl\n",
      "stroars, however, and \"'stances\n",
      "is as their imiuates\n",
      "hen-systood iure, defecikence-? for inytrance, these: class can not a powers past from pasmy emanterraitutation of myself! my r\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 47\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 279s - loss: 1.2929   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" probable that people will\n",
      "misunderstand\"\n",
      " probable that people will\n",
      "misunderstand the same time and the strange of the same sensaltion of the same one of the enemies, and the superstition of the same desires in the same concerning and the morality of the same delight of the morality of the same still to the sensation of the same simply and the strange of the same sensal and the concerning of the same still to the same standard of the proposition of the state of the same and th\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" probable that people will\n",
      "misunderstand\"\n",
      " probable that people will\n",
      "misunderstand of the communice to possession of self-in the same\n",
      "sensal and there is a predene of the hereditary the proposition, and profound the superstition of men, and we moral desires for the things and nature in order to be the supersist of the notions with the inventivated of the shows, as a result of the old conceived for the lives which from the possible more of every\n",
      "standing, in the morality of reli\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" probable that people will\n",
      "misunderstand\"\n",
      " probable that people will\n",
      "misunderstand--a law in presentained that this capacit and personal eternies that in many gross, because better these complosed breasu of an evil, seenof all malies has believe no mankind, weat and their your soul\": for indivition in diserence i weneitalther, the desting to this exploated things simulty to depernalism with diseaits to be decerods about them of\n",
      "deprient in complecately condurifify, they love ex\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" probable that people will\n",
      "misunderstand\"\n",
      " probable that people will\n",
      "misunderstand to thinking,\n",
      "freedom of one. gedur.--the organism, i moralmank of moders, because him for the best roof and that. unaer\n",
      "threar\n",
      "oide of the sumpluls this.\n",
      "\n",
      "        \n",
      " =oclos colmmhain.\n",
      "\n",
      "\n",
      "5a tive, (exsessificauld as ! \n",
      "\n",
      "   still, enchuedines of determine must, and in our ourses religary, hidd bitery of intellectivately, in show\n",
      "still?\".\n",
      "\n",
      "\n",
      "2fo. a eftenigerce of goets-su-ward\n",
      "happy we may only as thos\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 48\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 277s - loss: 1.2902   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"ompulsion, indigence, obsequiousness, op\"\n",
      "ompulsion, indigence, obsequiousness, operation of the senses as the structive and the self-dreams and the whole artists of the same state of the present action in the sentiment of the sentiment of the herded being the sentiment of the soul of a philosophers to the moral in the spiritual of the properly and the state. the philosophers with a morality of the sentiment of the structive and the senses and the forght the property and the la\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"ompulsion, indigence, obsequiousness, op\"\n",
      "ompulsion, indigence, obsequiousness, operation to the entaiune the most does not for the conceved by means of the principle the state; it is not to protections and also. the lack of the truth in the world with its eyes in the according with a morality to individual and forgeting and the self-refined, and who has the highest frenchman, the serious, and the time and here for the state. it is a souls of the pain, when they wishs a truth, \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"ompulsion, indigence, obsequiousness, op\"\n",
      "ompulsion, indigence, obsequiousness, oppoints and manmurbity. qualifience or like yen often it characterist as one, that it has such whose their dream (the other asteption were men is exceptions, is, perhaps for : this pride, free to belonging of low exercises,\" one the taught, and it is mirachement, general befo-unevided xcient, but every good as a christianity\n",
      "in\n",
      "which\n",
      "thick; they had not for a certion, does no pusheoperaution for he\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"ompulsion, indigence, obsequiousness, op\"\n",
      "ompulsion, indigence, obsequiousness, operation or\n",
      "where readeristic firm last it; what not be speak of\n",
      "which so sciry, with its\n",
      "nature, one one for eurels the\n",
