InteractiveActivations.ipynb

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   "source": [
    "# InteractiveActivations\n",
    "\n",
    "This notebook lets you load and explore character level activations from our models. Our analysis is based on aggregating unit activations over many words, but it is interesting to see how the network processes words."
   ]
  },
  {
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   "source": [
    "%load_ext autoreload\n",
    "\n",
    "%autoreload 2\n",
    "import numpy as np\n",
    "import dynet as dy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "from infer import WrappedTagger\n",
    "from utils import Instance\n",
    "from analysis_utils import get_best_model_name \n",
    "\n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Datasets/Models\n",
    "\n",
    "Change `ln` to load different models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:root:char bilstm: char_embedding_dim 256 hidden 128\n",
      "INFO:root:word bilstm: input_dim 128 word_level_dim 128\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "models/tr/\n",
      "Using legacy loading\n"
     ]
    }
   ],
   "source": [
    "ln = 'en'\n",
    "ln = 'tr'\n",
    "\n",
    "model = WrappedTagger('datasets/ud-2.3/{}_ud23.pkl'.format(ln),\n",
    "                      num_lstm_layers=2,\n",
    "                      hidden_dim=128,\n",
    "                      char_embedding_dim=256,\n",
    "                      word_level_dim=128)\n",
    "model.load_weights(get_best_model_name('models/{}/'.format(ln)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Available Alphabet \n",
    "\n",
    "All of the characters in the character level vocabulary. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "! \" ' ( ) , - . 0 1 2 3 4 5 6 7 8 9 : ; <*> ? A B C D E F G H I J K L M N O P R S T U V W Y Z a b c d e f g h i j k l m n o p q r s t u v w x y z Â Ç Ö Ü ç ö ü Ğ ğ İ ı Ş ş\n"
     ]
    }
   ],
   "source": [
    "print(' '.join(sorted(model.dataset.c2i.keys())))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interactive \n",
    "\n",
    "Interactively plot activations for a word or (tokenized) sentence. The slider controls which dimension of the hidden state (unit) is shown. We also display the predicted part-of-speech tag. The part of speech tags can incorporate information from other words in the sentence. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_full(sentence, dim=0):\n",
    "    f, a = plt.subplots(1, figsize=(10, 10))\n",
    "    out_tags, embeddings = model.forward_text(sentence)\n",
    "    print(model.get_pos(out_tags))\n",
    "    activations = []\n",
    "    for word, word_embedding in zip(sentence.split(' '), embeddings):\n",
    "        for char, char_embedding in zip('*' + word + '*', word_embedding):\n",
    "            if char == '*':\n",
    "                activations.append(np.nan)\n",
    "            else:\n",
    "                activations.append(char_embedding.value()[dim])\n",
    "                \n",
    "    a.plot([0, len(activations)], [0.0, 0.0], color='black')\n",
    "    a.plot(activations, ls='dotted', linewidth=6)\n",
    "    \n",
    "    a.set_xticks(range(len(activations)))\n",
    "    a.set_xticklabels(' ' + '  '.join(sentence.split(' ')) + ' ')\n",
    "    a.xaxis.set_ticks_position('none')\n",
    "    \n",
    "    a.set_ylabel('activation', fontdict={'fontsize':30})\n",
    "    a.set_yticks(np.arange(-1.0, 1.5, 0.5))\n",
    "    plt.yticks(fontsize=30)\n",
    "    plt.xticks(fontsize=30)"
   ]
  },
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       "interactive(children=(Text(value='evlerinizden', continuous_update=False, description='Input'), IntSlider(valu…"
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    "# ev-ler-iniz-den \n",
    "# see https://en.wikipedia.org/wiki/Agglutination :) \n",
    "\n",
    "word_input = widgets.Text(value='evlerinizden', continuous_update=False, description='Input')\n",
    "# word_input = widgets.Text(value='This is a wug .', continuous_update=False, description='Input')\n",
    "\n",
    "dim_input = widgets.IntSlider(min = 0, max = 127, step = 1, value = 0, continuous_update=False)\n",
    "plot = interactive(show_full, sentence=word_input, dim=dim_input)\n",
    "output = plot.children[-1]\n",
    "output.layout.height = '700px'\n",
    "plot"
   ]
  }
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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "22c8da749ebf421e839e1d078d7a3375": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "22cce294ad04420b98677fe3fa5af767": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "Input",
       "layout": "IPY_MODEL_b0a2e97bd42a447db998535581f9bee1",
       "style": "IPY_MODEL_fe82101bb153476eb11e80fd71234557",
       "value": "evlerinizden"
      }
     },
     "2377e5f26948409f96c66878093787af": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "24a48e7bfee44a588ca7e0f4b4e95499": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "24b96ed2f71e408aa6409a92b12b87c5": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "24ba45224e0c4b73a68d624db9bcaf29": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "24d73c0324bc433aa9932b757f1486a8": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_f7fe079691a94f35a10533f8dd6a6fb2",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "26f2dcb587ba4516a4110035043a1eea": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "2736c43df05042fe9e3e8b59ce8e462b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "height": "700px"
      }
     },
     "2b07f38ff8d74dc9a3f412a7bdc544a0": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "Sentence/Word",
       "layout": "IPY_MODEL_26f2dcb587ba4516a4110035043a1eea",
       "style": "IPY_MODEL_ae42f9e6ad5142f3909353090e195312",
       "value": "evlerinizden"
      }
     },
     "2ec9d4b6786641a0965ac521930f9168": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_d5646761ee024390a67d5166af9425c0",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "ADJ\n0\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "30dddfe26bbd4daf82f5bb3b4f4762b3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "32f201c2e40346d380bfa1318af5b743": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3628605342954033bf190d54498c151b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "389fc26f413841d8bee515e2521a8f87": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "390e5d7436d34a1ca309b11427e5bc8f": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_99e7f2821f9f4c19964803f3b7c73c9f",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "39b17305bfb647ada814d984161b1d86": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "sentence",
       "layout": "IPY_MODEL_5ed15aa151924a30aadd5358799f0dad",
