ESWC2023-NASTyLinker.ipynb

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   "source": [
    "# Code\n",
    "\n",
    "The code for running NASTyLinker has been integrated into the CaLiGraph extraction framework,\n",
    "as this is the easiest way to access the LISTING dataset.\n",
    "The main code base to reproduce the results can be found in `impl.subject_entity.entity_disambiguation` (contains datasets, matchers, evaluators).\n",
    "In addition to that, we provide the code for generating the figures of the paper and the results of the qualitative analysis in this notebook.\n",
    "\n",
    "For running the experiments, we provide two scripts `evaluate_entity_disambiguation.py`\n",
    "(for running single matchers like NASTyLinker) and `tune_entity_disambiguation.py` (for finding the best\n",
    "hyperparameters for the clustering matchers). Results are logged under `logs/ED/` and can best be viewed\n",
    "with Tensorboard (contained in dev-dependencies). Matchers results have to be created in the correct order\n",
    "(i.e., when intending to run NASTyLinker, results from a Bi-Encoder and potentially Cross-Encoder need\n",
    "to be generated first). The first run of the framework will take a considerable amount of time,\n",
    "as caches for CaLiGraph are initialized and the LISTING dataset is prepared (see main README\n",
    "of CaLiGraph for further instructions on how to setup the system).\n",
    "\n",
    "# Configurations of the Paper Results\n",
    "\n",
    "| *NILK*     |$\\tau_m$|$\\tau_e$|$\\tau_a$|\n",
    "|------------|--------|--------|--------|\n",
    "|*No Reranking*|  -   |    -   |    -   |\n",
    "|Bottom-Up   |   0.9  |  0.9   |    -   |\n",
    "|Majority    |   0.85 |  0.8   |    -   |\n",
    "|NASTyLinker |   0.8  |  0.85  |  0.75  |\n",
    "|*Mention Reranking*|-|    -   |    -   |\n",
    "|Bottom-Up   |   0.8  |  0.9   |    -   |\n",
    "|Majority    |   0.85 |  0.8   |    -   |\n",
    "|NASTyLinker |   0.8  |  0.8   |  0.75  |\n",
    "|*Entity Reranking*|- |    -   |    -   |\n",
    "|Bottom-Up   |   0.9  |  0.9   |    -   |\n",
    "|Majority    |   0.85 |  0.75  |    -   |\n",
    "|NASTyLinker |   0.8  |  0.9   |  0.75  |\n",
    "|*Full Reranking*| -  |    -   |    -   |\n",
    "|Bottom-Up   |  0.8   |  0.9   |    -   |\n",
    "|Majority    |  0.85  |  0.75  |    -   |\n",
    "|NASTyLinker |  0.8   |  0.9   |  0.75  |\n",
    "\n",
    "| *LISTING*  |$\\tau_m$|$\\tau_e$|$\\tau_a$|\n",
    "|------------|--------|--------|--------|\n",
    "|*No Reranking*|  -   |    -   |    -   |\n",
    "|Bottom-Up   |  0.9   |  0.9   |    -   |\n",
    "|Majority    |  0.85  |  0.8   |    -   |\n",
    "|NASTyLinker |  0.8   |  0.85  |  0.75  |\n",
    "|*Entity Reranking*|- |    -   |    -   |\n",
    "|Bottom-Up   |  0.9   |  0.85  |    -   |\n",
    "|Majority    |  0.9   |  0.8   |    -   |\n",
    "|NASTyLinker |  0.9   |  0.85  |  0.8   |\n",
    "\n",
    "# Precomputed Results\n",
    "\n",
    "The predictions for the LISTING dataset can be accessed [here](https://zenodo.org/record/7484308#.Y6nLHC8w0mY). The file is in json format and contains a list of entities (which may be known or NIL) with the mentions that have been identified for them. The fields are as follows:\n",
    "\n",
    "```\n",
    "idx: Index of the entity\n",
    "name: Name of the entity (None, if NIL-entity)\n",
    "is_nil: Whether the entity is a NIL-entity\n",
    "mentions: (list)\n",
    "  page: Name of the page where the mention is found\n",
    "  listing: Index of the listing where the mention is found\n",
    "  item: Index of the item within the listing where the mention is found\n",
    "  text: Mention text\n",
    "```"
   ],
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    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
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  },
  {
   "cell_type": "markdown",
   "id": "e194586d",
   "metadata": {},
   "source": [
    "# Charts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd8b0e68",
   "metadata": {},
   "source": [
    "## Scalability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5f97fb8f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-16T14:49:16.789823Z",
     "start_time": "2022-12-16T14:49:16.567976Z"
    }
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# runtime (absolute)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "labels = ['10%', '20%', '50%', '100%']\n",
    "embedding = [4400, 6000, 10300, 22000]\n",
    "reranking = [13000, 27300, 64700, 136000]\n",
    "clustering = [31, 156, 314, 715]\n",
    "height = 0.35  # height of the bars\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.barh(labels, embedding, align='center', height=height, color='#00994D', hatch='///', label='Embedding & Nearest Neighbor Search')\n",
    "ax.barh(labels, reranking, align='center', height=height, color='#FF9999', hatch='...', left=embedding, label='Entity Reranking')\n",
    "ax.barh(labels, clustering, align='center', height=height, color='#6666FF', left=[sum(x) for x in zip(embedding, reranking)], label='Clustering')\n",
    "\n",
    "ax.set_yticks(labels)\n",
    "ax.set_xlabel('Runtime (seconds)')\n",
    "ax.set_ylabel('Sample Size (% of mentions)')\n",
    "ax.grid(True, axis='x')\n",
    "ax.legend()\n",
    "\n",
    "plt.show()\n",
    "fig.savefig('nastylinker_scalability.pdf', dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6e0accd3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-16T14:53:01.945742Z",
     "start_time": "2022-12-16T14:53:01.583741Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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KPl3NotcxUPgPAwUiIiIiIqJCJSffxe3bS1VdhkLkDhUAoFatWtixY4eyayldGCj8h4ECERERERFRkczMqsDZORCZma/w7NkZVZcjF5lChbS0NJiYmIh/lia/XZnGQOE/DBSIiIiIiIik0tLSw9df/w8vX4Zh375aqi5HLjKFCubm5khISICVlRXMzMwgEhU8MBQEASKRCDk5OUovUq0wUPhPaQ4Ussr4+5yIiIiIiAgyhgpnzpyBhYUFAODs2bPFWpBaY6Dwn9IcKGRkA8dji15PRERERERURsgUKjRu3Fj8s7OzMxwcHAqMVhAEAU+fPlVudeqEgcJ/SnugsOIqkJxRdBsiIiIiIiI5JCZehqVlTVWXoRApR3CFc3Z2xosXLwosT05OhrOzs1KKUjsMFP5TFgKFf14DrSoV3Y6IiIiIiEgOGRkvVV2CwuS++kP+3AkfS09Ph56elIO30io5A9gYzkABKDuBQlA9IOlN0W2JiIiIiIjkULFiW1WXoDCZQ4UxY8YAAEQiEaZNmwYDAwPxupycHFy7dg3e3t5KL7DE23MHMNFloFCWAgVnc4YKRERERESkNCKR3CcRlBgyhwrh4eEA8kYq3L59Gzo6OuJ1Ojo68PLywrhx45RfYUmnq8lAoawFCkRERERERARAjlAh/6oP/fr1wy+//AITE5NiK0qtdK7GQIGBAhERERERkcIEQUBk5DK8efO3qkuRm9xzKmzevLk46lBfb7KA+JTC171+D+yKBDJygJ6eQGZ20W0zc4Ddt4Gkt0D3GoCmqOi22QKwPwp4mAwEVgVMdYtumwsgOAYITwTauAEOJkW3BYCL8cCFJ0CjikANK8m2qRnA2+z/7j94CYQ8BaqUA1wtgBv/FL3dp6nA6UdABVPAywYIfVZ02xdvgGOxgIUeUN8BuJVYdNvUDOBoTN6IkcZOwH0pE5y8zcp7LTJzgNZuwOOUvFthsnLyLhuZnJE3KWPSG8lTHmKTAQBRCQlF74+ISE0kpKYi5e1bmBkYwNbUVNXlEBERlRlxL/OOX+LjDyM0dIZqi1GQSBAEQZ4HvHnzBgsWLMDp06eRlJSE3NxcifWPHj1SaoElVVpaGkzL2AcvDZEIufK9XUo1vh5EVHpoIC+Fzv+XiIiIvhSRSAOC8N//v/r6Brh/PwqOjgVHmOcfh6amppaYswfkHqkwcOBAnD9/Hr169YKtrW2hV4IoU1pVAmyNJZd9/I24tOH4H38jXt6w6LY5AnA2Dvg7FWjuAjhICTUEAJfjgeh/gQYOQGVL6c8jPCFvNIOPDeBjW3B9bDJyLzzBjv794WFbyPoyKP+bPSIidXYpNhZrLlyAj89UhIfPwY4dO+Dh4aHqsoiIiMqMzMxM6Orqiu9bWloWGiiUVHKHCseOHcORI0fg5+dXHPWon2rlAbcPDtjzz9mHCJjcULZz9tPeA+PqyzaHwrPXwLA6ss2h8OBfoLeMcyiEJ356DoULT+Bha4uaavQGJyKiT1tz4QKMjSsCADw8PFCzZk0VV0RERETqQu7rVpibm8PCwqI4alF/pX1SRiIiIiIiIqIPyB0qzJ49Gz/99BPecti3pNIeKDyQMgEiERERERERlUlyn/6wZMkSPHz4ENbW1nBycoK2trbE+rCwMKUVpzZKe6BwKT7vKg9EREREREREH5A7VOjQoUMxlKHGXr8HdpbyQGH7rbzLRkb/K70tERERERERlSlyhwrTp08vjjrU1x93866+VZoDhYYVAVcLhgpEREREREQkQe45FQAgJSUFGzduxOTJk5GcnAwg77SHf/75R6nFqYXMnNIfKHSrAZTxK4cSERERERFRQXKPVIiMjIS/vz9MTU3x+PFjDBo0CBYWFti3bx/i4+Oxbdu24qiz5PqueukPFDSYKBARlXZ//31K1SUQERGRGpJ7pMKYMWPQt29fxMTEQE9PT7y8devWuHDhglKLUwsWekWvY6BARERq4tGjPaougYiIiNSQ3KHCjRs38P333xdYbm9vj8TERKUUVSowUCAiIrXCv/lEREQkP7lDBV1dXaSlpRVY/uDBA5QvX14pRak9BgpERKRmGjRYq+oSiIiISA3JHSp88803mDVrFrKysgAAIpEI8fHxmDhxIgIDA5VeoNphoEBERGpIQ0OhuZuJiIiojJP7E8SSJUuQnp4OKysrvHv3Do0bN0alSpVgbGyMuXPnFkeN6oOBAhEREREREZUhcl/9wdTUFCdPnkRISAgiIyORnp6OmjVrwt/fvzjqUx+lPVB4mip9W0RERERERFTmyB0q5GvQoAEaNGigzFrUV2kPFG4/B04/kr49IiIiIiIiKnMUChVu3LiBs2fPIikpCbm5uRLrli5dqpTC1EZmTukPFNbeBCqYAvEcrUBERERERET/kTtUmDdvHqZOnYoqVarA2toaItF/B6Qf/lxm/HkPSM4o3YFCdSvAywbYGiF920RERERERFSmyB0q/PLLL9i0aRP69u1bDOWooRdvgbH1S3egMKgWEPpM+raJiIiIiIiozJH76g8aGhrw8/MrjlrUU+dqpT9Q0OJlxoiISrsXL0JVXQIRERGpIbmPFkePHo1Vq1YVRy3qyc6o6HUMFIiISE1ERa1VdQlERESkhuQ+/WHcuHFo06YNXF1dUbVqVWhra0us37dvn9KKU2sMFIiIiIiIiKiUk/uoceTIkTh79iwqV66McuXKwdTUVOJGYKBARERqp27dn1VdAhEREakhuUcqbN26FX/++SfatGlTHPWoPwYKRESkhnR1zVRdAhEREakhuY8eLSws4OrqWhy1FDBjxgyIRCKJm7u7u3h9RkYGhg8fjnLlysHIyAiBgYF4/vy5eH1ycjLatWsHIyMj+Pj4IDw8XGL7w4cPx5IlS5RXMAMFIiIiIiIiKkPkPoKcMWMGpk+fjrdv3xZHPQVUq1YNCQkJ4ltISIh43ejRo3Ho0CH88ccfOH/+PJ49e4ZOnTqJ18+dOxevX79GWFgYmjRpgkGDBonXXb16FdeuXUNQUJByCi3tgcKLN9L3S0RERERERGWO3Kc/rFixAg8fPoS1tTWcnJwKTNQYFhamtOIAQEtLCzY2NgWWp6am4rfffsOuXbvQrFkzAMDmzZvh4eGBq1evol69eoiKikLXrl1RuXJlDB48GOvXrwcAZGVlYciQIdi4cSM0NTU/v8jSHijEvQKOxUrfNxEREREREZU5cocKHTp0KIYyihYTEwM7Ozvo6enB19cX8+fPh6OjI0JDQ5GVlQV/f39xW3d3dzg6OuLKlSuoV68evLy8cObMGQwcOBDHjx+Hp6cnAGDRokVo0qQJateuLXMdmZmZyMzMFN9PS0vL+yFbKP2BwvKrgIUekPRlRqcQERERERGRepA7VJg+fXpx1FGounXrYsuWLahSpQoSEhIwc+ZMNGzYEHfu3EFiYiJ0dHRgZmYm8Rhra2skJiYCACZNmoShQ4fC1dUVTk5O+O233xATE4OtW7fiypUrGDJkCE6cOIHatWtjw4YNUq9eMX/+fMycObPgikPRwJPU0h0o2BsD9R2A7ZHS6yAiIiIiIqIyRe5Q4Utq1aqV+GdPT0/UrVsXFStWxN69e6Gvr//Jx5uammLXrl0Sy5o1a4aff/4ZO3fuxKNHjxAdHY1BgwZh1qxZUidtnDx5MsaMGSO+n5aWBgcHh7wD72F1SnegMLIecCtReh1ERERERERU5qjVVP9mZmaoXLkyYmNjYWNjg/fv3yMlJUWizfPnzwudgwHIm3PBzMwM7du3x7lz59ChQwdoa2ujc+fOOHfunNR96+rqwsTEROIGAGjvXvoDBb0SnT0REZESpKU9UnUJREREpIbUKlRIT0/Hw4cPYWtri1q1akFbWxunT58Wr4+OjkZ8fDx8fX0LPPbFixeYNWsWVq5cCQDIyclBVlYWgLyJG3NychQrytW86HUMFIiISE1ERMxXdQlERESkhmQ6YkxLS/vvm/kvaNy4cWjXrh0qVqyIZ8+eYfr06dDU1ES3bt1gamqKAQMGYMyYMbCwsICJiQl++OEH+Pr6ol69egW2FRQUhLFjx8Le3h4A4Ofnh+3bt6NFixZYv349/Pz8lFs8AwUiIiIiIiIq5WQaqWBubo6kpCQAeXMSfHzKQXH5+++/0a1bN1SpUgVdunRBuXLlcPXqVZQvXx4AsGzZMrRt2xaBgYFo1KgRbGxssG/fvgLbOX78OGJjYzFs2DDxshEjRsDFxQV169bF+/fvlTsBJQMFIiJSM97eP6q6BCIiIlJDMh05GhkZ4d9//4WVlRXOnTsnPm2guO3evVvqej09PaxatQqrVq2S2i4gIAABAQESywwMDLB3797PrrEABgpERKSGTEycVV0CERERqSGZjh79/f3RtGlTeHh4AAA6duwIHR2dQtueOXNGedWpGwYKREREREREVIbIdAS5Y8cObN26FQ8fPsT58+dRrVo1GBgYFHdt6qW0BwqpGdJrJCIiIiIiojJHplBBX18fQ4YMAQDcvHkTCxcuhJmZWXHWpV5Ke6DwPB04GiO9TiIiIiIiIipz5B7rfvbsWfHPgiAAAEQiKQe6pV0uSn+gsPQKoKsJvMuWXi8RERERERGVKTJd/eFj27ZtQ40aNaCvrw99fX14enpi+/btyq5NPZx6WPoDBX0toKWb9HqJiIiIiIiozJF7pMLSpUsxbdo0jBgxAn5+fgCAkJAQDBkyBC9fvsTo0aOVXmSJFpkE9C7lgcJoX+D+S+k1ExERERERUZkjd6iwcuVKrFmzBr179xYv++abb1CtWjXMmDGj7IUKLVxKf6Bgqie9ZiIiUnuZmSmqLoGIiIjUkNynPyQkJKB+/foFltevXx8JCQlKKUqteFpLX89AgYiI1MC1a+NVXQIRERGpIblDhUqVKmHv3r0Flu/ZswdubjzvXgIDBSIiIiIiIirF5D79YebMmfjuu+9w4cIF8ZwKly5dwunTpwsNG8osBgpERKRGPDyGIipqjarLICIiIjUj90iFwMBAXLt2DZaWljhw4AAOHDgAS0tLXL9+HR07diyOGtUPAwUiIlIz5cvXVHUJREREpIbkHqkAALVq1cKOHTuUXUvpwECBiIiIiIiIygi5RyqQFKU5UHibJf35EBERERERUZnDUEFZSnOgkJoBBMdIf05ERERERERU5jBUUIbSHigsuwJk5kh/XkRERERERFTmMFT4XJf/Lv2BwrtsoDUvF0pERERERESSFJqoMV9WVhYePHiAnJwcVKlSBbq6usqqS31cflr6A4UxvsDjFOnPj4iIiIiIiMochUcqXLx4EU5OTmjatCmaNGkCBwcHBAcHK7M29VDfofQHCtZG0p8fERGpvdzcXFWXQERERGpI5lDh4w8bQUFB2LlzJ5KSkpCcnIw5c+Zg6NChSi+wxKtfQfp6BgpERKQGQkKGqLoEIiIiUkMyhwp169ZFWFiY+P779+/h6Ogovu/o6IiMjAzlVqfuGCgQEZHaEFRdABEREakhmedU+PXXXzFw4EA0btwYc+bMwfTp01GrVi1UqVIFWVlZuH//PlauXFmctaoXBgpERKRGXFy+w6NHe1RdBhEREakZmUOFunXr4saNG1i0aBFq1aqFRYsWITo6GteuXUNOTg6++uor2NvbF2etJVPiG0D3o5cxIhE4EgP42AB+jsDfqUU/PiYZ+PMe4GoBBFQCnqUV3faf18Cu24CVAdDRA0hK/29dagbwNlvy/tEYQFcTaOwE3H9Z9HbfZgHBMXmXjWztljcp48cTM8YmAwCiEhKK3g6VOQmpee9tW1NTFVdCRIqKe5n3/4OpKa/yQ0RERPITCYIg93jHhw8fYsiQITAxMcHKlSthZ2dXHLWVaGlpaTAtQQdSGiIRcuXvyhK3D1IvIlHeqBpB4ARvROpMJNKAIORCX98A9+9HSZzeSERERCVH/nFoamoqTExMVF0OADkvKXn37l3cv38fNWrUwMmTJ7F161Y0bNgQY8eOxbBhw4qrxpKtVSXA1jjv5wcvgZCnQJVyQH1HQMoZD3iaCpx+BFQwBZo6A5pSGr94AxyLBSz08kYzaGtKro9NRu6FJ9jRvz88bG0/+ykVJSE1FSlv3xbb9km9XIqNxZoLFwAAO3bsgIeHh4orIiJFZWZmQldXF5aWlgwUiIiISC4yhwpLly7F1KlT4enpiZiYGCxYsACDBg1CmzZtMGbMGGzfvh3r169HjRo1irPekqdaecDNMm8OhUtPgUYyzqFw9jHgaSPbHAq7bgMVTaXPoXDhCTxsbVGTHwbpC8oPFTw8PFCzZk0VV0NERERERF+azFd/WLRoEY4cOYKrV68iLCwMS5cuBQBYWlpi27ZtmDVrFrp06VJshZZoJWFSRiIiIiIiIqIvTOajVEEQoKGRdwCsqamJj6di+PrrrxEeHq7c6tRB5HPg5CPVBgqpvJQnERERERERfXkyhwrjx49H69at4eXlhQcPHmDevHkF2ujpSblkYWl14pHspzwU12Ujj8YoXj8RERERERGRgmQOFcaNG4eAgADxRI3u7u7FWZf68LRSbaCw9EreZSPfZRfdjoiIiIiIiKgYyHWSfo0aNcreRIyf4u+q2kBBXwto7ATsvqPwUyAiIiIiIiJShEwTNS5YsABvZbyU4LVr13DkyJHPKkqtSHsFv0SgMNoXMNBWuHwiIiIiIiIiRckUKty7dw8VK1bEsGHDcOzYMbx48UK8Ljs7G5GRkVi9ejXq16+P7777DsbGxsVWsNr4UoGCaRmcx4KIiIiIiIhKBJlOf9i2bRtu3bqFX3/9Fd27d0daWho0NTWhq6srHsHg4+ODgQMHom/fvmVzwsYPMVAgIiIiIiKiMkDmORW8vLywYcMGrFu3DpGRkXjy5AnevXsHS0tLeHt7w9LSsjjrVB8MFIiIiIiIiKiMkGuiRgDQ0NCAt7c3vL29i6EcNcdAgYiIiIiIiMoQmeZUIBkwUCAiIiIiIqIyhqGCMjBQICIiIiIiojJI7tMf6CMPXwGHHqg2UHibpXj9RERERERERAriSIXP9dd91QYKqRlAcIzi9RMREREREREpSOFQITY2FsePH8e7d+8AAIIgKK0oteJsrtpAYdkVIDNH8fqJiIiIiIiIFCR3qPDvv//C398flStXRuvWrZGQkAAAGDBgAMaOHav0Aku8dlVUGyi8ywZauylePxEREREREZGC5A4VRo8eDS0tLcTHx8PAwEC8/LvvvkNwcLBSi1MLWqKi132JQGEMJ3AkIiIiIiIi1ZB7osYTJ07g+PHjqFChgsRyNzc3PHnyRGmFqb0vFShYGwGPU5RePhEREREREdGnyD1S4c2bNxIjFPIlJydDV1dXKUWpvS8ZKBARERERERGpiNyhQsOGDbFt2zbxfZFIhNzcXCxatAhNmzZVanFqiYECERERERERlRFyn/6waNEiNG/eHDdv3sT79+8xYcIE3L17F8nJybh06VJx1Kg+GCgQERERERFRGSL3SIXq1avjwYMHaNCgAdq3b483b96gU6dOCA8Ph6ura3HUqB4YKBAREREREVEZI3eoAACmpqaYMmUK9u7di6NHj2LOnDmwtbVVdm2YP38+vvrqKxgbG8PKygodOnRAdHS0RJuMjAwMHz4c5cqVg5GREQIDA/H8+XPx+uTkZLRr1w5GRkbw8fFBeHi4xOOHDx+OJUuWfF6hDBSIiIiIiIioDJI7VHBxcUG/fv2QmZkpsfzly5dwcXFRWmEAcP78eQwfPhxXr17FyZMnkZWVhRYtWuDNmzfiNqNHj8ahQ4fwxx9/4Pz583j27Bk6deokXj937ly8fv0aYWFhaNKkCQYNGiRed/XqVVy7dg1BQUGKF/ksXfWBQlaO4vUTERERERERKUjuORUeP34MLS0tNGzYEAcPHoSNjQ0AICcnR+mXlAwODpa4v2XLFlhZWSE0NBSNGjVCamoqfvvtN+zatQvNmjUDAGzevBkeHh64evUq6tWrh6ioKHTt2hWVK1fG4MGDsX79egBAVlYWhgwZgo0bN0JTU1PxIv+4Cziaqi5QyMgGjscqXj8RERERERGRguQeqSASiRAcHIwKFSqgVq1auHHjRnHUVajU1FQAgIWFBQAgNDQUWVlZ8Pf3F7dxd3eHo6Mjrly5AgDw8vLCmTNnkJ2djePHj8PT0xNA3oSTTZo0Qe3atWXad2ZmJtLS0iRuAIDyBqoNFFZcBZIzZHoORERERERERMokd6ggCAKMjIywb98+9O7dG40bN8aOHTuKozYJubm5CAoKgp+fH6pXrw4ASExMhI6ODszMzCTaWltbIzExEQAwadIkaGlpwdXVFfv378dvv/2GmJgYbN26FdOmTcOQIUPg4uKCLl26iEOLwsyfPx+mpqbim4ODQ96KwKqqDRT+eQ20qlR0OyIiIiIiIqJiIvfpDyKRSPzz/PnzUa1aNQwaNAjdunVTamEfGz58OO7cuYOQkBC5Hmdqaopdu3ZJLGvWrBl+/vln7Ny5E48ePUJ0dDQGDRqEWbNmFTlp4+TJkzFmzBjx/bS0tLxgQVfKqRNfIlAIqgckvSm6LREREREREVExUWikwod69uyJM2fO4OjRo0or6mMjRozA4cOHcfbsWVSoUEG83MbGBu/fv0dKSopE++fPn4vnevjY5s2bYWZmhvbt2+PcuXPo0KEDtLW10blzZ5w7d67IGnR1dWFiYiJxk+pLBQrO5tLrICIiIiIiIiomco9UyM3NLbDM19cXt27dwv3795VSVD5BEPDDDz9g//79OHfuHJydnSXW16pVC9ra2jh9+jQCAwMBANHR0YiPj4evr2+B7b148QKzZs0Sj3bIyclBVlYWgLyJG3NylHQVBQYKREREREREVAbIHSoUxdraGtbW1sraHIC8Ux527dqFv/76C8bGxuJ5EkxNTaGvrw9TU1MMGDAAY8aMgYWFBUxMTPDDDz/A19cX9erVK7C9oKAgjB07Fvb29gAAPz8/bN++HS1atMD69evh5+f3+UUzUCAiIiIiIqIyQqZQoWbNmjh9+jTMzc3h4+MjMa/Cx8LCwpRW3Jo1awAATZo0kVi+efNm9O3bFwCwbNkyaGhoIDAwEJmZmQgICMDq1asLbOv48eOIjY3F9u3bxctGjBiBmzdvom7duqhTpw6mT5/+eQUzUCAiIiIiIqIyRKZQoX379tDV1QUAdOjQoTjrkfDx/A2F0dPTw6pVq7Bq1Sqp7QICAhAQECCxzMDAAHv37v2sGsUYKBAREREREVEZI1Oo8OE3+J/9bX5pxECBiIiISGEfznNFRFRW6OjoQEND7msnlDifNadCRkYG9uzZgzdv3uDrr7+Gm5ubsupSH8kZwMZw1QYKOZ8e0UFERERU0giCgMTExAJX8iIiKgs0NDTg7OwMHR0dVZfyWWQOFcaMGYOsrCysXLkSAPD+/XvUq1cP9+7dg4GBASZMmIATJ06gfv36xVZsibTnDmCiq7pAITsXOBuneP1EREREKpIfKFhZWcHAwEDqvF1ERKVJbm4unj17hoSEBDg6Oqr13z+ZQ4UTJ05g3rx54vs7d+5EfHw8YmJi4OjoiP79+2Pu3Lk4cuRIsRRaYulqqjZQ2BAK/J2qeP1EREREKpCTkyMOFMqVK6fqcoiIvrjy5cvj2bNnyM7Ohra2tqrLUZjMJ3DEx8ejatWq4vsnTpzAt99+i4oVK0IkEmHUqFEIDw8vliJLtM7VVBso3EkCmrsoXj8RERGRCuTPoWBgYKDiSoiIVCP/tIecnBwVV/J5ZA4VNDQ0JK7GcPXqVdSrV09838zMDK9evVJuderAWMr5L18iUBhSG3AwVbx+IiIiIhVS5yG/RESfo7T8/ZM5VPDw8MChQ4cAAHfv3kV8fDyaNm0qXv/kyRNYW1srv0J19aUChRp8zYmIiIiIiEg1ZJ5TYcKECejatSuOHDmCu3fvonXr1nB2dhavP3r0KOrUqVMsRaodBgpERERECouPj8fLly+/yL4sLS3h6Oj4RfYlzYwZM3DgwAFEREQodbuPHz+Gs7MzwsPD4e3tXWibc+fOoWnTpnj16hXMzMywZcsWBAUF8aocpZBIJML+/fvRoUMHmdp//N4oTHG9d9WRvK9vaSFzqNCxY0ccPXoUhw8fRosWLfDDDz9IrDcwMMCwYcOUXqDaYaBAREREpLD4+HhUca+CjHcZX2R/Onq6iIl+IHOw0LdvX2zdurXA8oCAAAQHByu7PJX47rvv0Lp16y+yrxcvXmDo0KE4ffo0cnJyULNmTaxbtw5VqlSR+rj8g92qVasiMjISmpqa4nVmZmZYvnw5+vbtW8zVf54mTZrA29sby5cv/2S78+fP4/fff0fXrl3Fy5cvX47ly5fj8ePHMu8zISEB5uZSjjnUwK1btzBt2jRcvXoVaWlpsLGxQd26dbFy5UpYWVmpurwySeZQAQCaN2+O5s2bF7pu+vTpSilIrTFQICIiIvosL1++zAsU+vsAtkbA6/fArkggIwfo6QmU0y/6wZk5wO7bQNJboHsNwN646LbZAvD7bbyPT8XLly/lGq3QsmVLbN68WWKZrq6uzI8v6fT19aGvL+V1VqKJEyfi5s2bOHz4MGxsbBAWFibX4x89eoRt27ahX79+xVRh4d6/fy+eZO9L0NPTw9SpUxEYGPhZVwmwsbFRYlXFKysrq8BzffHiBZo3b462bdvi+PHjMDMzw+PHj3Hw4EG8efPmi9dDeWSeU4E+gYECERERkfLYGuVdYeuPu3kBwAQ/wMcWcDQr/GZlBOyPAl6+y/ss5utQdFs7E+B4LPBPmkKl6erqwsbGRuL24be/IpEI69atQ9u2bWFgYAAPDw9cuXIFsbGxaNKkCQwNDVG/fn08fPiwwLbXrVsHBwcHGBgYoEuXLkhNlbx0+MaNG+Hh4QE9PT24u7tj9erVEuuvX78OHx8f6OnpoXbt2oVene3o0aOoXLky9PX10bRp0wLfdG/ZskViqPuMGTPg7e2N7du3w8nJCaampujatStev34tbvP69Wv06NEDhoaGsLW1xbJly9CkSRMEBQVJfS01NDRQv359+Pn5wdXVFZ07d/7kKIUP/fDDD5g+fToyMzOLbJOSkoKBAweifPnyMDExQbNmzXDr1i3x+ocPH6J9+/awtraGkZERvvrqK5w6dUpiG05OTpg9ezZ69+4NExMTDB48GAAQEhKChg0bQl9fHw4ODhg5cqTEwe3q1avh5uYGPT09WFtb49tvvwWQN+Ll/Pnz+OWXXyASiSASiaSOOOjWrRtSUlKwYcMGqa/HX3/9hZo1a0JPTw8uLi6YOXMmsrOzxetFIhEOHDggvn/58mV4e3uL3y8HDhyASCQqcCpDaGgoateuDQMDA9SvXx/R0dEF9i3tvZubm4tZs2ahQoUK0NXVhbe3t8TInsePH0MkEmHPnj1o3Lgx9PT0sHPnzgL7uHTpElJTU7Fx40b4+PjA2dkZTZs2xbJlyyROzb9z5w5atWoFIyMjWFtbo1evXhKnVAUHB6NBgwYwMzNDuXLl0LZtW4nfR2n1bNq0CdWqVYOuri5sbW0xYsQIiRpfvnyJjh07wsDAAG5ubjh48GBR3VVqMFRQBgYKRERERMr1+n3xf74KrFp0u8+UfwAaEREBd3d3dO/eHd9//z0mT56MmzdvQhCEAgcjsbGx2Lt3Lw4dOoTg4GCEh4dLnF68c+dO/PTTT5g7dy6ioqIwb948TJs2TXw6Rnp6Otq2bYuqVasiNDQUM2bMwLhx4yT28fTpU3Tq1Ant2rVDREQEBg4ciEmTJn3y+Tx8+BAHDhzA4cOHcfjwYZw/fx4LFiwQrx8zZgwuXbqEgwcP4uTJk7h48aJMow7at2+P//3vfwqfOhIUFITs7GysXLmyyDadO3dGUlISjh07htDQUNSsWRPNmzdHcnIygLzXrXXr1jh9+jTCw8PRsmVLtGvXDvHx8RLbWbx4Mby8vBAeHo5p06bh4cOHaNmyJQIDAxEZGYk9e/YgJCRE3K83b97EyJEjMWvWLERHRyM4OBiNGjUCAPzyyy/w9fXFoEGDkJCQgISEBDg4OBT5HExMTDBlyhTMmjWryG/kL168iN69e2PUqFG4d+8e1q1bhy1btmDu3LmFtk9LS0O7du1Qo0YNhIWFYfbs2Zg4cWKhbadMmYIlS5bg5s2b0NLSQv/+/SXWf+q9+8svv2DJkiVYvHgxIiMjERAQgG+++QYxMTES25k0aRJGjRqFqKgoBAQEFKjDxsYG2dnZ2L9/v8SVCT+UkpKCZs2awcfHBzdv3kRwcDCeP3+OLl26iNu8efMGY8aMwc2bN3H69GloaGigY8eOyM3NlVrPmjVrMHz4cAwePBi3b9/GwYMHUalSJYnHzJw5E126dEFkZCRat26NHj16iN9rpRVDhc/1Jf7D+1SgUPjvExEREZH62hVZ/J+v3CwUKu3w4cMwMjKSuM2bN0+iTb9+/dClSxdUrlwZEydOxOPHj9GjRw8EBATAw8MDo0aNwrlz5ySfSkYGtm3bBm9vbzRq1AgrV67E7t27kZiYCCDvdOMlS5agU6dOcHZ2RqdOnTB69GisW7cu7yXbtQu5ubn47bffUK1aNbRt2xbjx4+X2MeaNWvg6uqKJUuWoEqVKujRo4dMcw/k5uZiy5YtqF69Oho2bIhevXrh9OnTAPJGKWzduhWLFy9G8+bNUb16dWzevBk5OTlSt3nv3j10794ds2bNwsCBA/HHH3+I14WGhkIkEn1ywk4DAwNMnz4d8+fPLzCqA8gbSXD9+nX88ccfqF27Ntzc3LB48WKYmZnhf//7HwDAy8sL33//PapXrw43NzfMnj0brq6uBb5hbtasGcaOHQtXV1e4urpi/vz56NGjB4KCguDm5ob69etjxYoV2LZtGzIyMhAfHw9DQ0O0bdsWFStWhI+PD0aOHAkAMDU1hY6ODgwMDMSjXT6cF6Iww4YNg56eHpYuXVro+pkzZ2LSpEno06cPXFxc8PXXX2P27Nni98fHdu3aBZFIhA0bNqBq1apo1apVgfdLvrlz56Jx48aoWrUqJk2ahMuXLyMj4795Tz713l28eDEmTpyIrl27okqVKli4cGGh80kEBQWJ39+2trYF6qhXrx5+/PFHdO/eHZaWlmjVqhV+/vlnPH/+XNzm119/hY+PD+bNmwd3d3f4+Phg06ZNOHv2LB48eAAACAwMRKdOnVCpUiV4e3tj06ZNuH37Nu7duye1njlz5mDs2LEYNWoUKleujK+++qrAaJy+ffuiW7duqFSpEubNm4f09HRcv3690Ne1tGCo8Ln+uKvaQCFXAC7HF72eiIiISB1l5JTYEaBNmzZFRESExG3IkCESbTw9PcU/5192vUaNGhLLMjIykJb23ykYjo6OsLe3F9/39fVFbm4uoqOj8ebNGzx8+BADBgyQCDPmzJkjHrYdFRUFT09P6OnpSWzjQ1FRUahbt67Eso/bFMbJyQnGxv/NUWFra4ukpCQAefMaZGVlSVwJztTU9JOnMcyYMQOtWrXCpEmTcPDgQQwZMgRr164FANy+fRvu7u6wtLT8ZG0DBgxAuXLlsHDhwgLrbt26hfT0dJQrV07idYuLixO/bunp6Rg3bhw8PDxgZmYGIyMjREVFFRipULt27QLb3rJli8R2AwICkJubi7i4OHz99deoWLEiXFxc0KtXL+zcuRNv37795PMpiq6uLmbNmoXFixcXGrbcunULs2bNkqgnfyREYfuNjo4u8H4p6mp+H76f8w/28/sfkP7eTUtLw7Nnz+Dn5yexTT8/P0RFRUks+/g1LszcuXORmJiItWvXolq1ali7di3c3d1x+/Zt8etw9uxZidfB3d0dAMR9HhMTg27dusHFxQUmJiZwcnICAKl9npSUhGfPnhU5x2C+D18rQ0NDmJiYSLxWpZFcEzXmy87Oxrlz5/Dw4UN0794dxsbGePbsGUxMTGBkJOUPf2mUmQNMbKC6QOH320D0v4rXT0RERFQS9fQskYECkHeg8PGQ5499OKGbSCQqctnHw62Lkp6eDgDYsGFDgVDgU99wK8PHE9SJRCKZay9KZGQk+vTpAwCoWbMmDh48iICAALx8+RLBwcEyT76opaWFuXPnom/fvgVOKUlPT4etrW2BUSEAxPNGjBs3DidPnsTixYtRqVIl6Ovr49tvv8X79+8l2hsaGhbY9vfffy8effAhR0dH6OjoICwsDOfOncOJEyfw008/YcaMGbhx40aRl2f8lJ49e2Lx4sWYM2eO+ED4w3pmzpyJTp06FXjch8GBIj7nvSuPj1/jopQrVw6dO3dG586dMW/ePPj4+GDx4sXYunUr0tPT0a5du0JDpvxApF27dqhYsSI2bNgAOzs75Obmonr16lL7XNbJS4vjd6WkkztUePLkCVq2bIn4+HhkZmbi66+/hrGxMRYuXIjMzExxulhmfFddtYHCxSdAAwcg5Kniz4GIiIiopJF2lYdSOkdVfHw8nj17Bjs7OwDA1atXoaGhgSpVqsDa2hp2dnZ49OgRevToUejjPTw8sH37dmRkZIgPIq9evVqgzcfD+j9uIy8XFxdoa2vjxo0b4qtopKam4sGDB+I5BApjb2+PixcvYvLkyQDyvrnev38/2rZtCwsLiwIBgTSdO3fGzz//jJkzZ0osr1mzJhITE6GlpVXgIDzfpUuX0LdvX3Ts2BFA3sG5LJdprFmzJu7duyc1YNLS0oK/vz/8/f0xffp0mJmZ4cyZM+jUqRN0dHQ+eYrIxzQ0NDB//nx06tQJQ4cOLVBPdHT0JwOvfFWqVMGOHTuQmZkpvnrJjRs35Konn7T3romJCezs7HDp0iU0btxY/JhLly4VOTJCHjo6OnB1dRXPNVGzZk38+eefcHJygpZWwcPdf//9F9HR0diwYQMaNmwIIO80mU8xNjaGk5MTTp8+jaZNm3523aWJ3Kc/jBo1CrVr18arV68k0pqOHTuKz6sqUyykpH5fIlDo5QVU/vSwMCIiIqJSoQQECpmZmUhMTJS4fercf1no6emhT58+uHXrFi5evIiRI0eiS5cu4ssAzpw5E/Pnz8eKFSvw4MED3L59G5s3bxafY9+9e3eIRCIMGjQI9+7dw9GjR7F48WKJfQwZMgQxMTEYP348oqOjsWvXLmzZsuWz6jY2NkafPn0wfvx4nD17Fnfv3sWAAQOgoaEh/la7MOPHj0dwcDCGDx+OO3fuIDw8HOfPn4eOjg5evHiBQ4cOyVXHggULsGnTJomJDP39/eHr64sOHTrgxIkTePz4MS5fvowpU6bg5s2bAAA3Nzfs27cPERERuHXrFrp37y7TN8sTJ07E5cuXMWLECERERCAmJgZ//fWXOAw5fPgwVqxYgYiICDx58gTbtm1Dbm6u+LQQJycnXLt2DY8fP8bLly9l/ja7TZs2qFu3boG5En766Sds27YNM2fOxN27dxEVFYXdu3dj6tSphW4n/3kOHjwYUVFROH78uPj9Iq3fCvOp9+748eOxcOFC7NmzB9HR0Zg0aRIiIiIwatQoufZz+PBh9OzZE4cPH8aDBw8QHR2NxYsX4+jRo2jfvj0AYPjw4UhOTka3bt1w48YNPHz4EMePH0e/fv2Qk5MDc3NzlCtXDuvXr0dsbCzOnDmDMWPGyLT/GTNmYMmSJVixYgViYmIQFhYmdZLQskLuUOHixYuYOnVqgeuyOjk54Z9//lFaYWrvSwUKfrJfU5mIiIhIbSSkA/EpkreYf4GfQ4CnaUDX6oCmqGCb/NujV8AvV4Hbz4FOHoCpbsE2CekKlRYcHAxbW1uJW4MGDT77KVeqVAmdOnVC69at0aJFC3h6ekpcMnLgwIHYuHEjNm/ejBo1aqBx48bYsmWL+FJ6RkZGOHToEG7fvg0fHx9MmTKlwBBwR0dH/Pnnnzhw4AC8vLywdu3aApNMKmLp0qXw9fVF27Zt4e/vDz8/P/GlL4vSsmVLnD59Grdv34afnx+aNWuG6OhoXL9+HTNnzkTfvn1x+fJlmWto1qwZmjVrVuASikePHkWjRo3Qr18/VK5cGV27dsWTJ0/Ec10sXboU5ubmqF+/Ptq1a4eAgADUrFnzk/vz9PTE+fPn8eDBAzRs2BA+Pj746aefxN/Wm5mZYd++fWjWrBk8PDywdu1a/P7776hWrRqAvNMuNDU1UbVqVZQvX77A+fzSLFy4UGKiRAAICAjA4cOHceLECXz11VeoV68eli1bhooVKxa6DRMTExw6dAgRERHw9vbGlClT8NNPPwGQ/3SJT713R44ciTFjxmDs2LGoUaMGgoODcfDgQbi5ucm1n6pVq8LAwABjx46Ft7c36tWrh71792Ljxo3o1asXAIhHReTk5KBFixaoUaMGgoKCYGZmBg0NDWhoaGD37t0IDQ1F9erVMXr0aPz8888y7b9Pnz5Yvnw5Vq9eLZ4M9eMrWJRFIqGoa3EUwdzcHJcuXULVqlVhbGyMW7duwcXFBSEhIQgMDJSYebM0S0tLg6mpKTDOF3D7aKTAlw4Urv0NbApH6JQpqOnIkIG+jJ3XrqHnpk0AIL48ExERkawyMjIQFxcHZ2dniQOY+Ph4VHGvgox3GVIerTx6+nqIvh8tHrZPyvHmzRvY29tjyZIlGDBggKrLIRnt3LkT/fr1Q2pqqsxzCJDiivo7KE3+cWhqaipMTEyKuULZyD2nQosWLbB8+XKsX78eQF76l56ejunTp6N169ZKL1DtcIQCERERkcIcHR0RfT9aKacTyMLS0pKBghKEh4fj/v37qFOnDlJTUzFr1iwAEA9Jp5Jp27ZtcHFxgb29PW7duoWJEyeiS5cuDBRILnKHCkuWLEFAQACqVq2KjIwMdO/eHTExMbC0tMTvv/9eHDWqDwYKRERERJ/N0dGRB/pqaPHixYiOjoaOjg5q1aqFixcvynRJSFKdxMRE/PTTT0hMTIStrS06d+6MuXPnqrosUjNyhwoVKlTArVu3sHv3bkRGRiI9PR0DBgxAjx49ymailfgG0NXKu7Tk7ttA0luge43/zvErTLYA7I8CHiYDgVX/O8evMK8ygNOP8i4b2cAB0NLIO93hQ7HJAICohASlPS2iT4n7Qt8gERERUcnn4+OD0NBQVZdBcpowYQImTJig6jJIzck9pwLlEc+pUMw0RCLkytBFsrYjUiaRSAM6Orp48OA+v1EiIiK5KHIuMRFRaVKm5lT4+Fq20nzzzTcKF6OWvnYBbiUCyRlAq0pAecOi2+YIwNk44O9UoLkL4CAllBAAHItBbmI6dvTvDw9bW6llJKSmIuXtW8WeQylxKTYWay5cwOzZszm/xxeSmZkJe3t7BgpERERERGWUTKFChw4dZNqYSCRCTk7O59Sjfu4mAWnvgXH1ZZtD4dlrYFgd2eZQSMy7zJGHrS2v6iCjNRcuwNnZmVciICIiIiIi+gI0ZGmUm5sr063MBQoA8OJt8U3K2MBB+fUSERERERERKYlMoQJJ0bla8V3loTJnyyUiIiIiIqKSS6FQ4fTp02jbti1cXV3h6uqKtm3b4tSpU8quTT3YGRW9jpeNJCIiIiIiolJM7ktKrl69GqNGjcK3336LUaNGAQCuXr2K1q1bY9myZRg+fLjSi1RLDBSIiIiIFBIfH4+XX+jSxZaWliVmwuEmTZrA29sby5cvV3UpX9Tjx4/h7OyM8PBweHt7F9pGJBJh//79Ms/1RkRfjtyhwrx587Bs2TKMGDFCvGzkyJHw8/PDvHnzGCoADBSIiIiIFBQfHw8Pd3e8fffui+zPQF8fUfdlvzRy3759sXXr1gLLAwICEBwcLNM2zp07h6ZNm+LVq1cwMzMTL9+3bx+0tbXF952cnBAUFISgoCCZtitLzVpaWqhQoQI6d+6MWbNmqc3lPBMSEmBuLuWUYyJSGblDhZSUFLRs2bLA8hYtWmDixIlKKUqtMVAgIiIiUtjLly/x9t07mS6p/bmiEhLQc9MmvHz5Uq7RCi1btsTmzZsllunq6n52PRYWFp+9jaLk15yVlYXQ0FD06dMHIpEICxcuVGh7giAgJycHWlpyH04oxMbG5ovsh4jkJ/ecCt988w32799fYPlff/2Ftm3bKqUotcVAgYiIiEgp8i+pXZw3RUMLXV1d2NjYSNw+/BZdJBJh48aN6NixIwwMDODm5oaDBw8CyBvq37RpUwCAubk5RCIR+vbtCyDv9If8UQlNmjTBkydPMHr0aIhEIohEIrx58wYmJib43//+J1HPgQMHYGhoiNevX3+yZgcHB3To0AH+/v44efKkeH1ubi7mz58PZ2dn6Ovrw8vLS2I/586dg0gkwrFjx1CrVi3o6uoiJCQEDx8+RPv27WFtbQ0jIyN89dVXBeZac3Jywrx589C/f38YGxvD0dER69evL7LWnJwc9O/fH+7u7oiPjxe/pgcOHBC/hiKRCPv27UPTpk1hYGAALy8vXLlyRWI7GzZsgIODAwwMDNCxY0csXbpUYmQIESmH3KFC1apVMXfuXLRp0wZz5szBnDlz0LZtW8ydOxfVq1fHihUrxLcyhYECEREREf2/mTNnokuXLoiMjETr1q3Ro0cPJCcnw8HBAX/++ScAIDo6GgkJCfjll18KPH7fvn2oUKECZs2ahYSEBCQkJMDQ0BBdu3YtMEpi8+bN+Pbbb2FsbCxTbXfu3MHly5eho6MjXjZ//nxs27YNa9euxd27dzF69Gj07NkT58+fl3jspEmTsGDBAkRFRcHT0xPp6elo3bo1Tp8+jfDwcLRs2RLt2rUThwH5lixZgtq1ayM8PBzDhg3D0KFDER0dXaC2zMxMdO7cGREREbh48aLUESRTpkzBuHHjEBERgcqVK6Nbt27Izs4GAFy6dAlDhgzBqFGjEBERga+//hpz586V6fUhIvnIPV7pt99+g7m5Oe7du4d79+6Jl5uZmeG3334T3xeJRBg5cqRyqizpGCgQERERlRmHDx+GkZHkFcB+/PFH/Pjjj+L7ffv2Rbdu3QDkzUm2YsUKXL9+HS1bthSf5mBlZVXkN+cWFhbQ1NSEsbGxxND/gQMHon79+khISICtrS2SkpJw9OjRT16JLb/m7OxsZGZmQkNDA7/++iuAvAP5efPm4dSpU/D19QUAuLi4ICQkBOvWrUPjxo3F25k1axa+/vpriTq9vLzE92fPno39+/fj4MGDEnOwtW7dGsOGDQMATJw4EcuWLcPZs2dRpUoVcZv09HS0adMGmZmZOHv2LExNTaU+p3HjxqFNmzYA8kKcatWqITY2Fu7u7li5ciVatWqFcePGAQAqV66My5cv4/Dhw1K3SUTykztUiIuLK4461Fe2UHyBQniCcmslIiIios/WtGlTrFmzRmLZx/MheHp6in82NDSEiYkJkpKSPnvfderUQbVq1bB161ZMmjQJO3bsQMWKFdGoUSOZan7z5g2WLVsGLS0tBAYGAgBiY2Px9u1bibAAAN6/fw8fHx+JZbVr15a4n56ejhkzZuDIkSNISEhAdnY23r17V2Ckwoevh0gkgo2NTYHXo1u3bqhQoQLOnDkDfX39T74WH27T9v9PZUlKSoK7uzuio6PRsWNHifZ16tRhqEBUDL7MzCql2aFo4Emq8gOFIw+A8ETl1kpEREREn83Q0BCVKlWS2ubDqzgAeQfSubm5Stn/wIEDsWrVKkyaNAmbN29Gv379IBKJpD7mw5o3bdoELy8v/PbbbxgwYADS09MBAEeOHIG9vb3E4z6egNLQ0FDi/rhx43Dy5EksXrwYlSpVgr6+Pr799lu8f/9eop0sr0fr1q2xY8cOXLlyBc2aNfvEqyC5zfznr6zXmIhkJ3eoIAgC/ve//+Hs2bNISkoq8Iu7b98+pRWnFuJeAcPqKD9QOBgN+NgwWCAiIiIqZfLnMsjJyflku8La9OzZExMmTMCKFStw79499OnTR679a2ho4Mcff8SYMWPQvXt3VK1aFbq6uoiPj5c41UEWly5dQt++fcWjAtLT0/H48WO5tpFv6NChqF69Or755hscOXJE7lo+VKVKFdy4cUNi2cf3iUg55J6oMSgoCL169UJcXByMjIxgamoqcStz2rsXT6DwTRXAp3gvo0RERERE8svMzERiYqLE7eXLlzI/vmLFihCJRDh8+DBevHghHinwMScnJ1y4cAH//POPxPbNzc3RqVMnjB8/Hi1atECFChXkfg6dO3eGpqYmVq1aBWNjY4wbNw6jR4/G1q1b8fDhQ4SFhWHlypXYunWr1O24ublh3759iIiIwK1bt9C9e/fPGi3www8/iCeCDwkJ+aztHD16FEuXLkVMTAzWrVuHY8eOfXJEBxHJT+6RCtu3b8e+ffvQunXr4qhH/biaF73ucwKFNpWBa38rt1YiIiIiNRGVUPxzSym6j+DgYPE5/PmqVKmC+/fvy/R4e3t7zJw5E5MmTUK/fv3Qu3dvbNmypUC7WbNm4fvvv4erqysyMzMhCIJ43YABA7Br1y70799foeegpaWFESNGYNGiRRg6dChmz56N8uXLY/78+Xj06BHMzMxQs2ZNicknC7N06VL0798f9evXh6WlJSZOnIi0tDSFasoXFBSE3NxctG7dGsHBwahfv77c2/Dz88PatWsxc+ZMTJ06FQEBARg9erR4ckoiUh6R8OFfJxk4Ozvj2LFjcHd3L66a1EJaWlreyIxxvoCbZcEGnxsoAHmhwqZwhE6ZgppSLqdDeXZeu4aemzZhx44d6NGjh6rLISIiIikyMjIQFxcHZ2dn6OnpiZfHx8fDw90db9+9+yJ1GOjrI+r+famXLiyJtm/fjtGjR+PZs2cSl4akog0aNAj379/HxYsXVV0KEYCi/w5Kk38cmpqaChMTk2KuUDZyj1SYMWMGZs6ciU2bNsk0K2uZpIxAgYiIiKgMcnR0RNT9+3KdTvA5LC0t1SpQePv2LRISErBgwQJ8//33DBSkWLx4Mb7++msYGhri2LFj2Lp1K1avXq3qsohKHblDhS5duuD333+HlZUVnJycCszkGhYWprTi1BIDBSIiIqLP4ujoqFYH+l/SokWLMHfuXDRq1AiTJ09WdTkl2vXr17Fo0SK8fv0aLi4uWLFiBQYOHKjqsohKHblDhT59+iA0NBQ9e/aEtbU1Jzv5EAMFIiIiIipGM2bMwIwZM1RdhlrYu3evqksgKhPkDhWOHDmC48ePo0GDBsVRj/pioEBERERERERljNyXlHRwcCgxE0KUGAwUiIiIiIiIqAySO1RYsmQJJkyYgMePHxdDOWooF8UXKDz4MhMUERERERERESlC7tMfevbsibdv38LV1RUGBgYFJmpMTk5WWnFq4dRD4HaS8gOFS/FAyFPl1UlERERERESkZHKHCsuXLy+GMop24cIF/PzzzwgNDUVCQgL279+PDh06iNcLgoDp06djw4YNSElJgZ+fH9asWQM3NzcAQGZmJgYOHIi//voLNjY2WL16Nfz9/cWP//nnnxEfH4+VK1cqVmBkEtC7GAKF7beAKuWA6H8Vq4uIiIiIiIiomCl09Ycv6c2bN/Dy8kL//v3RqVOnAusXLVqEFStWYOvWrXB2dsa0adMQEBCAe/fuQU9PD+vXr0doaCiuXLmCY8eOoXv37nj+/DlEIhHi4uKwYcMG3Lx5U/ECW7gUT6DQsCLgasFQgYiIiIiIiEosuUOFD2VkZOD9+/cSy5Q9iWOrVq3QqlWrQtcJgoDly5dj6tSpaN++PQBg27ZtsLa2xoEDB9C1a1dERUXhm2++QbVq1eDi4oLx48fj5cuXKF++PIYOHYqFCxd+Xs2e1tLXKxoodKsB3PhH8bqIiIiI1FR8fDxevvwyc0tZWlrC0fETXxApQCQSFRhhW1LMmDEDBw4cQEREhKpLIaJSQO5Q4c2bN5g4cSL27t2Lf/8t+C16Tk6OUgqTRVxcHBITEyVOZzA1NUXdunVx5coVdO3aFV5eXti+fTvevXuH48ePw9bWFpaWlti5cyf09PTQsWNHmfaVmZmJzMxM8f20tLRPP+hzAgUNkUx1EREREZUm8fHxcHf3wLt3b7/I/vT1DXD/fpTcwUJiYiLmzp2LI0eO4J9//oGVlRW8vb0RFBSE5s2bK7XGc+fOoWnTpnj16hXMzMw+e3vjxo3DDz/88PmFERFBgVBhwoQJOHv2LNasWYNevXph1apV+Oeff7Bu3TosWLCgOGosUmJiIgDA2lpytIC1tbV4Xf/+/REZGYmqVavC0tISe/fuxatXr/DTTz/h3LlzmDp1Knbv3g1XV1ds2rQJ9vb2he5r/vz5mDlzpuzFMVAgIiIiktvLly/x7t1bNG26A7q6Fnj16i5sbRtBQ+O/j63Pn1+Djo4ZzM2riJdlZqbgxYsbsLZuAG1t/Q+2dwsAYGnpJV6WlfUOz5+HQEfHFCEhQ/Hy5Uu5QoXHjx/Dz88PZmZm+Pnnn1GjRg1kZWXh+PHjGD58OO7fv/85L0GxEQQBOTk5MDIygpGRkarLIaJSQu5LSh46dAirV69GYGAgtLS00LBhQ0ydOhXz5s3Dzp07i6PGz6KtrY1Vq1YhLi4ON27cQIMGDTB27FiMHDkS4eHhOHDgAG7duoV69eph5MiRRW5n8uTJSE1NFd+ePpVyZQYGCkRERESfxdzcA46OreDlNQ5WVnVgaVlTfKtWbSjc3LpJLLO3bwZv74mwtfWTWO7u3g/u7v0kltna+sHbeyKsrOooVNuwYcMgEolw/fp1BAYGonLlyqhWrRrGjBmDq1evFmh/7tw5iEQipKSkiJdFRERAJBKJL9P+5MkTtGvXDubm5jA0NES1atVw9OhRPH78GE2bNv3/18QcIpEIffv2BQDk5uZi/vz5cHZ2hr6+Pry8vPC///2vwH6PHTuGWrVqQVdXFyEhIZgxYwa8vb3F7fr27YsOHTpg8eLFsLW1Rbly5TB8+HBkZWWJ2yQkJKBNmzbQ19eHs7Mzdu3aBScnpy8+iTsRlTxyj1RITk6Gi4sLgLz5E/IvIdmgQQMMHTpUudV9go2NDQDg+fPnsLW1FS9//vy5xB/KD509exZ3797Fxo0bMX78eLRu3RqGhobo0qULfv311yL3paurC11d3U8XxUCBiIiIqNRKTk5GcHAw5s6dC0NDwwLrFT09Yfjw4Xj//j0uXLgAQ0ND3Lt3D0ZGRnBwcMCff/6JwMBAREdHw8TEBPr6eSMx5s+fjx07dmDt2rVwc3PDhQsX0LNnT5QvXx6NGzcWb3vSpElYvHgxXFxcYG5ujnPnzhXY/9mzZ2Fra4uzZ88iNjYW3333Hby9vTFo0CAAQO/evfHy5UucO3cO2traGDNmDJKSkhR6rkRUusgdKri4uCAuLg6Ojo5wd3fH3r17UadOHRw6dEgp53jJw9nZGTY2Njh9+rQ4REhLS8O1a9cKDTgyMjIwfPhw7Ny5E5qamsjJyYEgCACArKysz58PgoECERERkVK8ehUFS8ua4vvR0Zvx5s3f8PaeBA0NbQDA27fPERn5Mxwd28DOrqm4bVzcfrx4cQPe3pOho2MMAHj//jUiIuajfPmv4Ows25xahYmNjYUgCHB3d1d4G4WJj49HYGAgatSoAQDiL/EAwMLCAgBgZWUl/rydmZmJefPm4dSpU/D19RU/JiQkBOvWrZMIFWbNmoWvv/5a6v7Nzc3x66+/QlNTE+7u7mjTpg1Onz6NQYMG4f79+zh16hRu3LiB2rVrAwA2btwovoQ7EZVtcocK/fr1w61bt9C4cWNMmjQJ7dq1w6+//oqsrCwsXbpU6QWmp6cjNjZWfD8uLg4RERGwsLCAo6MjgoKCMGfOHLi5uYkvKWlnZ1foTLuzZ89G69at4ePjAwDw8/PD+PHj0a9fP/z666/w8/NTvFAGCkRERERKc+vWQri59QAAvHnzDOfP9wcAmJtXg7Nz3mXGIyN/RmTkEjx8uBs9evwNAMjNzcGpU50hCDnQ17dGjRqjAADR0ZsQETEfIpEmBgzIhIaGpkJ15X8hpWwjR47E0KFDceLECfj7+yMwMBCenp5Fto+NjcXbt28LhAXv378Xf9bNlx8ESFOtWjVoav73mtja2uL27dsAgOjoaGhpaaFmzf9CnkqVKsHc3Fym50ZEpZvcocLo0aPFP/v7+yMqKgphYWGoVKmS1D98irp586b4PDIAGDNmDACgT58+2LJlCyZMmIA3b95g8ODBSElJQYMGDRAcHAw9PT2J7dy5cwd79+6VuHTOt99+i3PnzqFhw4aoUqUKdu3apViRxRUoPE1VrB4iIiIiNWdv30L8s75+eVSoEID09HiUL//fPAiOjm3w8OFuuLn1Ei/T0NBEpUrdkZh4Efb2zcTL7eyawtjYCTY2DRUOFADAzc0NIpFIrskYNTTypjH7MJD4cL4CABg4cCACAgJw5MgRnDhxAvPnz8eSJUuKvEpDeno6AODIkSMFJhr/+JTdwk7T+Ji2trbEfZFIhNzc3E8+johI7lDhY05OTnByclJCKYVr0qSJ1ERYJBJh1qxZmDVrltTtVK9eHTExMRLLNDQ0sHr1aqxevVrxAi//DVx+qvxA4fZz4PQjxesiIiIiUmNubt3FP2toaKN16+ACbezsmopHKHyoadNtBZaVK+eJbt3iPrsuCwsLBAQEYNWqVRg5cmSBA/aUlJQCpwSXL18eQN5kh/nf7n/4RVc+BwcHDBkyBEOGDMHkyZOxYcMG/PDDD9DR0QEgeen2qlWrQldXF/Hx8RKnOhSHKlWqIDs7G+Hh4ahVqxaAvJESr169Ktb9EpF6kPnqD1euXMHhw4cllm3btg3Ozs6wsrLC4MGDkZmZqfQCS7ziChTW3gQqmCq3ViIiIiL6bKtWrUJOTg7q1KmDP//8EzExMYiKisKKFSvE8xt8qFKlSnBwcMCMGTMQExODI0eOYMmSJRJtgoKCcPz4ccTFxSEsLAxnz