SketchEngineScrapper.ipynb

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      "metadata": {
        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/maciejskorski/ml_examples/blob/master/SketchEngineScrapper.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "# Summary\n",
        "\n",
        "This notebook shows how to use [Selenium](https://www.selenium.dev/) to **automate login and data scrapping** in a non-trivial way.\n",
        "\n",
        "The page chosen for this demo requires precise element location (XPATH to overcome redundancy in names) and waiting for elements availability and clickability. The code required careful inspection of html element names (achieved with Chrome Developer Tools).\n",
        "\n",
        "Crendetials for a demo account at the platform [SketchEngine](https://www.sketchengine.eu/) are stored as Colab secrets.\n",
        "\n",
        "🏆 This notebook was used to reconstruct \"Great Recession News Corpus\"."
      ],
      "metadata": {
        "id": "7xJcRzAySlKn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "try:\n",
        "  from selenium import webdriver\n",
        "except:\n",
        "  !apt-get update -qq\n",
        "  !pip install selenium --quiet --progress-bar off\n",
        "  !apt install chromium-chromedriver --quiet --progress-bar off\n",
        "  !cp /usr/lib/chromium-browser/chromedriver /usr/bin\n",
        "\n",
        "from selenium import webdriver\n",
        "\n",
        "chrome_options = webdriver.ChromeOptions()\n",
        "chrome_options.add_argument('--headless') # this is must\n",
        "chrome_options.add_argument('--no-sandbox')\n",
        "chrome_options.add_argument('--disable-dev-shm-usage')\n",
        "chrome_options.add_argument(\"--start-maximized\")\n",
        "\n",
        "driver = webdriver.Chrome(options=chrome_options)"
      ],
      "metadata": {
        "id": "IOlVsjicfbIl"
      },
      "execution_count": 1,
      "outputs": []
    },
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      "cell_type": "code",
      "source": [
        "from google.colab import userdata\n",
        "\n",
        "USER_NAME = userdata.get('sketchengine_user')\n",
        "USER_PSSWD = userdata.get('sketchengine_psswd')\n",
        "\n",
        "PROJECT_ID = 'Great Recession News Corpus' # search for a project\n",
        "FILTER_VAL = 'nytimes' # filter results in Text Analysis\n",
        "MAX_N_PAGINATED = 500 # paginated pages too look at"
      ],
      "metadata": {
        "id": "l7h1MxnIOQbz"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from selenium import webdriver\n",
        "from selenium.webdriver.common.by import By\n",
        "from selenium.webdriver.support.wait import WebDriverWait\n",
        "from selenium.webdriver.support import expected_conditions as EC\n",
        "import os\n",
        "import time\n",
        "\n",
        "url = 'https://auth.sketchengine.eu/#login'\n",
        "driver.get(url)\n",
        "\n",
        "# NOTE: use xpath to search precisely, as <email> and <password> names are redundant due to nested elements\n",
        "# NOTE: wait until elements are clickable!\n",
        "\n",
        "def get_element_xpath(xpath,wait_condition=EC.element_to_be_clickable):\n",
        "  return WebDriverWait(driver,10).until(wait_condition((By.XPATH,xpath)))\n",
        "\n",
        "user_input = get_element_xpath(\"//input[@name='email']\")\n",
        "user_input.send_keys(USER_NAME)\n",
        "\n",
        "psswd_input =  get_element_xpath(\"//input[@name='password']\")\n",
        "psswd_input.send_keys(USER_PSSWD)\n",
        "\n",
        "try:\n",
        "  login_bttn = get_element_xpath(\"//button[text()='Log in']\")\n",
        "  login_bttn.click()\n",
        "except:\n",
        "  print(\"Login Failed!\")\n",
        "finally:\n",
        "  time.sleep(1)\n",
        "  with open(\"screen.png\",\"wb\") as f:\n",
        "    f.write(driver.get_screenshot_as_png())\n",
        "  from IPython.display import Image, display\n",
        "  display(Image(\"screen.png\"))"
      ],
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        "colab": {
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          "height": 617
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        "outputId": "f7105cb1-146a-4b79-839e-14eb8b4f6b78"
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      "execution_count": 3,
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from selenium.webdriver.common.keys import Keys\n",
        "\n",
        "privacy_bttn = get_element_xpath(\"//a[@id='SkE_CC_bar_btn_accept_all']\") # click privacy to avoid interference with other elements\n",
        "privacy_bttn.click()\n",
        "\n",
        "query_input = get_element_xpath(\"//input[@placeholder='type to search']\",)\n",
        "query_input.send_keys(PROJECT_ID,Keys.ENTER)\n",
        "\n",
        "time.sleep(3)\n",
        "with open(\"screen.png\",\"wb\") as f:\n",
        "  f.write(driver.get_screenshot_as_png())\n",
        "from IPython.display import Image, display\n",
        "display(Image(\"screen.png\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "Ge_lQrNrUJBk",
        "outputId": "9fb7b47e-f164-46ab-9a3f-de35a0115b91"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text_analytics = get_element_xpath(\"//a[@id='dashboard_btntta']\")\n",
        "text_analytics.click()\n",
        "\n",
        "time.sleep(2) # NOTE: some elements get rebuilt / detatched from DOM\n",
        "\n",
        "select_item = get_element_xpath(\"//li[@data-value='doc.url']\")\n",
        "select_item.click()\n",
        "\n",
        "with open(\"screen.png\",\"wb\") as f:\n",
        "  f.write(driver.get_screenshot_as_png())\n",
        "from IPython.display import Image, display\n",
        "display(Image(\"screen.png\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "eFSNqSPJYwvy",
        "outputId": "94d8dd2f-4f5e-4b14-d6c6-9869c0d1b225"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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z2m6JUovHjx9XeYmABaAunKbuQBNgWTY8PNzf39/AwEAkErVs2XLMmDH3799vtA7ExsYy/2VoaOjn53fmzJlG60Mt7t+/zzDMlStX1HI0+mbbtGkjl//nwfrBwcFdu3ZVyynqiGXZXbt2denSRU9PT1NT08nJacGCBXl5eY3ZhzdXWlq6bNkyd3d3LS0tHR0dZ2fnefPm5eTkKBusW7dO9aPF4XDMzc0/+eQTOg1E6enpicXi1NT/PHtl7969VaaHnj17NnHiRGtra6FQaGpq2qdPnz/++KNR3qWa3XyW/SSniMMwbUz1B7paDPewGehq4Wamz2WYxJzim89y6nAM9Yj9Ky/uRQHDEG9Lo4+czVsZ62gL+VyG4TKMtpDfylinr7O5t4UhQ8i9F/n3nuc3aGdkMplEImnQUwB8yD64gMWy7IgRI0aPHm1qarpp06b9+/dPnjz5+vXrPj4+ly9fVu+5mjVrlpKS8rLaJUuWnP/Hpk2bBAJBr169Ll26pN4+vIYWLVps3rzZzs5Ojcd88ODBzz//rMYDvobRo0ePGTPG1NR0y5Yt4eHhgwYN+umnnzp06JCRkdG0Hau7nJwcHx+fH374oWfPnuHh4du3bx80aNCWLVs6duyYmZmp2vL48eP0oxUZGblo0aK7d+927txZNYdJJJLZs2fXcq7o6Gg3N7cTJ05Mnjz50KFDS5YsKSsr69279+rVqxvyLapfZnH5k5xiDsN0b2XaxkxfW8jnchhtIb+1qX4PBzMuh3mSU5RVUtEIPUkrKL2fUcAwxN/O1MFYRxlmWZWbxhlCHJrpdrM3pRkrvbCsgTqTlJR06NChKv/bo96/9QAfuA9uijA0NDQiImLHjh2jR49WFo4fP97X13fx4sVqHEN69uxZdnZ2LQ1cXV1Vh3AGDx7s5OS0ZMmSJh/H0tfXDw4OVu8xR44cGRISMnz4cH39Bp/1qNH27dvDw8N//vnn8ePH05KPP/549OjR7du3DwkJ2bp1a5P0qr6++uqr1NTUGzduuLi40JLAwMCRI0e2b98+NDR0wYIFypa+vr56enp029/fPyAgwNbW9ueff54/fz4tHDly5I4dOy5duuTn51f9RDKZbPjw4WZmZleuXFH+yIKCgsaNGzdv3rzAwEBr63fmCeaPsooIIa4metUfPmykKWxjqn/nr7xHWYUN/WhiBUti0nIJId4WRqY6/1n4tScmmRAywrOlssRMR+RlYRidlhuTlmOmY6neNe85OTlRUVFZWVkCgaB9+/ZlZWV0dNPOzg7zgwBq9MGNYG3YsMHX11c1XRFCtLW1r169qkw2GzdubN68+bFjx5o3b07/Lz87O3v06NGWlpZisdjHx+fChQvKfW/dutWjRw8jIyMtLa127dpFRkYSQi5cuGBlZUUIsbGxGTRoUF06xufz27Ztm5aWRl/KZLJvv/3W0dFRJBK1atVq8+bNypYSieSbb74xNzfX0tLy9fW9du3aK3fZtm2bq6urWCw2MjIKDAxMT0+vpbzKFOEvv/zi7OwsFAoNDQ1HjBihHCkZNmzY0KFDt2/f7uDgoK2t7enpeePGjZe9u5kzZwoEgkWLFr2swd69e729vbW0tExMTKZPn15eXk4IMTMzW7JkCW2QkZHBMMywYcOUu5iamq5cuVIqlc6aNcvS0lJDQ8PCwmLGjBk1znr8+OOP7dq1U6YrysnJ6eLFi+vWraMvr1696ufnJxaLtbS0/P39o6OjaXmVz8OdO3cYhjl69Gi3bt10dXWNjIxmzZqlUCjoh4FhmFu3bilPYWdnN2vWrNp/CnWUlZW1f//+qVOnKtMV5ezs/OLFC9V0VV3Lli2NjY2Vny5CSNeuXfv16zd16lTa8ypOnDiRlJS0atWqKoF41apVt2/ffofSFSGEjk7ZGGrVWGtjoEUIyW74Eaxn+SUlEpm+SNDKWKcu7Vs109UTCYorZWkFJerqQ3l5+ZUrV44fP56VldWqVavAwEBnZ2cvL6/hw4cPHz7c29ubw/ngfiMANJwP669TQUHB/fv3/f39q1dpaf37769AICgpKfnxxx/DwsImTZqkUCj69Olz/fr1sLCwmJgYb2/vPn360DVbFRUVvXv31tDQiIyMvHnzZocOHQYNGvTXX3916tRp3759hJDbt2/v2rWrjt17/PixpaUl3Z49e/bKlSu/+eabuLi4GTNmTJs27ZdffqFVM2fO3LZt25o1ay5evGhnZ9erV6+nT5/Wssvly5fHjx8/derUuLi4kydP5uTkDB06tJZyVbt27Ro3btyoUaPi4uIOHz58+/btvn370u+v5PP5V65ciYqKun37dlZWlpGR0dixY1/21sRi8Q8//LB58+b4+PjqtUePHh0+fHj37t1jY2O3b99+8OBBmoQCAgKuXr1K21y8eNHCwkI5jfv48eOMjIwePXosX758165d27Zto7OQ+/bt+/bbb6scv7Cw8O7duz169Kh+ag8PD7FYTA/YvXv3Fi1a3Lhx49q1a9ra2gEBATQDVfk88Pl8QsicOXOWL1+en5+/ffv29evX//rrr7X/cOtytWt3/fp1uVz+yk9vjXJzc3Nzc5WfLkKIXC5fs2bNgwcPtm3bVr39pUuXOBxOQEBAlXJdXV1XV9d6dbvJVcrlhBAxv+bRepGARwiplDf4l96kFZQRQuxrSlcjPFuqDl9RDCE0itEdX4NCoYiJidm7d29ERER0dHRcXNyhQ4eePHnSrFmzAQMGdOrUSUMD3ycG0JDY986uW0m7biXVWJWQkEAI+fXXX5UlUqm0WIVMJmNZNjQ0lK5ioW1Onz5NCDl//jx9KZfLHRwcgoKCWJaVSCT37t3LycmhVUVFRYSQffv2sSx76tQpQsjTp0+rd+POnTuEkEOHDkn/kZ6ePmfOHELI/v37WZYtLCyk4z3KXYKCguzs7OgpNDQ0NmzYQMsrKysDAwP//PPPWnbZtGmTSCSSSCS0PCMjIyoqqpbyuLg4GghYlnV3dx84cKDymHSQ78qVK3Qpm46OTllZGa3auXMnXYJd45t98uSJQqHw9vbu3r07LZ8wYUKXLl3oto+Pj3Kb3oLAMExaWlpYWJiOjo5cLmdZNjg4eO7cuVpaWomJifRnZGxsrFAohg4dGhAQoPojfvToUY0/919++aXGTwU1bdo0IyMj5dUoLi7W0NBYunRp9c8DvT5LlixR7tujR4/OnTuzLEsHvaKjo5VVtra2M2fOrOVq1x0dkkxOTlaWVFRUqH56aeHatWvpNBD9aFVWViYkJPTq1UskEqWmptI2urq6oaGhLMvOnDnT2Ng4Pz+fZdmIiAjlPwjDhg2zsLCoV/feWgdiU3bdSiqqkNZYWyqR7bqVdCQutb6HreXfmRodiXtWSzdqVFQh2XUr6Wjcs/r2jbp169av/xUREUH/+gDA66F/8ev458MawaID4FKpVFmybds2bRWq69w7dOhAN6KiooRCYZcuXZQH6dy5c2xsLB3FkUgkU6ZMcXJyMjU1tbe3J4TU8ca0wMBA/j/Mzc137969adOmIUOG0DvvJBJJz549lY27du2amJhYUlJy//79iooKb29vWi4QCA4ePNijR49advH392cYxs/PLzQ0NCUlpXnz5u3ataNLc2osV5JKpffu3fPx8VGWeHl50e7Rl3Z2diLR36tJ6FxSfv5L73tiGGb9+vVnz549evSoarlCobh161aVnrMse/fu3YCAgKKiIhpoLl686Ofn165dO/ozunTpUvfu3RmG6d+//9mzZz/99NODBw/m5+c7Ojq2atWq+qnpD6uWH0dMTIynp6eyjZaWloODg/Kdqn4eKNXVKi4uLomJibUcvC5Xm07yFvyjrKzquEX1T++YMWNUP72qjY2MjOhHSygUOjk5ZWVlnT59WnUEiwoJCWEY5rvvvqtSzjBM7ZfrHWKsJSSEpOQV11ibkldCCDHVafCHTlXI5IQQTQG3etWe28l7bidXL6ePb6CPIX0NqveNEkK4XO4nn3xia2v7ekcDgPr6sAKWmZkZh8OhE2rUoEGDLl++fPny5QMHDlRprKurSzeKiooqKytFIpHGP7Zv3/7ixQv6T5i/v39FRUV4ePjt27djYmLq3plVq1ZFR0dHR0dHRkaKRKKJEydOnDhReUZCSLdu3ZRn/L//+z+6DokmGE1NzSpHq2UXBweH69ev29rafv311zY2Nj4+Pjdv3iSEvKxcqbS0VKFQ6Oj8O6lBf4sXF//9u0qZrpTo7OHLdOjQ4bPPPps5c6bqMqmysjKZTLZo0SJlz+nvgBcvXpibmzs4OFy5ciUrK+vx48edOnXq1KmTMmDRKb+RI0cePXo0Pz9/1KhRzZo1++STT7Kysqqcl/7cq/y+qX4BVd8pfbPKd6r6eaBUZ+U0NTULCgpqOXhdrjYhJDIyUv8fkyZNqlJrYWFBx0SVJd999x399H7zzTdVGp8/f55+ujZs2ECXoNW4mF1HR+f777/fuHHjw4cPq5wrLS2toqIx7q1raK2MdQkh9zMKckorq1TllUnuPc8j/0zGNayX/9Vg2VoqAeBd9WEFLC0tLW9v7/3798tkfz9D2cTExNfX19fXl47N1EhXV1dDQyNWxf3798+fP09nA2UyWUREhKenp6mpaZV7nmtna2vr5eXl5eUVEBDw9ddfL126VDkKQn+Xh4eHK8947969hIQECwsLY2NjZZyq0smX7UIIadOmTXh4eFZW1oULF3g8Xt++fSsrK2sppzQ1Nblcruq56HaVqFEvy5cvz8jIWLt2LY/395oYsVjM5/OnTZumeoUTEhICAwOVy7AuXrzYunVrXV1dX1/fK1eupKWlpaamdu/enR5hwIABf/zxR05Ozu7du69duxYUFFTlpNra2h4eHjt27FB9d9TBgwePHz9O31SVq1pUVFTLO1XNXkVFRXQAr/rXjNDV+lTtV5sQQp8VQilv91Pq0KGDUCjcvXu3ssTBwYF+eunQqSp3d3f66ZoyZYq/v/+ECRNe9sSjsWPHurq6Tp8+XfkTIYT4+flJpdKwsLAqjSsqKhYuXKj6uIe3n6mOyNZQW65gzzx+Hp9RUCaRsYSUSeUPMgv/fPSXTMFaG2jpiQQN3Q0NPo8QUiqpxz8RZRIZ/Qqd1ztjlU+FXC4/ePDgK4daAUBdPqyARQiZMWNGcnLy8uXLq5Qrbxmrrl27dhUVFXK53PEfIpHI3Nyc/r7R1NRUrhUNDw+vMopT+4iO0pw5c8zMzJQPR3BzcxMKhVlZWcozGhoaGhsbC4VCBwcHsVh88eJF2lKhUHTp0mXnzp217BIVFXX9+nU6R9ClS5clS5bk5OTQNUA1lit7xefz3dzclMvM6TprQohygvI1tGjRYu7cuUuXLlUO+XA4HE9Pz5SUFGXPW7ZsKRAIaGTp3r07DVh0AKZDhw5JSUn79u1zdHSk2fHo0aP0YWOamppDhw4dN24cnVKsYvr06c+ePVu8eLFqYXx8/Pjx448dO0ZnP2/duqVMIQUFBQ8fPqzlnSp/BPTmQUdHRzogRPel5VlZWXSkk04013616fM/ff9RPTPp6emNHTt2z549VR6WRlfb1HLNN2zY8Pjx4xUrVtRYy+Fw1q9ff/r06bNnzyoL+/Tp4+Dg8N1336neeEgImTp16qpVq145XPe2aW9lbGekLVewd/7KOxz3bHdM8uF7qbfTc2UK1lJfMyWv5Ejcs1KJrA5Hen0GYiEhJKOoHivWXxSVE0IMNIWvd0YPD482bdrQoXcXFxcvLy+pVHr58uXjx4/X/gQZAFCPhl8T1theufj0yy+/JIT069dv586dJ06cCA0N7devHyFk6NCh5eXlykXNUunfy1FlMpmHh4e7u/uFCxeePn26Z88efX39lStXsixLfzf/+uuvz58/37hx48CBA5s1azZhwoTCwkL6zIINGzbEx8dX6QBd9/3bb7+pFtJD7dy5U9lJQ0PDvXv3Jicnnz9/3s3Njd6+x7LslClTtLS0du7ceevIjfD1AAAgAElEQVTWrXHjxonFYrpw9WW7fPvtt8bGxgcPHkxKSrpz586gQYOsra0VCsXLylUXue/Zs4dhmNWrV6ekpJw7d87Ozk65Gn3EiBGdOnVS9p+OA6WlpdX4Zp88eaIsKSsrs7Ky4vP5ykMdOnSIw+H88MMPjx49unPnztChQ01MTIqKiliWzc/P53K5FhYWBw4coI09PDysrKy+/PJL+rJr167t2rW7ePEifdeOjo5jxoyp8edOR7Z69+4dFhZ28ODBefPm6ejo+Pj4FBQUsCybmJgoEolGjhz56NGje/fu9enTx8jIKCsrq/rngV4fBweHiIiI5OTkNWvW0Nst6apzIyOjUaNGSaXS/Pz8oUOHGhoa0kXuL7vatXxQqysqKurYsaNAIJg0adKhQ4eOHTu2evVqd3d3Ho+3YsUK2oYucqfr1pVmzJghFAofP35MXyoXuSsNGTKELrpSlsTGxhoZGRkaGn777be//fZbaGion58fj8fbvXt3vfr89sgoKr+UlHHobsqemOSDd1MuJmVkFJWxLHv4XuquW0mH76WWVNZjBXp9F7k/zS3edSvp9/iqf0FYlg2/lRRe7VAKlv09Pm3XraSnucV1P0vtysrKLl26RBe8X7x4sfotKQBQu3otcv8QAxbLskePHu3Zs6eBgQGfzzczMwsMDDx9+rSytsovVJZlMzMzR40aZWhoqKGh4eTktGbNGmXV7NmzjYyMdHV1hw8fXlBQQNcSTZo0SSaT9enTRyAQdOvWrcrZawxYLMv27dvXyMiI3pMolUoXLlxoaWnJ5/MtLCwmT55cWFhIm5WXl3/11VfNmzdXPpSLlr9sF6lU+s0331hbWwsEAmNj44EDBz548KCWctWAxbLstm3bHB0d+Xy+sbFxUFCQ8jf3awcslmXpMyxU7xzcs2dPmzZtlD1JSEhQVtFhpIyMDPqS5uOjR48qfzSfffaZsbGxQCCwtLScNGkSDUw12rt3b5cuXXR1dTU1NVu3br18+XLV3zFXrlyh965raWn17t37/v37NX4e6PXZv39/3759xWKxoaEhvdmQOnnyZKtWrTQ1NR0dHQ8fPtyhQ4fp06fXcrXrq7Kyct26dfSZYSKRyNbWNjg4WPVQNQasoqIiU1NT5UexesBKSUmhK+pUC//666/JkyfTPpuZmQ0aNOjmzZuv0ee3XEml9DUyVn0Dllzxd5J7nFVYparGgPUwq3DXraTf4lLl9Qvhr5aVlXXs2LFff/11586ddC3B4cOHDx8+XP1/BQGginoFLKaOc1jvkPCYZELIyGrPlQFQi/v377du3fry5cu+vr5N3RdQj1KJ7M9Hz0slMk0Br6eDmabg1V9x8Rr/zjwrKL2UlMlhiL+9qYn2vzeI0H+CVZfvvSgqP5f4gmVJF1sTC70GucMxMTHx1q1bqmsECSHt27d3dnZuiNMBvB/oX/w6+uDWYAEAVKHMVcqk1RBnsdTTdDHRU7Dk3JMXT7L/vaOC+W+6epxdRNNVa1O9BkpX9BkrgYGBQuF/FnjVfqctANTLB/ddhAAA1dGM9eej5xymhrtB1cWjhQEhJD6jIOpZzuPsolbGOiY6YvpwrFKJ/EVR2ZPsovxyCf3yRDczgwbqBsXn8zU1NavfWgsAaoGABVA/rq6u79/EOigzFsMwYv5rPhmhLjxaGBhqCmPScvPLJVHPanjghZaA52lhaKFX9Vl3DcHe3j4qKkr5svpDegHgtSFgAQD8rS6rr96cpZ6mua7ms/yStIKyvLLKCqmMMIwGj2sgFlroiS31tTgNNYJWlbOzs0KhePz4Mb0x1snJqZFODPABQMACAGhsHIZYG2hZG7ziW7obgaur6zv3Bd4A7wQscgcAAABQMwQsAAAAADV7DwOWkMchhGSVvA/fUwsAb6GM4nLlPzUAADV6D9dgmWiLUvNL/3z0vKk7AgDvMxPthnpIFQC8B97DgOVlYcQwzIuiskqZoqn7AgDvIQ0e10xX1NbcsKk7AgBvr/cwYIn4XF+bZk3dCwAAAPhwYQ0BAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJohYAEAAACoGQIWAAAAgJrxqhexLNsUPQEAAAB4WzAM8ya7/ydgsSxL05UyYyFsAQAAwAdCGaoYhmFZlmGY145ZfwcsGqQUCgWrAgELAAAAPhw0TjEqOBzO641m/TuCpfgv1ZgFAAAA8N5TzVUUIYT+t754dJiKhiq5XC6XyxUKheqZ1NpzAAAAgLcXHV1SKBQcDofL5dJCDodT30TEUz2WTCZTKBQIVQAAAPCBk8vlymVYdKNeu3OUa60UCoVEIkG6AgAAAGAYRiKR0EVTr7EqnaMcwZLL5RKJpMH6CQAAAPAukUgkdBzrNZak/71ui+4sk8kaoHsAAAAA7x6ZTPbaN/z9uzAe9wwCAAAAKL1JNPp3ihABCwAAAEDpTQISvosQAAAAQM0QsAAAAADUDAELAAAAQM0QsAAAAADUDAELAAAAQM0QsAAAAADUDAELAAAAQM0QsAAAAADUDAELAAAAQM0QsAAAAADUjNfUHYAPTn5JWXZhSblEKhLwjXW19LXETd0jAAAANUPAgsaT+CL74v2kzIIi1UITfR0/F1s7U+Om6xcAAICaIWBBY1AoFJF3H99KfKalIezsbGthrC8S8MsrJWk5BbeT0/dfueNtbxXQphWHwzR1TwEAANQAAQsaw5m7j2MSn7lYmfZp6yTg8Sok0vySMhN9Hevmhu1bWZ26kxD9JJUQ0sPdoal7CgAAoAYIWNDgnjzPpulqYLvWhJCox6kX4p7IFQouh+Pfxt7b3oqWRz9JtWlugLlCAAB4D6gnYF15kLz+94uxyX/lFpdqi4QdHW1mDurmZWeploO/T47cuDd6/e6nW0MMtTWbui+N51J8kpaGsI+HEyHkaWbu2buPLJsZuFiYxKdlnIl9ZKyjZd3csI+HU0pm3qX4JAQsAAB4D6jhMQ2XHyQNXBaqrynaMnHouSWTN04YklVY0m/p1oS0TNpg9Lrw3RdvvfmJqIS0TNcv/6euo709Wo5fnJqV99q713KR1Xv96yu/pCyzoMijpbmAzyOEPMvO1xGLhnZ092hpPrSjO5fDefQ8mxAi4PPatjTPyC/KLylrqq4CAACoixoCVuif1x3Nm2+d/GmAWyv3lub9vF2OfPOFlbHBtYdPaYPYp3+9+VmUYp+mq/Fob4m0nPyc4tI3OUItF1m917++sgqLCSEWxvr0ZRdXuyl9O9OwVVYpUbCsBv/vYVQLIz1CSHZhSRP2FgAAQC3UMEUokcklUrlqibZII2rlDLqtM3wuIWTilgNf7zye9st3NuO/m/1xwNm7jy/FJyVuWbDj/M0fDka+CFtCG/+VW+A05Yf9sz/v3daJELLnUsy6YxdSsvKsjA2m9u8ysqvXDwfP/HAokh72f6P7+7Sy6rrgpwtLp7S1taBHcJ+2oq+X8/cj+yWkZbafs2bfrDGLIk5pagjPL50ikytW/nb24LW7aTn5LQx1J3/UOahHB7rXtYdPF+87Hf8sQ65gXS1NFn3au5NTyypvU65Q/O9Q5IGrsc/zCg20xX09XRZ/1kdTQ0gI+Xz9bpaQHm4Oa46ezygotjM1Wv1/g7ztLQkhMrni653H91+9I1coens4dXG1q34BLz9I6rtkKyGk9dTlfT2dI2aNeVlXp247HHn3UfSqmWKhgBCy+sj51UfP31gx3fWr/6leZNWDq17/Cb06bTl99cnmBSIhn9ZuPnVlUcSpx5vmB285wONw2rWy3HL6Wk5RiZOFydqxg+hVfcPrViGREULEAn6V8syC4v1X7hhoabaz/3sqWSQUEELKJdI6f/QAAADeUmoYwert4fjoedaotbtuJT5TKNgqtQ83fkMIWTlmwN11cwghAh5ve2SUi6XJiYXjaTp5maNRcZN/PjCii9cf3078PKDd5J8PHLlxb2r/LsG9Opob6j3dGjI2oH0tuwv4XELID4civ+rX5afxgYSQBbtPrP/94qxB3a4vnz7lI7+vdx7feT6aEFJaUTl0RZhji+aRiyefWzLZ1co0cPmv1SeqNp68vPbYhYVDe11fMX3ThCEnYuIX7/uDVvG4nOsPn95KfHb5h6+Stiw01NactOUArVpz9HzYuahlI/td+v6rDo7Wyw9HVu+qTyvrsK8+I4RcXvbV1snDaunqks8+UijYFYfPEkLScwpWHTn33fDelsb6VS7yy67/qK5exeUVJ2MeKGuPRMX183bR0xLzuZxLD5KeZubdXjPr8ab5htriUevC6U/zDa+bhoBHCCn7b2ySyeX7r9zhcjgjunjSXKWMVqJqUQwAAOCdo4YRrM8D2ueXlq86cu7ozfs6Ig0fB6u+Xi7DfD3oKIuBlpgQoiUSGmhrEkIYhog1BIs/++iVh/3p5OV+Xi5T+3chhHi0NM8sKH6RXyQWCkRCAYdhXr1InCWEkM7OLUd29SKEFJVVbDtzfebAbsP9PAkhtqZGsU/T1xw9P7qbd3puYVF5xTDftg4tmhFCVowZONjHTcivemWG+bYNaNPKxdKUEGJrYjTYx+1M7CNlbVml9IdR/enI0DBfj/Gb9pVVSsRCQcTlmL5eLrQPtqZG91Keh527WeXIfB5XWyQkhOhpirRFGrV0VUessT5o8Gdrdo7o4rVk/x8eLc3pYFKVi6xKtcpAW7Nra/u9V24HdnSjY0hRj1MPzR1LW8rkih9G9dMQ8DUE/LmDu/dYtOnygySPluZveN2a6WoTQtKy862bGSgLswtLOAzTtbWdlujfkJ2WnU8IMdbVeuVnAwAA4C2nnu8inD6g65PNC/bOGjPcr21KVt7UbYc9Z6x6mJ5ZY2PllFDtYpP/Uk78EUIWf/bRxD6+9e1YO3sruhGX+lwik/u3aaWs8nVqmZyZW1JeaWdqZG9qHLQxYs3R87HJ6VwO4+vcUvzPsIqSobbmmdhH/gt+cpq8zC54yfazUfml/47WtDQxVM676WmKCCEFpeUSmSw5I9fT1lzZrC53VtbSVUJITw/Hj33aDFsZ9mfsw5/GBzJM/Z7MObqr99m7j+k6p6NRcab6Ot1a29MqhxbNNP4ZPXJs0YwQkpyZ++bXTV9L3FxP505yukQmUxZqizS6trazNNJXlkhksjvJ6c31dPDNOQAA8B5Q23OwxELBR57OH3k609vyR60Lnx9+4tDXY6u31BFpvPJoZZWSSpms+sKd+tIR/32u4vJKQkjfJT8z5O9EomAVdBTH1tToj28nrjt+Ycf56G/3nrYw0ls4tNenndtWOdTssKP7rtxZ+8XH7e0tRULB2mMXDl6LVdZqVBu5YVm2tELCEqLB//ddaFbLH9XV0lU63jM2wGfflTs93R1amhjV94L0b+eiG6Zx8FrsxD6+R2/GDfdrq3x4umrf6OxtYWn5m183QoifS8sDV2NP304Y0K41LcksKDoaFTfM10NL9PdDGU7dTiipqPzIy7m+7wgAAKBxGOiIhTyegM/l8zg8DofDYRiVcQ6WEJZlFQpWplBIZQo1BKzMgmJNoUB1rsfPxba/l8ufsQ9fua/y1zZVIf17kEMsFIiF/OKKylfsXm385mVLpGnSCp38qYuliWq5uZEeIcRIR3PpiL5LR/R9mJ654cSl8Zv2ObRo5tHy35EnuUKx60L07EH+w3w9aElRWcUr3x0dzikq/7dlYVn5K/eqvasKBbtg9wn/1vbn455E3n3U3a1+jz4X8HjDfNsevnHvk47u1x4+/XFcoLKqROVqF5WV06G4N7xulL1Zs7a2FreT0gghvds6CXg8UwPdEV286GygRCo7dSchPvWFl50lHoIFAADvhzedIswqLHaavGz97xdVC1mWffIiu7metkpJzbtri4RllRKp7O+bEONSniur2liZXU14qnw5d8exOWFH/z4a+ftw9Nd/4T9ZJ7uwJCP/P18krORqaSrk8bILS1qZNaN/DLQ0jbS1hHxeSmbuiVvxtJmjefN1XwzmcpiE/85vyhUKmVxhoP337BVdKs6+7F39Q8jnWRnrx6W+UJacj3tSS3t6wFq6SgjZfPpKUkbOr19+NqWv39Rth4tV0lst3VGtGtOt3c3HqRtPXva2s7RVGQN7kJaR98+jIu4k/0UIadWi2RteN6Ue7g5tbS3up77Ycurq5fikrMISkYCfVVhyOT5py+mr8akvPO0su7u1qnFfAACAd86bBqxmutpT+nZecfjsV6GHTt9OiHqcejQqbtjKsBuPUqYP6EoI0RDwRQL+lYTkeynPlUFKyd2mBUvIrgvR9AtVQs9cV1ZN/qjz2XuPlx08czspbcvpq1v/vEYffKCnKcosKL728Omz7HxzQz1DbXHEpRiZXFFQUjY77OjLVvDoiDU+D2i37OCZQ9fupmTm0oejTti8jxCSnls4cu2uDb9fevI8O/FF9soj5zgMU2WhmIDHa2NttudSzNPM3PupL4auCOvp7pBfUv7kebZMrqjl+nzS0f3Erfiws1EP0jI2/H7pnkrYUkW7/cedhw/TM2vpakpm7pL9fywd0ddAWzx3cACHYUL2nKr9IlevcrJo7mVn+ePvl0Z08VJtqacpmrL10MP0zDvJ6SERJ21NDDs4WL/hdVPicji92zoN6eSuqSG8/CBpz8Vb285c33Px1uUHSZoawiGdPHp5OHI46lkRCAAA0OTUMEW4+LOPnMyb7zwfPfnWgfySch2xRltb88NffxHwz4DE9AFd1x2/cPp2Quza2VX2dW9pvmhY7/8digzZc8rZovmq/xvkO2+9gmUJIQPbt1479uMNJy6tPXrBwkhv5ecDh3TyIIR80tFt98VbA74PnTGw2zef9Ph54rCvdx63+GJRC0PdRZ/2Ts8tqP6oCOqHUf31NEUhEScz8oua6+l85OkcMqwXIcTXueXm4KEbTlz6/uCfPA7X0bzZnpljqs9VbZzwyZSth9rPXmNprL9waC8vO4uoJ8+6Lthw7X/Tark4Xwd2zykqWbD7pIJle3k4Lh7eR/n4A1UeLc17uDnM333Cp5X17wvHv6yrX2077G7TYkQXTzr/uOr/Bg1dsf1jnzZ+LraqF1nvvymzetWAdq4P0jI+9mmj2szJwqSnu8OQFdtf5Be1tjINn/4FnYF9w+umyt6smb1Zs/ySsqzC4gqJTEPAa6arjVXtAADw/mEUCoVcLpfJZJWVlYWFhfr6+nXYC95hLMsGLNzo0dJ89dhBysJRa3cVllUcmz+uSbsGAADwFsnPz9fV1RUKhTwej8vlnkrMbNRF7vCuKK+UPs3K3XL66uPn2eEzRjV1dwAAAN5bCFgfkIT0DP+FGx1aNNs3e4yZgW5TdwcAAOC9hSlCAAAAgBq8yRQh7tsCAAAAUDMELAAAAAA1Q8ACAAAAULM3XeSura1dh1YAjSfiTgqfx+FyGEJe+U3YbHdLvcbpFQAAfFBwFyG8b/g8jp6WSMDnchiG1Bqy5K/6siMAAIDXg4AF7xsuhxHwuSI+n8Ol4eqlEUtR69ccAQAAvDYELHj/MByG4XAZLvOqKUIuQwgGsQAAQP2wyB0AAABAzRCw4P0nlSuSMgukmBAEAIDGgoAF7zmpXJGUkV9RKUvKyEfGAgCAxoGABe8zmq74PK6juQGfx0XGAgCAxoGABe8tOcsmZeTzOVwbY10uh2NjrMvjcJIy8vF0BgAAaGi4ixDeW1yGMdIW6WtpcDgMIYTDYWya6+aVVLz67kIAAIA3g4AF7zMjHbHqSy6HY/zfEgAAgIbQxFOES5cuHTBgwIdzXgAAAPgQYA1WbaZPn/7bb781dS8AAADgHYOAVZv4+Pim7gIAAAC8exo7YGVlZQUHB3t4ePj5+W3cuFG1SiKRrFy50t/f383NrXv37uvWrZPJZLQqOzt71qxZ7du379ix44wZMzIyMtR43tzc3K+//rpr164eHh59+vQJDw+n5c7Ozunp6fPnz2/fvj0tOXny5NChQ728vPz8/P73v/9VVFS8wZWAhsMqWFYhZ+Us/UNe9kchx+2EAADQIBp7kfu8efNSUlI2b95sbGwcERFx5swZXV1dWrV48eJz584tXLjQxcXl3r173333XWVl5dy5c2UyWXBwMI/HW79+PZ/PX758eXBw8OHDhzmceqTDWs67YMGCp0+frlq1ysjI6Pbt24sWLTI1NQ0ICDh//ny3bt3mz5/fr18/Qsi5c+dmzZo1bty4VatWpaamLlq0KD8/f/ny5Q1zneD1lVZISysK6tjYsZVxA3cHAAA+RI06gpWZmXn9+vWgoCAfHx9bW9v58+dramrSqoKCgmPHjgUHB/fp08fS0rJfv34jR448cOCAVCq9efNmQkLC0qVLfXx8PD09Fy9ebGNjk5WVpZbz0uy1bds2Ly8va2vrwYMHOzg4XL16lRCip6dHCBGLxTSKhYaGent7T58+3dLSsnPnzjNmzPj9999fYywNAAAA3nuNOoKVnJxMCGndujV9yTBM69atExISCCEPHz6UyWRubm7Kxq6urmVlZampqfHx8UKh0N7enpY7OjquXbu2+sGLioroBofD0dLSquN5aYQKDQ29efNmXl4ey7KFhYVWVlZVDq5QKOLj46dMmaIs8fb2Zln20aNHJiYm6rg2AAAA8P5o1IBVWlpKCNHQ0FCWiMVi1SrVYEQHmUpLSwsLC0UiUe1Hrqys9PHxodtmZmaRkZF1PK9UKh03bpxcLp83b56NjQ2Px1NNUUoVFRUymeynn37atGmTanl2dnZ9LgAAAAB8EBo1YNGcVFxcrCxRbtNoVVJSoqyi21paWgYGBmVlZSzLMi9/ALdAIFAuThcIBHU/b1xc3KNHj3bt2uXp6UlL8vLyWrRoUeUIGhoafD5/5MiRgYGBquWGhob1vAYAAADw/mvUNVg2NjZ0NpC+lEql0dHRdNvR0ZHH4925c0fZODY2Vltb28rKysnJSSKR3L17l5YnJSUNGTIkMTFR9cgMw7T9h6ura93PW1lZqVxuRU+anp7OVvuuOg6H4+zs/Pz585b/sLCw4PP5ypXyAAAAAEqNOoJlZmbm7u4eGhpqaWlpaGi4a9cuPp9Pq3R1dQcPHrx161ZLS0snJ6ebN29GRESMHTuWx+P5+Pi0atUqJCRk7ty5IpFozZo1lZWV1tbWajmvg4ODUCgMDw+fNGnS48eP165d26lTp5SUlNzcXENDQw0NjejoaCcnJ1tb27Fjx06fPj00NLRHjx4VFRVbt26NiYk5efKk6np5AAAAAEIIo1Ao5HK5TCarrKwsLCzU19ev1/7a2tr1av/XX3+FhITExMRoa2sPGzZMLpdHRkYeP36cDiytW7fuxIkTeXl5JiYmQ4YMCQoKotOCL168WLZs2Y0bN3g8npeX17x588zMzNR13pMnT65duzY3N9fFxWXhwoWZmZkzZ840MTE5duzYpk2bfvnlF6FQePr0aR0dnRMnTmzbtu3p06daWloeHh7Tp09v2bJlvboBjSA8JrnujQfiMQ0AAPAS+fn5urq6QqGQx+NxudxTiZlCHk/A5/J5HB6Hw+EwjMrqJZYQlmUVClamUEhlisYOWAANDQELAADU4k0CFr4qBwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNmjhgLV26dMCAAY1woo4dO27ZsqURTgQAAACAESwAAAAANUPAAgAAAFCzxg5YWVlZwcHBHh4efn5+GzduVK2SSCQrV6709/d3c3Pr3r37unXrZDIZrcrOzp41a1b79u07duw4Y8aMjIyMN+nDiRMnAgMDvb29O3bsOHny5GfPntHyvXv3+vr63rt379NPP23Xrl3Pnj0PHz5Mq2Qy2ffff9+xY0dvb+8FCxacO3fO2dk5Nzf3TboBAAAA76vGDljz5s178uTJ5s2bt2/fnp+ff+bMGWXV4sWLf/vtt9mzZx8/fnzatGm7d+9evXo1DTfBwcFpaWnr16/fsGFDenp6cHCwQqF4vQ7ExcXNmTPHz89v3759P//8c1lZ2bRp02gVj8crKSnZvHnzunXroqKiBg4c+N1332VmZhJCdu7cuX///unTp+/fv9/Y2HjlypWEEA4H438AAABQg0aNCJmZmdevXw8KCvLx8bG1tZ0/f76mpiatKigoOHbsWHBwcJ8+fSwtLfv16zdy5MgDBw5IpdKbN28mJCQsXbrUx8fH09Nz8eLFNjY2WVlZr9cHGxub/fv3T548uWXLlq1btx49evTDhw+VY1ESiWTcuHEmJiYMwwwePFgqlT569IgQcuTIkYCAgCFDhtjY2EydOtXMzEx9VwUAAADeN7zGPFlycjIhpHXr1vQlwzCtW7dOSEgghDx8+FAmk7m5uSkbu7q6lpWVpaamxsfHC4VCe3t7Wu7o6Lh27drqBy8qKqIbHA5HS0vrZX3Q0tJKT09fu3bts2fPKioqpFIpIaSwsNDQ0JA2cHBwoBu6urr0sCzLpqamDhkyRHmQgICA69evq+OSAAAAwHuoUQNWaWkpIURDQ0NZIhaLVatUgxEd3CotLS0sLBSJRLUfubKy0sfHh26bmZlFRka+rOWpU6dmzpwZHBw8f/58bW3tmJiY6dOnqzYQCoWqL1mWLSkpkUqlysE2Qoienl6d3zQAAAB8cBo1YNGcVFxcrCxRbp3MQU4AACAASURBVNNoVVJSoqyi21paWgYGBmVlZSzLMgzzsiMLBILw8HDldi19OHjwoI+Pz1dffUVfVlRUvLLb9IDl5eXKksLCwlfuBQAAAB+sRl2DZWNjQ2cD6UupVBodHU23HR0deTzenTt3lI1jY2O1tbWtrKycnJwkEsndu3dpeVJS0pAhQxITE1WPzDBM23+4urrW0ofKykrV8afff/+dDlPVsotQKDQ1NY2Li1OW1DJCBgAAANCoI1hmZmbu7u6hoaGWlpaGhoa7du3i8/m0SldXd/DgwVu3brW0tHRycrp582ZERMTYsWN5PJ6Pj0+rVq1CQkLmzp0rEonWrFlTWVlpbW39en1o06bN4cOH7927Z2RkFBoa2qxZM0JIfHx8ixYtatmrV69eERERXbp0cXV1PXbs2GsvsQcAAIAPQaMGLELIypUrQ0JCJk+erK2tPWzYsP79+ytHg+hNhYsXL87LyzMxMQkODg4KCqKjU5s3b162bNm0adN4PJ6Xl9eKFSt4vNfs+YQJE9LS0r744guxWDx06NCJEydmZmaGhIRwudxa9poyZUpOTs7ChQuFQmG/fv3Gjx8/d+7c2uciAQAA4IPFKBQKuVwuk8kqKysLCwv19fXrtb+2tnaD9e0tIpVKi4uLDQwM6MvNmzeHh4dfvXq1qfsFNQiPSa5744GtjBuyLwAA8A7Lz8/X1dUVCoU8Ho/L5Z5KzBTyeAI+l8/j8DgcDodhVJaHs4SwLKtQsDKFQipT4FGZdRIaGtqrV68//vgjLS3t7Nmz4eHhgwYNaupOAQAAwFuqsacI31Hjx4+n3+STk5NjYmIyZMiQiRMnNnWnAAAA4C2FgFUnPB5v2rRpyi/VAQAAAKgFpggBAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNELAAAAAA1AwBCwAAAEDNmjhgLV26dMCAAU3bB/U6ePCgs7OzTCZr6o4AAABAk8EIlhokJiZ27969qXsBAAAAbwsELDWIj49v6i4AAADAW4TXyOfLysoKCQmJiorS1tYeNmyYapVEIlm/fv2pU6dyc3ONjY379es3ZcoUHo9HCMnOzl6+fPnly5e5XK6Pj8+cOXNMTEzqdd7OnTuPGzcuKSnpzJkzCoUiMDBw7NixixYtiomJEYvFU6ZM+fjjj2nLQ4cOhYWFpaWlicViX1/fOXPmGBkZEUJmzJhBjxMaGpqdnW1lZbVw4UI3N7eNGzdu3LiREOLs7Pz111+LxWJCSGpqakhISHx8vK6u7rRp05QHBwAAgA9BY49gzZs378mTJ5s3b96+fXt+fv6ZM2eUVYsXL/7tt99mz559/PjxadOm7d69e/Xq1YQQmUwWHByclpa2fv36DRs2pKenBwcHKxSKep2Xx+OFhYV169bt6tWrM2bM2L59+4QJE4KCgq5duzZw4MAlS5YUFhYSQo4dOxYSEjJgwIAjR46sX7/+wYMHEydOZFmWEMLn82NiYu7du3fw4MHLly/r6+svWLCAEDJ27NiRI0eamppevXqVRkYej7d06dIvvvhiz5497du3X7RoUWZmZgNcSwAAAHhLNWrAyszMvH79elBQkI+Pj62t7fz58zU1NWlVQUHBsWPHgoOD+/TpY2lp2a9fv5EjRx44cEAqld68eTMhIWHp0qU+Pj6enp6LFy+2sbHJysqq79mdnJy6du3KMMxHH31ECHF3d3d3d2cYpm/fvhUVFSkpKYSQHTt2+Pv7jxs3ztra2tvbe/78+fHx8Xfu3KFHKC8vnzt3rlgs1tDQ6N+/f1JSUnl5uUgk0tDQYBhGX19fKBTSRDh27Fh/f39nZ+cpU6bIZDLMIQIAAHxQGjVgJScnE0Jat25NXzIMo9x++PChTCZzc3NTNnZ1dS0rK0tNTY2PjxcKhfb29rTc0dFx7dq11acIi/5RUlJS49mtra3phpaWFiHExsaGvqQhr7i4WCqVPnr0qE2bNspdXFxcaN/oS0tLSw0NDbqto6NDT1rjudzd3emGoaEhIaSsrKyelwoAAADeYY26Bqu0tJQQoswohBC6YklZRaMPRXNPaWlpYWGhSCSq/ciVlZU+Pj5028zMLDIysnobgUCg+pKONimxLFteXq5QKGrsA32p2nPlXjX2R9lhhmFqaQYAAADvpUYNWDR2FBcXK0uU2zTWqA4+0W0tLS0DA4OysjKWZWlYqZFAIAgPD1duv3b3uFxu9T5oa2u/3gEBAADgw9SoU4R0Vk454yaVSqOjo+m2o6Mjj8dTrnYihMTGxmpra1tZWTk5OUkkkrt379LypKSkIUOGJCYmqh6ZYZi2/3B1dX297vH5fAcHB9U+0JO+9gEBAADgw9SoI1hmZmbu7u6hoaGWlpaGhoa7du3i8/m0SldXd/DgwVu3brW0tHRycrp582ZERMTYsWN5PJ6Pj0+rVq1CQkLmzp0rEonWrFlTWVmpXFClXv/3f/83Z86csLCwnj17pqWl/fDDD97e3q8MWDo6Ojk5OTExMaampg3RKwAAAHi3NPZzsFauXBkSEjJ58mT6HKz+/fsr10vRmwoXL16cl5dnYmISHBwcFBRER6c2b968bNmyadOm8Xg8Ly+vFStW0OdjqR29o3D79u1r167V1tb29/efNWtWXfY6cuTIF198ERQUVN8HdAEAAMD7h1EoFHK5XCaTVVZWFhYW6uvr12t/rE+Ct014THLdGw9sZdyQfQEAgHdYfn6+rq6uUCjk8XhcLvdUYqaQxxPwuXweh8fhcDgM8//s3XdcFEfDB/DZ447OHU0pKh2kSkcgImgUSxTsJXaiBmwxxkSNxhbFgl0JxpYiikaMBY0+sSRRFAWk2VBAwEaTJnB4hd33j31yz72oRMIKlt/38/yxOzM7M3vm/fB7Z+f2lLaHM4QwDEPTjJymZXIaP5UDAAAAwDEELAAAAACOIWABAAAAcAwBCwAAAIBjCFgAAAAAHEPAAgAAAOAYAhYAAAAAxxCwAAAAADiGgAUAAADAMQQsAAAAAI4hYAEAAABwDAELAAAAgGMIWAAAAAAcQ8ACAAAA4BgCFgAAAADHELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMfaOGCtWLEiJCSkbefwMjk5OY6OjmlpaU1XzZ49+5NPPmmin/v37zs6OiYlJb3OyQIAAMAbhN/WE3jrjRgxQiqVtvUsAAAA4A2CgNVS/v7+bT0FAAAAeLO09iPC0tLS8PBwd3f37t27R0dHK1dJpdKoqKiePXu6urr26tVr06ZNcrmcrSorK5s7d27Xrl39/f3nzJlTXFzc3HF9fHx27dq1cOHCbt26eXh4zJw5s7Kykq3y8vL64YcfFC2/+eab4cOHK06fPHkybdo0T09Pf3//devW0TTdqGflR4Tx8fEhISEeHh7+/v6fffaZ8jzr6+u/+uorb29vHx+f1atXNzQ0sOUVFRXz58//8MMPPTw8Ro0alZyczJbv378/ICDg/PnzAQEBUVFRzb3f95m+UNNEX2hupGfTwcC+UztH8/ZOFkbOf//PycLI0by9fad2Nh0MzI302nqyAADwbmrtgLVgwYKcnJyYmJgffvihsrLyzJkziqrly5cfOXLkyy+/TEhImD179r59+9avX08Ikcvl4eHhDx482Lx589atWx8+fBgeHv580Gkan8/fs2ePt7f3hQsXDh8+fOvWrdWrV7/KhZs2bfrggw9iY2MnTpy4Z8+egwcPvqzltWvXlixZMm7cuKNHj37//feVlZVz5sxR1EZHR7u6uu7duzc8PPznn3/+/fffCSE0TX/66aeZmZkrV648dOiQi4vLp59+mpOTQwgRCARisXjfvn2RkZGjR49u1s0CAABA22rVgFVSUpKUlDR58mRfX19ra+uFCxdqaWmxVVVVVcePHw8PD+/Xr5+ZmdmAAQPGjh176NAhmUyWnJx8+/btFStW+Pr6enp6Ll++3NLSsrS0tLmjOzg4DBo0iMfjWVpajhw58vfffxeLxf94Vc+ePceMGePg4DB16lQ3N7cTJ068rGVOTo6amtqgQYPMzMxcXFw2bNiwYMECRa2/v/+YMWPs7e3DwsKMjY2zsrIIIZcvX7558+ayZcvYD2TBggWmpqZ79+4lhFAUVV9fP27cuICAgI4dOzb3ZgEAAKANtWrAunfvHiHExcWFPaUoSnGcnZ0tl8tdXV0VjZ2dncVicWFh4c2bN9XU1Gxtbdlye3v7jRs3GhsbN+r86d9qa2tfOLqDg4Pi2MbGRiKRvEpK8/T0VBy7ubnl5+e/rGXXrl0piho/fvyhQ4cePXpkaGiouDtCiLu7u+JYX1+/rq6OEJKVlaWqqurt7c2W83g8T0/P7Oxs5RH/cYYAAADwpmnVTe5sqlBXV1eUaGpqKldpa2srqtjFrbq6uurqag0NjaZ7lkgkvr6+7LGpqenZs2efb6MYixDCdlhTU/OPc9bR0VG+qolFL0tLy/379+/Zs2fjxo1Llizp0qXLwoULFRlL+RYoimIYhr07qVSqnL0aGhoMDQ0Vp8ofCAAAALwtWjVgPR9rFMdsklBefGKPtbW19fX1xWIxwzAURb2sZ1VV1djYWMXxC9uwGU65c6FQyMYd5WYSiUT5tL6+XnEsFouVU9rzOnfuvGbNmoaGhrS0tM2bN4eHh//xxx9NtNfW1lZTUzt8+LByoYqKShOXAAAAwJuvVR8RWlpask8D2VOZTJaSksIe29vb8/n89PR0ReOMjAwdHR1zc3MHBwepVJqZmcmW5+XlDR8+PDc3V7lniqI8/ubs7PzC0VNTUxXHN2/e1NTUZJ8zamlpPX36VFF1584d5auuXbumOL5x44a1tfXL7i4rKysjI4NNSN7e3uwXFZ88edLEB+Li4iKRSGiatvqburq6kZFRE5cAAADAm69VA5apqambm9vOnTsvXbqUnZ29dOlSgUDAVolEoiFDhuzYseP8+fNFRUXHjh2Li4sbP348n8/39fW1s7NbvHjxpUuX0tLSlixZIpFILCwsmjt6aWlpdHT0gwcP/vrrr7i4uH79+qmpqRFCnJyczp07V1VVJZPJdu7cWVVVpXzV2bNnT5069fjx4wMHDqSlpYWGhr6s/4sXL86YMeP3339/8OBBdnZ2bGxshw4dTExMmpiSn5+fg4PDvHnzUlJSHj16dPLkyaFDh8bFxTX31gAAAOCN0tovGo2Kilq8ePH06dN1dHRGjhw5cOBAxX4p9kuFy5cvr6ioMDY2Dg8Pnzx5Mrs6FRMTExkZOXv2bD6f7+XltXbtWj6/2TMfNmxYdXX1yJEjJRJJUFDQwoUL2fJ58+YtXLiwV69eQqFw6NChgwYNSkxMZF8PQQiZP39+bGzswoULNTQ0pkyZMnTo0Jf1/+mnn8pksqioqLKyMm1tbXd39+3btzfxWJNd69qxY0dUVNRnn31WX1/fsWPH8PDwCRMmNPfWAAAA4I1C0TTd0NAgl8slEkl1dbWeXvNevai8B/xN5u/vP378+PDw8LaeCLx2v+UUq/H5qgIVAZ/H5/F4PIpSyrkMIQzD0DQjp2mZnHYT4ccMAADgxSorK0UikZqaGp/PV1FROZVb8up/X9r4x54BAAAA3j0IWAAAAAAce1+ej1y+fLmtpwAAAADvC6xgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMcQsAAAAAA4hoAFAAAAwDEELAAAAACOIWABAAAAcKylb3KPvXaPo5kAcENfqNnWUwAAgPcdVrAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMcQsAAAAAA4hoAFAAAAwLE2Dlin9u2eN7zP/o2RbTuNl6koLZ43vM+84X3qa2vaei4AAADw1sAKFgAAAADHELAAAAAAOMZv5fHq62qP7Y6+lZrEFwi8evQhDKNcK5dJ/zhyMCPxj6onpWoaGtZObsGjJrQz7cjWPil6dHr/ntzrGQxDm5hb9xox1sbZrVmj593I3LHsKw1NraU//cqWRH89637OncFTZvoGD0j6T8LRXdscvf1su3j8HvdjjyGjXfwCuLt1AAAAeF+09grWsd3R6