palette_generator.ipynb

palette_generator.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "palette_generator.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/jdbcode/9b3559fa3889cbaa99df9dad1c8ec7fe/palette_generator.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G6x8yA9MOMei",
        "outputId": "b459d2c9-831b-4477-a5b9-bb4f2f678f2d"
      },
      "source": [
        "%load_ext rpy2.ipython"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/rpy2/robjects/pandas2ri.py:14: FutureWarning: pandas.core.index is deprecated and will be removed in a future version.  The public classes are available in the top-level namespace.\n",
            "  from pandas.core.index import Index as PandasIndex\n",
            "/usr/local/lib/python3.6/dist-packages/rpy2/robjects/pandas2ri.py:34: UserWarning: pandas >= 1.0 is not supported.\n",
            "  warnings.warn('pandas >= 1.0 is not supported.')\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qm0hepomUO1R"
      },
      "source": [
        "%%R\r\n",
        "library(\"scales\")\r\n",
        "library(\"RColorBrewer\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FivPmq2kTiex"
      },
      "source": [
        "%%R\r\n",
        "n_colors = 18"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "MusPQXbAOQRV",
        "outputId": "2056e937-4f19-450a-9481-01500c42aa5c"
      },
      "source": [
        "%%R\r\n",
        "pal = hue_pal()(n_colors)\r\n",
        "show_col(pal)\r\n",
        "paste(pal, collapse=', ')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1] \"#F8766D, #E88526, #D39200, #B79F00, #93AA00, #5EB300, #00BA38, #00BF74, #00C19F, #00BFC4, #00B9E3, #00ADFA, #619CFF, #AE87FF, #DB72FB, #F564E3, #FF61C3, #FF699C\"\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "uiGrIXiMSxby",
        "outputId": "35c7f5bd-5dba-4b0a-e188-1950b73b71c4"
      },
      "source": [
        "%%R\r\n",
        "pal = colorRampPalette(brewer.pal(12, \"Paired\"))(n_colors)\r\n",
        "show_col(pal)\r\n",
        "paste(pal, collapse=', ')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1] \"#A6CEE3, #4E96C4, #4A96A7, #A9D88C, #67B952, #629E45, #E39A8C, #EE5656, #E7372A, #F8A160, #FDA03A, #F88519, #D6A5A3, #A281BD, #724899, #D3C599, #E3C471, #B15928\"\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Am8t8v8Oy/EoancrmMvPSio79eGXz9fkWNmYPryaunrB748W5rzOK3280txZWFFWZcNIfU5Ze5d7JHgBqSxRcSzYA0Dk0gR3XNsACAPz6uz3am6KsUTH5dAAoS5MC6M3dhA17+HxXZ445S6fVFzwrPTfnzqDtUVxLdvtZgbc3PNVp9b59XQGAzqaxzZjtZrQybBIyskXib+nyCiVHzASAjD9ePz38steqCI45y7SzBzBlQG+dPyUtIS7nZTKQSNkvkjbMHtd37FQbR9cXcbG7bidTaTQA0Go1U7uH1EgrLG3s5TXVxm31ej2ZQnXy9KlTyFOePDAENwCoVfUH1y0ePvt7Kv2fnQDmpqXKqqU+IREMJqv7sLFHN6+oriz/+On5f+vp3sWVmYnVr9MASNV5rx7vmO/efUTR87uVmYlX5/UBAJWs+v7Gya1GfGfpE/ahTmwCO9oEdgQAaU4qR2JPoTHY5tYqRe3bCr2eRKYI7N019YryV08NwQ0AOrUq+dRmn4HTmtyjxK/NJ537+xL2bq3MfFXzOgeAVJ2X9XTHBtfufUueP5Fmvro5LxoAVDLZw42L/UdEm7l5VaSldlm/m0ylAoBep721YIpKVkPn8q0Dw60DwwGgKieTI7Gm0Ohsc0u1Qt7gYOjJZLK6TvGhHgCgNOmZpV+giadvsHnO4VfPcnJSC4AE2Sn566bs6z8hytrZIvVx5t7Hy6g0CgBotbpJ7ZbVVMr4Im5495bh3VsCQEZino2TBZ1J02p1jfq8e/6pT7gbmUJOjs3wbOVoYWMGAOHd/Ld+faSytKbJRkcvG6W8Pvlhhm+4m6ETdb1m/8pzI+d9ZuIbOW6uelycUlGRWQUAZelVVxfHtvrCk2/FUdWqG5aRKW/Oq3IfFjuENXEeZqixD5GwRcySF5XOETYu7WwNaxelr6QCOy6VQVFUKutlKjMHPgDo9aDX6SlUMgDkxBbFH3/12fpItlkTn38mYLovCaet2uYVFDZn095h0xd07Dd0zsY9br6tYq6c8wlpQ/3zGpZCofq37hBz5Zyjpw+by7tz/oRer792bL+jhzeby2Pz+J+NmrRtwbT4ezeUcllRbtamOV/VVlUyWOx/Opiq8tLt388syc8FgAeXzvDNRAKR+X884Y8KGrtY7B4QGr3au/8kh4jeodGrzJy8Qyeu6r72YrfV57utPs+VOLSd/fNHsrK+pvLmD18oKoq0KuXLC7sdwnsCgMDOncbi5MVeBL0++85vfDs3GotLY3Hdunz5dN+SkqQYjVIhK339+JcF9bJqCp35j/b46QSMnSZybxEU/bVX/6H2EZ2CoucIndyCJs7pvPaXqNU7olbv4Eisw2cvtvQLLHryQOzpQ/7zFiASmWLeomXhk5j6mqrbP8xSVJRqVfVpF07YhrcHAL6dI5XFzo+9DXp97p2rhocf6sHwsPp1NtfatslBfmozNgxvEezyzc9jvvy6d6dBYd9sG+PW0uHBxXjfcDdDOgMAhUJuGen54GJCVXntjK6rS/Mr6+tUxzdfad8/pFFvtVWK87v/uHXy0dCZPQDAzl3yKj63tkoBAIkxaSwOQ2jBa7KRw2f1Gd9x69dHnt1OrZPXF+WUrZ+2v1YqN/1tdlHzQ639zLstbh023rdFD6dui1tbeonErgI6h/bqWi7oIflcpthFQOe8SY/yzCozhw8uzhQllVcXykVOfIVUeWzMtdpiuUapeXIg1XD7R0Vm9aXvYmpLFHqd/tnRlxYeZkwBvV6mvv9TQvclbZorncGUZ9BFuVlW9k4A8Op5nFfgmyvKuxdO9vhyfMOykI7dz+ze3H3o2Fkbdm2ZO+nQhiV2rp7GO6b7jZvGYLEOb1xWVvhaKLaM6DVg4IRZxm2n93rnq4zBk+b0Hj2pyfa+46Z1HzpuxcQvFLIaia3jjDU7TLy+ISt9zbGwA4DKzCSxW+Mvnd93Y+Gghg+9eo937z7Suf2Au2vG63U626Ao185fGJ4KmbAybvf3Kae28mycjfdWe3QfSWEwU37bqqgsZvBFdqHdPHuO+a/n9O/JS4s4FhIAkGamidy8PlKZ//CuU6ceDVusAkIyLp926tjdsX3XmDUL9TqddVBrl869DM8GTZgdv3vzi1OHuDb2hpXlj/QAAMqqSgb/nWtkkynKKbNyNAeAV8+yvYJdDI13zsb1GvnO0mdoZ9/T22/0GNG225cRCwZv1ml1bXoG9B7b3lgwo+sqACCTSe6tnL7fH+3kbQsA/m08oj4PW/j5FgBg81lzto6mUMhNNgJA/+goBot+cPWFsoJKoTkvsk/QoKldTXQUGqjOl/FtuABQnFJh5fv2/KnrD+HXlz+K2ZkocuQ3XHGWl9exRY2T9NfRVwGARCbxJJyOXwcJbLkA4NPH5fT0P/RavWt7O/+B7gBgHyLx6e18bvYdrUpr4WHWeUEoAOTEFMor6o6Pe/vPGcOP9jQsp5gMSa/X/9NtoqOjPboNtXZy/RQD+r8lunOryEXHGv7Hx/9vXf66e5f1u5p7FISQs3/hDwcn/XXd/7oaqXzZjO09ljXDNRnRVOXXCh+77Nix459uiP/qjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBIUBjRBCBEXS6/X/dJuoqKiHT+LIZAx3kNdUU1lcEonU3ANpfipFLY3Nae5REAIV1BQqpblH0fz0AEqFksqkNvdAmp9ep28bFnnz5s1/uuG/OXaurq7cCDnPkvUvtv0f89v8B/cWzWTR6c09kObXev6K5106N/coCGHozWsH3OybexTNr1KjXaRVHJrcobkH0vwyS2sOFFj/iw3/TUCTyWQai8Lg0P7Ftv9jSGQSn8ViMzCggUQiCfGDCgAAKCSSAM+gATSgpwHZjIOvCuAzaf9uyQGXKRBCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKAwoBFCiKCozbLXBwdehH3hQWVQ7vyS3H6CLwDIKpT39iSXZdfwLVntxvmKHHgAkJdQ9uRkel1VvciBFzHKW2DFBoCcp6VPT2copPXWXmbtvvKls6g6nX7/+BskMqnhLnp8E2TlaWb4veil9PLauIEr2gisOVqN7sCEmxTqm08mh1YWHSf5m3TyDcw7fGrR4D5sBn36nqNbxg3T6HTO0XMp5Hc+NY/Nnhju4Xr+ScL6c1fKa2V+DnZrRgxysjQHgMvPktaevVxcVd3a023z2KE8FtO4Vf81P8nr668tmmNsuRD3fNOFayqNxsFctHr4IAcLMQDo9frdN+4eufcwr7xSzOX2DPT7tn9PNoNuqgPwjllxcSsCAthU6sRHj3aGhWn0esuTJymkd/6sZzt0CDM3b7I9WCy2PnWK8efR625ru691awDIVygmP378rLLSmcv9OTTUTyis1+n+ZqUppv2eb7KLljhK2GTylMyCba62Gr3e/vELyjvThZNeTnn1qrk5RcYWlU6fGuRpRqWcrahZl19artb4cVjrnK2dmfTjZVVNVl6V1i5/XVqqUvtwmOudbVyYb//ufVJz5FrdTT+XTz/dvzBlX8zaYaEcBnXMjrv7ottptDru2IOUBm92T2vBs5X9Tj3OWXE2oV6tdbLgbRvT2tmCZyzosPySXKl+sryvsUWj1S069WzT5eT8rV+IeW/eNa8r5ON+ufc0u9zFkrd7QmRLBxEAXEsqmH8srkiqCHIx3/1VW4mAZap5v9E8Aa1WaqgMik6nJ//5uruzK9khwKLbnKDMh0Up1/Mix/nIpcq7u5K7zGxl6SZ4diYz5uCLHnODZBXK+3tTenwbLLTh3N+bEncqvc2IFoYePl/XlmPGfH9fWo3u0bFXLP6bF59KrmFyacO2dDDJRP+CTFnPZtA1Oh2VQjE2xq76ztpM0LAsq6Rs4dHTJ76e5G4tWX3m0oKjp4/OnJBfIZ1z4PiJOZM8bCRz9h9fdfrSyi8HGOrTCot5LKaQw36alRvk4ggAxVXV8w6furJwlr25aNf1O98eOvXr7IkAsPL0xd/jEteOGNTKxbGwUrr05IXxP+87OmuiCY/BWzKNhk2lavR6WoPwfd67tw3rnXeFRq9vsr1UqRQzGOl9+8K7Jj561MPG5rd27U7m5e1IS9sWGlqtUv3Nyv9yen+bXKtjk8mNjsOTAHdrOq1hWWtgD7F48xFyt1q+tbDcjErJUqoW5BT91sLJg8VY+bpkfk7RMS/HIRbC9yuLVOrpmQWHPR2CeOy1+aVzs4tOtXA01Lyqq+dRyEIKJU5WF8w1dSQ1IlNqOAyqRqujUt+euKRtGGQr4hgfFkoVU/fFPFzax8mCu/lKyuS9MZe/7WZ4KrWgSsCiiTiMRxllYW4WhsahP91u6SAiv/sZP3rn3d6t7C/O7XosJmvr1dTdX7WtrlON2Xnv9MyoIGfx8rMJsw49Ojq1wyef8Luac4mjpkTBl7ABoLa8TlZW59vNgUwhuUfYRI7zMRREjPaWuAtJJJJTsKS6RA4Axa+kEneh2IFHoZJb9nbJflLyl3tJvJjtEGDB5P0Z0HVqGrt5PpY+JKekzNlS/JECOpWyZfwwL1trCpnco5VfVnEpADxKzwp1c/Z1sKVTqdN7df49LsFYfyImrndQy36hrX6LjTO05JZVWJsJ7M1FANDO2/NlYTEAVMrke27e2z5heKS3B5fJ8LCx2hk9skegv0ar/YSz/StZtbXOPN5f172nRq3m02iNGnPl8lyZbLKHB41MHubkZMjcv1/ZjLKVKue/dymj0esX5xUvdbQCABqJtM3VtgWbQSFBTxE/o071oUoAWO9iE8JjkwF6m/EzlfXGsuNlVZ+J+P3N+SfLqv67Cf0/ySipdbXkf+jZrNJaWxHHyYILAJ19bVIK3g770L2MgaFOQ1o7H36QYWxc2D9gYf+Ahj3klMlyymQzuvvQKOQRkW67v2oLADeSCgOdxGFuFlQKeVZP34vxr+s1pn5rmDqqUq7n5SeV15bW3diaoJDWk8gkOpvKFjL4EvaDAy8KUyp4luw2w70E1hyOGdM55M0ZcWFKhcTdrFFXdDa1XqZWKTRUJuW9/bxRXazIiSvtsygs92mpoUWl0GjrdZfXPpUWyET23NbDWxhWTkxs9417t1Ne5pZVjPt5X7G0hkIm8VmsL9u3brLYTiyyE4sAQKZUHr77sEtLn0YFfBZLKlfUKOr4bJZWp7scnzSzd2cKmbLq9EWVRkOnUr3tbCpq5Ul5Bb72NlcTktt5ewDA08wciYAf4Oxg7IfDYIz4wBg+qe1paTeLi3NksuEPHhTV1ZFJJAGNNtrV9R91Uq1SKTSavrdvv6iu9hEK1wcGuvJ4yVVVrjzerKdPbxcXO3O564KC3Hm8v1/5ieb7IbuKK29VyXLrVWPSXhepNBQS8KnkEZaNX/mNnK6o9mQxWrAZAGDPoNkzaABQq9UdKpV2M+N9qNKaTvtM9OZT6k6NPIz35l2g1cOlytpZfhZUEqzIK1Xp9BvBm2oAACAASURBVPR3Fw9NZuvV1GtJBVmltYM33yqUKshkkpBNH9/R4/1KPwezslplfE5FgKP4/LO8KB8bQ7tWpz8blzu/bx8qhbTwxNN6jZZBpQCAYfmiocS8SjcJb8q+2JsphS6WvM0jwz2tBenFNe5Wbz4VBCy6gEPPK5cbW0zD1AHt08WBZ8HS1GtdwqyenExv0cmeK2amPygszaoK+My57Sjv5Gu5t7Yn9l/6NiYKkite/pHfc34wAFh5msUeeVmeUyNy4CVfzSWRSFq1zhDQp759YNyELWIMXt0WAGIOvQgb6kmhvb1QoDGp9gEWvl0duOas+HOZt35+3nBfJjO+c6SjhVhRX983tNXK3y6O6hhhKxJqdDoAaPvdKmOZtZng/or5ht+Xn/p957Xboe7OeyaPAYBwD9eFR88k5r72trfdef0OmUSq12gA4E7Kq5ZO9lwmEwBae7rdSEztGejPYzEXDf6sz8rNHCaDzaCf+noyANTUKS34ps6gJk3y8HDmcuUazUAHh8WJiePd3OzYbMNSRtDFi8YyGzb7ac+eht/fb+fSaN1tbCZ7ejqw2WtSUkbFxNzv1q1arX5SUTHH2/vH4ODtaWljYmLud+v29ytNfBy+shI5Mmhyna6/WLA8r2SMlciWTjMch/Dnb08Abei02JZuxofbCiu2udo27GdpXsn2ooowHnu/h33D9vcrAeB2texgSeVZbyfjwwAuk0chA0AbPvt6VW0vkUkjyWhaN28XS56sXj0k3OW7E3HRUS3sxRyNVgcAYYsukP/82Ijysdk3MXLN0JDIpRd5TCqbQbuxoLvhqetJBcEu5nwWDQDaeVldSsjvH+zY5L6qFarHmWXz+7T8eUybLVdTvvzpdtyKvnUqDYv+9uSPTacoVJpPO+f3NMPFfkVujWu4NQDIKpRcMRMA6CyqwIpj3UIEAD5dHOJ+y6iXqRlcGgBkPixOOJ/V7etAw/oyV8xsO9r73p4UnU7vHWVv2NbQ7aA1EY3WoNMfFLIFDBvvdz4thTaciFFvlq0D+7slX8tTVNWzhYxPPev3JeXl9w8LBID8Sqmt6O33UfdXzG+0Bm2wcFDvOX26HboT8/mG7Ve/n20rEq4bNXj2/uNarW5Mp7YAYPiS8GRM3K3kF94zFgKAVqerVih6Bvq/LChae/bKvRXz7cRmF58mjty6+9aSuTZmwkIpUa5hn0ulgxwdAeC1XG7HfntN87RXr0ZrzR9q9+TzNwUHG36f7+v7c1pacV0dn0Zz5/HaWVoCwER396WJiZUq1d+vFNFN/X1polw5wFwAAPkqtW2DReeHLd0arUEbPJfX6QF8Oe+88hc5SL6xszhQIh34IveGnwvpw5WnK6o35pcd83I0dn68rOpmlcwz7iUAaPRQrdU1V0ADQHxOxRdtXAAgr1xuL3676Pz7N12thW/++gwaJTlfuvjUs9S1AxzMuaef5PTdcCNhVT8yiXTofsaV5/mS6KMAoNHpqhSqDwU0n033sBJ08LYGgKldvb8/+bRSVs9mUIuqFMYamVLDZZg6ME29v9s7k0rSqypya4EEFTm1N7YmtOzlzDNnqeTqt0V6PYlCAoC8+LLES9k9vw1mCd6+T5xDJM4hEgAoy67mW7EpdLJOp29yX3nxZSVp0l9n3gGAepn64qonkeN8xE58lVwjtOEAgF6v1+v0ZGozLMRP2XU4LjMnOa+ARIKk3PxxP++b2iPKz9GuyeLU/EKpTBHh5cai08ZGRa449Xt5rcyCz+sd1LJ3UEsASMjOc5FYMGm0GkVdbFpm8qZlNCoFADQ6XcjcZRW1svsvMoJdHe3EZgDQK8h/2p4jJVU1PvY2cmX9g5cZEV5vTsfq1ZrFx899P/gzE9/IMf7hw0fl5YlSKYlESqisHP7gwSwvr5aixtehH1eiVFapVJ58PgDoALR6PY1MduRwqlRv12H1AFQS6e9X/kfz+7smZeQ/rq1LVihJAM/lyjFpr6fZmPtzmvjq2+iaVNZFyDU+TFEopRptWz6HRSaPtxItyyspU2ssadT3KwHgirT2p8Ly095OhgIAqNFqY2rlL4M9Dd9PavT6wPj0CrVWTPvgKuKnM3L7nZi00oTcChKJ9CynYvDmW3N7+7VyEgOABY/R8IaKQ/cyWrtbOphzAWBAiNPoHXeLpAoOk3bnRXHRz8PoVDIAaLQ6l1kny2uV5rwmjqeTBVeqaPDX1wOFQvK0FlxPKjC0FEoVinqNozn3/W0/KVNnU4eJflYeZp2nB4QMdvdoZ9t5WoCFi0DkwKOzqen3C0EPqTdfi+x5dBa1Xq6OPfyyy/SAhulcV606Ne9BbXmdpl777HSme4TNR/YVNbXlsC0dhv7YfuiP7QXWnF7zQ+xbWlTm1V7b9ExWXqfX6Z9fyDZ34jO5TZyYfGrbvhoe5u6yd8qYBQN6D20btmfymFYN1oIbKa2umbn319yyCgA48+iZiMc153HLamojF65+XV6pqFetO3dlcJsQADj3JL6Nl5shnQGASiZ38PE89yTB00YSl5krlSsA4F5qGpfBsBDw+GzWpG4dp+0+ciMxVaaszyop+2r7/kqZ3PS32e0OD29jYXGkbdvF/v4jXFwOR0QEiT/2rWmTkqTSwXfv5snlWr1+Q2pqgEgkZjD8hEI+nX4kO1sPsCsjw1co5NNof7/yU0z2I7a72YXz2fs97Bc6SL60FO7zsA/8q5sokhVKD9bb679SlWZaZkGOUgUApyuqxTSqxZ/h26iyWqNdkFN8wMPBmM4AcKa8pi2fY7x7hEoidRBwzlRU/1cT/EcOTmof6Sk5NTNqxedBY9q7n5zRKcTVoslKb1thbHpppaweAG4mF3KZNImAdeJhVkdva/qfp19UCrmLr83xh9lN9tDSQSRg0Q7eS9frYfuNF/4OIgGLHuVr86Kw+nZqkUarW30+sX+II5Vi6sA09Rl0dbGCL2EBQEl6lZXH2+v6qCkBt7YnPjr2ysyWa7gzOi++TF6l/G1BjLHmi43tWAJ6iyj7C0sf6fXgHCLx7f72guXEN/cb7iiwn2vL3s7vD8DOz9yro/3vq55o1TpzJ37HaL//fI5/R1ZJmeFe5rjM7FD3d+42bT1/RcOHc/p0m9YzalxU5Bcbd9TUKR3NRTsmjiCRSBZ83qgOEb1XbtbqdH1CAiZ0bQ8AJ2Pixndu13Dz7q18N1+8cem7mcMiw/qs2gIAfBZr1+TRVDIZAKb1jGIx6MtOXnhdUWnJ5w0ID5rVu+unnvv7MmtrXbhcAHhUXt7a4p03Ycvff2/4cL6v73QvrybbZ7doMdbNrcetW/VabYBItCc83PDUwTZtxsbGLkxI8BIIdoaFAUBna+u/WWliWX/eufG4VmH81s4gJCG94cNv7Cxn2JgDQKFK3TBhOwq5X1mJB7/MrdHoHJm0X9ztjFcBjSovS2uLVeq2iW+XthNaeZwor/rK6p2Pxp4i/qaCsvFW/+xq5j+RXlzjKuEDQGx6aVsPyUcqo3xtxnbwiFx6EQCEbPqJ6Z2oFPKh+5nTuno3LOsb5Lj6/POhrV2cZ5wAAK1O7zLzJACkbxxkKWAdn97py2235x590sJWuG9iJADwmLSD0e1mHX5UUlUX7m5puLXDxEh6fdPrAx8RHR1d7pgksOL8den/ul9n3klYsbi5/rODUHxmfp/T+7PmHgUh9L5y8bcWTa91/v9KhUbzjUZxZnbn5h5I80srqt6Wbbljx45/uiH+qzdCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUBjRCCBEUSa/X/9NtOnfufC/mDolM+hQD+r9FpVDz2SwS4KGAGkWdgEZr7lEQglarpeArAkAPUE8GFo3a3ANpflq9Prh15I0bN/7phv/m2Lm5uW3tUulpxfoX2/6PsZ7+5MUsAYeOb0ewWqZ8sGdPc4+CEAZ+t37+mI3NPYrmV6uo3rD3h35BU5t7IM1PKi+huxX8iw1xiQMhhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAgKAxohhAiKavpdRu/P3DDUicOgjNiZfmiiu0arZ4yLpZBJxgIva9azpS0Z42IZVDIAsBnkCHf+d33sQl24DfuJXJ4kq9fGLwswtlxNqpp7PKdQqgp24e4b724loAHA8UflP5zOK61Rt3Li7hzt6iZhfqSHZjHlbPXannwOnTTmRNW+z4UaHXC/L6I0+Oj0NKc+m2FxKkm54lZtvUbvZEbd1k/gLKIAwPuN9Rq94IdiBvXN8eztxTgy1AwANDpYdK1m0315/gKJmP2m97Mpyh+u1xbWaNu7MPYMEgqYpMaDM5XFe/Z+O/xLFoMx9+ftaydP0mq1fiNH02lUAGDSGUGeHtH9+vq5uhqKiyoq5m/fmZSV5SCxXBU90cvR0djPl0uWKpTKM6tWGh6q1JqA0WMM/QBAx8DATdOnfagYAC7FPtx66rfKmhpvJ6cl48c6SCSfeuKN7LuwaVi3SQw6c8dvK6MHLjC2L9s9XamqWzF5l7Hl2auY49d2VcsqHKzcxvaZbSW2A4BHybfP3j6o1qothFZj+sy2NLMGAK1Oe/LGnssxJ36a+xuPLTC0jFnSlUqlkYBEo9Jd7VqM7DVNIrI1tgMAg8b0cPDt2364i62XiQ9CQ4OnR577JVal1Hw5t9ORtbdCungMmhZpfJZKoywaclBeo/QJd+w9NowvYhdkVZzcfLesoNpY4+pvM3lN7zUTTpS+rgKAgHYuXb8MotIoFcW1p7bcqyiuAQC/COeeo0IE5pyM54VH1/+hlKs+1GhizXAGXavUchgUjVZPo7yNg6z1Qaq9rQ0/iSveJGba2kDF7vDkla0iPXld1qbEZNQa61MKFHw21V7MiP2zsbpOO/KX9B2jXYu2hAQ7cacfzgKAtOK6aYeyTk7zKtsWGuzEnXIw6yM9NBdZvZ5DJ2l0QKW8bUz72lK+zNrw82yGRWGNdurZ6jMjRalzLLt5MiafrQaAJhur6vRiNrl6iZXhx5DOADD0qJRNIzX4HIS8Ku3E01UHPhfmL5Bw6aTvr9WYctaNyJVKFoOh1WpplLdH4erGDQn79/2+dk2Qp+eYlavj09IN7XO3bW/fKuDRrp0je/Q4ePmqsT4jv4DLYluLzRPSMwwtNXK5GY+XsH+f4adhOr9fnFNUvHz/gc0zp8fs3O7j4rx03/5PPev3KesVDDpTq9NSKG9PngpKc1hMjlhgmfE61dBSWVP2y+nV4/vO2T7vnIeD774LmwBAWlO+78Km2V+uXD/jUEv3sH3nNxqKtx5fwqAxSKTGn77rZxza8/3lLV+fMBdKDl3c2rB97/dXVk/d6+not3r/1+mvUz7tnD+KwaKplBoyhazV6ADgyfW0b/vsMfzs+eFKxvNCeY1SYM4Z9nXHEz/eXTj4QHZKcaME7zuxda20zvBQIOYMmt5u9w9XVo499jLu9eAZkQBgZsn9Ylb7w2tuLRpysL5O3WtM6IcaTa/ZljjSS5QNT2Y/wkpA+7qH7axuNgtO5BobD9wvHRwiHhZucehBmaHlenJVoBOntRuPSiF93dP293hpvUZHp5IPTfTws2NTyKT+waK04rqP9NC8Mio0ruIPXtBkVWptBWQnMwoAdHZjpJSoP9RYXa9r8kR4YRR3YRSvYcv9bFUbR3qADY1BJX3bgXsqSfnfzuhfyC0uef+k1VwoGNu71+iePTYeOw4A+WVl+WVlo3r2oFIo/dtFroyeYKw8c/du97DQXm1an7t3z9BSW6fgsllN7uv9YhqVunbyJA97ewqZ3CUkOLuw6L+f4d9TUlEgEdkaH95LuBrq0761f9T959eMjWP7zHF38CWRSCHe7Yor8gGgVFoo4ltYmFkBgK9bUH5ptqFyQMeR/TuO+tC+6DRGiHdkqbTxZAVcUc+IId3bDDpxfVeTG5qShQ2/vLC6YQuZQu4zofXZHTGGhyc2381OLdbr9Yn3sy3sBMayqCEBKQ9z5TVvXttia351mayyuBYAXj3Lt3IUAYCLn3V2SnFBZrlGrb1xLL5lpMuHGk3PpEscm68VXUmSZpUq+295WShVUcgkIZs6ocPfuoocHWm58kK+SqOnU0lanf5MXOXCpfZUCmn+ydx6jY5BJacV13lI3rwVBSyKkE3JLa/3sGI5mTMAoKZO+8sfJZ+1EhkKmuzhE836I7bGyK+l1WdVagcflhbWaMlkEDLJ40PZ71f6WdHK5Lr4QnWANe18qjLKjfGhxuo6vUKt77anIqVE429F29yH725OBYCW1rSPjETIJFUqdFVKnZBp6uNw8MqV+88T80pKp27cVCqVkslkHoczpFPHRmX927XbefacWqN5lZvnZGW1eM/emKRke4nl96NHudjYAIBWp7vxJG5S/35UCmXjseMqtYZOo9bKFcp61ZgVq9LzX3s6OHw/erSTtdWHim0tzG0tzAFAVld34uatTkGBpjwOV2N/S8x4UlpZ+OOvi6Q15WQymc3kdg7tq9Pp4lLvLZs0gkKmnLi+S6NRU6k0Ed8i1Ke9YcPkzKceDr4AYC9xrVVU5RSlO1q5PX3xwMc1yFDgYOX2kf0qVXX3E64FerVp8tl2rbqfv3tEo9VQKaZeDm3Xz88r2F5szR+zqKvAnKPX6evkqgcX3pzOB3V0K86VFuVUAkB1ufz5vTcXxx6BttkpxYbfLWwF/hHOm2ac8Y9wNrQUZldwBCw7N/OCzHK/1k5p8fmNdlonr+fwmSwOvcnGOpOvcpj0oM/oau1qyZApdV+Em887kTs5yspBzNBo9QAQ/MNz49V3Z1/h3nGNX1JCNkWr08vqtSIq9VpyVbALl8+iAEB7L/7FBOmAYLFCpWPR34YLm0FRqHSG3+cez9lwuTDSg396xpvVtCZ7+LSTb8q0NhwXEUWm0g/xZ313tTY6jG0vpGh0AABh28qNByTKjbFvsHBNT37k9nIeg8ymk26MFwOAgEl6v5HLIPXyYk6P4DiaUVbckg09Ko2bbtHk3iOd6TMvVD8tULe0pv14X04mQb0a4G9d1fyXRnbvbm8pUSiVvdq03vDrsWFdu1iLxVqttlEZn8PW6nQKpbJGoXiekRHdr++ScWMPXL4ye8tPZ1evBIAHiUm+Li5cFgsAQr1b3I6P7xoawmExOwa2Gtmju62Fxc+nz8zcvOUjxYYdrTv6676Ll4I8PX+aPdOUx6Fb64