56Fh4cHAKBixYoQiUQ4fPgwXrx4gfT0dBgbG2PcuHEYPXo0tm7diocPHyIsLAwrV67E1q1blfp83d3d4e/vj8GDB+P69esIDw/H4MGDoa+vD5GIp/ESlXUyj1SYNWsWmjRpgrZt2wIAbt++jQEDBqBv377w8PDAzz//DDs7O8yYMaO4ai2Z6jsUT6BQ3QrwsgG2Rii1XCIiIiJ18OpVFIC8ORI+Pl0hNzcHIpFGgQPawtoKQt4QfpFIo0Db1NQHCtXm4uKCsLAwzJ07F2PHjkVCQgLKly+PWrVqYc2aNQXaa2tr4/fff8fQoUPh6emJr776CnPmzEHnzp3FbXJycjB8+HD8/fffMDExQcuWLbFs2TIAgL29PWbOnIlJkyahX79+6N27N7Zs2YLZs2ejfPnymD9/Ph49egQzMzPUrFkTP/74o0LPS5pt27ZhwIABaNSoEWxsbDB//nzcvXu3wCnHRFT2iAQZZ5uxtbXFoUOHxBO9TJkyBefPn0dISAgA4I8//sD06dNx79694qu2BElLS4OpqSkwzhdwsyy6oaKBwqBaQOgzYFM4QqdMQU1HR+U/iVJm57Vr6LlpE3bs2IEePXqouhwiIiKSIiMjA3FxcXB2dpY4MI2Pj4e7uwfevXv7RerQ1zfA/ftRcORnLbn8/fffcHBwwKlTp9C8eXNVl0Oklor6OyhN/nFoamoqTExMirlC2cg8UuHVq1ewtrYW3z9//jxatWolvv/VV1/h6dOnyq1O3X1OoKAl85kpRERERKWGo6Mj7t+PwsuXL7/I/iwtLRkoyODMmTNIT09HjRo1kJCQgAkTJsDJyQmNGjVSdWlEpGIyhwrW1taIi4uDg4MD3r9/j7CwMMycOVO8/vXr1wVmjS3TGCgQERERKcTR0ZEH+iVMVlYWfvzxRzx69AjGxsaoX78+du7cyc//RCR7qNC6dWtMmjQJCxcuxIEDB2BgYICGDRuK10dGRsLV1bVYilQ7DBSIiIiIqBQJCAhAQECAqssgohJI5lBh9uzZ6NSpExo3bgwjIyNs3bpVfHkbANi0aRNatGghZQtlBAMFIiIiIiIiKiNkDhUsLS1x4cIFpKamwsjICJqakjPr/vHHHzAyMlJ6gWqFgQIRERGRXGScM5yIqNQpLX//5D6SNTU1LRAoAICFhYXEyIUyh4ECERERkczyz8V/+/bLXOWBiKikef/+PQAUenytTmQeqUBSFFeg8OKN8mslIiIiKgE0NTVhZmaGpKQkAICBgQFEIimfoYiISpHc3Fy8ePECBgYG0NJS78Ny9a6+JIh8Dpx8pPxAIe4VcCxW+fUSERERlRA2NjYAIA4WiIjKEg0NDTg6Oqp9oMpQ4XOdeAQ0KoZAYflVwEIPSOKQQCIiIiqdRCIRbG1tYWVlhaysLFWXQ0T0Reno6EBDQ/1PhWeo8Lk8rYonULA3Buo7ANsjlV8zERERUQmiqamp9ucUExGVVeofi6iav2vxBAoj6wHa/M+ViIiIiIiISi6GCp9L2iv4OYGCHgeREBERERERUcnGUKG4MFAgIiIiIiKiUo6hQnFgoEBERERERERlAEMFZWOgQERERERERGUEQwVlYqBAREREREREZQhDBWVhoEBERERERERlDEMFZSiuQCE1Q/m1EhERERERESkJvyJXkCAIeT9c+we4FA84mwNNnIC45KIf9Cwd+OMuUN4AaO0GPE0pum1yBnD4AQAg9MkTpGdmKq320ioqIQEA8PbtW6Slpam4GiIiIiIiIuXKP84RH4+WACKhJFWjRh49egRXV1dVl0FERERERERlzMOHD+Hi4qLqMgBwpILCLCwsAADx8fEwNTVVcTX0udLS0uDg4ICnT5/CxMRE1eXQZ2J/lj7s09KF/Vm6sD9LF/Zn6cM+LV1SU1Ph6OgoPh4tCRgqKEhDI2/eBFNTU/5yliImJibsz1KE/Vn6sE9LF/Zn6cL+LF3Yn6UP+7R0yT8eLQlKTiVEREREREREpFYYKhARERERERGRQhgqKEhXVxfTp0+Hrq6uqkshJWB/li7sz9KHfVq6sD9LF/Zn6cL+LH3Yp6VLSexPXv2BiIiIiIiIiBTCkQpEREREREREpBCGCkRERERERESkEIYKRERERERERKQQhgpEREREREREpBCGCgpYtWoVnJycoKenh7p16+L69euqLqnMmT9/Pr766isYGxvDysoKHTp0QHR0tESbjIwMDB8+HOXKlYORkRECAwPx/PlziTbx8fFo06YNDAwMYGVlhfHjxyM7O1uizblz51CzZk3o6uqiUqVK2LJlS4F6+J5QrgULFkAkEiEoKEi8jP2pfv755x/07NkT5cqVg76+PmrUqIGbN2+K1wuCgJ9++gm2trbQ19eHv78/YmJiJLaRnJyMHj16wMTEBGZmZhgwYADS09Ml2kRGRqJhw4bQ09ODg4MDFi1aVKCWP/74A+7u7tDT00ONGjVw9OjR4nnSpVROTg6mTZsGZ2dn6Ovrw9XVFbNnz8aHcz2zP0uuCxcuoF27drCzs4NIJMKBAwck1pekvpOlFpLep1lZWZg4cSJq1KgBQ0ND2NnZoXfv3nj27JnENtinJcenfkc/NGTIEIhEIixfvlxiOfuz5JClP6OiovDNN9/A1NQUhoaG+OqrrxAfHy9er3afewWSy+7duwUdHR1h06ZNwt27d4VBgwYJZmZmwvPnz1VdWpkSEBAgbN68Wbhz544QEREhtG7dWnB0dBTS09PFbYYMGSI4ODgIp0+fFm7evCnUq1dPqF+/vnh9dna2UL16dcHf318IDw8Xjh49KlhaWgqTJ08Wt3n06JFgYGAgjBkzRrh3756wcuVKQVNTUwgODha34XtCua5fvy44OTkJnp6ewqhRo8TL2Z/qJTk5WahYsaLQt29f4dq1a8KjR4+E48ePC7GxseI2CxYsEExNTYUDBw4It27dEr755hvB2dlZePfunbhNy5YtBS8vL+Hq1avCxYsXhUqVKgndunUTr09NTRWsra2FHj16CHfu3BF+//13QV9fX1i3bp24zaVLlwRNTU1h0aJFwr1794SpU6cK2trawu3bt7/Mi1EKzJ07VyhXrpxw+PBhIS4uTvjjjz8EIyMj4ZdffhG3YX+WXEePHhWmTJki7Nu3TwAg7N+/X2J9Seo7WWoh6X2akpIi+Pv7C3v27BHu378vXLlyRahTp45Qq1YtiW2wT0uOT/2O5tu3b5/g5eUl2NnZCcuWLZNYx/4sOT7Vn7GxsYKFhYUwfvx4ISwsTIiNjRX++usvic+a6va5l6GCnOrUqSMMHz5cfD8nJ0ews7MT5s+fr8KqKCkpSQAgnD9/XhCEvP9QtbW1hT/++EPcJioqSgAgXLlyRRCEvF94DQ0NITExUdxmzZo1gomJiZCZmSkIgiBMmDBBqFatmsS+vvvuOyEgIEB8n+8J5Xn9+rXg5uYmnDx5UmjcuLE4VGB/qp+JEycKDRo0KHJ9bm6uYGNjI/z888/iZSkpKYKurq7w+++/C4IgCPfu3RMACDdu3BC3OXbsmCASiYR//vlHEARBWL16tWBubi7u4/x9V6lSRXy/S5cuQps2bST2X7duXeH777//vCdZhrRp00bo37+/xLJOnToJPXr0EASB/alOPv6AW5L6TpZaqCBpB6H5rl+/LgAQnjx5IggC+7QkK6o///77b8He3l64c+eOULFiRYlQgf1ZchXWn999953Qs2fPIh+jjp97efqDHN6/f4/Q0FD4+/uLl2loaMDf3x9XrlxRYWWUmpoKALCwsAAAhIaGIisrS6Kv3N3d4ejoKO6rK1euoEaNGrC2tha3CQgIQFpaGu7evStu8+E28tvkb4PvCeUaPnw42rRpU+A1Z3+qn4MHD6J27dro3LkzrKys4OPjgw0bNojXx8XFITExUeK1NjU1Rd26dSX61MzMDLVr1xa38ff3h4aGBq5duyZu06hRI+jo6IjbBAQEIDo6Gq9evRK3kdbv9Gn169fH6dOn8eDBAwDArVu3EBISglatWgFgf6qzktR3stRCiklNTYVIJIKZmRkA9qm6yc3NRa9evTB+/HhUq1atwHr2p/rIzc3FkSNHULlyZQQEBMDKygp169aVOEVCHT/3MlSQw8uXL5GTkyPReQBgbW2NxMREFVVFubm5CAoKgp+fH6pXrw4ASExMhI6Ojvg/z3wf9lViYmKhfZm/TlqbtLQ0vHv3ju8JJdq9ezfCwsIwf/78AuvYn+rn0aNHWLNmDdzc3HD8+HEMHToUI0eOxNatWwH81yfSXuvExERYWVlJrNfS0oKFhYVS+p19KrtJkyaha9eucHd3h7a2Nnx8fBAUFIQePXoAYH+qs5LUd7LUQvLLyMjAxIkT0a1bN5iYmABgn6qbhQsXQktLCyNHjix0PftTfSQlJSE9PR0LFixAy5YtceLECXTs2BGdOnXC+fPnAajn514tuVoTlUDDhw/HnTt3EBISoupSSEFPnz7FqFGjcPLkSejp6am6HFKC3Nxc1K5dG/PmzQMA+Pj44M6dO1i7di369Omj4upIXnv37sXOnTuxa9cuVKtWDREREQgKCoKdnR37k6gEy8rKQpcuXSAIAtasWaPqckgBoaGh+OWXXxAWFgaRSKTqcugz5ebmAgDat2+P0aNHAwC8vb1x+fJlrF27Fo0bN1ZleQrjSAU5WFpaQlNTs8DMm8+fP4eNjY2KqirbRowYgcOHD+Ps2bOoUKGCeLmNjQ3ev3+PlJQUifYf9pWNjU2hfZm/TlobExMT6Ovr8z2hJKGhoUhKSkLNmjWhpaUFLS0tnD9/HitWrICWlhasra3Zn2rG1tYWVatWlVjm4eEhntk4//WU9lrb2NggKSlJYn12djaSk5OV0u/sU9mNHz9ePFqhRo0a6NWrF0aPHi0eWcT+VF8lqe9kqYVklx8oPHnyBCdPnhSPUgDYp+rk4sWLSEpKgqOjo/gz0pMnTzB27Fg4OTkBYH+qE0tLS2hpaX3yM5K6fe5lqCAHHR0d1KpVC6dPnxYvy83NxenTp+Hr66vCysoeQRAwYsQI7N+/H2fOnIGzs7PE+lq1akFbW1uir6KjoxEfHy/uK19fX9y+fVvij3D+f7r5v+i+vr4S28hvk78NvieUo3nz5rh9+zYiIiLEt9q1a6NHjx7in9mf6sXPz6/AZV4fPHiAihUrAgCcnZ1hY2Mj8VqnpaXh2rVrEn2akpKC0NBQcZszZ84gNzcXdevWFbe5cOECsrKyxG1OnjyJKlWqwNzcXNxGWr/Tp719+xYaGpIfGTQ1NcXfuLA/1VdJ6jtZaiHZ5AcKMTExOHXqFMqVKyexnn2qPnr16oXIyEiJz0h2dnYYP348jh8/DoD9qU50dHTw1VdfSf2MpJbHMXJN60jC7t27BV1dXWHLli3CvXv3hMGDBwtmZmYSM29S8Rs6dKhgamoqnDt3TkhISBDf3r59K24zZMgQwdHRUThz5oxw8+ZNwdfXV/D19RWvz78US4sWLYSIiAghODhYKF++fKGXYhk/frwQFRUlrFq1qtBLsfA9oXwfXv1BENif6ub69euClpaWMHfuXCEmJkbYuXOnYGBgIOzYsUPcZsGCBYKZmZnw119/CZGRkUL79u0LvYydj4+PcO3aNSEkJERwc3OTuERWSkqKYG1tLfTq1Uu4c+eOsHv3bsHAwKDAJbK0tLSExYsXC1FRUcL06dN5CUI59enTR7C3txdfUnLfvn2CpaWlMGHCBHEb9mfJ9fr1ayE8PFwIDw8XAAhLly4VwsPDxVcCKEl9J0stJL1P379/L3zzzTdChQoVhIiICInPSR/O/M8+LTk+9Tv6sY+v/iAI7M+S5FP9uW/fPkFbW1tYv369EBMTI77U48WLF8XbULfPvQwVFLBy5UrB0dFR0NHREerUqSNcvXpV1SWVOQAKvW3evFnc5t27d8KwYcMEc3NzwcDAQOjYsaOQkJAgsZ3Hjx8LrVq1EvT19QVLS0th7NixQlZWlkSbs2fPCt7e3oKOjo7g4uIisY98fE8o38ehAvtT/Rw6dEioXr26oKurK7i7uwvr16+XWJ+bmytMmzZNsLa2FnR1dYXmzZsL0dHREm3+/fdfoVu3boKRkZFgYmIi9OvXT3j9+rVEm1u3bgkNGjQQdHV1BXt7e2HBggUFatm7d69QuXJlQUdHR6hWrZpw5MgR5T/hUiwtLU0YNWqU4OjoKOjp6QkuLi7ClClTJA5Q2J8l19mzZwv9P7NPnz6CIJSsvpOlFpLep3FxcUV+Tjp79qx4G+zTkuNTv6MfKyxUYH+WHLL052+//SZUqlRJ0NPTE7y8vIQDBw5IbEPdPveKBEEQ5BvbQERERERERETEORWIiIiIiIiISEEMFYiIiIiIiIhIIQwViIiIiIiIiEghDBWIiIiIiIiISCEMFYiIiIiIiIhIIQwViIiIiIiIiEghDBWIiIiIiIiISCEMFYiIiIiIiIhIIQwViIiIyqAmTZogKChIZftv1KgRdu3apbL9K8OMGTPg7e0tU9u1a9eiXbt2xVsQERGRCjBUICIiUoG+fftCJBJBJBJBW1sbzs7OmDBhAjIyMpS6n3PnzkEkEiElJUVi+b59+zB79myl7ktWBw8exPPnz9G1a1eV7F8V+vfvj7CwMFy8eFHVpRARESkVQwUiIiIVadmyJRISEvDo0SMsW7YM69atw/Tp07/Ivi0sLGBsbPxF9vWxFStWoF+/ftDQKDsfQ3R0dNC9e3esWLFC1aUQEREpVdn535yIiKiE0dXVhY2NDRwcHNChQwf4+/vj5MmT4vVOTk5Yvny5xGO8vb0xY8YM8X2RSISNGzeiY8eOMDAwgJubGw4ePAgAePz4MZo2bQoAMDc3h0gkQt++fQEUPP3ByckJc+bMQe/evWFkZISKFSvi4MGDePHiBdq3bw8jIyN4enri5s2bEvWEhISgYcOG0NfXh4ODA0aOHIk3b94U+ZxfvHiBM2fOSJwKIAgCZsyYAUdHR+jq6sLOzg4jR44Ur8/MzMS4ceNgb28PQ0ND1K1bF+fOnZPY7qVLl9CkSRMYGBjA3NwcAQEBePXqlfjxI0eOhJWVFfT09NCgQQPcuHFD/Nj80RynT59G7dq1YWBggPr16yM6OlpiHwsWLIC1tTWMjY0xYMCAAqNKzp07hzp16sDQ0BBmZmbw8/PDkydPxOvbtWuHgwcP4t27d0W+PkREROqGoQIREVEJcOfOHVy+fBk6OjpyP3bmzJno0qULIiMj0bp1a/To0QPJyclwcHDAn3/+CQCIjo5GQkICfvnllyK3s2zZMvj5+SE8PBxt2rRBr1690Lt3b/Ts2RNhYWFwdXVF7969IQgCAODhw4do2bIlAgMDERkZiT179iAkJAQjRowoch8hISEwMDCAh4eHeNmff/4pHqkRExODAwcOoEaNGuL1I0aMwJUrV7B7925ERkaic+fOaNmyJWJiYgAAERERaN68OapWrYorV64gJCQE7dq1Q05ODgBgwoQJ+PPPP7F161aEhYWhUqVKCAgIQHJyskRtU6ZMwZIlS3Dz5k1oaWmhf//+4nV79+7FjBkzMG/ePNy8eRO2trZYvXq1eH12djY6dOiAxo0bIzIyEleuXMHgwYMhEonEbWrXro3s7Gxcu3at6M4kIiJSNwIRERF9cX369BE0NTUFQ0NDQVdXVwAgaGhoCP/73//EbSpWrCgsW7ZM4nFeXl7C9OnTxfcBCFOnThXfT09PFwAIx44dEwRBEM6ePSsAEF69eiWxncaNGwujRo2S2FfPnj3F9xMSEgQAwrRp08TLrly5IgAQEhISBEEQhAEDBgiDBw+W2O7FixcFDQ0N4d27d4U+72XLlgkuLi4Sy5YsWSJUrlxZeP/+fYH2T548ETQ1NYV//vlHYnnz5s2FyZMnC4IgCN26dRP8/PwK3V96erqgra0t7Ny5U7zs/fv3gp2dnbBo0SJBEP57jU6dOiVuc+TIEQGA+Hn4+voKw4YNk9h23bp1BS8vL0EQBOHff/8VAAjnzp0rtI585ubmwpYtW6S2ISIiUiccqUBERKQiTZs2RUREBK5du4Y+ffqgX79+CAwMlHs7np6e4p8NDQ1hYmKCpKSkz9qOtbU1AEiMGMhflr/tW7duYcuWLTAyMhLfAgICkJubi7i4uEL38e7dO+jp6Uks69y5M969ewcXFxcMGjQI+/fvR3Z2NgDg9u3byMnJQeXKlSX2c/78eTx8+BDAfyMVCvPw4UNkZWXBz89PvExbWxt16tRBVFRUkc/f1tZW4rlGRUWhbt26Eu19fX3FP1tYWKBv374ICAhAu3bt8MsvvyAhIaFAPfr6+nj79m2htRIREakjLVUXQEREVFYZGhqiUqVKAIBNmzbBy8sLv/32GwYMGAAA0NDQEJ9qkC8rK6vAdrS1tSXui0Qi5Obmyl3Ph9vJH7Zf2LL8baenp+P777+XmP8gn6OjY6H7sLS0FM91kM/BwQHR0dE4deoUTp48iWHDhuHnn3/G+fPnkZ6eDk1NTYSGhkJTU1PicUZGRgDyDtSVQdpzlcXmzZsxcuRIBAcHY8+ePZg6dSpOnjyJevXqidskJyejfPnySqmXiIioJOBIBSIiohJAQ0MDP/74I6ZOnSqeyK98+fIS33anpaUVOQKgKPlzNOTPL6BMNWvWxL1791CpUqUCt6LmhvDx8UFiYmKBYEFfXx/t2rXDihUrcO7cOVy5cgW3b9+Gj48PcnJykJSUVGAfNjY2APJGGJw+fbrQ/bm6ukJHRweXLl0SL8vKysKNGzdQtWpVmZ+rh4dHgbkQrl69Wujzmzx5Mi5fvozq1atj165d4nUPHz5ERkYGfHx8ZN4vERFRScdQgYiIqITo3LkzNDU1sWrVKgBAs2bNsH37dly8eBG3b99Gnz59Cnxb/ykVK1aESCTC4cOH8eLFC6Snpyut3okTJ+Ly5csYMWIEIiIiEBMTg7/++kvqRI0+Pj6wtLSUOMjfsmULfvvtN9y5cwePHj3Cjh07oK+vj4oVK6Jy5cro0aMHevfujX379iEuLg7Xr1/H/PnzceTIEQDA5MmTcePGDQwbNgyRkZG4f/8+1qxZg5cvX8LQ0BBDhw7F+PHjERwcjHv37mHQoEF4+/ateESILEaNGoVNmzZh8+bNePDgAaZPn467d++K18fFxWHy5Mm4cuUKnjx5ghMnTiAmJkZiQsqLFy/CxcUFrq6u8rzMREREJRpDBSIiohJCS0sLI0aMwKJFi/DmzRtMnjwZjRs3Rtu2bdGmTRt06NBB7gNSe3t7zJw5E5MmTYK1tbXUA355eXp64vz583jw4AEaNmwIHx8f/PTTT7CzsyvyMZqamujXrx927twpXmZmZoYNGzbAz88Pnp6eOHXqFA4dOoRy5coByDutoHfv3hg7diyqVKmCDh064MaNG+JTLCpXrowTJ07g1q1bqFOnDnx9ffHXX39BSyvvLM8FCxYgMDAQvXr1Qs2aNREbG4vjx4/D3Nxc5uf63XffYdq0aZgwYQJq1aqFJ0+eYOjQoeL1BgYGuH//PgIDA1G5cmUMHjwYw4cPx/fffy9u8/vvv2PQoEEy75OIiEgdiISPT9YkIiIiKkaJiYmoVq0awsLCULFiRVWX80XcvXsXzZo1w4MHD2BqaqrqcoiIiJSGIxWIiIjoi7KxscFvv/2G+Ph4VZfyxSQkJGDbtm0MFIiIqNThSAUiIiIiIiIiUghHKhARERERERGRQhgqEBEREREREZFCGCoQERERERERkUIYKhARERERERGRQhgqEBEREREREZFCGCoQERERERERkUIYKhARERERERGRQhgqEBEREREREZFCGCoQERERERERkUL+D2RIkCbqnTswAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# runtime (dense)\n",
    "height = 1    \n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches((12,3))\n",
    "ax.barh(labels, embedding, align='center', height=height, color='#00994D', edgecolor='black', hatch='///', label='Embedding & Nearest Neighbor Search')\n",
    "ax.barh(labels, reranking, align='center', height=height, color='#FF9999', edgecolor='black', left=embedding, label='Entity Reranking')\n",
    "ax.barh(labels, clustering, align='center', height=height, color='#6666FF', edgecolor='black', hatch='...', left=[sum(x) for x in zip(embedding, reranking)], label='Clustering')\n",
    "\n",
    "#ax.set_xticks(range(0, 101, 5))\n",
    "ax.set_yticks(labels)\n",
    "ax.set_xlabel('Runtime (seconds)')\n",
    "ax.set_ylabel('Sample Size (% of mentions)')\n",
    "ax.legend(loc=(0.64, 0.05))\n",
    "\n",
    "plt.xlim((0, 160000))\n",
    "plt.ylim((-.5, 3.5))\n",
    "plt.show()\n",
    "fig.savefig('nastylinker_scalability_dense.pdf', bbox_inches='tight', dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "0a2ff764",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-15T13:59:35.566289Z",
     "start_time": "2022-12-15T13:59:35.271857Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# runtime (relative)\n",
    "height = 1\n",
    "embedding_rel, reranking_rel, clustering_rel = [], [], []\n",
    "for e, r, c in zip(embedding, reranking, clustering):\n",
    "    total = e + r + c\n",
    "    embedding_rel.append(e / total * 100)\n",
    "    reranking_rel.append(r / total * 100)\n",
    "    clustering_rel.append(c / total * 100)\n",
    "    \n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches((12,3))\n",
    "ax.barh(labels, embedding_rel, align='center', height=height, color='#00994D', edgecolor='black', hatch='///', label='Embedding & Nearest Neighbor Search')\n",
    "ax.barh(labels, reranking_rel, align='center', height=height, color='#FF9999', edgecolor='black', left=embedding_rel, label='Entity Reranking')\n",
    "ax.barh(labels, clustering_rel, align='center', height=height, color='#6666FF', edgecolor='black', hatch='...', left=[sum(x) for x in zip(embedding_rel, reranking_rel)], label='Clustering')\n",
    "\n",
    "ax.set_xticks(range(0, 101, 5))\n",
    "ax.set_yticks(labels)\n",
    "ax.set_xlabel('Runtime (% of total time)')\n",
    "ax.set_ylabel('Sample Size (% of mentions)')\n",
    "ax.legend(loc=(0.311, 1.03), ncol=3)\n",
    "\n",
    "plt.annotate('17,431s', (.53, .105), xycoords='axes fraction', ha='right')\n",
    "plt.annotate('33,456s', (.53, .355), xycoords='axes fraction', ha='right')\n",
    "plt.annotate('75,314s', (.53, .6), xycoords='axes fraction', ha='right')\n",
    "plt.annotate('158,715s', (.53, .853), xycoords='axes fraction', ha='right')\n",
    "\n",
    "plt.xlim((0, 100))\n",
    "plt.ylim((-.5, 3.5))\n",
    "plt.show()\n",
    "fig.savefig('nastylinker_scalability_rel.pdf', bbox_inches='tight', dpi=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2faffebf",
   "metadata": {},
   "source": [
    "# Qualitative Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20959048",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "632e308a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-12T08:46:02.653711Z",
     "start_time": "2022-12-12T08:43:15.937278Z"
    }
   },
   "outputs": [],
   "source": [
    "from collections import defaultdict\n",
    "import random\n",
    "import pandas as pd\n",
    "from impl.caligraph.entity import ClgEntityStore\n",
    "from impl.wikipedia import MentionId, WikiPageStore\n",
    "from impl.dbpedia.resource import DbpResourceStore\n",
    "from impl.util.rdf import res2wiki_iri\n",
    "from impl.subject_entity.entity_disambiguation.matching.io import load_candidate_alignment\n",
    "import utils\n",
    "\n",
    "clge = ClgEntityStore.instance()\n",
    "wps = WikiPageStore.instance()\n",
    "dbr = DbpResourceStore.instance()\n",
    "\n",
    "mentions = utils.load_cache('subject_entity_mentions')\n",
    "disambiguated_mentions = utils.load_cache('disambiguated_subject_entity_mentions')\n",
    "wps.set_subject_entity_mentions(mentions)\n",
    "\n",
    "disambiguated_mention_ids = {MentionId(p_idx, l_idx, i_idx): ent for p_idx, listings in disambiguated_mentions.items() for l_idx, items in listings.items() for i_idx, ent in items.items()}\n",
    "disambiguated_clusters = defaultdict(set)\n",
    "for m_id, ent in disambiguated_mention_ids.items():\n",
    "    disambiguated_clusters[ent].add(m_id)\n",
    "    \n",
    "ca = load_candidate_alignment('biencoder_full')\n",
    "mention_id_sample = random.sample(list(disambiguated_mention_ids), 100)\n",
    "cluster_id_sample = random.sample(list(disambiguated_clusters), 100)\n",
    "\n",
    "def get_mention_details(m_id, omit_ent=False):\n",
    "    label = wps.get_subject_entity(m_id).label\n",
    "    page = res2wiki_iri(dbr.get_resource_by_idx(m_id[0]))\n",
    "    if omit_ent or m_id not in disambiguated_mention_ids:\n",
    "        return f'{label} {page}'\n",
    "    pred = disambiguated_mention_ids[m_id]\n",
    "    pred_known = clge.has_entity_with_idx(pred)\n",
    "    return f'{label} {page} => {pred} ({\"known\" if pred_known else \"unknown\"})'\n",
    "\n",
    "def group_results(labels, predicted_known):\n",
    "    df = pd.DataFrame({'labels': labels, 'predicted_known': predicted_known})\n",
    "    return df.groupby(by='predicted_known').value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14603a72",
   "metadata": {},
   "source": [
    "## Result Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2b212bd4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-12T09:27:07.281791Z",
     "start_time": "2022-12-12T09:27:01.050809Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pages 1439293\n",
      "Listings 2852325\n",
      "Mentions 18658271\n"
     ]
    }
   ],
   "source": [
    "# Mention Stats\n",
    "print('Pages', len({m[0] for m in disambiguated_mention_ids}))\n",
    "print('Listings', len({(m[0], m[1]) for m in disambiguated_mention_ids}))\n",
    "print('Mentions', len(disambiguated_mention_ids))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d2db237d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-13T16:31:07.925789Z",
     "start_time": "2022-12-13T16:30:42.201230Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Entities 9015377\n",
      "Known entities 1362112\n",
      "Unknown entities 7653265\n",
      "Known mentions 5230377\n",
      "Unknown mentions 13427894\n",
      "Known Cluster Avg./Med. Mentions 3.839902298783066 2.0\n",
      "Unknown Cluster Avg./Med. Mentions 1.754531432009737 1.0\n"
     ]
    }
   ],
   "source": [
    "# Linking Stats\n",
    "import numpy as np\n",
    "\n",
    "num_ents = len(set(disambiguated_mention_ids.values()))\n",
    "known_ents = {e for e in disambiguated_mention_ids.values() if clge.has_entity_with_idx(e)}\n",
    "known_clusters = [len(m_ids) for ent, m_ids in disambiguated_clusters.items() if ent in known_ents]\n",
    "unknown_clusters = [len(m_ids) for ent, m_ids in disambiguated_clusters.items() if ent not in known_ents]\n",
    "print('Entities', num_ents)\n",
    "print('Known entities', len(known_ents))\n",
    "print('Unknown entities', num_ents - len(known_ents))\n",
    "print('Known mentions', sum(1 for e in disambiguated_mention_ids.values() if e in known_ents))\n",
    "print('Unknown mentions', sum(1 for e in disambiguated_mention_ids.values() if e not in known_ents))\n",
    "print('Known Cluster Avg./Med. Mentions', np.mean(known_clusters), np.median(known_clusters))\n",
    "print('Unknown Cluster Avg./Med. Mentions', np.mean(unknown_clusters), np.median(unknown_clusters))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a18c4b0",
   "metadata": {},
   "source": [
    "## Evaluate Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b8ec8207",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-14T15:57:25.335136Z",
     "start_time": "2022-12-14T15:57:25.300452Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " * * 1 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Galabeya http://en.wikipedia.org/wiki/Folk_costume\n",
      "CANDIDATE MENTIONS\n",
      "> Galaal http://en.wikipedia.org/wiki/Somali_name => 20940501 (unknown)\n",
      "> Galatea http://en.wikipedia.org/wiki/List_of_mythological_objects\n",
      "> Galata http://en.wikipedia.org/wiki/Index_of_Byzantine_Empire–related_articles\n",
      "> Agbada http://en.wikipedia.org/wiki/Folk_costume => 7261991 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Jellabiya http://en.wikipedia.org/wiki/Jellabiya\n",
      "Gala (king) http://en.wikipedia.org/wiki/Gala_(king)\n",
      "Galatea (mythology) http://en.wikipedia.org/wiki/Galatea_(mythology)\n",
      "Galala marble http://en.wikipedia.org/wiki/Galala_marble\n",
      "\n",
      " * * 2 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> A Collection of Chirurgical Tracts http://en.wikipedia.org/wiki/William_Becket\n",
      "CANDIDATE MENTIONS\n",
      "> A Collection of Several Tracts http://en.wikipedia.org/wiki/1727_in_literature => 21835965 (unknown)\n",
      "> Tracts http://en.wikipedia.org/wiki/Richard_Preston_(MP) => 16288439 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Poems on Various Subjects, Religious and Moral http://en.wikipedia.org/wiki/Poems_on_Various_Subjects,_Religious_and_Moral\n",
      "Tract (liturgy) http://en.wikipedia.org/wiki/Tract_(liturgy)\n",
      "Tracts for the Times http://en.wikipedia.org/wiki/Tracts_for_the_Times\n",
      "Tract (literature) http://en.wikipedia.org/wiki/Tract_(literature)\n",
      "\n",
      " * * 3 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Novas Scarman http://en.wikipedia.org/wiki/Community_Sector_Coalition\n",
      "CANDIDATE MENTIONS\n",
      "> Nova Man http://en.wikipedia.org/wiki/Shadowpact => 21621062 (unknown)\n",
      "> Nova http://en.wikipedia.org/wiki/J._Walter_Thompson\n",
      "> NOVA http://en.wikipedia.org/wiki/Coalition_Against_COVID-19 => 15795834 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Nova Social http://en.wikipedia.org/wiki/Nova_Social\n",
      "Novation Companies http://en.wikipedia.org/wiki/Novation_Companies\n",
      "The Novas http://en.wikipedia.org/wiki/The_Novas\n",
      "V-NOVA http://en.wikipedia.org/wiki/V-NOVA\n",
      "\n",
      " * * 4 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Pinatar Zambú http://en.wikipedia.org/wiki/Tercera_División_de_Futsal\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Pinatar CF http://en.wikipedia.org/wiki/Pinatar_CF\n",
      "Associação Campo Mourão Futsal http://en.wikipedia.org/wiki/Associação_Campo_Mourão_Futsal\n",
      "FS Zamora http://en.wikipedia.org/wiki/FS_Zamora\n",
      "Associação Desportiva Jaraguá http://en.wikipedia.org/wiki/Associação_Desportiva_Jaraguá\n",
      "\n",
      " * * 5 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Rackham http://en.wikipedia.org/wiki/Rural_Municipality_of_Harrison\n",
      "CANDIDATE MENTIONS\n",
      "> Rockingham http://en.wikipedia.org/wiki/Corby\n",
      "> Rackham http://en.wikipedia.org/wiki/1720_in_piracy => 15511923 (unknown)\n",
      "> Shoreham http://en.wikipedia.org/wiki/Area_code_802\n",
      "CANDIDATE ENTITIES\n",
      "Coatham http://en.wikipedia.org/wiki/Coatham\n",
      "Rockingham, Missouri http://en.wikipedia.org/wiki/Rockingham,_Missouri\n",
      "Lanham, Kansas and Nebraska http://en.wikipedia.org/wiki/Lanham,_Kansas_and_Nebraska\n",
      "Rockingham, Northamptonshire http://en.wikipedia.org/wiki/Rockingham,_Northamptonshire\n",
      "\n",
      " * * 6 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Geld regiert die http://en.wikipedia.org/wiki/Precht_(talk_show)\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Geld.Macht.Liebe http://en.wikipedia.org/wiki/Geld.Macht.Liebe\n",
      "Neues vom Tage http://en.wikipedia.org/wiki/Neues_vom_Tage\n",
      "Altes Geld http://en.wikipedia.org/wiki/Altes_Geld\n",
      "Die beste Show der Welt http://en.wikipedia.org/wiki/Die_beste_Show_der_Welt\n",
      "\n",
      " * * 7 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Antiblemma perornata http://en.wikipedia.org/wiki/Antiblemma\n",
      "CANDIDATE MENTIONS\n",
      "> Antiblemma purpuripicta http://en.wikipedia.org/wiki/Antiblemma => 9330021 (known)\n",
      "> Antiblemma sexplagiata http://en.wikipedia.org/wiki/Antiblemma => 20880624 (unknown)\n",
      "> Perapion antiquum http://en.wikipedia.org/wiki/Perapion => 22122922 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Antiblemma http://en.wikipedia.org/wiki/Antiblemma\n",
      "Peronospora antirrhini http://en.wikipedia.org/wiki/Peronospora_antirrhini\n",
      "Antiblemma chephira http://en.wikipedia.org/wiki/Antiblemma_chephira\n",
      "Antiblemma uncinata http://en.wikipedia.org/wiki/Antiblemma_uncinata\n",
      "\n",
      " * * 8 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Angels With Burning Hearts http://en.wikipedia.org/wiki/Samba_de_Amigo\n",
      "CANDIDATE MENTIONS\n",
      "> Burning Rangers http://en.wikipedia.org/wiki/Takenobu_Mitsuyoshi\n",
      "CANDIDATE ENTITIES\n",
      "Burning Angels http://en.wikipedia.org/wiki/Burning_Angels\n",
      "Heartbroken Angels http://en.wikipedia.org/wiki/Heartbroken_Angels\n",
      "Flame of Love http://en.wikipedia.org/wiki/Flame_of_Love\n",
      "Spirits (Misato Watanabe album) http://en.wikipedia.org/wiki/Spirits_(Misato_Watanabe_album)\n",
      "\n",
      " * * 9 * * \n",
      "ENTITY: James Douglas-Hamilton, Baron Selkirk of Douglas http://en.wikipedia.org/wiki/James_Douglas-Hamilton,_Baron_Selkirk_of_Douglas\n",
      "MENTIONS\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/Under-Secretary_of_State_for_Scotland\n",
      "> Lord James Alexander Douglas-Hamilton http://en.wikipedia.org/wiki/1996_Birthday_Honours\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/Oxford_Union\n",
      "> James Robert Douglas-Hamilton http://en.wikipedia.org/wiki/Duke_of_Hamilton\n",
      "CANDIDATE MENTIONS\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/List_of_Conservative_Party_MPs_(UK)\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/Edinburgh_West_(UK_Parliament_constituency)\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/List_of_Privy_Counsellors_(1952–present)\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/List_of_Lords_Commissioners_of_the_Treasury\n",
      "> James Alexander Douglas-Hamilton http://en.wikipedia.org/wiki/1997_Prime_Minister's_Resignation_Honours\n",
      "> Lord James Douglas-Hamilton http://en.wikipedia.org/wiki/List_of_Lords_Commissioners_of_the_Treasury\n",
      "CANDIDATE ENTITIES\n",
      "Douglas-Hamilton http://en.wikipedia.org/wiki/Douglas-Hamilton\n",
      "James Douglas (died 1751) http://en.wikipedia.org/wiki/James_Douglas_(died_1751)\n",
      "Douglas Douglas-Hamilton, 14th Duke of Hamilton http://en.wikipedia.org/wiki/Douglas_Douglas-Hamilton,_14th_Duke_of_Hamilton\n",
      "James Douglas-Hamilton, Baron Selkirk of Douglas http://en.wikipedia.org/wiki/James_Douglas-Hamilton,_Baron_Selkirk_of_Douglas\n",
      "George Douglas-Hamilton, 10th Earl of Selkirk http://en.wikipedia.org/wiki/George_Douglas-Hamilton,_10th_Earl_of_Selkirk\n",
      "Alexander Douglas-Hamilton, 16th Duke of Hamilton http://en.wikipedia.org/wiki/Alexander_Douglas-Hamilton,_16th_Duke_of_Hamilton\n",
      "William Hamilton, Duke of Hamilton http://en.wikipedia.org/wiki/William_Hamilton,_Duke_of_Hamilton\n",
      "Lord David Douglas-Hamilton http://en.wikipedia.org/wiki/Lord_David_Douglas-Hamilton\n",
      "Frederick Robert Vere Douglas-Hamilton http://en.wikipedia.org/wiki/Frederick_Robert_Vere_Douglas-Hamilton\n",
      "\n",
      " * * 10 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> DokiDoki Cooking Series 1: Komugi-Chan no Happy Cake http://en.wikipedia.org/wiki/List_of_Game_Boy_Advance_games\n",
      "> DokiDoki Cooking Series 2: Gourmet Kitchen: Suteki na Obentou http://en.wikipedia.org/wiki/List_of_Game_Boy_Advance_games\n",
      "CANDIDATE MENTIONS\n",
      "> Dokodemo Taikyoku: Yakuman Advance http://en.wikipedia.org/wiki/List_of_Game_Boy_Advance_games => 19987155 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Food Wars! Shokugeki no Soma (season 2) http://en.wikipedia.org/wiki/Food_Wars!_Shokugeki_no_Soma_(season_2)\n",
      "Doki Doki Literature Club! http://en.wikipedia.org/wiki/Doki_Doki_Literature_Club!\n",
      "Dokapon Ikari no Tekken http://en.wikipedia.org/wiki/Dokapon_Ikari_no_Tekken\n",
      "Cook, Serve, Delicious! 2 http://en.wikipedia.org/wiki/Cook,_Serve,_Delicious!_2\n",
      "Cooking with Wild Game http://en.wikipedia.org/wiki/Cooking_with_Wild_Game\n",
      "Doki-Doki Universe http://en.wikipedia.org/wiki/Doki-Doki_Universe\n",
      "\n",
      " * * 11 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Señor die seerower http://en.wikipedia.org/wiki/Ena_Murray\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Senhora (novel) http://en.wikipedia.org/wiki/Senhora_(novel)\n",
      "Senrid http://en.wikipedia.org/wiki/Senrid\n",
      "Señor Vivo and the Coca Lord http://en.wikipedia.org/wiki/Señor_Vivo_and_the_Coca_Lord\n",
      "Señor Saint http://en.wikipedia.org/wiki/Señor_Saint\n",
      "\n",
      " * * 12 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Yosif Rybak http://en.wikipedia.org/wiki/State_Courier_Service_(Russia)\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Alexander Rybak http://en.wikipedia.org/wiki/Alexander_Rybak\n",
      "Natan Rybak http://en.wikipedia.org/wiki/Natan_Rybak\n",
      "Ryatamak http://en.wikipedia.org/wiki/Ryatamak\n",
      "Pavel Rybak http://en.wikipedia.org/wiki/Pavel_Rybak\n",
      "\n",
      " * * 13 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> De Rohan David http://en.wikipedia.org/wiki/List_of_works_by_Michelangelo\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "David (Verrocchio) http://en.wikipedia.org/wiki/David_(Verrocchio)\n",
      "David (Michelangelo) http://en.wikipedia.org/wiki/David_(Michelangelo)\n",
      "David (Bernini) http://en.wikipedia.org/wiki/David_(Bernini)\n",
      "David with the Head of Goliath (Caravaggio, Vienna) http://en.wikipedia.org/wiki/David_with_the_Head_of_Goliath_(Caravaggio,_Vienna)\n",
      "\n",
      " * * 14 * * \n",
      "ENTITY: 15th Division (Imperial Japanese Army) http://en.wikipedia.org/wiki/15th_Division_(Imperial_Japanese_Army)\n",
      "MENTIONS\n",
      "> 15th Division http://en.wikipedia.org/wiki/Order_of_battle_of_Battle_of_Wuhan\n",
      "> 15th Division http://en.wikipedia.org/wiki/Order_of_battle:_Battle_of_Changde\n",
      "> 15th Division (Imperial Japanese Army http://en.wikipedia.org/wiki/15th_Division\n",
      "> 15th Mixed Brigade (Imperial Japanese Army) http://en.wikipedia.org/wiki/List_of_IJA_Mixed_Brigades\n",
      "CANDIDATE MENTIONS\n",
      "> 15th Division Reconnaissance Company http://en.wikipedia.org/wiki/Order_of_battle_of_Battle_of_Wuhan => 19979371 (unknown)\n",
      "> 15th Division (Imperial Japanese Army) http://en.wikipedia.org/wiki/List_of_military_divisions_by_number\n",
      "> 90th Independent Mixed Brigade (Imperial Japanese Army) http://en.wikipedia.org/wiki/Thirteenth_Army_(Japan) => 7965984 (known)\n",
      "> 15th Mixed Brigade http://en.wikipedia.org/wiki/Operation_Chahar_order_of_battle => 15524675 (unknown)\n",
      "> Kurahashi Detachment/15th http://en.wikipedia.org/wiki/Order_of_battle:_Battle_of_South_Henan => 17875532 (unknown)\n",
      "> 16th Division http://en.wikipedia.org/wiki/Order_of_battle:_Battle_of_Changde => 15461606 (unknown)\n",
      "> 155th Division http://en.wikipedia.org/wiki/Order_of_battle_for_Battle_of_South_Guangxi => 15461606 (unknown)\n",
      "> 15th Infantry Division http://en.wikipedia.org/wiki/Battle_of_Imphal\n",
      "> 15th Division http://en.wikipedia.org/wiki/Order_of_battle_for_Zhejiang-Jiangxi_campaign_(1942)\n",
      "> 15th Division http://en.wikipedia.org/wiki/Battle_of_Meiktila_and_Mandalay\n",
      "> 15th Brigade http://en.wikipedia.org/wiki/Japan_Ground_Self-Defense_Force\n",
      "> 15th Independent Mixed Brigade http://en.wikipedia.org/wiki/Order_of_battle:_Hundred_Regiments_Offensive => 545060 (known)\n",
      "CANDIDATE ENTITIES\n",
      "15th Brigade (Japan) http://en.wikipedia.org/wiki/15th_Brigade_(Japan)\n",
      "14th Division (Imperial Japanese Army) http://en.wikipedia.org/wiki/14th_Division_(Imperial_Japanese_Army)\n",
      "155th Division (Imperial Japanese Army) http://en.wikipedia.org/wiki/155th_Division_(Imperial_Japanese_Army)\n",
