{"id":414,"date":"2024-07-19T20:28:57","date_gmt":"2024-07-19T18:28:57","guid":{"rendered":"https:\/\/mariage.furghieri.com\/?p=414"},"modified":"2024-12-09T21:08:38","modified_gmt":"2024-12-09T19:08:38","slug":"what-s-text-mining-in-knowledge-mining","status":"publish","type":"post","link":"https:\/\/mariage.furghieri.com\/index.php\/2024\/07\/19\/what-s-text-mining-in-knowledge-mining\/","title":{"rendered":"What&rsquo;s Text Mining In Knowledge Mining?"},"content":{"rendered":"<p>Certain communication channels Twitter are significantly complicated to interrupt down. We have methods of sentence breaking for social media, however we\u2019ll depart that aside for now. Point is, before you can run deeper textual content analytics features (such as syntax parsing, #6 below), you have to be ready to tell the place the boundaries are in a sentence. Tokenization is language-specific, and each <a href=\"https:\/\/forexarticles.net\/the-final-word-information-to-integrated\/\">https:\/\/forexarticles.net\/the-final-word-information-to-integrated\/<\/a> language has its own tokenization requirements. English, for instance, makes use of white space and punctuation to indicate tokens, and is comparatively easy to tokenize.<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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H8aJp9iIiIiIiIiKXlvBMj8\/4JQvJNyr2iIiIiIiIiFxaymV6fNIvWUi+UbFHRERERERE5NJSMdPjE37JQvKNij0iIiIiIiIil5bKmR4f9UsWkm9U7BERERERERG5tERkenzIL1lIvlGxR0REREREROQS4Zy7DCiVafPv\/shF8o+KPSIiIiIiIiKXjpqZHp8FDvgjEck\/KvaIiIiIiIiIXDpqZ3q838yS\/ZKJ5BsVe0REREREREQuHVdnerzDL1lIvlKxR0REREREROTSUT\/T421+yULylYo9IiIiIiIiIpeOyEyPf\/FLFpKvVOwRERERERERuQQ45wKBhpk2\/+yPXCR\/qdgjIiIiIiIicmloCARn2rbJH4lI\/lKxR0REREREROTS0CLT411mFu2XTCRfqdgjIiIiIiIicmm4NtPjNX7JQvKdij0iIiIiIiIil4brMj1e6ZcsJN+p2CMiIiIiIiJSzDnnKpD1TlzL\/ZGL5D8Ve0RERERERESKv46AS\/c4Fljrp1wkn6nYIyIiIiIiIlL8XZ\/p8TIzS\/JLJpLvVOwRERERERERKf7+nOnxQr9kIQVCxR4RERERERGRYsw5dxVQN9PmBf7IRQqGij0iIiIiIiIixVuPTI8PAev9kYgUDBV7RERERERERIq3Xpkef21m5pdMpECo2CMiIiIiIiJSTDnnLgM6ZNo81x+5SMFRsUdERERERESk+OoDlEj3OAb41k+5SAFRsUdERERERESk+BqQ6fHXZhbnl0ykwKjYIyIiIiIiIlIMOeeqAp0ybf7QD6lIAVOxR0RERERERKR4uouMf\/efAr7yUy5SgFTsERERERERESme7s30+BMzi\/dHIlKwVOwRERERERERKWacc9cBDTJtnuWHVMQPVOwRERERERERKX6GZ3q83cx+8EsmUuBU7BEREREREREpRpxzFYH+mTb\/2x+5iH+o2CMiIiIiIiJSvAwFSqV7nADM9FMu4gcq9oiIiIiIiIgUE865QGBUps0fmdkxf+Qj\/qFij4iIiIiIiEjxcTtQPdO2V\/yRiPiPMzN\/5yAiIiIiIiIiecA5txH4U7pNS82svb\/yEf\/QzB4RERERERGRYsA5dzMZCz0Ak\/2Ri\/iXZvaIiIiIiIiIFAPOuRVA63SbtgCRpj\/8LzmB\/k5AREREREQKJ+dcKBAOhAGWGsnAGeCkmaX4Mb2L5pwriedORSWBIDxXPMSlRrz+MJaiyDl3ExkLPQAT9f\/50qSZPSIiIiIilyjnXGmgERCZGrXwLOxaHagElDjHcANOAUeA3amxE9gEbDCzA\/mV9\/k456oAjYG6QG3gKjznVBG4DCh9nl2cBA6lxkFgB\/ArsA34xczO5E\/mIhfPObcKaJVu006gnpmd9VNK4kcq9oiIiIiIXCKcc2WBm4AOQFvgGs5d0MmNI8APQBQQZWa\/5MdBnHMlgGbA9cB1qV9Xy49jpUoBNgOrgZXAAjPbk4\/HEzkv51wv4LNMm+8zs5n+yEf8T8UeEREREZFizDlXCRgI9Aba47+lHHYCHwMfm9na3OwodUZSD6AvniJPudynlytbgXnAHDx3PtIfWVJgUguem4CG6TZvBxpqVs+lS8UeEREREZEcSl3rpTKeNWxCUqMUnnVsEtPFCeCYmSX6KVWcc92A4UB3POvSFCa\/AlOBWWZ2OicDnHMO+DMwDM85lcq\/9HJlD\/A+nnPb5u9kpPhzzg0F3si0eaCZzfZHPlI4qNgjIiIiIpKOc+4KPOvX1AOuTo2qQARQ\/gJ3dwo4CuzCs+5LWqw3s715lXOa1E\/47wQexbMWz3kFBQVx9dVX06BBAxo0aMAVV1xB1apVqVq1KmXLlqV06dKULl0a5xzJycmkpKRw+vRpoqOjiY6OZv\/+\/ezevZvdu3fzyy+\/sHHjRk6dOpXTlE8BM4DnzOxINudUGk+BZySetXdypHTp0jRq1IjatWtTu3ZtatWqRaVKlbjsssuoWLEiYWFhBAUFERQUREBAAPHx8cTFxREbG8uxY8c4dOgQhw8fZs+ePWzbto1ff\/2VnTt3cvZsjidKGPA18C8z+z6ng0QuROrPx3Y8r09p1gEtNMPs0qZij4iIiIhcspxzgUAbPGvYXItncdMqBXT4o8CPqfE9sMLMki52Z6kzef6Jp1CVrZCQEDp16kSXLl1o06YNzZs3p1SpvJskY2bs3LmTZcuWERUVRVRUFHv2nHdJmzN4cn\/BzGLAeyewkcBjeBaLPqfIyEi6dOlC27Ztadq0KXXq1CEgICCXZ5NRQkIC69evZ9WqVaxcuZKFCxdy9OjRnAxdCzxhZt\/laUJyyXPOPQc8kWnzDWa20B\/5SOGhYo+IiIiIXFJS17DpA3TFs95LGf9m5HUaWATMB\/5rZodyMsg5F4HnEo6e2fUJCwujT58+DBw4kM6dOxMSEpIX+ebYxo0b+eijj\/j444\/Zvn37ubr+DgwGygIvAZdn17FkyZLceOON9O3bl27dulGlSkHV6P6PmbF27Vrmz5\/Phx9+yM8\/\/3y+IQuAh8xsawGkJ8Wcc64OnsXCS6bb\/KWZZftaIJcOFXtEREREpNhzzoUBt+JZqPhG8mCR4qCgIEqVKkWpUqVISUkhMTHRG3nwHjsFWAK8C8xOm+2SmXOuLzAdqOCrvVGjRjz88MPcfvvthIWF5TanPLFkyRJeeeUVPvvsM5KTky94fJMmTbj\/\/vu5\/fbbKVu2bD5kePE2bdrEu+++y4wZMzh+\/Hh23RKACcDE3MzkEnHOfQ10S7cpCWiktaIEVOwRERERkWLMOXcl8ACe2SI5vmNT+fLladCgAVdffTV169blqquuokqVKt4oV65ctpcImRknTpzg2LFjHD16lIMHD7Jjxw5vbN68+VyFAF9O4yn6vJT2R1zqYsXPAP\/P14DmzZszYcIEbrrppgs5ToHau3cv48aN46233spR0eeWW27h73\/\/O61bty6A7HInNjaWt99+mxdffJFt27L9u3s10C8\/1m6S4s85dxvwSabNk83sUX\/kI4WPij0iIiIiUuw45+oDT+OZzVPiPH1p0qQJnTt3pmXLlrRs2ZKrrsrxOsAXZdeuXfz444\/8+OOPfP\/996xfvz4ns4FSgM+A54C\/Abdn7nD55ZfzwgsvMGDAADz1oMLvrbfeYsiQIdkufNy1a1fGjx9P8+bNCziz3EtOTuatt97iqaeeYt++fb66HAdu1\/oqciGcc2WALXgWjk9zAKif07vbSfGnYo+IiIiIFBvOuRrAU8A9nKPIExYWxi233ELPnj254YYbqFTpvOv\/5qtjx46xYMECvv76a+bOnXshd7Pyuuuuu3jllVcoX\/5CbxjmP\/Pnz6d3794kJCRkaatevTovv\/wyt956qx8yy1txcXGMGzeOF154wVdRKxG408wyz9IQ8ck59zowItPm283sI3\/kI4WTij0iIiIiUuQ55wKAh4DxgM\/FaQICAujevTt33303PXr0IDQ0tEBzzKmEhATmzZvHjBkz+Prrr897iVNQUBCvvvoqw4YNK6AM88aiRYvo1q0b8fHxGbZXqVKF++67jzFjxlC6dGk\/ZZc\/1q9fz4ABA3xd2pUC3GFmH\/ohLSlCnHOd8Ny9L\/3UvXlm1t0\/GUlhpWKPiIiIiGTLOReE51KB6pmiAp67WJUBwoEQIADPHyBpf4TEAjHp4ihwGDiU+u9eYIeZncxljg2AmXhunZ5F+fLlGTx4MCNHjqRWrVq5OVSB+\/3335k6dSqvv\/46f\/zxR5b20NBQvvjiC7p06eKH7C7eb7\/9RqtWrThx4kSG7X369OHdd98ttIW4vHD69GkGDRrEp59+mrkpEbjJzBYVfFZSFKQuNL8JqJ1ucwwQaWZ7\/JOVFFYq9oiIiIhI2oK\/dYBrUqNR6r91OM+aN3ngKLADzxoU61JjU3Z3oEov9W5UM4EsU0DCw8N5+OGHeeSRRyhTprDcXf3iREdHU7du3QwLOzvn+Oqrr+jWrds5RhZOR44c4a677mLBggXebffccw8zZszIduHr4sTMGD16NFOmTMncdBz4k5kd8ENaUshlc\/nWQ2aW5T+SiIo9IiIiIpcg51wJoCnQHugAtAMu82tSGaUAm4HFwCJgsZkdS2tMLU5NBB7LPNA5x4gRI3jmmWeoWLFiAaWbv6ZOncoDDzyQYdtDDz3Eyy+\/7KeMci8lJYXx48czbtw4evfuzccff3xJFHrSe+ihh3wVfBbgmeGjP9TEyznXHfgq0+YlQCf9XxFfVOwRERERuUSk3sGlG9Ab6I7nEqyiwoCNwFzgc2AkntupZxAZGckbb7zBddddV8Dp5Z+UlBTq1q3Lzp07vdvatGnD0qVLi0VxZOnSpTRr1qxYX7qVnZSUFPr27cucOXMyNw00s9n+yEkKH+dcZTyXb1VJtzkGzyywnb5HyaVOxR4RERGRYix1jYf+qdEFKHkx+wkLC6N69ereqFy5MmXKlKFMmTKEh4cTGhpKQEAAAQEBOOcwM2JiYoiNjSUmJobTp09z+PBhDh8+zKFDhzh48CD79u077+LDF2LIkCG8+uqrBAcH59k+C4vly5fz1ltv8eGHH3Ly5EmWLFlC+\/bt\/Z2W5IE\/\/viDxo0bs3fv3vSbd+K5jXaSn9KSQiJ1FuPXQNdMTcPN7A0\/pCRFhIo9IiIiIsWQc64FMBQYiGcB5RypWrUq11xzDY0aNSIyMpJGjRpRt25dypUrl+c5JiUlsWvXLnbs2MG2bdvYsGED69atY8uWLb5uT31O\/fv3Z9q0aUXqtuMXIz4+nu+++44ePXr4OxXJQ59\/\/jm9e\/fOvPnvwLtmtt8PKUkh4Zx7FHg+0+a5ZtbLH\/lI0aFij4iIiEgxkXr78duAJ4BmOehPo0aNaNeunTeuuOKKfM\/zfOLj49mwYQOLFy9m0aJFLF26lDNnzpx3XGhoKHfddRd\/+9vfqFu3bgFkKpJ32rZty\/Lly301HQN+xHO77YXABq3RcmlwzrXFs2ZZYLrNB4DG6dcwE\/FFxR4RERGRIs45FwjciafIU\/9cfUNCQrjhhhu45ZZb6NGjBxEREQWSY26cPXuWlStX8vnnn\/P555+zffv2c\/YPCAigX79+jB07loYNGxZQliK58\/bbb3PPPffkpOtx4BvgI2C+mSXka2LiF6nr9KwDqqXbnALcYGZR\/slKihIVe0RERESKMOfcLcC\/gKuy6xMYGEjXrl0ZNGgQ3bp1IyQkpOASzAdr1qxh0qRJ\/Pjjj+zZsyfbfiVKlOCee+5h8uTJxf7yLin64uPjKV269IWuY3UK+Az4j5ktyZ\/MpKClFvC\/AzpmanrKzMb5ISUpglTsERERESmCnHP1gZeAm7LrU7duXYYOHcrdd99dJGbwXIylS5fy2muv8cknn5CUlHUt21q1arFly5ZiuWizFD9\/\/vOfWbBgwcUO\/wl4Fc86P7F5l5UUNOfcy8BDmTYvALqaWYofUpIiqOjfq1FERETkEuKcC3TOjcNzG16fhZ6WLVvyySefsHXrVh599NFiW+gBaNeuHe+\/\/z579+7liSeeoEyZjHeTf\/7551XokSKjWrVqGR4PHz6cjz\/+mJEjR9KgQYPzDb8GmA7scs79xTlXKp\/SlHzknLuPrIWevcAdKvTIhdDMHhEREZEiwjl3FfAu0NpXe+vWrXn22Wfp3LlzwSZWiJw8eZIXX3yRF154gaZNm7Jkia5skaIjPj6emJgYEhISSExMJCwsjEqVKnnbDx48yNy5c\/nkk09YtGjR+e5a9zvwv8AMLehcNDjn2uO5fKtkus3xQHszW+OfrKSoUrFHREREpAhwzt0JvI6P26jXrFmTiRMnMmDAgIJPrJA6cuQIp0+f5qqrsl3KSKRIO378OO+\/\/z7Tp09n8+bN5+q6FBhmZlsKKDW5CM65OsBKoGKmpv8xs3f8kJIUcSr2iIiIiBRiqbdTnwT8LXNbYGAgf\/\/73xkzZgylSumKDZFL1dKlS5k8eTJz584lm7\/vEoGngIma5VP4OOcuA5YDdTM1TTazR\/2QkhQDKvaIiIiIFFLOuZLA28DtmdsaNGjA22+\/TYsWLQo+sYu0cOFCfvnllwzbgoKCqFixIu3bty\/WawsVtKFDh7JixQoeeeQRBg0a5O90pIBs2LCBp59+mjlz5mTX5SvgbjOLLsC05ByccyHA92S9PPcLoLfW6ZGLpWKPiIiISCGUWuiZA3TP3DZs2DBefvnlIjWbJzExkXLlyhEXF+ez3TlH+\/btmT59OvXr1y\/g7IqX2NhYwsLCALjxxhv59ttv\/ZyRFLSoqCgeeOCBLMXVVLuBm8xsW8FmJZml3mJ9DtAjU9N6POv0xBR8VlJcqNgjIiIiUsg450oAnwC9028PDAzkxRdf5IEHHvBPYrlw5swZwsM9yw116NCBhg0bkpKSQmxsLD\/++CO\/\/vorAGFhYaxYsYJrrrnGn+kWeXfffTerV6\/mscceY\/Dgwf5OR\/wgKSmJiRMn8vTTT\/tayPkw8Gcz2+SH1ARwzjngLeDuTE17gdZmdrDgs5LiRMUeERERkULGOfcqMCr9ttDQUD777DNuvPFGP2WVO+mLPdOnT2fYsGHetrNnz\/L8888zduxYkpOTuf766\/nuu+\/8lapIsbJ8+XLuuOMO9uzZk7kpGuikgo9\/OOemAJkr9yeAdlpMW\/JCgL8TEBEREZH\/45y7j0yFnpCQEL744osiW+g5n8DAQMaMGUObNm0AWLJkyfluKS0iOXTdddfx448\/0rJly8xN5YEvnHNaLKuAOecmkbXQEwv0UKFH8kqgvxMQEREREQ\/nXH1gavptwcHBfP7553Tp0sVPWRWcjh07snTpUpKSkjhy5AhVq1bN0ufQoUN89NFHrFu3jh07dlC3bl2aNm3KgAEDqFy5crb73rBhA++99x5btmzh9OnT1KhRg8svv9zb7pzjwQcfpEaNGgDs2LGDyZMnc8011zBq1CjWr1\/Ps88+y549e4iMjGTq1KmEhoZmOMa8efNYsmQJ69evxzlHkyZN6NixI127ds02r59\/\/pn\/\/Oc\/bN26lejoaGrXrk3Pnj25\/fbbCQjI+LlsUlISb775JsuXL+e3334jLCyMVq1aMXjwYGrXrp2h79SpU9m0aRN33HEHHTt29HnsH374gR9++IGNGzdy4MAB6tWrR2RkJP369aN69eo+x7z88sts2bKFxx9\/nFq1arF69Wo+\/\/xzli9fTvXq1bn22msZNmwYJUuWzPacpeBVqlSJqKgobrvtNr755pv0TVcAnzvn2plZkp\/Su6Q4554BHsu0OQm4zcxW+CElKa7MTKFQKBQKhULh58Az43oVYOlj1qxZVhycPn3ae07Tp0\/32Wf48OEGWHBwsCUnJ2dp\/+qrr6xSpUqW+XsEWEREhH3\/\/fc+9ztmzBgLCAjwOS59zJ492zvm008\/NcCaNWtmCxcutJCQkAx9N2\/e7O178uRJGzhwYLb7HTRokMXExGTJ61\/\/+peVKFHC55gJEyZk6HvkyBGrV6+ez75hYWGWkJCQof8111xjgD3xxBNZjhsbG+v9XvuK\/8\/encfXeG2PH\/\/sTMYgiDExz0PMQVCN0mtsixp7q1QN1aqqtnTQNkUHFDV+9Wq1SrlUXUNpfy1a1BCCEnOoGmMMImQ86\/dH5DQn5ySSSHKC9X691qs5e+9nn3UemjYr+9m7SJEi8