       "style": "IPY_MODEL_951ed61d20144964b876b0dc7606a9b3",
       "value": "There are two of them ."
      }
     },
     "39f752de369546bd8844178defc0ec28": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "3cb93f929cb84b9d969c600d827afb64": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_c67079b37f3840d989b6c1d53680dca2",
       "max": 127,
       "style": "IPY_MODEL_5dde2e8968914a0d896a26d463b1e41b"
      }
     },
     "3ecc909290474ded914c455de8e2a1f6": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "height": "700px"
      }
     },
     "3fef29150fd54791845df939c538ee32": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_d1f147c835de4c8b84a13bea6e38b205",
        "IPY_MODEL_c87d16c9602d4898ab39973efda1a958",
        "IPY_MODEL_9c02cf9578964f9f8684b54605867f7c"
       ],
       "layout": "IPY_MODEL_852bc598dc37465a8e787a146b79a9a2"
      }
     },
     "411d04e9f6904e9c816137230f49cdc9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_39f752de369546bd8844178defc0ec28",
       "max": 127,
       "style": "IPY_MODEL_b7bf7bc4aaf1448db038925bc5f31c7a"
      }
     },
     "41e2521c7ca04325bb2fb83fd6301a31": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_7781502bf73c42af963bad91cf8c2826",
       "max": 127,
       "style": "IPY_MODEL_8b74ca9ed66242809a44d357a33ee972",
       "value": 3
      }
     },
     "49aa9c33599f46c49dfcc48b510da6ee": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_eaa36c3319b64bbe89907b7dd26426da",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "PUNCT\n"
        },
        {
         "data": {
          "image/png": 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CAIBFJgmvhw/H69d43w2L7gcAgFWZJLzuGo73W+N9e/rv2mcvAABYZJLw+sWMnl19QVUdspobhn5nZvSs7JcmqA0AwBY0SXj98+F4vyTvqKo776tzVd0pydlJHjCcOneC2gAAbEGTbFLwtiS/ltEmBM9M8piq+r0kf5Xk0tbaT6rq4OH6zyV5ZZLjM5p1bUnOmWTgAABsPesOr62126vq3yT5ZJK7JdmZ5Hf3XK+q25b4/bkk1yb5N62129dbGwCArWmSxwbSWrskySOSXJCFLWL3fA5Z4tz5SR7ZWvvaJHUBANiaJnlsIEnSWvtWklOr6qFJnp7ksUnuleSIJDcm+XaSzyR5f2vtK5PWAwBg65o4vO4xBFPhFACAmZnosQEAANifhFcAALohvAIA0I0Vn3mtqrcOzfnW2ouXOL9ee/0eAACsZDUvbL0go40FkuTFy5xfL+EVAIBVW+1qA3NZOqjOTVB70uALAMAWs5rwetwazwMAwEysGF5ba99Yy3kAAJgVqw0AANCNde+wVVU/MzQvaq19bw33HZXkxCRprf31eusDALD1TLI97MczeunqaUk+uIb7TkpyfpLdE9YHAGCL2cjHBiZZqQAAgC1oI8LrntBqqSwAANZkI8Lr3YbjzRtQGwCAju3X8FpVd05y5vD1iv1ZGwCA/q3qhamqOjMLoXOx11bVr6zwE3NJDkvywOE4n+TC1Q4SAACS1b/tvzPJP88dn1OdS/LgNdTb87zrd5O8fg33AQDAmpeqWmqFgNWsGjCf5KYkl2c04/o7rbWr11gbAIAtblXhtbX2miSvGT9XVbszrPPaWlvLOq8AALAuk76wZa1WAAD2m3XvcNVa28gNDgAA2IIEUAAAuiG8AgDQjXU/NrBYVd07yWOTHJPkyCQHrXRPa+23plUfAIAD38ThtaoeneT/zmgd2LXatOG1quaSPCvJ85M8PMmOJN9LcnGS9yQ5u7V225RrHpbkZUmekeT+Gf1LwDVJPp3kra21C6ZZDwCgNxOF16p6WkZB7pCsvPLA/KI+izc82DSq6ugk5yY5edGlew6fk5O8vKqe1lq7cko1HzHUPH7RpWOHz7Oq6t1JXthau3UaNQEAerPuZ16r6h5J3p7kTkl+mNEs6lOGy/NJfjPJv0ryiiQfHM7NJzknyRNzx2C4KVTVnZJ8IAvjuyrJq5OcnuTXk3x1OP/IJOdX1ZFTqHmfJOdnIbh+Jsm/S/KcJL+dZNdw/jlJ/t9J6wEA9GqSmddXJDkso0D6r1trH0+Sqtpz/aLW2l8O7TdV1SOT/FmSM5Jc0lr77Qlqz9LLkzxhaH8+ySmttev3XKyqNyY5L8mTkzwoo2D76xPWfEOSewzttyb5xdba7uH7e6rqj5L8TUYzsM+rqve21j40YU0AgO5MstrAz2UUXD+6J7juS2vt80melOTHSX6rqh4zQe2ZqKqDk7xq+Dqf5Izx4JokrbVbMgrgNw+nXllV2yeo+bAkvzB8vTLJK8aC656aV2YUqvc4a731AAB6Nkl4vd9w/Mgy1w9ZfKK1dmmSd2S0EsFLJ6g9Kydn9GJWklzYWvuHpTq11r6b5L3D1zsneeoENZ891n7LEI6Xcn6Srw3tR1fVfSeoCQDQpUnC608Nx8UvLO15meiwZe771HD82Qlqz8qTxtofXqHv+PWnLNtrSjVba/NJxlcbePIENQEAujRJeP3RcNy96Pz3h+Oxy9y3p/+9Jqg9Kw8Za39uhb6fXea+VauqbUlOGL7eluRLs64JANCzScLrnhnXHYvOXzocf3qZ+06coOasPWCsfcUKfb+Z5Pahff9hXdi1OibJXYf2t1axbuw3xtoPWLYXAMABapLw+sXhuHgG8FMZred6SlU9fPxCVe3MaBH++SRtgtqzctRY+7p9dRyC5g+Grwdn+cckplJvsGusfdSyvQAADlCTLJX18STPzR3Xaz0nya9m9FLWx6vqzUkuS3LfJC9JckRG4fV9E9SelcPH2su9ODXuR0mOHtpHJLlpP9Tb44g11pq5P/mTd+fcc9+Tn/zk9pU7AweMQw45yN89bCGnn/68PPvZz9mw+pOE1w8keXOS+1bV41trf5ckrbWLq+p3Mlr79Igkv7bEvV9J8nsT1D4Q7Zcdx7ZvP3zlTut05JGHJhn9Fxmwtfi7h63jyCMPzY4dGzeHtu7w2lq7rqrun9EOW99ddO03quoHSf5T7vg/p78/yUv3sSTURropCzOpd8nKM6mHjrVvXGe9pX5rVvWya9dN2b17Njn51FOfljPOOCPXXruuoQGd2rHjCH/3sMXM+m9+27a5ZSfcJpl5TWvt8n1ce90wA/v4jHaP+mGSz7bWrp6k5ozdkIXwuj37CK/DhgZ7toa9LQubFqy13h6r2ehgvM8Ny/YCADhATRReVzLMrn5sljWm7JIkxw3tndn77f7Fjsnoud4kuXRYh3WtvplRqL9rkmOq6uAVVhy4z6KxAgBsKZOsNnAgumis/egV+o5fv2jZXvswbAP71eHrwUkeNuuaAAA9W3d4raq/r6pXVtXidV57tpYdrMZ31VppN66Jaw7ryI5fv2C5vgAAB6pJZl4fleQNSb5VVR+qqtOq6i5TGtdG+ViSa4f2KVX14KU6VdXdk5w2fL0lo5UX1mt8ybCX7eOf4alJ7je0P9tau2yCmgAAXZokvN6W0WYEB2c0C/muJNdU1VuravHar10Ynjd93fB1Lsnbq+ro8T5DuDwnC6sovLG1Nr55wHjfs6tqfvictUzNLyU5b/h6bJI3DtvGjv/OsUneNHZqyd8CADjQTfLC1j2TPDvJ8zJaUSAZret6ZpIzq+rqJO9M8q7WWk/PZ74pyTOSPCHJI5N8adho4WsZvaT14iQnDH0vTvLaKdT8lSysyvDiJA+pqndktKPWQzPalWzPSgPvaq19aAo1AQC6Mzc/P/man1V1XJLnJ3lOkgeMXdrz419O8vYk72mtfWfigjM2zLaemzvuHjbu80me1lq7ch+/c3ZGYT5JXtNaO2sffR8x1Dx+HzXfneSFrbVb99FnOTuTXD7LdV4T6z3CVuTvHpi2sXVej0tyxV7XplGgtXZ5a+23WmsPTHJSkt/PaOOCueFzYpLXJ7mqqi6oqudW1V2nUXsWWmvXJzklo+daP5Tk6iS3JrkmyUeTvDTJSfsKruuo+YWM/jn9apK/S3Jdkh8nuSrJnyY5tbX23HUGVwCAA8JUZl6XUlUHJXlSRo8VPDWjtUyThdnYm1trRy51LzOxM2ZegRnwdw9M275mXme2SUFr7fYk5yc5v6oOS/L0jILsyRkt7r9421gAANin/bVJwXyS3VmYdQUAgDWb2czrsNzTz2U02/oLWXhsYG44/nBWtQEAODBNPbxW1aMyCqynJbn7cHpPYN2d0QtP70jyZ9OuDQDAgW0q4bWqdiZ57vCp4fTcWJevZBRY391au3oaNQEA2HrWHV6HtVCfldEs60+PXdoTWq/OaF3Sd7bWvrzuEQIAwGCSmdfvjN2/J7DelOTPM5plvbC15gUtAACmZpLweshwvD3JRzIKrH/eWvvRxKMCAIAlTBJev5BRYH1Pa+2aKY0HAACWte7w2lp71DQHAgAAK9lfmxQAAMDEhFcAALqx4mMDVfUze9qttb9e6vx6jf8eAACsZDXPvH48yfzwOXiJ8+u1+PcAAGCfVhse59Z4HgAApm414fU1azwPAAAzMTc/bxOsLWJnkst37bopu3fP7v/nO3YckWuvvXFmvw9sPv7ugWnbtm0u27cfniTHJblir2sbMSAAAFgP4RUAgG6s+23/qvp6RisGvKy19pE13PczSc5OMt9au+966wMAsPVMslTVzozC613XeN+hY/cCAMCqeWwAAIBubER4PXQ4/ngDagMA0LGNCK+PG47XbkBtAAA6tqpnXqvqxCQPX+byyVV11Ao/MZfksCSPTPK8jJ53/exqBwkAAMnqX9h6WpL/usT5uSSvXGPNuYzC6x+t8T4AALa4tTw2MLfos9z5lT7fTfJLrbW/mnTwAABsLaudeT0vi7bmSvK2jGZQ35jk8yvcvzvJTUkuT/KV1trtaxgjAAAkWWV4ba19KcmXxs9V1duG5oWttQ9Oe2AAALDYJJsUvHA4rjTrCgAAU7Hu8NpaO2eaAwEAgJXYYQsAgG6se+a1qk5IclFGL209o7X2gVXc868zevlrd5IHttYuW299AAC2nklmXp+T0dJX31pNcE2S1tpfJLlqqPucCWoDALAFTRJefzajWdf/tcb7PphR6H3iBLUBANiCJgmvDxyOX1zjfV8ejidMUBsAgC1okvB61HDctcb7rh+OR09QGwCALWiS8HrzcDxyjfft6X/rBLUBANiCJgmv3x6Oj1njfXv6XzNBbQAAtqBJwuvfZPTi1elVddRKnZOkqo5OclpGL3p9aoLaAABsQZOE1/cOx59K8idVdei+Og/X35uFZ2XfM0FtAAC2oHWH19bax5JcmNHs6ylJvlhVz1s8C1tVR1XV85N8Yeg3n+QTrbUL1j9sAAC2onXvsDU4PclnkuxMcr8k5ySZr6rvJrkpyeFJ7p5RwM1w/HqSZ09YFwCALWiSxwbSWrsuyWOTfDijYDo3/OY9k9x3OG4bu/aXSU5qrV07SV0AALamSWde9wTYf1lVj0vyvCT/R5JjMloS6wdJvpnRy13vbK3970nrAQCwdU0cXvdorX06yaen9XsAALDYRI8NAADA/iS8AgDQjak9NlBVP53kpCw873rQCrfMt9ZePK36AAAc+CYOr1X11CSvT3L8Om4XXgEAWLWJwmtV/XKS3x++zu2rb0abE8wt+g4AAKu27mdeq+r4JG/IKJBek+RFSU4YLs8neWmShyT5+SS/l9GmBfMZbWRw36xvphYAgC1skpnXXx7uvz3Jk1prFyVJVe25/t3W2sVJLk5yflW9PskHkpyR5IettVdMUBsAgC1oktUGnpjRTOpf7Amu+9Ja+2aSf5nk+0l+qar+xQS1AQDYgiYJrzuH498uc/1Oi0+01q5J8raMHjV4yQS1AQDYgiYJr0cMx6sWnb9l0fXFPj8cT5qgNgAAW9Ak4fXmZX7jhuG4c5n7DhmO95ygNgAAW9Ak4fXy4XiPRef/MaPHAn52mfseMxxvnaA2AABb0CTh9fMZhdQTF53/+HB8QlU9afxCVT0moyW15pOs+JIXAACMm2SprI9mFERPWXT+nCT/OaMXtv6iqs5LcllGa7s+dTg/n+QdE9QGAGALmmTm9S8y+p/+jxmfYW2tfSOj8DqX0fOt/zbJbwzHPSsQfCzJH09QGwCALWjd4bW1dmNGKwocmuQji669Icnzk3w9oxC753Nzkt9N8vOttd3rrQ0AwNY0yWMDaa39ZB/X3pXkXVV1XEYvdf0wyVf3dQ8AAOzLROF1NVprl2dhZQIAAFi3SZ55BQCA/Up4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdOPgjR7AZlVVT0nywiSPS3KPJD9IcmmSc5O8pbV285TqXJHkPqvs/onW2j+fRl0AgB4Jr4tU1Z2TvC3J6Ysu7Rg+P53kFVX19Nbal/f3+AAAtjLh9Y7OSfLsob0ryVuSfCXJ3ZI8L8ljk9w3yYer6qTW2lVTqnttkpeu0Oe6KdUCAOiS8Dqmqp6aheB6ZZIntNauHLv+B0n+Z0aPE9wrye8meeaUyv+wtXbelH4LAOCA5IWtvZ011n75eHBNktba7iSvyCjYJsm/raqH7KexAQBsecLroKrun+Thw9dLW2t/uVS/1tqPkvzx2KlnzXpsAACMCK8LnjzWvmCFvvd3s1sAAAnMSURBVB8eaz9lBmMBAGAJnnldMP4//39uhb5fTHJ7koOSPKiq5lpr8xPW315VH0lyYpKjknw/yeVJPpbR0lyXTfj7AADdM/O64AFj7Sv21bG1dluSbw1fD0ty7ynUPzzJv8hoOa5DMlrd4DFJ/mOSVlW/XVUHTaEOAEC3zLwuOGqsvZolqXYlOXbs3m9OUPvqjB5F+GKSa5LcKcn9kjw9yUMzmuH9TxmtcPCCCeoAAHRNeF1w+Fj7llX0/9FY+4gJ6j4vyd8OKxksdlZVvTzJ72cUYM+sqr9qrb1rvcW2bz985U4T2rFjkn8cQI/83QP7S1fhtapekuSYafxWa+2sfVye9PnVtYzjkytcf1NVHZ3kdcOp30yy7vC6a9dN2b17dv/n7dhxRK699saZ/T6w+fi7B6Zt27a5ZSfcugqvSV6S5KQp/dZZi77fNNY+dBX3j/eZ9X9q/25Gz77+VJIHVtXxrbWvz7gmAMCm44WtBTeMtbevov94nxuW7TUFrbVbknx67FTNsh4AwGbV1cxra+1xM/z5S5I8cWjvTPKJ5TpW1cFZWGHg5iysPDBLu8baR++HegAAm46Z1wUXjbUfvULfh2f0AlWSXDyFNV5XY7/N9AIAbFbC64LxXbWevGyvkfFdtT68bK8pqao7Jxmfdb5k1jUBADYj4XXQWrs0yReGr/evqlOX6ldVd0nyi2On3jfrsSX5Dxm9rJUkl7bWvrYfagIAbDrC695eM9Z+U1UdO36xqrYl+YMsbE5wbmtt/HGD8b5nVdX88Dl7mT6vqqoT9jWgqvqlJP9t7NTrlusLAHCg6+qFrVlrrX2gqv4kybOT3CfJ56rqzRk9D7s9yRlJHjt0/3ZGM6KTeGaS11bVFzJ6QeyrSa7P3jtsnTjW/51J3j5hTQCAbgmvd3RmRpsUnJbkbkletUSfy5I8o7V21ZRqPmL4LOe2JP89yWv208thAACbkvC6SGvtx0lOr6pzkrwooxel7p7RRgSXJvnTJG9prd08hXLPT/IzSR6f5MEZheXtGT3O8b0kF2c0I/vW1tr+WI4LAGBTm5ufN5G3RexMcrntYYFp83cPTNvY9rDHJblir2sbMSAAAFgP4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0I2DN3oAm0lVzSW5f5JHJXn0cHxkkiOGLue01l4wo9qHJHlBktOSPCjJP0lybZIvJHlnkve11uZnURsAoBfC695en+Q/7O+iVbUzyfuTPGLRpXsPn3+V5CVV9czW2g37eXgAAJuGxwb2dtCi7zcmuXiWBavqqCTnZyG4fjXJryc5Pcmrk1w1nD8lyfuryr9wAABbliC0t4uT/D9JPpfks0kuSfKzST42w5r/Z5IHDu0PJ3laa+2WPRer6g+TfCSjcPvEJC9L8gczHA8AwKYlvI5prb1l8bmqmlm9qrp7kl8evt6c5Mzx4DqM6XtVdUaSLyeZS/Lqqvqj1trtMxsYAMAm5bGBjfULSe40tN/TWvvuUp1aaxcl+ejw9R4ZzQYDAGw5wuvGetJY+8Mr9B2//pQZjAUAYNMTXjfWQ8ban1uh72eXuQ8AYMsQXjdIVW1Lct/h6+1JvrnCLd8Yaz9gJoMCANjkvLC1cQ7Pwj//G1prt63Qf9dY+6h11DsoSbZtm1vHrWuzP2oAm4u/e2Caxv4zZfEypsLrBjp8rH3Lsr0W/GisfcSyvZZ3ryQ5+ujD1nHr2mzffvjKnYADir97YEbuleSy8RNdhdeqekmSY6bxW621s6bxO1Oymm1fJ90a9u+TPCHJtzN6TAEAYLM6KKPg+veLL3QVXpO8JMlJU/qts6b0O+t101j70FX0v+tY+8Z11Ptxkk+u4z4AgI1w2VInvbC1cW5Ksuc516Oq6g7PdCyyfax9w2yGBACwuXU189pae9xGj2FaWmu7q+qyJJXR1Pgx2XtFgcXuM9a+ZJZjAwDYrMy8bqyLxtqPXqHv+PWLlu0FAHAAE1431gVj7Sev0Hd8V62VduMCADggCa8b67wktw7t06vq7kt1qqoHJzl5+PqdJJ/YD2MDANh0hNcZqaqzqmp++Jy9VJ/W2rVJ/nD4eniSs6vqLot+5+gk70iyZ7Xe17bWLHUFAGxJXb2wNWtVdVSSX1t0evxFqUdU1WsXXf9oa+2jE5R9TUaPBDwwyalJPl9V/zPJt5LcL8nLkvzToe/Hk7xlgloAAF0TXvd2VJJX7eP6icNn3G1J1h1eW2s3VNWpSd6f5BFJTkjyO0t0/UiSZ7bWfrLeWgAAvfPYwCbQWrsio80XXppREL4mo2dhr07yoSSnJXlSa836rgDAljY3Pz/prqMAALB/mHkFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG8IrAADdEF4BAOiG8AoAQDeEVwAAuiG8AgDQDeEVAIBuCK8AAHRDeAUAoBvCKwAA3RBeAQDohvAKAEA3hFcAALohvAIA0A3hFQCAbgivAAB0Q3gFAKAbwisAAN0QXgEA6IbwCgBAN4RXAAC6IbwCANAN4RUAgG4IrwAAdEN4BQCgG/8fi6/HjAi+SgAAAAAASUVORK5CYII=\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "4b01dbf004264c5d9ffb25a4c2c24354": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {
       "height": "700px"
      }
     },
     "4d6a417f24104b00b8323315d9e7e42f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "sentence",
       "layout": "IPY_MODEL_16bc59b3230645289b92fdda974af335",
       "style": "IPY_MODEL_c523941f16ab4016859f7854fe8c3b71",
       "value": "evlerinizden"
      }
     },
     "4ed6c1cb6f864f24af57fbf218c97f63": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "4f076985017f4c08a172911d1d83a31f": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "51731f050d6b4d929ced4f4f4210d28a": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "58f374d7999149ee9148d31ea0a9d196": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "5b6d1dc34f224876a17a3759f423a088": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_18af5ffb4f7948d083075bdc39930d33",
        "IPY_MODEL_67988e10ebea4d6dba9460bf6f57230e",
        "IPY_MODEL_49aa9c33599f46c49dfcc48b510da6ee"
       ],
       "layout": "IPY_MODEL_22c8da749ebf421e839e1d078d7a3375"
      }
     },
     "5cb4650b9f8a4f908527a9390e690c87": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_7a7ad59251d34c4e93cedae0b96e5231",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "ADJ\n"
        },
        {
         "data": {
          "image/png": 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IsTNf37/gUbE1cxva3lXqU1yirqUvYntted6y36tkfRbpqb557WMTU7R1Dy/7/URERGJF4XW2R2c8vmaRY2fuqrXYblxRM8aUcmod2nGgId59irscXWDkdVPZ8sOr1+uhsjjyXCNNHRAREScpvM72FNARfnyVMWZHpIOMMUXA+8JPR4GfrUJtdxC6WAvgaWttXOfYirtMBQLkZKaSljL/S3pTWW6EMxZXXTx76kB6mo8zKvJIT5s/IisiIrJadMHWDNbaSWPMV4CvEgqK3zbGXGWt7Zk+xhiTAdzLqU0Jvmat7Zr/bmCMuYfQZgMAd1pr74hwzF8Dd1lrGxd4Dx/wl8DHZzR/ZTl/Lkl+Pq+Xz998DpNTAVo6hqhr7aOupZ/u/lHy/ekres9dmwvwej1UlfipLvFTnJ8V8yW4RERElkvhdb67gPcQ2pb1HOBVY8y/AUcIXaR1O7AtfOxB4K+i7O+TwOeNMb8FfkPoorE+QstwbSe029amGcd/xVr7dJR9SpJK8XmpKvFTVeJn7znRvdfOmgJ21hQsfqCIiMgqUnidw1o7box5J3A/sBeoJHJAfQm4wVob+SqZ5fEAF4dvCxkGPm+t/VoM+hMRERFxJYXXCKy1PcaYqwiNen4I2A1sAHqAA8APgG8ttgPXEl1DKLReROiCrEJCqwpMEVoa6zXgCeAea213DPoTERERcS2F1wWE1239Yfi20ve4DbhtkWOeA55baR8iIiIia4lWGxARERER11B4FRERERHXUHgVEREREddQeBURERER19AFWyIu1nhigN/ub2NzeR6bynJZn5sRt74CwSDtPSPUt/XT0DZA8fosrji7PG79iYiIRKLwKuJiB45189jzTTz2fBMA+f50NpXl8qYdJew+ozAmfRw73s+PnjxCY/sAI2NTJ9u3blyn8CoiIqtO0wZEXKyutX/W856BMV60HbR1D8esj1SfF9vUOyu4AjScGCQYDMasHxERkaVQeBVxqWAwSF1L5A3eNpXlxqyf0g1ZpKXM/1YxMjZJe+9IzPoRERFZCoVXEZfq7h+jb2h8XrvX46G6JHbh1ef1UlmUE/G1hraBmPUjIiKyFAqvIi5V1xp51LWiKJv0NF9M+6oq8Udsr1d4FRGRVaYLtkRcakvFOj7y1m0cbe3jSEs/LZ2DBINQW5YX876mw2taipfK4hyqi3OpKvGzpTL2fYmIiJyOwquIS+X707lkVymX7CoFQnNQ69sGyMlMjXlfu7cUUnN7LqUFWfi8+sBGRESco/AqkiQy01PYVpUfl/fOyUyNSygWERFZLg2hiIiIiIhrKLyKiIiIiGsovIqIiIiIayi8ioiIiIhrKLyKiIiIiGsovIqIiIiIayi8irjM0OgEwWDQ6TJOCgaDDI9OOl2GiIisEVrnVcRl/unHv6elY5Da8jw2leVSW5ZHTWkuWRnx/3IOBoN09I5Q3zZAQ9sA9W0DNJ4YoLrEz5+8b3fc+xcREVF4FXGRqUCA+uP9jE8GeK2ui9fqugDwAH/1sQsoLciOa/+NJwa5857n57XXtw0QDAbxeDxx7V9ERETTBkRcpLl9iPHJwLz29DQfxflZce+/vDCbFN/8gDo0OklX32jc+xcREVF4FXGRuta+iO2bynLxeuM/6pni81JemBPxtfq2gbj3LyIiovAq4iJ1Lf0R2zeV5a1aDdUl/ojtDScUXkVEJP4UXkVcZCoQiPixfW1Z7qrVUBUhvKb4PIyOTa1aDSIisnbpgi0RF/nDd+5kYjJAY/sAR1v6qWvt42hrP5tWMbxuKs2lpjSX6hI/VSV+qkv8lG3IJsWn34VFRCT+FF5FXCY1xUttWR61ZXm8hcpV739jsZ8v3Lpn1fsVEREBTRsQERERERdReBURERER11B4FRERERHXUHgVEREREddQeBURERER11B4FRERERHXUHgVEREREdfQOq8iCW5kbJIHf9dAbVkum8rzyMtOc7qkeYLBIF39ozS0DTAyNsUlu0qdLklERJKUwqtIgjt6vJ+Hnm04+XxDXga15XnsrFnPxWc6FxKHRyd4+LlG6tsGaGgbYHBkAgB/VioXn1mCxzN/G1sREZFoKbyKJLijLX2znnf2jdLZN0ogEHQ0vKameHnkuUamAsFZ7QPDE/QMjLE+N