      "Mixed Brigades (Imperial Japanese Army) http://en.wikipedia.org/wiki/Mixed_Brigades_(Imperial_Japanese_Army)\n",
      "15th Division http://en.wikipedia.org/wiki/15th_Division\n",
      "24th Mixed Brigade (Imperial Japanese Army) http://en.wikipedia.org/wiki/24th_Mixed_Brigade_(Imperial_Japanese_Army)\n",
      "155th Division (People's Republic of China) http://en.wikipedia.org/wiki/155th_Division_(People's_Republic_of_China)\n",
      "133rd Division http://en.wikipedia.org/wiki/133rd_Division\n",
      "15th Division (North Korea) http://en.wikipedia.org/wiki/15th_Division_(North_Korea)\n",
      "15th Division (Imperial Japanese Army) http://en.wikipedia.org/wiki/15th_Division_(Imperial_Japanese_Army)\n",
      "11th Independent Mixed Brigade (Imperial Japanese Army) http://en.wikipedia.org/wiki/11th_Independent_Mixed_Brigade_(Imperial_Japanese_Army)\n",
      "\n",
      " * * 15 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Uno 52 http://en.wikipedia.org/wiki/List_of_Nintendo_DS_games\n",
      "> Uno 52 http://en.wikipedia.org/wiki/Jake_Kaufman\n",
      "> Uno 52 http://en.wikipedia.org/wiki/List_of_Destination_Software_games\n",
      "> Uno 52 http://en.wikipedia.org/wiki/Uno_(card_game)\n",
      "> Uno 52 http://en.wikipedia.org/wiki/List_of_Zushi_Games_games\n",
      "> Uno 52 http://en.wikipedia.org/wiki/List_of_Game_Boy_Advance_games\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Action 52 http://en.wikipedia.org/wiki/Action_52\n",
      "Uno (video game) http://en.wikipedia.org/wiki/Uno_(video_game)\n",
      "Uno Attack http://en.wikipedia.org/wiki/Uno_Attack\n",
      "Uno (card game) http://en.wikipedia.org/wiki/Uno_(card_game)\n",
      "Uno (handheld game) http://en.wikipedia.org/wiki/Uno_(handheld_game)\n",
      "\n",
      " * * 16 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Histoire de chanter http://en.wikipedia.org/wiki/Arlette_Merry\n",
      "> Histoire de chanter http://en.wikipedia.org/wiki/Michel_Boisrond\n",
      "> Histoire de chanter http://en.wikipedia.org/wiki/Jean_Gaven\n",
      "> Histoire de chanter http://en.wikipedia.org/wiki/Pierre_Labry\n",
      "CANDIDATE MENTIONS\n",
      "> Chantage http://en.wikipedia.org/wiki/Maurice_Chevit => 15461606 (unknown)\n",
      "> Soirée de chantiers http://en.wikipedia.org/wiki/Jean_Palardy => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Le chant du Styrène http://en.wikipedia.org/wiki/Le_chant_du_Styrène\n",
      "Sous l'Emprise des esprits http://en.wikipedia.org/wiki/Sous_l'Emprise_des_esprits\n",
      "The Unknown Singer http://en.wikipedia.org/wiki/The_Unknown_Singer\n",
      "Dreams of Love (1947 film) http://en.wikipedia.org/wiki/Dreams_of_Love_(1947_film)\n",
      "Un chant d'amour http://en.wikipedia.org/wiki/Un_chant_d'amour\n",
      "Le Chant du monde (film) http://en.wikipedia.org/wiki/Le_Chant_du_monde_(film)\n",
      "\n",
      " * * 17 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> North Course http://en.wikipedia.org/wiki/Appleton_Stakes\n",
      "> North Course http://en.wikipedia.org/wiki/Oceanport_Stakes\n",
      "CANDIDATE MENTIONS\n",
      "> Thomas North Handicap http://en.wikipedia.org/wiki/The_Heath_1100 => 20610289 (unknown)\n",
      "> Northrexford Drive http://en.wikipedia.org/wiki/California_Breeders'_Champion_Stakes => 19193063 (unknown)\n",
      "> Northpoint Costas http://en.wikipedia.org/wiki/Deputed_Testamony_Stakes_top_three_finishers => 20235267 (unknown)\n",
      "> North Course http://en.wikipedia.org/wiki/Tournament_Players_Club => 22111725 (unknown)\n",
      "> Northshampton http://en.wikipedia.org/wiki/Diamond_Jubilee_Stakes => 15872114 (unknown)\n",
      "> North Course http://en.wikipedia.org/wiki/Pete_Dye => 18269396 (unknown)\n",
      "> Northerly http://en.wikipedia.org/wiki/John_F._Feehan_Stakes\n",
      "> The North http://en.wikipedia.org/wiki/Carbine_Club_Stakes_(ATC) => 15461606 (unknown)\n",
      "> Northerly http://en.wikipedia.org/wiki/Peter_Young_Stakes\n",
      "CANDIDATE ENTITIES\n",
      "Northerly Stakes http://en.wikipedia.org/wiki/Northerly_Stakes\n",
      "Royal North Stakes http://en.wikipedia.org/wiki/Royal_North_Stakes\n",
      "True North Stakes http://en.wikipedia.org/wiki/True_North_Stakes\n",
      "Northam Stakes http://en.wikipedia.org/wiki/Northam_Stakes\n",
      "Northern Racing http://en.wikipedia.org/wiki/Northern_Racing\n",
      "\n",
      " * * 18 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Saturnio Moncalieri http://en.wikipedia.org/wiki/Federazione_Italiana_Football_Sala\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Moncalieri http://en.wikipedia.org/wiki/Moncalieri\n",
      "Moncalieri railway station http://en.wikipedia.org/wiki/Moncalieri_railway_station\n",
      "Moncalieri Castle http://en.wikipedia.org/wiki/Moncalieri_Castle\n",
      "Moncalieri Sangone railway station http://en.wikipedia.org/wiki/Moncalieri_Sangone_railway_station\n",
      "\n",
      " * * 19 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Arfeuillea http://en.wikipedia.org/wiki/Dodonaeoideae\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Arfeuilles http://en.wikipedia.org/wiki/Arfeuilles\n",
      "Fowlea http://en.wikipedia.org/wiki/Fowlea\n",
      "Argulus foliaceus http://en.wikipedia.org/wiki/Argulus_foliaceus\n",
      "Argulus http://en.wikipedia.org/wiki/Argulus\n",
      "\n",
      " * * 20 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> impact resistance http://en.wikipedia.org/wiki/Geomembrane\n",
      "> impact resistance http://en.wikipedia.org/wiki/Polydicyclopentadiene\n",
      "> Impact resistance http://en.wikipedia.org/wiki/Polyether_block_amide\n",
      "> Impact resistance http://en.wikipedia.org/wiki/Corrugated_fiberboard\n",
      "> Impact resistance http://en.wikipedia.org/wiki/Tempering_(metallurgy)\n",
      "> Impact resistance http://en.wikipedia.org/wiki/Ultra-high-molecular-weight_polyethylene\n",
      "> Good impact resistance http://en.wikipedia.org/wiki/Graft_polymer\n",
      "CANDIDATE MENTIONS\n",
      "> puncture resistance http://en.wikipedia.org/wiki/Geomembrane\n",
      "> Excellent machinability http://en.wikipedia.org/wiki/Graft_polymer => 23031792 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Puncture resistance http://en.wikipedia.org/wiki/Puncture_resistance\n",
      "Chemical resistance http://en.wikipedia.org/wiki/Chemical_resistance\n",
      "Impact parameter http://en.wikipedia.org/wiki/Impact_parameter\n",
      "Impact (mechanics) http://en.wikipedia.org/wiki/Impact_(mechanics)\n",
      "Resistance distance (mechanics) http://en.wikipedia.org/wiki/Resistance_distance_(mechanics)\n",
      "Tear resistance http://en.wikipedia.org/wiki/Tear_resistance\n",
      "Sheet resistance http://en.wikipedia.org/wiki/Sheet_resistance\n",
      "Impact mill http://en.wikipedia.org/wiki/Impact_mill\n",
      "Contact resistance http://en.wikipedia.org/wiki/Contact_resistance\n",
      "Resist http://en.wikipedia.org/wiki/Resist\n",
      "Specific resistance http://en.wikipedia.org/wiki/Specific_resistance\n",
      "Impact glue http://en.wikipedia.org/wiki/Impact_glue\n",
      "\n",
      " * * 21 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Jesper \"The Governor\" Eklow http://en.wikipedia.org/wiki/Focus_Level\n",
      "> Jesper Eklow http://en.wikipedia.org/wiki/Replica_(Oneohtrix_Point_Never_album)\n",
      "> Jesper \"The Governor\" Eklow http://en.wikipedia.org/wiki/Endless_Boogie_(band)\n",
      "> Jesper Eklow http://en.wikipedia.org/wiki/Quarantine_the_Past:_The_Best_of_Pavement\n",
      "CANDIDATE MENTIONS\n",
      "> Gazz Marlow http://en.wikipedia.org/wiki/Phoenix:_The_Very_Best_of_InMe => 20286831 (unknown)\n",
      "> Jesper Elén http://en.wikipedia.org/wiki/Beyond_the_Mist_(Lotte_Anker_album) => 21244998 (unknown)\n",
      "> Jesper http://en.wikipedia.org/wiki/Hjertestop => 16622756 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Jesper Skaaning http://en.wikipedia.org/wiki/Jesper_Skaaning\n",
      "Ekseption http://en.wikipedia.org/wiki/Ekseption\n",
      "Jesper Nordin (Swedish composer) http://en.wikipedia.org/wiki/Jesper_Nordin_(Swedish_composer)\n",
      "Jesper Just http://en.wikipedia.org/wiki/Jesper_Just\n",
      "Jesper Borgen http://en.wikipedia.org/wiki/Jesper_Borgen\n",
      "Jesper Kyd http://en.wikipedia.org/wiki/Jesper_Kyd\n",
      "Jex Thoth http://en.wikipedia.org/wiki/Jex_Thoth\n",
      "Jesper Dahlbäck http://en.wikipedia.org/wiki/Jesper_Dahlbäck\n",
      "Eksi Ekso http://en.wikipedia.org/wiki/Eksi_Ekso\n",
      "\n",
      " * * 22 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Getulia semifuscella http://en.wikipedia.org/wiki/Getulia_(moth)\n",
      "> Getulia semifuscella http://en.wikipedia.org/wiki/List_of_moths_of_South_Africa_(Pyralidae)\n",
      "CANDIDATE MENTIONS\n",
      "> Getulia institella http://en.wikipedia.org/wiki/Getulia_(moth)\n",
      "CANDIDATE ENTITIES\n",
      "Donacaula semifuscalis http://en.wikipedia.org/wiki/Donacaula_semifuscalis\n",
      "Getulia institella http://en.wikipedia.org/wiki/Getulia_institella\n",
      "Pyrausta perparvula http://en.wikipedia.org/wiki/Pyrausta_perparvula\n",
      "Oncocera semirubella http://en.wikipedia.org/wiki/Oncocera_semirubella\n",
      "Semiothisa perfusaria http://en.wikipedia.org/wiki/Semiothisa_perfusaria\n",
      "Getulia (moth) http://en.wikipedia.org/wiki/Getulia_(moth)\n",
      "Pyrausta semirubralis http://en.wikipedia.org/wiki/Pyrausta_semirubralis\n",
      "\n",
      " * * 23 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Floare albastră http://en.wikipedia.org/wiki/Mihai_Eminescu\n",
      "CANDIDATE MENTIONS\n",
      "> O floare albă http://en.wikipedia.org/wiki/Florin_Bogardo => 22665511 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Flor de la Mar http://en.wikipedia.org/wiki/Flor_de_la_Mar\n",
      "Liber Floridus http://en.wikipedia.org/wiki/Liber_Floridus\n",
      "Une fleur http://en.wikipedia.org/wiki/Une_fleur\n",
      "Flori sacre http://en.wikipedia.org/wiki/Flori_sacre\n",
      "\n",
      " * * 24 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Anong Atchawatthana http://en.wikipedia.org/wiki/Miss_Thailand\n",
      "CANDIDATE MENTIONS\n",
      "> Anongnat Sutthanuch http://en.wikipedia.org/wiki/Miss_Earth_Thailand => 17141251 (unknown)\n",
      "> On-anong Homsombath http://en.wikipedia.org/wiki/Miss_Universe_Laos\n",
      "> Atchara Parthong http://en.wikipedia.org/wiki/Miss_Universe_Thailand_2015 => 19663951 (unknown)\n",
      "> Atchara Phathong http://en.wikipedia.org/wiki/Miss_Thailand_World_2016 => 20176003 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Anestis Athanasiadis http://en.wikipedia.org/wiki/Anestis_Athanasiadis\n",
      "Atul Kumar Anjan http://en.wikipedia.org/wiki/Atul_Kumar_Anjan\n",
      "Ayo-Maria Atoyebi http://en.wikipedia.org/wiki/Ayo-Maria_Atoyebi\n",
      "On-anong Homsombath http://en.wikipedia.org/wiki/On-anong_Homsombath\n",
      "\n",
      " * * 25 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Bell's Hill http://en.wikipedia.org/wiki/Waco_Independent_School_District\n",
      "CANDIDATE MENTIONS\n",
      "> Bell Hill Academy http://en.wikipedia.org/wiki/Grass_Valley,_California => 15721998 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Bell Public School http://en.wikipedia.org/wiki/Bell_Public_School\n",
      "Bell Hill School http://en.wikipedia.org/wiki/Bell_Hill_School\n",
      "Bell Hill, Washington http://en.wikipedia.org/wiki/Bell_Hill,_Washington\n",
      "Bell High School (California) http://en.wikipedia.org/wiki/Bell_High_School_(California)\n",
      "\n",
      " * * 26 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> L'isola di Calipso http://en.wikipedia.org/wiki/Luigi_Romanelli\n",
      "> L'isola di Calipso http://en.wikipedia.org/wiki/Giuseppe_Gazzaniga\n",
      "CANDIDATE MENTIONS\n",
      "> Calipso http://en.wikipedia.org/wiki/Giuseppina_Grassini => 2388363 (known)\n",
      "CANDIDATE ENTITIES\n",
      "L'isola disabitata http://en.wikipedia.org/wiki/L'isola_disabitata\n",
      "L'arlesiana http://en.wikipedia.org/wiki/L'arlesiana\n",
      "La calandria (play) http://en.wikipedia.org/wiki/La_calandria_(play)\n",
      "Calto (opera) http://en.wikipedia.org/wiki/Calto_(opera)\n",
      "La Calisto http://en.wikipedia.org/wiki/La_Calisto\n",
      "\n",
      " * * 27 * * \n",
      "ENTITY: Lorne Balfe http://en.wikipedia.org/wiki/Lorne_Balfe\n",
      "MENTIONS\n",
      "> Lorne Balfe http://en.wikipedia.org/wiki/Camille_Awards\n",
      "> Balfe http://en.wikipedia.org/wiki/List_of_film_director_and_composer_collaborations\n",
      "CANDIDATE MENTIONS\n",
      "> Lorne Balfe http://en.wikipedia.org/wiki/List_of_people_educated_at_Fettes_College\n",
      "> Balfe http://en.wikipedia.org/wiki/Michael_William_Balfe => 19089998 (unknown)\n",
      "> Lorne Balfe http://en.wikipedia.org/wiki/List_of_major_music_film_awards_apart_from_Academy_Award\n",
      "CANDIDATE ENTITIES\n",
      "David Balfe http://en.wikipedia.org/wiki/David_Balfe\n",
      "Lorne Balfe http://en.wikipedia.org/wiki/Lorne_Balfe\n",
      "Lorne Spicer http://en.wikipedia.org/wiki/Lorne_Spicer\n",
      "Lorne Coe http://en.wikipedia.org/wiki/Lorne_Coe\n",
      "Michael William Balfe http://en.wikipedia.org/wiki/Michael_William_Balfe\n",
      "Richard Balfe http://en.wikipedia.org/wiki/Richard_Balfe\n",
      "\n",
      " * * 28 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Matt Glasbey http://en.wikipedia.org/wiki/Everyday_Life_(Coldplay_album)\n",
      "> Matthew Glasbey http://en.wikipedia.org/wiki/Cage_to_Rattle\n",
      "> Matthew Glasbey http://en.wikipedia.org/wiki/Knowing_What_You_Know_Now\n",
      "CANDIDATE MENTIONS\n",
      "> Matthew \" http://en.wikipedia.org/wiki/Fixtape_(Popcaan_album) => 20021842 (unknown)\n",
      "> Matt Dragstrem http://en.wikipedia.org/wiki/Sober_(G-Eazy_song) => 17849289 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Matt Fish (cellist) http://en.wikipedia.org/wiki/Matt_Fish_(cellist)\n",
      "Gnaw http://en.wikipedia.org/wiki/Gnaw\n",
      "Matthew Schultz http://en.wikipedia.org/wiki/Matthew_Schultz\n",
      "Matthew Ogens http://en.wikipedia.org/wiki/Matthew_Ogens\n",
      "Matt Colton http://en.wikipedia.org/wiki/Matt_Colton\n",
      "Matt Squire http://en.wikipedia.org/wiki/Matt_Squire\n",
      "Matt Traynor http://en.wikipedia.org/wiki/Matt_Traynor\n",
      "Mathew Knowles http://en.wikipedia.org/wiki/Mathew_Knowles\n",
      "Matthew Gisborne http://en.wikipedia.org/wiki/Matthew_Gisborne\n",
      "Matthew Rogers http://en.wikipedia.org/wiki/Matthew_Rogers\n",
      "\n",
      " * * 29 * * \n",
      "ENTITY: California Current http://en.wikipedia.org/wiki/California_Current\n",
      "MENTIONS\n",
      "> California Current http://en.wikipedia.org/wiki/Ekman_spiral\n",
      "CANDIDATE MENTIONS\n",
      "> North Pacific Current http://en.wikipedia.org/wiki/Outline_of_oceanography\n",
      "> California Current http://en.wikipedia.org/wiki/Outline_of_oceanography\n",
      "> California Current http://en.wikipedia.org/wiki/Physical_oceanography\n",
      "> Davidson Current http://en.wikipedia.org/wiki/Outline_of_oceanography\n",
      "> California Current http://en.wikipedia.org/wiki/Large_marine_ecosystem\n",
      "CANDIDATE ENTITIES\n",
      "California Current http://en.wikipedia.org/wiki/California_Current\n",
      "Alaska Current http://en.wikipedia.org/wiki/Alaska_Current\n",
      "North Pacific Current http://en.wikipedia.org/wiki/North_Pacific_Current\n",
      "Humboldt Current http://en.wikipedia.org/wiki/Humboldt_Current\n",
      "\n",
      " * * 30 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Liberty Artisan and Craft Gallery http://en.wikipedia.org/wiki/Liberty,_North_Carolina\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Liberty Historic District (Liberty, North Carolina) http://en.wikipedia.org/wiki/Liberty_Historic_District_(Liberty,_North_Carolina)\n",
      "Liberty Hall (Windsor, North Carolina) http://en.wikipedia.org/wiki/Liberty_Hall_(Windsor,_North_Carolina)\n",
      "Liberty Hall (Kenansville, North Carolina) http://en.wikipedia.org/wiki/Liberty_Hall_(Kenansville,_North_Carolina)\n",
      "Liberty, North Carolina http://en.wikipedia.org/wiki/Liberty,_North_Carolina\n",
      "\n",
      " * * 31 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Anisha Payet http://en.wikipedia.org/wiki/2014_FINA_World_Swimming_Championships_(25_m)_–_Women's_50_metre_breaststroke\n",
      "> Anisha Payet http://en.wikipedia.org/wiki/2014_FINA_World_Swimming_Championships_(25_m)_–_Women's_50_metre_butterfly\n",
      "CANDIDATE MENTIONS\n",
      "> Justin Payet http://en.wikipedia.org/wiki/2014_FINA_World_Swimming_Championships_(25_m)_–_Men's_50_metre_breaststroke => 17112120 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Anselme Payen http://en.wikipedia.org/wiki/Anselme_Payen\n",
      "Laëtitia Payet http://en.wikipedia.org/wiki/Laëtitia_Payet\n",
      "Anke Scholz http://en.wikipedia.org/wiki/Anke_Scholz\n",
      "Anika Smit http://en.wikipedia.org/wiki/Anika_Smit\n",
      "\n",
      " * * 32 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Hydroplane Racing Weekend http://en.wikipedia.org/wiki/Detroit_Yacht_Club\n",
      "CANDIDATE MENTIONS\n",
      "> Hydroplane racing http://en.wikipedia.org/wiki/List_of_sports\n",
      "> Hydroplane racing http://en.wikipedia.org/wiki/Boat_racing\n",
      "> Lamb Weston Columbia Cup http://en.wikipedia.org/wiki/SWX_Right_Now => 20770519 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "The Ocean Race http://en.wikipedia.org/wiki/The_Ocean_Race\n",
      "Detroit Hydrofest http://en.wikipedia.org/wiki/Detroit_Hydrofest\n",
      "Beer can racing http://en.wikipedia.org/wiki/Beer_can_racing\n",
      "Hydroplane racing http://en.wikipedia.org/wiki/Hydroplane_racing\n",
      "\n",
      " * * 33 * * \n",
      "ENTITY: RusAir http://en.wikipedia.org/wiki/RusAir\n",
      "MENTIONS\n",
      "> RusJet http://en.wikipedia.org/wiki/Tupolev_Tu-204\n",
      "CANDIDATE MENTIONS\n",
      "> RusLine http://en.wikipedia.org/wiki/Bombardier_CRJ100/200\n",
      "> RusJet http://en.wikipedia.org/wiki/List_of_airlines_of_Russia => 1598131 (known)\n",
      "> Girjet http://en.wikipedia.org/wiki/Fokker_100\n",
      "> RusAir http://en.wikipedia.org/wiki/Yakovlev_Yak-40\n",
      "CANDIDATE ENTITIES\n",
      "Russian Steam Navigation and Trading Company http://en.wikipedia.org/wiki/Russian_Steam_Navigation_and_Trading_Company\n",
      "RusAir http://en.wikipedia.org/wiki/RusAir\n",
      "RUS Aviation http://en.wikipedia.org/wiki/RUS_Aviation\n",
      "RusLine http://en.wikipedia.org/wiki/RusLine\n",
      "\n",
      " * * 34 * * \n",
      "ENTITY: 1st Airlanding Brigade (United Kingdom) http://en.wikipedia.org/wiki/1st_Airlanding_Brigade_(United_Kingdom)\n",
      "MENTIONS\n",
      "> 1st Air Brigade http://en.wikipedia.org/wiki/Battle_of_Saint-Mihiel\n",
      "> 1st Airlanding Anti-Tank Regiment http://en.wikipedia.org/wiki/1st_Airborne_Division_(United_Kingdom)\n",
      "> 1st Airlanding Reconnaissance Squadron http://en.wikipedia.org/wiki/1st_Airlanding_Brigade_(United_Kingdom)\n",
      "CANDIDATE MENTIONS\n",
      "> 66th Airlanding Anti-Tank Regiment http://en.wikipedia.org/wiki/6th_Airborne_Division_order_of_battle => 15514939 (unknown)\n",
      "> 1st Airborne Light Tank Squadron http://en.wikipedia.org/wiki/6th_Airborne_Division_(United_Kingdom) => 19551233 (unknown)\n",
      "> 1st Airborne Reconnaissance Squadron http://en.wikipedia.org/wiki/Operation_Market_Garden_order_of_battle => 15136549 (known)\n",
      "> 1st Airborne Reconnaissance Squadron http://en.wikipedia.org/wiki/1st_Airborne_Division_(United_Kingdom) => 15136549 (known)\n",
      "> Airlanding Anti http://en.wikipedia.org/wiki/6th_Airborne_Division_order_of_battle => 15461606 (unknown)\n",
      "> 2nd Airlanding Anti-Tank Regiment http://en.wikipedia.org/wiki/6th_Airborne_Division_order_of_battle => 15514939 (unknown)\n",
      "> 2nd Airlanding Anti-Tank Regiment http://en.wikipedia.org/wiki/6th_Airborne_Division_order_of_battle => 15514939 (unknown)\n",
      "> 1st Airlanding Brigade http://en.wikipedia.org/wiki/1st_Airborne_Division_(United_Kingdom)\n",
      "> 2nd Air Brigade http://en.wikipedia.org/wiki/Battle_of_Saint-Mihiel => 15838448 (unknown)\n",
      "> 1st Airborne Reconnaissance Squadron http://en.wikipedia.org/wiki/List_of_Royal_Armoured_Corps_Regiments_in_World_War_II => 15136549 (known)\n",
      "> 1st Airlanding Anti-Tank Battery http://en.wikipedia.org/wiki/1st_Airborne_Division_(United_Kingdom) => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "1st Armoured Reconnaissance Brigade (United Kingdom) http://en.wikipedia.org/wiki/1st_Armoured_Reconnaissance_Brigade_(United_Kingdom)\n",
      "1st Provisional Air Brigade http://en.wikipedia.org/wiki/1st_Provisional_Air_Brigade\n",
      "1st Anti-Aircraft Group (United Kingdom) http://en.wikipedia.org/wiki/1st_Anti-Aircraft_Group_(United_Kingdom)\n",
      "1st Airlanding Light Regiment http://en.wikipedia.org/wiki/1st_Airlanding_Light_Regiment\n",
      "1st Reconnaissance Squadron (disambiguation) http://en.wikipedia.org/wiki/1st_Reconnaissance_Squadron_(disambiguation)\n",
      "1st Airlanding Brigade (United Kingdom) http://en.wikipedia.org/wiki/1st_Airlanding_Brigade_(United_Kingdom)\n",
      "1st Air Cavalry Brigade http://en.wikipedia.org/wiki/1st_Air_Cavalry_Brigade\n",
      "1st Aviation Brigade http://en.wikipedia.org/wiki/1st_Aviation_Brigade\n",
      "1st Anti-Aircraft Division (United Kingdom) http://en.wikipedia.org/wiki/1st_Anti-Aircraft_Division_(United_Kingdom)\n",
      "1st Reconnaissance Brigade (United Kingdom) http://en.wikipedia.org/wiki/1st_Reconnaissance_Brigade_(United_Kingdom)\n",
      "\n",
      " * * 35 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Dragan Polovina http://en.wikipedia.org/wiki/List_of_members_of_the_National_Assembly_of_Serbia,_2014–16\n",
      "CANDIDATE MENTIONS\n",
      "> Dragan Milojević http://en.wikipedia.org/wiki/First_Federal_Executive_Council_of_Džemal_Bijedić => 16966050 (unknown)\n",
      "> Dragan Jovanović http://en.wikipedia.org/wiki/List_of_members_of_the_National_Assembly_of_Serbia,_2008–12\n",
      "CANDIDATE ENTITIES\n",
      "Dragan Jovanović (Yugoslav politician) http://en.wikipedia.org/wiki/Dragan_Jovanović_(Yugoslav_politician)\n",
      "Dragan Jovanović (politician) http://en.wikipedia.org/wiki/Dragan_Jovanović_(politician)\n",
      "Dragan Vesović http://en.wikipedia.org/wiki/Dragan_Vesović\n",
      "Dragan Aleksić (politician) http://en.wikipedia.org/wiki/Dragan_Aleksić_(politician)\n",
      "\n",
      " * * 36 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Thurya http://en.wikipedia.org/wiki/Caryophyllaceae\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Thurniaceae http://en.wikipedia.org/wiki/Thurniaceae\n",
      "Thunbergia http://en.wikipedia.org/wiki/Thunbergia\n",
      "Thia (disambiguation) http://en.wikipedia.org/wiki/Thia_(disambiguation)\n",
      "Thiara http://en.wikipedia.org/wiki/Thiara\n",
      "\n",
      " * * 37 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Volkmar Fritz http://en.wikipedia.org/wiki/German_Protestant_Institute\n",
      "CANDIDATE MENTIONS\n",
      "> Volkmarskeller http://en.wikipedia.org/wiki/List_of_caves\n",
      "> Völpke http://en.wikipedia.org/wiki/Nail_Men\n",
      "> Volxheim http://en.wikipedia.org/wiki/Bad_Kreuznach_(Verbandsgemeinde)\n",
      "> Fritz http://en.wikipedia.org/wiki/List_of_islands_by_name_(F)\n",
      "CANDIDATE ENTITIES\n",
      "Volkmarskeller http://en.wikipedia.org/wiki/Volkmarskeller\n",
      "Franz Volkmar Fritzsche http://en.wikipedia.org/wiki/Franz_Volkmar_Fritzsche\n",
      "Fritzchen http://en.wikipedia.org/wiki/Fritzchen\n",
      "Fritz Vollmar http://en.wikipedia.org/wiki/Fritz_Vollmar\n",
      "\n",
      " * * 38 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> The Key to the City of Key West http://en.wikipedia.org/wiki/Manolo_Reyes\n",
      "CANDIDATE MENTIONS\n",
      "> Key to the City of Chicago http://en.wikipedia.org/wiki/Marlon_Daniel => 19820204 (unknown)\n",
      "> Keys to Community http://en.wikipedia.org/wiki/Laran_Bronze => 22714793 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Key West (film) http://en.wikipedia.org/wiki/Key_West_(film)\n",
      "Key West (TV series) http://en.wikipedia.org/wiki/Key_West_(TV_series)\n",
      "Key to the City (film) http://en.wikipedia.org/wiki/Key_to_the_City_(film)\n",
      "Key to the World http://en.wikipedia.org/wiki/Key_to_the_World\n",
      "\n",
      " * * 39 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Klyne Postnikoff http://en.wikipedia.org/wiki/Canada's_Worst_Driver_8\n",
      "CANDIDATE MENTIONS\n",
      "> Shayne Greer http://en.wikipedia.org/wiki/Canada's_Worst_Driver_13 => 16299006 (unknown)\n",
      "> Breanna Pratley http://en.wikipedia.org/wiki/Canada's_Worst_Driver_13 => 16378522 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Canada's Worst Driver Ever http://en.wikipedia.org/wiki/Canada's_Worst_Driver_Ever\n",
      "Canada's Worst Driver 5 http://en.wikipedia.org/wiki/Canada's_Worst_Driver_5\n",
      "Britain's Worst Celebrity Driver http://en.wikipedia.org/wiki/Britain's_Worst_Celebrity_Driver\n",
      "Canada's Worst Driver 8 http://en.wikipedia.org/wiki/Canada's_Worst_Driver_8\n",
      "\n",
      " * * 40 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Count Gorgann http://en.wikipedia.org/wiki/The_Lords_of_Salem_(film)\n",
      "CANDIDATE MENTIONS\n",
      "> Count Gormaz http://en.wikipedia.org/wiki/El_Cid_(film) => 19528221 (unknown)\n",
      "> The Count http://en.wikipedia.org/wiki/Fortycoats_&_Co. => 15487031 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Gourmaëlon http://en.wikipedia.org/wiki/Gourmaëlon\n",
      "Gobelin http://en.wikipedia.org/wiki/Gobelin\n",
      "Count Dracula in popular culture http://en.wikipedia.org/wiki/Count_Dracula_in_popular_culture\n",
      "Count Dracula http://en.wikipedia.org/wiki/Count_Dracula\n",
      "\n",
      " * * 41 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Usha Sundari http://en.wikipedia.org/wiki/T._P._Rajalakshmi\n",
      "> Sati Usha Sundari http://en.wikipedia.org/wiki/P._K._Raja_Sandow\n",
      "> Usha Sundari http://en.wikipedia.org/wiki/List_of_silent_films_from_South_India\n",
      "CANDIDATE MENTIONS\n",
      "> Chatur Sundri http://en.wikipedia.org/wiki/Bhaurao_Datar => 16076658 (unknown)\n",
      "> Sundari http://en.wikipedia.org/wiki/List_of_Bollywood_films_of_1936 => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Sati Sulochana http://en.wikipedia.org/wiki/Sati_Sulochana\n",
      "Chandrakantha http://en.wikipedia.org/wiki/Chandrakantha\n",
      "The Love of Sunya http://en.wikipedia.org/wiki/The_Love_of_Sunya\n",
      "Satya Pathe http://en.wikipedia.org/wiki/Satya_Pathe\n",
      "Usha Parinayam http://en.wikipedia.org/wiki/Usha_Parinayam\n",
      "Sathi Murali http://en.wikipedia.org/wiki/Sathi_Murali\n",
      "Usha Haran http://en.wikipedia.org/wiki/Usha_Haran\n",
      "Mister Sundari http://en.wikipedia.org/wiki/Mister_Sundari\n",
      "Usha Kalyanam http://en.wikipedia.org/wiki/Usha_Kalyanam\n",
      "\n",
      " * * 42 * * \n",
      "ENTITY: Frederick William I of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia\n",
      "MENTIONS\n",
      "> Princess Frederick William of Prussia http://en.wikipedia.org/wiki/Victoria,_Princess_Royal\n",
      "> Frederick Louis Prince of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia\n",
      "> William Christian Frederick http://en.wikipedia.org/wiki/Christian_August,_Prince_of_Anhalt-Zerbst\n",
      "> King Frederick William I of Prussia http://en.wikipedia.org/wiki/1688\n",
      "> Frederick Henry Louis Prince of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia\n",
      "> Frederick William Prince of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia\n",
      "> Frederick William I http://en.wikipedia.org/wiki/List_of_rulers_of_Saxony\n",
      "> Frederick William III the Soldier http://en.wikipedia.org/wiki/List_of_rulers_of_Brandenburg\n",
      "> Frederick William I http://en.wikipedia.org/wiki/Saxe-Weimar\n",
      "CANDIDATE MENTIONS\n",
      "> Louis Charles William Prince of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia => 3230214 (known)\n",
      "> Frederick William I http://en.wikipedia.org/wiki/List_of_people_from_Berlin\n",
      "> Frederick William, Crown Prince of Prussia http://en.wikipedia.org/wiki/History_of_the_English_line_of_succession\n",
      "> Prince William of Prussia http://en.wikipedia.org/wiki/Prince_regent => 2739496 (known)\n",
      "> Frederick William I of Prussia http://en.wikipedia.org/wiki/May_31\n",
      "> Frederick William III http://en.wikipedia.org/wiki/County_of_Ravensberg\n",
      "> Princess Frederick William of Prussia http://en.wikipedia.org/wiki/Elisabeth_Ludovika_of_Bavaria => 15505156 (unknown)\n",
      "> Frederick William I of Prussia http://en.wikipedia.org/wiki/August_14\n",
      "> Frederick William II http://en.wikipedia.org/wiki/List_of_rulers_of_Saxony\n",
      "> Prince Frederick http://en.wikipedia.org/wiki/Louis_IX,_Landgrave_of_Hesse-Darmstadt => 13346128 (known)\n",
      "> Frederick William I http://en.wikipedia.org/wiki/Christine_Wilhelmine_of_Hesse-Homburg\n",
      "> Frederick William I http://en.wikipedia.org/wiki/1740\n",
      "> Frederick William I of Prussia http://en.wikipedia.org/wiki/King_Frederick\n",
      "> Frederick William III http://en.wikipedia.org/wiki/Frederick_William_II,_Duke_of_Schleswig-Holstein-Sonderburg-Beck\n",
      "> Frederick William I http://en.wikipedia.org/wiki/House_of_Hohenzollern\n",
      "> Frederick Henry, Prince in Prussia http://en.wikipedia.org/wiki/House_of_Hohenzollern => 300560 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Frederick, Hereditary Prince of Saxony http://en.wikipedia.org/wiki/Frederick,_Hereditary_Prince_of_Saxony\n",
      "Frederick William III of Prussia http://en.wikipedia.org/wiki/Frederick_William_III_of_Prussia\n",
      "Frederick I of Prussia http://en.wikipedia.org/wiki/Frederick_I_of_Prussia\n",