t133zm8l0nzrlq1Sj799FOH9zUgIECuXLni8HrlXFFRUdK8eXNHf+7vSS74PvigBzDOwb2PB3o4OzeNBy\/0MS6llFJKqdxhIOCfvGHw4ME899xzTkonZ\/31118sXrwYgCeffNJuVcumTZvo1KkTly5d4tlnn2XHjh1cuXKFP\/74g8DAQMLDw+nUqRPnzp2zuW7lypV89NFHuLi48Nlnn3H+\/Hl27tzJiBEjrO\/x1ltvsXjxYjp06GCX18WLF+nZsydxcXEW79uIAAAgAElEQVQMGzaMSZMm0a1bN5tVRF27dmXx4sWUKFGCRYsWcebMGY4fP86MGTPInz8\/8+fP56233rKZ98CBA7zxxhskJCTw8ccfc+HCBa5du8bGjRvp2bOn3WNsr7zyCkeOHMHPz4\/g4GCioqI4ceIEn3\/+OWXKlMFiSf\/pzF26dGHu3LkYY3jllVdYvXo127ZtY\/r06VSrVo1r167Rt29f1q5dm+ocY8aMYfTo0dSqVYvJkyezatUq+vTpAyTuETNx4sR056NyTv78+VmzZg0VK1ZM2fWOMaa2M3J6WBhjPgbeTdFsAZ4XkWVOSEk96JxdbdLQ0NDQ0NDQeNgDyAecJ9lveytWrOhwNcj9KvnKnnfeeUdCQkJk165dsmbNGgkKCpIiRYoIIOXLl5eTJ0\/aXGuxWKRJkybWVTIpxcfHS40aNQSQF1980aavffv2AsiwYcPsrmvTpo0A0qFDB7u+pJU9gLi6usrKlSsdfq41a9YIIB4eHnL06FG7\/kWLFllXK506dcraPm3aNAGkUaNGjm9YCl5eXgLI6tWr0zU+tZU9P\/74o\/VzLV682O66S5cuSc2aNQUQPz8\/uxVWSfMC0qVLF7sVRV26dLGuDrJYLOnKVeW8P\/74w9GqspWSC74fPmgBGOBz7Ff0WICBzs5P48ENXdmjlFJKKeV8LwA2m6QmrQp5EE2YMIFGjRrRuHFjOnfuzPvvv09UVBQDBgxgx44dlC9f3mb877\/\/zs6dOwH48MMP7eZzdXXlxRdfBLBbjfLnn38C0LZtW7vrevfuDUBISEia+Y4ZM4YnnnjCYd+kSZOAxKPOq1at6vA9ihUrRkxMDOvXr7frP3v2LLGxsWm+PyT+ghbgxIkTdx2blvHjxwPQrFkz6+dPrnjx4rz5ZuJ2Ivv27eOPP\/5wOE+bNm34\/vvv7fbmef755wG4du0aly9fvqdcVfYJCAhgxIgRKZu76OqerGWMcQW+Al5J0SXAIBH5MuezUg8LLfYopZRSSjnfsOQvWrduTadOnZyVS7arWLEiTZs2pXLlyhhjAPD09KRz586ULFnSbvzBgwcBKFu2LKVKlSI+Pt4uypUrB8Dp06dtiidJxYgDBw7YzZtUQClevHia+aZ8BMtRbv7+\/g7zslgs1tyOHz9uvS4wMBAXFxfCw8N5\/PHH2b9\/f5o5JBWrRo8ezfTp04mJiUlzfGr27Us8ZbtHjx6pjunatav162PHjjkc4+\/v73AT5qTPCnD+\/PlM5ahyxttvv42np2fyJgO86qR0HjjGmLzAcqB\/ii4LMEALPSq7abFHKaWUUsqJjDH+QI3kbaNHj3ZSNjljzJgxbN++nbCwME6dOkVgYCBXr16lV69ebN261W58UsHh7NmzuLu7O4ykAoXFYiEiIsJ6bdOmTQFYuHAhcXH\/HDYUExPD3LlzAWjUqFGa+bq5OT7A9vr161y6dAmAIUOGpJrbnj17AKxjAfz8\/Pj0009xcXHh999\/x8\/Pj8DAQH744QeH++9Mnz6d6tWrEx0dzYgRI\/Dx8eHNN9\/k9OnTaeae3Pnz54mKigKwWz2VXOHChSlYsCCQ8ZVERYoUsX59+\/btDF2rclaxYsUYNGhQyubud1ajqHtgjPECfgGeTNEVB\/QVkW9yPiv1sNGj15VSSimlnOup5C98fX3TPKr7QePj48OKFSvw8\/Pj1KlTvPLKK+zatctmzJUrV4DE1T+PPPJImvNVq1bNZnXQmDFjWLp0KUeOHKF06dL07NmTEiVKsHz5ckJDQylUqJDDR8PSIykvSCwYlSpVKtWxbm5u9O\/f36bt9ddfp0WLFowbN46ffvqJ3377jd9++43mzZuzdOlSm+PPS5cuze7du5k6dSozZ84kPDycSZMmMWPGDCZPnsxLL71013yTF5uSijmpyZ8\/Pzdv3kzXI2bq\/tWnTx+mTJmSvMkLaAQEOyej+58xpgKwFqiZous2iadu\/ZjTOamHkxZ7lFJKKaWcq3XyF927d7c+2vSwKFy4MG+\/\/TZDhw4lJCSEjRs3EhgYaO1PWoVSqFAh1qxZk6G5Z82aBUDVqlU5duwYc+bMsfY1atSImTNnUqFChUzl7ePjg4uLCxaLhaFDh\/LCCy9keI7mzZuzdu1a\/vrrLz777DPmzJnDtm3b6NOnD5s3b7YZmz9\/ft555x1Gjx7N8uXLef\/99zly5AjDhw+nevXqDvclSi75I1bh4eGpjouNjbUWhhztQ6QeHI0bN6ZEiRJcvHjRphkt9mSKMaYpsAookaLrGtBFRLbkfFbqYaWPcSmllFJKOYkxxgVomLytTZs2TsrGufr162d9BGj27Nk2fZUrVwYSCxS3bt1K95yRkZHMnz+fIkWKcODAAY4cOcKyZctYvnw5Bw4cIDg4mGbNmmU6Zw8PD3x9fQHb\/Xgyo2LFisycOZNp06YBsGXLllQLMm5ubvTq1Yvg4GAqVqyIiPD999\/f9T2KFClivcdpbUq9Z88e635GVapUyehHUfeZOnXqpGyq7Iw87nfGmD7Ab9gXes4CrbTQo3KaFnuUUkoppZynHJA3eUODBg2clIpz5cuXj2eeeQaAlStX2hQ6mjVrhouLCwkJCXzxxRfpnjMsLAyLxcKtW7c4evQo1apV4+mnn6Zbt27UqlULF5d7\/1\/hFi1aAPD1118THR19z\/O1a9fO+vWNGzfSHFuoUCH8\/f3TNTZJ69aJC8kWLlzIzZs3HY5JKjhVqFCBgICAdM2bXtevXyc0NFT388lFHOzfVMwZedyvjDEuxpgJwHek+H4O7AeaiUhozmemHnZa7FFKKaWUch6bo6fc3NwoW7ass3JxuqTHoOLi4vjyy38OqqlRowYDBgwA4P3332fJkiV21yat4kl+9HrdunUpV64csbGx1KlTh5o1a9KqVSvat29P9+7dGTFiBP\/5z39SLXqkx7hx4\/Dw8CA8PJzu3bvb7IuTZM+ePYwdO5aEhARr29ChQ\/n6669tNo0G+OabxH1bCxcubH2Eavv27Tz33HOEhYXZjD116hQbNmwAoEmTJunO18XFhYiICNq2bWtzYlZcXByvv\/669f6OGzeOPHnypGve9GrSpAl169alT58+WTqvylIP13Ok98AYUwRYDbztoPtnoKWInMnZrJS6Q0Q0NDQ0NDQ0NDScEMBjgCRF8eLF5UEVGRlp\/Zxz585NdVyjRo0EkPLly4vFYrG2nz9\/XmrUqGGdw9fXV9q3by9PPfWUNGnSRNzd3QWQ1157zWa+PXv2iIuLiyS\/zymjaNGismXLFpvrli9fbu2Pjo5O87N99tln4urqKoDky5dPGjZsKE8\/\/bS0bdtWypQpY53nxo0b1msaNmwogHh7e0vHjh2lb9++UqtWLevYefPmWceuWrVKADHGSJMmTaRPnz7SqVMnyZcvnwBSs2ZNm7lFROrWrSuAjBkzxi7foKAgMcZY36tq1arStGlTyZs3r7Xt5Zdftrn\/6ZlXROT48ePWObZv327XX7BgQQGkdevWad5TlXN69OiR8t+J6ZILvj\/m9gDqAWGpfF+ZCbg6O0eNhzucnoCGhoaGhoaGxsMawKMpiw4Pqlu3bomHh4cAsnDhwlTHffXVV9b7ceDAAZu+6Ohoeeutt8Tb29vuh6uSJUvKoEGD5OTJk9bxN27ckJo1awoggwcPlvDwcDl58qQcOnRItmzZIhMmTBAfHx\/r9QkJCdZr165dK4B4eHhIbGzsXT\/fjh07pGnTptaiU1K4u7tLQECAfPXVVzbjN2\/eLAEBATZFl6TCS8r7ExMTI6NGjRIvLy+bsW5ubjJgwAA5ffq0XT7+\/v4CSFBQkMN8N2zYIPXq1RM3NzfrfB4eHlK\/fn1ZuXJlqp\/zbvOeOXPGWlzbu3evXX\/+\/PkFkBEjRqT6HipnJS+i3olRkgu+P+bmAAYCtxwUeWKBoc7OT0NDRDAiko71P0oppZRSKqsZYxoAu5Neu7q6EhMTg6urqxOzyj4xMTFER0dTuHDhNMfduHEDFxeXNI8Hv3r1KkeOHMHNzY3SpUvbHFOeZPz48YwdO5Z69eoREhLi8L4uXbqUXr16ARAaGkrt2rWtfdevX8fDw4N8+fKl9yMSHx\/P8ePHuXDhAsWKFaNSpUppXn\/16lXCwsJISEigYsWKlCxZMtXT2CwWC0ePHuXixYt4e3tToUKFVOeOi4sjMjKSokWLpplvbGwsR44cwWKxUKtWLdzd3dMcn555o6KisFgseHp62rT\/+OOPdO7cmbx58xIaGmrdeFs5T0REBMWLF8disSRvbicivzorp9zMGFMQmAP820H3BRKPVt\/soE+pHKdHryullFJK5SBjTBmgNlABqJa8LyEhgb\/\/\/ptKlSo5I7VslydPnnTtAVOoUKG7jilatCjNmzdPc8yOHTuAxOOlUyugJZ2mBVCsmO2+tHcrSjni5uZG9erVqV69errGFy1a1LrJ8t24uLhQo0YNatSocdex7u7udy30QOKJYnXr1k3X+6d33gIFCjhsHz9+PABBQUFa6MkllixZkrLQEwNsc1I6uZoxpgmJmzA7OqJuO\/C0iJzN2ayUSp1u0KyUUkoplU2MMV7GmCeMMVOMMZuNMVdJPIb3\/wFfAK+nvGblypU5neYDq0KFCgCsW7eOw4cP2\/WfPXuWkSNHAtCoUSNKlSqVk+k9VNavX8\/27dtp2rQpo0aNcnY66o558+albPp\/IhLljFxyK2OMqzHmHWArjgs904FHtNCjcht9jEsppZRSKgsZY2oCPYGnAD8y+Mu1f\/3rX\/z000\/ZkdpD5\/Dhw7Rs2ZIrV64AULZsWerVq4eXlxenT59m+\/btxMbGUrx4cXbs2PHArqjKDdq1a8e2bdvYuXMnNWvWdHY6ClixYgXdunVL2dxVRP7njHxyI2NMNeAboJmD7mvACyKyPGezUip9tNijlFJKKXWPjDFFgUHAsyQ+opVpxYoV49y5c3h4eGRJbg+7Y8eOMW3aNJYsWcLVq1et7S4uLvj4+NC\/f39effVVvLy8nJjlg+\/ixYvky5fPbh8f5RwRERHUr1+fU6dOJW8+AtQWkQQnpZVrGGNcgFeB8YCjjbG2AX1F5GRO5qVURmixRymllFIqk4wxtYCRwDM4\/oHAIU9PT6pXr07ZsmUpWLAgixYtsumfP38+\/fv3z9JcFdy8eZPz58\/j6uqKr6\/vXTcjVupB9Ndff1G\/fn1u3LiRsquniCxzRk65iTGmDjAPaOqgO4HEAtA4LYqp3E43aFZKKaWUyiBjjA8wDujHXR7Typ8\/P82bN6d169Y0btyY2rVrU65cOZsxFy9e5JdffrG+3rlzpxZ7skHBggWpWrWqs9NQymmuXLlCx44dHRV6AB43xvzwsBYxjDH5gLEk7qXmqBJ8FOgnIjtyNDGlMklX9iillFJKpZMxxh14F3iDNFby+Pr60r17d7p160azZs3uuoLkp59+okOHDrRo0YIJEybQunXrrE1cKfXQu3z5Mo8\/\/jh79uxJa9hqEo8Pj8mhtHIFY8wTwOcknpKYkgWYAbwtIrdyMi+l7oUWe5RSSiml0sEYUxv4FmjgqN\/Dw4OePXvy4osv0rx5c4wx6Z5bRPjtt98IDAzMomyVUuofYWFhdO7cmSNHjqRn+FoSN2qOzea0nM4YUx2YBrRPZcgREjdh3pJzWSmVNfTodaWUUkqpuzDG9ANCcFDo8fT05P333+f06dN8++23BAQEZKjQc2d+LfQopbLF6tWradq0qV2hp3z58sybN498+ewWKXYEFpiMfiO7jxhjihljPgdCcVzoiSVxb556WuhR9yvds0cppZRSKg3GmHdJ3J\/Hhru7Oy+++CLvvvsu3t7eTshMKaVSd\/PmTUaPHs3s2bPt+ipWrMj69eupWLEiNWvWpEOHDin38ekFnADezqF0c8SdfXlGAGOAwqkM+w0YJiKHciovpbKDPsallFJKKZUKY8wUEk\/bslG3bl0WLFhA\/fr1nZCVUkqlTkRYvHgxb731Vsqj1QFo0KABa9asoUyZMta2HTt20K5dOyIjI22mIvFxrpXZnnQ2M8Z4AC8A7wBlUhl2DnhDRL7LscSUykb6GJdSSimllAPGmNdxUOh59dVX2bVrlxZ6lFK5ztatW\/H39+eZZ55xWOjp1asXmzdvtin0ADRt2pTly5en3EzeAF8aY0pma9LZyBjjYYwZAhwDZuG40BMNfARU10KPepBosUcppZRSKgVjTEdgYvI2V1dXZs2axdSpU\/Hw8HBSZkoplbrdu3eza9cuu\/YCBQrwf\/\/3fyxZsoQCBQo4vLZdu3ZMmTIlZXMxEk+iuq8YYwoYY14l8VG0\/wPKORgmwCKghoi8IyI3czJHpbKbFnuUUkoppZIxxhQF5pH4W+2kNhYuXMiwYcOcl9gDZPDgwdStW5dvv\/3W2alkiaioKEaOHEm9evUoWrQo9erVc\/gDt1LZbdCgQXardh577DH27dvHkCFD7nr9yy+\/TNeuXVM29zDGtM66LLOPMaa0MWYCcAqYCpRNZejPQCMR+beI\/J1jCSqVg7TYo5RSSill6xOgdPKGSZMm0bt3byelk\/tZLBYOHTrEwoULGTlyJIMGDeLDDz9k06ZNWCwWu\/Hbt28nNDSUgwcPOiHbjNmyZQuNGzemXbt23Lzp+Bf\/bdq0Ydq0aezbt4+IiAj27dtnLfZ8\/PHHVKxYkT59+uRk2hm2c+dO\/P39adOmDVevXnV2OiqT8uTJw+jRo4HETZiXLVvGr7\/+SqVKldI9x9y5c\/Hy8krZPD7rssx6xpimxpiFwEkSN5UumsrQTUBrEWkvIntyKj+lnEFP41JKKaWUusMYUx7on7ytQ4cOjBo1yjkJ3QcOHTpEz549CQ0NddhfpUoVpk2bRqdOnXI4s6yxevVqQkJCANi3bx8BAQE2\/T\/++CPBwcEAvPfee4wcOZJLly5RuHDiQT\/Lli3j5MmTnDx5kkWLFuHi4pzftcbGxuLq6oqrq6vD\/nXr1rFz504AQkJCaNeuXU6mp7LQ4MGDyZs3LwMGDEi5B0+6eHt788EHHzBixIjkzS2NMQEisjWj8xljPIGngBvAahGxrwBnwp15+wJDgAZ3Gb4RGCciG7PivZW6H2ixRymllFLqHyMA609HefLkYe7cuU5MJ3dbsGABw4YNIyoqCldXV+rVq0ezZs3IkycPx44dY+PGjYSFhfHkk09y+vRpSpcuffdJc5n27dvz448\/4u3tTb169ez6t2zZAkCdOnUICgoCoEiRItb+rl27cuHCBZo1a+a0Qs\/27dtp0aIFHh4ehIeHWwtRybVr147vv\/+eIkWK0KhRIydkqbJK3rx5GTx48D3NMWTIECZOnMjZs2dtmoEMFXuMMX2AKUCpO03TSfw+mynGGBfgUeA54GkgfxrDBVgNfCIi2zL7nkrdr7TYo5RSSin1j27JXwwYMABfX19n5ZKrhYSE0L9\/f0SEUqVKsXLlSvz9\/W3GRERE8OmnnzJ58mQiIyPvy2JPYGBgqquWAE6fPg0kPjLjyNixYxk7dmy25JZeUVFRWCwWoqOjiY2NdTimefPm7Nu3L4czU7lVnjx5ePHFF3n33XeTN3c1xgwWkZi7XW+MqUbi6VdtU3T1JRPFHmOMP9DrTqS2D0+S28C3wFQROZzR91LqQaF79iillFJKAcaY2kD55G3PPfeck7LJ\/d58801EBC8vL4KDg+0KPQBeXl588sknnDhxgmrVqjkhy+wXEREBkOoJR0rdr\/r165eyyRN4JK1rjDF5jTFBwD7sCz0A6donxxjjZowJNMZMM8b8DewAXiPtQs9fwGjAR0SGaKFHPex0ZY9SSimlVKLayV8UKVKEpk2bOiuXXG3dunVs2LABgJdeeumuq5\/KlXN06nHqwsLC+P7779m+fTvh4eF4eXlRqVIlnnjiCf71r3+lel1oaChffvklhw8fJiIigkqVKtGlSxd69epl9whVeseeOHGCyZMn4+npySeffIIxiYe0TZ48mQsXLnD4cOLPk3v37uWNN95INbfAwEA6duyY6uddsmQJ+\/fv5+zZs\/j6+tKxY0d69+5tt+dKRu7Nzp07Wbp0KX\/\/\/c9hQx988AH586f+5EuJEiXS\/BybN29m8+bN\/Pnnn5w7d47q1atTu3ZtevTogY+Pj8PPNnnyZOrWrctLL73EzZs3WbJkCRs2bODixYs0atSIHj160Lhx41TfUzmHr68vDRo0YM8em\/pMS+AXR+ONMf8icTVP5VSmXA08n9r73dkzrR3wrzv\/tH\/e0F4csAb4D\/BzVu0HpNQDQUQ0NDQ0NDQ0NB76IPE3wpIUTZo0EeXYCy+8IIDkyZNHLl26lOHr69atK4CMGTPGrm\/w4MFijJHkfxbJ45lnnnE455QpU8TV1dXhNRMmTMj02OXLl1v7oqOjre2FChVKNUdH0aJFC4d5z5gxQ\/Lnz+\/wmjp16sjly5czfW+CgoIylGNSRERE2OV569YtGTJkSKrXFClSRL777ju765LuX8OGDeXEiRNSp04du2s9PDzkm2++cXh\/lHMNHz485Z\/X\/8T+e2cZYGkaf6f+Bp5KcY0BapBY\/PkKOJHBv6d7gJFAiZT5aGhoJIau7FFKKaWUSmRzTFGhQoWclUeud+zYMQCqVq1K8eLFs2zeW7du8cUXX+Dr68ugQYMIDAzEx8eHc+fOMWPGDJYsWcKiRYvo3r07Xbt2tV534MAB3njjDRISEvj44495\/vnnyZMnD3v27GHOnDnEx8dnamxavvnmG8LDw5k1axahoaE0btyYgQMH2o1bvHgxmzZtQkTs+pYvX87w4cMBePzxxxk4cCBly5YlNDSUGTNmEBoayubNm3nqqacydW\/69etHiRIlOHz4MJ9\/\/jkAEydOxNPT0y6X0NBQZs2aBYDFYr84okuXLqxfvx5jDMOHD6ddu3YUL16cnTt3MnPmTI4ePUrfvn0pXLiwwxVMZ86coUmTJkRFRfHcc8\/RtWtXzp07xwcffMDFixd58cUX6dSpE8WKFUvX\/Vc5o3bt2imbrKt2jDGuwHDgQxIf8UopHpgKfAT4GmP6AvWAhkBjoIiDa9JyhMSi0hIROZjBa5V6+Di72qShoaGhoaGhkRsCeJ1kvzn29\/cX5ViZMmUEkM6dO2fq+rRW9qxatcpmBU0Si8Vive7f\/\/63Td+0adMEkEaNGt31vTMyViT1lT1JOnbsKID07t3b4fVDhw4VQAICAmzao6OjpVKlSgJIly5dJD4+3qY\/Li5OPvroIzlx4oS1LTP3RkTk119\/tX6GixcvOsxzzZo11jFXrlyx6fvxxx+tfYsXL7a79tKlS1KzZk0BxM\/PTxISEqx9ye9f\/vz55ddff7W5dteuXdb+qVOnOsxNOc\/q1atTrqg5J4nfL5uRuLomtZU3Z4FNwDESiz6ZWWVmAXYCY4E6kgv+O6GhcT+FbtCslFJKKZXoePIXBw8edLjC4WEXFRXFuXPnAChfvnyWz9+lSxfy5Mlj126MoXXr1gD89ddfDq89e\/ZsqqdN3cvY7PD\/\/t\/\/48SJEwC89957uLraLCzDzc2Nt956y+aUr3u5N\/di\/PjxADRr1ozevXvb9RcvXpw333wTgH379vHHH384nGflypU89thjNm2NGjWyHmmftGJM5R4O9nfKZ4yZS+IR7PXTuLQM0AqoQopVk3dxCVgCDADKiEgTERknIqkfiaeUckiLPUoppZRSif5M\/uLmzZsEBwc7K5dcK3kBLKeLJUmP+CSdgJUkMDAQFxcXwsPDefzxx9m\/f3+qc2RkbHY6evQoAN7e3lmyOXFq9yYrJB3J3qNHj1THJH+sLrWiTatWrRy2J23gff78+cymqLKJg3\/HCwGDSdxzJyucJfHRrFcAP6CkiPQRka9FJDyL3kOph5IWe5RSSimlABE5QeKeEFbz5893Uja5l6enJ97e3gCcPHkyW97j+vXrzJ49mx49etCyZUuqVKmCr68vU6dOdTjez8+PTz\/9FBcXF37\/\/Xf8\/PwIDAzkhx9+sFudlZGx2SksLAyAsmXTOknaXkbvzb06f\/48UVFRQNoruQoXLkzBggUBrCuW0qtIkcStW27fvp3JLFV2uXDhQsqme\/n58RSJJ2eNB7qSeES6j4j0EpEZIrJfROw3t1JKZYoWe5RSSiml\/rEk+YtvvvkmWx6Lud9VqVIFwOZI76yyYsUKSpcuzUsvvcQPP\/zAiRMnKFCgAN7e3mkeGf7666+zZcsWOnTogDGG3377je7du9OyZUvOnDmT6bHZJemH6KQCSXpk9t7ci0uXLlm\/vluuSTk48\/E4lbUOHz6csukgcDWNS2KBUOBr4H3gGaAJUEhEyotIFxEZKyL\/E5Gz2ZCyUuoOLfYopZRSSv1jDnAr6UVMTAwvv\/wy+stmW5UrJx7Ic+zYMQ4dOpRl8+7du5fevXtz+\/Ztnn32Wf7++2\/OnTvHn3\/+ye7duxkyZEia1zdv3py1a9dy\/PhxXnrpJVxcXNi2bRt9+vS5p7HZIWlFT9L+R3dzr\/cms5IesQIID0\/9qZrY2FhrYahq1arZkktOunbtWoZXKD2Itm\/fnrJpJYn78HwBxDm4xAOoQ+Kx6utF5DsR2SUikdmaqFLKjhZ7lFJKKaXuEJELwMzkbWvXrmXy5MlOyih36tu3L5B4qutHH32UZfOuWbOG2NhYfH19+frrr\/Hx8cnUPBUrVmTmzJlMmzYNgC1btqRaqMjI2KyUtPHymTNniIy8+8\/BWXVv4uIc\/XyeuiJFilgfswoJCUl13J49e6xF0aSVX\/ez77\/\/nsqVK+Pn58d7772XpUXN+8WNGzfYunVryuYtIhIhIkOA6sB\/U7m8GbDFGPO9Meb+\/wuh1H1Iiz1KKaWUUrbGATa\/0h8zZgwLFy50Ujq5T4cOHQgMDARgyZIlfPvtt6mOvXXrFkFBQZw6dequ8yZtWuzp6YmLi\/3\/pmb0kbp27dpZv0qrOekAACAASURBVL5x40aWjc0KTZs2BRJXxHz55ZcOx5w4ccJaeLqXe5NUrIHEU+YyKumkr4ULF3Lz5k2HY5KKZRUqVCAgICDD75GWY8eOpevvT1Zat24dAPv372fcuHHUqlULf39\/Zs+ena7i3INg2bJlKR\/Juw38nvRCRP4Skd7cKeykMk134KAx5nNjTLFsS1YpZUeLPUoppZRSyYjITeBZICGpzWKx0L9\/f+bOneu8xHKZiRMn4urqSnx8PP369WPo0KFs2rSJyMhI4uPjCQsLY+rUqdSsWZMPPvggXfv71KpVC0gsSPz+u\/VnSuLj4xk0aBALFixweN3QoUP5+uuv7VatfPPNN0Di5sFJjxZlZGx2atGihbVgNnbsWFasWGHti4mJYerUqdStW5effvoJyPy9AfD19bV+vWTJEutGyFevprX1yj\/GjRuHi4sLERERtG3b1ubUrLi4OF5\/\/XWWLFliHevoePjM+u6776hWrRrly5dn7969WTZvWuLj4\/n111\/t2nfu3MlLL72Ej48PI0aMeOAf85o5c2bKph9FJCplo4jsEJFWQDfA0VFs7iSethVmjOmX5YkqpRwTEQ0NDQ0NDQ0NjRQBDAQkZQwfPlyio6NFiWzevFnKlStnc3+MMeLm5mbT5ufnJ9evX7deV7duXQFkzJgxNvOdO3dOvL29rfM0b95cunfvLl5eXgJImzZtBJBatWrZXNewYUMBxNvbWzp27Ch9+\/aVWrVqWd9\/3rx5mRorIrJ8+XJrn6M\/944dOwogvXv3dniPhg4dKoAEBATY9e3atUuKFStmnb9YsWLi5+cnefPmtd6D33\/\/\/Z7uTZK2bdta38fb21sqV64sfn5+1v41a9ZY+69cuWJ3fVBQkBhjrGOqVq0qTZs2teYKyMsvvywWiyVD909E5NlnnxVA2rdvb9c3efJk6\/UbN250eH1WO3r0qJQsWdLu3\/2U4ebmJgMGDJCwsLAcySsnrVy50tFnbid3\/77pDgwHLqVy3xKAinebR0ND497D6QloaGhoaGhoaOTWAN5x9ANLnTp1ZPfu3aJEIiIi5KWXXpK6deuKu7u79R65uLhIixYt5IsvvpDY2Fiba\/z9\/QWQoKAgu\/lCQkKkefPmNve7QoUKsmjRIjl06JAA0rBhQ5trNm\/eLAEBATbFiKSCxMKFCzM9VkRk7dq1AoiHh4fd5xAR6d69uwAyYMAAh\/dn5MiRAshjjz3msP\/06dPy+OOPi4eHh03BrGXLlrJ+\/fp7vjdJjh8\/Ls2aNbO59plnnrH2r1+\/3lrAuHHjhsM5NmzYIPXq1bMp5nl4eEj9+vVl5cqVDq+52\/0TERk8eLAA0rVrV7u+Tz\/91JrXpUuXHF6fHRISEmTr1q0yatQoKVOmTJpFH3d3dxk5cqRERETkWH7ZKSYmRqpXr57yc\/4pGfveWRj4hMRHv1LO1Twjc2loaGQujIieLqGUUkoplRpjzMvA56R4\/N3FxYUXXniBcePGUaJECeckl8vExsZy5MgR8ubNS5kyZShQoIDDcXFxcURGRlK0aNFU57p48SInTpygfPnylC5d2toeGRlJnjx58PDwsLvm6tWrhIWFkZCQQMWKFSlZsiTGGIfzZ2Ts9evX8fDwIF++fHZ9CQkJXL9+nSJFijjcS0dEiIiIoFChQri5uaX6eePi4jh8+DBRUVFUqVKF4sWLpzo2M\/cmyYULFzh58iQlSpSwbhKd5MaNG7i7uzv8nMkl\/TlbLBZq1aqFu7t7muPTun+Q+JjktWvXKFy4MK6urjZ9TZo0YdeuXQwaNIgvvvgizffJLhaLhV9\/\/ZW5c+eycuVKEhISHI4rXrw4U6dO5d\/\/\/ncOZ5i1xo4dy\/jx41M2dxWR\/2V0LmNMOeAjoC9ggE3AYyISf8+JKqXSpMUepZRSSqm7MMY8BcwHiqTsK1CgAIMGDeK1116z2RtFKXVvfv75Z9q3b0+ZMmU4cOCAzUbTznL69GmmT5\/OnDlziIqy274GgM6dO\/Of\/\/yHUqVK5XB29+7333\/nscceS1nQWi8ibe9lXmNMBaAMsF1ELPcyl1IqfbTYo5RSSimVDsaY8sBioLmjfnd3d7p06cLzzz9P3bp1OXLkCI888kiWblar1MOkVatWbNmyhdWrV9O5c2dnp2Pj8uXLTJo0ienTpxMdHW3XX6pUKRYvXsyjjz6a88ll0smTJ\/H39+fSpUvJm28D9UXkqJPSUkplkhZ7lFJKKaXSyRjjCgwDPsTBKp8khQsX5vr16+TPn582bdpYjyqvUaNGqo8KKaX+8ccff9CyZUuef\/75