GWIhulqq61X6fj13/pHNpPLLAEgKTMJ862niwGGwBaOAfEp8WGeLczbpWU8eRW3Pnvxv4IAGwmZ2i3SUt+mcJksBk05oKxmz6+x/k/jSWRSEpVnURkN2vYyCZr2EyuTqerV9VRWbwmCz6du2eTKopq6Cxa/O2M3mPDHvyeIi2VGZ/tOLjlkbV/NNrEM8iuTU/vn745b3g4aFrkuV9iNaq3ryWlXHV+V+yMH/vV16lVSs22by4AQFZS0YDJEfbuFgVZFR0G+Ov1eiqd2mQj/G8HNAA8zZEPa20BALkV9Q5ihrH98tfe1sI3n1pMWhNX6Nll9QwqWcCiAMD+e6WXE6tEkx4BgEYHUrl2QLCYQycXVr09fDKllst4s5q5dojT4v4OO24VR61OfrY0gERquodPNeePii9QfxHAAoA8qdZe+Hb59ffRImvem4cMGiSXaBZfr02dY+kgpJxOVvY9UJkw0yK1tInGFpbUbf3eXOItiuJtvi8vqtFa8ynv79peSNk+QDjhtyqNDia35gAAv5m+JEzNzu4d0QYACssrrMVN/yHyS8voNCqXzeaxWU7W1mE+3gAwonu3TcdPVMlkQi73zN27dxOeh301EQA0Wm2NXN41NMTV1nbxuLGGHqYNGrj/0uVSqdTSzKzJYkPZN8OGThs08NcbN0avWHl65Yr3l24/nZzCtNb+nQGgvKrEkM4AcC/+6vP0R9Gr+gCAVqeV19UaAzo28ebZO4fmjlwr4lsAwOuS7FM3966bcchcKHmSenfD4fmrp+77yPhXTd0r4ltoddqUzKfL98xYPukXHkfYqKZMWkyl0lgMzqeY71+yczd/+kcGAJhJuA3T2d7dAkikgszyhsWBHd26DAvc+d3F6nI5AIR09qipVKTFFzSssXYS9RgVsnLsMWmpzL+ty/hl3ddOOCktlZ348e4Xs9uTKeT755MBQClXqVWa9xtNMOVGTBrQw7anxaTXxufKSSR4liPrv+XlvF62QU5cALDg0Qw3XRgYTqsbOhxT1tFbQCGTqhSaOy9ryreF0qkkQ6XDrLiyWrWXDetacpWhuECqktdrncwZz1/LK2Waji0EbDp5ehfrb4/nlNSomTRSkz1Y8D62CPApjDxeFZOrSijSkACeFaoHH5bObc9tZUsDAAsOWcJ7e0Fw6Fldawe6g5ACAAN8maNPVBXVaP/IrH+/kUImSet0LSypAKDT67V6PZ36wbfoQF/mQF8mADzJV7ubU1lNfTR+al//tO1ZWnpqTi6JBCnZOVM3bprQp4+Ps1OjsvP374d5+1DIZDsLixq53Niu1+spZHKtQvHkxYuHv+ygUakAoNVqO0ybUVlTq9Vpa+RyV1tbANDp9Dqdjkalfqi4rEpaVSsL8/Fm0ukju3XbcPRYRXWNuVAAJvHzqeVpecm5RRlAIuUUpv3466LPIodam9u/yHm+fd45wwqDVqeduWFIrbyKxxE+e/ng9/u/LhizUcB9s3CXmvXM3cHHXCgBgBDvdttPrZDWlhuy+yMoZIq/e6iQJ87IT23l2Xih48Hz697OrcjkZlgAHD4vytlbYutqrtfr7d0txizqevN4Qt6rUgDwDndMfZTbsNi3tVOnzwN+nvt7rVTxpqWNk7OP1eKjIwCAw2dMXd/n2Mbb5taCnNQSQ9Yn3s8a/m0nvphtWCExLJI4eFqW5VerVRoAaLLRxEx63I9O8oj05J+d4bX6c8dx7SRnpnuFuf71dVOFTLPuUsGeOyXLBzoAwLGH5R29BcbQoVJIXf2Exx6Wd/YRphbW/fGiWqPVr7yQPzBETKWQiqvUo35JzyxVAsDR2DILHk3Cp32oh0827w86OEQY6UQ/NdxsRXfemGD2yeFmIfZNf0h4W1Jj81SVCh0A3Myo5zJIEh6lycbnReo+BypzpVqtDlbflgXa0ow31TVSUqvz2ViWI9XKVfolN2pHBDb9Zdqntn7qlGAvz21zZs0Z+sWgjh1+mj3L3821YUGVTLbn94un/rg98/PBAODl6Mhjs87cuavX649eu+7l6MBjsy/GxIZ5+xgCFwAoFEpbf79LsbEvc3MnrFlXUFau1el2nD3r4+JsxuN9qLhMWjVv+47XJaUAcCEmxozPFwv4JjsOkwct9HL0nzls2ZAuX7UP6jlz6FJXuxaxSbe8nQOM678UMsXPLSQ26Za8rvbgxa2zhi03pjMA2Fo6peelyBQ1AJCc+ZTJYDd89iNe5SaWVBbYWb7zPZhMUXPx/vHbzy4Njhr3383yHzi8+mZWcvHeJVcv7n388MrLfUuvGdIZAGxdxSV5UmMli8sYMDli7+KrxnQGgH1Lry0acnDxsEOLhx0qza/+6evzqY/yivOkTt4SDp8JAB6BdkqFqlZaxzNjz9/zhciKR2dSu48MfnI9DQCabDQ9k55BpxXXGe7ciEmvjfT865e+x9xnAEAhQ7gb7/q3Pq0cOQBw8EHZjK7WDcv6B4lXnM+f1sX6SLT79EPZxdWq1u68fePdAaCbn3B6V+sua1Kq67QuFoxjUzxJpI/18B9O9u9IL9e4iikAEJurautE/0hllBtjbDA7ckcFAAiZpBNfmlHJTTd282BMCGV3/KVCqdEH2dIODzEDgEqFznlNKQBodeCyphQA0r+xlPDI0eHsiJ/LdXoY5Mec2Zb7kQF8OjlFxY4SCQDEp6UFe3o2fKrb7DkAQCaRA9zd9303v4XTm/udt8ycOWvL1tWHj7jb2a2ZPAkAzt67N7J794bbdg4O3nH23MnlS7/oHDV8ydJ6tdrXxXnD1KkfLx7RvduYlatqFQp7S8tN06eacn2juCLfcOdGel6yp6OfofF+wrVu4QMblgW1aHvuzmEmgy2tLZ+7dbSxfcucE76uQR2Cei3ZNRUA2EzujC+WUMgUmaJm+obPAUCn083YMAQANs36lcvmA8DXm0cAAJlEthBaTej/rZXYVqvTNmx3t/eZN2q9o/XHvmP8dCxsBYY7N5y8JVnJ79xkIjTnGO+cAwC/Nk58