      "Prince Henry of Prussia (1781–1846) http://en.wikipedia.org/wiki/Prince_Henry_of_Prussia_(1781–1846)\n",
      "Frederick I, Duke of Württemberg http://en.wikipedia.org/wiki/Frederick_I,_Duke_of_Württemberg\n",
      "Frederick William, Duke of Courland http://en.wikipedia.org/wiki/Frederick_William,_Duke_of_Courland\n",
      "Prince William of Baden http://en.wikipedia.org/wiki/Prince_William_of_Baden\n",
      "Frederick William II of Prussia http://en.wikipedia.org/wiki/Frederick_William_II_of_Prussia\n",
      "Frederick Anton, Prince of Schwarzburg-Rudolstadt http://en.wikipedia.org/wiki/Frederick_Anton,_Prince_of_Schwarzburg-Rudolstadt\n",
      "Frederick William I of Prussia http://en.wikipedia.org/wiki/Frederick_William_I_of_Prussia\n",
      "Prince Henry of Prussia (1726–1802) http://en.wikipedia.org/wiki/Prince_Henry_of_Prussia_(1726–1802)\n",
      "Prince Frederick William of Schleswig-Holstein-Sonderburg-Augustenburg http://en.wikipedia.org/wiki/Prince_Frederick_William_of_Schleswig-Holstein-Sonderburg-Augustenburg\n",
      "Frederick William, Elector of Brandenburg http://en.wikipedia.org/wiki/Frederick_William,_Elector_of_Brandenburg\n",
      "John Frederick I, Elector of Saxony http://en.wikipedia.org/wiki/John_Frederick_I,_Elector_of_Saxony\n",
      "Frederick William IV of Prussia http://en.wikipedia.org/wiki/Frederick_William_IV_of_Prussia\n",
      "Frederick, Prince of Wales http://en.wikipedia.org/wiki/Frederick,_Prince_of_Wales\n",
      "Frederick Christian I, Duke of Schleswig-Holstein-Sonderburg-Augustenburg http://en.wikipedia.org/wiki/Frederick_Christian_I,_Duke_of_Schleswig-Holstein-Sonderburg-Augustenburg\n",
      "Frederick William III, Duke of Schleswig-Holstein-Sonderburg-Beck http://en.wikipedia.org/wiki/Frederick_William_III,_Duke_of_Schleswig-Holstein-Sonderburg-Beck\n",
      "Christian William of Brandenburg http://en.wikipedia.org/wiki/Christian_William_of_Brandenburg\n",
      "Prince Frederick of Great Britain http://en.wikipedia.org/wiki/Prince_Frederick_of_Great_Britain\n",
      "Frederick William I, Duke of Schleswig-Holstein-Sonderburg-Beck http://en.wikipedia.org/wiki/Frederick_William_I,_Duke_of_Schleswig-Holstein-Sonderburg-Beck\n",
      "Prince Henry of Prussia (1747–1767) http://en.wikipedia.org/wiki/Prince_Henry_of_Prussia_(1747–1767)\n",
      "\n",
      " * * 43 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Artists for Labor http://en.wikipedia.org/wiki/Toorak_Art_Gallery\n",
      "CANDIDATE MENTIONS\n",
      "> Laboratoire Agit-Art http://en.wikipedia.org/wiki/Laboratorium_(art_exhibition)\n",
      "> Worker of Arts http://en.wikipedia.org/wiki/Yuri_Salko => 15461606 (unknown)\n",
      "> Art at Work http://en.wikipedia.org/wiki/Simon_Njami => 15461606 (unknown)\n",
      "> Art at Work http://en.wikipedia.org/wiki/Simon_Njami => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Artists for Charity http://en.wikipedia.org/wiki/Artists_for_Charity\n",
      "Workingman Collective http://en.wikipedia.org/wiki/Workingman_Collective\n",
      "The Artist Is Present http://en.wikipedia.org/wiki/The_Artist_Is_Present\n",
      "Art of labor http://en.wikipedia.org/wiki/Art_of_labor\n",
      "\n",
      " * * 44 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Maor Levi http://en.wikipedia.org/wiki/Armada_Music\n",
      "CANDIDATE MENTIONS\n",
      "> Levi http://en.wikipedia.org/wiki/Ford_Hall_Forum => 5841152 (known)\n",
      "> Levi http://en.wikipedia.org/wiki/Sean_Reinert => 15970423 (unknown)\n",
      "> Lord Levi http://en.wikipedia.org/wiki/Playback_808 => 15970423 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Levi the Poet http://en.wikipedia.org/wiki/Levi_the_Poet\n",
      "Eric Lévi http://en.wikipedia.org/wiki/Eric_Lévi\n",
      "Smadar Levi http://en.wikipedia.org/wiki/Smadar_Levi\n",
      "Levixone http://en.wikipedia.org/wiki/Levixone\n",
      "\n",
      " * * 45 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Holy Virgin Coptic Orthodox Church http://en.wikipedia.org/wiki/List_of_Coptic_Churches_in_Egypt\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Coptic church http://en.wikipedia.org/wiki/Coptic_church\n",
      "Coptic Catholic Church http://en.wikipedia.org/wiki/Coptic_Catholic_Church\n",
      "St. Mary's Coptic Orthodox Church Massarra http://en.wikipedia.org/wiki/St._Mary's_Coptic_Orthodox_Church_Massarra\n",
      "Coptic Rite http://en.wikipedia.org/wiki/Coptic_Rite\n",
      "\n",
      " * * 46 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Epimitheus http://en.wikipedia.org/wiki/Barcelona_Ballet\n",
      "CANDIDATE MENTIONS\n",
      "> Ephesus http://en.wikipedia.org/wiki/Sixty-Six_Books => 3711301 (known)\n",
      "> Die Witwe von Ephesus http://en.wikipedia.org/wiki/Wolfgang_Fortner => 16521317 (unknown)\n",
      "> Funérailles de Éphémère http://en.wikipedia.org/wiki/The_Spider's_Feast => 16435965 (unknown)\n",
      "> Ballade de l'Épi http://en.wikipedia.org/wiki/Coppélia => 19947879 (unknown)\n",
      "> Funérailles de Éphémère http://en.wikipedia.org/wiki/The_Spider's_Feast => 16435965 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Epitasis http://en.wikipedia.org/wiki/Epitasis\n",
      "Raphael's Ephemeris http://en.wikipedia.org/wiki/Raphael's_Ephemeris\n",
      "Ancient Theatre of Epidaurus http://en.wikipedia.org/wiki/Ancient_Theatre_of_Epidaurus\n",
      "Epidicus http://en.wikipedia.org/wiki/Epidicus\n",
      "\n",
      " * * 47 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Spartak Aquatics Centre http://en.wikipedia.org/wiki/2013_Summer_Deaflympics\n",
      "CANDIDATE MENTIONS\n",
      "> Spartak Arena http://en.wikipedia.org/wiki/Moscow_bid_for_the_2012_Summer_Olympics => 7452829 (known)\n",
      "> Spartak Arena http://en.wikipedia.org/wiki/List_of_football_stadiums_in_Ukraine => 261909 (known)\n",
      "> Spartak Tennis Club http://en.wikipedia.org/wiki/Spartacus\n",
      "CANDIDATE ENTITIES\n",
      "Palace of Water Sports http://en.wikipedia.org/wiki/Palace_of_Water_Sports\n",
      "Spartak Stadium (Odessa) http://en.wikipedia.org/wiki/Spartak_Stadium_(Odessa)\n",
      "Olympic Pool, Moscow http://en.wikipedia.org/wiki/Olympic_Pool,_Moscow\n",
      "Spartak (sports society) http://en.wikipedia.org/wiki/Spartak_(sports_society)\n",
      "\n",
      " * * 48 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Roshataler Rahasya http://en.wikipedia.org/wiki/Samaresh_Majumdar\n",
      "CANDIDATE MENTIONS\n",
      "> Rahasya Rakshaa http://en.wikipedia.org/wiki/Vedanta_Desika => 7098568 (known)\n",
      "> Rahasya http://en.wikipedia.org/wiki/Odipolama\n",
      "> Rahasya Raksha http://en.wikipedia.org/wiki/Vedanta_Desika => 15732209 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Rahasya http://en.wikipedia.org/wiki/Rahasya\n",
      "Rahasyam (1969 film) http://en.wikipedia.org/wiki/Rahasyam_(1969_film)\n",
      "Radhika (Malayalam actress) http://en.wikipedia.org/wiki/Radhika_(Malayalam_actress)\n",
      "Rohitashva http://en.wikipedia.org/wiki/Rohitashva\n",
      "\n",
      " * * 49 * * \n",
      "ENTITY: Sports Challenge http://en.wikipedia.org/wiki/Sports_Challenge\n",
      "MENTIONS\n",
      "> The Sports Challenge http://en.wikipedia.org/wiki/New_York_Hall_of_Science\n",
      "> Sport Stars Challenge http://en.wikipedia.org/wiki/GXT\n",
      "CANDIDATE MENTIONS\n",
      "> The Challenge: Champs vs. Stars http://en.wikipedia.org/wiki/List_of_television_programs:_C => 6486427 (known)\n",
      "> Sports Challenge http://en.wikipedia.org/wiki/List_of_American_game_shows\n",
      "> Sport Star Song http://en.wikipedia.org/wiki/Boogie_Beebies => 18201602 (unknown)\n",
      "> Sports Challenge http://en.wikipedia.org/wiki/John_Harlan_(announcer)\n",
      "> OnGameNet Star Challenge http://en.wikipedia.org/wiki/Lee_Jae-dong => 12667100 (known)\n",
      "CANDIDATE ENTITIES\n",
      "The Challenge: Champs vs. Stars (season 1) http://en.wikipedia.org/wiki/The_Challenge:_Champs_vs._Stars_(season_1)\n",
      "Skills competition http://en.wikipedia.org/wiki/Skills_competition\n",
      "Challenge The Yankees http://en.wikipedia.org/wiki/Challenge_The_Yankees\n",
      "The Challenge: Champs vs. Stars (season 3) http://en.wikipedia.org/wiki/The_Challenge:_Champs_vs._Stars_(season_3)\n",
      "Sports Challenge http://en.wikipedia.org/wiki/Sports_Challenge\n",
      "NHL Challenge http://en.wikipedia.org/wiki/NHL_Challenge\n",
      "The Challenge: Champs vs. Pros http://en.wikipedia.org/wiki/The_Challenge:_Champs_vs._Pros\n",
      "\n",
      " * * 50 * * \n",
      "ENTITY: Philip Sclater http://en.wikipedia.org/wiki/Philip_Sclater\n",
      "MENTIONS\n",
      "> Philip Lutley Sclater http://en.wikipedia.org/wiki/1881_in_birding_and_ornithology\n",
      "CANDIDATE MENTIONS\n",
      "> Philip Lutley Sclater http://en.wikipedia.org/wiki/Zoological_Society_of_London => 4893696 (known)\n",
      "CANDIDATE ENTITIES\n",
      "William Lutley Sclater http://en.wikipedia.org/wiki/William_Lutley_Sclater\n",
      "Philip Sclater http://en.wikipedia.org/wiki/Philip_Sclater\n",
      "William Sclater http://en.wikipedia.org/wiki/William_Sclater\n",
      "Claude Sclater http://en.wikipedia.org/wiki/Claude_Sclater\n",
      "\n",
      " * * 51 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Fraunhofer Project Group Process Innovation http://en.wikipedia.org/wiki/University_of_Bayreuth\n",
      "CANDIDATE MENTIONS\n",
      "> Fraunhofer http://en.wikipedia.org/wiki/Ubiquitous_Energy => 15483421 (unknown)\n",
      "> Fraunhofer Application Centre Large Structures in Production Engineering http://en.wikipedia.org/wiki/University_of_Rostock => 18304999 (unknown)\n",
      "> Fraunhofer Innovation Cluster http://en.wikipedia.org/wiki/Fraunhofer_Institute_for_Telecommunications => 15483421 (unknown)\n",
      "> Fraunhofer Institute for Production Technology http://en.wikipedia.org/wiki/Integrative_Production_Technology_for_High-Wage_Countries => 15483421 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Fraunhofer Society http://en.wikipedia.org/wiki/Fraunhofer_Society\n",
      "Fraunhofer-Center for High Temperature Materials and Design HTL http://en.wikipedia.org/wiki/Fraunhofer-Center_for_High_Temperature_Materials_and_Design_HTL\n",
      "Fraunhofer Additive Manufacturing Alliance http://en.wikipedia.org/wiki/Fraunhofer_Additive_Manufacturing_Alliance\n",
      "Fraunhofer Institute for Systems and Innovation Research ISI http://en.wikipedia.org/wiki/Fraunhofer_Institute_for_Systems_and_Innovation_Research_ISI\n",
      "\n",
      " * * 52 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Bunyalo Jumruang http://en.wikipedia.org/wiki/Thailand_at_the_2010_Asian_Beach_Games\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Rolando Chang http://en.wikipedia.org/wiki/Rolando_Chang\n",
      "Seo Bun-nam http://en.wikipedia.org/wiki/Seo_Bun-nam\n",
      "Bunzo Kimura http://en.wikipedia.org/wiki/Bunzo_Kimura\n",
      "Pongsiree Bunluewong http://en.wikipedia.org/wiki/Pongsiree_Bunluewong\n",
      "\n",
      " * * 53 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> CalthorpeBenefit http://en.wikipedia.org/wiki/1882–83_West_Bromwich_Albion_F.C._season\n",
      "CANDIDATE MENTIONS\n",
      "> Calthorpe http://en.wikipedia.org/wiki/1883–84_FA_Cup => 15483734 (unknown)\n",
      "> Calthorpe http://en.wikipedia.org/wiki/List_of_West_Bromwich_Albion_F.C._records_and_statistics => 15483734 (unknown)\n",
      "> Calthorpe http://en.wikipedia.org/wiki/1880–81_FA_Cup => 15483734 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Calthorpe (surname) http://en.wikipedia.org/wiki/Calthorpe_(surname)\n",
      "Caldicot RFC http://en.wikipedia.org/wiki/Caldicot_RFC\n",
      "Calthorpe Park http://en.wikipedia.org/wiki/Calthorpe_Park\n",
      "Caldecott Park http://en.wikipedia.org/wiki/Caldecott_Park\n",
      "\n",
      " * * 54 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Goldwater Award http://en.wikipedia.org/wiki/Ayaan_Hirsi_Ali\n",
      "> Goldwater Award http://en.wikipedia.org/wiki/Hernando_de_Soto_Polar\n",
      "CANDIDATE MENTIONS\n",
      "> Gold Prize Winner http://en.wikipedia.org/wiki/James_Tooley => 15461606 (unknown)\n",
      "> Goldwater http://en.wikipedia.org/wiki/Coons_v._Geithner => 16032510 (unknown)\n",
      "> Goldwater http://en.wikipedia.org/wiki/Political_spectrum => 603773 (known)\n",
      "> Golda Award http://en.wikipedia.org/wiki/Joan_Nathan => 15717944 (unknown)\n",
      "> Golden Waterpolo wandering Award http://en.wikipedia.org/wiki/Márton_Szívós => 21001735 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Goldwater Institute http://en.wikipedia.org/wiki/Goldwater_Institute\n",
      "Gold baton award http://en.wikipedia.org/wiki/Gold_baton_award\n",
      "Gold Award (Girl Scouts of the USA) http://en.wikipedia.org/wiki/Gold_Award_(Girl_Scouts_of_the_USA)\n",
      "Goldwater (surname) http://en.wikipedia.org/wiki/Goldwater_(surname)\n",
      "Morris Goldwater http://en.wikipedia.org/wiki/Morris_Goldwater\n",
      "\n",
      " * * 55 * * \n",
      "ENTITY: Hofwyl-Broadfield Plantation http://en.wikipedia.org/wiki/Hofwyl-Broadfield_Plantation\n",
      "MENTIONS\n",
      "> Hofwyl-Broadfield Plantation State Historic Site http://en.wikipedia.org/wiki/Georgia's_Colonial_Coast_Birding_Trail\n",
      "> Hofwyl-Broadfield Plantation Historic Site http://en.wikipedia.org/wiki/List_of_museums_in_Georgia_(U.S._state)\n",
      "CANDIDATE MENTIONS\n",
      "> Hofwyl-Broadfield Plantation http://en.wikipedia.org/wiki/List_of_slave_cabins_and_quarters\n",
      "> William Root House Museum and Garden http://en.wikipedia.org/wiki/List_of_museums_in_Georgia_(U.S._state) => 22940392 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Double Cabins http://en.wikipedia.org/wiki/Double_Cabins\n",
      "Box Hall Plantation http://en.wikipedia.org/wiki/Box_Hall_Plantation\n",
      "Zachry-Kingston House http://en.wikipedia.org/wiki/Zachry-Kingston_House\n",
      "Birdsville Plantation http://en.wikipedia.org/wiki/Birdsville_Plantation\n",
      "Mill Creek Plantation http://en.wikipedia.org/wiki/Mill_Creek_Plantation\n",
      "Hofwyl-Broadfield Plantation http://en.wikipedia.org/wiki/Hofwyl-Broadfield_Plantation\n",
      "Cunningham-Coleman House http://en.wikipedia.org/wiki/Cunningham-Coleman_House\n",
      "\n",
      " * * 56 * * \n",
      "ENTITY: 67th Primetime Emmy Awards http://en.wikipedia.org/wiki/67th_Primetime_Emmy_Awards\n",
      "MENTIONS\n",
      "> 67th Annual Primetime Emmy Awards http://en.wikipedia.org/wiki/List_of_programs_previously_broadcast_by_Metro_Channel\n",
      "CANDIDATE MENTIONS\n",
      "> 7th Primetime Emmy Awards http://en.wikipedia.org/wiki/8th_Primetime_Emmy_Awards\n",
      "> 67th Primetime Emmy Awards http://en.wikipedia.org/wiki/Philo_T._Farnsworth_Award\n",
      "> 67th Primetime Emmy Awards http://en.wikipedia.org/wiki/Scott_Aukerman\n",
      "> 67th Primetime Emmy Awards http://en.wikipedia.org/wiki/2015_Emmy_Awards\n",
      "> 68th Annual Primetime Emmy Awards http://en.wikipedia.org/wiki/List_of_programs_previously_broadcast_by_Metro_Channel => 12836186 (known)\n",
      "> The 28th Annual Primetime Emmy Awards http://en.wikipedia.org/wiki/Norman_Rosemont => 14542828 (known)\n",
      "CANDIDATE ENTITIES\n",
      "67th Primetime Emmy Awards http://en.wikipedia.org/wiki/67th_Primetime_Emmy_Awards\n",
      "66th Primetime Emmy Awards http://en.wikipedia.org/wiki/66th_Primetime_Emmy_Awards\n",
      "28th Primetime Emmy Awards http://en.wikipedia.org/wiki/28th_Primetime_Emmy_Awards\n",
      "68th Primetime Emmy Awards http://en.wikipedia.org/wiki/68th_Primetime_Emmy_Awards\n",
      "\n",
      " * * 57 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Smriti Singh Ahlawat http://en.wikipedia.org/wiki/Zindagi_Ki_Mehek\n",
      "CANDIDATE MENTIONS\n",
      "> Young Shaurya Singh Ahlawat http://en.wikipedia.org/wiki/Zindagi_Ki_Mehek => 16661109 (unknown)\n",
      "> Smriti Irani http://en.wikipedia.org/wiki/List_of_Hindi_television_actresses\n",
      "> Smriti Irani http://en.wikipedia.org/wiki/Jai_Bolo_Telangana\n",
      "CANDIDATE ENTITIES\n",
      "Mohit Ahlawat (actor) http://en.wikipedia.org/wiki/Mohit_Ahlawat_(actor)\n",
      "Smriti Mundhra http://en.wikipedia.org/wiki/Smriti_Mundhra\n",
      "Smriti Irani http://en.wikipedia.org/wiki/Smriti_Irani\n",
      "Smriti Khanna http://en.wikipedia.org/wiki/Smriti_Khanna\n",
      "\n",
      " * * 58 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Mario Lone http://en.wikipedia.org/wiki/All-time_Charleston_Battery_roster\n",
      "> Mario Lone http://en.wikipedia.org/wiki/Atlantic_10_Conference_Men's_Soccer_Player_of_the_Year\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Mario Arencibia http://en.wikipedia.org/wiki/Mario_Arencibia\n",
      "Mario Mereghetti http://en.wikipedia.org/wiki/Mario_Mereghetti\n",
      "Lone Star, Glenn County, California http://en.wikipedia.org/wiki/Lone_Star,_Glenn_County,_California\n",
      "John Lone http://en.wikipedia.org/wiki/John_Lone\n",
      "Mario Little http://en.wikipedia.org/wiki/Mario_Little\n",
      "Lone Star, California http://en.wikipedia.org/wiki/Lone_Star,_California\n",
      "Lone Star, Humboldt County, California http://en.wikipedia.org/wiki/Lone_Star,_Humboldt_County,_California\n",
      "Mario Yepes http://en.wikipedia.org/wiki/Mario_Yepes\n",
      "\n",
      " * * 59 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Sylviane Humair http://en.wikipedia.org/wiki/Men_in_White_(1955_film)\n",
      "CANDIDATE MENTIONS\n",
      "> Sylviane http://en.wikipedia.org/wiki/The_Most_Assassinated_Woman_in_the_World => 17380380 (unknown)\n",
      "> Sylviane http://en.wikipedia.org/wiki/Miss_France => 17380380 (unknown)\n",
      "> Sylviane http://en.wikipedia.org/wiki/The_Merry_Widow => 17380380 (unknown)\n",
      "> Sylviane http://en.wikipedia.org/wiki/Images_in_a_Convent => 17380380 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Sylvia (given name) http://en.wikipedia.org/wiki/Sylvia_(given_name)\n",
      "Sylvia Breamer http://en.wikipedia.org/wiki/Sylvia_Breamer\n",
      "Who Is Sylvia? http://en.wikipedia.org/wiki/Who_Is_Sylvia?\n",
      "Who Is Sylvia? (TV series) http://en.wikipedia.org/wiki/Who_Is_Sylvia?_(TV_series)\n",
      "\n",
      " * * 60 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> State Professional Institute for Industry and Crafts http://en.wikipedia.org/wiki/Prato\n",
      "CANDIDATE MENTIONS\n",
      "> School of Industries http://en.wikipedia.org/wiki/University_of_Cantabria => 15461606 (unknown)\n",
      "> Institute of Craft Culture and Industry http://en.wikipedia.org/wiki/Kookmin_University => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "State Normal and Industrial School http://en.wikipedia.org/wiki/State_Normal_and_Industrial_School\n",
      "School of Industrial Art and Technical Design for Women http://en.wikipedia.org/wiki/School_of_Industrial_Art_and_Technical_Design_for_Women\n",
      "Institute of Industrial Arts Technology Education http://en.wikipedia.org/wiki/Institute_of_Industrial_Arts_Technology_Education\n",
      "National College Creative Industries http://en.wikipedia.org/wiki/National_College_Creative_Industries\n",
      "\n",
      " * * 61 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Federal Switchblade Act http://en.wikipedia.org/wiki/1958\n",
      "CANDIDATE MENTIONS\n",
      "> SWITCH http://en.wikipedia.org/wiki/Tax-benefit_model => 20300815 (unknown)\n",
      "> Right to switch http://en.wikipedia.org/wiki/Pan-European_Pension => 21418539 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Iron Act http://en.wikipedia.org/wiki/Iron_Act\n",
      "An act relating to revenue cutters and steamers http://en.wikipedia.org/wiki/An_act_relating_to_revenue_cutters_and_steamers\n",
      "Flag Acts http://en.wikipedia.org/wiki/Flag_Acts\n",
      "Commutation Act http://en.wikipedia.org/wiki/Commutation_Act\n",
      "\n",
      " * * 62 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Heterodontonyx http://en.wikipedia.org/wiki/Pompilinae\n",
      "CANDIDATE MENTIONS\n",
      "> Heterodontus http://en.wikipedia.org/wiki/Rybushka_Formation => 5929517 (known)\n",
      "> Heterozaptyx http://en.wikipedia.org/wiki/Clausiliidae => 22985320 (unknown)\n",
      "> Heterodontus http://en.wikipedia.org/wiki/List_of_molluscan_genera_represented_in_the_fossil_record => 7422650 (known)\n",
      "> Heteropolyonyx http://en.wikipedia.org/wiki/Porcelain_crab => 22154632 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Heteronyx http://en.wikipedia.org/wiki/Heteronyx\n",
      "Heterochiton http://en.wikipedia.org/wiki/Heterochiton\n",
      "Heterothrissa http://en.wikipedia.org/wiki/Heterothrissa\n",
      "Heterodon http://en.wikipedia.org/wiki/Heterodon\n",
      "\n",
      " * * 63 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Bhimal http://en.wikipedia.org/wiki/Mathura–Vadodara_section\n",
      "CANDIDATE MENTIONS\n",
      "> Bhusawal http://en.wikipedia.org/wiki/Mangala_Lakshadweep_Express => 11655104 (known)\n",
      "> Bhimapur http://en.wikipedia.org/wiki/Bardiya_District\n",
      "CANDIDATE ENTITIES\n",
      "Bhusawal http://en.wikipedia.org/wiki/Bhusawal\n",
      "Bhimavaram Town railway station http://en.wikipedia.org/wiki/Bhimavaram_Town_railway_station\n",
      "Bhimavaram http://en.wikipedia.org/wiki/Bhimavaram\n",
      "Bhimavaram bus station http://en.wikipedia.org/wiki/Bhimavaram_bus_station\n",
      "\n",
      " * * 64 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Bösendorf http://en.wikipedia.org/wiki/Kreis_Bromberg\n",
      "> Bösendorf http://en.wikipedia.org/wiki/Danziger_Höhe\n",
      "CANDIDATE MENTIONS\n",
      "> Jägerndorf http://en.wikipedia.org/wiki/Kreis_Mogilno => 20676535 (unknown)\n",
      "> Zolondowo http://en.wikipedia.org/wiki/Kreis_Bromberg\n",
      "> Zolondowo http://en.wikipedia.org/wiki/Kreis_Bromberg\n",
      "> Neuendorf http://en.wikipedia.org/wiki/Danziger_Höhe => 13892401 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Bożydar, Greater Poland Voivodeship http://en.wikipedia.org/wiki/Bożydar,_Greater_Poland_Voivodeship\n",
      "Zła Wieś, Kuyavian-Pomeranian Voivodeship http://en.wikipedia.org/wiki/Zła_Wieś,_Kuyavian-Pomeranian_Voivodeship\n",
      "Zławieś Wielka http://en.wikipedia.org/wiki/Zławieś_Wielka\n",
      "Zła Wieś, Pomeranian Voivodeship http://en.wikipedia.org/wiki/Zła_Wieś,_Pomeranian_Voivodeship\n",
      "\n",
      " * * 65 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Tamás Kelemen http://en.wikipedia.org/wiki/Diving_at_the_2012_European_Aquatics_Championships_–_Men's_3_m_springboard\n",
      "> Tamás Kelemen http://en.wikipedia.org/wiki/Diving_at_the_2012_European_Aquatics_Championships_–_Men's_1_m_springboard\n",
      "CANDIDATE MENTIONS\n",
      "> Tamás http://en.wikipedia.org/wiki/2009_IPC_Swimming_World_Championships_25_m => 15702371 (unknown)\n",
      "> Tamás Kéri http://en.wikipedia.org/wiki/2015_European_Athletics_U23_Championships_–_Men's_pole_vault => 22880637 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Tammie Kaae http://en.wikipedia.org/wiki/Tammie_Kaae\n",
      "Tamás Kecskés http://en.wikipedia.org/wiki/Tamás_Kecskés\n",
      "Tamás Kerékjártó http://en.wikipedia.org/wiki/Tamás_Kerékjártó\n",
      "Tamás Kenderesi http://en.wikipedia.org/wiki/Tamás_Kenderesi\n",
      "\n",
      " * * 66 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> 4292 Aoba http://en.wikipedia.org/wiki/Masahiro_Koishikawa\n",
      "> 4292 Aoba http://en.wikipedia.org/wiki/1989_in_science\n",
      "CANDIDATE MENTIONS\n",
      "> NGC 4245 http://en.wikipedia.org/wiki/Coma_I => 9913480 (known)\n",
      "CANDIDATE ENTITIES\n",
      "2014 OE394 http://en.wikipedia.org/wiki/2014_OE394\n",
      "469219 Kamoʻoalewa http://en.wikipedia.org/wiki/469219_Kamoʻoalewa\n",
      "IC 4651 http://en.wikipedia.org/wiki/IC_4651\n",
      "3037 Alku http://en.wikipedia.org/wiki/3037_Alku\n",
      "42 Isis http://en.wikipedia.org/wiki/42_Isis\n",
      "(6491) 1991 OA http://en.wikipedia.org/wiki/(6491)_1991_OA\n",
      "\n",
      " * * 67 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> MPL - medial patellar luxation http://en.wikipedia.org/wiki/Veterinary_surgery\n",
      "CANDIDATE MENTIONS\n",
      "> Patellar luxation http://en.wikipedia.org/wiki/Finnish_Spitz => 11145752 (known)\n",
      "> APL http://en.wikipedia.org/wiki/Veterinary_surgery => 15993490 (unknown)\n",
      "> Patellar luxation http://en.wikipedia.org/wiki/Australian_Shepherd => 11145752 (known)\n",
      "> Luxating patella http://en.wikipedia.org/wiki/List_of_dog_diseases\n",
      "CANDIDATE ENTITIES\n",
      "Medial patellofemoral ligament http://en.wikipedia.org/wiki/Medial_patellofemoral_ligament\n",
      "Luxating patella http://en.wikipedia.org/wiki/Luxating_patella\n",
      "Patellar ligament http://en.wikipedia.org/wiki/Patellar_ligament\n",
      "Medial ligament http://en.wikipedia.org/wiki/Medial_ligament\n",
      "\n",
      " * * 68 * * \n",
      "ENTITY: Difendo il mio amore http://en.wikipedia.org/wiki/Difendo_il_mio_amore\n",
      "MENTIONS\n",
      "> Difendo http://en.wikipedia.org/wiki/Ada_Colangeli\n",
      "> Tormento d'amore http://en.wikipedia.org/wiki/Massimo_Serato\n",
      "> Tormento d'amore http://en.wikipedia.org/wiki/Märta_Torén\n",
      "> Tormento d'amore http://en.wikipedia.org/wiki/List_of_Italian_films_of_1956\n",
      "> Difendo il mio http://en.wikipedia.org/wiki/Emma_Baron\n",
      "> Torment of Love http://en.wikipedia.org/wiki/Leonardo_Bercovici\n",
      "CANDIDATE MENTIONS\n",
      "> Difendo il mio amore http://en.wikipedia.org/wiki/Charles_Vanel\n",
      "> Difendo il mio amore http://en.wikipedia.org/wiki/List_of_Italian_films_of_1956\n",
      "> Difendo il mio amore http://en.wikipedia.org/wiki/Elena_Altieri\n",
      "CANDIDATE ENTITIES\n",
      "Difendo il mio amore http://en.wikipedia.org/wiki/Difendo_il_mio_amore\n",
      "Guardia, guardia scelta, brigadiere e maresciallo http://en.wikipedia.org/wiki/Guardia,_guardia_scelta,_brigadiere_e_maresciallo\n",
      "Il Mercato delle facce http://en.wikipedia.org/wiki/Il_Mercato_delle_facce\n",
      "El Protegido http://en.wikipedia.org/wiki/El_Protegido\n",
      "Scandal in Sorrento http://en.wikipedia.org/wiki/Scandal_in_Sorrento\n",
      "Torment of the Past http://en.wikipedia.org/wiki/Torment_of_the_Past\n",
      "Tears of Love http://en.wikipedia.org/wiki/Tears_of_Love\n",
      "Toto, Peppino and the Outlaws http://en.wikipedia.org/wiki/Toto,_Peppino_and_the_Outlaws\n",
      "Torment (1950 Italian film) http://en.wikipedia.org/wiki/Torment_(1950_Italian_film)\n",
      "Torment (1986 film) http://en.wikipedia.org/wiki/Torment_(1986_film)\n",
      "Edad difícil http://en.wikipedia.org/wiki/Edad_difícil\n",
      "La trappola di fuoco http://en.wikipedia.org/wiki/La_trappola_di_fuoco\n",
      "Torment (1950 British film) http://en.wikipedia.org/wiki/Torment_(1950_British_film)\n",
      "Il prezzo dell'onore http://en.wikipedia.org/wiki/Il_prezzo_dell'onore\n",
      "\n",
      " * * 69 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Sunil K. Somani http://en.wikipedia.org/wiki/Medi-Caps_University\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Sunil (Kannada actor) http://en.wikipedia.org/wiki/Sunil_(Kannada_actor)\n",
      "Sunil Prasad http://en.wikipedia.org/wiki/Sunil_Prasad\n",
      "S. V. Sunil http://en.wikipedia.org/wiki/S._V._Sunil\n",
      "Sunil Singh Yadav http://en.wikipedia.org/wiki/Sunil_Singh_Yadav\n",
      "\n",
      " * * 70 * * \n",
      "ENTITY: Bartholomew Columbus http://en.wikipedia.org/wiki/Bartholomew_Columbus\n",
      "MENTIONS\n",
      "> Bartholomew Columbus http://en.wikipedia.org/wiki/Animated_Hero_Classics\n",
      "CANDIDATE MENTIONS\n",
      "> Bartholomew Columbus http://en.wikipedia.org/wiki/1492:_Conquest_of_Paradise\n",
      "> Bartholomew Columbus http://en.wikipedia.org/wiki/Governor_Columbus\n",
      "> Bartholomew Columbus http://en.wikipedia.org/wiki/List_of_explorers\n",
      "> Bartholomew Columbus http://en.wikipedia.org/wiki/Christopher_Columbus_(miniseries)\n",
      "CANDIDATE ENTITIES\n",
      "Bartholomew (name) http://en.wikipedia.org/wiki/Bartholomew_(name)\n",
      "Christopher Columbus in fiction http://en.wikipedia.org/wiki/Christopher_Columbus_in_fiction\n",
      "Christopher Columbus http://en.wikipedia.org/wiki/Christopher_Columbus\n",
      "Bartholomew Columbus http://en.wikipedia.org/wiki/Bartholomew_Columbus\n",
      "\n",
      " * * 71 * * \n",
      "ENTITY: The Big Red http://en.wikipedia.org/wiki/The_Big_Red\n",
      "MENTIONS\n",
      "> Big Red http://en.wikipedia.org/wiki/Russell_Morris_discography\n",
      "> Big Red http://en.wikipedia.org/wiki/Slaves_to_Gravity\n",
      "> Big Red http://en.wikipedia.org/wiki/Scatter_the_Crow\n",
      "> The Big Red http://en.wikipedia.org/wiki/The_Big_Red\n",
      "CANDIDATE MENTIONS\n",
      "> Big Red Machine http://en.wikipedia.org/wiki/Dark_Was_the_Night_(album) => 16102965 (unknown)\n",
      "> The Great Red Spot http://en.wikipedia.org/wiki/Solo_3 => 22199974 (unknown)\n",
      "> Music From Big Red http://en.wikipedia.org/wiki/Jim_Page_(singer) => 21174552 (unknown)\n",
      "> Big Red Rock http://en.wikipedia.org/wiki/Ayers_Rock_(band) => 22502852 (unknown)\n",
      "> Go Big Red http://en.wikipedia.org/wiki/Fight_song => 20310080 (unknown)\n",
      "> Go Big Red http://en.wikipedia.org/wiki/The_Pride_of_Oklahoma_Marching_Band => 20310080 (unknown)\n",
      "> Big Red Jimmy http://en.wikipedia.org/wiki/1975_in_country_music => 18237223 (unknown)\n",
      "> The Big Red http://en.wikipedia.org/wiki/List_of_2012_albums\n",
      "> Big Red Bowl http://en.wikipedia.org/wiki/Monty_Python's_Previous_Record => 18704574 (unknown)\n",
      "> Big Red http://en.wikipedia.org/wiki/Hall_of_Fame_(Count_Basie_album) => 15540786 (unknown)\n",
      "> Big Red Plane http://en.wikipedia.org/wiki/Captain_Louie => 17855269 (unknown)\n",
      "> Great Big Man in Red http://en.wikipedia.org/wiki/List_of_songs_recorded_by_The_Wiggles => 17192990 (unknown)\n",
      "> The Big Red Spark http://en.wikipedia.org/wiki/The_Big_Red_Spark => 16858914 (unknown)\n",
      "> The Big Red http://en.wikipedia.org/wiki/John_Williamson_(singer)\n",