VI+mzw3+\/vtv3njjDZYtW2bX5+rqyrRp03j55ZedkFnGXLx4kVatWnH0qF1N5yURme2MnJRS90aLPUoppZRSGWSM8QaCgOeBdC\/d8fT0pEGDBtSsWZMaNWpQvnx5fH19KVmyJF5eXhQsWDDbclbqfhIbG8vFixcpW7bsfVEgXb16NS+++CJnz56163vzzTf59NNPnZBV+oSHh9O2bVsOHDiQsmuRiNzfGxAp9RDTYo9SSimlVCYZY8oCK4AmWTGfi4sLHh4euLu7k5CQQGxsLMHBwTRo0CArpldKZaMrV67Qv39\/1qxZY9c3cuRIpkyZ4oSs0nb06FE6duzI8ePHU3ZtI3Ej5dtOSEsplQXsjwxQSimllFLp9RwOCj2OTmVKD4vFQnR0NJGRkdy6dYv4+Hhu3rx5rzkqpXJAsWLFWL16NUFBQXZ9U6dO5YMPPsj5pNLw888\/06xZM0eFngNAZy30KHV\/02KPUkoppVQmGGPeBSakbG\/WrBmHDx\/m1KlTfPnll\/Tt2\/eeTulK7cQfpVTu9N5777FgwQK7Y+SDgoIc7u2T0+Lj43nvvffo2LEjERERKbv3A4EictUJqSmlspA+xqWUUkoplUHGmH7ANynbX3\/9dT755BO7H\/IgcV+MXbt2cfDgQQ4dOkRYWBhnzpzh7NmzxMXFpfpey5Yt4+mnn87S\/JVS2e+\/\/\/0vzzzzjM0x5gUKFGDv3r1UqVLFKTkdOHCAAQMGsHPnTkfdm4EnRcSuAqSUuv9osUcppZRSKgOMMY1I3M\/CPanNxcWF2bNnM2TIkAzPJyJERkYSERFBZGQksbGxxMXFWffvqVChAoULF87CT6CUyikzZ85k+PDhNm0tWrRg06ZNmX7cMzOioqKYMGECkydPTq24\/A0wRERiciwppVS20mKPUkoppVQ6GWPcgT1A7eTtc+bMYejQoc5JSimVqw0aNIh58+bZtH311VcMGDAg2987ISGBr7\/+mvfee49z5845GhIDjBKRWdmejFIqR2mxRymllFIqnYwxw4HpydveeOMNJk6c6KSMlFK5XVRUFA0aNODYsWPWNh8fH44dO0bevHmz5T3j4+P57rvvmDBhAkePHk1tWCjQV0T2Z0sSSimn0mKPUkoppVQ63FnVcxIok9RWr149goOD8fDwcFpeSqnc76effqJDhw42bfPnz6d\/\/\/5Z+j5Xr17lq6++YsaMGZw6dSq1YbHAR8BHIpL6hmFKqfuaFnuUUkoppdLBGNMNWJ687bfffqN169ZOykgpdT8JDAzkt99+s75u2rQp27dvv+d5RYRNmzbx9ddf89\/\/\/pfbt9M8MX0N8JqIHEtrkFLq\/qfFHqWUUkqpdDDGfAv8O+l18+bN2bp1qxMzUkrdT1atWsWTTz5p03b69Gl8fHwyPJeIEBwczIoVK1iyZAl\/\/\/333S7ZAbwtIhsy\/GZKqfuSm7MTUEoppZS6TzyS\/EWPHj2clYdyYOfOnQwaNAhPT09+++03XF1dnZ2SUjY6duyIl5cXERH\/nGz+888\/M3DgwHRdf\/nyZdavX88vv\/zCunXrUttwOaUtwMcisjZTSSul7lta7FFKKaWUugtjTH6gXPK2wMBAJ2Xz8Lh27RohISHs3r2bQ4cOUbhwYfz8\/Gjfvj2lS5e2GXv69Gn+\/PNPIHFz2oe92LNlyxZeffVVvLy8WLFiBQULFnR2Sg89Nzc32rVrx9KlS61tISEhDos9sbGxHDp0iJCQELZt28bWrVs5dOgQ6XwqIxZYBswSkW1Zlb9S6v6ixR6llFJKqbvzTtmQmUcvVPpYLBYmTJhAUFAQCQkJdv1ubm7069ePKVOmULhwYSdkmLbY2FhcXV2dWnBavXo1ISEhAOzbt4+AgACn5aL+0bBhQ7tiz8aNGzl58iRhYWGEhYVx6NAhDh8+TFxchvdO3g8sABaIyMUsTFspdR\/SYo9SSiml1N3Z\/dSuJ3BljwsXLvDMM8+wfv16ALy9vWnevDm1a9fm3LlzhISEEBoayldffUWePHmYPXu2kzO2tX37dlq0aIGHhwfh4eFOK0a1b9+eH3\/8EW9vb+rVq+eUHJS98uXL27wODg6mTZs29zLlQeB\/wFIR+fNeJlJKPVi02KOUUkopdXcRKRvOnz9PoUKFnJHLA23QoEHWQs+QIUOYOXMmbm62\/8u6ceNGhg8fzrVr15yRYpqioqKwWCxER0cTGxvrtDwCAwMJDQ112vsrx8qVK4erq6vDFWvpdBP4DfgF+ElEjmZVbkqpB4sWe5RSSiml7kJEIowxl4HiSW3BwcFUr17diVk9eDZt2sTq1asBGDVqFJMnT3Y4LjAwkL1793Lxoj6pou4vpUuXzkihR4C\/gF3AVmAbsEdEMvx8l1Lq4aPFHqWUUkqp9Pkd6J70YuXKlTz77LNOTOfB8+abbwLg6enJu+++m+ZYNzc3ypQpk655P\/30U44fP87AgQNp2rSpXf\/ly5f54IMPcHFxYfz48XYrtuLi4pg3bx5bt27l+PHjFChQAH9\/fwYOHEilSpWAxNPAli5danME9gcffED+\/PkBqFmzJs8\/\/7zde69bt45NmzaxZ88ejDHUr1+f1q1b0759e4ef5fPPP+fQoUOMHj0aX19fJk2axJo1a8ibNy\/Dhw\/nqaeeAuDEiRNMnjwZT09PPvnkE4wxDueoWLEiwcHBrFy5kq1bt+Lj40PTpk0ZPHhwmo8q7t27l0WLFnHo0CEiIyPx9fW12TTbGMPw4cPx9fVNdY6HUSoFygjgDHAcCAOOAaHAfhGJzLnslFIPFBHR0NDQ0NDQ0NC4SwADSfxNuwDi6uoqYWFhorLGmTNnrPd21KhRGb5++fLl1uujo6Nt+sqWLSuAfPzxxw6v3blzp\/XaQ4cO2fRdvHhRqlevLsn\/7JOiQIECEhMTIyIiQUFBDsckRf369W3mvX79uvTp0yfV8QMGDJCoqCi7XOvWrSuArFixQjp27GhzTY8ePdJ1P5LmWLVqlXz66afi4uJi9\/4BAQFy5coVh\/fr7bffdnhNyliyZEkqf1oPr6+++irlfToqueD7m4aGxoMXLllaOVJKKaWUenAtA24kvUhISODtt992YjoPlmPHjlm\/bt68uRMzsfXKK69w5MgR\/Pz8CA4OJioqihMnTvD5559TpkwZLBYLAP369WPOnDmMGDHCeu3EiROZM2cOc+bMYcqUKTbzdu3alcWLF1OiRAkWLVrEmTNnOH78ODNmzCB\/\/vzMnz+ft956K9W8goKCWLt2LXXr1mXSpEmMGjXK4aqltIwZM4bRo0dTq1YtJk+ezKpVq+jTpw8AW7duZeLEiXbXrFy5ko8++ggXFxc+++wzzp8\/z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\" width=\"408px\" alt=\"What Is the Function of Text Mining\" \/><\/p>\n<h2>Step 7 Insights And Decision-making<\/h2>\n<p>The primary focus of those research was on obtaining sentiments from information headlines and never from whole articles. Researchers have used a variety of text-mining approaches to combine the plentiful amount of useful data with financial patterns. Table&nbsp;1 summarises some extra analysis studies that have been performed in latest times as regards to textual content mining in monetary predictions. A barely different method was used by Ahmad et al. (2006), who focused on sentiment analysis of financial information streams in multiple languages. Three extensively spoken languages, particularly Arabic, Chinese, and English, have been used for replication for computerized sentiment evaluation.<\/p>\n<h2>How Is Text Mining Different From Nlp?