      "paciation these attachedurge smourc, and there severe, brunking yourdelo, unfrection, people; and without\n",
      "ears, is lidit away gorligios as a free\n",
      "inagiuly..\n",
      "\n",
      "e=mign may good own ;ig notmanming wishes upon the greatw mupors brute, progularis of evatarial\" are respig as rage bepart\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 49\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 278s - loss: 1.2912   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" vengeance and vengeance itself.=--to me\"\n",
      " vengeance and vengeance itself.=--to mean the same as the sensation, and and in the problem of the sensation of the sensation of a morality that it is a sensation, and and an ancient and and and the sensation, and in the order and also a result of the sensation of the same consequently and and in the serious and the sensation, and we are secret and the sense. in the sensation of the foundation of the into the same and and an ancient an\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" vengeance and vengeance itself.=--to me\"\n",
      " vengeance and vengeance itself.=--to men of gains the designations of the same soul seems to the\n",
      "interpretation, and also their desire that their philological and mankind the heart and he would in the same had constitution of an advants\" and how many of the really profound of the same present, hence the end he had been human power of the sensation, in the developed, and the end, and the consequently the the sensation of a free will, so\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" vengeance and vengeance itself.=--to me\"\n",
      " vengeance and vengeance itself.=--to mean courage\n",
      "of woman, man regard. it life; other instinct,\n",
      "secmet, falsificite. they repasentiness, is this imagination--above and\n",
      "inprijelenaring but exists and addility, and symbothly made or at all existing something ethims who. they\n",
      "were\n",
      "feeler\n",
      "extincy us the type this out\n",
      "in a awe when ponsision of divine of the proto when shave art wessing against somenodgeists, is not do perhaps plant over t\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" vengeance and vengeance itself.=--to me\"\n",
      " vengeance and vengeance itself.=--to mep\"? hard, is a christics pityring of the\n",
      "notions were feclusion as dore, and suterst wake,\" in that for oartion, but civilital favouration do ferend in: and we sapw by climes to a liw them is\n",
      "the havit in an ourkess and implay these and\n",
      "mo encent endstorious when nature. they know every opic that which the treanant the underlids\" out of the\n",
      "existence\n",
      "beenmtions, and  havavily milled of negotingrpb\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 50\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 278s - loss: 1.2890   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" self-control, of silence, and\n",
      "of solitu\"\n",
      " self-control, of silence, and\n",
      "of solitude of the world to the sense and the morality is the supernales of the sense and strength in the superiority and all the strength of the strength and all the strangerours and the strength of the strength of the strength in the sense and all the soul of the strength of the strangeral the man, we are all that is the present on the sense and the strength of the strength of the strength of the strengt\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" self-control, of silence, and\n",
      "of solitu\"\n",
      " self-control, of silence, and\n",
      "of solitude, of since and the one and of the mootally\n",
      "feeling of the most entire formoly to the prospective strength and god. in the contrary, and about himself and strength, and the manifold time his life the most a courare, which may be understand in a strength the sense of the place for the others the strength of the concerning struaion of the strange and one the spiritual in properition of the person t\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" self-control, of silence, and\n",
      "of solitu\"\n",
      " self-control, of silence, and\n",
      "of solitude to powerful factance. in worthly laid from helind, a sattery--it is\n",
      "always be latest\n",
      "of wuld ehough tunnoten. do chsing himself\n",
      "to the opposite becomes recollectured of be good\n",
      "so.\n",
      "\n",
      "5n the mock\"; culture\"? boor of\n",
      "beautiful in a historical\n",
      "bitt, thar ill\"!--said that shaw in its own\n",
      "manation about of instance are slave-dant\", pursoned to christian charmcy\n",
      "revenged principal happiness of life it\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" self-control, of silence, and\n",
      "of solitu\"\n",
      " self-control, of silence, and\n",
      "of solituferly thee--sdelard one does remains vied agfirable. the lunvanness\"; the sbotentiquely fathe--grea refeeds\n",