      "> Prairie Hotel Parachilna http://en.wikipedia.org/wiki/The_Big_Red => 22589753 (unknown)\n",
      "> Big Red Attack http://en.wikipedia.org/wiki/U.S._Championship_V'Ball => 20076227 (unknown)\n",
      "> Big Red Gun http://en.wikipedia.org/wiki/Afraid_of_Heights_Tour => 21162458 (unknown)\n",
      "> Big Red Button http://en.wikipedia.org/wiki/Fea_Jur => 19872005 (unknown)\n",
      "> Go Big Red http://en.wikipedia.org/wiki/Killdozer_(band) => 16424185 (unknown)\n",
      "> Big Red Machine http://en.wikipedia.org/wiki/Justin_Vernon\n",
      "> Big Red Dates for the Beloved http://en.wikipedia.org/wiki/The_White_Haired_Girl => 22804791 (unknown)\n",
      "> Big Red http://en.wikipedia.org/wiki/List_of_Australian_sports_songs => 22278589 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Big Love (Simply Red album) http://en.wikipedia.org/wiki/Big_Love_(Simply_Red_album)\n",
      "Big Red Songbook http://en.wikipedia.org/wiki/Big_Red_Songbook\n",
      "The Big Red http://en.wikipedia.org/wiki/The_Big_Red\n",
      "The Red (album) http://en.wikipedia.org/wiki/The_Red_(album)\n",
      "The Big Red Spark http://en.wikipedia.org/wiki/The_Big_Red_Spark\n",
      "Big Red Machine (album) http://en.wikipedia.org/wiki/Big_Red_Machine_(album)\n",
      "Red (King Crimson album) http://en.wikipedia.org/wiki/Red_(King_Crimson_album)\n",
      "\n",
      " * * 72 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Big Ohlmann Lake http://en.wikipedia.org/wiki/List_of_lakes_of_Ontario:_B\n",
      "CANDIDATE MENTIONS\n",
      "> Ahmic Lake http://en.wikipedia.org/wiki/List_of_communities_in_Ontario => 14694595 (known)\n",
      "> Exton Lake http://en.wikipedia.org/wiki/List_of_lakes_of_Ontario:_E => 16581144 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Long Lake (East Ferris, Ontario) http://en.wikipedia.org/wiki/Long_Lake_(East_Ferris,_Ontario)\n",
      "Ahmic Lake http://en.wikipedia.org/wiki/Ahmic_Lake\n",
      "Big Trout Lake http://en.wikipedia.org/wiki/Big_Trout_Lake\n",
      "Long Lake (Ontario) http://en.wikipedia.org/wiki/Long_Lake_(Ontario)\n",
      "\n",
      " * * 73 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Roşu http://en.wikipedia.org/wiki/Nichita_Stănescu\n",
      "CANDIDATE MENTIONS\n",
      "> Roga http://en.wikipedia.org/wiki/Milovan_Glišić => 22150482 (unknown)\n",
      "> Lacu Roșu http://en.wikipedia.org/wiki/Gheorgheni => 20967728 (unknown)\n",
      "> Viscolul roşu http://en.wikipedia.org/wiki/Gheorghe_Malarciuc => 21668858 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Roșu, Cahul http://en.wikipedia.org/wiki/Roșu,_Cahul\n",
      "Pelaghia Roșu http://en.wikipedia.org/wiki/Pelaghia_Roșu\n",
      "Rosua http://en.wikipedia.org/wiki/Rosua\n",
      "Malu Roșu http://en.wikipedia.org/wiki/Malu_Roșu\n",
      "\n",
      " * * 74 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Equestria_Girls_–_Spring_Breakdown\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_6)\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Equestria_Girls_–_Holidays_Unwrapped\n",
      "> Queen Chrysalis http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_2)\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_7)\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Equestria_Girls_–_Forgotten_Friendship\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Pony_Life\n",
      "> Queen Chrysalis http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_8)\n",
      "> Trixie Lulamoon http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_3)\n",
      "CANDIDATE MENTIONS\n",
      "> Chrystal http://en.wikipedia.org/wiki/Chrystal_(film) => 15550723 (unknown)\n",
      "> Chrystal http://en.wikipedia.org/wiki/My_Tutor => 15550723 (unknown)\n",
      "> Chrystal http://en.wikipedia.org/wiki/My_Tutor => 15550723 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Chrysippe http://en.wikipedia.org/wiki/Chrysippe\n",
      "Chryses (mythology) http://en.wikipedia.org/wiki/Chryses_(mythology)\n",
      "Trixie Maristela http://en.wikipedia.org/wiki/Trixie_Maristela\n",
      "My Little Pony: Friendship Is Magic fandom http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_fandom\n",
      "Chryses of Troy http://en.wikipedia.org/wiki/Chryses_of_Troy\n",
      "Chryse (mythology) http://en.wikipedia.org/wiki/Chryse_(mythology)\n",
      "My Little Pony: Friendship Is Magic (season 3) http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_3)\n",
      "Trish (Devil May Cry) http://en.wikipedia.org/wiki/Trish_(Devil_May_Cry)\n",
      "The Trixie & Katya Show http://en.wikipedia.org/wiki/The_Trixie_&_Katya_Show\n",
      "My Little Pony: Friendship Is Magic (season 2) http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_2)\n",
      "My Little Pony: Friendship Is Magic (season 4) http://en.wikipedia.org/wiki/My_Little_Pony:_Friendship_Is_Magic_(season_4)\n",
      "Trixie (film) http://en.wikipedia.org/wiki/Trixie_(film)\n",
      "Trillian (character) http://en.wikipedia.org/wiki/Trillian_(character)\n",
      "Trisana Chandler http://en.wikipedia.org/wiki/Trisana_Chandler\n",
      "Chrysanthis http://en.wikipedia.org/wiki/Chrysanthis\n",
      "Trixie (slang) http://en.wikipedia.org/wiki/Trixie_(slang)\n",
      "\n",
      " * * 75 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Failure http://en.wikipedia.org/wiki/Muhammad_at_Medina\n",
      "CANDIDATE MENTIONS\n",
      "> Failure http://en.wikipedia.org/wiki/Subhas_Datta => 18137483 (unknown)\n",
      "> Failure http://en.wikipedia.org/wiki/The_Guns_of_August => 17836740 (unknown)\n",
      "> Failure http://en.wikipedia.org/wiki/The_Real_Frank_Zappa_Book => 15461606 (unknown)\n",
      "> Failed http://en.wikipedia.org/wiki/List_of_Ottoman_conquests,_sieges_and_landings => 15511294 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Battle of Badr http://en.wikipedia.org/wiki/Battle_of_Badr\n",
      "Early Muslim-Meccan Conflict http://en.wikipedia.org/wiki/Early_Muslim-Meccan_Conflict\n",
      "Second and third deputation with Abu Talib http://en.wikipedia.org/wiki/Second_and_third_deputation_with_Abu_Talib\n",
      "Conflict and Conquest in the Islamic World http://en.wikipedia.org/wiki/Conflict_and_Conquest_in_the_Islamic_World\n",
      "\n",
      " * * 76 * * \n",
      "ENTITY: Nick Gates (American football) http://en.wikipedia.org/wiki/Nick_Gates_(American_football)\n",
      "MENTIONS\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2016_Big_Ten_Conference_football_season\n",
      "CANDIDATE MENTIONS\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2016_Nebraska_Cornhuskers_football_team\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2016_Nebraska_Cornhuskers_football_team\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2017_Nebraska_Cornhuskers_football_team\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2006_UCI_Road_World_Championships_–_Men's_road_race\n",
      "> Nick Gates http://en.wikipedia.org/wiki/2017_Nebraska_Cornhuskers_football_team\n",
      "CANDIDATE ENTITIES\n",
      "Nick Gates (cyclist) http://en.wikipedia.org/wiki/Nick_Gates_(cyclist)\n",
      "Robert Gates http://en.wikipedia.org/wiki/Robert_Gates\n",
      "Dennis Gates http://en.wikipedia.org/wiki/Dennis_Gates\n",
      "Nick Gates (American football) http://en.wikipedia.org/wiki/Nick_Gates_(American_football)\n",
      "\n",
      " * * 77 * * \n",
      "ENTITY: Parviz Abnar http://en.wikipedia.org/wiki/Parviz_Abnar\n",
      "MENTIONS\n",
      "> Parviz Abnar http://en.wikipedia.org/wiki/The_Hidden_Half\n",
      "CANDIDATE MENTIONS\n",
      "> Parviz Abnar http://en.wikipedia.org/wiki/Khuzestan_Province\n",
      "> Parviz Abnar http://en.wikipedia.org/wiki/Ahvaz\n",
      "CANDIDATE ENTITIES\n",
      "Mario Parga http://en.wikipedia.org/wiki/Mario_Parga\n",
      "Abz Love http://en.wikipedia.org/wiki/Abz_Love\n",
      "Parviz Abnar http://en.wikipedia.org/wiki/Parviz_Abnar\n",
      "Abigor http://en.wikipedia.org/wiki/Abigor\n",
      "\n",
      " * * 78 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Hlapec fest http://en.wikipedia.org/wiki/Špancirfest\n",
      "CANDIDATE MENTIONS\n",
      "> Music Carnival http://en.wikipedia.org/wiki/Montfort_Senior_Secondary_School => 15461606 (unknown)\n",
      "> Kids Festival http://en.wikipedia.org/wiki/CoastFest => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "International Children's Festival at Wolf Trap http://en.wikipedia.org/wiki/International_Children's_Festival_at_Wolf_Trap\n",
      "Welt-Kindertheater-Fest http://en.wikipedia.org/wiki/Welt-Kindertheater-Fest\n",
      "International Children's Festival http://en.wikipedia.org/wiki/International_Children's_Festival\n",
      "Children's party http://en.wikipedia.org/wiki/Children's_party\n",
      "\n",
      " * * 79 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Barrio Agüero http://en.wikipedia.org/wiki/Gerli\n",
      "CANDIDATE MENTIONS\n",
      "> Barrio Obrero Nº 2 http://en.wikipedia.org/wiki/Gerli => 22664841 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Agüero, Huesca http://en.wikipedia.org/wiki/Agüero,_Huesca\n",
      "Calle Agüero http://en.wikipedia.org/wiki/Calle_Agüero\n",
      "Agibalovo http://en.wikipedia.org/wiki/Agibalovo\n",
      "Agüero (Buenos Aires Underground) http://en.wikipedia.org/wiki/Agüero_(Buenos_Aires_Underground)\n",
      "\n",
      " * * 80 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Bothriembryon jacksoni http://en.wikipedia.org/wiki/Bothriembryon\n",
      "> Bothriembryon notatus http://en.wikipedia.org/wiki/Bothriembryon\n",
      "CANDIDATE MENTIONS\n",
      "> Bothriembryon perditus http://en.wikipedia.org/wiki/Bothriembryon => 14658602 (known)\n",
      "> Bothriembryon http://en.wikipedia.org/wiki/Bothriembryon => 8442588 (known)\n",
      "> Bothriembryon http://en.wikipedia.org/wiki/Bothriembryon => 17027433 (unknown)\n",
      "> Bothriembryon kingii http://en.wikipedia.org/wiki/Bothriembryon => 18001847 (unknown)\n",
      "> Bothriembryon http://en.wikipedia.org/wiki/Bothriembryon => 17027433 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Bothriembryon whitleyi http://en.wikipedia.org/wiki/Bothriembryon_whitleyi\n",
      "Bothriembryon glauerti http://en.wikipedia.org/wiki/Bothriembryon_glauerti\n",
      "Bothriembryon perobesus http://en.wikipedia.org/wiki/Bothriembryon_perobesus\n",
      "Bothriembryon http://en.wikipedia.org/wiki/Bothriembryon\n",
      "Bothriembryontidae http://en.wikipedia.org/wiki/Bothriembryontidae\n",
      "\n",
      " * * 81 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Kinsey, Everett W. http://en.wikipedia.org/wiki/List_of_recipients_of_the_Silver_Antelope_Award\n",
      "> Kinsey http://en.wikipedia.org/wiki/Josh_Cumbee\n",
      "> Kinsey, C. http://en.wikipedia.org/wiki/List_of_recipients_of_the_Silver_Antelope_Award\n",
      "> Kinsey http://en.wikipedia.org/wiki/Chickens_Come_Home\n",
      "> Kinsey http://en.wikipedia.org/wiki/List_of_previous_Days_of_Our_Lives_cast_members\n",
      "> Kinsey http://en.wikipedia.org/wiki/Sergeant_Deadhead\n",
      "> Kinsey http://en.wikipedia.org/wiki/The_Strangers:_Prey_at_Night\n",
      "> Kinsey http://en.wikipedia.org/wiki/Let_Sleeping_Corpses_Lie_(film)\n",
      "CANDIDATE MENTIONS\n",
      "> Nick Kinsey http://en.wikipedia.org/wiki/Singing_Saw_(album) => 17842794 (unknown)\n",
      "> Neil Kinsey http://en.wikipedia.org/wiki/Kinsey_(TV_series) => 17294726 (unknown)\n",
      "> Kinky http://en.wikipedia.org/wiki/Sonic360_Records\n",
      "> Alfred Kinsey http://en.wikipedia.org/wiki/Bowdoin_College\n",
      "> Stan Kinsey http://en.wikipedia.org/wiki/List_of_previous_The_Young_and_the_Restless_cast_members => 10102967 (known)\n",
      "> Henry P. M’Kinsey http://en.wikipedia.org/wiki/Southard's_Independent_Company => 22458220 (unknown)\n",
      "> Darius Kinsey http://en.wikipedia.org/wiki/Maryville,_Missouri\n",
      "> Darrell Kinsey http://en.wikipedia.org/wiki/Noon_(Literary_Annual) => 22339227 (unknown)\n",
      "> Alfred Kinsey http://en.wikipedia.org/wiki/Stevens_Institute_of_Technology\n",
      "> L.B. Kinsey http://en.wikipedia.org/wiki/Pekin,_Illinois => 18793474 (unknown)\n",
      "> Kinky http://en.wikipedia.org/wiki/Ghosts_(Pac-Man) => 20636475 (unknown)\n",
      "> Kay Kinsey http://en.wikipedia.org/wiki/Miss_USA_1988 => 22891049 (unknown)\n",
      "> Brian Ronald Kinsey http://en.wikipedia.org/wiki/Jackson_Police_Department_(Mississippi) => 17995040 (unknown)\n",
      "> Marvin Kinsey Jr. http://en.wikipedia.org/wiki/Colorado_State_Rams_football_statistical_leaders => 19163556 (unknown)\n",
      "> Kinsey, Norman V. http://en.wikipedia.org/wiki/List_of_recipients_of_the_Silver_Antelope_Award => 22894421 (unknown)\n",
      "> Vincent Kinsey http://en.wikipedia.org/wiki/Stolen_(2012_film) => 21009750 (unknown)\n",
      "> Kinsey http://en.wikipedia.org/wiki/Oliver_Platt\n",
      "> Johann R. Kinsey http://en.wikipedia.org/wiki/Texas_Superior_Service_Medal => 21302144 (unknown)\n",
      "> Kinsey http://en.wikipedia.org/wiki/Josh_Cumbee => 3473680 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Kinsey (film) http://en.wikipedia.org/wiki/Kinsey_(film)\n",
      "Kinsey (TV series) http://en.wikipedia.org/wiki/Kinsey_(TV_series)\n",
      "Kinsey, Montana http://en.wikipedia.org/wiki/Kinsey,_Montana\n",
      "Kinch (band) http://en.wikipedia.org/wiki/Kinch_(band)\n",
      "Mike Kinsey http://en.wikipedia.org/wiki/Mike_Kinsey\n",
      "E. & D. Kinsey http://en.wikipedia.org/wiki/E._&_D._Kinsey\n",
      "Kinsey, Alabama http://en.wikipedia.org/wiki/Kinsey,_Alabama\n",
      "Kinsey Millhone http://en.wikipedia.org/wiki/Kinsey_Millhone\n",
      "Charles Kinsey http://en.wikipedia.org/wiki/Charles_Kinsey\n",
      "Alfred Kinsey http://en.wikipedia.org/wiki/Alfred_Kinsey\n",
      "James Kinsey http://en.wikipedia.org/wiki/James_Kinsey\n",
      "The Kinsey Sicks http://en.wikipedia.org/wiki/The_Kinsey_Sicks\n",
      "Stan Kinsey http://en.wikipedia.org/wiki/Stan_Kinsey\n",
      "Kinache http://en.wikipedia.org/wiki/Kinache\n",
      "Scott Kinsey http://en.wikipedia.org/wiki/Scott_Kinsey\n",
      "Kinsey, Ohio http://en.wikipedia.org/wiki/Kinsey,_Ohio\n",
      "The Kinsey Report http://en.wikipedia.org/wiki/The_Kinsey_Report\n",
      "\n",
      " * * 82 * * \n",
      "ENTITY: Elaeocarpus apiculatus http://en.wikipedia.org/wiki/Elaeocarpus_apiculatus\n",
      "MENTIONS\n",
      "> Elaeocarpus apiculatus http://en.wikipedia.org/wiki/Elaeocarpus\n",
      "CANDIDATE MENTIONS\n",
      "> Elaeocarpus kaalensis http://en.wikipedia.org/wiki/Elaeocarpus => 7698216 (known)\n",
      "> Elaeocarpus mastersii http://en.wikipedia.org/wiki/Elaeocarpus => 21242340 (unknown)\n",
      "> Elaeocarpus apiculatus http://en.wikipedia.org/wiki/List_of_vulnerable_plants\n",
      "> Elaeocarpus obtusus http://en.wikipedia.org/wiki/Elaeocarpus => 4710126 (known)\n",
      "> Elaeocarpus whartonensis http://en.wikipedia.org/wiki/Elaeocarpus => 22734254 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Elaeocarpus http://en.wikipedia.org/wiki/Elaeocarpus\n",
      "Elaeocarpus culminicola http://en.wikipedia.org/wiki/Elaeocarpus_culminicola\n",
      "Elaeocarpus obovatus http://en.wikipedia.org/wiki/Elaeocarpus_obovatus\n",
      "Elaeocarpus apiculatus http://en.wikipedia.org/wiki/Elaeocarpus_apiculatus\n",
      "\n",
      " * * 83 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Owl Sandwiches http://en.wikipedia.org/wiki/John_B._Keane\n",
      "CANDIDATE MENTIONS\n",
      "> Owls http://en.wikipedia.org/wiki/Late-Eighties-Vein => 5242148 (known)\n",
      "> Owl http://en.wikipedia.org/wiki/List_of_19th-century_British_periodicals => 12841584 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Owls (album) http://en.wikipedia.org/wiki/Owls_(album)\n",
      "Owls (composition) http://en.wikipedia.org/wiki/Owls_(composition)\n",
      "Owl Babies http://en.wikipedia.org/wiki/Owl_Babies\n",
      "The Owl (magazine) http://en.wikipedia.org/wiki/The_Owl_(magazine)\n",
      "\n",
      " * * 84 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Rise And Kill First http://en.wikipedia.org/wiki/List_of_HBO_original_programming\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Rise (Canadian TV series) http://en.wikipedia.org/wiki/Rise_(Canadian_TV_series)\n",
      "Rise and Kill First http://en.wikipedia.org/wiki/Rise_and_Kill_First\n",
      "Startide Rising http://en.wikipedia.org/wiki/Startide_Rising\n",
      "Rise (American TV series) http://en.wikipedia.org/wiki/Rise_(American_TV_series)\n",
      "\n",
      " * * 85 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Barrio y Templo Parroquial de San Cristóbal http://en.wikipedia.org/wiki/Mérida,_Yucatán\n",
      "CANDIDATE MENTIONS\n",
      "> Barrio y Templo Parroquial de San Sebastián http://en.wikipedia.org/wiki/Mérida,_Yucatán => 17964204 (unknown)\n",
      "> Barrio y Templo Parroquial de Santa Ana http://en.wikipedia.org/wiki/Mérida,_Yucatán => 19065663 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Ciudad San Cristóbal http://en.wikipedia.org/wiki/Ciudad_San_Cristóbal\n",
      "San Cristóbal, Old San Juan http://en.wikipedia.org/wiki/San_Cristóbal,_Old_San_Juan\n",
      "San Cristóbal (Madrid) http://en.wikipedia.org/wiki/San_Cristóbal_(Madrid)\n",
      "Castillo San Cristóbal (San Juan) http://en.wikipedia.org/wiki/Castillo_San_Cristóbal_(San_Juan)\n",
      "\n",
      " * * 86 * * \n",
      "ENTITY: Zahid Khalilov http://en.wikipedia.org/wiki/Zahid_Khalilov\n",
      "MENTIONS\n",
      "> Zahid Khalilov http://en.wikipedia.org/wiki/Azerbaijan_National_Academy_of_Sciences\n",
      "> Zahid Khalilov http://en.wikipedia.org/wiki/Misir_Mardanov\n",
      "CANDIDATE MENTIONS\n",
      "> Zahid Hasan http://en.wikipedia.org/wiki/11th_Meril_Prothom_Alo_Awards\n",
      "CANDIDATE ENTITIES\n",
      "Jabir Khalilov http://en.wikipedia.org/wiki/Jabir_Khalilov\n",
      "Zahid Khalilov http://en.wikipedia.org/wiki/Zahid_Khalilov\n",
      "Rahman Khalilov http://en.wikipedia.org/wiki/Rahman_Khalilov\n",
      "Zahid Ali Khan http://en.wikipedia.org/wiki/Zahid_Ali_Khan\n",
      "Zahid Hasan http://en.wikipedia.org/wiki/Zahid_Hasan\n",
      "\n",
      " * * 87 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Rosa cuspidata http://en.wikipedia.org/wiki/List_of_Rosa_species\n",
      "CANDIDATE MENTIONS\n",
      "> Rosa sp. http://en.wikipedia.org/wiki/Peavy_Arboretum => 2183098 (known)\n",
      "> Rosa tomentosa http://en.wikipedia.org/wiki/Flora_of_Lebanon\n",
      "> Rosa http://en.wikipedia.org/wiki/Rosa_'Wild_Blue_Yonder'\n",
      "> Rosa http://en.wikipedia.org/wiki/Rosa_'King's_Ransom'\n",
      "CANDIDATE ENTITIES\n",
      "Rosa clinophylla http://en.wikipedia.org/wiki/Rosa_clinophylla\n",
      "Rosa pisocarpa http://en.wikipedia.org/wiki/Rosa_pisocarpa\n",
      "Rosa omeiensis http://en.wikipedia.org/wiki/Rosa_omeiensis\n",
      "Rosa tomentosa http://en.wikipedia.org/wiki/Rosa_tomentosa\n",
      "\n",
      " * * 88 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> GPRS Subscription Data http://en.wikipedia.org/wiki/Insert_Subscriber_Data\n",
      "CANDIDATE MENTIONS\n",
      "> GPRS http://en.wikipedia.org/wiki/Siemens_SL55\n",
      "> GPRS Service http://en.wikipedia.org/wiki/Nepal_Telecom => 3954624 (known)\n",
      "> CSG Subscription Data http://en.wikipedia.org/wiki/Insert_Subscriber_Data => 19616915 (unknown)\n",
      "> GPRS http://en.wikipedia.org/wiki/HTC_Gene\n",
      "CANDIDATE ENTITIES\n",
      "GPRS core network http://en.wikipedia.org/wiki/GPRS_core_network\n",
      "General Packet Radio Service http://en.wikipedia.org/wiki/General_Packet_Radio_Service\n",
      "GPRS roaming exchange http://en.wikipedia.org/wiki/GPRS_roaming_exchange\n",
      "Demand signal repository http://en.wikipedia.org/wiki/Demand_signal_repository\n",
      "\n",
      " * * 89 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> The Fists of Danny Pike http://en.wikipedia.org/wiki/List_of_Eagle_comic_strips\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Harry Pike http://en.wikipedia.org/wiki/Harry_Pike\n",
      "A. Piker Clerk http://en.wikipedia.org/wiki/A._Piker_Clerk\n",
      "Ernie Pike http://en.wikipedia.org/wiki/Ernie_Pike\n",
      "Fist of Justice http://en.wikipedia.org/wiki/Fist_of_Justice\n",
      "\n",
      " * * 90 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> I. hoggi http://en.wikipedia.org/wiki/Iguanodon\n",
      "CANDIDATE MENTIONS\n",
      "> Owenodon http://en.wikipedia.org/wiki/Lulworth_Formation\n",
      "> Owenodon hoggii http://en.wikipedia.org/wiki/List_of_ornithopod_type_specimens => 20859376 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Horned wood lizard http://en.wikipedia.org/wiki/Horned_wood_lizard\n",
      "Hognose http://en.wikipedia.org/wiki/Hognose\n",
      "Palaeoloxodon http://en.wikipedia.org/wiki/Palaeoloxodon\n",
      "Hogolua http://en.wikipedia.org/wiki/Hogolua\n",
      "\n",
      " * * 91 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Coraebus dembickyi http://en.wikipedia.org/wiki/Coraebus\n",
      "CANDIDATE MENTIONS\n",
      "> Coraebus teres http://en.wikipedia.org/wiki/Coraebus => 16004344 (unknown)\n",
      "> Coraebus kubani http://en.wikipedia.org/wiki/Coraebus => 16004344 (unknown)\n",
      "> Coraebus thailandicus http://en.wikipedia.org/wiki/Coraebus => 16004344 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Coraebus rubi http://en.wikipedia.org/wiki/Coraebus_rubi\n",
      "Coraebus http://en.wikipedia.org/wiki/Coraebus\n",
      "Coraebastus http://en.wikipedia.org/wiki/Coraebastus\n",
      "Coraebina http://en.wikipedia.org/wiki/Coraebina\n",
      "\n",
      " * * 92 * * \n",
      "ENTITY: Hymenorchis http://en.wikipedia.org/wiki/Hymenorchis\n",
      "MENTIONS\n",
      "> Hymenorchis nannodes http://en.wikipedia.org/wiki/Hymenorchis\n",
      "> Hymenorchis kaniensis http://en.wikipedia.org/wiki/Hymenorchis\n",
      "> Hymenorchis serrata http://en.wikipedia.org/wiki/Hymenorchis\n",
      "> Hymenorchis caulina http://en.wikipedia.org/wiki/Hymenorchis\n",
      "> Hymenorchis tanii http://en.wikipedia.org/wiki/Hymenorchis\n",
      "CANDIDATE MENTIONS\n",
      "> Hymenorchis glomeroides http://en.wikipedia.org/wiki/Hymenorchis => 21666170 (unknown)\n",
      "> Hyla cachimbo http://en.wikipedia.org/wiki/Ulisses_Caramaschi => 17390061 (unknown)\n",
      "> Hymenorchis foliosa http://en.wikipedia.org/wiki/Hymenorchis => 22089578 (unknown)\n",
      "> Hymenorchis serrulata http://en.wikipedia.org/wiki/Hymenorchis => 18495345 (unknown)\n",
      "> Hymenolepis nana http://en.wikipedia.org/wiki/Hymenolepis_(tapeworm)\n",
      "> Hymenorchis vanoverberghii http://en.wikipedia.org/wiki/Hymenorchis => 22551951 (unknown)\n",
      "> Hymenorchis saccata http://en.wikipedia.org/wiki/Hymenorchis => 22668878 (unknown)\n",
      "> Hymenorchis http://en.wikipedia.org/wiki/Aeridinae\n",
      "CANDIDATE ENTITIES\n",
      "Hymenolepididae http://en.wikipedia.org/wiki/Hymenolepididae\n",
      "Hymenolepis diminuta http://en.wikipedia.org/wiki/Hymenolepis_diminuta\n",
      "Hymenarcys http://en.wikipedia.org/wiki/Hymenarcys\n",
      "Hymenolepis nana http://en.wikipedia.org/wiki/Hymenolepis_nana\n",
      "Hymenolepis (tapeworm) http://en.wikipedia.org/wiki/Hymenolepis_(tapeworm)\n",
      "Hymeniacidon kitchingi http://en.wikipedia.org/wiki/Hymeniacidon_kitchingi\n",
      "Hymenogadus http://en.wikipedia.org/wiki/Hymenogadus\n",
      "Hymenorchis http://en.wikipedia.org/wiki/Hymenorchis\n",
      "Hymenolepis http://en.wikipedia.org/wiki/Hymenolepis\n",
      "Hymenolaelaps http://en.wikipedia.org/wiki/Hymenolaelaps\n",
      "\n",
      " * * 93 * * \n",
      "ENTITY: Juke box urli d'amore http://en.wikipedia.org/wiki/Juke_box_urli_d'amore\n",
      "MENTIONS\n",
      "> Juke box http://en.wikipedia.org/wiki/Ciccio_Barbi\n",
      "> Juke box urli http://en.wikipedia.org/wiki/Maria_Grazia_Spina\n",
      "CANDIDATE MENTIONS\n",
      "> The Jukebox Queen http://en.wikipedia.org/wiki/Efren_Reyes_Sr. => 19792058 (unknown)\n",
      "> Juke box urli d'amore http://en.wikipedia.org/wiki/Mara_Berni\n",
      "> Juke Box – Urli d'amore http://en.wikipedia.org/wiki/Karin_Baal\n",
      "CANDIDATE ENTITIES\n",
      "Juke Box Rhythm http://en.wikipedia.org/wiki/Juke_Box_Rhythm\n",
      "Juke box urli d'amore http://en.wikipedia.org/wiki/Juke_box_urli_d'amore\n",
      "Ragazzi del Juke-Box http://en.wikipedia.org/wiki/Ragazzi_del_Juke-Box\n",
      "Juke Box Baby http://en.wikipedia.org/wiki/Juke_Box_Baby\n",
      "\n",
      " * * 94 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/List_of_moths_of_Cameroon\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/List_of_moths_of_Rwanda\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/Hypochrosis\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/List_of_moths_of_Equatorial_Guinea\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/List_of_moths_of_Uganda\n",
      "> Hypochrosis banakaria http://en.wikipedia.org/wiki/List_of_moths_of_the_Republic_of_the_Congo\n",
      "CANDIDATE MENTIONS\n",
      "> Hypochrosis subrufa http://en.wikipedia.org/wiki/Hypochrosis\n",
      "> Hypochrosis hyadaria http://en.wikipedia.org/wiki/List_of_moths_of_Sri_Lanka\n",
      "CANDIDATE ENTITIES\n",
      "Hypohidrosis http://en.wikipedia.org/wiki/Hypohidrosis\n",
      "Hypochrosis binexata http://en.wikipedia.org/wiki/Hypochrosis_binexata\n",
      "Hypochrosis http://en.wikipedia.org/wiki/Hypochrosis\n",
      "Hypochrosis sternaria http://en.wikipedia.org/wiki/Hypochrosis_sternaria\n",
      "Hypochrosis hyadaria http://en.wikipedia.org/wiki/Hypochrosis_hyadaria\n",
      "Hyphodiscus http://en.wikipedia.org/wiki/Hyphodiscus\n",
      "Hypochrosis suffusata http://en.wikipedia.org/wiki/Hypochrosis_suffusata\n",
      "\n",
      " * * 95 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Teijo E.W. Aberg http://en.wikipedia.org/wiki/List_of_American_Physical_Society_Fellows_(1972–1997)\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "Björn Åberg http://en.wikipedia.org/wiki/Björn_Åberg\n",
      "Anders Åberg http://en.wikipedia.org/wiki/Anders_Åberg\n",
      "Lars Wilhelm Åberg http://en.wikipedia.org/wiki/Lars_Wilhelm_Åberg\n",
      "Georg Åberg http://en.wikipedia.org/wiki/Georg_Åberg\n",
      "\n",
      " * * 96 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> White Pool http://en.wikipedia.org/wiki/Saboten_(pop-punk_band)\n",
      "CANDIDATE MENTIONS\n",
      "> Pool http://en.wikipedia.org/wiki/Porches_(band)\n",
      "> Pools http://en.wikipedia.org/wiki/Jackson_and_His_Computerband => 2863295 (known)\n",
      "> White Water http://en.wikipedia.org/wiki/3D_(Go_West_album) => 15480290 (unknown)\n",
      "> Jump in the Pool http://en.wikipedia.org/wiki/Jump_in_the_Pool => 18390987 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "White Water, White Bloom http://en.wikipedia.org/wiki/White_Water,_White_Bloom\n",
      "The White (Agalloch EP) http://en.wikipedia.org/wiki/The_White_(Agalloch_EP)\n",
      "White (Superfly album) http://en.wikipedia.org/wiki/White_(Superfly_album)\n",
      "White (CNBLUE song) http://en.wikipedia.org/wiki/White_(CNBLUE_song)\n",
      "\n",
      " * * 97 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> 21125 Orff http://en.wikipedia.org/wiki/Freimut_Börngen\n",
      "CANDIDATE MENTIONS\n",
      "CANDIDATE ENTITIES\n",
      "3361 Orpheus http://en.wikipedia.org/wiki/3361_Orpheus\n",
      "21900 Orus http://en.wikipedia.org/wiki/21900_Orus\n",
      "2043 Ortutay http://en.wikipedia.org/wiki/2043_Ortutay\n",
      "90482 Orcus http://en.wikipedia.org/wiki/90482_Orcus\n",
      "\n",
      " * * 98 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Tibullo http://en.wikipedia.org/wiki/The_Thief_of_Damascus\n",
      "CANDIDATE MENTIONS\n",
      "> Tibisay http://en.wikipedia.org/wiki/Ka_Ina => 22775496 (unknown)\n",
      "> Tibullus http://en.wikipedia.org/wiki/54_BC\n",
      "CANDIDATE ENTITIES\n",
      "Tibullus http://en.wikipedia.org/wiki/Tibullus\n",
      "Tira (Soulcalibur) http://en.wikipedia.org/wiki/Tira_(Soulcalibur)\n",
      "Titinius http://en.wikipedia.org/wiki/Titinius\n",
      "Tivala http://en.wikipedia.org/wiki/Tivala\n",
      "\n",
      " * * 99 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Catalina Toma http://en.wikipedia.org/wiki/No_Limit_Forever_Records\n",
      "> Toma http://en.wikipedia.org/wiki/Tragedy,_Rock_Style\n",
      "> Toma http://en.wikipedia.org/wiki/Shining_Force_EXA\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/2013_Speedway_European_Championship_qualification\n",
      "> Tomoko http://en.wikipedia.org/wiki/Kind_of_Love\n",
      "> Toma http://en.wikipedia.org/wiki/The_Lone_Scalpel\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/2007_Individual_Speedway_European_Championship\n",
      "> Toma http://en.wikipedia.org/wiki/Ana,_mon_amour\n",
      "> Toma http://en.wikipedia.org/wiki/Fight_on_Šuplji_Kamen\n",
      "> Tomi http://en.wikipedia.org/wiki/List_of_Elfquest_characters\n",
      "> Young Tomiko http://en.wikipedia.org/wiki/Hana_no_Ran\n",
      "> Tomiko Teshima http://en.wikipedia.org/wiki/Kiss_Me_First_(TV_series)\n",
      "> Toma http://en.wikipedia.org/wiki/2019_BWF_International_Challenge\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ring_(Suzuki_novel)\n",
      "> Tomita http://en.wikipedia.org/wiki/ARP_2600\n",
      "> Tomi http://en.wikipedia.org/wiki/Red_Lion_(film)\n",
      "> Tomoko Shiota http://en.wikipedia.org/wiki/Bungakuza\n",
      "> Tomoko http://en.wikipedia.org/wiki/Tora-san_Goes_Religious?\n",
      "> Tomoko http://en.wikipedia.org/wiki/Hafdís_Huld\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/2008_Individual_Speedway_European_Championship\n",
      "> Tomita http://en.wikipedia.org/wiki/1954_World_Table_Tennis_Championships_–_Men's_Team\n",
      "> Tomi http://en.wikipedia.org/wiki/Satan's_Slave_(1980_film)\n",
      "> Tomiko http://en.wikipedia.org/wiki/The_Life_of_Chikuzan\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/2010_Individual_Speedway_European_Championship\n",
      "> Tomoko http://en.wikipedia.org/wiki/List_of_landscape_architects\n",
      "> Tomoko Nogata http://en.wikipedia.org/wiki/List_of_Police_Academy_cast_members\n",
      "> Tomii http://en.wikipedia.org/wiki/Oishinbo\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ring_(Suzuki_novel)\n",