8OhykREJJlpzqtIgqtr7Y/YXluWu8qVzJaa4qNsQ3bE1xraBla5GhERWSsUXkUSWDAY5OhC4bU8b5Wrma+qxB+xvV7hVURE4kThVSSBtfeMnJxLOlOKz8PG4sjBcTVVLxBeG04ovIqISHxozqtIAsvOTOWWaw1HW/qpa+3jeNcwABuL/aSmOP+758yRV5/XQ3lhNtUlfszGfAerEhGRZKbwKpLAcjJTueLscq44uxwIXeF/9Hg/weAiJ66SysIcbrnGUFXip6IwJyECtYiIJDeFVxEXycpIZWdNgdNlnJSW6uOK3eVOlyEiImuIhklERERExDUUXkVERETENRReRURERMQ1FF5FRERExDUUXkVERETENRReRURERMQ1FF5FEtDE5BTBRFnMVUREJIFonVeRBHT/r4/y3KET1Jblsqksl9qyPGpKc0lP8zld2oKCwSC9g+PUt/XT0DZAfdsAfYPj/OWHz3O6NBERSSIKryIJ6GhrH/1D47z8Ricvv9EJgNfj4VM37GT3GYUOVzff5FSAz931W3oHx+e91jc4Rl5OugNViYhIMtK0AZEEMzEZoOHEwLz2QDBI2YZsBypaXIrPS3ZGasTX6tvm/1lERERWKmYjr8aYcmA7kA9kLOUca+23Y9W/SLJobB9gcmr+fNfsjBSK8jMdqGhpqkr8tHQOzWtvaBvgrM0bHKhIxFnNHYM880ork0HYWpnH+duKnS5JJClEHV6NMbcBfwpsW+apQUDhVWSOoy39Edtry/PweDyrXM3SVZX4+e3+tnntGnmVtejY8X7+9vsvMzYxBcCvX2qmqX2Q91xe63BlIu4X1bQBY8zdwDcJBVfPCm4iMkff0DjeCCF1U1muA9UsXXWJP2J7U7vCq6w9D/2u4WRwnfbg7xp4ra7ToYpEkseKR16NMe8DbpvR9BvgSaAFGIuuLJG168Yrann7xdU0tA1Q19rH0ZZ+jrT2UVuW53Rpp7WxyE+Kz0PJ+myqS/xUlfipLvFTUZTjdGkiqyoYDPJ6Y8+89rRUb8RfTEVkeaKZNvDR8P048D5r7QMxqEdEgPRUH2dUruOMynUArljzNT3Nxz//j8tJTdF1oLK29QyMMTQ6Oa99fCLA1qp8ByoSSS7RhNezCc1b/ZaCq0h8JfJc15kUXEVCF2pFsrEohxSfvkZEohXNV1FW+P6ZWBQiIiKSDPqHJkhPnb+hiKbQiMRGNCOvrUANuvBKRETkpEt2lfKmM0vo6B2h6cQg3UMT2PouzMZ1TpcmkhSiCa9PEJr3ejbw/diUIyIi4n5ej4fi/CyK87MoLPTT0aFVN0RiJZppA18ldLHWR4wxBTGqR0RERERkQSsOr9baQ8AngXXAo8aY6lgVJSIiIiISSTTrvN4CBID/AG4CXjfG/BJ4FugMv3Za2h5WRETWuqb2QQ7Vd3P1+RudLkXEFaKZ83oPoaWyCN+nATeEb0uh7WFFZnh0XyOlBVlsKssjJzPV6XJiqn9onOaOQbZXr3e6FJGEEQgEefT5Rn76zFEmp4KUF+WwQ18jIouKJrzC/JUGtPKAyAoMjkzwwyePnHxenJ9JbXketWW5XLG73DXrvE57ra6L+uP91LcN0HBigJ6B0KZ7//CZS/BnpTlcnYjzOvtG+OYvD2Gbek+23f3gIe78yPlJ98urSKxFE14/HLMqRNa4o619s56f6BnhRM8IR1r6ePM5FQ5VtXI/eOIN2rqH57U3tA2wc5Ou75S1zTb28I8/fo2RsalZ7T0DY3z3McsfvnOnQ5WJuMOKw6u19t5YFiKyltW19Edsry3LXeVKYqO6xB8xvNYrvIpQXphDWqpvXngF2HeonbM3t3HhjhIHKhNxB+1TJ5IA6uaMvE6rLc9b5Upio6rEH7G9oU1rXUryau0c4tmDbbR0DjEVWPia5ZzMVG6/flvE1zLS5u/MJSKzRTvnVUSiFAgEOdq60MirO8Nr9QLhtV7hVZLYS4c7+MkzRwFI8Xkp35BNRVE2V19UQ+X6zFnH7qwp4MpzK3jixeaTbVsq8vjo27ZTuG72sSIyW8zDqzEmBygB/MAA0GatHYx1PyLJYioQ5MYraqlr6aOutZ/2nhEA0lK8lBdmO1zdymwsnh1ePR4oLcimqtjPVCCAz6sPfST5NHec+lE3ORWg4UTogsWtNQXzwivAjVfUcrC+m/aeEW64bBPXnr8Rr9ddF2eKOCEm4dUYUwx8Cng3sJXZqw4EjTGvA/cDd1lrT8SiT5FkkZriZe85FewNX5jVPzzO0dZ+egfHSPG5M+Rlpqdw7fkbyc9Np7rEz8YiP+n6OFSSXFN75HGa6tLIc9fTU3184h07CAYXnmojIvNFHV6NMe8H7iI00gqRl8/aBnwB+GNjzB9aa38Qbb8iySo3K42zN29wuoyovXfvZqdLEFk14xNTES9SBKgpy2N8ZDzia3M/pRCRxUUVXo0xHwK+RSigeghtPHAIOAwMAjnAFkKjsV4gF/ieMcZnrf1eNH2LiIgkipbOIYLB+e15OWnk5aTTsUB4FZHli2Z72BLgXwiF0kD48d9aa5siHFsBfA74b+Hj/9UY84S1tm2l/YuIiCSKjDQfV55bQVP7IM3tgwyPTQJQWZjjcGUiySeakddPAdmERls/Yq1dcKtXa20z8BljzPPAvUAWoSD7xSj6FxERSQilBdnc/JYzAAgGg3T3j9HUMUh6ijvnrYsksmi+qq4lFFwfPl1wncla+x3gQUJTDK6Lom8REZGE5PF4KMjL4OzNG9hWvT4m79ndP8qj+xpj8l4ibhfNyGtN+P7nyzzv58D1M84XERGRBTx7sI3vPnqY4bFJCnIz2LO1yOmSRBwVTXidnsjTs8zzeuecLyIiInMMjU7w3ccO89zBUytM3vvI62yuyGNdTrqDlYk4K5ppA13h++WuhzN9fNdpjxJJcoFIlyaLiBDa8OCL39w3K7gCDI1OcvdDhwjq+4esYdGE11cIzV29zRiTupQTwsfdSmiu7KtR9C3ies8dOMGf/PNv+Jef/p5HnmvkSHMfE5NTTpcVN4MjE+w/1sWDv6vnn3/6e4ZGJ5wuSSRhbcjLIHWBi732H+3myZdaVrkikcQRzbSBnxK66Goz8B1jzK3W2rGFDjbGpBFaE/YMQuH1/ij6FnG9utY+egbGeMF28ILtAMDn9fCey2u59oKNDlcXO9//1WFefqOTrv7RWe1v3l3O9hhdzCKSbDLSUvjY27bz1999ad6nND6vh4nJgEOViTgvmvD6LeBPCW1C8AfAecaYfwR+BbxhrZ0wxqSEX38L8GlgE6HgagktmSWyZtW19M9rmwoEyfcn11y2vqHxecEVoKFtQOFV5DRqy/N425uq+Plv6k+2lazP4mNv307NAlvOiqwFKw6v1topY8w7gP8CNgDVwN9Pv26MmYzw/h6gA3iHtTZ5Px8VWcTYxNSC+6DXliXXD6XqEj/Pv94+r72+bcCBakTc5W1vqub3R7s4dnyAK8+p4MY315Ke6nO6LBFHRbU9rLX2sDFmN/AN4Jo5L0eaB/sw8HFrrSbryJrW0DYQ8YKtvOw0CvIyHKgofqpKIu/d3qDwKkmg8cQAP3rqCJVFOVQU5lBZlEPZhmxSfLHZnCDF5+Wjb9tOV98oOzcVxOQ9RdwuqvAKEA6i1xljzgTeDZwPlAJ+YAA4DuwDfmKt/X20/Ykkg7buYTwe5u2FvqksF4/H40xRcbJQeG3vHWF4dIKsjCVd7ymSkOrbBjhY38PB+lOrRvq8Hi49q4xbrjEx6aO0IJvSguyYvJdIMog6vE4LB1OFU5EluOysMs7bWkR92wBHW/uoa+mnrrWP2vI8p0uLueyMVArXZdDRO0rx+iyqS/xUFfupLvGTpo8/xeUiTf+ZCgTJTNP/bZF4iVl4FZHlyUxPYVtVPtuq8oHQfuhTgeRcu/GPbjyLfH86men6liPJZaG565VF2odHJF70k0QkQW8AayIAACAASURBVHg8HlJ8yTVlYFrZBn3kKcknGAzSrPAqsupiM6NcRERkjenuH2N4bHJee4rPQ/H6rFWvZ3h0kseeb9LuW5L0Fh15NcbcHX4YtNbeHqF9pWa9n4iIiJvk5aRxx4fPo6l9cNZtfW56zFYbWCrb2MM3fnmQrv4xMtJ8XHZW2ar2L7KaljJt4DZCGwsA3L5A+0opvIqIiCul+LxsLPazsfjUihrBYJDR8dVbxnxiMsBPnznKo/saT/5Avu/xNzAb11Gcv/qjvyKrYam/Gi40Ec8TxU1ERCSpeDyeVbswsbt/lC/f+wKPzAiuENoE5Ru/OMhUQFvISnJayldYzTLbRUREJM78WWkstCx0XWs/D/2ugbdfrB/VknwWDa/W2obltIuIiEj8paZ4+fjbt3PnPS8wOTV/lLV/eIJgMJh0G5+IaLUBkVX0om3nlcPtjES4QnmtGh6diPiDV0QWV16Yw41X1M5qy81O449u3MXNbzlDwVWS0oon5hhjLgs/3G+t7V7GeeuAXQDW2mdW2r+IG/3giSN09Y/iIbT26aayXGrL8zhva9GaWMB/aHSChrYBGtoGqA/ft/eO8PkP7MZszHe6PBFXumpPBa8e6eRQQw+7t2zg1uu2kpuV5nRZInETzU/LXxNabeAG4OfLOO8C4GEgEGX/Iq7SOzhGV/8oEPrCaekcoqVziP967Th7TJGzxa2Sex56nRcPd8xrr28bUHgVWSGvx8Pt12/jYH0PF59ZotFWSXpOThvQV5esKUdb+yO2l23IJitjbfweV1Xij9je0DawypWIJJf1uRlcsqtUwVXWBCfC6/RXlrYAkTWlrrUvYvumstxVrsQ51QuE13qFV3GRYDBIV9+odrIScYgTwz0bwvdDDvQt4pijLZFHXmvL81a5EucsNPJ6onuYkbHJNTHvV9yvq3+Uz931O7LSU6goyqEyfKsq9i/4f1xEYmdVf1IYY9KBW8NP61ezbxGnnb+9mLycNOrbBmjvGTnZvpZGXv1ZaRTkptPVPzarvSAvg56BMYVXcYXm9tDYy/DYJIebejnc1AtAVbGfv/zweU6WJrImLOknhTHmVk6Fzrn+yhjzx4u8hQfIBraG74PAE0stUiQZvHl3OW/eXU5hoZ/DRzs52tpPfVs/ZQXZTpe2qs7eUkj/0DjVJaFRqqoSP9kZqU6XJbJkTe2Rp7lUFCX+1/LkVICHf3uMc2oL8Ho1P1bcaanDHNXAFcyfp+oBdiyjv+mvlHbg/yzjPJGkku9P51xTyLmm0OlSVt3NbznD6RJEotLUEXnWW2VRYk8ZaOkc4t9/cYDGE4P8wRW1XHdhldMliazIcj+ji/Rr2lJ+dQsCg8AxQiOuf2etbV1m3yIiIo5rah+M2F5ZmJgjr4FgkCdeaOY/fl13ckOQnzxzFLMxf01NW5LksaTwaq29E7hzZpsxJkB4nVdr7XLWeRUREXGlQCBIZpqPFJ+HyanZH0ZWFOU4VNXChkcn+JcH9nOwvmdW+1QgyN98/yVuv34b528rdqg6kZWJ9uoITZgREZE1w+v18MXbzmNyKsCJ7mGa2gdp6hiku38MfwLuapWRlsLkZOTtlycmA/QNjq9yRSLRW3F4tdY6ucGBSMLr6B3heNcQu2o3LH6wiLhKis9LeWEO5YU5XOh0Mafh9Xr46Nu288W79zE6PjXrtZrSXK48t8KhykRWTgFUJMZ6B8f47mOWP//6s/z7Lw4yPDrhdEkisoZtWJc570JJn9fDh6/bqhUHxJW0qKJIjAyOTPDwsw088WIz4+GP6YZGJ3lkXxPvvmyTw9WJyFp28Zml9A6O8ZOnjxIErrtwY0LO0RVZipiFV2NMOXA+UAHkAr7FzrHWfilW/Ys47e4HD/HKkc557b96vomrzq0gNzvx5sOJyNpx/UXVmI35PPVKK29/U7XT5YisWNTh1RizB/gbQuvALlfChldjjAd4L/Ah4GygEOgGDgL3AfdYaydj3Gc28AngPcAWQr8EnACeBe621j4ay/4ktq6/qCpieB2bmOKhZxt435VbHKjKHUbGJmk8MUB92wCX79lIhiY0icTF5vI8Ljq7go6OyBstzNU3NM6Dv63nXZfWkKXNRCRBRBVejTE3EApyqSy+8kBwzjFzNzxIGMaYfOB+YO+cl0rCt73AJ40xN1hrG2PU5+5wn3M/X94Yvr3XGPN94MPWWl0emoBqy/M4e/OGiAH2mVdbeeclNdr+dIaXD3ew7/X20Ha53cMnvyHk5mZw0dYiR2sTkZD7Hj/MvkPtPP96Ox+8+gzONfraFOeteHzDGFMMfBtIA4YJjaJeG345CPwv4G3Ap4Cfh9uCwL3Am5kfDBOCMSYN+Bmn6msCvgC8H/gscCjcfg7wsDEm6hWejTFVwMOcCq77gM8AHwD+GugKt38A+Ga0/Un8vOvSmlnPPR64+MwSvvSR8xVc52hsH+S5gyc4MSO4AtQ19zlWk4ic8sqRTvYdagdCI7D//NP9/NOPX6NnYMzhymSti+an6aeAbEKB9O3W2l8DGGOmX99vrX0o/PguY8w5wI+BW4DD1tq/jqLvePokcGn48UvAVdbak6s7G2O+BjwAXANsJxRsPxtln18FpleJvhv4mLV2emG++4wx/wr8J6ER2A8aY35grX0wyj5liYLBICNjk0v6yGxjsZ/ztxWx71A7e0wh77p0E2UbEnPXHadVlUTeSrOuuXeVKxGRuUbGJvnOo3Ze+8tvdHK4qZe/+cOLNI1AHBPNzLK3EAquT04H19Ox1r4EXA2MAV8yxpwXRd9xYYxJAf4i/DQI3DIzuAJYa0cJBfDpza0/bYwpiKLPs4B3hZ82Ap+aEVyn+2wkFKqn3bHS/mTpgsEg+4928aV