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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##Cufflinks\n",
      "\n",
      "This library binds the power of [plotly](http://www.plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting.\n",
      "\n",
      "This library is available on https://github.com/santosjorge/cufflinks\n",
      "\n",
      "This tutorial assumes that the plotly user credentials have already been configured as stated on the [getting started](https://plot.ly/python/getting-started/) guide."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import cufflinks as cf\n",
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We create a set of timeseries"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df=pd.DataFrame(np.random.randn(100,5),index=pd.date_range('1/1/15',periods=100),columns=['IBM','MSFT','GOOG','VERZ','APPL'])\n",
      "df=df.cumsum()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "**iplot** can be used on any DataFrame to plot on a plotly chart. \n",
      "If no filename is specified then a generic *Plotly Playground* file is created.\n",
      "\n",
      "All the charts are created as private by default. To make them public you can use **world_readable=True**\n",
      "\n",
      "Let's look at the avilable parameters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "help(df.iplot)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Help on method _iplot in module cufflinks.plotlytools:\n",
        "\n",
        "_iplot(self, data=None, layout=None, filename='Plotly Playground', world_readable=False, kind='scatter', title='', xTitle='', yTitle='', theme='pearl', colors=None, fill=False, barmode='', sortbars=False, annotations=None, asDates=False, asFigure=False, asImage=False, dimensions=(1116, 587), keys=False, bestfit=False, bestfit_colors=None, asPlot=False, **kwargs) method of pandas.core.frame.DataFrame instance\n",
        "    Returns a plotly chart either as inline chart, image of Figure object\n",
        "    \n",
        "    Parameters:\n",
        "    -----------\n",
        "            data : Data\n",
        "                    Plotly Data Object.\n",
        "                    If not entered then the Data object will be automatically\n",
        "                    generated from the DataFrame.\n",
        "            layout : Layout\n",
        "                    Plotly layout Object\n",
        "                    If not entered then the Layout objet will be automatically\n",