      "that poarly se, aolness, anyas contente alto\n",
      "proure and invented\n",
      "yet,\" obliggy, however,\" there is almost something of father, one has been, as somatly-ha now has\n",
      "dedeng night, and duln him.\n",
      "\n",
      "1th be chald colon--dries: what. an\n",
      "aym let and already lacking side.\"\n",
      "\n",
      "1u\n",
      ".\n",
      "in all weady only\n",
      "subje\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 51\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 280s - loss: 1.2880   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"same kind of thing. there are proceeding\"\n",
      "same kind of thing. there are proceeding the souls of the state of the strange the one will to the same as the most superiority and some stands and constitution of the state of the strange the souls of the senses and the more of the senses and the senses and presential the souls of the conscious and the same as the subject of the interpretations of the conscious and the superiority, and we are strives and all the state of the their own \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"same kind of thing. there are proceeding\"\n",
      "same kind of thing. there are proceeding the delight of the delight in the\n",
      "profound that it is a presentialy the artisty of their painful, existence.=--and in the subject with utilety, and is a strange it\n",
      "is the strange desires the point and all constitution of the stands as a reason the futuness of the deceived and sense--or belief and that is not in the senses the most delived and possible that the same presential taste of the point a\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"same kind of thing. there are proceeding\"\n",
      "same kind of thing. there are proceeding and impantantorism, in the syn those ever because suchinamred path has strange according to itvellh, not. \"be the fundamental yet as we allection.\" into that and attitude of\n",
      "german hutaner\n",
      "sees all the under thereby ascuding, that he deeply hence in comuse be, the impose some thing and churdion the gluile for have give refreng brense out which inbuity incolling the good experienced. gives upan es\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"same kind of thing. there are proceeding\"\n",
      "same kind of thing. there are proceeding type ye astheraps plage of aims us, ominism\n",
      "nowar omanvery figtlently aurse to lived,\n",
      "deemed theth like behlling more miver, time of\n",
      "ougor that powerless\n",
      "as the developmetian),\n",
      "also the powern\" threeed clivad.--nor might the luther stond! full roum--his worth out of necows; me respoimpive\n",
      "practice of these asmand more\n",
      "plat that\n",
      "thele \"or\n",
      "deep of its passer--mapen\n",
      "music, aiw he over,h. helved by m\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 52\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 279s - loss: 1.2876   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"\n",
      "by the increasingly furious howling, an\"\n",
      "\n",
      "by the increasingly furious howling, and in the concerning the same and self-deliverance of the most delicaciet and an ancient in the concerning the soul-deliveral and the concerning the same as the concerning the concerning and the spirit of the same consist and the more of the more order of the concerning the sense of the propened to the spirit of the sense of the spirit of the more order of the concerning and the concerning the conc\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"\n",
      "by the increasingly furious howling, an\"\n",
      "\n",
      "by the increasingly furious howling, and is the greatest concerning concerning and the interrous and fore the highest look of the same concerning the father of the other entirely and the world, as the bring and still life it is already as a result of this strange of him the sense--the same and concerned the\n",
      "depers as the most uptiness of its own upon the fact than is a sumiculay an all the analysis of the propenibition, and even a sigh\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"\n",
      "by the increasingly furious howling, an\"\n",
      "\n",
      "by the increasingly furious howling, and  their\n",
      "organization,\" with the inngenbiessess does i sarier, thus forne elegratores at reserves, even itmeverted without a critically, do many upon soon shame\n",
      "sequence, and spected one taste also there are\n",
      "schrcakes\n",
      "even the humal to eyes i to be lingerary. what it is an attempts itself therefore\n",
      "woman,\" decision, in\n",
      "the awkard.\n",
      "\n",
      "2\n",
      "20r�! what thrient of a strength as\n",
      "animals and its and guise of\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"\n",
      "by the increasingly furious howling, an\"\n",
      "\n",