      "> Tomoka Kan http://en.wikipedia.org/wiki/BBC_Young_Musician\n",
      "> Tomiko http://en.wikipedia.org/wiki/Aoni_Production\n",
      "> Tomoko http://en.wikipedia.org/wiki/Immortal_Love\n",
      "> Toma http://en.wikipedia.org/wiki/Shining_Force_EXA\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ōsama_Game\n",
      "> Tomoko Karina http://en.wikipedia.org/wiki/Tokyo_Tribe_(film)\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/2009_Individual_Speedway_European_Championship\n",
      "> Tōma http://en.wikipedia.org/wiki/Kono_Light_Novel_ga_Sugoi!\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ring_(1995_film)\n",
      "> Toma http://en.wikipedia.org/wiki/The_Whistlers_(film)\n",
      "> Toma http://en.wikipedia.org/wiki/List_of_Genesis_of_Aquarion_characters\n",
      "> Tomoko http://en.wikipedia.org/wiki/Atomic_Heart_(album)\n",
      "> Tomoko http://en.wikipedia.org/wiki/My_Rainy_Days\n",
      "> Tomoko Jinbo http://en.wikipedia.org/wiki/Sandakan_No._8\n",
      "> Tomiko Tomonari http://en.wikipedia.org/wiki/Labyrinth_of_Dreams_(film)\n",
      "> Tomoko http://en.wikipedia.org/wiki/Fall_Guy_(1982_film)\n",
      "> Tomoko http://en.wikipedia.org/wiki/The_Graceful_Brute\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ring_(Suzuki_novel)\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ichijō_Kaneka\n",
      "> TOMOKO http://en.wikipedia.org/wiki/Star_Wolf_(TV_series)\n",
      "> Tomoko http://en.wikipedia.org/wiki/Kazuyuki_Asakawa\n",
      "> Toma http://en.wikipedia.org/wiki/2009_Individual_Speedway_European_Championship\n",
      "> Ichijo Tomiko http://en.wikipedia.org/wiki/Ichijō_Kaneka\n",
      "> Toma http://en.wikipedia.org/wiki/Name_days_in_Bulgaria\n",
      "> Tomoko http://en.wikipedia.org/wiki/Ichijō_Tadayoshi\n",
      "> Tomita http://en.wikipedia.org/wiki/1954_World_Table_Tennis_Championships_–_Men's_Team\n",
      "> Tomoko Shiota http://en.wikipedia.org/wiki/Dubbing_(filmmaking)\n",
      "> Tomoka http://en.wikipedia.org/wiki/Gianluca_Iacono\n",
      "> Tomà http://en.wikipedia.org/wiki/1947–48_A.C._Torino_season\n",
      "> Tomoko http://en.wikipedia.org/wiki/Journey_to_the_Shore\n",
      "> Tomoko http://en.wikipedia.org/wiki/JU-ON:_Origins\n",
      "> Toma http://en.wikipedia.org/wiki/AZ_(label)\n",
      "> Tomoka http://en.wikipedia.org/wiki/Junji_Ito_Collection\n",
      "> Toma Fujihira http://en.wikipedia.org/wiki/Ichi_(film)\n",
      "> Tomoko Sasano http://en.wikipedia.org/wiki/Warm_Water_Under_a_Red_Bridge\n",
      "> Toma http://en.wikipedia.org/wiki/List_of_Genesis_of_Aquarion_characters\n",
      "> Tomari http://en.wikipedia.org/wiki/List_of_Late_Night_with_Conan_O'Brien_characters\n",
      "> Tomoka http://en.wikipedia.org/wiki/Kurokawa_(surname)\n",
      "> Tomoko http://en.wikipedia.org/wiki/Battle_Fever_J\n",
      "> Toma http://en.wikipedia.org/wiki/Ana,_mon_amour\n",
      "> Toma http://en.wikipedia.org/wiki/Ichi_(film)\n",
      "> Tomoko http://en.wikipedia.org/wiki/Sexy_Sailor_Soldiers\n",
      "> Tomoko http://en.wikipedia.org/wiki/Graham_Reilly\n",
      "> Catalina Toma http://en.wikipedia.org/wiki/List_of_No_Limit_Records_artists\n",
      "> Jusanmi Tomoko http://en.wikipedia.org/wiki/Kujō_Hisatsune\n",
      "> Tomoko http://en.wikipedia.org/wiki/Dirty_Paper_Cup\n",
      "> Tomiko http://en.wikipedia.org/wiki/Groovy_Girls\n",
      "> Tomoko http://en.wikipedia.org/wiki/Police_Academy_3:_Back_in_Training\n",
      "> Tomoko http://en.wikipedia.org/wiki/W._Eugene_Smith\n",
      "> Tomita http://en.wikipedia.org/wiki/1954_World_Table_Tennis_Championships_–_Men's_Team\n",
      "> Tomita Lab http://en.wikipedia.org/wiki/Rhythm_Zone\n",
      "CANDIDATE MENTIONS\n",
      "> Tomiko Ikebuchi http://en.wikipedia.org/wiki/Fujitsu_Ladies => 18821228 (unknown)\n",
      "> Tomanski http://en.wikipedia.org/wiki/Listen_to_Me_(film) => 18192333 (unknown)\n",
      "> Tomonori Ukyō http://en.wikipedia.org/wiki/Power_Office_Girls => 21964812 (unknown)\n",
      "> Tommi Kärkkäinen http://en.wikipedia.org/wiki/Toppatakkeja_ja_Toledon_terästä => 16189165 (unknown)\n",
      "> Tom Trana http://en.wikipedia.org/wiki/List_of_European_Rally_Championship_drivers\n",
      "> Tomiko Ikebuchi http://en.wikipedia.org/wiki/World_Ladies_Championship_Salonpas_Cup => 18821228 (unknown)\n",
      "> RT Toma http://en.wikipedia.org/wiki/Cameron_Aggies => 22963829 (unknown)\n",
      "> Tomoro http://en.wikipedia.org/wiki/Karatsu_Domain => 16824539 (unknown)\n",
      "> Tomoko Saeki http://en.wikipedia.org/wiki/Federica_De_Bortoli => 17175027 (unknown)\n",
      "> Toma Maglie http://en.wikipedia.org/wiki/Ignacio_Capitani => 17960902 (unknown)\n",
      "> Te Aihe Toma http://en.wikipedia.org/wiki/Munster_Rugby\n",
      "> Tomoko Taka http://en.wikipedia.org/wiki/I_Like_You,_I_Like_You_Very_Much => 23058276 (unknown)\n",
      "> Mark Toma http://en.wikipedia.org/wiki/Gjokaj => 19189231 (unknown)\n",
      "> György Toma http://en.wikipedia.org/wiki/2018_CONIFA_World_Football_Cup\n",
      "> Tomppa http://en.wikipedia.org/wiki/Hellsinki => 19748348 (unknown)\n",
      "> Tom Buoyant http://en.wikipedia.org/wiki/Buoyant_Billions => 17115093 (unknown)\n",
      "> Francesca Maria Toma http://en.wikipedia.org/wiki/Alfredo_di_Braccio_Award => 20271488 (unknown)\n",
      "> Tomoka Kurotani http://en.wikipedia.org/wiki/4.50_from_Paddington\n",
      "> Saya Tōma http://en.wikipedia.org/wiki/SPEC:_Ten => 21968201 (unknown)\n",
      "> Tomoko Nomura http://en.wikipedia.org/wiki/Perla_Liberatori => 21988669 (unknown)\n",
      "> Mykage http://en.wikipedia.org/wiki/List_of_Aquarion_Evol_characters => 21963116 (unknown)\n",
      "> Nanami Tomita http://en.wikipedia.org/wiki/Reinado_Internacional_del_Café_2016 => 19814000 (unknown)\n",
      "> Tomina Parvanova http://en.wikipedia.org/wiki/Glow_(Brett_Eldredge_album) => 18412235 (unknown)\n",
      "> Hosokawa Tomiko http://en.wikipedia.org/wiki/Ichijō_Tadayoshi => 18339962 (unknown)\n",
      "> Tomax http://en.wikipedia.org/wiki/The_Ballad_of_G.I._Joe => 16478825 (unknown)\n",
      "> Yoshio Tomita http://en.wikipedia.org/wiki/1957_World_Table_Tennis_Championships_–_Men's_Singles\n",
      "> Tomgirl http://en.wikipedia.org/wiki/Party_In_The_Paddock => 14060273 (known)\n",
      "> Ye Secret Tom of Inestimable Knowledges http://en.wikipedia.org/wiki/Castle_Greyhawk_(module) => 19514840 (unknown)\n",
      "> Tommi Nikkilä http://en.wikipedia.org/wiki/Mikkelin_Jukurit => 18201896 (unknown)\n",
      "> On A Paper Crane: Tomoko's Adventure http://en.wikipedia.org/wiki/Mushi_Production => 16826696 (unknown)\n",
      "> Henrique Eisi Toma http://en.wikipedia.org/wiki/List_of_TWAS_Prize_laureates => 19164890 (unknown)\n",
      "> Chiaki Tomita http://en.wikipedia.org/wiki/2019_World_Rowing_Championships_–_Women's_lightweight_single_sculls\n",
      "> Tomoya Tomita http://en.wikipedia.org/wiki/Konami_Kukeiha_Club => 4645640 (known)\n",
      "> Toma Prošev http://en.wikipedia.org/wiki/Toma_(name)\n",
      "> Tomic, Milena http://en.wikipedia.org/wiki/Marina_Roy => 21593968 (unknown)\n",
      "> Tomita http://en.wikipedia.org/wiki/Wounded_Bird_Records\n",
      "> Tomoko Maeda http://en.wikipedia.org/wiki/Miss_Earth_2011 => 18493021 (unknown)\n",
      "> Tomie Morita http://en.wikipedia.org/wiki/Toto_Neechan => 16245653 (unknown)\n",
      "> Toma Stelian http://en.wikipedia.org/wiki/List_of_Justice_Ministers_of_Romania => 17740921 (unknown)\n",
      "> Catalina Telias http://en.wikipedia.org/wiki/Chile_in_the_OTI_Festival => 19529686 (unknown)\n",
      "> Tomika http://en.wikipedia.org/wiki/School_of_Rock_(musical) => 15647077 (unknown)\n",
      "> Tomoko Aizawa http://en.wikipedia.org/wiki/Tales_of_the_Unusual => 21195971 (unknown)\n",
      "> Tom Fineda http://en.wikipedia.org/wiki/1991_IAAF_World_Cross_Country_Championships_–_Senior_men's_race => 22203416 (unknown)\n",
      "> Tomoko Maruo http://en.wikipedia.org/wiki/Aoni_Production\n",
      "> Katarzyna Toma http://en.wikipedia.org/wiki/Polish_Women_Chess_Championship_2010\n",
      "> Fujita Tomoko http://en.wikipedia.org/wiki/Waya!_Uchuu_Ichi_no_Osekkai_Daisakusen => 22433686 (unknown)\n",
      "> TOMA http://en.wikipedia.org/wiki/General_Directorate_of_Security_(Turkey) => 17506295 (unknown)\n",
      "> Tomomi Mitsui http://en.wikipedia.org/wiki/Zettai_Reido => 17839873 (unknown)\n",
      "> Tomoka Hayashi http://en.wikipedia.org/wiki/Stacy:_Attack_of_the_Schoolgirl_Zombies => 21671999 (unknown)\n",
      "> Tomi Taira http://en.wikipedia.org/wiki/Tomi_(name)\n",
      "> Tom Yinessa http://en.wikipedia.org/wiki/1st_&_Ten_(1984_TV_series) => 22597647 (unknown)\n",
      "> Tomiko http://en.wikipedia.org/wiki/List_of_telenovelas => 17998705 (unknown)\n",
      "> Kleber Tomita Ojima http://en.wikipedia.org/wiki/Brazil_at_the_2007_Pan_American_Games => 20281609 (unknown)\n",
      "> Tomoko Nakata http://en.wikipedia.org/wiki/Kagi_no_Kakatta_Heya => 36869 (known)\n",
      "> Tomachi http://en.wikipedia.org/wiki/Dam_Native => 21498328 (unknown)\n",
      "> Tomoko Aida http://en.wikipedia.org/wiki/Gals_Panic => 21798255 (unknown)\n",
      "> Tomoko Egawa http://en.wikipedia.org/wiki/Sawa_Ishige => 22283586 (unknown)\n",
      "> Toma Dimitriu http://en.wikipedia.org/wiki/Thirst_(1961_film) => 19859893 (unknown)\n",
      "> Kenzo Tomioka http://en.wikipedia.org/wiki/List_of_Ultraman_Max_characters => 17683033 (unknown)\n",
      "> Tomoko Itoki http://en.wikipedia.org/wiki/Cheek_to_Cheek_(album) => 17154636 (unknown)\n",
      "> Toma Maglie http://en.wikipedia.org/wiki/Eccellenza_Apulia => 17960902 (unknown)\n",
      "> Tomanāk Orfro http://en.wikipedia.org/wiki/Wind_Rider's_Oath => 17935004 (unknown)\n",
      "> Tomoko Numakata http://en.wikipedia.org/wiki/The_Jungle_Book_(1989_TV_series) => 20478825 (unknown)\n",
      "> Tomokazu http://en.wikipedia.org/wiki/Technical_Group_Laboratory => 15214894 (known)\n",
      "> Tomko http://en.wikipedia.org/wiki/Christian's_Coalition\n",
      "> Tomozaki http://en.wikipedia.org/wiki/Project_No.9 => 14788464 (known)\n",
      "> Toma Kuruzović http://en.wikipedia.org/wiki/Leptirica => 19595741 (unknown)\n",
      "> Tomitake http://en.wikipedia.org/wiki/Higurashi_Daybreak => 17199027 (unknown)\n",
      "> Tomohiro Yamanashi http://en.wikipedia.org/wiki/List_of_Japanese_architects => 19526880 (unknown)\n",
      "> Tomoko Sawada http://en.wikipedia.org/wiki/Kimura_Ihei_Award\n",
      "> Toma http://en.wikipedia.org/wiki/Name_days_in_Croatia => 13659825 (known)\n",
      "> Anime Fan Tom http://en.wikipedia.org/wiki/Hikaru_Ohsawa => 22029717 (unknown)\n",
      "> Tomoko Iwasaki http://en.wikipedia.org/wiki/Miss_World_Japan => 17603856 (unknown)\n",
      "> Martina Tomori http://en.wikipedia.org/wiki/List_of_Slovenian_physicians => 20106172 (unknown)\n",
      "> Nene Tomita http://en.wikipedia.org/wiki/Toray_Arrows_(women's_volleyball_team)\n",
      "> Tomoshibi http://en.wikipedia.org/wiki/Yasuko_Tomita => 18277723 (unknown)\n",
      "> Toma Toma http://en.wikipedia.org/wiki/Frafra_language => 16505514 (unknown)\n",
      "> Tomoko Siu http://en.wikipedia.org/wiki/Love_Thy_Neighbor_(2006_film) => 17422678 (unknown)\n",
      "> Tomoko Uesugi http://en.wikipedia.org/wiki/Dennou_Keisatsu_Cybercop => 19537831 (unknown)\n",
      "> Toma http://en.wikipedia.org/wiki/Kurjaković_family => 13659825 (known)\n",
      "> Dan Toma http://en.wikipedia.org/wiki/Nordic_Business_Forum => 17695406 (unknown)\n",
      "> Tomi http://en.wikipedia.org/wiki/Foundry_Town => 6163451 (known)\n",
      "> Tomujin http://en.wikipedia.org/wiki/Doraemon:_Nobita_and_the_Windmasters => 22778080 (unknown)\n",
      "> Darko Tominač http://en.wikipedia.org/wiki/1988_Individual_Speedway_World_Championship => 18149035 (unknown)\n",
      "> Tomoka http://en.wikipedia.org/wiki/Miss_Universe_Japan_2017 => 17912292 (unknown)\n",
      "> Toma Birmontienė http://en.wikipedia.org/wiki/2014_International_Criminal_Court_judges_election => 18158905 (unknown)\n",
      "> Tommetta http://en.wikipedia.org/wiki/All_Day_and_a_Night => 21630356 (unknown)\n",
      "> Chiaki Tomita http://en.wikipedia.org/wiki/2019_World_Rowing_Championships_–_Women's_lightweight_single_sculls\n",
      "> Tomak: Save the Earth Love Story http://en.wikipedia.org/wiki/Atsuko_Enomoto => 16193925 (unknown)\n",
      "> Catalina Telias http://en.wikipedia.org/wiki/List_of_performing_artists_at_the_Viña_del_Mar_International_Song_Festival => 19529686 (unknown)\n",
      "> Aurel Toma http://en.wikipedia.org/wiki/List_of_European_Boxing_Union_champions\n",
      "> Catalina Rona http://en.wikipedia.org/wiki/Cat_Run => 18817000 (unknown)\n",
      "> Thia Tomalla http://en.wikipedia.org/wiki/List_of_current_GMA_Artist_Center_artists => 18444358 (unknown)\n",
      "> Constantin I. Toma http://en.wikipedia.org/wiki/List_of_members_of_the_Romanian_Academy => 20334311 (unknown)\n",
      "> Tomoko Komatsubara http://en.wikipedia.org/wiki/Les_Misérables:_Shōjo_Cosette => 21422329 (unknown)\n",
      "> Tomoaki Baba http://en.wikipedia.org/wiki/Petros_Klampanis => 20423684 (unknown)\n",
      "> Ana Toma http://en.wikipedia.org/wiki/2010_World_Rhythmic_Gymnastics_Championships => 22756489 (unknown)\n",
      "> Stefka Tomic http://en.wikipedia.org/wiki/Slovenia_at_the_2004_Summer_Paralympics => 20900798 (unknown)\n",
      "> Tomoo Gokita http://en.wikipedia.org/wiki/Offend_Maggie => 17618914 (unknown)\n",
      "> Tomoko Nunoi http://en.wikipedia.org/wiki/Technodon_Live => 17051642 (unknown)\n",
      "> Tomoka Issei http://en.wikipedia.org/wiki/Transformers:_Song_Universe => 21360076 (unknown)\n",
      "> Hanae Tomaru http://en.wikipedia.org/wiki/Ensemble_Planeta => 19360783 (unknown)\n",
      "> Tomohide Shimbo http://en.wikipedia.org/wiki/List_of_Japanese_announcers => 19371618 (unknown)\n",
      "> Mitoshi Tomita http://en.wikipedia.org/wiki/Chushikoku_Open => 21843501 (unknown)\n",
      "> Tomoya Tenma http://en.wikipedia.org/wiki/Detective_Novice => 20671694 (unknown)\n",
      "> Tommi Lindell http://en.wikipedia.org/wiki/Real_Live_Thing => 17006995 (unknown)\n",
      "> Toma Stelian http://en.wikipedia.org/wiki/List_of_Romanian_politicians => 17740921 (unknown)\n",
      "> Tomano http://en.wikipedia.org/wiki/List_of_Ultraman_Cosmos_characters => 22502492 (unknown)\n",
      "> Aurel Toma http://en.wikipedia.org/wiki/List_of_European_Boxing_Union_champions\n",
      "> Tom La Bomba http://en.wikipedia.org/wiki/The_Sham_Mirrors => 19346683 (unknown)\n",
      "> Toma http://en.wikipedia.org/wiki/The_Farm_in_the_Small_Marsh_(TV_series) => 13659825 (known)\n",
      "> Tomoko Ino http://en.wikipedia.org/wiki/Sex_and_Zen\n",
      "> Tomonori http://en.wikipedia.org/wiki/Juvenile_Orion => 15884119 (unknown)\n",
      "> Tomic http://en.wikipedia.org/wiki/Hold_On_to_Me_(album) => 22142884 (unknown)\n",
      "> Toma Spătaru http://en.wikipedia.org/wiki/Danube–Black_Sea_Canal => 19511889 (unknown)\n",
      "> Masanori Tomita http://en.wikipedia.org/wiki/Musical:_The_Prince_of_Tennis => 18141303 (unknown)\n",
      "> Tōma Kishinden http://en.wikipedia.org/wiki/Akemi_Okamura => 17048999 (unknown)\n",
      "> Loredana Toma http://en.wikipedia.org/wiki/List_of_European_records_in_Olympic_weightlifting\n",
      "> Tomoki Kikuya http://en.wikipedia.org/wiki/Sympathy_(Hitomi_Takahashi_album) => 20972887 (unknown)\n",
      "> Toman Head http://en.wikipedia.org/wiki/The_Wheel_of_Time_Roleplaying_Game => 22195911 (unknown)\n",
      "> Tomi Thomas http://en.wikipedia.org/wiki/Rendezvous_(playlist) => 15487191 (unknown)\n",
      "> Tomoko Ueno http://en.wikipedia.org/wiki/Battle_Fever_J => 22404619 (unknown)\n",
      "> Angel Tōma http://en.wikipedia.org/wiki/Saint_Seiya:_Next_Dimension => 19477843 (unknown)\n",
      "> Tomiko http://en.wikipedia.org/wiki/Momoko_Kōchi => 17998705 (unknown)\n",
      "> Toma Calista http://en.wikipedia.org/wiki/Military_patrol_at_the_1928_Winter_Olympics => 21921134 (unknown)\n",
      "> Tomoko Kida http://en.wikipedia.org/wiki/The_Last_Unicorn_(film) => 20641185 (unknown)\n",
      "> Tomiken http://en.wikipedia.org/wiki/Segodon => 20516083 (unknown)\n",
      "> Catalina Telias http://en.wikipedia.org/wiki/List_of_performing_artists_at_the_Viña_del_Mar_International_Song_Festival => 19529686 (unknown)\n",
      "> Tomoko Kanparu http://en.wikipedia.org/wiki/Les_Misérables:_Shōjo_Cosette => 16982709 (unknown)\n",
      "> A. p. tomokoae http://en.wikipedia.org/wiki/Arhopala_paraganesa => 22977545 (unknown)\n",
      "> Tomoko Kokai http://en.wikipedia.org/wiki/Sennin_Buraku => 21416729 (unknown)\n",
      "> Tomoko Uehara http://en.wikipedia.org/wiki/Rinken_Band => 17034670 (unknown)\n",
      "> Tomiko Tashiro http://en.wikipedia.org/wiki/List_of_past_Emmerdale_characters => 15481167 (unknown)\n",
      "> Suzuka Tomita http://en.wikipedia.org/wiki/Uni's_On_Air => 18870026 (unknown)\n",
      "> Tomoko Nishiki http://en.wikipedia.org/wiki/Miss_International_1992 => 19695245 (unknown)\n",
      "> Veer Tomanka http://en.wikipedia.org/wiki/Tsurupika_Hagemaru => 20752650 (unknown)\n",
      "> Nene Tomita http://en.wikipedia.org/wiki/2002_FIVB_World_Grand_Prix_squads\n",
      "> Tomoko Miyadera http://en.wikipedia.org/wiki/Seinenza_Theater_Company => 17636507 (unknown)\n",
      "> Nada Tomčić http://en.wikipedia.org/wiki/Vladimir_Nazor_Award => 18563072 (unknown)\n",
      "> Tommaso de Pra http://en.wikipedia.org/wiki/Yellow_jersey_statistics\n",
      "> Alexandru Toma http://en.wikipedia.org/wiki/List_of_Romanian_communists\n",
      "> Tomoko Ninomiya http://en.wikipedia.org/wiki/Ninomiya_(surname)\n",
      "> Tomoko Yokota http://en.wikipedia.org/wiki/Hi_Izuru_Tokoro => 19460389 (unknown)\n",
      "> Tomoko Sonoda http://en.wikipedia.org/wiki/Gorath => 18897216 (unknown)\n",
      "> Tomoko Machiyama http://en.wikipedia.org/wiki/Jinbē => 23059495 (unknown)\n",
      "> Tomoaki Turuoka http://en.wikipedia.org/wiki/11:25_The_Day_He_Chose_His_Own_Fate => 22035210 (unknown)\n",
      "> The Catalinas http://en.wikipedia.org/wiki/Fortune_Records => 105722 (known)\n",
      "> Tomoko Namba http://en.wikipedia.org/wiki/List_of_Japanese_by_net_worth\n",
      "> Robbie Toma http://en.wikipedia.org/wiki/List_of_Punahou_School_alumni => 23001297 (unknown)\n",
      "> Tomimochi http://en.wikipedia.org/wiki/Hitoyoshi_Domain => 19901594 (unknown)\n",
      "> Tomonaga http://en.wikipedia.org/wiki/Gringo_(manga) => 15884119 (unknown)\n",
      "> Tomoko Sakuma http://en.wikipedia.org/wiki/An_Autumn_Afternoon => 20981493 (unknown)\n",
      "> Tompa Berg http://en.wikipedia.org/wiki/Prison_Break_(soundtrack) => 19851544 (unknown)\n",
      "> Tomai http://en.wikipedia.org/wiki/Foot_Clan => 22395153 (unknown)\n",
      "> Tomanski http://en.wikipedia.org/wiki/Listen_to_Me_(film) => 18192333 (unknown)\n",
      "> Tomiko http://en.wikipedia.org/wiki/Ashikaga_Yoshimasa => 910556 (known)\n",
      "> Tomoko Higashikata http://en.wikipedia.org/wiki/JoJo's_Bizarre_Adventure:_Diamond_Is_Unbreakable_Chapter_I => 21246327 (unknown)\n",
      "> Tomoko Itoki http://en.wikipedia.org/wiki/The_Beginning_(Black_Eyed_Peas_album) => 17154636 (unknown)\n",
      "> Tomace http://en.wikipedia.org/wiki/Shaka_Loveless_(album) => 20570782 (unknown)\n",
      "> Pareja tomada http://en.wikipedia.org/wiki/Figures_of_Argentine_tango => 16553691 (unknown)\n",
      "> Bastien Toma http://en.wikipedia.org/wiki/List_of_Swiss_people_of_Albanian_descent\n",
      "> Shou Tomota http://en.wikipedia.org/wiki/Sengoku_Jieitai:_Sekigahara_no_Tatakai => 20231921 (unknown)\n",
      "> Shimazu Tomoko http://en.wikipedia.org/wiki/Tokugawa_Satotaka => 17611807 (unknown)\n",
      "> Tomoko Ninomiya http://en.wikipedia.org/wiki/List_of_female_comics_creators\n",
      "> Stefano Toma http://en.wikipedia.org/wiki/Chronics => 18861707 (unknown)\n",
      "> Tomika Walden http://en.wikipedia.org/wiki/St._Elsewhere_(album) => 22219560 (unknown)\n",
      "> Toma Nikasevic http://en.wikipedia.org/wiki/Ghost_Rider:_Spirit_of_Vengeance => 16240765 (unknown)\n",
      "> Tomomi Hayashi http://en.wikipedia.org/wiki/List_of_Estonian_architects\n",
      "> Tom & Sheenah http://en.wikipedia.org/wiki/Hanho_Heung-Up => 20274269 (unknown)\n",
      "> Tomiko Ono http://en.wikipedia.org/wiki/The_Lady_of_Musashino => 20092214 (unknown)\n",
      "> Masaru Tomita http://en.wikipedia.org/wiki/Keio_University\n",
      "> Tomiko http://en.wikipedia.org/wiki/List_of_Puerto_Rican_television_series => 17998705 (unknown)\n",
      "> Daisuke Tomita http://en.wikipedia.org/wiki/Ube,_Yamaguchi\n",
      "> Toma Dimitriu http://en.wikipedia.org/wiki/Darclee => 19859893 (unknown)\n",
      "> Tom Anniko http://en.wikipedia.org/wiki/Leaving_Metropolis => 21229228 (unknown)\n",
      "> Chiaki Tomita http://en.wikipedia.org/wiki/2019_World_Rowing_Championships_–_Women's_lightweight_single_sculls\n",
      "> Tomoya Kanki http://en.wikipedia.org/wiki/Kanjō_Effect\n",
      "> Tomoya Masuda http://en.wikipedia.org/wiki/List_of_Japanese_architects => 19019451 (unknown)\n",
      "> Tomoko Kikuchi http://en.wikipedia.org/wiki/Magnum_Foundation => 22421447 (unknown)\n",
      "> Tomiko http://en.wikipedia.org/wiki/Ashikaga_Yoshimasa => 910556 (known)\n",
      "> Marsha Tomal http://en.wikipedia.org/wiki/Tomal_(surname) => 21283501 (unknown)\n",
      "> Tomoko Kanazawa http://en.wikipedia.org/wiki/1995_in_Japan\n",
      "> Tomoko Morikawa http://en.wikipedia.org/wiki/Postcard_(film) => 17910597 (unknown)\n",
      "> Tomoko Sasaki http://en.wikipedia.org/wiki/List_of_Japanese_women_writers\n",
      "> Tomio Suga http://en.wikipedia.org/wiki/Der_grosse_Sommer => 16151926 (unknown)\n",
      "> Toma Tudoran http://en.wikipedia.org/wiki/Romania_at_the_1936_Summer_Olympics => 7790138 (known)\n",
      "> Tomi Havu http://en.wikipedia.org/wiki/1988_Individual_Speedway_World_Championship => 17126159 (unknown)\n",
      "> Vincene Toma http://en.wikipedia.org/wiki/2017_EMF_EURO => 18537715 (unknown)\n",
      "> Tomigaba http://en.wikipedia.org/wiki/The_Secrets_of_Droon => 20112634 (unknown)\n",
      "> Connor Tomaka http://en.wikipedia.org/wiki/ONO_(band) => 20864599 (unknown)\n",
      "> Motomu Tomita http://en.wikipedia.org/wiki/Shangri-La_(film) => 18444136 (unknown)\n",
      "> Tomoko Gushima http://en.wikipedia.org/wiki/Gals! => 17753422 (unknown)\n",
      "> Tomi Laurén http://en.wikipedia.org/wiki/Äpäre => 18744238 (unknown)\n",
      "> Toma http://en.wikipedia.org/wiki/St._Peter's_Episcopal_Church_(Philadelphia) => 13659825 (known)\n",
      "> Toma, Katarzyna http://en.wikipedia.org/wiki/List_of_female_chess_players\n",
      "> Tomoko Asai http://en.wikipedia.org/wiki/Friends_(2002_TV_series) => 18512769 (unknown)\n",
      "> Tomanāk Orfro http://en.wikipedia.org/wiki/The_War_God's_Own => 17935004 (unknown)\n",
      "> Tomoko Yuuki http://en.wikipedia.org/wiki/Ensemble_Girls! => 19992050 (unknown)\n",
      "> Tomar http://en.wikipedia.org/wiki/The_People_That_Time_Forgot_(novel) => 5111803 (known)\n",
      "> Tomita http://en.wikipedia.org/wiki/Roland_RS-202\n",
      "> Tomalak http://en.wikipedia.org/wiki/List_of_Star_Trek_characters => 16387014 (unknown)\n",
      "> Saeki Tomoko http://en.wikipedia.org/wiki/Okojo-san => 17175027 (unknown)\n",
      "> Tommi Suutari http://en.wikipedia.org/wiki/Canberra_Knights => 20290681 (unknown)\n",
      "> Davo Toma http://en.wikipedia.org/wiki/The_Voice_van_Vlaanderen_(season_2) => 22475209 (unknown)\n",
      "> Tommi Ahlgren http://en.wikipedia.org/wiki/List_of_Speedway_Long_Track_World_Championship_riders => 21450513 (unknown)\n",
      "> Toma Arnăuțoiu http://en.wikipedia.org/wiki/List_of_people_executed_in_Romania\n",
      "> Tommi Ahvala http://en.wikipedia.org/wiki/FIM_Trial_World_Championship\n",
      "> Tomoko Kawase http://en.wikipedia.org/wiki/I_Kill_My_Heart\n",
      "> Djoko http://en.wikipedia.org/wiki/Dead_Mine => 16558525 (unknown)\n",
      "> Tomoko Otake http://en.wikipedia.org/wiki/Madeline_Gins => 19140821 (unknown)\n",
      "> Tomoko Gaudioso http://en.wikipedia.org/wiki/Instituto_de_Letras => 20712408 (unknown)\n",
      "> Tom Talomaa http://en.wikipedia.org/wiki/I'm_Not_Dead => 20145882 (unknown)\n",
      "> Toma Vakanidua http://en.wikipedia.org/wiki/Niue_at_the_2019_Pacific_Games => 17756307 (unknown)\n",
      "> Tomoko http://en.wikipedia.org/wiki/List_of_teams_on_the_2013–14_World_Curling_Tour => 16295307 (unknown)\n",
      "> Lucie Tomanová http://en.wikipedia.org/wiki/Reflex_(magazine) => 20635433 (unknown)\n",
      "> Tom RyanA http://en.wikipedia.org/wiki/Cowboy_Artists_of_America => 16283387 (unknown)\n",
      "> Tomoka Konagaya http://en.wikipedia.org/wiki/Gemini_(Alice_Nine_album) => 22704035 (unknown)\n",
      "> Tomak: Save the Earth Love Story http://en.wikipedia.org/wiki/Mami_Kingetsu => 16193925 (unknown)\n",
      "> Tomoko Akiya http://en.wikipedia.org/wiki/Stardust_Promotion\n",
      "> Echanted Tom http://en.wikipedia.org/wiki/Tsuperhero => 17897195 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Tomoko Tabata http://en.wikipedia.org/wiki/Tomoko_Tabata\n",
      "Tomoki Kikuya http://en.wikipedia.org/wiki/Tomoki_Kikuya\n",
      "Ichijō family http://en.wikipedia.org/wiki/Ichijō_family\n",
      "Teiko Tomita http://en.wikipedia.org/wiki/Teiko_Tomita\n",
      "Toma Zdravkov http://en.wikipedia.org/wiki/Toma_Zdravkov\n",
      "Anjela Toma http://en.wikipedia.org/wiki/Anjela_Toma\n",
      "Tomoko Sawada http://en.wikipedia.org/wiki/Tomoko_Sawada\n",
      "Tomoko Kanazawa http://en.wikipedia.org/wiki/Tomoko_Kanazawa\n",
      "András Toma http://en.wikipedia.org/wiki/András_Toma\n",
      "Ichijō Kaneka http://en.wikipedia.org/wiki/Ichijō_Kaneka\n",
      "Tomoko Kaneda http://en.wikipedia.org/wiki/Tomoko_Kaneda\n",
      "Tomoka Nakagawa http://en.wikipedia.org/wiki/Tomoka_Nakagawa\n",
      "Tomoko Sasaki http://en.wikipedia.org/wiki/Tomoko_Sasaki\n",
      "Toma (song) http://en.wikipedia.org/wiki/Toma_(song)\n",
      "Tōma Jūchin http://en.wikipedia.org/wiki/Tōma_Jūchin\n",
      "Tamlyn Tomita http://en.wikipedia.org/wiki/Tamlyn_Tomita\n",
      "Tomal (surname) http://en.wikipedia.org/wiki/Tomal_(surname)\n",
      "Tommi (band) http://en.wikipedia.org/wiki/Tommi_(band)\n",
      "Tomonoura Bojō http://en.wikipedia.org/wiki/Tomonoura_Bojō\n",
      "Tomoe Hotta http://en.wikipedia.org/wiki/Tomoe_Hotta\n",
      "Tomita Tetsunosuke http://en.wikipedia.org/wiki/Tomita_Tetsunosuke\n",
      "Tomohiko Tomita http://en.wikipedia.org/wiki/Tomohiko_Tomita\n",
      "Tomi Räisänen http://en.wikipedia.org/wiki/Tomi_Räisänen\n",
      "Tomoko Hoshino http://en.wikipedia.org/wiki/Tomoko_Hoshino\n",
      "Tomoko Ninomiya http://en.wikipedia.org/wiki/Tomoko_Ninomiya\n",
      "Tomoka Kurotani http://en.wikipedia.org/wiki/Tomoka_Kurotani\n",
      "Tomiko Van http://en.wikipedia.org/wiki/Tomiko_Van\n",
      "Tomie http://en.wikipedia.org/wiki/Tomie\n",
      "Tomoko Taniguchi http://en.wikipedia.org/wiki/Tomoko_Taniguchi\n",
      "Tomoko Ogawa http://en.wikipedia.org/wiki/Tomoko_Ogawa\n",
      "Tomie (name) http://en.wikipedia.org/wiki/Tomie_(name)\n",
      "Doru Toma http://en.wikipedia.org/wiki/Doru_Toma\n",
      "Tomoka Kimura http://en.wikipedia.org/wiki/Tomoka_Kimura\n",
      "Toma Mirza http://en.wikipedia.org/wiki/Toma_Mirza\n",
      "Tomoko Tamura (table tennis) http://en.wikipedia.org/wiki/Tomoko_Tamura_(table_tennis)\n",
      "Tetsu and Tomo http://en.wikipedia.org/wiki/Tetsu_and_Tomo\n",
      "Yann Tomita http://en.wikipedia.org/wiki/Yann_Tomita\n",
      "Toma (TV series) http://en.wikipedia.org/wiki/Toma_(TV_series)\n",
      "Tomomi Miyashita http://en.wikipedia.org/wiki/Tomomi_Miyashita\n",
      "Tomie (film series) http://en.wikipedia.org/wiki/Tomie_(film_series)\n",
      "Tomako http://en.wikipedia.org/wiki/Tomako\n",
      "Sanda Toma (canoeist) http://en.wikipedia.org/wiki/Sanda_Toma_(canoeist)\n",
      "Tomi Tuuha http://en.wikipedia.org/wiki/Tomi_Tuuha\n",
      "Tomara (Lydia) http://en.wikipedia.org/wiki/Tomara_(Lydia)\n",
      "Alexandru Toma http://en.wikipedia.org/wiki/Alexandru_Toma\n",
      "Tomar-Re http://en.wikipedia.org/wiki/Tomar-Re\n",
      "Salvatore Toma http://en.wikipedia.org/wiki/Salvatore_Toma\n",
      "Tomica Hero Series http://en.wikipedia.org/wiki/Tomica_Hero_Series\n",
      "Tomoko Maruo http://en.wikipedia.org/wiki/Tomoko_Maruo\n",
      "Isao Tomita http://en.wikipedia.org/wiki/Isao_Tomita\n",
      "Hino Tomiko http://en.wikipedia.org/wiki/Hino_Tomiko\n",
      "Tomoko Naraoka http://en.wikipedia.org/wiki/Tomoko_Naraoka\n",
      "Tomomi Kahara http://en.wikipedia.org/wiki/Tomomi_Kahara\n",
      "Alexandru Țiglă http://en.wikipedia.org/wiki/Alexandru_Țiglă\n",
      "Toma Ikuta http://en.wikipedia.org/wiki/Toma_Ikuta\n",
      "Katarzyna Toma http://en.wikipedia.org/wiki/Katarzyna_Toma\n",
      "Tomoaki Shimada http://en.wikipedia.org/wiki/Tomoaki_Shimada\n",
      "Tom (given name) http://en.wikipedia.org/wiki/Tom_(given_name)\n",
      "Tomiko Ishii http://en.wikipedia.org/wiki/Tomiko_Ishii\n",
      "Toma (name) http://en.wikipedia.org/wiki/Toma_(name)\n",
      "Tomorowo Taguchi http://en.wikipedia.org/wiki/Tomorowo_Taguchi\n",
      "TOMA (vehicle) http://en.wikipedia.org/wiki/TOMA_(vehicle)\n",
      "Catalina Parra http://en.wikipedia.org/wiki/Catalina_Parra\n",
      "Daisuke Tomita http://en.wikipedia.org/wiki/Daisuke_Tomita\n",
      "Tomoko Konoike http://en.wikipedia.org/wiki/Tomoko_Konoike\n",
      "Tomatas http://en.wikipedia.org/wiki/Tomatas\n",
      "Tomiko Suzuki http://en.wikipedia.org/wiki/Tomiko_Suzuki\n",
      "Kazuki Tomokawa http://en.wikipedia.org/wiki/Kazuki_Tomokawa\n",
      "Toman (name) http://en.wikipedia.org/wiki/Toman_(name)\n",
      "Tomoko Tane http://en.wikipedia.org/wiki/Tomoko_Tane\n",
      "Tomala (surname) http://en.wikipedia.org/wiki/Tomala_(surname)\n",
      "Teshima (surname) http://en.wikipedia.org/wiki/Teshima_(surname)\n",
      "Tomoko Honda http://en.wikipedia.org/wiki/Tomoko_Honda\n",
      "Tommi Ahvala http://en.wikipedia.org/wiki/Tommi_Ahvala\n",
      "Tommi Tomich http://en.wikipedia.org/wiki/Tommi_Tomich\n",
      "Tomoka Kurokawa http://en.wikipedia.org/wiki/Tomoka_Kurokawa\n",
      "Tomoko Kashiki http://en.wikipedia.org/wiki/Tomoko_Kashiki\n",