        "                    generated from the DataFrame.\n",
        "            filename : string\n",
        "                    Filename to be saved as in plotly account\n",
        "            world_readable : bool\n",
        "                    If False then it will be saved as a private file\n",
        "            kind : string\n",
        "                    Kind of chart\n",
        "                            scatter\n",
        "                            bar\n",
        "                            spread\n",
        "                            ratio           \n",
        "            title : string\n",
        "                    Chart Title                             \n",
        "            xTitle : string\n",
        "                    X Axis Title\n",
        "            yTitle : string\n",
        "                    Y Axis Title\n",
        "            theme : string\n",
        "                    Layout Theme\n",
        "                            solar\n",
        "                            pearl\n",
        "                            white                   \n",
        "            colors : list or dict\n",
        "                    {key:color} to specify the color for each column\n",
        "                    [colors] to use the colors in the defined order\n",
        "            fill : bool\n",
        "                    Filled Traces           \n",
        "            barmode : string\n",
        "                    Mode when displaying bars\n",
        "                            group\n",
        "                            stack\n",
        "                            overlay\n",
        "                    * Only valid when kind='bar'\n",
        "            sortbars : bool\n",
        "                    Sort bars in descending order\n",
        "                    * Only valid when kind='bar'\n",
        "            annotations : dictionary\n",
        "                    Dictionary of annotations\n",
        "                    {x_point : text}\n",
        "            asDates : bool\n",
        "                    If true it forces truncates times from a DatetimeIndex\n",
        "            asFigure : bool\n",
        "                    If True returns plotly Figure\n",
        "            asImage : bool\n",
        "                    If True it returns Image\n",
        "                    * Only valid when asImage=True\n",
        "            dimensions : tuple(int,int)\n",
        "                    Dimensions for image\n",