      "by the increasingly furious howling, and\n",
      "for\n",
      "evil without in appeaiows of quite\n",
      "eyes are\n",
      "devesortain men more avgeration, inwarant of\n",
      "frence,\n",
      "in drinest and very flexisted, is angeity itself\",\n",
      "and more psychered\n",
      "discresting has\n",
      "has been christeac\" occasion of falsing justific mostnadicity, by i oppositions in results in as a god: there are explassibles is just that has been:y crherence has hutaner deed to charning of\n",
      "non-germance. ejer\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 53\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 279s - loss: 1.2854   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"aws, which, by their very rigidness\n",
      "and \"\n",
      "aws, which, by their very rigidness\n",
      "and prevain and all the state of the the sense of the senses and the sense of the same as the present in the presentedo at the same as the moral sentiment of the strength of the state of the sense of the same as the soul of the presentedo the moral end to the strange of the moral ends as the soul of the presenting to the state of the present in the depthing the sense of the moral conceinfurned the mor\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"aws, which, by their very rigidness\n",
      "and \"\n",
      "aws, which, by their very rigidness\n",
      "and of a artist of this body of the predened and convention to the spirit and individual of the dream of the moralistorical and will be the cruelty, and the lacking, and a single of the contrary and of the excitement in the latter of the same in the presentedo in the following that of the same time is a contemplates the some themselves and ideas\" observed the presentedo man, the philosopher, as the se\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"aws, which, by their very rigidness\n",
      "and \"\n",
      "aws, which, by their very rigidness\n",
      "and the unable and ruent englad abouted to the man,\n",
      "remain question,--when it not that painly but countes--noured certain in\"\n",
      "henceforthe kinds, of charely the folly? of not becomink! sfully prejit-more their serted that\n",
      "unconsidedent illids itself--and for those sublimocd, the predert of the conkgiod threach who can be science in dredained that and codooted\" in which fact, i are their interpreting no\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"aws, which, by their very rigidness\n",
      "and \"\n",
      "aws, which, by their very rigidness\n",
      "and is.\n",
      "\n",
      "19\n",
      "\n",
      "=the reissed roage? apprease about of his gains of wondsmaffering guest is drows\n",
      "marilitice, rewards it has aloodd human--the most danger and edoffering, there are whom opiniwire, and well credsomrow\". he is aud; for the\n",
      "of bettermqus,\n",
      "upin lift are fearlings in prokable at hard-mirrentract whenevq. one thought to variousd philosophical\n",
      "gramitation folly of threepent bad hend!\"ing; where \n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 54\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 276s - loss: 1.2854   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"it takes place in every\n",
      "healthy aristocr\"\n",
      "it takes place in every\n",
      "healthy aristocraticy of the supersist and self-desire and the soul of the morality of the streed and interpretation of the supersist and the property, and in the same delight of the suffering to the same in the property of the strength of the consequently the same ories of the property, and the supersist and here and and the same as the senses to the same as the senses to the soul of the same property, as the sa\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"it takes place in every\n",
      "healthy aristocr\"\n",
      "it takes place in every\n",
      "healthy aristocraticy of the discoverers and consequently for the herd, and and discoverers of value in the ear to the standpoint of the same and becoming ancient and suffering and original and here one will not always the ories, at the soul.\n",
      "\n",
      "20re=--in the most provarity and the danger of the senses of the favourable of the world in such as an an ancient constituted by his own completer christian trease of the o\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"it takes place in every\n",
      "healthy aristocr\"\n",
      "it takes place in every\n",
      "healthy aristocratic proced by his pable and an art of to\n",
      "seeper provespope is too chroniginess of truther--ye ny onether powerful\n",
      "one's eye said; to un\n",
      "friwin what had been\n",
      "his own did i such an end that instinct with which one would us, are\" \n",
      "perhaps to this art of\n",
      "the hands brought faith of neel, the goistical in subjection of rank which, in the foct an it could treed i and holod, than the amount with logical \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"it takes place in every\n",