RfP83gqLl0DcrLS0i+eV67dt2Hl2UOx9XU1Lr4BIn3DrKQL3y36vOpJKSGkpqoiZtHn168ktu/QqbOb9/27t/as+Dr/9nUO58bnCwgh5cWPf4/7saO1nbZIxGHnAAAA8P5o1RWsuqfVWUkXCCHDp33h5OMvl8vWzQpT1OZeT7+VeoXH40V8u7GdaUe5XBb99WeP8/MuJBwOmRRxMeFw7dPqjla24d9u4PF4Z37Z++fRgxcTfrV0cOFqehSPRwgpeVAY9vWKzu7e7CZ3rjoHAACA90erBqzSR/cb5HJCiK2rJ7ti5ODpe/n0cbY2NyudENLBypZ9JsjnC5y8/R/n5z26l0MIYRerbF09eTweIaT3iHG9R4x7HZPUForYdAUAAADw77TyCtZTQghfIFBVU2NL1LW0/1dbU00I0dIRKkq0hCJCSHV5GSFEXFtLCNFQav9C1/46E//dBvbY0dtv3NzFzZ2ktkivuZcAAAAAKGvVPViaOkJCiFwmkz57xpbUPa1qVCuufaooqa2uIoRoaOsQQkT6BoQQxfuo5HJZTVVFTVVloyEYmqH/xtBMo1r2IaBMJlWUsJlPGU8F36wEAACAFmnVMNG+QycVFRVCSHbaVULIs3rxjauJitrO7j6EkEf3csuLH7MR6mbyJUKIbRcPQkgnW3tCyJ2MFLqhgRByMeHwiimj921Y2WgIrx7Baw79h/3f+K+WNKrVForYhFfysJAQ8rggr7ykqFVuHQAAAN4jrfqIUFuk6+jtd/1KYvz2jdnpKQ9ystXUNeuePmUYhhBi5eji7ON/I/ny90u+tHPzfJSfW1SYL9I37D5wGCGk+8BhyWdPPS64t33JXP32xtevXOTxqA+Hjm7WBAxNOxqadHhS9Ojntcs6u3tnX7vavkOn0kcPXtsdAwAAwPuotR+HhX4yw8GzK93QcDcj1cUvoGvv/oQQduc7IWTUZ/N7DB7FU1FJu3DuaUW5Z2CvaSs3aot02f1Yny5bZ+/hU/KgIPva1U42ncMWRrKb5V8dj8cbO2eRmW3npxXludfTQz+Zbmxmya5pvZ7bBQAAgPcRRdN0Q0ODXC6XSCTV1dV6es3b4n3sbtlrmxvAv6Ev1FTj81UFKgI+j8/j8XgURVHU37UMIQzD0DQjp2mZnHYTtfa7dgEA4G1RWVkpEonU1NT4fL6Kisqp3JJX//uCDd0AAAAAHEPAAgAAAOAYAhYAAAAAxxCwAAAAADiGgAUAAADAMQQsAAAAAI4hYAEAAABwDAELAAAAgGMIWAAAAAAcQ8ACAAAA4BgCFgAAAADHELAAAAAAONbSX7od62nF0UwAuPFbTnFbTwEAAN53WMECAAAA4BgCFgAAAADHELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMfaOGCtWLEiJCSkbefQciEhIStWrGjrWQAAAMCbAitYb6tu3bo9evSorWcBAAAAL4CA9VYqKiqqqKho61kAAADAi7V2wCotLQ0PD3d3d+/evXt0dLRylVQqjYqK6tmzp6ura69evTZt2iSXy9mqsrKyuXPndu3a1d/ff86cOcXFxc0aNDAwMCYmhj1+8uSJo6PjnDlzlGv37NlDCElLSxs3bpyHh4eXl9ekSZOuX7/ONti/f39AQMD58+cDAgKioqLYlkOGDHFzc+vfv//vv/+uPNbLplpcXDxnzhw/Pz83N7fQ0NCEhAS2/IcffvDy8lJcXlxc7Ojo+OeffxJCDhw40K1bt6ysrFGjRvn4+AQHB//666+EkOTk5A8//JAQ0rt375kzZzbrowAAAIBW0NoBa8GCBTk5OTExMT/88ENlZeWZM2cUVcuXLz9y5MiXX36ZkJAwe/bsffv2rV+/nhAil8vDw8MfPHiwefPmrVu3Pnz4MDw8nKbpVx/U19c3PT2dPU5JSTExMbl27Rp7WlBQUFZW5u/vX1BQ8MknnxgZGcXFxe3bt09LSyssLIyNRwKBQCwW79u3LzIycvTo0TU1NTNmzNDV1T148ODatWsPHjz45MkTtreXTVUmk02ePLmgoGDr1q3Hjh0LDg6eN2/e+fPnm542n8+vra2NiYnZtGnT1atXQ0NDly1bVlJS4u7uvmHDBkLI4cOHV69e3fx/BAAAAHi9WjVglZSUJCUlTZ482dfX19raeuHChVpaWmxVVVXV8ePHw8PD+/XrZ2ZmNmDAgLFjxx46dEgmkyUnJ9++fXvFihW+vr6enp7Lly+3tLQsLS199XH9/PwyMjLYTJacnPzRRx+JxeL79+8TQlJTU/X19Tt37nzgwAFNTc1Vq1Z17ty5c+fOa9eulcvlx44dI4RQFFVfXz9u3LiAgICOHTv+9ddfVVVVCxcu7Ny5s7Ozc2RkZHV1NTvQy6Z68eLFe/fuRUZGenl5mZubT58+3cPDY9++ff84c6lUOmXKFGNjY4qihgwZIpPJ7ty5IxAI2M9NKBQqPkAAAAB4c7RqwLp37x4hxMXFhT2lKEpxnJ2dLZfLXV1dFY2dnZ3FYnFhYeHNmzfV1NRsbW3Zcnt7+40bNxobGzfq/OnfamtrG1X5+vrW1tbevXuXTVReXl4uLi7sIlZqaqqfnx9FUTdv3nRychIIBOwlmpqalpaW2dnZik7c3NzYg7y8PE1NTWtra/bUyMjIyMiIPX7ZVG/evKmurt65c2dFb05OTsqdN0FxlUgkYm/zVa4CAACANtSqAauuro4Qoq6urijR1NRUrtLW1lZUsWszdXV11dXVGhoaTfcskUh8/zZo0KBGtcbGxpaWlmlpaeXl5QUFBe7u7u7u7oqA5e/vzw6kPDo7AXZWLEVtXV2dmpqackvFXbxsqrW1tZqamhRFvazzJjQai2GYV7kKAAAA2hC/NQdjw0dNTY2iRHHMxhflxSf2WFtbW19fXywWMwyjHFAaUVVVjY2NVRw/34DdhmVgYGBnZ6ejo+Ph4bFy5cqioqLHjx/7+vqyAzVa+qqtrW3Xrt3zXWlqajbKRoq7eNlUdXR06urqlMtra2t1dHTYZTzllhKJ5GX3CAAAAG+LVl3BsrS0ZJ8GsqcymSwlJYU9tre35/P5iq3ohJCMjAwdHR1zc3MHBwepVJqZmcmW5+XlDR8+PDc3V7lniqI8/ubs7Pz80H5+funp6SkpKZ6enuzzvgcPHpw+fdrKysrExIR9Innjxg2ZTMa2f/r0aX5+vuIJpjILCwupVJqXl8ee3r17t6ysjD1+2VSdnJwkEsmtW7cUnWRmZrLz1NLSqq+vV4z7is8NWVjNAgAAeDO1asAyNTV1c3PbuXPnpUuXsrOzly5dqtjzJBKJhgwZsmPHjvPnzxcVFR07diwuLm78+PF8Pt/X19fOzm7x4sWXLl1KS0tbsmSJRCKxsLBo1tA+Pj4lJSV//PEHG7C0tLTs7Oz27dvHPh8khIwaNerZs2eLFi0qKCi4e/fuV199paWlFRoa+nxXQUFBWlpaK1asuH79elpa2rfffmtoaMhWvWyqAQEBNjY2ixcvvn79+oMHDzZt2nTjxo0JEyawm7EYhjly5AghJD8/Py4u7lVuh92P9ddffylyHgAAALw5Wvs1DVFRUZaWltOnT58yZYqJicnAgQMVyzALFy4cPHjw8uXL+/TpEx0dHR4ePm3aNHZ1KiYmxtzcfPbs2dOnT9fT09u+fTuf37yHm0Kh0NHRsaioiA1YhBBPT0/F80FCiJmZ2a5dux49ejR48OAxY8YwDPPTTz/p6+s/35Wuru7WrVvLy8vHjh27cOHCcePGmZmZsV9RfNlU+Xz+jh07zMzMJk+ePHDgwMTExK1bt7JDOzo6fv7559HR0T4+Pt988838+fMJIf/4EgonJ6fu3btHRUXhJ3oAAADeQBRN0w0NDXK5XCKRVFdX6+npNet6diMRwJvjt5xiNT5fVaAi4PP4PB6PR1FKO90YQhiGoWlGTtMyOe0matVtiAAA8BaprKwUiURqamp8Pl9FReVUbsmr/33BT+UAAAAAcAwBCwAAAIBjCFgAAAAAHEPAAgAAAOAYAhYAAAAAxxCwAAAAADiGgAUAAADAMQQsAAAAAI4hYAEAAABwDAELAAAAgGMIWAAAAAAcQ8ACAAAA4BgCFgAAAADHELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMcQsAAAAAA4hoAFAAAAwLE2DlgrVqwICQlp2zkAAAAAcAsrWAAAAAAcQ8ACAAAA4FhrB6zS0tLw8HB3d/fu3btHR0crV0ml0qioqJ49e7q6uvbq1WvTpk1yuZytKisrmzt3bteuXf39/efMmVNcXNysQceNGzd58mTlkpkzZ44ePZoQIpfLo6OjP/roI3d39379+h04cEDRpry8fP78+UFBQWxVbGwsW56bm+vo6PjHH3+EhISMHDmyBR8GAAAAvJv4rTzeggULCgoKYmJi2rVrFxcXd+bMGZFIxFYtX778/Pnz33zzjZOTU1ZW1rJlyyQSybx58+RyeXh4OJ/P37x5s0AgWLNmTXh4+K+//srjvWo6HDp06KJFi0pLS9u3b08IEYvFly5dmj9/PiFk3bp1hw4dWrx4sbu7e1JS80bF6gAAIABJREFU0qpVqwQCwdChQwkhixYtys/PX7dunaGhYVpa2pIlS0xMTD788EOBQEAIiY6OnjRpkpOT0+v8tAAAAOCt1KorWCUlJUlJSZMnT/b19bW2tl64cKGWlhZbVVVVdfz48fDw8H79+pmZmQ0YMGDs2LGHDh2SyWTJycm3b99esWKFr6+vp6fn8uXLLS0tS0tLX33cvn37amlpnTx5kj3966+/GIbp169fbW3tgQMHwsLCQkNDzczMRo4cGRISsmvXLrbZggULdu3a5eXlZWFhMWTIkM6dO1+6dIkQQlEUIaRr166DBw+2s7N7DZ8TAAAAvN1aNWDdu3ePEOLi4sKeUhSlOM7OzpbL5a6urorGzs7OYrG4sLDw5s2bampqtra2bLm9vf3GjRuNjY0bdf70b7W1tY2q1NXV+/fvf/z4cfb0999/79Wrl46OTnZ2tlQq9ff3V7T08fEpLCwUi8WEEE1Nzb179w4ePDgwMLB79+45OTnV1dWKlspTBQAAAFDWqo8I6+rq2LijKNHU1FSu0tbWVlSxi1t1dXXV1dUaGhpN9yyRSHx9fdljU1PTs2fPNmowbNiwgwcPZmdnW1hYXLx4ccuWLYQQNopNmjRJ0YxhGELIkydPTExMpkyZ0tDQsGDBAktLSz6fP2PGDOUOdXR0WvBJAAAAwLusVQMWm5NqamoUJYpjNlopLz6xx9ra2vr6+mKxmGEY9tncC6mqqio2oauqqj7fwMnJycHB4fTp046OjiKRiE1jbEhas2aNYnmMZWxsfP369Tt37uzdu9fT05MtrKio6NChQ4s/AwAAAHj3teojQktLS/ZpIHsqk8lSUlLYY3t7ez6fn56ermickZGho6Njbm7u4OAglUozMzPZ8ry8vOHDh+fm5ir3TFGUx9+cnZ1fOPrQoUP/85//nD59OiQkhN0g37lzZ1VV1fLycqu/6erq6uvrq6qqSiQSQoiurq5iMg8fPmTXtwAAAACa1qorWKampm5ubjt37jQzMzMwMNi7dy/7jTxCiEgkGjJkyI4dO8zMzBwcHJKTk+Pi4sLCwvh8vq+vr52d3eLFi+fNm6ehobFhwwaJRGJhYdHc0QcMGLBu3brHjx8nJCSwJdra2iNGjNi2bZuenp6Li8vjx49Xr15tZGQUExPTuXNnNTW12NjYadOm3b17d+PGjR988EFBQUF5eTnXnwoAAAC8a1r7NQ1RUVGLFy+ePn26jo7OyJEjBw4cqNgvxX6pcPny5RUVFcbGxuHh4ezLqyiKiomJiYyMnD17Np/P9/LyWrt2LZ/f7JkLhUIfH5+6ujozMzNF4VdffaWjo7N+/fqysjJDQ8MePXrMnj2bEKKvr79y5cqNGzceO3bMyckpMjKypKTkiy++mDRp0rZt2zj9SAAAAOBdQ9E03dDQIJfLJRJJdXW1np5es65/i/Z6V1RU9OnTZ8WKFX369GnrucBr9FtOsRqfrypQEfB5fB6Px6Mope17DCEMw9A0I6dpmZx2E7X2/48BAABvi8rKSpFIpKamxufzVVRUTuWWvPrfl/fir0t1dXVhYeHq1autra179+7d1tMBAACAd9x78VuER44cGT9+vIaGxsaNG1/9/e8AAAAA/857sYI1ceLEiRMntvUsAAAA4H2B5RwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMcQsAAAAAA4hoAFAAAAwDEELAAAAACOIWABAAAAcAwBCwAAAIBj78VvEcJ7hiGEIYRQijNCGKpRJaFeejkAAEBLIWDBO4chDEMYwjAMm6YYNlERQijq7yry34M2nioAALyjELDgXcOGKoYmNI+maEJ4POrvKEVRFMMwDCE0TdMMzdBtPVcAAHhHIWDBu4ahGZpmaJpuaOARQjMMoaj/LlVRhCKEYRhCM3RDA0PTSFgAAPBaIGDBu4ZmmAaaljVQDCE0w6N4DRRDCEX99xEhzTAUYWjSQNPyBgQsAAB4LRCw4F1T90wm4PNUePJX2MjOEKLROrMCAID3CgIWvGsEfJ6utoaqQIXHrlq9vGUDg03uAADwWiBgwbtGhUepClQ0BAKeChuuXhqxaDwiBACA1wMBC949FI+ieCqUCvVPjwhVKII3NQAAwGvQxgFrxYoVycnJx48fb6sJzJw589y5c8+Xnz59WiKRhIaGxsbGenh4zJ49u6amZvfu3a/ec1JS0ieffBIXF+fq6koI6dq1a01NDVulra1tbW3du3fv0aNHa2hgDxAAAMC7BitYxMzMbMmSJY0K27dvL5FIlixZYmZmxtVAwcHBH3/8McMw1dXV165di4mJOXLkyA8//GBoaMjVEKCsgWHyS6o76GtrqP73v3OxVPa4os7SSPTPi1sAAAAtgIBFNDU1/fz8ni9XV1cfOXIkhwMZGRn5+Piwx2zYGjNmzNdff71jxw4ORwEFFYrSUuPfK6mybC/SVBPUPZMVlFUbCjWRrgAA4HVr7R97Li0tDQ8Pd3d37969e3R0tHKVVCqNiorq2bOnq6trr169Nm3aJJfL2aqysrK5c+d27drV399/zpw5xcXFhJClS5f26tWrvr6ebbNz505vb+/Hjx9zNdWcnBxHR8e0tLRG5XK5PDo6+qOPPnJ3d+/Xr9+BAwf+Xf/m5uYzZ85MTEzMycnhYr7wAiZ62oY6GvdKqkurxQWl1YY6GkYizbaeFAAAvPtaO2AtWLAgJycnJibmhx9+qKysPHPmjKJq+fLlR44c+fLLLxMSEmbPnr1v377169ezgSY8PPzBgwebN2/eunXrw4cPw8PDaZqeO3cuTdPbt28nhBQVFX3//fdz5swxNTV93bewbt26PXv2TJ069dixYxMnTly9evXhw4f/XVc9e/YkhKSkpHA9R/gfI10tAx31kqo6fR11I12ttp4OAAC8F1r1EWFJSUlSUtI333zj6+tLCFm4cOHly5fZqqqqquPHj8+dO7dfv37svqi8vLy9e/fOmTMnJSXl9u3bx44ds7W1ZXPY999/X1paamxsvHTp0lmzZg0aNGjLli1OTk6jRo36F7OiaVosFjcq1NR88TpHbW3tgQMHpkyZEhoays7z5s2bu3btGjp06L8Yul27dgKB4MmTJ//iWnh1Jnra2uqqOhqqbT0RAAB4X7RqwLp37x4hxMXFhT2lKMrFxeX27duEkOzsbLlczn7hjuXs7CwWiwsLC2/evKmmpsamK0KIvb39xo0b2ePu3bv36dNn+vTpJSUlR44coV60t+bp06fsAY/H09bWfr7B3bt3vby8lEs0NTVTU1NfeAvZ2dlSqdTf319R4uPjEx8fLxaLX5bJmsAwTENDg4qKSnMvhOZCugIAgNbUqgGrrq6O3TyuKFGEErZKOQBpaWmx5dXV1U28y2DkyJEJCQndu3d/4df9JBIJu1pGCDE1NT179uzzbczNzVeuXKlcwuO99MlpbW0tIWTSpEmKEoZhCCFPnjz5F983vH//Pk3TrfBYEwAAAFpTqwYsNicpXgelfMxGKza+sNhjbW1tfX19sVjMMMzzC1Q0TUdFRfn7+yclJSUmJnbr1q1RA1VV1djYWMXxy2bl4eHxirego6NDCFmzZo1iRY1lbGz8ij0oO3XqFI/HU0RAAAAAeDe06iZ3S0tL9ikbeyqTyRT7u+3t7fl8fnp6uqJxRkaGjo6Oubm5g4ODVCrNzMxky/Py8oYPH56bm0sI2bt3b2Fh4bp16yZMmLB06VJ2GUwZRVEef3N2dm75LXTu3FlVVbW8vNzqb7q6uvr6+i9Lb03Izs7etWtXv379TExMWj4xAAAAeHO06gqWqampm5vbzp07zczMDAwM9u7dKxAI2CqRSDRkyJAdO3aYmZk5ODgkJyfHxcWFhYXx+XxfX187O7vFixfPmzdPQ0Njw4YNEonEwsLi4cOHW7ZsWbRoka6ubkRExKlTp9atW/f8K0O5pa2tPWLEiG3btunp6bm4uDx+/Hj16tVGRkYxMTH/eG1JSUlycjIhRCwWp6SkHDx4sFOnTosWLXqtE34vMTTD0A0M+e/etiZ+ixC/kwMAAK8FRdN0Q0ODXC6XSCTV1dV6enptPSUAAACAtldZWSkSidTU1Ph8voqKyqncEjU+X1WgIuDz+Dwej0dRSruXGEIYhqFpRk7TMjnd2u/BAgAAAHjnIWABAAAAcAwBCwAAAIBjCFgAAAAAHEPAAgAAAOAYAhYAAAAAxxCwAAAAADiGgAUAAADAMQQsAAAAAI4hYAEAAABwDAELAAAAgGMIWAAAAAAcQ8ACAAAA4BgCFgAAAADHELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABzjt/UEmq2yVlxWXVsvlWmoCtqJtPW0Ndt6RgAAAAD/z9sUsHKLyv66kVdS9VS50FhP2N3J2sakXdvNCwAAAOD/eTsCFk3TZzPvpube11ZXC3C07tROT0NVUC+RPnhSlXbv4S+J6d625h92sePxqLaeKQAAAMBbErDOZN69lnvfydykn4eDKp//TCqrrBUb6wktjAy62pmfSr+dklNICOnt1rmtZwoAAADwNgSsnMdlbLoK9XEhhFy9W/jn9ZwGmlbh8Xp2sfW2NWfLU3IKLY308awQAAAA2txb8C3CCzfztNXV+rk7EELyS8rPZd7pYKjbz9Oxg6HumYw7BSXlhJB+7g5a6moXbua19WQBAAAA3viAVVkrLql66m7VUVXAJ4TcL6sUamqM8Hdzt+o4wt9Nhce787iMEKIq4HtYdSyufFpZK27rKQMAAMD77k1/RFhaXUMI6dROjz0NdLYJdLZhj8USKc0w6oL/3kInQ11CSFl1LV7cAAAAAG3rTQ9Yz6RyQoimqqBReUlVzS+J6fraWj62ZmyJhpoqIaReKmuLaQIAAAD8DwcB60xG9ppfz8kbaKm8wcbEcNMnQ/R1NIes3j3zo+49XGxb2Lm6Kp8QIv7/sUne0PBLYroKjzcm0JPNVYpopfFcFAMAAABoZS3dgyWVyydHH9w9Y/SfK2deXjPb0shg228XOJobIYS0F+kQQh6UVSoXllXX8igqyMVGW0NNUci2aSfS5nB0AAAAgH+hpQGrXiKrl0gZhmFPl43ut3hkX/b4zxu5Q1bv9vpiXfRvFwkhNfXPJm87MChyV99lMavizxBCXGatLq+pI4RM//7QqHU/sXHNJvxbmbxB0b+etqaRrjD93kOpXK4o1NFQD3KxMTPUU5RI5fL0ew+NdIXYgAUAAABtrqUBS6SlsWRU38BF24au3rPu6PnshyWKKqlM/uv8T44umLzm13OEkG0nL+praxz9evKJRZ8mpNy8cqegh4vt5ex89k1XVXVimmZScx90tTMX8FWUh+juZFX7THI67baipKTq6bGr15V/M+dU2u3aZ5JAZ+sW3g4AAABAy3Hwmobp/QNubJk3JdivokY8YMWOzQl/seXsBqyOhrpVdfWEkJTc+z272BFC+Co8v84Wafce9nSxTbx1r7C0wlRf5NTJJLPg0YWbeb1dG7+N3da0vYd1pxuFRceTr7PrWCb6ojGBXib6IjbGHUu+frOwyMvGDG8ZBQAAgDdBSze50zRTLa7X09bs6+HQ18NhZDf34Wt/+GxgICGk0UIUIYT++0kizTA8igpyttmU8JeTmUk3RytdLY3EW/cSb93bHjHi+VHY38BJy3tQUFLhbtWxUzs9TVVBaXXtg7LK9HsPa59JPG3MernatfBeAAAAADjR0oB1LuvO13tP/rb4U3Z3eVbhYytjgxe27Gprfi7zbn9PR5m84dLte2MCPXW1NVX5KgkpN1aO/UiooR6x/VDNM0lHQ93nr1Xh8fp6OFgbG1y4ee/irf/3unYjXWE/T0dbU6xdAQAAwJuipQGrt5t9fklFaOQuiiKEEDNDve3hL1iCIoTM+Cjg891HBkXuEkukY4O8vGzM2MeIP5y7amfanhBSWFrRz9OhibFsTdvbmravrBWXVtc8k8rVVfntRTrY1Q4AAABvGoqm6YaGBrlcLpFIqqur9fT0XuEqAAAAgHdcZWWlSCRSU1Pj8/kqKiqnckvU+HxVgYqAz+PzeDweRVHs+hIhhDCEMAxD04ycpmVy+k3/LUIAAACAtw73Aau2tnbVqlVeXl4mJiaGhoZeXl5r166VSqWcD9Q6zp8/36VLF0NDw/T09LaeCwAAALwduA9YY8eO/fnnn2fMmJGQkHDixIkRI0asWbNm1qxZbO2OHTvCw8M5HG78+PH79u3jsMNGoqKi9PT0zp07Z2eHbykCAADAK+H4x55v3759/vz5ffv2DRw4kC3x9fVVU1M7evRoXV2dlpZWRkYGtyNmZGT06dOH2z6VVVZWduvWzdXV9fUNAQAAAO8Yjlew2EeBjR4IfvbZZ3/88YeWllb//v1jY2P3798vFAqzsrJ27NhhbW3922+/WVtbL1q0iBBiYmKyZcsWxYUzZswIDAxkj4uLi8PCwjp16mRubj5hwoRHjx4RQoRCYUFBQURERKdOnQghw4cPHz58uOLygwcPCoXC2tpadqFr4sSJK1euNDExOX36NJvMBg8ebGFh0aFDhzFjxty/f7/RvcjlcqFQeOvWrR07dgiFwpSUlGZ1snv3bkdHRyMjo+Dg4MzMTKFQeOjQIULIli1bTExMFM0ePXokFArZ3ggh8fHxQUFBJiYmNjY28+fPr6+vZ8snTpw4YcKE2NhYDw8PU1PT7t27p6SkKD7zZcuW2dvbm5iYBAcHX716lRDSp0+fQYMGKd/Oxx9//OGHH7b4XxgAAAD+GccBy8HBwdzc/Isvvvjxxx8rKioa1cbFxbm7uw8bNiw/P9/JyUlVVbWurm779u0xMTGTJ09uolu5XM5eFRsbGxcXV1hYOGzYMJqms7Oz2ad4mZmZTU9MVVX1xo0bmZmZ8fHxPj4+Dx8+HDBgAI/HO3nyZEJCQkVFRUhIiEQiUb6Ez+fn5+fb2dmNHz8+Pz/f3d391Tu5dOnS559/HhoampiYOGfOnNmzZxNCBAJB05M8efJkWFhYUFBQYmLid999d+zYMcWjVT6fn5SUlJqaevHixby8PAMDg2nTprFVCxcu/OmnnyIjI3/77TcrK6vBgwcXFBRMmDDhzz//LCoqYtvU1dWdO3duzJgxTU8AAAAAOMFxwFJVVT1y5Iitre2sWbMsLS27du06b948xWNBkUikoqKiqqpqYGCgoqJCUZRYLJ42bVpwcLCFhUUT3V64cCErKys6OjowMNDf33/Lli22trZFRUX6+vqEEG1tbfagafn5+du3b//ggw/09fV37dpFUdTu3budnJw8PDx27txZUFBw9OjRRpew81RXVzcwMODz+a/eyYEDB9q3b79y5UpbW9u+fftOnTr1VT69DRs2dOvWbenSpdbW1sHBwUuXLv3ll1/YtTpCiFgsXrVqlZaWloaGxsiRI+/cuSMWi2tqan766ad58+YNGTLE3d19y5YtH3744b179wYPHqyjo8OumRFCTp8+zTDM0KFDX2UaAAAA0ELcb3K3sbE5c+ZMampqZGSkubn5jz/+2L179wULFrysvY+Pzz/2mZ6erq6u7ujoyJ526dLl559/7tChQ7MmZmtrq8hhqampnp6eurr/fWt8x44dLSwsrl+/zlUnd+7ccXZ25vF4r36PNE2np6f37NlTURIQEMAwzI0bN9hTKysrDQ0N9pgdtKqq6vbt28+ePfP09GTLVVVV9+7d27NnTw0NjWHDhh04cIAtP3bs2MCBA0Ui0at9VG+cmJiYLi8RExPT1rMDAABojONN7gp2dnZ2dnbTp0+vqamZO3dudHT00KFDvby8nm8pFAr/sbeqqipNzZa+sV15oJqamszMzHbt/vcDO1KptLi4mKtOamtrjYyMFOU6Ojr/2LNYLJbL5ZGRkWvWrFEuV8xKXV290SUMw1RVVRFCXvjhjB8/fvfu3devX2cj72v9ruXrFhERwcas58vZKgAAgDcKxwFLJpMVFxezW85ZOjo6ixcvjouLu379+gsDljKlF6ISQsizZ8/YA0NDw9raWoZhGjV4/nLm79+TJoQodog/TygU+vn5bd68WblQW1u76em9eieamppisVhRyMYgxSSV2yvuUVNTUyAQREREjB8/XrmBcoB7noGBARv1nq9yd3d3dXU9cuSIq6urnp5eUFBQs+7uTfN8xkK6AgCANxbHjwi//vrrbt26lZeXKxfeuXOHEKJY0VHOQI3o6OhUV1crThVPx7p06SKVShXfm8vOzg4MDLx9+3ajDoVC4Qsvf56np2deXp6lpaXd33g8nrGxcbNutolObG1tr1+/TtM02/LSpUvK9ygWi2UyGXuqeC7J4/Hc3Nzu37+v6M3CwkIgEDT940W2traampqJiYnsKU3T/fr1i4uLY0/HjRv366+//vrrr6NHj1Y8r3x7KScqpCsAAHiTcfxHd/r06aqqqr169dq9e3diYuJff/21cePGsLCwLl269O7dmxCip6eXlZWVlZX1/HcMCSFubm4nTpyoqKiQSqXr169XtAkKCnJycpoxY8a5c+eSkpJmzZpVX19va2urrq6uoaGRmJiYlZUlk8nc3NzS0tJu3LjBMMyZM2fOnj37snmGhYXV1dVFRERkZWXl5eWtXbvWx8fn2rVrzbrZJjoZPnx4cXHxvHnzbty4cfjw4T179ijfI8Mwe/fuJYTk5OTs3LlTUfXZZ58dP358w4YNubm5WVlZU6dODQ4OfuHqlIJQKBw3btz69esPHDiQnp4+e/bs9PT0rl27srUjRowoKio6ceLExx9/3Kxbe2NFKGnruQAAALwUxwHLwsLizJkzPXv23Lp167Bhw4YPHx4bGzthwoSTJ0+yLyn49NNPi4qK+vTpk5aW9vzlkZGRurq6Tk5Orq6uUqn0448/ZheBKIr65ZdfrK2tx48fP2rUKENDw/j4ePZrfZ9//vnRo0dDQkLq6urCwsIGDRrUv39/S0vLgwcPLlmyhF3UeX4gMzOzEydOlJaWBgcHBwYGnjlz5sCBA97e3s262SY66dmz56pVq44fP96jR4+YmJjVq1crrnJzc1uyZMnq1as7duw4ffr0VatWKSYZEhKyc+fO+Ph4X1/fQYMGSSSSkydP/uP+rW+//Xbs2LGLFi3q16/fzZs34+Pjrays2CpdXd2AgABvb29ra+tm3dqbDOkKAADefBRN0w0NDXK5XCKRVFdXN/1ACv6d8vJyS0vLn3/+udHLP1+3J0+edOnSJTo6evDgwa05LgAAwDugsrJSJBKpqanx+XwVFZVTuSVqfL6qQEXA5/F5PB6PopQ2VjOEMAxD04ycpmVy+q3flwMvVFFRkZqaOmrUqM6dO4eGhrb1dAAAAN4vCFjvpn379vXt21dLS2vv3r3vwPZ2AACAtwseEQIAAAC8AB4RAgAAALxBELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHCspT/2LBw9j6OZAHDpadyatp4CAAC8v1oasPBnDAAAAKARPCIEAAAA4BgCFgAAAADHELAAAAAAOIaABQAAAMAxBCwAAAAAjiFgAQAAAHAMAQsAAACAYwhYAAAAABxDwAIAAADgGAIWAAAAAMcQsAAAAAA4hoAFAAAAwDEELAAAAACOIWABAAAAcAwBCwAAAIBjCFgAAAAAHEPAAgAAAOAYAhYAAAAAxxCwAAAAADiGgAUAAADAMQQsAAAAAI4hYAEAAABwDAELAAAAgGMIWAAAAAAcQ8ACAAAA4BgCFgAAAADH+C3v4kxG9ppfz8kbaKm8wcbEcNMnQ/R1NJ9vtir+jAqP99WQD1s+IgAAAMCbrKUBSyqXT44+eGHlTPP2+oSQJXGntv12YfHIvhxNDwAAAODt09KAVS+R1UukDMOwp8tG92MPei7atmZCiLet2TOpzHLq8qIfvyWE3H1c+vH6nx+WVzl1Mo7+dDiPR0XGnzl17RaPxxvq12XWgMCcx2VzfzymwqNq6iWfhwT193Rcc/hsYVll9sOSlWMHLD1wysOqY3lN3YMnVUP9XSf39lsSd0qkqT4ntAc74rpJoebt9adGH5TTdI342UdeTl8M6tHijwgAAACgeVoasERaGktG9Q1ctM3LupOfvcUALyf7jkYva5xT9OTssmk8HtVj0bbz1+/yebwzGdl/rpwpb6BHRv044gP32bt/De/7wUBv54dPqgIXbgncPE/AV8kpKju7fDqPR6nweFrqaqvGD6ypf+Yya81wf7fnh0hIvmFlbBA1MVTeQH//n0s0zfB4VAvvEQAAAKBZONjkPr1/wI0t86YE+1XUiAes2LE54a+XtQxythHwVVR4vK525rcflCTn3A9wtFbh8dQE/KNfTzbWE6bk3O/hbEsI6Wioa6CjlVdcTgjpameuCEndHCwJIToa6h0NdPOKnzw/RHcn6zMZd6ZEHziclDmhhw/SFQAAALS+lgYsmmYqa8U6Gup9PRwixw04PC8s+reLhBCK+m+ykTfQisYqSnGHoigVHo/++9kiIYRhGIqiFCU0w/AoihCixv/fMlsD/b9aSjEGW8UwhBArY8OUdV+M7+GdknM/4OvN9RJZC28QAAAAoLlaGrDOZd0JXhJTVl3LnmYVPrYyNiCE6GpplFbXEEKScwoVjS/eukfTDE0zKTn3nc2M/ewtzmXelcrlMnnDwBU7CkorfGzNzmXdJYQUllY8FT+zNjZsNNxfN3MJIaXVNQ/Lq2xMDHW1NEqrawkhlbXinMdlhJBjV6+n5j4IcLSOmhhCCCl7WtvCGwQAAABorpbuwertZp9fUhEauYtdTTIz1NsePoIQMq1ft2UHT59IuenQyUiFx2MXn+xM24Vt3f/gSVUXC9NAZxuKokK7uvRa/B1NM0P8ulgaGWz6ZMjcH4/t/TOltl4SEz5CQ03QaDiJTD6isRVwAAAccklEQVRx876corJlo/vpaKgP83cbtyl28rY4fW1NJzNjhiH2HY1m7TzMoyiaYQb7djFrp9fCGwQAAABoLoqm6YaGBrlcLpFIqqur9fTe3ETSf/n334zo42dv0dYTAQAAgHdfZWWlSCRSU1Pj8/kqKiqnckvU+HxVgYqAz+PzeDwepbxbiSGEYRiaZuQ0LZPTeJM7AAAAAMc4eJN7q/lt8adtPQUAAACAf4YVLAAAAACOIWABAAAAcAwBCwAAAIBjCFgAAAAAHHubNrkDcK6iouLx48e1tbWEEG1t7Q4dOrzJbyoBAIC3BQIWvL8KCwsfP36sOK2pqcnOzu7QoYOZmVmbzgsAAN56CFjwniovL3/8+DGPx7OysjI0NCSElJWV5efnP3r0SEdHB+tYAADQEtiDBe8pdu3KysqqXbt2FEVRFNW+fXtLS0tCyKNHj9p6dgAA8HZ7pwJWSUmJjY3NwYMHG5VPnjw5ODj4dY9ub2//7bffNuuSW7duCYXCpKSk1zap10sulwcHB8+ZM6etJ/Jv1NXVEUIMDAyUC9u1a0cIYbdktdyaw2fXHD7LSVcAAPB2eXcCFsMwkyZN+vDDD0eOHEkIGT9+/L59+9p6Uu84Pp+/Z8+eQ4cOxcfHt/Vcms3X19fPz4/H+3//J0BRlEAgYBiGYZiWD0EzDM1FPwAA8NZ5dwLWsWPHkpOTlyxZwp5mZGS09YzeCx07dpw2bdrixYulUmlbzwUAAOBNwXHA2rVrl5WVVWpqao8ePTp27NilS5e9e/cqan/++Wdvb29DQ0Nzc/PJkyeXlpay5RMnTpwwYUJsbKyHh4epqWn37t1TUlIUV8XHxwcFBZmYmNjY2MyfP7++vv6FQ69fv37EiBGmpqaEEKFQWFBQEBER0alTJ7aWz+cnJCR4eHgYGhr6+vqmpaW9ev979uxp3769IkDMnj1bKBTeuXOHPd29e3fHjh3lcjkhREVFZfXq1TY2Nu3atRs6dGhZWRnbRiKRLFq0yMHBwcDAwMnJafny5Wz7RjIyMgYPHmxhYdGhQ4cxY8bcv3//hXdaXFwcFhbWqVMnc3PzCRMmKDYMPXr0aOLEiebm5uw9Kh6V3r59WygUnjp1ysfHp0ePHmwq2rhxY0REhJWVlZGR0ejRo8vLy9nGJiYmW7ZsUYw1Y8aMwMBA9vinn37q2rWrkZGRhYXF2LFjFeNGREQ8efLkl19+eeFs3zRVVVVpaWlJLyeTyQghV65cSUtLq6qqauv5AgDAW4njgCUQCJ4+fbpmzZrY2NgHDx6MHj169uzZ7G7iAwcOzJw5c9SoUVeuXNm3b19GRsbw4cPZBzF8Pj8pKSk1NfXixYt5eXkGBgbTpk1jOzx58mRYWFhQUFBiYuJ333137NixWbNmPT9uUVFRZmZm37592dPs7GxCSFRUVGZmJlvy8OHDPXv2REdHJyQk8Hi8Tz/99NX7DwoKevbsmaKrxMTEjh07Xr58mT29fPlyQEAAn88nhBw+fLi8vPzQoUO7d+9OTk6OjIxk28yZM2fv3r0rVqxISUlZvHjx999//8033zQa5eHDhwMGDODxeCdPnkxISKioqAgJCZFIJI2ayeXyYcOG5efnx8bGxsXFFRYWDhs2jKZpqVQaGhqak5Ozf//+q1evhoaGTpky5bfffiOEqKqqEkJWrVo1a9asbdu2sR/4pk2bAgICcnNzExMTMzMz582b1/S/7OXLl2fNmhUREZGUlBQfH19eXj5hwgS2SldX18fH5/Tp00338IbIzc19/lN9IYlEkpub+/pnBAAA7yDuX9MglUq/+OKLDh06EELGjRu3atWqGzdumJqabtu2rX///l988QUhxMbGJioqKjQ09OrVq76+voQQsVi8atUqDQ0NQsjIkSOnTp0qFos1NTU3bNjQrVu3pUuXEkKsra2XLl06derUpUuXsv0rsPvE/fz82FN9fX32vZHsAbv//c8//2RPw8PDZ8yY8fTpU6FQ+Cr9W1lZmZubJyUleXt7l5aW3rt3b+7cuZcvX540aRKbPD7//HO2pVAojIqKIoS4u7snJCSkpqayr7KMi4tbsWLF0KFD2d7u3r373XffLVu2TPkWdu3aRVHU7t27dXV1CSE7d+50dnY+evQou6VM4cKFC1lZWVeuXHF0dCSEbNmyZd26dUVFRRkZGXfv3k1MTOzSpQshZMGCBX/88cf333/fv39/9sKAgICxY8cq+nF1df34448JIba2tmFhYWvXrq2rq9PS0nrZP+utW7fU1dXHjBkjEAisrKx++ukn5QU2Pz+/PXv2/Kv/Xl5JTExMTEzMC6siIiIiIiJesR+GYdgFKsV/Kk1gV7MYhqEoqpnzBQCA991reQ+Wk5MTe8BmhcrKSplMduPGjSFDhijauLu7E0KysrLYgGVlZcWmK8VVVVVV6urq6enpX3/9teKqgIAAhmFu3LjRKGCVlpby+Xz2bUYvZGtrqwhbim+KaWtrv2L/gYGBV65cmTVrVmJioqura1BQ0P79+wkh7GuTevbsyTbr2rWr4pJ27dqxDzqvX78ul8u9vb2V772uri4vL095iNTUVE9PT/be2ad4FhYW169fbxSw0tPT1dXV2XRFCOnSpcvPP/9MCPnxxx81NDRcXFyUR1F+bOfj46Pcj6urq+LYwcHh2bNnRUVFNjY2L/sAAwMDKYrq27fvuHHjevToYW5u3r59e0WtkZHRkydP5HI5u5LHOTZCPZ+xmpWuXrc1h8822tLOLtCuij+jXMijqHlDe7X67AAAoFW9lk3uiqikUFdXR9O0jo6OooQ9VnwfXl1dvdElDMOIxWK5XB4ZGdnub2wsKC4ubtS4pqZGR0eniZUGTU1NxTHbrFn9BwUFXblyhRBy6dIlf39/Dw+P4uLihw8fXr58uVOnTopcorwCpJhMTU2N4n5Z2traz78LoKam5s8//2ynJD8///mZVFVVKd+LwtOnT7W0tJQ/AR0dHeUhhEKhcnvlqbIdNr3fyNbW9uzZs5aWlkuWLHFxcenZsye7PscSiUQMwzx9+rSJHlro+Sz1RqUrAAAAZa30JnctLS0VFRU2arDYP8aN/uo3oqmpKRAIIiIixo8fr1zOLkEp09HRqampae7TnFfvPzAwsLy8PDc39+LFi0uWLFFXV3dzc0tKSrp06RK7bbwJ7D0q3zt7LBQKGxoalJv5+flt3rxZ+Vo2iikzNDSsra19/k5FIlGjcvYZ6MtmpZy92Pmw7y5v1O2zZ88Ux87Ozrt27WpoaEhKSlq+fPnw4cOzs7PV1NQIIdXV1RRFNf2v2XLK61gcpquqqip2r5WNjY1iBfFfeH5dil27WjCsd4vnCAAAb5lWek2DQCBwcXFhF4FY7OMzDw+PJq7i8Xhubm7379+3+5uFhYVAIHj+Z0zat28vl8sVX4Vj/eOrjF69/3bt2jk5OZ04ceLu3bvs9h0/P7/Lly9fvnz5HwOWs7Mzn89Xvvfk5GSRSGRtba3czNPTMy8vz9LSUjEZHo9nbGzcqLcuXbpIpVLFtyyzs7MDAwNv377t7u7+7Nkz5ZdTpKSkNPHxXrp0SXGcnp6upaXFPhXV0dGprq5WVN24cYM9SE1NTU5OZr8p2a1bt0WLFpWXl5eUlLC1JSUlBgYGr+n5oLIIJVz1mZubK5PJZDIZtrQDAABXWu89WDNnzvzPf/6zbdu2+/fvX7hw4auvvurWrVvTAYsQ8tlnnx0/fnzDhg25ublZWVlTp04NDg5WXg1isaFH8Up0dXV1DQ2NxMTErKwsdlNzC/tnF7F27NjRuXNndi+Xn5/f77//XlBQEBQU1PQt6Ovrjxs3bv369SdPnnzw4EFcXNzOnTunTZvWKI6EhYXV1dVFRERkZWXl5eWtXbvWx8fn2rVrjXoLCgpycnKaMWPGuXPnkpKSZs2aVV9fb2tr27t3b3t7+1mzZl27di0/P3/ZsmVpaWkzZsx42ayKiopWrVqVn5//n//8Z9euXUOHDmWf0rq5uZ04caKiokIqla5fv76iooJtf+bMmVGjRh07diw/Pz8rK2v79u3m5uaKt2BcuXLF39+/6c+BK3gyCAAAb77WC1jDhw/funXrjz/+6O7uPnHixICAAHafeNNCQkJ27twZHx/v6+s7aNAgiURy8uRJ5f1MLBMTE1dXV+U3BXz++edHjx4NCQlhfxGlhf0TQnr06PHw4cMPPviAPfX19X348KGLi0uj31p5oaioqDFjxsyZM8fV1XXVqlVffvnl/PnzG7UxMzM7ceJEaWlpcHBwYGDgmTNnDhw4oLw1nkVR1C+//GJtbT1+/PhRo0YZGhrGx8fz+Xw+n3/kyBFLS8tBgwZ5e3ufO3du//79ildYPW/ChAmVlZU9evSYMGFCr1692C8/EkIiIyN1dXWdnJxcXV2lUunHH39M0zQh5Msvv5w4ceKiRYu8vb0HDRrEMEx8fDz7PPHp06dXr17t06fPP34ObyYbGxuBQCAQCJrY4w8AANAsFE3TDQ0NcrlcIpFUV1c//3TsbXHkyJGpU6dmZWWZmJi09VzedBYWFtOmTfvqq6846W3NmjU//vhjRkYGux/rTcYwDPus9hVf08Am6X/9mgbswQIAeKtVVlaKRCI1NTU+n6+ionIqt0SNz1cVqAj4PD6Px+NRlNJfCIYQhmFompHTtExOvzs/lTNo0CBPT8/m/twytNCjR4+io6OXLl365qer/2vv7qOjqu88jn9/986dyUweJgmBAEYkAoILiq7WB9RWAe3quirQZXfP7qn4UNt69vSsYG2Pradbtj3VolZPa12Pj8ftbmXPKnqsi0KlSpcWWp8FFJEQFIRAIBnCZB7v77d/3DgnhCEP5E4yk7xfJ0eTuXfu/YUzDJ/5/p6GnqWUxRpaADAqDdEswiGglHryyScvueSSlStX9lg7CgWSzWZvuOGGRYsW8QeeF+tdAcCoNXICljcSi4lg/dHc3OzLdQKBwJo1a3y51NBQSjmOk8lkcvMheuc4Dsu4AwBOwMjpIgT6Y+rUqf3szQyFQgx7BwCcmBFVwQL6VF1d3efiIAAADBIVLAAAAJ8RsAAAAHw22C7Cqn/4jk8tAfx0+Nf3DHcTAACj12ADFv+MAQAA9EAXIQAAgM8IWAAAAD4jYAEAAPiMgAUAAOAzAhYAAIDPCFgAAAA+I2ABAAD4jIAFAADgMwIWAACAzwhYAAAAPiNgAQAA+IyABQAA4DMCFgAAgM8IWAAAAD4jYAEAAPiMgAUAAOAzAhYAAIDPCFgAAAA+I2ABAAD4jIAFAADgMwIWAACAzwhYAAAAPiNgAQAA+IyABQAA4DMCFgAAgM8IWAAAAD4LDPL5Bzvip96yfOqEsblH7lp8RVPLwYBtfevqL9X843fb/vPuw53Jjduarzh7xqBb218/+Z+1tmXdsXDe/7659dJZUyOh4JDdGgAAYLABS0SCgcCb99/eywlv7fh0zTvbhjJg5Tz44uvnn3YKAQsAAAwlHwLWsXIFJBE53Jm881cvdSSSE2urll572c9/s/7ltz8IOYHq8vCDNy+sDJedcvO/Lr747I5E6t+/udh7+h8+3Lli1TptzJV/efqSuefd9viqllhHOuPOOb3xzq9cfrAjfstDK7Nad3Qm//rcmcuuu2zu939xz/XXfGHapGQ603jL8r1P/Zt3ncfXbny7affNv3jmwZsXPPji+q2f7jNiJtZGH/7G4pBTkF8cAACgUAGru6pI2de/POf9XXuXXnvZhg+a1r677aW7vi4iP/rvNQ+v3nDHwnnJTPby2dO717cc2/7T9l3vPvCduqryu5/97eRxtQ9/c7Ex5qrlj/xx1rRte1pOHT9mxZJrs65+5JUNWpvj3fqmyy9Y8fyrj/3z37fHE//3QdOmFUtFZOXv32o9fOSkMdWF/sUBAMCo5UPASmez5yy9N/fjI7cuPt6Z67fs2LGv9arlj4hIIp2ZPXmiiGhtLjq9sceZ0yaMrasqF5Hfb93RdiTx+pYdItIeTzS1tH5x5pQHXnz9aw89M3/29OsvO8+yVJ8tnFRXU1sRWfCTx7989oxrzps1sTY6uN8YAACgNwUZg7X2nW15zwwHnavPnXnP9df0eDzkOMdc0/a+KXOcO