      "Bottom-tier Character Tomozaki http://en.wikipedia.org/wiki/Bottom-tier_Character_Tomozaki\n",
      "Tomi (name) http://en.wikipedia.org/wiki/Tomi_(name)\n",
      "Tomoko Ikuta http://en.wikipedia.org/wiki/Tomoko_Ikuta\n",
      "Anastasia Toma http://en.wikipedia.org/wiki/Anastasia_Toma\n",
      "Tomodachi (song) http://en.wikipedia.org/wiki/Tomodachi_(song)\n",
      "TOMA (Caldas da Rainha) http://en.wikipedia.org/wiki/TOMA_(Caldas_da_Rainha)\n",
      "Shigeko Tomita http://en.wikipedia.org/wiki/Shigeko_Tomita\n",
      "Alexandru Dandea http://en.wikipedia.org/wiki/Alexandru_Dandea\n",
      "Toma Ovici http://en.wikipedia.org/wiki/Toma_Ovici\n",
      "Tom Nook http://en.wikipedia.org/wiki/Tom_Nook\n",
      "Kielo Tommila http://en.wikipedia.org/wiki/Kielo_Tommila\n",
      "Tómame http://en.wikipedia.org/wiki/Tómame\n",
      "Tomoko Igata http://en.wikipedia.org/wiki/Tomoko_Igata\n",
      "Tomoko Naka http://en.wikipedia.org/wiki/Tomoko_Naka\n",
      "Tom Gurl Four http://en.wikipedia.org/wiki/Tom_Gurl_Four\n",
      "Maho Tomita http://en.wikipedia.org/wiki/Maho_Tomita\n",
      "Tomar-Tu http://en.wikipedia.org/wiki/Tomar-Tu\n",
      "Toma Smiljanić-Bradina http://en.wikipedia.org/wiki/Toma_Smiljanić-Bradina\n",
      "Tomoshige Tsunoda http://en.wikipedia.org/wiki/Tomoshige_Tsunoda\n",
      "Tomi Taira http://en.wikipedia.org/wiki/Tomi_Taira\n",
      "\n",
      " * * 100 * * \n",
      "ENTITY: UNKNOWN \n",
      "MENTIONS\n",
      "> Rostella http://en.wikipedia.org/wiki/Metrodorinae\n",
      "CANDIDATE MENTIONS\n",
      "> Rostellula http://en.wikipedia.org/wiki/Phaneropterinae => 22934418 (unknown)\n",
      "> Beyeria rostellata http://en.wikipedia.org/wiki/Beyeria => 19576451 (unknown)\n",
      "> Roubaliella http://en.wikipedia.org/wiki/List_of_Leptodirini_genera => 19864541 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Rostellum http://en.wikipedia.org/wiki/Rostellum\n",
      "Rostellum (helminth) http://en.wikipedia.org/wiki/Rostellum_(helminth)\n",
      "Rosidae http://en.wikipedia.org/wiki/Rosidae\n",
      "Acacia rostellata http://en.wikipedia.org/wiki/Acacia_rostellata\n"
     ]
    }
   ],
   "source": [
    "for idx, ent_id in enumerate(cluster_id_sample):\n",
    "    m_ids = disambiguated_clusters[ent_id]\n",
    "    ent = dbr.get_resource_by_idx(ent_id) if ent_id in known_ents else None\n",
    "    label = 'UNKNOWN' if ent is None else ent.get_label()\n",
    "    page = '' if ent is None else res2wiki_iri(ent)\n",
    "    print()\n",
    "    print(f' * * {idx+1} * * ')\n",
    "    print('ENTITY:', label, page)\n",
    "    print('MENTIONS')\n",
    "    for m_id in m_ids:\n",
    "        print('>', get_mention_details(m_id, True))\n",
    "    \n",
    "    candidates = {cand for m_id in m_ids for cand in ca['predict'].mention_to_target_mapping[m_id] if cand not in m_ids and cand != ent}\n",
    "    mention_cands = {c for c in candidates if isinstance(c, MentionId)}\n",
    "    entity_cands = {c for c in candidates if isinstance(c, int)}\n",
    "    print('CANDIDATE MENTIONS')\n",
    "    for mc in mention_cands:\n",
    "        print('>', get_mention_details(mc))\n",
    "    print('CANDIDATE ENTITIES')\n",
    "    for ec in entity_cands:\n",
    "        ent = dbr.get_resource_by_idx(ec)\n",
    "        print(ent.get_label(), res2wiki_iri(ent))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "30950871",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-14T16:16:07.777203Z",
     "start_time": "2022-12-14T16:16:07.759611Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "predicted_known  labels\n",
       "False            0         71\n",
       "                 1          4\n",
       "                 3          4\n",
       "                 2          1\n",
       "True             0          8\n",
       "                 4          8\n",
       "                 5          3\n",
       "                 3          1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 0: correct\n",
    "# 1: invalid mention\n",
    "# 2: mapped to NIL-entity while correct entity is in KG\n",
    "# 3: clustered mentions from multiple entities\n",
    "# 4: not all mentions found for cluster entity\n",
    "# 5: mapped to known entity, but should be NIL-entity\n",
    "\n",
    "cluster_labels = [2, 0, 0, 0, 0, 0, 0, 0, 5, 3, 0, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 1, 0, 0, 0, 0, 0, 4, 0, 0, 0, 1, 0, 0, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 5, 0, 0, 1, 3, 1, 4, 4, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 4, 0, 0, 0, 0, 0, 3, 0]\n",
    "cluster_predicted_known = [e_id in known_ents for e_id in cluster_id_sample]\n",
    "group_results(cluster_labels, cluster_predicted_known)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12846078",
   "metadata": {},
   "source": [
    "## Evaluate Mentions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "a3a7b9cf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-14T13:40:14.523990Z",
     "start_time": "2022-12-14T13:40:14.510979Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " * * 1 * * \n",
      "Caldbeck http://en.wikipedia.org/wiki/List_of_tallest_structures_in_the_Commonwealth_of_Nations => 1968667 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Listed buildings in Caldbeck (14194625): http://en.wikipedia.org/wiki/Listed_buildings_in_Caldbeck\n",
      "Caldbeck (1968667): http://en.wikipedia.org/wiki/Caldbeck\n",
      "Caldicot (2435493): http://en.wikipedia.org/wiki/Caldicot\n",
      "Caldbeck transmitting station (6654054): http://en.wikipedia.org/wiki/Caldbeck_transmitting_station\n",
      "\n",
      " * * 2 * * \n",
      "Impossible Stories http://en.wikipedia.org/wiki/Hawk_Alfredson => 20728036 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Impossible (novel) (12064152): http://en.wikipedia.org/wiki/Impossible_(novel)\n",
      "Impossible Things (8907705): http://en.wikipedia.org/wiki/Impossible_Things\n",
      "Impossible Dreams (9118143): http://en.wikipedia.org/wiki/Impossible_Dreams\n",
      "The Impossible (2017 novel) (7257999): http://en.wikipedia.org/wiki/The_Impossible_(2017_novel)\n",
      "\n",
      " * * 3 * * \n",
      "George Burg http://en.wikipedia.org/wiki/1944_Michigan_Wolverines_football_team => 18286857 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "George Buchan (10258112): http://en.wikipedia.org/wiki/George_Buchan\n",
      "George Buhr (7370497): http://en.wikipedia.org/wiki/George_Buhr\n",
      "George Bucci (5040910): http://en.wikipedia.org/wiki/George_Bucci\n",
      "George Buksar (10873335): http://en.wikipedia.org/wiki/George_Buksar\n",
      "\n",
      " * * 4 * * \n",
      "Marcos Santos Gomes http://en.wikipedia.org/wiki/Alessandro_de_Matos => 17122924 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Marcos Gomes (12945787): http://en.wikipedia.org/wiki/Marcos_Gomes\n",
      "Marcos Roberto Gómes (15435963): http://en.wikipedia.org/wiki/Marcos_Roberto_Gómes\n",
      "Marcos Paulo (footballer, born 1988) (792180): http://en.wikipedia.org/wiki/Marcos_Paulo_(footballer,_born_1988)\n",
      "Paulo Gomes (footballer, born 1970) (2399189): http://en.wikipedia.org/wiki/Paulo_Gomes_(footballer,_born_1970)\n",
      "\n",
      " * * 5 * * \n",
      "Zoonicorn http://en.wikipedia.org/wiki/List_of_animated_television_series_of_2021 => 20334221 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Zoobles! (TV series) (127856): http://en.wikipedia.org/wiki/Zoobles!_(TV_series)\n",
      "Animal Planet Zooventure (4203025): http://en.wikipedia.org/wiki/Animal_Planet_Zooventure\n",
      "Zoobilee Zoo (9471643): http://en.wikipedia.org/wiki/Zoobilee_Zoo\n",
      "Zoo (TV series) (3800931): http://en.wikipedia.org/wiki/Zoo_(TV_series)\n",
      "\n",
      " * * 6 * * \n",
      "Surveyor General of Woods, Forests, Parks, and Chases and Surveyor General of the Land Revenues of the Crown http://en.wikipedia.org/wiki/Crown_Estate => 15673971 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Surveyor General of the Land Revenues of the Crown (3517122): http://en.wikipedia.org/wiki/Surveyor_General_of_the_Land_Revenues_of_the_Crown\n",
      "Surveyor General of Woods, Forests, Parks, and Chases (9596852): http://en.wikipedia.org/wiki/Surveyor_General_of_Woods,_Forests,_Parks,_and_Chases\n",
      "Commissioners of Woods and Forests (11216429): http://en.wikipedia.org/wiki/Commissioners_of_Woods_and_Forests\n",
      "Surveyor-General of the Ordnance (13249999): http://en.wikipedia.org/wiki/Surveyor-General_of_the_Ordnance\n",
      "\n",
      " * * 7 * * \n",
      "Limenitis archippus http://en.wikipedia.org/wiki/List_of_butterflies_of_Texas => 16654384 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Viceroy (butterfly) (3384352): http://en.wikipedia.org/wiki/Viceroy_(butterfly)\n",
      "Limenitidinae (1661097): http://en.wikipedia.org/wiki/Limenitidinae\n",
      "Limenitis arthemis (6702086): http://en.wikipedia.org/wiki/Limenitis_arthemis\n",
      "Limenitis (11898327): http://en.wikipedia.org/wiki/Limenitis\n",
      "\n",
      " * * 8 * * \n",
      "Surprise Encounter http://en.wikipedia.org/wiki/Royal_Hunt_Cup => 22673057 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "The Great Match (horse race) (14569297): http://en.wikipedia.org/wiki/The_Great_Match_(horse_race)\n",
      "Surprise Surprise (TV series) (5589821): http://en.wikipedia.org/wiki/Surprise_Surprise_(TV_series)\n",
      "Match II (13325529): http://en.wikipedia.org/wiki/Match_II\n",
      "Weekend Surprise (5067685): http://en.wikipedia.org/wiki/Weekend_Surprise\n",
      "\n",
      " * * 9 * * \n",
      "Time Does Not Pass http://en.wikipedia.org/wiki/List_of_British_films_of_2014 => 15655440 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Time Simply Passes (9887666): http://en.wikipedia.org/wiki/Time_Simply_Passes\n",
      "Time Lapse (film) (799684): http://en.wikipedia.org/wiki/Time_Lapse_(film)\n",
      "Timepass (film) (11653660): http://en.wikipedia.org/wiki/Timepass_(film)\n",
      "Time Flies (2013 film) (12046591): http://en.wikipedia.org/wiki/Time_Flies_(2013_film)\n",
      "\n",
      " * * 10 * * \n",
      "Research Career Development Award http://en.wikipedia.org/wiki/Julie_Ann_Sosa => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Parapsychological Association Outstanding Career Award (3696858): http://en.wikipedia.org/wiki/Parapsychological_Association_Outstanding_Career_Award\n",
      "Journal of Career Development (3511788): http://en.wikipedia.org/wiki/Journal_of_Career_Development\n",
      "Career development (2753732): http://en.wikipedia.org/wiki/Career_development\n",
      "Research development (15051214): http://en.wikipedia.org/wiki/Research_development\n",
      "\n",
      " * * 11 * * \n",
      "Hazel the Witch http://en.wikipedia.org/wiki/Mickey's_House_of_Villains => 10299108 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Hazel (comics) (1553712): http://en.wikipedia.org/wiki/Hazel_(comics)\n",
      "Witchfire (Marvel Comics) (2956041): http://en.wikipedia.org/wiki/Witchfire_(Marvel_Comics)\n",
      "Hazel (TV series) (635114): http://en.wikipedia.org/wiki/Hazel_(TV_series)\n",
      "Witch Hazel (Looney Tunes) (10299108): http://en.wikipedia.org/wiki/Witch_Hazel_(Looney_Tunes)\n",
      "\n",
      " * * 12 * * \n",
      "Rasathi Kalyanam http://en.wikipedia.org/wiki/Delhi_Ganesh => 6338380 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Kalyana Kalam (356898): http://en.wikipedia.org/wiki/Kalyana_Kalam\n",
      "Kalyana Agathigal (6611315): http://en.wikipedia.org/wiki/Kalyana_Agathigal\n",
      "Kalyana Rasi (6338380): http://en.wikipedia.org/wiki/Kalyana_Rasi\n",
      "Seetharama Kalyanam (1986 film) (9775661): http://en.wikipedia.org/wiki/Seetharama_Kalyanam_(1986_film)\n",
      "\n",
      " * * 13 * * \n",
      "Patrick Pichi Sun http://en.wikipedia.org/wiki/Order_of_Sikatuna => 18691573 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Patrick Brown (photographer) (1000768): http://en.wikipedia.org/wiki/Patrick_Brown_(photographer)\n",
      "Patrick Pichette (10892001): http://en.wikipedia.org/wiki/Patrick_Pichette\n",
      "Patrick Ward (photographer) (8422060): http://en.wikipedia.org/wiki/Patrick_Ward_(photographer)\n",
      "Patrick Picot (14268543): http://en.wikipedia.org/wiki/Patrick_Picot\n",
      "\n",
      " * * 14 * * \n",
      "Fredrik Mannberg http://en.wikipedia.org/wiki/In_a_Time_of_Blood_and_Fire => 16427264 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Fredrik Nordström (5673736): http://en.wikipedia.org/wiki/Fredrik_Nordström\n",
      "Fredrik (band) (10752178): http://en.wikipedia.org/wiki/Fredrik_(band)\n",
      "Fredrik Högberg (9041907): http://en.wikipedia.org/wiki/Fredrik_Högberg\n",
      "Fredrik Bergh (musician) (7341626): http://en.wikipedia.org/wiki/Fredrik_Bergh_(musician)\n",
      "\n",
      " * * 15 * * \n",
      "Miriam Sturm http://en.wikipedia.org/wiki/Freedom's_Road => 17368141 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Miriam Webster (3615544): http://en.wikipedia.org/wiki/Miriam_Webster\n",
      "Miriam Timothy (14776088): http://en.wikipedia.org/wiki/Miriam_Timothy\n",
      "Miriam Allan (2965538): http://en.wikipedia.org/wiki/Miriam_Allan\n",
      "Miriam Aïda (3004436): http://en.wikipedia.org/wiki/Miriam_Aïda\n",
      "\n",
      " * * 16 * * \n",
      "One Call Away http://en.wikipedia.org/wiki/One_Call_Away_(Chingy_song) => 10345128 (known)\n",
      "CANDIDATE ENTITIES\n",
      "One Call Away (Chingy song) (10345128): http://en.wikipedia.org/wiki/One_Call_Away_(Chingy_song)\n",
      "One call (disambiguation) (13687155): http://en.wikipedia.org/wiki/One_call_(disambiguation)\n",
      "One Call Away (Charlie Puth song) (228917): http://en.wikipedia.org/wiki/One_Call_Away_(Charlie_Puth_song)\n",
      "One Number Away (3589974): http://en.wikipedia.org/wiki/One_Number_Away\n",
      "\n",
      " * * 17 * * \n",
      "Overkill V... The Brand http://en.wikipedia.org/wiki/Historikill:_1995–2007 => 15883563 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Overkill (Motörhead song) (8817592): http://en.wikipedia.org/wiki/Overkill_(Motörhead_song)\n",
      "Overkill (EP) (8087929): http://en.wikipedia.org/wiki/Overkill_(EP)\n",
      "Overkill (Men at Work song) (13661437): http://en.wikipedia.org/wiki/Overkill_(Men_at_Work_song)\n",
      "Overkill (Motörhead album) (507535): http://en.wikipedia.org/wiki/Overkill_(Motörhead_album)\n",
      "\n",
      " * * 18 * * \n",
      "Bradley Chalupski http://en.wikipedia.org/wiki/FIBT_World_Championships_2011 => 18279657 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Oscar Chalupsky (6620152): http://en.wikipedia.org/wiki/Oscar_Chalupsky\n",
      "Enrique de Chávarri (2314177): http://en.wikipedia.org/wiki/Enrique_de_Chávarri\n",
      "Václav Chalupa (12848906): http://en.wikipedia.org/wiki/Václav_Chalupa\n",
      "Bradley Thiessen (14179231): http://en.wikipedia.org/wiki/Bradley_Thiessen\n",
      "\n",
      " * * 19 * * \n",
      "3rd EUC http://en.wikipedia.org/wiki/European_Universities_Judo_Championships => 16129080 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "European Universities Championships (1672715): http://en.wikipedia.org/wiki/European_Universities_Championships\n",
      "2017 European U23 Judo Championships (12324593): http://en.wikipedia.org/wiki/2017_European_U23_Judo_Championships\n",
      "European Judo Championships (10726043): http://en.wikipedia.org/wiki/European_Judo_Championships\n",
      "2015 European Judo Championships (5195438): http://en.wikipedia.org/wiki/2015_European_Judo_Championships\n",
      "\n",
      " * * 20 * * \n",
      "Lady Idoine Neville http://en.wikipedia.org/wiki/Ralph_Neville,_1st_Earl_of_Westmorland => 15721518 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Edmund Neville (4484801): http://en.wikipedia.org/wiki/Edmund_Neville\n",
      "Anne Neville (11832236): http://en.wikipedia.org/wiki/Anne_Neville\n",
      "Anne Neville, Duchess of Buckingham (13776659): http://en.wikipedia.org/wiki/Anne_Neville,_Duchess_of_Buckingham\n",
      "Edward Neville (4691356): http://en.wikipedia.org/wiki/Edward_Neville\n",
      "\n",
      " * * 21 * * \n",
      "Union des Églises évangéliques de Réveil http://en.wikipedia.org/wiki/Protestant_Federation_of_France => 15586855 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Association of Mennonite Evangelical Churches in France (14112297): http://en.wikipedia.org/wiki/Association_of_Mennonite_Evangelical_Churches_in_France\n",
      "National Union of Independent Reformed Evangelical Churches of France (9151140): http://en.wikipedia.org/wiki/National_Union_of_Independent_Reformed_Evangelical_Churches_of_France\n",
      "Union of Free Evangelical Churches in France (1604453): http://en.wikipedia.org/wiki/Union_of_Free_Evangelical_Churches_in_France\n",
      "United Protestant Church of France (1288647): http://en.wikipedia.org/wiki/United_Protestant_Church_of_France\n",
      "\n",
      " * * 22 * * \n",
      "Sanctuary http://en.wikipedia.org/wiki/List_of_number-one_songs_of_the_2010s_(Czech_Republic) => 1386802 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Sanctuary (Joji song) (4193962): http://en.wikipedia.org/wiki/Sanctuary_(Joji_song)\n",
      "Sanctuary (Gareth Emery song) (14185571): http://en.wikipedia.org/wiki/Sanctuary_(Gareth_Emery_song)\n",
      "Sanctuary (Lovelyz EP) (3673652): http://en.wikipedia.org/wiki/Sanctuary_(Lovelyz_EP)\n",
      "Sanctuary (Gabriella Cilmi song) (13367829): http://en.wikipedia.org/wiki/Sanctuary_(Gabriella_Cilmi_song)\n",
      "\n",
      " * * 23 * * \n",
      "Alcantara Space Center http://en.wikipedia.org/wiki/Fogtrein => 14577826 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Alcântara Cyclone Space (1321016): http://en.wikipedia.org/wiki/Alcântara_Cyclone_Space\n",
      "El Hierro Launch Centre (12946905): http://en.wikipedia.org/wiki/El_Hierro_Launch_Centre\n",
      "Alcântara Launch Center (14577826): http://en.wikipedia.org/wiki/Alcântara_Launch_Center\n",
      "U.S. Space & Rocket Center (3652755): http://en.wikipedia.org/wiki/U.S._Space_&_Rocket_Center\n",
      "\n",
      " * * 24 * * \n",
      "of Practical http://en.wikipedia.org/wiki/List_of_fictional_cats_in_literature => 16562397 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "CAT:A (193195): http://en.wikipedia.org/wiki/CAT:A\n",
      "Prince of Cats (graphic novel) (5907436): http://en.wikipedia.org/wiki/Prince_of_Cats_(graphic_novel)\n",
      "CAT:VERYOLD (2558886): http://en.wikipedia.org/wiki/CAT:VERYOLD\n",
      "CAT:FRINGEVENUE (10324311): http://en.wikipedia.org/wiki/CAT:FRINGEVENUE\n",
      "\n",
      " * * 25 * * \n",
      "Ninna Nudiyu Honna Nudiyu http://en.wikipedia.org/wiki/Badavara_Bandhu => 17707241 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Narayana Ninna Namada (13495610): http://en.wikipedia.org/wiki/Narayana_Ninna_Namada\n",
      "Nididhyāsana (6897714): http://en.wikipedia.org/wiki/Nididhyāsana\n",
      "Nachdi Phira (1449621): http://en.wikipedia.org/wiki/Nachdi_Phira\n",
      "Nuda (album) (2286302): http://en.wikipedia.org/wiki/Nuda_(album)\n",
      "\n",
      " * * 26 * * \n",
      "Black Country Development Corporation http://en.wikipedia.org/wiki/List_of_Statutory_Instruments_of_the_United_Kingdom,_1988 => 16593343 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Negro Factories Corporation (8835168): http://en.wikipedia.org/wiki/Negro_Factories_Corporation\n",
      "Black Country Housing Group (12446034): http://en.wikipedia.org/wiki/Black_Country_Housing_Group\n",
      "Black Country Development Corporation (14346699): http://en.wikipedia.org/wiki/Black_Country_Development_Corporation\n",
      "The Black Country Local Enterprise Partnership (647500): http://en.wikipedia.org/wiki/The_Black_Country_Local_Enterprise_Partnership\n",
      "\n",
      " * * 27 * * \n",
      "Selfridge http://en.wikipedia.org/wiki/List_of_department_stores_of_the_United_Kingdom => 12197234 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Selfridges (12197234): http://en.wikipedia.org/wiki/Selfridges\n",
      "Selfridges Building, Birmingham (12844677): http://en.wikipedia.org/wiki/Selfridges_Building,_Birmingham\n",
      "Selfridges, Oxford Street (265637): http://en.wikipedia.org/wiki/Selfridges,_Oxford_Street\n",
      "Selfridge Provincial Stores (11857526): http://en.wikipedia.org/wiki/Selfridge_Provincial_Stores\n",
      "\n",
      " * * 28 * * \n",
      "Paul Michael Romer http://en.wikipedia.org/wiki/List_of_American_Academy_of_Arts_and_Sciences_members_(1994–2005) => 355637 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Stephen Romer (14233528): http://en.wikipedia.org/wiki/Stephen_Romer\n",
      "Michael Römer (14193450): http://en.wikipedia.org/wiki/Michael_Römer\n",
      "Paul Cyr (165106): http://en.wikipedia.org/wiki/Paul_Cyr\n",
      "Paul Romer (355637): http://en.wikipedia.org/wiki/Paul_Romer\n",
      "\n",
      " * * 29 * * \n",
      "George McDowell http://en.wikipedia.org/wiki/It's_Your_Move_(1968_film) => 16370921 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "William Hugh McDowell (710992): http://en.wikipedia.org/wiki/William_Hugh_McDowell\n",
      "Samuel McDowell (5248945): http://en.wikipedia.org/wiki/Samuel_McDowell\n",
      "McDowell (surname) (10284064): http://en.wikipedia.org/wiki/McDowell_(surname)\n",
      "William G. McDowell (10384624): http://en.wikipedia.org/wiki/William_G._McDowell\n",
      "\n",
      " * * 30 * * \n",
      "Hackney PLU http://en.wikipedia.org/wiki/List_of_poor_law_unions_in_England => 19283179 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Hackney District (Metropolis) (10733417): http://en.wikipedia.org/wiki/Hackney_District_(Metropolis)\n",
      "Hackney London Borough Council (8668774): http://en.wikipedia.org/wiki/Hackney_London_Borough_Council\n",
      "Hackney Downs (ward) (7157836): http://en.wikipedia.org/wiki/Hackney_Downs_(ward)\n",
      "Hackney (parish) (11937870): http://en.wikipedia.org/wiki/Hackney_(parish)\n",
      "\n",
      " * * 31 * * \n",
      "Edith Yokley http://en.wikipedia.org/wiki/Afrika_Rising => 17872600 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Edith Oß (9298441): http://en.wikipedia.org/wiki/Edith_Oß\n",
      "Édith Butler (15102226): http://en.wikipedia.org/wiki/Édith_Butler\n",
      "Edith Espie (12123963): http://en.wikipedia.org/wiki/Edith_Espie\n",
      "Edith Swepstone (5540092): http://en.wikipedia.org/wiki/Edith_Swepstone\n",
      "\n",
      " * * 32 * * \n",
      "Jamie Kennedy http://en.wikipedia.org/wiki/Def_Poetry_Jam => 3979363 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Jamie Kennedy (chef) (13709481): http://en.wikipedia.org/wiki/Jamie_Kennedy_(chef)\n",
      "Jamie Kennedy (ice hockey) (3821611): http://en.wikipedia.org/wiki/Jamie_Kennedy_(ice_hockey)\n",
      "Jamie Kennedy (3979363): http://en.wikipedia.org/wiki/Jamie_Kennedy\n",
      "Jeffe Kennedy (5544278): http://en.wikipedia.org/wiki/Jeffe_Kennedy\n",
      "\n",
      " * * 33 * * \n",
      "Maria Brandt http://en.wikipedia.org/wiki/Enemy_of_Women => 17338991 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Maria Tsien (12895638): http://en.wikipedia.org/wiki/Maria_Tsien\n",
      "Maria Lark (7918043): http://en.wikipedia.org/wiki/Maria_Lark\n",
      "Maria Tietze (10308405): http://en.wikipedia.org/wiki/Maria_Tietze\n",
      "Alicia Brandt (14064174): http://en.wikipedia.org/wiki/Alicia_Brandt\n",
      "\n",
      " * * 34 * * \n",
      "Susan Ray http://en.wikipedia.org/wiki/Bakersfield_Rock_&_Country_Music_&_Art_Festival => 8335365 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Susan Ray Schmidt (14573245): http://en.wikipedia.org/wiki/Susan_Ray_Schmidt\n",
      "Susan Ashton (15271452): http://en.wikipedia.org/wiki/Susan_Ashton\n",
      "Susan Raye (8335365): http://en.wikipedia.org/wiki/Susan_Raye\n",
      "Susan Raye discography (301063): http://en.wikipedia.org/wiki/Susan_Raye_discography\n",
      "\n",
      " * * 35 * * \n",
      "Corio http://en.wikipedia.org/wiki/Victorian_State_League_Division_2 => 3316662 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Corio Oval (13631176): http://en.wikipedia.org/wiki/Corio_Oval\n",
      "Corio railway station (1648916): http://en.wikipedia.org/wiki/Corio_railway_station\n",
      "Corio Community Sports Club (7454341): http://en.wikipedia.org/wiki/Corio_Community_Sports_Club\n",
      "Corio, Victoria (3316662): http://en.wikipedia.org/wiki/Corio,_Victoria\n",
      "\n",
      " * * 36 * * \n",
      "Jerry Epstein http://en.wikipedia.org/wiki/The_Way_I_See_It => 15967975 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Steven Epstein (music producer) (4577304): http://en.wikipedia.org/wiki/Steven_Epstein_(music_producer)\n",
      "Daniel Epstein (pianist) (12701108): http://en.wikipedia.org/wiki/Daniel_Epstein_(pianist)\n",
      "Michael J. Epstein (3837340): http://en.wikipedia.org/wiki/Michael_J._Epstein\n",
      "Jerry Lawson (1250982): http://en.wikipedia.org/wiki/Jerry_Lawson\n",
      "\n",
      " * * 37 * * \n",
      "U.P. SCHOOL VAKATHANAM http://en.wikipedia.org/wiki/Vakathanam => 17414324 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Samudradevi Balika Vidyalaya (12254346): http://en.wikipedia.org/wiki/Samudradevi_Balika_Vidyalaya\n",
      "Visuvamadu Maha Vidyalayam (4254323): http://en.wikipedia.org/wiki/Visuvamadu_Maha_Vidyalayam\n",
      "U.N. Academy, Kokrajhar (7359580): http://en.wikipedia.org/wiki/U.N._Academy,_Kokrajhar\n",
      "Vaddakkachchi Maha Vidyalayam (7905622): http://en.wikipedia.org/wiki/Vaddakkachchi_Maha_Vidyalayam\n",
      "\n",
      " * * 38 * * \n",
      "Kundan Joshi http://en.wikipedia.org/wiki/RBC_Top_25_Canadian_Immigrants_Award => 22948020 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Jiniv Joshi (6952088): http://en.wikipedia.org/wiki/Jiniv_Joshi\n",
      "Shivram Dattatray Joshi (11776483): http://en.wikipedia.org/wiki/Shivram_Dattatray_Joshi\n",
      "C. P. Joshi (1547956): http://en.wikipedia.org/wiki/C._P._Joshi\n",
      "Mangal Raj Joshi (5837022): http://en.wikipedia.org/wiki/Mangal_Raj_Joshi\n",
      "\n",
      " * * 39 * * \n",
      "Ray Revis http://en.wikipedia.org/wiki/Old_Crest_on_a_New_Wave => 22595824 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Ray Campi (12161632): http://en.wikipedia.org/wiki/Ray_Campi\n",
      "Ray (musician) (14212929): http://en.wikipedia.org/wiki/Ray_(musician)\n",
      "Ray Butts (1503875): http://en.wikipedia.org/wiki/Ray_Butts\n",
      "Ray Foxx (10285017): http://en.wikipedia.org/wiki/Ray_Foxx\n",
      "\n",
      " * * 40 * * \n",
      "Hypenetes oldroydi http://en.wikipedia.org/wiki/List_of_Asilidae_species:_H => 16517863 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Hypexilis (9429185): http://en.wikipedia.org/wiki/Hypexilis\n",
      "Hypeninae (14068193): http://en.wikipedia.org/wiki/Hypeninae\n",
      "Hypexilis longipennis (8558933): http://en.wikipedia.org/wiki/Hypexilis_longipennis\n",
      "Hypenodes (15429575): http://en.wikipedia.org/wiki/Hypenodes\n",
      "\n",
      " * * 41 * * \n",
      "Ocean Avenue Project http://en.wikipedia.org/wiki/List_of_works_by_Frank_Gehry => 15517830 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Santa Monica Boulevard (10358981): http://en.wikipedia.org/wiki/Santa_Monica_Boulevard\n",
      "Ocean Avenue (Brooklyn) (11507949): http://en.wikipedia.org/wiki/Ocean_Avenue_(Brooklyn)\n",
      "Pacific Ocean Park (4578404): http://en.wikipedia.org/wiki/Pacific_Ocean_Park\n",
      "Ocean Avenue (Santa Monica) (3280165): http://en.wikipedia.org/wiki/Ocean_Avenue_(Santa_Monica)\n",
      "\n",
      " * * 42 * * \n",
      "Kitay Gorod http://en.wikipedia.org/wiki/Lipcani => 1223554 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Gorod (toponymy) (11019968): http://en.wikipedia.org/wiki/Gorod_(toponymy)\n",
      "Kitay-gorod (1223554): http://en.wikipedia.org/wiki/Kitay-gorod\n",
      "Kitay-gorod (Moscow Metro) (11917286): http://en.wikipedia.org/wiki/Kitay-gorod_(Moscow_Metro)\n",
      "Gorodok, Russia (1812407): http://en.wikipedia.org/wiki/Gorodok,_Russia\n",
      "\n",
      " * * 43 * * \n",
      "Gynostemma pubescens http://en.wikipedia.org/wiki/Gynostemma => 19249111 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Gynnidomorpha stirodelphys (14505138): http://en.wikipedia.org/wiki/Gynnidomorpha_stirodelphys\n",
      "Gynostemma (10633668): http://en.wikipedia.org/wiki/Gynostemma\n",
      "Gynoeryx brevis (3639012): http://en.wikipedia.org/wiki/Gynoeryx_brevis\n",
      "Gynochthodes (651015): http://en.wikipedia.org/wiki/Gynochthodes\n",
      "\n",
      " * * 44 * * \n",
      "Magnificat in G major http://en.wikipedia.org/wiki/List_of_compositions_by_Johann_Pachelbel => 15496424 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Magnificat (C. P. E. Bach) (8116866): http://en.wikipedia.org/wiki/Magnificat_(C._P._E._Bach)\n",
      "Magnificat (Schubert) (15238468): http://en.wikipedia.org/wiki/Magnificat_(Schubert)\n",
      "Magnificat (Bach) (11297853): http://en.wikipedia.org/wiki/Magnificat_(Bach)\n",
      "Magnificat (Rutter) (12275662): http://en.wikipedia.org/wiki/Magnificat_(Rutter)\n",
      "\n",
      " * * 45 * * \n",
      "Carlos Odon http://en.wikipedia.org/wiki/List_of_World_Rally_Championship_drivers => 18708983 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Reinhold Joest (3840636): http://en.wikipedia.org/wiki/Reinhold_Joest\n",
      "Robert O'Brien (racing driver) (9865579): http://en.wikipedia.org/wiki/Robert_O'Brien_(racing_driver)\n",
      "Carlos Okulovich (11765364): http://en.wikipedia.org/wiki/Carlos_Okulovich\n",
      "Carlos del Barrio (1652629): http://en.wikipedia.org/wiki/Carlos_del_Barrio\n",
      "\n",
      " * * 46 * * \n",
      "ASIFA http://en.wikipedia.org/wiki/Joanna_Priestley => 16353788 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "International Animated Film Association (11733610): http://en.wikipedia.org/wiki/International_Animated_Film_Association\n",
      "ASFMA Award (8286884): http://en.wikipedia.org/wiki/ASFMA_Award\n",
      "ASIFA-Hollywood (8327606): http://en.wikipedia.org/wiki/ASIFA-Hollywood\n",
      "Association of Science Fiction and Fantasy Artists (9657191): http://en.wikipedia.org/wiki/Association_of_Science_Fiction_and_Fantasy_Artists\n",