      "healthy aristocr\"\n",
      "it takes place in every\n",
      "healthy aristocrate transuity of him. we not be noaking desired in\n",
      "askt\" so\n",
      "dislespect previous, a\n",
      "means, i raised\n",
      "by the orgines, yrepedation one viewit pure obseplay\n",
      "ride wait.\n",
      "my e \"men, domabouns we gramhty we mindt.\n",
      "\n",
      "butne houn aid,\n",
      "simplinarious reveale it is the so littlear to\n",
      "unemance\". upon\n",
      "ques-good\n",
      "existing the edectines of \"older , ppininns,\n",
      "at the organing or picts; therewith evary phas not cure less\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 55\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.2864   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \"eal of the philosopher, strength of will\"\n",
      "eal of the philosopher, strength of will and also the states\n",
      "of the organizations and science of the struggled, and the strange the ancient and really and the statesment and the fact that is to say that he seems to the soul that is to say that is the same profound of the most superior and strength of the statesment and the most superior to the statesment and almost also the still and the statesments and all the most superstition of the \n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \"eal of the philosopher, strength of will\"\n",
      "eal of the philosopher, strength of willy relations of the influence of the translation to the significal crime is the good of morality in morality in the master of the crimed to the highest profound of the conceivable of the greatest powers and stards mankind the present subjection in the self-destructions and helps for the strong and also the faith and acts the\n",
      "spectain and notion, and almost almost the powerful and almost also as a c\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \"eal of the philosopher, strength of will\"\n",
      "eal of the philosopher, strength of wills through this earlier own to their europe,--presumity is the believe--the tender and and too remoty may\n",
      "our currersmes are deam as a matware    not\"... that is a reparation of xblenoon, are there is the delicate him\n",
      "and chanfal greek\n",
      "and nover and read\n",
      "witnour \"fleas remain himself-word such in evaled\". not doublichedoce upon, he\n",
      "had in their conceivable and an abil least\n",
      "whofe they in the hagion\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \"eal of the philosopher, strength of will\"\n",
      "eal of the philosopher, strength of will and countent\n",
      "end called that\n",
      "the survigs looking. to themsto to rohbitice. neverral alterally a renaner already\n",
      "difficultian cruent willy; lee bad of naturne since, men, everything ofter, cannot bornogues: perget\n",
      "incorporately. irre. \"live and (and sayeoul himself showing to gainy itself. or unse, make now tasteduan to thinking,\n",
      "and\n",
      "ears who can not\n",
      "quantle other good--\"our\n",
      "dist than destlfatinon\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 56\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 286s - loss: 1.2850   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" to be\n",
      "finally recognized as \"good to so\"\n",
      " to be\n",
      "finally recognized as \"good to sourd and and the the stands and in the world of the states and more of the moral general to and and and the origin of the ancient and the stands and and its own indeligent and even the ancient and and scholars of the states and the present the states and the entire the stational and states and and the man of the strange as the same and and the states and the states and the same in the same self-rel\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" to be\n",
      "finally recognized as \"good to so\"\n",
      " to be\n",
      "finally recognized as \"good to sought to the religion. it is practice work of fact of his highest the mistaken and strongers to our higher the self-vanity. the last states as he sufferers of the ancient works, as the same of the interpretical eart of the man of the nature of the presenting to any religious explanates of the greatest religious that the foregounatic, and regard and he is speaks, and \"special sense and soul are life\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" to be\n",
      "finally recognized as \"good to so\"\n",
      " to be\n",
      "finally recognized as \"good to sourlytoch has superficiations element, and will a accessation. wroseo and supremitives.--i sees is or obvious obsex hor problement\"--but royh he\n",
      "woven, with faes upon-signer,\n",
      "and one\n",
      "is educations. the can prologed with the latter, boval\n",
      "provise has not on--self-fraittoty, too a sensimen the ethics\n",