7X+Drvzi45PPec3ktf3nbefy3G85UcD2N6gXCa9OJAcYmpiK+JuKkx55v4kXbTnvPMIFgws58i4mfPH10wRHWS3aVKriKo6IZed0cvn98gdfn/c+21r5hjPkO8DHg48DzUfQfD3sJXZgF8IS19kCkg6y17caYHwC3A+nAOwmNmK7ETTMefz0cjiN5GDhC6O99jzGm1lpbt8I+ZRGHm3r5ydN1HJ7xEfYbzb1sqVi36LmF6zLjWVrSWJeTTl5O2rwdfgLB0N7xm8vzHKpMZL6x8Sl++MQbJ6e4pKf5qCjMprLIz81v2YLPmzxXGQaDQaYCkXfl2pCXwbsu0dJ/4qxovtqmf7LMvWBp+ifRQkNOvwnfXx5F3/Fy9YzHjyxy7MzXr13wqBj1aa0NAjNXG7gmij7lNP71Z/v53997aVZwhdBIRDDJR1tWW3XxqdHXgtwMzjmjkA9et5V1WlZMEkxz5+Csudlj41PUtfTz6pHOpAquAB6Ph1uu3crn3r+b4vzZv4zfeu1W0tMWXQlTJK6iGXkdAXKAub+e9QEbCM3PjGT6+NIo+o6XnTMev7jIsS8scN6SGWO8wLbw00ng1Xj3KYsrWZ8Vsd029XKwvocdNetXuaLkdd2FVVy5p4KqYv/JfeELC/1LXsZHZLU0tw9GbK9M4oX+t1blc+dHzucXv63nkecauWB7sb7/SUKI5tfF6RHXwjntb4Tv37TAebui6DPeZu6fV7/Isc3A9MS8LeF1YZerAphOSi1LWDe2YcbjMxY8SqJyzfkbyc6I/Hvdj5+u0+hrDJ1RuY6dNQUng6tIompaILxWFCZveAVIS/Xxnstr+eJt53HT3s2LnxA2pG2xJY6iCa+vhO/njgD+htB6rlcZY86e+YIxpprQIvxBYP5ljM6bOaFx/mKdM4SDZn/4aQoLT5OISX9hXTMeLz75UlYkMz2Ft15UNa99XU4al55VhrKryNqzFkdeZ6osylnyL5ljE1N86Z7n+def7advSMuSS+xFM23g18DNzF+v9V7gTwhtD/trY8y/AXVALfBRwE8ovP4oir7jZeZ3oYUunJppBMgPP/YDkb+7xba/aZEv1XbQD3/4fe6//z4mEuhK8dRU38rq8aaw7uyP4k3LITAxzGjLc3SfeJV/eHySf3CqpjhRPaenehaXaDXFo560wp2k5JSSklWIL6sQjy90TfLffPlPCYx0nfbctfD3M1PmxsvILDufjt5Rnv19A8MNTzPesd/RmpZL9Zze+9//QW666QOO9R9NeP0Z8G9ArTHmImvt7wCstQeNMX9HaO1TP/CnEc79PfCPUfSdjFZlPK+gIH6jBLm5oYn9qamJNZk/NdUH3jTSis8hOD7ARFfERSTmCDLW+hu8aX7GT7wMgXFSUyD0O1mMakogquf0VM/iUlN9eDOLCIy0O10KEPu/o2DvISZ6DxH6MNyDJz0PX2Yhvsk+fEvoK9H+zeJVjzeziIzSPaeep2SSU3stk4XbGW14nOD4wpuQrJW/o5VKpHpyczMpLHRuDG3F4dVa22mM2UJoh632Oa993hjTD/wZ8z9O/wnw8dMsCeWkQU6NpGaw+EjqzMswV3KFycz3X8r6StH2R1fXIIFAfHLyddfdwC233JJQF9v48zL50WOv8/CzjQyOTJCbncbffOIrjl4tm2gXJKme01M9C+sZGGP/sS7qWgd4ybYzODLBl24/3/F5oIn0dwRrp56pQIAv3/sCjSfm/+hMyd3I/3PH/2X3lrmXycS3ppVSPYuLdz1er2fBAbeo9qu01h47zWtfCY/AXkRo96hh4AVrbWs0fcZZL6fCawGnCa/hDQ2mt4ad5NSmBcvtb9pSNjqYeYy2ITqNQCDI06+08OCzDXT3n1pou39onMdfbOL6i6qdK06WZHR8koeebeC6C6q0tW4C+vovDvDsgRPz2g8c63Y8vIozfv1ya8TgCrBna9GCwVVkueL6EyE8uvpUPPuIscPA9Ob01cy+un+uCk59hvxGeB3W5WomFOqzgApjTMoiKw7MvIro8Ar6WzM8Hvjt/rZZwXXaI8818ubd5dohJsH95OmjPP5iM7/d38at127lzE0r3shO4qBogc049h/r5przF1opUZLZJWeW0tk3wmPPN826sDUrPYWbr9riXGGSdJJrZeXozZxRvmfBo+a/fvqZ6AsIbwN7KPw0BTgr3n2uFR6Ph3dfFnkXmKHRSR7Z17TKFclyvNHcyxMvNgPQ3T/G//3Rq3zzlwcZHNHyO4liZ03kXyYON/UynkAXlsjqSU/zcdPeLfyvW/bMWoXhvXs3k5eT7mBlkmxWHF6NMc8bYz5tjEmmzwGWs4PVzF21FtuNK+o+w+vIznz90YWOlZBt1evZtXlDxNfae4a1XmuCGp+Y4lsPvT7vCsbf7G/jC994jv5hLb2TCGrK/BGnc0xMBnijeeGLciT51ZTm8oVb93DjFbWcuamAS3ctvifR0ZY+fvrMUR7d18gzr7bywuvtHKjv5kTP8CpULG4TzbSBc4FzgL8zxvwK+A7wQIJeiLVUTwEdhDZeuMoYs8NaO+/SdGNMEfC+8NNRQisvrNSPgD8PP/6EMebvF/g7vA6YXiH6BWttXRR9rhkfeus2PvuP/3nyualcx7sv38SWCi2Tm6jue8zS1h35B9a2qnxytaFBQvB5vWyvyufFwx0z2jxsqcjDu5ItWySppPi8vPXCKq67YCMez+L/Id5o6uUXv62f137xmSXcfv32Rc/ff6yLQ/U9ZGWkkJmeQlZ66L5sQzaFC0xxEfeKJrxOhs9PITQKeS0waIz5MfBda+2TMahvVVlrJ40xXwG+SmijhW8bY66y1vZMH2OMySC0lu30Kgpfs9ZGXOTPGHMPcGv46Z3W2jsi9PmqMeYB4F2EttT9mjHm4+EpBdPvsxG4a8Zp895HIttatZ6zN2+gd3CM91xey/bq/CV9IxVnBINB+gbnz1MG8Gel8n7Nm0soO2rW09I5xJ7txWwq8bN14zoy0nRxnZyy1O+3QwtMCcpKX9q1Cbaxl4efa5zX/q5La3jHxTURzpjtN78/TsOJAbLSU8jKSOV912xdUr/ijGi+y5QANwEfJLSiAITWdb0VuNUY0wp8F/ietdZN8zPvAt4DXEpoZPnV8EYLRwhdpHU7sC187EHgr2LQ5x9zalWG24GdxpjvENpR60xCu5JNTzD7nrX2wRj0uWZ89G3byUz3KbS6gMfj4TM37WZndT73PvL6rAvubn7LGdpGNgH8f/e9jM/nobIwh/LCbD75rp2caYrp7VnJgisiIQttJ5uZvrRlDYfHIl/rvNSVSn5/tIt9h0KrfnqA91+77fQniKOiWee1m1DQu8sYUwN8CPgAcEb4kHLgc8DnjDGvAd8G7rPWtkVXcnxZa8eNMe8E7ie0e1glkQPqS8AN1tqoJ3dZaxuMMdeF+9wEXBC+zfV94CPR9rfWZGVoJMhtztxUwJdvv4D7n67jqZda2L1lA+dtLXK6rDVvYnIK29hLIBhk/9Huk+0+r4evfuYSspNwBY+7HtjP2MQUlUU5J2/F+Vl4NTcipoYXGnld4v+pkdHI4TVrieF1eMb5mekp+vdNcDH5qR5e7/VLwJeMMecRGo29CZj+abML+D/A3xpjniQUZH9qrU3ImdjW2h5jzFXAewmF8t3ABqAHOAD8APjWIstaLbfPl40xuwiNst4IbCE0kt0OPAvcba2N5sIwEVfJTE/hQ1cbzt9aRPH6rCWPnAeDQY2yx0lr5zCBCBc6+rPTkjK4BoNB9h/rZmRsktfqTs0OS03x8lcfvUBzKWNoME4jr0sdvBgZmx1eJbHF/F/IWvs88Lwx5n8CVxMKsu8ktJapD7gqfBvi1CL/CSe8busPw7eVvsdtwG3LOH4I+PvwTUQAszF/8YPCpgIB/u4Hr7B7SyFXnluh0ZMYa+6IvAB9dWnCfiuPSlff6KxQM9P6XC39FEsX7yojNyOF4dFJRsYmGR4L3W/IzVjS+cPRjrzO+HfWp3WJL27/QtbaKeBh4GFjTDbwbkJBdi+hEDt321gRkag89nwTrzf28npjL/teP8GHr9tG2QZ9q4mVtRZem9oj/3nLNmTj82qZ9Fi6cGcptcUr35ntynMr2FVbcDL0TofgdUtcX3ZYI6+uslr/QkEgEL4XEYm5tu5hHvjPUztW17X0c8e39vGOi2u49oKNpPgUNqLV3BH5oqykDa8LhPWZC/BLYrhge3FU5994eS0DwxMMj02wfomjveKcuIVXY4wXeAuh0dZ3EZo2AKEL+SC0LaqISNQCwSD3PHSIicnArPbJqSA/eeYoG9ZlcOH2EoeqSx7//d1n0to5RHP7IE0dgzS3D9LcMURVsobXBUZeKwsVXpPNxWcuvpGCJI6Yh1djzLmEAuv7OHXB1nRgDQBPEtrQ4Mex7ltE1qanXmrh8AK7OpnKdZy/LbpRGQlJT/VRU5pLzYywGgwGKSz009kZOei52e3Xb+PaCzbS1D5IU/t0WB/UyKuIw2ISXo0x1cDN4ZsJN8+8UuL3hALr9621rbHoU0Rk2vbqfDZX5HFkToBNS/Fy21u34tXqA3Hj8Xhmre4wMTnFG8197D/WzYFj3Se3CHWjjLQUasvyqC3LO9kWDAY1/03EYSsOr8aYfEJLSX0QeNOMl6a/i7USWpf0u9ba11ZcoYjIIkoLsvmzm8/hyRebuf/pOsYnQtMH3nXpJorzsxY5W2LhtbpOHn+xmcONvYzPmL6x/2i3a8NrJB6PB/0qJOKsaEZe22acP/21PAj8lNAo6xPh5aZEROLO6/Fw1Z5Kztq8gXsefp3R8SmuPq/S6bLWjN7B8VkbF0zbf6yL0LLVIiKxEU14nV6Regp4nFBg/am1diTqqkREVqhwXSZ/+r6zGRqdXPI6r/3D46R4vVrfMQo7qtdHbD/eNUx3/6iu4BaRmInmO/XLhALrfdbaEzGqR0Qkah6Ph5zMpe34FAwGueeh12k4McCt1xp21W6Ic3XJqSAvg9KCLI53zV9I5sCxbi49q8yBqkQkGa04vFprz41lISIiTth3qJ1XjnQC8NX/eI2LdpTw/qu2LDn8yik7qtdHDK8NJwa41IF6RCQ56TMyEVmz+ofH+d6vDs9q+92BNg7Ud/Ohq8/gXFO0wJkSyY6a9Tz+YjMZaT62VeWzs2Y9O2rWU6SL5kQkhhReRWTN+v6vDjM4MjGvvX9onPq2AYXXsPbeEdJTvORmp81aFmuurVX5/NnN57CpLFc7molI3CwaXo0xl00/ttY+E6l9pWa+n4jIampoG2DfofaIr5UWZPGOi6tXt6AE9qMnj/DS4Q5yMlOpLMqhvDCbysIcdtUWkDdj7/j0VB9nVK5zsNLY6OgdIS3VR152mtOliEgESxl5/TUQDN9SIrSv1Nz3ExFZNVUlfv7nTWdx78Ov09U/drLdA3z4rdtITfE5V1yCaQ5vkzo4MsGhhh4ONfQA8Gc3nzMrvCaLHz11hBdtB7nZaVQWZlNZ5KeiKJudNQXkKtCKOG6pn+t4IOK6zJ4obyIijtlZU8CXbr+AveeUn2y7ck8Fm8vzTnPW2jI6Pkl7b+QVECsKs1e5mtXRFA7r/UPjHKjv4ZF9jXzjl4c43jXkcGUiAksb+bxzme0iIq6RmZ7CB682nLe1iAd/18B7Lqt1uqSE0tIZObAV5KaTlZF8KzKMjk/S0bNAWC/KWeVqRCSSRcOrtTZiSF2oXUTEjczGfMzGfKfLSDjTUwbmqihMziDX0jEUcT7c+tx0spMwrIu4kS4HFRGRBaX4vJQXZuObs1tZso5CNi0Q1iuTNKyLuJEumBIRkQVdfGYpF59ZyuRUgONdwzR3DNLcPsjOmsjbwbqdz+ehfEM2x7uGCQRPjcEma1gXcaMVh1djzFFCKwZ8wlr7+DLOuwy4BwhaazW5TETEBVJ8XiqLcqgsyoEdyzs3GAzS3jPC/mPdFOdnsnNTQXyKjIFLd5Vx6a4yJianaO0cpql9kKb2QXZUJ2dYF3GjaEZeqwmF1+VunZI541wREVcJBoOnXahfQkbGJjlwrJsD9d0cONZNZ98oAOeawoQOr9NSU3xUlfipKvE7XYqIzKFpAyIiC5icCnCkuZeXD7ZR39bPseMD7KxZzx+8ebPTpSW8upY+/uWB/fPaD9b3MBUI4PPqkgsRWRknwmtm+H7stEeJiDjolTc6+ZcH9jM5FZjVnpmmzQuWYkvlOlJ83nl/fyNjkxw7PqC1dEVkxZz41ffC8H2HA32LiCxJ4bqMecELoOHEIIGAZj0tJj3Vh6mMHFAPHOte5WpEJJksaeTVGLMLOHuBl/caYxbbzNoDZAPnAB8kNN/1haUWKSKy2koLsklP9TE2MTWrfWxiiuNdQ5Rr6aRF7agp4EB9z7z2A8e6eeclNQ5UJCLJYKnTBm4Avhih3QN8epl9egiF139d5nkiIqvG6/VQVeLncFPvvNeOHR9QeF2CHTXr4alTz6uK/eyoWc+Zm3Tlvois3HLmvC50ee1yL7ttB75grf3VMs8TEVlV1QuE19YFtkyV2SoKs9l7TjmbK/LYXr2e3Kw0p0sSkSSw1PD6AFA/p+1bhEZQvwa8tMj5AWAQOAb83lo7tcjxIiKOqynNJSczlariHKpLc6kuyaWm1E++P93p0uLucFMvtqmXysIcKgqzKcjLWPYSYR6Phw9ebeJUoYisVUsKr9baV4FXZ7YZY74VfviEtfbnsS5MRMRpe7YWcv1ltXR2Rt4yNJm9WtfJw882nnyeme6jfEMOV+2p4PxtxQ5WFh8H67s5dryfyqIcKgpzyPenaz1fkQQVzVJZHw7fLzbqKiLiSj6vd80GmOb22VMjRsamONLSxyW7Sh2qKL5etB089XLLyefZGSlUFuVwzfkbOWvzBgcrE5G5VhxerbX3xrIQERFJHM0dkUebK4uS80K1pjl/3qHRSV5v7OWK3eUOVSQiC9EWJyIiMsvQ6AQ9A/P3kfEAZRuyV7+gOAsEgzS3r62wLuJmKx55NcZsA/YTumjrPdbany3hnLcTuvgrAGy11tattH8REYmPhYJcUX4m6anJt8NYZ98oo+PzryNOS/FSnJ/lQEUicjrRjLx+gNAv4i1LCa4A1tpfAE3hfj8QRd8iIhInhesyed+VW7hkVynVJX7SUkI/KiqSdG3bphORw3p5YTZe79qc8yySyKK5YOtyQqOuv1zmeT8H/jvwZuDLUfQvIiJxsD43g6vPqzz5PBAI0t47EvNtcUfGJukdHKO0wNmpCJVF2dy0dzNN7YM0tw/S2jXE5FRQUwZEElQ04XVr+P6VZZ73Wvh+WxR9i4jIKvF6PZSsj/7j80AgSH3bAAeOdXHgWDd1rf1sLPbzhVv3xKDKlSvKz+Ka8zeefD45FaCtexifRl1FElI04XVd+L5rmedNb3SdH0XfIiKOmZwK0NIxxPDoBNuqtdXpUvQOjvGFbzzH0OjkrPb64/0MjkyQk5nqUGXzpfi8STtFQiQZRBNeh4Dc8G05po8fj6JvEZFVMzI2yYu2g2Nt/dQfH6CpfZDJqQClBVl85WMXOl2eK+Rlp5GW6psXXoOENghIxo0PRCQ+orlg63j4/rxlnjd9/Iko+hYRWTUTUwHufugQT73UwrHj/UxOBQBo6xpmZGxykbMFQlvF7qiJPEp94Fj3KlcjIm4WTXj9T0KrDbzfGLNusYMBjDH5wPsI/bL9myj6FhFZNblZaRTkZsxrDwINbQOrX5BL7VwovNZ3EwzG9mIwEUle0YTXH4Tv84AfGmMyT3dw+PUfcGqu7H1R9C0isqqqS/0R24+19a9yJe61vXo9cy+B8melckblOsYnAo7UJCLuE832sE8ZY54ArgSuAl4xxnwZ+KW1tnf6uPCo7NuBvwC2EBqseNpa+2hUlYuIrKKa0lxetB3z2o8d18jrUuVkprK5Io8Un5cdNevZUb2eyuIcvB5d1S8iSxfNBVsA7wf2AdXAZuBeIGiMaQcGgRygCE7+su0BjgI3RdmviMiqqi6ZPfKanZFCdYmfzWXLvWZ1bfv8zecorIpIVKIKr9baTmPMG/8vcAAAIABJREFU+cC3gWvDzR6ghNAI69zvUA8Bt1prl7u8loiIo6pLcrnm/EqqS3KpKfVTuC4TT5KFsPq2fu56YD8VhTlUFOZQWZRDeWE2xflZMdtpSsFVRKIV7cgr1tpO4K3GmAuBDwKXABWElsTqB5oJXdz1XWvtc9H2JyLihKyMFG7au8XpMuKq6cQgHb2jdPSO8vIbnSfbz968gc/cuMvByuLj5cMd/PDJI1QUhYJ6ZVEOFUU5bMjLUMgWSWBRh9dp1tpngWdj9X4iIrK6mjuGIraXFkS/u1YiamwfpL13hPbeEV46fGo+85t3l/Oha4yDlYnI6USz2oCIiCSR5o7BiO3JuttUU3vkP2/ZhuxVrkRElkPhVURECAaDC4a5iqJkDa+RV4qoTNI/r0iyiNm0AWPMm4ALODXf1bfIKUFr7e2x6l9ERFZuYHiCwZGJee0+rycppw38/+3de3zcd33n+9dIti7WSLIsS5ZsKZZy+yZxyKWQkBxKSoFCKFCWFgq0XELLUi6P7Wnp0m2hPQ3b7j7OPkovZ1toF3YPpMDpdVlaWqAt1zYLaUkIlzjhm5sUS7ZsyZZl3Sxblub8MWNrLI0s29JcfqPX8/HQw7/5zm/0+1ijGb/9ne/l5KkzjE3MFbyvp8OeV6mSrTu8hhBeBXwQuPIyHm54laQK0NJUxx/+wl0cPDrN8Og0w2MzDI1NQwa21Fbfh3Qjx2YLtre3NLCtYWuJq5F0KdYVXkMI7wL+IHdzramZy5fOci9ASaog2xq2cE3Pdq7puagdvzfMxPQp9g+Ms39wnENjM/zGW28r+jJkV+5u4Q9/4fkMjU6f+xoem6Zj+wU3i5RUAS47vIYQrgR+n2wgPQy8D/gG8BjZYPpzwNeBvcBLgbeS3bTgT4D/CLgXoCRtUplMhr/62lN876nxFRPFDh6dKckksW0NWwlXtBGuaCv6tSRtnPX0vL4r9/gF4CUxxkcAQji3vMhojPFR4FHg8yGEDwJ/DbwZmI0xvnsd15akslpczHDo2AyDI1MMHJ7kyPgsv/S6W6pu44JiSaVSPH5gouAKB/sHxqt2hQNJ67ee8PrDZHtYP3s2uF5IjHE4hPCjZHtm3xFC+HSM8UvruL4klVwmk+GDf/Ztnjp0gtPz53+AdPTEnB87X4J9/Tt46tDkivb9A+O89PYrylCRpCRYzyj8vtyfX1/l/rrlDTHGI8DHyA41eNs6ri1JZZFKpTh56syK4AowMLIyiGl1N/a3F2yPQxPMn1kocTWSkmI94bU59+fQsva5Zfcv963cn89dx7UlqWz6ulsKtg8eLrxuqArr391MY/3KVRUXFzMMjRbe7UuS1jNsYIbseq7LA/AEsIulntnlzq5B0rWOa0tS2fR3NfPVAu2D9rxektqaGq7fu4NvPT5GZ1sj+/p3cGP/Dq67oo3G+g1bhlxSlVnPu8MAcDPZoJrv+2SD6Q+t8rjbcn+eXse1Jals+i/Q87qYyVDjpK2L9uq7ruQnX3g1nY4VlnSR1hNevwXcAty0rP2rwAuA54cQXhJj/Iezd4QQbgN+huxErzUneUlSJereuY26rTWkSLG3q5n+7mb6ulro725ec8HrSvTkwRN07dhGurH0i/Pv2eluVpIuzXrC65fJBtEXL2u/D/hVshO2PhtC+AzwFHAV8Kpcewb4xDquLUllU1tTw2/+7HNpb2mgpiaJcXXJ7NwZ/vMnHgKgrbmePR1N9Hak6elMc8cNu6pu6a9T8wsMjkzS25l2Jy0podYTXj9L9qP/nvwe1hjjMyGEXwV+l+z41tfkPebsu+BXgI+u49qSVFbVsiTWwaNL66wenzrF8alTPPL0ODtbG7hzX/VNTRg6Ms1/+f8eBqC9pZ7ezmZ6Opu4pmc7z7qy8OoHkirLZa82EGOcIruiQCPwxWX3/T7wJuBpsoH17NcM2VD78hijO2xJUpkNjxWe1d/bWZ2bBAyNLq0IcWzyFN9+8ih/+/Vn+Mq3DpaxKkmXYl3TOWOM8xe471PAp0II/WQndc0Cj13oMZKk0hoeXbnDFVC1O1wNbbKwLlWjoq9FEmMcILsygSSpwgwV2J4VoKdKw1x+z2s+w6uUHOvZpECSlHBdbdvYtWPbilUSejqqbxWAxUxm0w2TkKqRq0BL0ib2My+/HsjOwj90dIbh0WkOHp1hV9u2stZ1ZmGRJ4dPsH9wnFfc2Ud93cqduC7VqdML3Ni3g6HRaUYnTp5rr9taUzUT8KTNwPAqSaJ+ay393S2rbsBQCofHZ/ne08fYPzBOPDDBqfkFAK7p2c5NV61/JYDG+i28+8efBcDc6TMMj2XD+uypM4lf8kzaTAyvkrSBFhczHDo2Q9eObWypdWTWpfj0Pz3Ng98fXdH+yMCxDQmv+RrqtnD1nlau3tO6od9XUvEZXiVpHUYnTvL0oRMMjkwxMDLJM0emOD2/yPvf/Gyu2m0wuhQ39u8oGF73D4yXoRpJlcrwKknr8Kl/eJzvPX1sRfvgyJTh9RLt69tRsH3k2Czjk3PsaGkocUWSKpGfaUnSOvR3NxdsHxyZLHElydfe2kB3e+GJYva+SjrLnldJWoe+VSY4DRwuvJ6oLmxf3w5Gjs0C2Ulk1+9tY1//Dm5YpVdW0uZjeJWkdejvKtzzOnJ0hrnTZ2io8232Ujznuk7q62q5sX8HV+1pddKbpBV8V5WkdWhN19PWXM/xqVPn2uq31rK3q5mp2XnD6yW6tnc71/ZuL3cZkiqY76qStE537uvi1OkF+rqb6etuoXvHtopfN/TzDzxDKpWip6OJns40rU11pFKVXbMkgeFVktbtNS+4qtwlXLJ/+OYQJ2ZOn7udbtxKT0cT//aV+2hrri9jZRtvMZPh45//Prvbm+jdlaa3M03LtrpylyXpMhleJWmTmZw9fV5wBZg+OU8cmiDdWH3/LIxNnOT+746c19aaruOaPa2869XPKlNVki6XI+ElaZM5ODpdsL1rxza2bqktcTXFN1zg73ti+vR545QlJYfhVZI2meGxmYLtPR3pEldSGkOrhPWezur8+0rVzvAqSZvM0NjmCnOrhdfeKv37StWu+gY3SZIu6K6bd9O9YxtDY9MMj84wcmyGhcUMPR1N5S5tTaMTJ2lq2EJTw9aLfsyqPa9V2tMsVTvDqyRtMlfvaeXqPa3nbp9ZWOTwsVnaWxvKWFVhs3Nn+P6B4+wfGGf/wDijEyd5892BF9yy56K/xxtfci1Do9Pnvg6Pz5LJ2PMqJZXhVZI2uS21NRU5ZOCLDw7xZ196ksVM5rz2/QPjlxReb7pqJzddtfPc7dPzCxwen6Wx3n8CpSTylStJGyyTyTB6/CQDI5MMHp7iOaGTq3ta136gztPVvm1FcAV4bPA4C4uL1NZc3rSNuq21XLGr8La+kiqf4VWSNsiD3x/lKw8f5JnDU8yeOnOuvaGu1vB6Ga7t2c6W2hrOLCye1z576gyDI1NctcefqbQZudqAJG2QEzOneeyZ4+cFV4DBw1NlqijZ6rbWEnoLB9RHBsZLXI2kSmF4laQN0tdd+KPogZFJMgU+/tba9vW3r2jr7UzT0uT2rtJm5bABSdogV3Smqa1JsbB4flCdmp3n2OQcO1sby1RZcu3r30HLv2xlX/8Obuxv54a+NlrT9eUuS1IZGV4laYNs3VLLno4mDhxZua7o4MiU4fUy9HQ08bv/7gepSaXKXYqkCmF4laQN1N/dwoEj02ypreGKXWn6u1ro626uiMlFmUyGVMJCYCqVIlkVSyo2w6skbaCX3NbLC27Zw56OJrbUVta0gj/90hPsHxinpyNNT2eano4mejvStLc2JC7UXozFxQw1NdX395I2O8OrJG2g7vbK3WL1wJFpRo7NMnJslm9+f/Rc+ztetY/br99VxsqK430ffYAttTX0ng3qnc30dqbZnq6ryrAubRaGV0naBDKZDAfHVo7FBdjTUXm7a63X7NwZRo+fBODQ0Rn+Je++D/3iXe6uJSVYZX2mJUkqiuNTp5iZO7OifUttil1t1TeRbHiVoL6ztcHgKiWc4VWSNoHhsZmC7bvbK29s7kYYGi0cXns7q6+XWdpsqu8dS5K0wpHx2YLt1ThkAFbveTW8SsnnZyeStAn8yG29PHffLg6OTjM8NsPQ2DTDo9P0r7IrWCVbzGQ4cGSK/QPj7B8Y57q9bfzY8/rPO2d88lTBxxpepeQzvErSJtGyrY6Wvh1c37ej3KVcloNHZ/jbrw+yf2Cc6ZPz59pPzS+uCK+/+JM3c2LmNMOj0wzlffXuSl5Yl3Q+w6sklchiJsP8/CL1dbXlLiWx/uXRIyvaBkcmmT45T7px63ntrU11tPbvYF9/MsO6pMIMr5JUBJlMhvHJUwyMTDJ4eOrcn3fcsIs3vTSUu7xE2t2+jbbmeo5PnT8kIAM89sxxbruuszyFSSopw6skFcFDcYwPf+aRFe0DI5NlqKY6pFIp9vXv4P7vjqy4b//AMcOrtEm42oAkFcEVXYXHVg6NTjN/ZrHE1VSPG1cZAjA4MlXiSiSViz2vklQEHa0NpBu3njexCGBhMcPw2DT93S1lqizZrt/bRgqoqUlx1Z5WbsyNad3rRCxp0zC8SlIRpFIp+rqaeWRgfMV9g4enDK+XqXlbHe99w63s7Wp2pyxpk3LYgCQVSV+BgLqltobp2dNlqKZ6XLe3zeAqbWK++iWpSK7a3cIVu9L0dbXQ391MX1cLezpKux3r8alTHJucY8/OJgOfpKrgO5kkFcnNV+/k5qt3lrWGbz0+xqf+8XEAdrY20NuZZk9HmpuubOfqntay1lYMjw9NMD47T9OWGtfTlaqU4VWSqtjw2PS546Mn5jh6Yo6HnzhKbU2qKsPrX3zlSZ4+NEkK6GxrpLczTU9nmrtu3s32dH25y5O0AQyvklTFhkenC7b3dDSVuJLiW8yt5ADZjQuOHD/JkeMneTCOcccNu8pbnKQN44QtSapSi5kMw2MzBe/r6UyXuJriG504yen5lWvo1tfVsnN7YxkqklQMhldJqlJHJ05yan5hRXvd1ho6qjDMrdbL3NuRpiaVKnE1korF8CpJVerMQoZbrt5Je0vDee17dlZnmHt0cOWaulCdvczSZuaYV0mqUrt3NvHzr7kJgNm5Mxw8Os3w2AwNVTIL/8zCIk8MTfDI4Dj7B8Y5cGSVnlfDq1RVDK+rCCHcDbwVuAPYBUwCTwB/BXwkxlh4INmlX2cQ2HuRp38txviCjbiupM1lW8MWrunZzjU928tdyoY5Nb/AB//822QyK+/7Dz91K5kMDI1Oc/3ettIXJ6loDK/LhBDqgY8Bb1h2V0fu6/8A3h1C+PEY43dLXZ+kZMtkMoxPnmJgZJL5M4vceWNXuUtKrKaGrVzZ3cJThyZX3DcwMsXdz72C6wyuUtUxvK50H/C63PEx4CPA94CdwBuB24GrgC+EEJ4bYxzaoOuOAW9f45yjG3QtSSU0fXKeLz44xODhKQZHJpmcnQegvaXB8LpO+/p3FAyv+wfHufu5V5ShIknFZnjNE0J4FUvB9QDw/Bjjgbz7PwT8d7LDCbqB3wVeu0GXn40xfmaDvpekClJbk+Jv/vfgivZjk3NMzp6mZVtd6YuqEvv6dxT82T4+NMHp+QXqtlbH+F5JS1xt4Hz35h2/Mz+4AsQYF4F3kw22AK8JIdxYotokJVRj/Ra6dmwreN/gyMpeQ128K3e30Fi/FFB3tjZw9519vP2VN5CqwhUVJNnzek4I4RrgltzNJ2KMnyt0XozxZAjho8Bv5pp+EnikBCVKSrD+7mYOj8+uaB8cmeKmq3aWoaLqUFtTw4/esZfG+i3s699B5/ZGOjtbGBubKndpkorEntclL807/vs1zv1C3vHdRahFUpXp624p2D5gz+u6vfzOPl74Az3sattmb6u0CdjzuiT/4/+H1jj328ACUAvcEEJIxRgLLNZySdpDCF8EbgK2AyeAAeArZJfmemqd319SGfV3LYXX2poUezqa6OtqcRknSbpEhtcl1+YdD17oxBjjmRDCQeAKoAnYAwyv8/pp4EV5t3fmvm4DfimE8NvAr8UYV+71KKniXbErzU//yLX0dTfT25Eu6kSiyZnTfPqfnmJPR5rejjQ9nWnSjVuLdj1JKiXD65L8lbsvZkmqY2TD69nHrie8HiI7FOHbwBGgDrga+HHgWWR7eH+F7AoH96zjOpLKpG5rLS96dk9JrnVgdIp/+s7IeW3b03Xcek0Hb3ppKEkNklQshtcl+fsHzl3E+SfzjpvXcd03Al/PrWSw3L0hhHcCf0A2wL4lhPCPMcZPXe7F2tuLv01iR8d6fhwbr9LqgcqryXouLGn1TOw/srJt+jSLpIr2d0naz6jUrGdtlVaT9VSuRIXXEMLbgA3puogx3nuBu9c7fvVS6rh/jfv/KITQBvynXNOvAZcdXo8dm2ZxsXh/vY6O5oqa5Vtp9UDl1WQ9F5bEer4/cKxg+86WuqL8XZL4Myol61lbpdVkPeVXU5NatcMtUeEVeBvw3A36Xvcuuz2dd9x4EY/PP6fYv1G/C/wy0ApcF0K4Msb4dJGvKSmhhsemC7b3dhb/kxdJKjaXyloykXfcfhHn558zsepZGyDGOAc8kNfkoDVJBS0sLnLo6Mr1ZAF6OgyvkpIvUT2vMcY7ivjtHwd+OHfcB3xttRNDCFvIrjAAMAMcLGJdZ+V/DujaOpIKymTgna/ax9DYNMOj0wyNzTB6fJbGui20NdeXuzxJWrdEhdciy98l6znAfRc49xayE6gAHt2ANV4vRsl6eiUl15baGm69toNbr+0413ZqfoHxyTkX8JdUFRw2sCR/V62XrnpWVv6uWl9Y9awNEkKoB/J7nR8v9jUlVY/6rbV0tzeVuwxJ2hCG15wY4xPAw7mb14QQXlbovBBCA/Bv85r+oti1Ae8hO1kL4IkY45MluKakIjoxc5pvP3mUz/zz0/z+X36H//DHXy/qSiCSVC0cNnC+DwCfyR3/UQjhrhjjgbN3hhBqgA+xtDnBX8UYH6GAEMK9wG/kbt4XY7ynwDnvBz4dY3xstYJCCO8AfjOv6T+tdq6kypfJZPj1//GvHDo6s+K+kfFZ9uy0h1SSLsTwmifG+NchhD8HXgfsBR4KIfw3suNh24E3A7fnTh8h2yO6Hq8FfiuE8DDZCWKPAcc5f4etm/LO/yTwJ+u8pqQySqVSpBsKv/UOjkwaXiVpDYbXld5CdpOC1wM7gfcXOOcp4CdijEMbdM1bc1+rOQP838AHSjQ5TFIR9XW38PjwiRXtAyOTPO9Z3WWoSJKSw/C6TIzxFPCGEMJ9wM+QnSjVSXYjgieAvwQ+EmNc+ZnfpXsTcBdwJ7CPbFhuJzsWeRx4lGyP7P8bYyzFclySSqCvu/A2j4OHN9cOOpJ0OQyvq4gxfoF1rCSQ23723jXO+R7wPbLjaCVtEv3dLQXbDx6dYWFxkdoa59JK0moMr5JUYp3bG0k3bqWlqY7+rmb6ulvo626mtyO9ruC6mMlQ41qukqqc4VWSSiyVSvE7734eW7dsXA9rJpPhF//gfran6+npSNPT2URvR5qezjStTXVuUCCpahheJakMNjK4AhybnGNqdp6p2XmGRqdh/9J1Pvyeu6g1vEqqEg6skqQqMDxaeA7p7p1NjqGVVFV8R5OkKjA8Nl2wvafDdWMlVRfDqyRVgdXCa29HusSVSFJxGV4lqQocOzFXsL2n0/Aqqbo4YUuSqsD73vRsJqZPMzQ6zcGxaYbGphkenaHHnldJVcbwKklVIJVK0dZcT1tzPTdd1V7uciSpaBw2IEkV5MTMab795FFOnV4odymSVJHseZWkMnpy+ARx6DgDI1MMjExyfOoUAL/8hlu5bm9bmauTpMpjeJWkMvr7bx7goTi2on3w8JThVZIKcNiAJJVRf3dLwfaBkckSVyJJyWB4laQy6utqLtg+eNjwKkmFGF4lqYxWC69jE3NMn5wvcTWSVPkMr5JURtsatrKrrfHc7RSwe2cTz7uxi9PzrjggScs5YUuSyuzFz+ll/swi/d3N7O1qpqHu4t+anxieoG5LLbt3bmPrltoiVilJlcHwKkll9qJn91z2Y//0i08weHiKVAq6dmxjT0ea3o4m7rp5N63p+g2sUpIqg+FVkhJqcTHDoaMzAGQyMHJslpFjszz4fbhzX1eZq5Ok4nDMqyQl1OjESU6fWVzR3lBXS3trQxkqkqTiM7xKUkINj04XbO/pSJNKpUpcjSSVhuFVkhJqeGy18NpU4kokqXQMr5KUUB3bG9nXv4PWdN157T2d6TJVJEnF54QtSUqo5z2rm+c9qxuAqdnTDI/NMDw6zfV728pcmSQVj+FVkqpA87Y6rt9bZ3CVVPUMr5JUYWbm5hkcmWJgZJLBw1PcdfNubrqqvdxlSVJFMLxKUoX4p+8c4nPfeIbRiZPntXe2NRpeJSnHCVuSVEGWB1eAwZHJMlQiSZXJ8CpJFaK/u6Vg++DhKRYzmRJXI0mVyfAqSRVi985t1G1Z+bY8d3qBI+OzZahIkiqP4VWSKkRtTQ1XdDUXvG9wZKrE1UhSZXLCliRVkP6uFp4cPkHn9kb6upvp726hr6uZvq7CQwokabMxvEpSBfnRO67glc/rI924ddVzHnj0ME8Mn6C3I01PR5o9HU001vt2Lmlz8N1OkipIa7p+zXO++9QxHth/5Ly2na0NvO6F1/Ds0FGs0iSpIjjmVZISZnh0ekXb0RNz1G/1LV1S9fOdTpISZP7MIiPHCq880NOZLnE1klR6hldJSpCDY9MsLK5c8zXduJXWproyVCRJpWV4laQEWW23rZ6OJlKpVImrkaTSc8KWJCXITVfv5B2v2sfw2DTDozMMj01z9MScQwYkbRqGV0lKkB0tDdx+/S5uv37XubbZuTOcWVgsY1WSVDqGV0lKiOmT86QmTq5o39bgW7mkzcN3PEmqQKfmFxgcmWRgZIrBw5MMjkwxOnGSF93Wy0+/6JpylydJZWN4laQK9Njgcf7r//zuivYnhibKUI0kVQ5XG5CkCtTX3VywffjIFHOnz5S4GkmqHIZXSapA29P1tDWv3Cp2MQMHjqzcYUuSNgvDqyRVqL6uwr2vA6us9SpJm4HhVZIqVH93y4q27p1N1Na4GYGkzcsJW5JUoa7t3c4PXNtBf3czvZ3N9Hc3c+XedsbGpspdmiSVjeFVkirUtb3bubZ3OwAPxTHe+0dfZ29XC11tjfR0punpSNPbmSbduLXMlUpS6RheJSkBDo5Nc3p+kSeGJs5bLuuum7u552XXl7EySSotx7xKUgIMjRVeYaCnI13iSiSpvAyvkpQAw2MzBdsNr5I2G8OrJFW4U/MLjI7PFryvp9PwKmlzMbxKUoU7dmKOurraFe1tzfVO1pK06ThhS5Iq3O6dTXzoF+/i6Ik5pk4tsP/JMYbHZkg3+BYuafPxnU+SEqAmlaJzeyP7Opq5apdDBSRtXg4bkCRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmIYXiVJkpQYhldJkiQlhuFVkiRJiWF4lSRJUmJsKXcBlSSEkAKuAZ4NPCf35w8AzblT7osx3lOka28F7gFeD9wA7ADGgIeBTwJ/EWPMFOPakiRJSWF4Pd8HgfeU+qIhhD7g08Cty+7ak/t6BfC2EMJrY4wTJS5PkiSpYjhs4Hy1y25PAY8W84IhhO3A51kKro8B7wXeAPw6MJRrfzHw6RCC/+GQJEmblkHofI8Cvwc8BDwIPA78EPCVIl7zN4DrcsdfAF4dY5w7e2cI4cPAF8mG2x8Gfg74UBHrkSRJqliG1zwxxo8sbwshFO16IYRO4F25mzPAW/KDa66m8RDCm4HvAing10MIfxxjXChaYZIkSRXKYQPl9W+Autzxn8YYRwudFGN8BPhy7uYusr3BkiRJm47htbxeknf8hTXOzb//7iLUIkmSVPEMr+V1Y97xQ2uc++Aqj5MkSdo0DK9lEkKoAa7K3VwAhtd4yDN5x9cWpShJkqQK54St8kmz9POfiDGeWeP8Y3nH2y/jerUANTWpy3jopSnFNS5FpdUDlVeT9VyY9ayt0mqyngurtHqg8mqynvLK+/suX8bU8FpG6bzjuVXPWnIy77h51bNW1w3Q1tZ0GQ+9NO3t6bVPKqFKqwcqrybruTDrWVul1WQ9F1Zp9UDl1WQ9FaMbeCq/IVHhNYTwNqBnI75XjPHejfg+G+Ritn1d79aw3wSeD4yQHaYgSZJUqWrJBtdvLr8jUeEVeBvw3A36Xvdu0Pe5XNN5x40Xcf62vOOpy7jeKeD+y3icJElSOTxVqNEJW+UzDZwd57o9hLBiTMcy7XnHE8UpSZIkqbIlquc1xnhHuWvYKDHGxRDCU0Ag2zXew/krCiy3N+/48WLWJkmSVKnseS2vR/KOn7PGufn3P7LqWZIkSVXM8Fpef593/NI1zs3fVWut3bgkSZKqkuG1vD4DnM4dvyGE0FnopBDCPuCFuZuHga+VoDZJkqTO5ti8AAAIx0lEQVSKY3gtkhDCvSGETO7r44XOiTGOAR/O3UwDHw8hNCz7Pm3AJ4Czq/X+VozRpa4kSdKmlKgJW8UWQtgO/PtlzfkTpW4NIfzWsvu/HGP88jou+wGyQwKuA14GfCuE8N+Bg8DVwM8Bvblzvwp8ZB3XkiRJSjTD6/m2A++/wP035b7ynQEuO7zGGCdCCC8DPg3cClwP/E6BU78IvDbGOH+515LyhRD6gIHczftijPeUrxpdDJ+ztfkzunQhhHuAj+VuvjXG+PHyVSOtzWEDFSDGOEh284W3kw3CR8iOhT0E/B3weuAlMUbXd5UkSZuaPa95ciEytdZ5F/m97uUSdvHK9ah+NPclSZKkAgyvkpQQG/kf7Grlz0iqfg4bkCRJUmIYXiVJkpQYDhtQ1QkhpIG3AS8H9gHtwAzwFPB54A9ya+wW6/pbyC511gmMAntijGfWeMyzgO/mbn46xvgTxaqv0pT7+VqlphcAX8nd/ECM8d4QQgDeSXY3vD1AMyWemV3OmfSr/EyuAP5Pss9dLzAPPAp8EvjIWr/3Raqzj/L9jO5hadb+xSr671AI4RVkl128jeyqOoeB/w38YYzxG8W89gVqKvvrPim/01rJnldVldyyY08Bvwe8GOgG6oA24DnArwNPhRB+rFg15N7c/ix3sxP4kYt42Jvyjj+x4UVVqEp4vi5GCOHNwMNk/1G7jmxw3dRCCHcD3wHeAwRgG9AK3Al8CPhcCKG+fBUqhFCb2yTns8ArgF1APdn1y38KuD+E8MtlqKsiX/f+TieHPa+qGiGEnwD+HKgFFoC/Bb5EtpehGfhh4HW54/8VQviRdW4wcSGfAH4+d/xGsj0Jq9VdA7whd3Mc+FyRaqooFfZ8XcjzyK7/vAD8D7I9VnNk/3E7XIZ6KsEtwHvJToz6b8A3gFNkg8c7gCay/2l7P/B/lanGcvgy8Oo1zqknG4Tac7eLuQTifwXekjs+DdwH3A8sArcDPwv8F7JblZdEBb/u/Z1OkFQmkyl3DdK6hRB6gUeAFrLr5L4yxvjNAufdBvwj2f9NDwNXFmvjhxDCY2R76WaBXTHG6VXOeyHZN2+AP44xvrMY9RS4bh/l+3i14p6vZdd9AUsfJ0L2H9YXxRgfLfa1L6SChg0AHABeHGN8Ytl5t5MN+FuA40B3jPFUCevso4I3KQgh/AlLn7R8Msb4pgudv47rPB/4GtkwNkH2uXpo2TmB7M6NXXnNRRvGUGmv+6T8Tmslhw2oWryX7BsiZHciW/GGCJBrf0/uZg/w2iLW9Mncn9u4cG/MG/OON8uQgUp8vi7k58odXCvQG5f/Iw8QY/xXsj1rkP0Y+PaSVlXBQgjvYym4foPsmM9i+SWWlgz7heXBFSDGGItcw3KV/rr3dzohDK9KvBBCCvjp3M1/jTH+8xoP+XOy2/oCvKRohWXD69mPNt5Y6IQQQgNwdnLW0zHGrxexnopQwc/Xap4hO2ZQSx5e43nL/5j3hmIXkwQhhFcDv5W7eQB4dbF673LjMl+WuznK0n+kV4gx/h3wWDHqWFZTpb/u/Z1OEMe8qhrsA3bkjsdDCP/mIh4zTXbW7fXFKirG+EwI4X7g+cCLQghdMcblYyR/jKWeiFX/gakyFfl8XcD9MUbHV53vgTXuP5h33FbMQpIghHAr2U9VUmR/l18ZYzxSxEveTHYCFMBXY4wLa5z/JYr/2qr0172/0wlieFU16Ms7vjv3dbGK/Sb0CbLhtZbspKzfW3Z/fo/sZgmvfXnHlfZ8FXJw7VM2naNr3J/fo9hQzEIqXQihG/gbshN+FoGfijF+98KPWrfdecdPXsT5F3POevXlHVfi697f6QRx2ICqQes6Hlu39inr8pcsvemdN3QghNDO0hv4A4XGWlWpSn6+CjlZhmtWusVyF5AEIYRG4K/JjtsE+JUYYymGoKTzjmcv4vyZYhWSp9Jf9/5OJ4g9r6oG+bP4740xfqBslSwTY5wIIXwWeA3wAyG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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "9c26edf0ce394379a3cb1f3f9feb691e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "9cb878fef52842d3a62dda50fa898b24": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_1c4f304d9f30499babc190e2cb47b875",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "DET NUM NOUN PUNCT\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "9dd4ef3bdeb94b929081464939c963bc": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "9e2971e2beb04903b1efe68959a87e0b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "a0d77561ea9c43b5bba7462f4e4969b1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_8e14d3bd06264ed1a3912571acf93d6d",