        "                            (width,height)          \n",
        "            keys : list of columns\n",
        "                    List of columns to chart.\n",
        "                    Also can be usded for custom sorting.\n",
        "            bestfit : boolean or list\n",
        "                    If True then a best fit line will be generated for\n",
        "                    all columns.\n",
        "                    If list then a best fit line will be generated for\n",
        "                    each key on the list.\n",
        "            bestfit_colors : list or dict\n",
        "                    {key:color} to specify the color for each column\n",
        "                    [colors] to use the colors in the defined order\n",
        "\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.iplot(filename='Tutorial 1',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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hPZ2uhFav/Ze27dxLZWVl5OvrQ/dNu5VCgg39TympabT0s6/p0uVL1NLPjx6cMY3aBmFM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aywtywxEnXaDrDMcGaWGdnFksj+0+7mDxUHJ7zX7QxfX04kDRK6RYpJZGx0F10CJEgVv+xNVsPq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\nvFvGCgFvLE79+txLmuhmVHjhEhUXFJQ+pjSx8Hvwf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       "metadata": {},
       "output_type": "pyout",
       "png": 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16nW0Sx94n3vqEaPP8yK1qnp45855ijw93emJ2a+Q1k35t11eXk4fL/+G7vjP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aywtywxEnXaDrDMcGaWGdnFksj+0+7mDxUHJ7zX7QxfX04kDRK6RYpJZGx0F10CJEgVv+xNVsPq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\nvFvGCgFvLE79+txLmuhmVHjhEhUXFJQ+pjSx8Hvwf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       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10ad9eb50>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Customizing Themes\n",
      "\n",
      "We can pass a **theme** to the **iplot** function. \n",
      "3 themes are available, but you can create your own\n",
      "* Solar\n",
      "* Pearl (Default)\n",
      "* White"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['APPL','IBM','VERZ']].iplot(theme='white',filename='Tutorial White',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "application/pdf": 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TnOPIGsXVq9Ffz5vr/ytvrP+0yj/v2O7Xyy+7X2cPqu1SJa5BA9mWly8dMzNkS26eEUzb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\neNbEwKtPE8iyByC9wrj1Sy0MDwnvY2g3yOpVxRWkIHZ0rAk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NFf/2fQ2M+zHpusVu+zot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3zIl4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\nGMU2RojI3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       "metadata": {},