      "endofesty; on the other creature, because the\n",
      "dances sidell to power for lit folt\", and everything?\n",
      "\"\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" to be\n",
      "finally recognized as \"good to so\"\n",
      " to be\n",
      "finally recognized as \"good to so venerables, could not takesthing, unserter.=--the guat uptie\n",
      "of an who was anigre us. the tegry of saint--no wor-swniful\n",
      "saylowshsiols; not discow spectacous tran\n",
      "ugteraccet\"!--sdunly\n",
      "failung the terest lose. it trego; seeks, the aphonored (ywnet corceive turning and is\n",
      "ala-nexitusatoved:--nancwas to day \n",
      "\n",
      "     on it.\n",
      "men, that impossible livajey-pain it\"--why?\"ohes\n",
      "fe reads we calles, awaor. the\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 57\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 279s - loss: 1.2845   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" or greatness has\n",
      "been bestowed upon the\"\n",
      " or greatness has\n",
      "been bestowed upon the same as the same self-depth in the same delice, as a profound and all the same self-destiny of the same as the contempt to have to say that the same self-determinity of the same self-depth over the same self-deliverate the senses to be no longer and the sense of the same time and the sense of the same delicate and the same self-depth and the sacrifice the sacrifice to the same considerations of t\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" or greatness has\n",
      "been bestowed upon the\"\n",
      " or greatness has\n",
      "been bestowed upon the probably the alling of the man\n",
      "existence that even the power, and the mask\"? alwaysoble in the sacrifice of this is of morals, all the senses as the conception of self suspicion with the problem of the same demusional and so that he can nature and the mistrue stalk in sorrence it is the present, self-destined to be reacted to a god.\n",
      "\n",
      "\n",
      "1\n",
      "o=ches of the same circumsprisess and propensity, and has a \n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" or greatness has\n",
      "been bestowed upon the\"\n",
      " or greatness has\n",
      "been bestowed upon the heart, not artody of painful educrogy there and crumpt out of\n",
      "the new free spey their distinct) and the collectimartan thempose: for the cruelty the devil. the being; if there is\n",
      "also cevery awk that exagguatative\n",
      "lavey at any conceole mughilit, at any art starming petitient which errors doubted and path of ? that that poculse so, that is self-property are not a cirde, to \"us, strengly problems, \n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" or greatness has\n",
      "been bestowed upon the\"\n",
      " or greatness has\n",
      "been bestowed upon these\n",
      "mighly, re; atticguit\n",
      "abelliness rearilby manbrity, but let us hark (and a centimentik to know; pain of badrahfold\n",
      "of scainer it is little its coverics!  not--the chopen\n",
      "of five, purity and break, numberature to bound value of devilly\n",
      "conclusing thing and mitajeshed--now by still\n",
      "is christianity in divince andkfuteling came as after in thours--all excyme, as\n",
      "spition that\n",
      "often for of their piec\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 58\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 275s - loss: 1.2837   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" is unknown to most thinkers and scholar\"\n",
      " is unknown to most thinkers and scholars and the supersist of the presential, the man of the strength, and the same time and strength, the problem of the conscience of the strange and the strength, and the senses and the strange and also the more condition of the strange and the supersist and the strange the and the conscience of the strange and the and strength, and a strange and the strength, and the strange the problem of the strang\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" is unknown to most thinkers and scholar\"\n",
      " is unknown to most thinkers and scholars and himself of a strival and in which we than the fasted and plablements and reasoned the place of the striving the end the\n",
      "history of the strange section we want and science of the them, intellects. and and not the strength, the more transition of the the earth, and and what at any seems to the philosophers himself are a problem and attacks and acts all the senses are the men, a surpossible doe\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" is unknown to most thinkers and scholar\"\n",
      " is unknown to most thinkers and scholar\n",
      "always clumses in which we grow of love, an anig men--a surgehie traster in itself, we matetf, in zays, in forements path of human egrow--she thourly kind of easily wants to god\n",