       "max": 127,
       "style": "IPY_MODEL_7f00d039b3024c2ca8971fa5f4a93734"
      }
     },
     "a77ffaf1fae54e2e9d690058df80e357": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_d5c991438c7948a89a765b3c950676b3",
        "IPY_MODEL_d39ab9f434d8409bbe70815051c46907",
        "IPY_MODEL_2ec9d4b6786641a0965ac521930f9168"
       ],
       "layout": "IPY_MODEL_9e2971e2beb04903b1efe68959a87e0b"
      }
     },
     "a88def07c4e040c8b9f0d94beee03da6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "Tokenized Sentence/Word",
       "layout": "IPY_MODEL_0c3362eba68640b689681412fab8334f",
       "style": "IPY_MODEL_be614ba1fdec4a148b5e96c4c4db8506",
       "value": "evlerinizden"
      }
     },
     "a96cc120a7d94014b683abe0cbc6df97": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_4b01dbf004264c5d9ffb25a4c2c24354",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
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       "continuous_update": false,
       "description": "Tokenized Sentence/Word",
       "layout": "IPY_MODEL_77f13bb8f9cc4355b126cbeff09cfef1",
       "style": "IPY_MODEL_1ada2537602d4dc59c2be1fdb89f8128",
       "value": "evlerinizden"
      }
     },
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      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
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      "state": {
       "description_width": ""
      }
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      "model_module_version": "1.2.0",
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     },
     "ae42f9e6ad5142f3909353090e195312": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
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      "state": {
       "description_width": ""
      }
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     "b0a2e97bd42a447db998535581f9bee1": {
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     "b30c86209a5d42d2ab9dcd36c3a3c70d": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "b7bf7bc4aaf1448db038925bc5f31c7a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "be60a69b04274fe3b88e2d9c95801443": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_389fc26f413841d8bee515e2521a8f87",
       "max": 127,
       "style": "IPY_MODEL_d45c3b962022475aa784427b79fc278f"
      }
     },
     "be614ba1fdec4a148b5e96c4c4db8506": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "bec26d22261a4ea2aa6c1aed372479e8": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "Input",
       "layout": "IPY_MODEL_fbfc718d3b654385a18ce46537b66ce4",
       "style": "IPY_MODEL_9dd4ef3bdeb94b929081464939c963bc",
       "value": "Bu bir test ."
      }
     },
     "c0ca0978fe2d4e4da150ca0884289cd6": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_878c03bc03d9444390f96794a19d75e7",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n4\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "c2279de46add4703896b23e8d978ab4e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "TextModel",
      "state": {
       "continuous_update": false,
       "description": "Tokenized Sentence/Word",
       "layout": "IPY_MODEL_1ed712c0670343069b9f813c9e0d5070",
       "style": "IPY_MODEL_abc4308b54ad444e99c269b1189e5f5b",
       "value": "evlerinizden"
      }
     },
     "c50872862edf443babf7bbe73720997e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c523941f16ab4016859f7854fe8c3b71": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c67079b37f3840d989b6c1d53680dca2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c84e233662d84694bde5635e9e1cd0eb": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c87d16c9602d4898ab39973efda1a958": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "IntSliderModel",
      "state": {
       "continuous_update": false,
       "description": "dim",
       "layout": "IPY_MODEL_c50872862edf443babf7bbe73720997e",
       "max": 127,
       "style": "IPY_MODEL_2124433267b5452692a2a889632813a7",
       "value": 3
      }
     },
     "cb03f20079844a3d8801075b869bf6ab": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "cd041d0dab51431d8f6b5ec890852a1d": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_78da5d01a234442f8bf46a87dd7750d3",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n4\n"
        },
        {
         "data": {
          "image/png": 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        "IPY_MODEL_4d6a417f24104b00b8323315d9e7e42f",
        "IPY_MODEL_fa04356fc7724949b3a2694f02be35fa",
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     "de8969c142f04266a334ba7d6d2bc6ad": {
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      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_f224cfc8c378460194947023bf8d1c67",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "PRON VERB NUM ADP PRON PUNCT\n4\n"
        },
        {
         "data": {
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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "dfcdb271cdd34700acd3450f344ea9a1": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "children": [
        "IPY_MODEL_22cce294ad04420b98677fe3fa5af767",
        "IPY_MODEL_be60a69b04274fe3b88e2d9c95801443",
        "IPY_MODEL_5cb4650b9f8a4f908527a9390e690c87"
       ],
       "layout": "IPY_MODEL_626db7b4cdea4f338277d2e4a0f38e2a"
      }
     },
     "e64197ca3ce449ec881e0461edb3c804": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_2736c43df05042fe9e3e8b59ce8e462b",
       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN AUX CCONJ NOUN PUNCT\n"
        },
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ]
      }
     },
     "e8175d2dc67d41d0b84ea6a1bad74f2a": {
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       "outputs": [
        {
         "name": "stdout",
         "output_type": "stream",
         "text": "NOUN\n"
        },
        {
         "data": {
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\n",
          "text/plain": "<Figure size 720x720 with 1 Axes>"
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