       "output_type": "pyout",
       "png": 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dJQZeIiKKOWgzUFVK9IJi4dOAjlY/7CI/gc5b2HUGsP5aby1aC/RL54qz7UAF\nWYRchN4PHZ8D90ElUq8e65VcBSE4nO0MCjZ3UOZWcVsD+m2V7DZNjH+Vhe/5Szf3kjtHtGd1lxh4\niYgo9mDBl9KvfKMJffzWYh99vIGEXUB4VaEMl+FXFRz0uI+z7QCLqlRPKirMqnqLdoTr+6Wa99Ur\ntrO9jCfTZ/aixSJcY6z0+a/4vM7JEZG0ZbdVyQ7nLmc43mMv7MDqLjHwEhFR7NEXkqmd1SqqygYa\ndhW9YuxtIZyz7QCP4/Grsz3uh4Vq+ugtNSYMMN0Bi7kU58ze24ZmhO2YYVKDGkemdl2rKs4KLxEx\n8BIRkR9GxVXbYa1HmnurXPTJqi1jcR99sdk78/KDCrsVBV5fUxQwZktfQIcK5Jjz29neF/cf7KOt\nQZ/ZiwAd7nBYUTtFpOihPpwVXiIGXiIiikloF1DVW+zChX/eQqqa1oDtdPWtbK/NaRvQoqk+6c3M\nFgW0J6Aq6i0sOqcojLs0ywyWqPzqj0/R2xpUP61zZi+23A236urjRSVbSWvO9gMiBl4ioloOwfLW\n15bI5S/MM2bcqkkHir7hhGpnUPQ+1QWuwIug9cTU9baq6eNXZQf0ONSGDcpSrWLsb4oCQvJzN/Uw\nKpm+WhLOdz1OFaZRKS45espjZm8kdudCiFfhHFVXX1MiwgknJ2orYXzNmazwEoUFd1ojolpv/H/W\n+Z3zijFOT9/QLSof++qCg7aK4NQlO42FSYo+Jqxnu6b2QJfhDnQqZD3wziqzGoyFTfrCskAgIKvP\nh/9f0qNVQJtC4DH89Wd9fW5xjEVx+NiqVWJ5wSH5eIX1/bolAtVd9XixEE71Cc/fUhLxnto8rX8X\nYTeY409EvrHCS0S1Gi7h+wu7gLd7G7UVDfT+XCPwOrb91QMv5trqEKb6aVVfVR1GAMUIKzU6LFD6\n1r8LylskAt0UwlfYVUZqm1C8t2iXx8zeSNH7h/39nGBahPN7EYqdB9i/S8TAS0QURgixL365pcL7\nIUDO3rQvKr8G5/QAXOb/ZJl7S1pUftVlfwRDbwFqaHYLjxCM7WhDCVuoIKtAi4ox/oVrUwi9MnxU\nO/lQM3sjBZ9XfXy0NKBirUP7x4TPNsnL07eax70y9LYJjg8jCh+2NBBRrTV5Vp7ZL4lq5gf3DbRV\nNTGt4NXvthm3P1+5Sy7r1TqqHj+CuLdd0v6zeKeMHpBmtDvoYdQbvSoLD4zKsvX2BgNhGW0SagHc\nF6t2hW1TCIwIw9egB3znzN5IUL3Jqp0CFWs1SQL902iHUVV0hPtHruhsG6sWLI4kI4oMVniJKGah\nn1UPEDpU0vTRW+NcQc95CV8PuAg1zgVgPYd/AAAgAElEQVRh1Q1fg2pfQDVQPX4ssEJF2tbO4Fiw\npuD9vn18mLx0Sy958vquHmPBgqW3APxzbr7t9ZXdFGKYoxrtnNkbKd6mNeDn6u63ltuOMb4X363b\nU6nPpffwZrRgSwMRAy8RUQUQaG95bYn89fttth5cXIZ+/ovNtmkEV/Vp4/H+qCqqoIj7VjbMhJs+\ngQFVyNED02xhU+8pPa99ks+Pg9CIKQfejkGw9M+j9xJXpp1BuUTr1fU2szdS9Io3Au7Xa3bLHX9b\nZpuXq0xbXhzy58HP2A7HojUiYuAlIvIJl5sRSBAiEP7GvLrYDKzotVSXxnGp3d/oLUxoUPRdvaKB\ncwLDDf1SzX5TtDqoflNUVqvq8jg+j3MBWmXbGRRUo2f/zwh59Sdd5ZMHB3md2RsJOPFRI9fw8/TU\nxxvMEygcW1TG9eOuT80Ihl7dxdcWyd5kIgZeIqIYoPevAsIfZsyOe2eVvKFtrHD7sAy/C7Qu7NbS\nFma8VfWqi97P2ju9mRE0r+7rWaXV5+NWBWf7RDjaGfTw3DIxztz2t6rorRp6KJ18V45RGdenSGBG\ncCjyS6zAi9nCRMTAS0Tkl345X59lisVHanIBgu7tPjY7UHC5Xw87WIgVDbDYTvUU4zGqgHTLYM+Z\ntP0yk6r0sek7uEE42hmq2yWO0Wc4iUDYVcf9Ku1EA1cC9HaOQOmVYY4kI2LgJSKqkF79/N/ruxqV\nXOcQf