      "\n",
      " * * 47 * * \n",
      "Drum http://en.wikipedia.org/wiki/John_Phillips_(John,_the_Wolf_King_of_L.A.) => 15461614 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Drum (EP) (3977424): http://en.wikipedia.org/wiki/Drum_(EP)\n",
      "Drum (album) (7073321): http://en.wikipedia.org/wiki/Drum_(album)\n",
      "Drum (4375177): http://en.wikipedia.org/wiki/Drum\n",
      "The Drum (song) (14164561): http://en.wikipedia.org/wiki/The_Drum_(song)\n",
      "\n",
      " * * 48 * * \n",
      "Melchor http://en.wikipedia.org/wiki/La_poseída => 17508871 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "José Melchor (14648640): http://en.wikipedia.org/wiki/José_Melchor\n",
      "Melchor (name) (1281025): http://en.wikipedia.org/wiki/Melchor_(name)\n",
      "Federico Melchor (3555947): http://en.wikipedia.org/wiki/Federico_Melchor\n",
      "Melchor Cano (2471958): http://en.wikipedia.org/wiki/Melchor_Cano\n",
      "\n",
      " * * 49 * * \n",
      "Rajkiya Balika Inter College http://en.wikipedia.org/wiki/Ganj_Muradabad => 15514046 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Raj Inter College (9810265): http://en.wikipedia.org/wiki/Raj_Inter_College\n",
      "JDVM Inter College (2332169): http://en.wikipedia.org/wiki/JDVM_Inter_College\n",
      "Shri Yogeshwar Rishikul Inter College (8855393): http://en.wikipedia.org/wiki/Shri_Yogeshwar_Rishikul_Inter_College\n",
      "Rajkiya Inter College (3589758): http://en.wikipedia.org/wiki/Rajkiya_Inter_College\n",
      "\n",
      " * * 50 * * \n",
      "Ande Ka Fanda http://en.wikipedia.org/wiki/No._1_(film_series) => 17271763 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "And (Koda Kumi album) (8497257): http://en.wikipedia.org/wiki/And_(Koda_Kumi_album)\n",
      "Fantôme (album) (1187027): http://en.wikipedia.org/wiki/Fantôme_(album)\n",
      "Ora (Jovanotti album) (8889261): http://en.wikipedia.org/wiki/Ora_(Jovanotti_album)\n",
      "Fan (song) (8303555): http://en.wikipedia.org/wiki/Fan_(song)\n",
      "\n",
      " * * 51 * * \n",
      "Starrfucker http://en.wikipedia.org/wiki/Jeremy_Lucido => 20729810 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Starr Companies (3235727): http://en.wikipedia.org/wiki/Starr_Companies\n",
      "StarRay (4613516): http://en.wikipedia.org/wiki/StarRay\n",
      "The Starr Affair (11318637): http://en.wikipedia.org/wiki/The_Starr_Affair\n",
      "Starr (given name) (2370839): http://en.wikipedia.org/wiki/Starr_(given_name)\n",
      "\n",
      " * * 52 * * \n",
      "Hungarica Circary http://en.wikipedia.org/wiki/Premonstratensians => 17450733 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Winkelried (12528656): http://en.wikipedia.org/wiki/Winkelried\n",
      "Lay Abbey (3402797): http://en.wikipedia.org/wiki/Lay_Abbey\n",
      "Hungrvaka (7628294): http://en.wikipedia.org/wiki/Hungrvaka\n",
      "Circassians (14892495): http://en.wikipedia.org/wiki/Circassians\n",
      "\n",
      " * * 53 * * \n",
      "Sandip Dey http://en.wikipedia.org/wiki/Keya_Patar_Nouko => 17017802 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Sandipan Deb (10598624): http://en.wikipedia.org/wiki/Sandipan_Deb\n",
      "Sandeepa Dhar (1484515): http://en.wikipedia.org/wiki/Sandeepa_Dhar\n",
      "Sandal, Afghanistan (11415316): http://en.wikipedia.org/wiki/Sandal,_Afghanistan\n",
      "Sandeep Pandey (7877773): http://en.wikipedia.org/wiki/Sandeep_Pandey\n",
      "\n",
      " * * 54 * * \n",
      "Biomedical Research Caucus http://en.wikipedia.org/wiki/104th_United_States_Congress => 15499048 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Bipartisan Commission on Biodefense (6905385): http://en.wikipedia.org/wiki/Bipartisan_Commission_on_Biodefense\n",
      "Veterinary Medicine Caucus (11497891): http://en.wikipedia.org/wiki/Veterinary_Medicine_Caucus\n",
      "Congressional Biodefense Caucus (3780468): http://en.wikipedia.org/wiki/Congressional_Biodefense_Caucus\n",
      "Biomedical research in the United States (6899806): http://en.wikipedia.org/wiki/Biomedical_research_in_the_United_States\n",
      "\n",
      " * * 55 * * \n",
      "Os Vilares http://en.wikipedia.org/wiki/Roman_Catholic_Diocese_of_Mondoñedo-Ferrol => 16261420 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Vilare Island (12387872): http://en.wikipedia.org/wiki/Vilare_Island\n",
      "Vila Nova de Poiares (7608360): http://en.wikipedia.org/wiki/Vila_Nova_de_Poiares\n",
      "Vilaür (9407219): http://en.wikipedia.org/wiki/Vilaür\n",
      "Roman Catholic Diocese of Ossero (4814069): http://en.wikipedia.org/wiki/Roman_Catholic_Diocese_of_Ossero\n",
      "\n",
      " * * 56 * * \n",
      "Anders Hellgård http://en.wikipedia.org/wiki/2000_Men's_World_Floorball_Championships => 15866023 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Jens Hellgren (12735596): http://en.wikipedia.org/wiki/Jens_Hellgren\n",
      "Anders Hella (5025884): http://en.wikipedia.org/wiki/Anders_Hella\n",
      "Anders Hellqvist (12360142): http://en.wikipedia.org/wiki/Anders_Hellqvist\n",
      "Alexander Hellström (12675255): http://en.wikipedia.org/wiki/Alexander_Hellström\n",
      "\n",
      " * * 57 * * \n",
      "Test of Time Award http://en.wikipedia.org/wiki/SIGCOMM => 20224912 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Time (metadata) (5760657): http://en.wikipedia.org/wiki/Time_(metadata)\n",
      "Time and Frequency Standards Laboratory (5132129): http://en.wikipedia.org/wiki/Time_and_Frequency_Standards_Laboratory\n",
      "ISO-TimeML (11255417): http://en.wikipedia.org/wiki/ISO-TimeML\n",
      "International Society for the Study of Time (1810614): http://en.wikipedia.org/wiki/International_Society_for_the_Study_of_Time\n",
      "\n",
      " * * 58 * * \n",
      "Bruce Stadium http://en.wikipedia.org/wiki/Australian_Athletics_Championships => 15470882 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Canberra Stadium (7842297): http://en.wikipedia.org/wiki/Canberra_Stadium\n",
      "Sydney Stadium (9417954): http://en.wikipedia.org/wiki/Sydney_Stadium\n",
      "Stadium Australia (4730354): http://en.wikipedia.org/wiki/Stadium_Australia\n",
      "Sydney Football Stadium (1988-2019) (7407201): http://en.wikipedia.org/wiki/Sydney_Football_Stadium_(1988-2019)\n",
      "\n",
      " * * 59 * * \n",
      "No! No! No! http://en.wikipedia.org/wiki/Tovarich_(musical) => 15623704 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "No No No (compilation) (145643): http://en.wikipedia.org/wiki/No_No_No_(compilation)\n",
      "No (Boris album) (1522315): http://en.wikipedia.org/wiki/No_(Boris_album)\n",
      "No No No (Apink song) (6686733): http://en.wikipedia.org/wiki/No_No_No_(Apink_song)\n",
      "No No Never (2624582): http://en.wikipedia.org/wiki/No_No_Never\n",
      "\n",
      " * * 60 * * \n",
      "Circoscrizione http://en.wikipedia.org/wiki/Turin => 21006528 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Cinecittà (Rome Metro) (108400): http://en.wikipedia.org/wiki/Cinecittà_(Rome_Metro)\n",
      "March of Turin (13570699): http://en.wikipedia.org/wiki/March_of_Turin\n",
      "Cicagna (9020516): http://en.wikipedia.org/wiki/Cicagna\n",
      "Circoscrizione (12535981): http://en.wikipedia.org/wiki/Circoscrizione\n",
      "\n",
      " * * 61 * * \n",
      "Rahe http://en.wikipedia.org/wiki/A_Time_to_Love_and_a_Time_to_Die => 21038226 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Raadhu (actress) (461976): http://en.wikipedia.org/wiki/Raadhu_(actress)\n",
      "Raham (3493201): http://en.wikipedia.org/wiki/Raham\n",
      "Rauni (deity) (14552875): http://en.wikipedia.org/wiki/Rauni_(deity)\n",
      "Rarus (13228235): http://en.wikipedia.org/wiki/Rarus\n",
      "\n",
      " * * 62 * * \n",
      "Summer http://en.wikipedia.org/wiki/K._Sparks => 15461606 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Summer (2008 film) (14442954): http://en.wikipedia.org/wiki/Summer_(2008_film)\n",
      "Summer Summer (3544107): http://en.wikipedia.org/wiki/Summer_Summer\n",
      "Summer (Cassadee Pope song) (7216167): http://en.wikipedia.org/wiki/Summer_(Cassadee_Pope_song)\n",
      "Summer (George Winston album) (13455087): http://en.wikipedia.org/wiki/Summer_(George_Winston_album)\n",
      "\n",
      " * * 63 * * \n",
      "Barry & District News http://en.wikipedia.org/wiki/List_of_newspapers_published_by_Newsquest => 16793654 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "The District (newspaper) (7131048): http://en.wikipedia.org/wiki/The_District_(newspaper)\n",
      "News and Newspapers Summary (4387498): http://en.wikipedia.org/wiki/News_and_Newspapers_Summary\n",
      "Neighborhood News, Inc. (5242519): http://en.wikipedia.org/wiki/Neighborhood_News,_Inc.\n",
      "Chester and District Standard (11935704): http://en.wikipedia.org/wiki/Chester_and_District_Standard\n",
      "\n",
      " * * 64 * * \n",
      "Dialogus de migratione Petri http://en.wikipedia.org/wiki/Battista_dei_Giudici => 16610744 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Peter I of Trani (14131664): http://en.wikipedia.org/wiki/Peter_I_of_Trani\n",
      "Paenitentiale Theodori (3725481): http://en.wikipedia.org/wiki/Paenitentiale_Theodori\n",
      "Transignification (14932701): http://en.wikipedia.org/wiki/Transignification\n",
      "Mirari vos (5361953): http://en.wikipedia.org/wiki/Mirari_vos\n",
      "\n",
      " * * 65 * * \n",
      "LG Twin Tower http://en.wikipedia.org/wiki/List_of_tallest_buildings_in_Beijing => 18426132 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "LG Gangnam Tower (4677230): http://en.wikipedia.org/wiki/LG_Gangnam_Tower\n",
      "Guangzhou Twin Towers (13609670): http://en.wikipedia.org/wiki/Guangzhou_Twin_Towers\n",
      "Twin Tower (15031118): http://en.wikipedia.org/wiki/Twin_Tower\n",
      "Beijing Yintai Centre Tower 2 (429078): http://en.wikipedia.org/wiki/Beijing_Yintai_Centre_Tower_2\n",
      "\n",
      " * * 66 * * \n",
      "At The Feast http://en.wikipedia.org/wiki/Heart_of_the_Congos => 19358088 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "A Feast for Crows (album) (7345848): http://en.wikipedia.org/wiki/A_Feast_for_Crows_(album)\n",
      "Feast of Love (album) (7354602): http://en.wikipedia.org/wiki/Feast_of_Love_(album)\n",
      "Feast (The Creatures album) (13857234): http://en.wikipedia.org/wiki/Feast_(The_Creatures_album)\n",
      "Feast (Annihilator album) (4918676): http://en.wikipedia.org/wiki/Feast_(Annihilator_album)\n",
      "\n",
      " * * 67 * * \n",
      "Cork Premier Intermediate Football Championships http://en.wikipedia.org/wiki/St._Finbarr's_GAA => 10889242 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Cork Intermediate A Football Championship (4252776): http://en.wikipedia.org/wiki/Cork_Intermediate_A_Football_Championship\n",
      "Cork Premier Intermediate Football Championship (10889242): http://en.wikipedia.org/wiki/Cork_Premier_Intermediate_Football_Championship\n",
      "2020 Cork Premier Intermediate Football Championship (13720810): http://en.wikipedia.org/wiki/2020_Cork_Premier_Intermediate_Football_Championship\n",
      "2013 Cork Premier Intermediate Football Championship (1238279): http://en.wikipedia.org/wiki/2013_Cork_Premier_Intermediate_Football_Championship\n",
      "\n",
      " * * 68 * * \n",
      "Subir Nandi S I Tutul http://en.wikipedia.org/wiki/Bangladesh_National_Film_Award_for_Best_Male_Playback_Singer => 21760179 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Subir Nandi (3292392): http://en.wikipedia.org/wiki/Subir_Nandi\n",
      "Subal Das (5242828): http://en.wikipedia.org/wiki/Subal_Das\n",
      "S.I. Tutul (13037588): http://en.wikipedia.org/wiki/S.I._Tutul\n",
      "Yevade Subramanyam (6044302): http://en.wikipedia.org/wiki/Yevade_Subramanyam\n",
      "\n",
      " * * 69 * * \n",
      "Amit http://en.wikipedia.org/wiki/Dhada => 15465240 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Amit Shah (disambiguation) (12677897): http://en.wikipedia.org/wiki/Amit_Shah_(disambiguation)\n",
      "Amit Kumar filmography (4020172): http://en.wikipedia.org/wiki/Amit_Kumar_filmography\n",
      "Amit Bhatt (13651934): http://en.wikipedia.org/wiki/Amit_Bhatt\n",
      "Amit Shah (actor) (4429918): http://en.wikipedia.org/wiki/Amit_Shah_(actor)\n",
      "\n",
      " * * 70 * * \n",
      "Brian Holt http://en.wikipedia.org/wiki/Spicerhaart => 18759857 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Brian Holt (6775075): http://en.wikipedia.org/wiki/Brian_Holt\n",
      "John Holt plc (2251547): http://en.wikipedia.org/wiki/John_Holt_plc\n",
      "Holt baronets (5962395): http://en.wikipedia.org/wiki/Holt_baronets\n",
      "John Holt (businessman) (2862543): http://en.wikipedia.org/wiki/John_Holt_(businessman)\n",
      "\n",
      " * * 71 * * \n",
      "Hapalua http://en.wikipedia.org/wiki/Coins_of_the_Hawaiian_dollar => 2836038 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Hawaiʻiloa (11066392): http://en.wikipedia.org/wiki/Hawaiʻiloa\n",
      "Havaii (7859636): http://en.wikipedia.org/wiki/Havaii\n",
      "Hakauata (5372037): http://en.wikipedia.org/wiki/Hakauata\n",
      "Kapalua, Hawaii (2836038): http://en.wikipedia.org/wiki/Kapalua,_Hawaii\n",
      "\n",
      " * * 72 * * \n",
      "Zagreb http://en.wikipedia.org/wiki/Macedonians_of_Croatia => 11442615 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Zagreb County (former) (8935895): http://en.wikipedia.org/wiki/Zagreb_County_(former)\n",
      "Zagreb County (9056564): http://en.wikipedia.org/wiki/Zagreb_County\n",
      "Zagreb Oblast (208653): http://en.wikipedia.org/wiki/Zagreb_Oblast\n",
      "Zagreb (11442615): http://en.wikipedia.org/wiki/Zagreb\n",
      "\n",
      " * * 73 * * \n",
      "Juan Caballero http://en.wikipedia.org/wiki/1992_Tournament_of_the_Americas_squads => 8720490 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Juan Barcia Caballero (8031600): http://en.wikipedia.org/wiki/Juan_Barcia_Caballero\n",
      "Juan Caballero (8720490): http://en.wikipedia.org/wiki/Juan_Caballero\n",
      "Juan Carlos Caballero (1420227): http://en.wikipedia.org/wiki/Juan_Carlos_Caballero\n",
      "Carlos Orlando Caballero (11403276): http://en.wikipedia.org/wiki/Carlos_Orlando_Caballero\n",
      "\n",
      " * * 74 * * \n",
      "Port-Menier http://en.wikipedia.org/wiki/Gamache_River_(Anticosti_Island) => 3241268 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Ménier Island (10508041): http://en.wikipedia.org/wiki/Ménier_Island\n",
      "Port-Menier, Quebec (3241268): http://en.wikipedia.org/wiki/Port-Menier,_Quebec\n",
      "Seeadler Harbor (10292133): http://en.wikipedia.org/wiki/Seeadler_Harbor\n",
      "Port-Menier Airport (5960270): http://en.wikipedia.org/wiki/Port-Menier_Airport\n",
      "\n",
      " * * 75 * * \n",
      "Positec http://en.wikipedia.org/wiki/Aldo_Cibic => 22518687 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Positec (1068712): http://en.wikipedia.org/wiki/Positec\n",
      "Pisita (12684567): http://en.wikipedia.org/wiki/Pisita\n",
      "Grupo Positivo (14425200): http://en.wikipedia.org/wiki/Grupo_Positivo\n",
      "Positano (5168344): http://en.wikipedia.org/wiki/Positano\n",
      "\n",
      " * * 76 * * \n",
      "Athene Transmission Station http://en.wikipedia.org/wiki/List_of_National_Key_Points => 19657272 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Athlone, Durban (7234184): http://en.wikipedia.org/wiki/Athlone,_Durban\n",
      "Athlone Park (10706323): http://en.wikipedia.org/wiki/Athlone_Park\n",
      "Athlone Power Station (14890875): http://en.wikipedia.org/wiki/Athlone_Power_Station\n",
      "Durban railway station (2608284): http://en.wikipedia.org/wiki/Durban_railway_station\n",
      "\n",
      " * * 77 * * \n",
      "Dick Evans http://en.wikipedia.org/wiki/The_Grand_Passion => 2613908 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Richard Evans (businessman) (13674298): http://en.wikipedia.org/wiki/Richard_Evans_(businessman)\n",
      "Dick Evans (footballer) (2613908): http://en.wikipedia.org/wiki/Dick_Evans_(footballer)\n",
      "Lord Evans (13669142): http://en.wikipedia.org/wiki/Lord_Evans\n",
      "Dick Evans (politician) (15320415): http://en.wikipedia.org/wiki/Dick_Evans_(politician)\n",
      "\n",
      " * * 78 * * \n",
      "Environmental Health http://en.wikipedia.org/wiki/Illinois_State_University_College_of_Applied_Science_and_Technology => 6550818 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Environmental Health (journal) (11298640): http://en.wikipedia.org/wiki/Environmental_Health_(journal)\n",
      "Environmental health (6550818): http://en.wikipedia.org/wiki/Environmental_health\n",
      "Environmental medicine (7703539): http://en.wikipedia.org/wiki/Environmental_medicine\n",
      "Environmental health policy (818244): http://en.wikipedia.org/wiki/Environmental_health_policy\n",
      "\n",
      " * * 79 * * \n",
      "Périgny Lake http://en.wikipedia.org/wiki/Brébeuf_Lake_(Saint-Jean_River_tributary) => 7974006 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Peribonka River (6914504): http://en.wikipedia.org/wiki/Peribonka_River\n",
      "Périgny, Val-de-Marne (15291777): http://en.wikipedia.org/wiki/Périgny,_Val-de-Marne\n",
      "Lake Péribonca (10944434): http://en.wikipedia.org/wiki/Lake_Péribonca\n",
      "Périgny River (7974006): http://en.wikipedia.org/wiki/Périgny_River\n",
      "\n",
      " * * 80 * * \n",
      "Joey Vantes http://en.wikipedia.org/wiki/God's_House_of_Hip_Hop_20/20_Summer_Fest => 17193923 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Joey Batts & Them (11245880): http://en.wikipedia.org/wiki/Joey_Batts_&_Them\n",
      "Joey Badass discography (9216147): http://en.wikipedia.org/wiki/Joey_Badass_discography\n",
      "Joey Purp (4279862): http://en.wikipedia.org/wiki/Joey_Purp\n",
      "Joey Badass (8592151): http://en.wikipedia.org/wiki/Joey_Badass\n",
      "\n",
      " * * 81 * * \n",
      "Rockin' Soul http://en.wikipedia.org/wiki/The_Hues_Corporation => 4906560 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Rockin' Soul (4906560): http://en.wikipedia.org/wiki/Rockin'_Soul\n",
      "Still Rockin' My Soul (6283801): http://en.wikipedia.org/wiki/Still_Rockin'_My_Soul\n",
      "Rock 'n Soul (Solomon Burke album) (214338): http://en.wikipedia.org/wiki/Rock_'n_Soul_(Solomon_Burke_album)\n",
      "Soulin' (10822584): http://en.wikipedia.org/wiki/Soulin'\n",
      "\n",
      " * * 82 * * \n",
      "VR-61 http://en.wikipedia.org/wiki/List_of_United_States_Navy_aircraft_squadrons => 336621 (known)\n",
      "CANDIDATE ENTITIES\n",
      "VR-55 (4339928): http://en.wikipedia.org/wiki/VR-55\n",
      "VRC-50 (4321497): http://en.wikipedia.org/wiki/VRC-50\n",
      "VR-62 (3739061): http://en.wikipedia.org/wiki/VR-62\n",
      "VR-56 (336621): http://en.wikipedia.org/wiki/VR-56\n",
      "\n",
      " * * 83 * * \n",
      "Prince of Wales http://en.wikipedia.org/wiki/LNWR_Whale_Experiment_Class => 7358502 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Prince of Wales (7358502): http://en.wikipedia.org/wiki/Prince_of_Wales\n",
      "Prince of Wales (ship) (5155161): http://en.wikipedia.org/wiki/Prince_of_Wales_(ship)\n",
      "Prince of Wales (EIC ship) (9310429): http://en.wikipedia.org/wiki/Prince_of_Wales_(EIC_ship)\n",
      "Prince of Wales (1803 EIC ship) (3991542): http://en.wikipedia.org/wiki/Prince_of_Wales_(1803_EIC_ship)\n",
      "\n",
      " * * 84 * * \n",
      "Arturo Huber http://en.wikipedia.org/wiki/Adiós_muchachos_(film) => 20685629 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Arturo Herbruger (13991013): http://en.wikipedia.org/wiki/Arturo_Herbruger\n",
      "Marcel Huber (1554761): http://en.wikipedia.org/wiki/Marcel_Huber\n",
      "Jorge Hübner (2932101): http://en.wikipedia.org/wiki/Jorge_Hübner\n",
      "Daniel Huber (6418502): http://en.wikipedia.org/wiki/Daniel_Huber\n",
      "\n",
      " * * 85 * * \n",
      "Matters Of The Heart http://en.wikipedia.org/wiki/Kathy_Kallick => 15227323 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Matters of the Heart (Restless Heart album) (2294952): http://en.wikipedia.org/wiki/Matters_of_the_Heart_(Restless_Heart_album)\n",
      "Matters of the Heart (Tracy Chapman album) (5663689): http://en.wikipedia.org/wiki/Matters_of_the_Heart_(Tracy_Chapman_album)\n",
      "Matters of the Heart (Commissioned album) (15227323): http://en.wikipedia.org/wiki/Matters_of_the_Heart_(Commissioned_album)\n",
      "Matters of the Heart (novel) (11187559): http://en.wikipedia.org/wiki/Matters_of_the_Heart_(novel)\n",
      "\n",
      " * * 86 * * \n",
      "We Will http://en.wikipedia.org/wiki/John_Rutter => 7701251 (known)\n",
      "CANDIDATE ENTITIES\n",
      "We Will (7531496): http://en.wikipedia.org/wiki/We_Will\n",
      "And What Will We Do Tomorrow? (13337154): http://en.wikipedia.org/wiki/And_What_Will_We_Do_Tomorrow?\n",
      "We Will (song) (7701251): http://en.wikipedia.org/wiki/We_Will_(song)\n",
      "We Will Rock You (6136408): http://en.wikipedia.org/wiki/We_Will_Rock_You\n",
      "\n",
      " * * 87 * * \n",
      "Garon Honasan http://en.wikipedia.org/wiki/COG_(band) => 18161857 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Gaëtan Vassart (9203264): http://en.wikipedia.org/wiki/Gaëtan_Vassart\n",
      "Georgy Garanian (11067929): http://en.wikipedia.org/wiki/Georgy_Garanian\n",
      "Timothy Garon (4367324): http://en.wikipedia.org/wiki/Timothy_Garon\n",
      "Ognjen Gajić (3567831): http://en.wikipedia.org/wiki/Ognjen_Gajić\n",
      "\n",
      " * * 88 * * \n",
      "Casino Filipino Tagaytay http://en.wikipedia.org/wiki/List_of_casinos_in_the_Philippines => 16446230 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Solaire Resort & Casino (1430120): http://en.wikipedia.org/wiki/Solaire_Resort_&_Casino\n",
      "Casino Español de Manila (7622602): http://en.wikipedia.org/wiki/Casino_Español_de_Manila\n",
      "Casino Nanaimo (14615158): http://en.wikipedia.org/wiki/Casino_Nanaimo\n",
      "Casino (6279511): http://en.wikipedia.org/wiki/Casino\n",
      "\n",
      " * * 89 * * \n",
      "Sir Andrew George Forbes-Leith, 3rd Baronet http://en.wikipedia.org/wiki/Forbes_baronets => 2276483 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Alexander Forbes-Leith, 1st Baron Leith of Fyvie (12426913): http://en.wikipedia.org/wiki/Alexander_Forbes-Leith,_1st_Baron_Leith_of_Fyvie\n",
      "Forbes baronets (2276483): http://en.wikipedia.org/wiki/Forbes_baronets\n",
      "Leith baronets (4388260): http://en.wikipedia.org/wiki/Leith_baronets\n",
      "Sir Alexander Leith, 1st Baronet (15077413): http://en.wikipedia.org/wiki/Sir_Alexander_Leith,_1st_Baronet\n",
      "\n",
      " * * 90 * * \n",
      "Trevor Thomas http://en.wikipedia.org/wiki/List_of_mayors_of_Manchester => 8286224 (known)\n",
      "CANDIDATE ENTITIES\n",
      "Trevor Thomas (historian) (8286224): http://en.wikipedia.org/wiki/Trevor_Thomas_(historian)\n",
      "Trevor Thomas (hiker) (1949787): http://en.wikipedia.org/wiki/Trevor_Thomas_(hiker)\n",
      "Thomas Trevor (1586–1656) (9522276): http://en.wikipedia.org/wiki/Thomas_Trevor_(1586–1656)\n",
      "Trevor Thomas (actor) (8556877): http://en.wikipedia.org/wiki/Trevor_Thomas_(actor)\n",
      "\n",
      " * * 91 * * \n",
      "Bust Out at Full Speed http://en.wikipedia.org/wiki/Tom_Wilkes => 17156723 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Bustin' Out (146248): http://en.wikipedia.org/wiki/Bustin'_Out\n",
      "Full Speed Ahead (Táta Vega album) (1771505): http://en.wikipedia.org/wiki/Full_Speed_Ahead_(Táta_Vega_album)\n",
      "Full Speed Ahead (D.R.I. album) (3267712): http://en.wikipedia.org/wiki/Full_Speed_Ahead_(D.R.I._album)\n",
      "Full Speed (album) (9594846): http://en.wikipedia.org/wiki/Full_Speed_(album)\n",
      "\n",
      " * * 92 * * \n",
      "Sex Love Lies http://en.wikipedia.org/wiki/Drama_(British_band) => 21031648 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Love Lies (song) (1080048): http://en.wikipedia.org/wiki/Love_Lies_(song)\n",
      "Sex Music (album) (2000809): http://en.wikipedia.org/wiki/Sex_Music_(album)\n",
      "Sex, Love & Secrets (10646693): http://en.wikipedia.org/wiki/Sex,_Love_&_Secrets\n",
      "Sex (Cheat Codes and Kris Kross Amsterdam song) (5435894): http://en.wikipedia.org/wiki/Sex_(Cheat_Codes_and_Kris_Kross_Amsterdam_song)\n",
      "\n",
      " * * 93 * * \n",
      "Harry Allen Memorial Trophy http://en.wikipedia.org/wiki/Dany_Heatley => 16820238 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Harry Jepson Trophy (2438848): http://en.wikipedia.org/wiki/Harry_Jepson_Trophy\n",
      "Trophy (7095105): http://en.wikipedia.org/wiki/Trophy\n",
      "Harry Kewell Medal (10547937): http://en.wikipedia.org/wiki/Harry_Kewell_Medal\n",
      "Ron Kennedy Trophy (13145198): http://en.wikipedia.org/wiki/Ron_Kennedy_Trophy\n",
      "\n",
      " * * 94 * * \n",
      "Chali http://en.wikipedia.org/wiki/List_of_songs_recorded_by_Mohammed_Rafi_(M) => 16526409 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Chaliwa (8664321): http://en.wikipedia.org/wiki/Chaliwa\n",
      "Chali, Mazandaran (7449042): http://en.wikipedia.org/wiki/Chali,_Mazandaran\n",
      "Chakli (8048558): http://en.wikipedia.org/wiki/Chakli\n",
      "Chaiti (11179191): http://en.wikipedia.org/wiki/Chaiti\n",
      "\n",
      " * * 95 * * \n",
      "In the Crowd http://en.wikipedia.org/wiki/All_Mod_Cons => 16286931 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "The 'In' Crowd (song) (14334592): http://en.wikipedia.org/wiki/The_'In'_Crowd_(song)\n",
      "The In Crowd (Ramsey Lewis album) (8626588): http://en.wikipedia.org/wiki/The_In_Crowd_(Ramsey_Lewis_album)\n",
      "The In Crowd (Kidz in the Hall album) (13902462): http://en.wikipedia.org/wiki/The_In_Crowd_(Kidz_in_the_Hall_album)\n",
      "The In Crowd (1988 film) (4341871): http://en.wikipedia.org/wiki/The_In_Crowd_(1988_film)\n",
      "\n",
      " * * 96 * * \n",
      "Lastfight http://en.wikipedia.org/wiki/List_of_Xbox_One_games_(A–L) => 15542207 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Last Battle (video game) (1936840): http://en.wikipedia.org/wiki/Last_Battle_(video_game)\n",
      "Final Fight (video game) (8751642): http://en.wikipedia.org/wiki/Final_Fight_(video_game)\n",
      "Final Fight Revenge (6845579): http://en.wikipedia.org/wiki/Final_Fight_Revenge\n",
      "Final Fight (10809293): http://en.wikipedia.org/wiki/Final_Fight\n",
      "\n",
      " * * 97 * * \n",
      "Shawn Yao http://en.wikipedia.org/wiki/Sapul_sa_Singko => 16368958 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Shawn Huang Wei Zhong (12200849): http://en.wikipedia.org/wiki/Shawn_Huang_Wei_Zhong\n",
      "Shawn (given name) (14658018): http://en.wikipedia.org/wiki/Shawn_(given_name)\n",
      "Yao Yao (13669819): http://en.wikipedia.org/wiki/Yao_Yao\n",
      "Shawn (surname) (8776310): http://en.wikipedia.org/wiki/Shawn_(surname)\n",
      "\n",
      " * * 98 * * \n",
      "Tomoyo Fukuda http://en.wikipedia.org/wiki/2010_Pan_Pacific_Swimming_Championships_–_Women's_200_metre_individual_medley => 17009117 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Tomohiro Fukaya (13448001): http://en.wikipedia.org/wiki/Tomohiro_Fukaya\n",
      "Tomoko Fukumi (7284380): http://en.wikipedia.org/wiki/Tomoko_Fukumi\n",
      "Tomiaki Fukuda (7856980): http://en.wikipedia.org/wiki/Tomiaki_Fukuda\n",
      "Tomoya Fukuda (13954311): http://en.wikipedia.org/wiki/Tomoya_Fukuda\n",
      "\n",
      " * * 99 * * \n",
      "Llanfairfechan Golf Club http://en.wikipedia.org/wiki/List_of_golf_courses_in_the_United_Kingdom => 18533496 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Llanwern Golf Club (8309116): http://en.wikipedia.org/wiki/Llanwern_Golf_Club\n",
      "Llanishen Golf Club (1307587): http://en.wikipedia.org/wiki/Llanishen_Golf_Club\n",
      "Llanfairfechan railway station (11536972): http://en.wikipedia.org/wiki/Llanfairfechan_railway_station\n",
      "Llanfairfechan (5519839): http://en.wikipedia.org/wiki/Llanfairfechan\n",
      "\n",
      " * * 100 * * \n",
      "Ingrid Silva The Journey http://en.wikipedia.org/wiki/Ben_Briand => 16365280 (unknown)\n",
      "CANDIDATE ENTITIES\n",
      "Ingrid Silva (3874129): http://en.wikipedia.org/wiki/Ingrid_Silva\n",
      "Ingrid Oliveira (15003266): http://en.wikipedia.org/wiki/Ingrid_Oliveira\n",
      "Ingrid Hernández (8079394): http://en.wikipedia.org/wiki/Ingrid_Hernández\n",
      "Ingrid Goes West (9146806): http://en.wikipedia.org/wiki/Ingrid_Goes_West\n"
     ]
    }
   ],
   "source": [
    "for idx, m_id in enumerate(mention_id_sample):\n",
    "    candidates = ca['predict'].mention_to_target_mapping[m_id]\n",
    "    mention_cands = {c for c in candidates if isinstance(c, MentionId)}\n",
    "    entity_cands = {c for c in candidates if isinstance(c, int)}\n",
    "    print()\n",
    "    print(f' * * {idx+1} * * ')\n",
    "    print(get_mention_details(m_id))\n",
    "    print('CANDIDATE ENTITIES')\n",
    "    for rel_ent_id in entity_cands:\n",
    "        ent = dbr.get_resource_by_idx(rel_ent_id)\n",
    "        print(f'{ent.get_label()} ({rel_ent_id}): {res2wiki_iri(ent)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "d4cbf417",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-12-14T15:46:37.282160Z",
     "start_time": "2022-12-14T15:46:37.264196Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "predicted_known  labels\n",
       "False            0         64\n",
       "                 1          6\n",
       "                 2          3\n",
       "True             0         20\n",
       "                 3          7\n",
       "dtype: int64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 0: correct\n",
    "# 1: invalid mention\n",
    "# 2: mapped to NIL-entity while correct entity is in KG\n",
    "# 3: mapped to known entity, but should be NIL-entity\n",
    "\n",
    "mention_labels = [0, 0, 0, 0, 0, 1, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 3, 0, 0, 0, 1, 0, 3, 0, 0, 0, 0, 3, 0, 0, 3, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
    "mention_predicted_known = [disambiguated_mention_ids[m_id] in known_ents for m_id in mention_id_sample]\n",
    "group_results(mention_labels, mention_predicted_known)"
   ]
  }
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