MefbXZ8bW5YOP2K8c6OhtGf5D6+8nL6pHwDUyev3L7uu0+pqpYoHF1Jmbu5PJpPi72TePp0IAE02mh5Jr2+8mPCXoqOjZzg/9rRqnhMuQrGe/uTFLDGH3mz/30EcVstKYvYcaO5REMLA79bPH7OxuUfR/GoV1Rv2/tAvaGpzD6T5SeUldO+CHTt2/NMN8V+9EUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCg9N3qbAAAEkJJREFUEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoDCgEUKIoEh6vf6fbtO5c2dpWS6dQfsUA/q/5WlCeqi/NZlEau6BNL+HCQXe5szmHgUhJJXWCYXC5h5F89Pr9VVVVWZmZs09kOan1WqDg4Nv3LjxTzek/oudubm59R7f3slB8i+2/R/TvvfXe9f0ZTPxswp8uv+8tKN9c4+CEEZdLq6oqGjuUTS/srIyX1/fkpKS5h5I83v16tWmTZv+xYa4xIEQQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgSFAY0QQgRFNf0ul6w9PHf6YBaTMW/J3tU/jNVqdQHtJtFpVABgMumB/m4TRvfy83YyFF++8WTb7vMV0lpvD4cfvh3uYGcJAHq9/tDxmyfP3S0oqjATcrt0CJwR3Y/FZKjUmqAOUwxdAUCHyJYblk0AgBt34rfsPFtaVhUa6Lny+zFcLutDjSY2b+2NRdPbs5m06Usvb1nUQ6PVObffTCGTGtYc2zIoPMDu/I1X63fHlFfV+XlYrpnb2clOCAB6Pew+/vTI+aS8ohqxkNWzg/u3EyPYTJpx29j4/M+nnfzjyCg3R9HJSynz1t00PqVSaxMvTjITMDVa3ZqdD3b+Gpfwe7RI0AwHwajl+CXJh1Zr6+sCp6x9tm0uiUL57FCyTq0C0GvVKmnG86R9y+QleQBAolBaDJnl1mvslegIVa0UAMg0eu8Dz3VqlaGr4me34jbPAgDrkC4thsxkiiTlKY/it89TK2oBwCqok/fQOQyhRU3uy+e7F8mKcgDAJryH58ApZCpNUVbwfPcPitLXzXQYEHqrGc6gFQoli8nQanVUKsXYeOnE8qe3t507siQwwH389I0JSZkAkPu6ZOXGXzetiH5weaOPl+Py9UcNxZt+Pn3k1K0Fs4feu7Rh56YZOXkl0+dtB4CaGoWZgPv09jbDjyGdC4srvl95YM3i8XcvbWCxGT/uOPOhRtOTKVRsJk3z7qGIPTU+5+5M4094gF3Wa+nCTbd+WfFZ0qVJ/l6SBRtuGSpXbr+397eEZbP+v/btOzqqMm/g+G8mvZNOGgRCQpBOQpGuNKkiKEUFhEQpMayAu6IL0lRUBI6ANKOiwrqAiCIgRaRodAMGkCyYUCIhJKT3mUmbmf1j2Lx5Q3APvJA87/r9nPwx95nn3rn35pzv3NyZPHRu34xtq8ZcuVYQPX9PzXYqq4xL1hzz8nC0LD4xrO2Vo7MtP1tWjO4VEeTuZi8i0xfsdbC31mr+17tCo7C2dzJWGDRWVmZjdc3gkTlD9k7pdCimryEvs/0zCyyDXV9411hRbjabaqbZOLlWlhbundLR8mOps4OXf6fpryeue/HA9J7V5fo2E+aIiINH084z3zy7eeGBZ3vkpyR2iFosIvYevh2jlyS8PePInCE5Z090il7akAcO3E6j3eJIS89uFuhdZ9DL03Xqk4MnTxi0esNuEbGxtl7+alRoSIBWqx3Yv/PVa9kiUlhctnXnd+8sfe7Brm2cHO1btfBf9fr0Qf27VFcby3SGWy+EE89e6tKhVZuwIFsb6+emDDv43c+3G2wsV9OLWgS4/c4EW2urNa8ODQ/xstJqhvZrlXqtQEQKig0f7DyzYcnwPl2bOzvahrXw3PTayKH9Q6urb2Zr3acnB/UOufWiuNpoWrr2+OLZ/S2Lc6c9OHfag/f+qO6Wc9NgXda1OoPGivLMk4ccfYIsiymfr0vZta72BBsHF8vVcW2ebSILUk4XX/3VVFV56cuN/j2GWsZ/ef/VgounzWbTjZOHnJsGi4iTT1B5fpY+97qI5CTFuwSF3ocjA+5Yg97i+HT7kfiE8+kZubPnr8/JLbLSal2cHceN7ltn2mPDe27+eH9VVbW/n6e/n6eIlOnKd3z5ff/eHUXkbNIVb0+3mnsgIuLoYGfZSEmZvry8Mip21aXUzNahgQvmTWwe5Ft7yy7ODkXFutIyfb2DLs6O9+e46xG34/SxhKtpGcVRL+/Jyi2z0mpcXeyferR9vZMD/VwD/VxFpExXufWrpEG9Q0QkMSnT19Op0wNNa6Y5OdhMGt3B8jg1vXD/sUv74p7cf+xSna3tPpQc1sIzPMTLstg2tO7bZMNrOXSyT8c+Tr7Nus1bZ+/uazaZqvQlV49sr5lgbe8Y1OfR7MSbfzoUpyXX2YKNk4uVnUPPBVtcA0OLr6UkfbTUcuOiRpW+1Na5iY2ji6Egy5BwwDLo3b5nfsppESm5lmLr6uHW4oHiq7/6RQ7MTYq/b8cK3IEGDfSk8QOCAr31+ophg7quXv/FhLH9/Xw9jEZTnWkuLg4mk0lvqHCzsRaRle/t2vK3Q106hq55c6aIlJUZvDxc692+k6N9v94dJo8f6O/nueHDvXP+uumLT16N7Bz2xqrPzienhYcGffzZYa1WU1FRXe+gi/P9PgH/I3pcl+YBTfSGqkcHtn5jw/dTxnQK8HWpNppEpPf4D2um+fm4/LB9quXxa++d2PRZYreOAR8sHyUiJbpKb4/bvqO88s6RRbP729nW8/vdsO3nNa8+co+P5/8m9ZtP9NnpVvaOGT/ue2Dii78d3mbIu6GxshKRh1Z8bTabre0ddVlpJ7+Iud0Wqg267NNHr+z/WJ+b0XpsTOQL7x576dH8X091eGZhk5btitN+DRk+1Ww2aW3t5N8X2j4degcPnBC/ZJKIVOlLz299q+/SHdXluuoKffzSyQ1z4MDva+gPCS8kpw0f3F1EMrPy/Xw96p1zPTPf1sba5d83K+bFjI2JGrl99/Fpsas+37Kgqa9HVk5hvSuGBPst+svTlsfPR4/65O/f5uQV+fl6LJk/ecHrW4xG05OPPyQiLs4OdnY2tw7e84P9fUkp2Y8NbiMi17NKA3xdasZ/2D7Nz6ee94oFMX3nRfX89MtfxsXuPLhlkr+PS2ZOWb1b3vnNBR9Ppz6RzW596lxytlnM7cJ87tFB3DNuLdpej/9aRBy8/A15N2rGj/55pKEgS2Nl5d2+V69FW4/Pf6y8KPfW1UszrvwSt8jyOGXnmpBhz9i7+xjybpzdvLDz9Dc0VlapB7eKSLX+5hkL7DUibMysn96IMhRkiYhrUFj4uD99O2ewIS/Tv/uQHi9tOvriiNr3uIFG0aCB/suiuDPnLidfTBeNXEi5Nnv++ujJQ9u2bl5n2t4D/+gWEa7ValMuXy8qLuseEW5vb/v0uAGr1u/KLygNDw3U6csTEpO7R4Rb5ldUVr317o4/xz5episvKdWHBPuJiMlsNhpNNjbWIjL44YjBD0eISNKFq82DfO3sbG432GBiFu//+VzmPy/majSSlJId9fKe5yd1a9+6/m5euJxbWFzeKyLIwd562hOdX1//fV6hrm2ot05fGZ+Y3ivi5p3Zisrqxe8eXxjb9+CJy6fOZXYetUlEiorLx87asfKvgwf2bCkih+NTLQ+UEhG70iOsi1twGxGzW4u23eatu/TV5qLfztdMMBuNOWdPVBTmuod2unHq8K1bsG/ibePkWppxRUREq9VotabqKhHJTDiQmXBARNxDOuhuXDVWlotI04gBrUY9G79sckVRnmV1r3Y9Ci6eMeRlikhmwsEuMSvs3X0s7QYaUYN+SPj2kuiITmFr3po1d9bYsSN7r3lzVocHWtSeUFSs+3DbwV1f/zB7+mgRyc0rfmXZR+kZuSKy91CCexMXTw8XF2fHqU8Nmb/kg+Px53T68rT07Bde3lhUVOZgb5dyKX3m3DWZN/JNJtPmLfvahTd3d3POyy8ZPn5hxo08Q3nFuve/Gj2sp4jUO9iQ3ls8rHungA/fHPXKzD4TR7T/YPmozrXuJteRk6974bUDaRlFIrL7ULJHEwcvdydXZ7uZT0XGLvnm2x9Ty/SVqemFz77ydUGxwdHeJm75qF/2zTizZ/qZPdNbNnPftX5cTZTPX8wJC67/D5dGlLh2Xn7yqZMrYy78beW1o5+fXPl84eVzdeZ4hkc6NW1ekn6x3i24Brfp8dL7jt4BGq1V2OgZRannK0sL7Zp4DVh90NE70MrOIfyJ2deO7xYRGyfX9lMXnHxnVk2dRaT0+mWPsM62zk1ExLt9z+pyXXlxPdfpQANr0Cvomm9unDl3uUvHVrWfGjZugYhorbQd27WMWzOnTViQiPTu0fbpcQOiZ68uLTMEBnitXPacRqMRkeemDHVwsF2x9vPMrHwvD9cRQ7rPnDZCRHr3aDf+sX6TZr5dWVnVNjx4xdJnRcTL03XCmP4To5YbTaZHBkROmTjodoMNKTW90PJd5p+TMrt1DKj91IOPx9VenBfdM3Zyt6gnOk/4066Ssorm/m4bl46wfCkudnJ3B3ubZWtPpGeV+Hg4jhnSZs7UHr//ujdyy7w9nWoWC4vLI0dvFhGjydx19PsikrAr2uv2t7bvE2e/m9/c8GjdJT85sfZTA1YfFBGz2aTPzTiz8WVdVpqtc5PB7x0XEY3WavC6YyJyePbDOWdPXP32s96Ltmlt7YpS/5m4dq6IVBTl/XZoW9/Xdmi0Vhk/7b+y/yMR8Ysc6ODu+/A7+2te4lBMv9ykH9O+29ln2XYRqdKVnFoVazYaG+zwgdvRmM3mO11nxowZI/oHBDfz/c9T/9v1G/HiTzun1P7fkD+sto+s/3Rki/887w9gyjdZhYX1f0zyh5Kbm9uuXbvs7OzG3pHGl5KSsnr16o0bN97pivyrNwAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKIINAAoikADgKKs7261Mp2hpFR/b3fl/yOz2VxSWlFVZWzsHWl8ZpGySs6DiIjZbC4sLGzsvWh8xcXFJpOJUyEiJSUld7eixmw23+k6cXFx27dvv7vX+y9z/fr1gIAAjUbT2DvS+DIyMgICAhp7L5TAqbAwm80ZGRmBgYGNvSNKGD9+fHR09J2udTeBBgA0AO5BA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4CiCDQAKIpAA4Ci/gWrOd+emzdb/gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 514
        },
        "id": "QvvO82hpVBn4",
        "outputId": "4818029b-efda-4ff8-f4ff-0cf067e3d863"
      },
      "source": [
        "%%R\r\n",
        "pal = colorRampPalette(brewer.pal(9, \"Set1\"))(n_colors)\r\n",
        "show_col(pal)\r\n",
        "paste(pal, collapse=', ')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[1] \"#E41A1C, #924965, #4178AE, #40928A, #4AA956, #678C69, #8A5F93, #B65C73, #E67326, #FF9D0C, #FFD924, #EFE131, #C5912B, #AF5B39, #D56F80, #F182BC, #C58DAA, #999999\"\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n"
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}