<\/h2>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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\" width=\"409px\" alt=\"What Is the Function of Text Mining\" \/><\/p>\n<p>The important strides in Artificial Intelligence (AI) are reinventing the market analysis business by addressing price and time issues. As for the process and utility, AI makes market research much less labourious, faster, and more correct. Machine Learning reduces the time to complete initiatives from weeks and months to hours and days.<\/p>\n<p>NLP-focused text mining techniques, in particular, are becoming increasingly more essential in the customer service industry. By acquiring textual knowledge from many sources, like shopper calls, surveys, customer feedback, and so on., companies are investing in textual content analytics programming to enhance their complete expertise. Examples include individuals, companies, organizations, and goods that may be of common interest.<\/p>\n<p>UK copyright regulation doesn&rsquo;t enable this provision to be overridden by contractual terms and circumstances. Text has been used to detect feelings within the associated area of affective computing.[36] Text based approaches to affective computing have been used on multiple corpora similar to students evaluations, children tales and information stories. In fact, as quickly as you\u2019ve drawn associations between sentences, you&rsquo;ll have the ability to run complex analyses, corresponding to comparing and contrasting&nbsp;sentiment scores and rapidly producing correct summaries of lengthy documents. Each step is achieved on a spectrum between pure machine learning and pure software program rules. Let\u2019s evaluate each step in order, and discuss the contributions of machine learning and rules-based NLP.<\/p>\n<ul>\n<li>With the appearance of emergent applied sciences, companies are having to hustle to maintain momentum.<\/li>\n<li>TAP Institute courses are taught using Constellate and are designed to be progressive, so you&rsquo;ll profit from taking a single course or the complete collection, irrespective of your ability degree.<\/li>\n<li>Job analytic knowledge aretraditionally collected via interviews, observations, and surveys amongst SMEs,together with job holders, supervisors, and job analysts (Morgeson &amp; Dierdorff, 2011).<\/li>\n<li>Text mining software also presents info retrieval capabilities akin to what search engines and enterprise search platforms present, but that&rsquo;s usually just an element of higher-level textual content mining functions, and not a use in and of itself.<\/li>\n<li>Table 1 providesa abstract of the wide selection of inquiries to which TM could be utilized.<\/li>\n<\/ul>\n<p>For instance, NLG algorithms are used to put in writing descriptions of neighborhoods for actual property listings and explanations of key performance indicators tracked by enterprise intelligence methods. Doing so typically entails the use of natural language processing (NLP) technology, which applies computational linguistics principles to parse and interpret information units. Text evaluation has a extra enterprise and expertise management focus that makes use of similar methodologies as text mining but uses the knowledge to uncover tendencies, patterns, and sentiment to sweeten buyer, product, brand, or employee expertise. Xiong et al. (2013) devised a mannequin for personal chapter prediction using sequence mining methods.<\/p>\n<p>Some technical details have been overlooked, though references for further reading areprovided. With this text we hope to encourage investigations that apply TM to the analysisand understanding of organizational phenomena. Text classification involves coaching machine studying models to categorize textual content knowledge into predefined lessons or labels. This is achieved by way of the utilization of algorithms like Support Vector Machines (SVM), Naive Bayes or deep studying approaches.<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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width=\"401px\" alt=\"What Is the Function of Text Mining\" \/><\/p>\n<p>Let&rsquo;s take for instance a news company that receives a continuing flow of articles masking matters like politics, sports, technology and entertainment. They use a machine learning-based text classification model to automatically type these articles into their respective categories. For occasion, an article about technological developments is swiftly categorized underneath \u00ab\u00a0technology,\u00a0\u00bb streamlining the editorial process. The most advantageous NLP (Natural Processing Language) approach, it is language-agnostic. Text classification helps assign predefined tags or classes to unstructured knowledge. Sentiment Analysis, subject modelling, language, and intent detection all come underneath the textual content classification umbrella.