79y8dVfmNn96J/vXbbxo+YXNm2++9m1f7j7NqW6MlbW1Xnv6wTs1T/4xuZde19++4N5dz208ttLzpw8cYC/JQAAQH8NxTINlqUS6bSIXDij8ZW3P4wnUyLy2No/vr754z6fe+GMyc9tfFdEjDHfffrFzw7FXtj0/hsff3rJX0xZseQaETlw+Eh1eXh/rENE/rR9V89bKyuRymz5ZO+vXntj1ikTbr9u7vzZp23+ZG/BflcAAIDCj8ESkXOmnLz8mVdue3zVz25acOP886/+0aORkBONhP92zll9PvfWKy9e9sTzV/zgl642X5w5ZWJtdEZD/bcefdZSShuz4IIzJ42tufXKi3+48uXf/HnL6SfX29ZRkXHuGdOu+fGjP//aojXvfPjUuk0hJ1BbEfmbo+thAAAA/lJaa9d1s9lsKpWKxWI1NTXD3SQAvTHmuBM7CirXF99dUTUGAPzV1tYWjUZDoVAgELBte/XHLaFAIOjYTsAKWJZlKdXtzciIGGO0NlmtM1nNagVAyTDGeIEmF2sKnW9ybx1KKWOM6vZmUlSNAYBiQ8ACSoCXXbTWppshyzSqG8uyvHBTJI2hmgWgOBGwgNKgj9Y92RRO9yjj8R4snsZYFhuqAihGBCyg2BljvBzjuu6qje/99PnXdrQcHOI2TKkfc8d1ly644MxcitJaD3tjvB+9cRBD3AYAo5IRMSKicj+JGNXjYNdRPvwBxc4rDmmts9nsPat+N/SBRkR2tBy8Z9Xvstms67q5mTHD3phc8Wzo2wBgNDJijBgxxnhpqvswCe9/3ndixBCwgKKWG96ktU6n0037Dw1XS5r2H0qlUrluwVQqNbyNSafTXsAaxsmMAEaVrlClRXv9Cka0MVp7X6KN0Ua01tpoo+kiBIqe9/HIdd10Oj28LUmn095c5SJpTDAYtG3bG3Q/vI0BMBqYriylXdcS0caIUl6voChR3mc9bbTrGq1ZpgEoBblewuFthlcxyv23GBpD7QrAkNHGuFpnXGVEtLGU5Soj0jXBWYw2RonR4mqddQlYwBBq7czsjCUOJTJpVzuWVRt2GqvLxkaC/XluMYSJ7isyFE9jAGBoxJMZJ2DZVjY3zP34DAELGArGyHv7jzTHErlHUq7eeyS190jqlGjZ7HGVvfRx9Vhuahh5havcIljD3pgi+WMBMEo4Aau6Ihx0bMurWh3/TNcQsIAh8d7+juZY0lLqtNpIQ1WozLYSWXdPR2r7ocSuWFKJml1fMdxtBAD0xrZU0LHDjmPZXrg6bsTSri7ILEKtzTtNu/s87Z2m3Xz0xGjQ2pn20tWchuj0MZFyx7YtVREMTB9TftHJ1balmmOJg4nMcDcTANA7ZSll2cpW3pcc78uylf8BS2uz7v2PPmlt7/PMHfsOrt+yg4yFEW9ne1JETquNjAk7PQ7VlAWm10ZEZGd74jjPHjkqw6ETOAQApcjnLsKudHWgra6qX/0dO/a1isgXZ045gVnWWveWzCyLadsoFl51qqEqf4ZoqAxtbY0f8ruCtWTeBZPrx/R5WnPLwade3ejvrfOqDIc23nfH6je23P7Ecz0O3Xvjwr86Z+aFt/+0I5EagpYAwCC5xuxsiZ1UWxEOduWoznTms0Pxxvqo/Xme8TNgaW1e27z9kwNtIpJx3b1tsd7Pz2rtZSwlcsnAM9a7zXvePk5H5NmnNpx9asOArgYUTlprESmz8xeMyxxbRNK9fmA4AUvmX/ilM6b1edrr728fmoDVkUitfmPLsoXzlVLLHn829/h9Ny1aumDefc/9lnQFoFTYSpWHAk0t7Y3jopGQE09mmg/E6qoidrck41vAytWuvB9j8cTqNz/o53M/3tdqBl7H8iLUsRmLdIViE7SslKsTWV0RtI89msx68cvnmuu87z2g+p5ILEaGro/eq10tWzhfKVn62LMicv/Ni267bt79q149tqwFAMVsQk2FpVRTS2xcNHIg1llXFa6PRrqfUNqzCI/NWKQrFKHacGDvkfSejuT0MeXHHt3TkRKRceU+D0Jy9ef7jhaTXMYSEaXUv1w792fPv9q9oAUApaK+ulwb09Ier6sK11f3fHv3LWBZlpp7xmmvbd7evP+QiETLw3NmTO79Keu3NMWTKRGZOr7uBLoIPd0zFukKxWlyNLz3SHp7W2Jceaim7Ki/dO3J7LaDcRGZHC0rxK2/Ovf8r849P++hp9dtenrdpkLctHfdM9YDL6zzSlkAUIom1FRUlAUrw3nWi/azgmVZ6tJZ07yOQse2J9REez8/YFkiMmUQ6cqTC1WkKxSnceXBSVVlnxxObtjdPr020lAZKnPsZFbv6UhtOxjPatNQVVYVKu1y8oDk+iWZRAyg1OVNV/53EXp1rHXvf9SZ6teUqCnj605sCmEPRCsUudn1lUrJrlhya2t8a2u8+6GJlaHdh5NticychmjEyTNIazCGq0zVixU3Lrh94eX3PrdWifLqWBSxAIw8/n9o9jLWe817+jxzyvgxsxtPGny6AoqfpeSs+sqGyrLmrr0IjWOr2rDTGC2riwTXJg/FM+6G3bGLCpCxPm+A8vZ20Mbo4asb5dLVt59Y5T2ybOF8Y4RhWABGmIL0SliWOqsfJaX+nAOMJHURpy7Sc61REbmoIbphd6yzkBlr+T9d/b2/u1JEfrxy9ff/40Xfr98fx6ar3HgsYwwTCQGMJKNo2AdQtCKOXeiMte7dbVlXi8j6zdv9vXI/VYZDV507q3u68ni56spzZ/7w1y+xFBaA4ma0Mdo10vUO3ctehEb911s7nYBlW6rXbaG7rhtPsl0aACCP2spIP84ChpsyYkRM13iJeDLT/xS0YObJ/b9PwAlY1RXhoGN74zN6ubxrTDzZ9w6DAIBRqMyhSwQlwIgxRowYrY2r9YBS0IBuFLAtFXTssONYXQtJ91Lv0gO6NABg9Ajm26gAKDZGG6PEaHG1Vq6yrWyBUlBARFlKWbayj57N15nKhJyA3X3LZL+38gAAjBiOTcBCKbCNMaItbblexDkqBRmRRCoTCeWZjTTQFJS/otuRSO86EJtUV1UV8Xn7DgDAiBQ4znbmQFExxhgRpb1dlHu+aNs6Ep+1HZk8rrqiLF/GGog8ASueyuw6EBtfU0G6AgD0k0W+QikwWhkxYlnGiLLcHkdrK8Od6Wzz/vbG+uryvHWsfusZsOKpzM6W9vHV5XWV4cFcFwAwyjCMBCVAKREjSoxSovK9aBvGVCpRO1sGm7F6BqzWWEKJqgxTuwIADADxCiXBeK/U3Jao+YyNhtviydZYonzciQesniXdSWMrw8FAU0tbOtOzbgYAADCyZbJ6Z0ssEgxMGls5mOv0DFhKqcb6aCgQ+HhfeyqTHVwjAQAASoarddP+dse2Guujg9wrOc8gd6XU5PropwcOD3RNLQDAqMU/GCgNpuvFmjc9xZPZUMCeNLZqkOnquMs0WEqdMi46yEsDAEYTIhZKgLeMu/n8mx5HqyLBqkjQlxuxswEAwAeazT5QCrx1sLTW2mhTyBctAQsA4IMs26mhNBhjRBvtukYX8mNBwNuWR7tGujY56GUXHsq/AID8Mi5zz1ECuu9FmHV14VLQ/wM4ziyml3VljwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "filter = get_element_xpath(\"//filter-input[@name='filter']\")\n",
        "filter = filter.find_element(By.XPATH,\".//input[@type='text']\")\n",
        "filter.send_keys(FILTER_VAL+Keys.ENTER)\n",
        "filter_bttn = get_element_xpath(\"//button[@id='btnSubmitFilter']\")\n",
        "filter_bttn.click()\n",
        "\n",
        "with open(\"screen.png\",\"wb\") as f:\n",
        "  f.write(driver.get_screenshot_as_png())\n",
        "from IPython.display import Image, display\n",
        "display(Image(\"screen.png\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "wChXbW1ACUk3",
        "outputId": "4d5e9f3c-34c1-4bd7-8b07-64fffcf05484"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import re\n",
        "from tqdm.auto import tqdm\n",
        "import pandas as pd\n",
        "\n",
        "rgx_http = re.compile(\"http\")\n",
        "\n",
        "all_texts = []\n",
        "\n",
        "all_data = []\n",
        "\n",
        "with open(\"links.txt\",\"wt\") as f:\n",
        "  for i in tqdm(range(MAX_N_PAGINATED)):\n",
        "    table = get_element_xpath(\"//table[@class='table material-table']\")\n",
        "    # #rows = table.find_elements(By.TAG_NAME, \"td\")\n",
        "    # rows = table.find_elements(By.XPATH, \"//td[@class=' _t word']\") # use class for links\n",
        "    # texts = map(lambda td: td.get_attribute(\"textContent\"), rows)\n",
        "    # texts = filter(rgx_http.search, texts)\n",
        "    # for line in texts:\n",
        "    #   f.write(line + '\\n')\n",
        "    df = pd.read_html( table.get_attribute(\"outerHTML\") )[0]\n",
        "    all_data.append(df)\n",
        "\n",
        "    fwd_bttn = driver.find_element(By.XPATH,\"//i[text()='chevron_right']\")\n",
        "    try:\n",
        "      fwd_bttn.click()\n",
        "    except:\n",
        "      break"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "b0879fe8abdd4675b1a4eb4d8fafa03e",
            "0a45016acd964916977ff726f2ad3cfe",
            "e2d366efb2de490d80e69487b0f26391",
            "5cd504221e6b4f6592c71a79a0a02888",
            "d8bb3f14b43648f6b1c90469a53ce82d",
            "1d1eaf71f4504897b31be361dee34135",
            "52a1fe9830334ac08b9156f0660a932f",
            "14ffb6a31b324f868051a7ff5e999b6a",
            "2fb7bd71f9fe4cd8b4413f71897990d5",
            "d850026a5716402292d07830b5b22d7b",
            "5dbb1b889ee441448b912a79b3e4a027"
          ]
        },
        "id": "dotZoJjWccSY",
        "outputId": "052d5649-a885-425a-bff5-a9afdf5b23e9"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/500 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b0879fe8abdd4675b1a4eb4d8fafa03e"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "driver.find_element(By.TAG_NAME, 'html').send_keys(Keys.END)\n",
        "\n",
        "with open(\"screen.png\",\"wb\") as f:\n",
        "  f.write(driver.get_screenshot_as_png())\n",
        "from IPython.display import Image, display\n",
        "display(Image(\"screen.png\"))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "pnhsyUtwIXAC",
        "outputId": "2e039c34-e0fa-4a08-a67d-fd8f68182c32"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.concat(all_data)\n",
        "df.to_csv(f\"links_{FILTER_VAL}.csv\",index=False)\n",
        "df['Structure frequency ?'].sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sP4fBTearRx2",
        "outputId": "cdff9c1e-b211-4080-97de-fd4a118d7c7c"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13069"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    }
  ]
}