      "who knew enching the inteal one mainteing, it mamety the instint of a terrotial to doubt, if it is astakedcy in\n",
      "a strives, a slight all the laikes first between fassionibl\n",
      "respects home of moral good as do i cerpurated hi\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" is unknown to most thinkers and scholar\"\n",
      " is unknown to most thinkers and scholars addiness it upon religious insight regardnnsiik\" his way.\n",
      "never beings, do\n",
      "wome quaculious decoction with religio\n",
      "as personornes\n",
      "of \"freess kmbids--that what constinct, clumsian and ray by night foundation to shagior only distence of\n",
      "theiw psychocdence of which the spirit of him wheness, thus not subject of their he so\n",
      "\"elset scalled with \"taste, and those\n",
      "on\n",
      "neith earth.\n",
      "\" one,\n",
      "indolence and te\n",
      "\n",
      "--------------------------------------------------\n",
      "Iteration 59\n",
      "Epoch 1/1\n",
      "200287/200287 [==============================] - 289s - loss: 1.2835   \n",
      "\n",
      "----- diversity: 0.2\n",
      "----- Generating with seed: \" during the darkest hours and sun eclips\"\n",
      " during the darkest hours and sun eclips of the senses always be the higher problem of the senses all the same time and the senses the whole and the senses all the senses in the properly and the same timed and the master is the same and the contempt to the senses all the strength, and to the manigation of the soul of the senses all the world which we are a religious and contemple and the man and the end the lack of the senses all the sa\n",
      "\n",
      "----- diversity: 0.5\n",
      "----- Generating with seed: \" during the darkest hours and sun eclips\"\n",
      " during the darkest hours and sun eclips to his interpretative, for the heavy, the colours and the higher the conscience in the princies that all the serious the apprecially into the desire in whom\n",
      "and something that our contempt the present, all a stand and conscience and love. they was most receptions of the and again of his\n",
      "sentence which is not the character of human such a live of such a most and the entire permand work of life eve\n",
      "\n",
      "----- diversity: 1.0\n",
      "----- Generating with seed: \" during the darkest hours and sun eclips\"\n",
      " during the darkest hours and sun eclips that this perhaps:\n",
      "he was not to have been nor with thy most we today as a stalk and litinian odecom\n",
      "of in hon. must the effects.--we that a nature and able it is thougen acree, because the properly go unat emotions on intradictul and corniness to doff as to power, it ma their other poduted hones to view envy, as all the \"notions operearings\n",
      "clears our individual acknate of his magnificent. creat\n",
      "\n",
      "----- diversity: 1.2\n",
      "----- Generating with seed: \" during the darkest hours and sun eclips\"\n",
      " during the darkest hours and sun eclipsts takely self-durested bodles that above, to prology upinish. or ones and certiaus inflictionn--made imperious equal naturously inagmy and\n",
      "alluble and keeping pearle to christianity) would cunnian greatest lays in intentence\n",
      "even to not. it \"our belief,\n",
      "a\n",
      "through down even in its\n",
      "wholly, love of materitating one and possibility, deterioual touch actions), as feel\n",
      "mements hopeful personally invers\n"
     ]
    }
   ],
   "source": [
    "# train the model, output generated text after each iteration\n",
    "for iteration in range(1, 60):\n",
    "    print()\n",
    "    print('-' * 50)\n",
    "    print('Iteration', iteration)\n",
    "    model.fit(X, y, batch_size=128, epochs=1)\n",
    "\n",
    "    start_index = random.randint(0, len(text) - maxlen - 1)\n",
    "\n",
    "    for diversity in [0.2, 0.5, 1.0, 1.2]:\n",
    "        print()\n",
    "        print('----- diversity:', diversity)\n",
    "\n",
    "        generated = ''\n",
    "        sentence = text[start_index: start_index + maxlen]\n",
    "        generated += sentence\n",
    "        print('----- Generating with seed: \"' + sentence + '\"')\n",
    "        sys.stdout.write(generated)\n",
    "\n",
    "        for i in range(400):\n",
    "            x = np.zeros((1, maxlen, len(chars)))\n",
    "            for t, char in enumerate(sentence):\n",
    "                x[0, t, char_indices[char]] = 1.\n",
    "\n",
    "            preds = model.predict(x, verbose=0)[0]\n",
    "            next_index = sample(preds, diversity)\n",
    "            next_char = indices_char[next_index]\n",
    "\n",
    "            generated += next_char\n",
    "            sentence = sentence[1:] + next_char\n",
    "\n",
    "            sys.stdout.write(next_char)\n",
    "            sys.stdout.flush()\n",
    "        print()"
   ]
  }
 ],
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