<\/p>\n<p>The first step in textual content analytics is identifying what language the text is written in. Each language has its personal idiosyncrasies, so it\u2019s essential to know what we\u2019re coping with. Build solutions that drive 383% ROI over three years with IBM Watson Discovery.<\/p>\n<p>Wen et al. (2019) proposed an concept concerning how retail investor attention can be used for evaluation of the stock worth crash risk. As mentioned in earlier sections, this paper focuses on the applications of text mining in three sectors of finance, namely monetary predictions, banking, and corporate finance. Some literature has been summarised intimately, and in the end, a tabular abstract of some extra studies is included. Figure&nbsp;three exhibits a summarised hyperlink between the text-mining strategies and their corresponding purposes within the respective domains. Although the next subsections talk about the studies pertaining to each sector individually, there has also been analysis on methods that can be utilized to multiple monetary sectors. One such system was proposed by Li et al. (2020a), which was a classifier based on adaptive hyper-spheres.<\/p>\n<p>Text mining is the method of removing priceless knowledge and complex patterns from massive textual content datasets. The means of synthesizing data through the examination of relationships, tendencies, and guidelines amongst textual materials is called textual content mining. In text mining, data sparsity occurs when there is not sufficient information to successfully practice fashions, especially for uncommon or specialised terms. This can lead to poor performance and decreased accuracy in textual content analysis duties.<\/p>\n<div style='text-align:center'><\/div>\n<p>That is, paperwork categorised as both C12N and GO1N will be retained due to the presence of C12N. Drawing on this logic we are able to arrive at a set of subclasses that can be used as a filter for the biodiversity phrases and represent core classifiers for biodiversity. Note that in one case (subclass C02F) we would confine a search engine based mostly search to C02F3 (for biological therapies of waste water and sewage) as the one related group in the subclass. The first of those is that we&rsquo;ve a transparent focus of the biodiversity related terms in certain areas of the patent system.<\/p>\n<p>The increasing quantity of press releases, monetary information, and associated information articles have been motivating continued and complex evaluation, dating again to the Eighties, so as to derive a competitive benefit (Xing et al. 2017). Abundant information investigated with textual content mining can ship an advantage in a variety of scenarios. As per Tk\u00e1\u010d and Verner (2016) and Schneider and Gupta (2016), among the many ideas covered in financial forecasting, from credit score scoring to inflation price prediction, a big proportion of focus is on stock market and foreign exchange prediction.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Certain communication channels Twitter are significantly complicated to interrupt down. We have methods of sentence breaking for social media, however we\u2019ll depart that aside for now. Point is, before you can run deeper textual content analytics features (such as syntax &hellip; <a class=\"more-link\" href=\"https:\/\/mariage.furghieri.com\/index.php\/2024\/07\/19\/what-s-text-mining-in-knowledge-mining\/\">Continuer la lecture <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":37,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-414","post","type-post","status-publish","format-standard","hentry","category-non-classe"],"_links":{"self":[{"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/posts\/414","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/users\/37"}],"replies":[{"embeddable":true,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/comments?post=414"}],"version-history":[{"count":1,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/posts\/414\/revisions"}],"predecessor-version":[{"id":415,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/posts\/414\/revisions\/415"}],"wp:attachment":[{"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/media?parent=414"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/categories?post=414"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mariage.furghieri.com\/index.php\/wp-json\/wp\/v2\/tags?post=414"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}