7QyBHLZWA8z366Njj5evYLdQ5vAgMv+erURUP2t0sCrTX4IVztDdcNxVWPC8PPg3CgDfb6q\n6ox2Gsx3Dpbev8vASxReHEtGRDHHOa4LW9Ni4gIuPb/41RajyovQkhNg5RNhBlVUVIbR0oDqcVW3\nCfgL9H0djwVV3lkb3XOD8bi7pSZW6WPDpf6FT10Qcz9X6Odu6ArwvrZAvjanrUyemWfc/u/yYqMd\nJtTA27ElWxqIGHiJiPzQx3WhUqbGdeH2pNv6GIvX+jvmz/qDKuWF3VuaK/Dx/tUdePWWjR5etgzG\noi583eHqnSWRO4e397vVL06oVODFSRX6xoPpNc5jhZcoYtjSQFTL4I/wDX9eaPy782/LzNFcsUQf\n1+VtwwX0Ywa7be7l2kxetDVU53HDhAC1IxcCWM80z68RVVaG3fDyF3bVMVf9y/j5+DKIfm9Ud9VJ\nGlolqmK+MBEDLxHFLOwUpbZ9xWV/bzt11XTOcV3hgPYHvUdzYe7+avv61mqBHoumGGyjBzbDUP4b\nxEzewgPW9I+OnNBAxMBLRJWjejuVFTtKY+5rdI7rChd9Jm91Ll7T2xmqu7WC7LBAT1VncVKpn3z5\nww0niBh4iShMUJnUwxIsy4utwOtrXFc46KOpZqzfa443q85Az8AbXdDvrZ8YYZOTQHAkGREDLxGF\nyexN+zx6TxGAY6mP19e4rnDALmJqxzL0W1bXVsPrtMDbI60pf7CjzJXaFs04MQqkyrtNC7yc0EDE\nwEtElTBvs+dsUCyAiqU+Xn/jusLhWq1Hc9ry4ir/+rBYTVWWsbipqrbXpcBhDNyg8s1KcDL59Ccb\nKrwaoO/gxwovEQMvEYUIwXbBVmuhlX4pPJb6eP2N6woHtDXoWw3rl6Krgj6Bgu0M0Wv8NV3MSSCY\njPLcZ5t83hctOCoQow1H39CCiBh4iSgImCqgxh7hsrxeqYyVPt5AxnVVFkKMvpPZZyuqtsrL/t2a\nARM9xl/bxXwZrQ3TfPysbNl9xLzN6i4RAy8RVYI+nWFodgvJaW/tMhYrfbxVNa5L32p4+urd5olE\nVbBVsNm/G9UwseFH/VPNl1+evtXWuqDoExpUjzgRMfASUZAQZvXAiy1P0fup+j9jpY+3qsZ1Yath\nfSbvvC0lVfL14XOpwIS2iqreMpiCN+7SLLNqi9+zJz9a73FyqYfgdsmNeNCIGHiJKBTLd5Qaf2wB\nIVdVkbCZghJoHy96DfEHOhoDclVe7r82xA0GKkO/9I0KdkU7f1H1w1WGZ27sbn6v8HuDHQ6f/2Kz\nfLio0Gg1Um04wJYGosjg3oVEtYC+SYLef4rA+8VK9/an6OO9bWiG34+DBVq3vrbEuI0/4G/ceV7Y\ndjILh6oc13VVnzYyeWaecXvJtgPGwiRV9Y0UfXQVq7s1B04w77uko7zyTa7xMgKuHnJ1HElGFBms\n8BLVAgu16QxoZzADb5B9vJ9qQ/Rx32f+u7FK+1f9qepxXfj4Azo2N4/Fl6t2Rfxr1Kvq3H62Zrll\ncLr58+ILqsEcM0cUGazwEsU4BFlUHwETBvSKrOrjxe5kqo/XV8UWb/98pT3UYbHNGz9sN/oUq1t1\njOu6LqetUd0FtDXcMbx9RD+fXuHt3JqLm2qaSbf1Mfqw8X3ctveo8fuDqyZ4Ga9PZ/8uEQMvEYVG\nX1A1omuKR9+n3taAPl5fgfeLVbvMPmAsmFKV3Q8WFhpV4+pubaiOcV1YhY+5qags46QBO2rpfdHh\nhCqyPvOXq/lrJpx04mfE+XOCwKu2xKYYddb1/Fm3Ho9DNWFLA1GMw/xPRe/f1QOv4m8e7ydLrXaG\nB0Zlme8XLa0N1TGuC8H/8t6tzZenRXAmL8KuajnBSv5IjVyj6gvCWWxTiV1Fy0Teu5LHgYGXiCIV\nktTIIwSkAR08ewgD6eNF5VJVF/FxsGDryeu6mqFLtTZUF1TGqmtc15V9rJm8WByoz1QNJ+eEBiKq\nQRb/ReRYCY8DAy8RRcKcTdbs3WHZLcwtcXWBzOOdumSnefvqvm3MxTVYea6gtUFvK6hKGO2koJ2h\nKsd1IVzri9de/GpL0GH9hj8vlPs+2ChjXl3ss1K+RVvVzwkNRDXI9hkie9bwODDwElGk6O0MCLy+\n+JvHi0Cmb1pxfT9r56jRA9KiorVBLRyDgRWshI+ER6/obIZsPJbv1u0J+H2Xbj9g9P/uPVxmVIf1\n8K7T+3c5oYGohkDf7qJJPA4MvEQUKQhPatYnKrtYYBVI4EW4VYvT4JNlRWabA+7nvJzubG2YPCuv\nWgPv+VnJVf75sVnArUPSzZcxb1U/hv4s1h67Ov7ebNQq75zQQFRDbPhI5FCB+3Ycr8ww8BJR2Olt\nCKju+lvkpPfxoi0Bl9ZRpUTQ1Rer3TQwzeN9na0N/1m8M6xVXjye5X4W0yHUq9XtmL9bXdML7hze\n3tx4AmPgpszZEdD7Ob+2eZtLPPqo8fHUjGFMheCsVqIaoMx1krriLe2J9i4eEwZeIgonVBenr95t\nvnxD/1S/90eA0lseELCemLpebnltiS1M+qoSo7VBVX7xuX1dlg8GxjRN+GyT3P3WcmMLVl8WaZ9r\nQDW0Myg4ocD0CuXd+QUVLmDD29HO4Py6lzvaSvQFa505joyoZljzvrVQLdH1HNzjxzwmDLxEFE7T\n1+w2K4K43O5tOoPTizf3kmdHd7dtj6sHNoRmf4vBLu3Zyryt9w4Hy6gqLyuSmyYtkmnL3WO+cNnf\nV9VYbwmozsALl/RoFdQCNmewVVDltQVebcEa5+8S1QAIuivftl7u90uRenE8Lgy8RBROUxdb7Qze\n2hD8BbYP7xsotw/LsIVb3L6hX2qF76ugDzWUtga0L6CiO/HzzWZgB19VY3wOff7uoGro33VyLmD7\nes1un/e1LbbLbOrzhGGzFni5YI1qpf25Im/2d/97a4jIqWPR/XiXvuY66y3fSKRFtutM9Wp+D6sZ\nd1ojijEIgPrM3Mt6tQ7q/fE+917c0Zi1iwolQhk2rEBLgz/YDAHVR4QzFVC9tUA8/uFanwuznPQd\n3eZuLvH4eKiQqrejpaKix1gV1AK2f87NN17GArYhnVsYvbf+Au+P+7WRzXuOGy0NaCnBcVTVXH1C\nQ9e2XPhCtdD6f1u3ESR3zBLpdIX3+5bmuReIJbSonseKz7/5M+vlQQ/x+xcFWOElijH6YrUrerf2\nGrQCDW6TbutjtDncNjQjoPe5qHtL87a3tgaEuEDCLkI3FsL96dbe5utmu97PuZhLD4yDOiVHzfdA\nX8CGHui3vSxgw7xjVcVGUM9Ijrd9DT9scB8/nDyo1hJUjjNd3xeiWgWLvzZ9Zn+d82Xdgj+KvH+N\n+/9VsdkDRo+VbBbZ+F+Rec+LfPWA+3WQNtD9j6odK7xEMQThSg+aNw5Iq/TH1FsVArnv6zPcO655\na2t4K4CRZegFHndplhkY8X9UPFH5RMsDNpZQFm6NjgVr3gI7FrBh4R9gcsUtg9NtFWjM33WGdZww\nqMWGCPhjL+xgq+4i7HrbPIQopiFIqvYApXiZO8w6q7gIngXz3bfXvCeyfqpI99EifX4WmYrv9+NF\n8mZ6Pj7zl5vVXQZeIgq7z1YUm1VQBMOq3oLWW1tDZqI7oOnVXVQq0SuM+1cEYVAtXkPVUwVehHsV\nBhEC9dFq0QDh/+OlRcbYMQT/d+bly0OXdTLfvkwbR6bmIKMHWbVxqG2hNxZr83e5YI1qG1RK12nt\nDA0S3P27eP22b0R63my/PyYj6BBEIxV8j+4Ryf3G99u7Xu/u36WowFIBUYxA0P24gpm5VcFXW4Ne\n3b28d+uAwi7o0x/matMLnNsJR2Pl8+6RmeZtfG/UiDcEWn3+rpqiga9hsKOtQZ+UwQkNVOvkzxU5\nXP68Fu86MRx4v/W2LV95BtCtX1ovt+rlGXzR6rD6X+F5bNu/t27jsWVe4Pplvtf1BPcnkdu/Exnx\nBL9/DLxEFG6zN+0zLv0DLp1f2K1ltTwO57SGU2fOeVR30eMaqD7pzcxNM1DxVBMLqns74UCgcquq\nt6rKC2jNUO0e6JXWR8HpJwwI+LivwgkNVOus+9C6jYpp5yus8V5711u7mAGCrOqdTe0ncv0Ukavf\ncN/Wg+/iSe7Wh8rapgXeIY+IjHpR5Lyfi2QMcwdgiipsaQjA08/9SbZtz5d69dx/dPvn9JL7fnE7\nDwxFlf9oo8iuzWnrd2ZuJDnbGlYWHpbF+cXm24Op7gKqnpgSoXpb528pMT5+dW8nHChUee/NW2nc\nRpUXCwCXaP27/TLtfxjxteB7h4o9Jm7oO+RxQgPVKhhFtnOx+3bdeu6NGzB9IX2Iu28WNn/u+qN8\nj+fCtt63WcE31RV6i5aJLHjJHXQRiuc853qinOz+uKFANXmX+/faCODtR/L7xcBb85WWHpI/P/+U\nNE9qxoNBUWmeKwSqS+SBzMyNNFQpVSX24xW7JXfvcfOxBVPdVXCZXwVetElgzFc0bCccCFXl1Xt5\n9aqtc7pEUkID4/4q0OOkQX2deBtRraGPIkO7QOPyq0fZ11iBd+s37sCLhW1l5f3uyVnuKqsOwffi\nCSIf3eKu8u5ZI7Lho9B3P9PbGRDAG3B6SrRjS0MADh0+IknNmvJAUFRCIHrxS2tHr6v6trFdIq8O\neluDCrsQbHVXwfxd1aOLII3FecqAKG1n0Dl7eTGSTDnPy2I7VLSduqWyuku1iLNiqy9OSx/srvQa\nf6AL3NXb1e9Yb1fVXack1+9h3zusl5e85q7UhkJvZ+h4Mb9fNQArvIGcFdStK4898ZwcPXpUEhOb\nyF23j5EunTsabzt4+LjxL9bkF+3nN76GHKd3FhVLcekJ43bT+PpybY/mUfG4Mls0krwS63cD1d3L\nuiSF/Ni6tE6QNTuPmKHR/FuTHBf1P68pcSLd2zaW9cVHbaPaOrdKkAP7D8kBx89TVpLnU3NKQj3+\nXvI5qtYcp6bbpkpS+aivsqZZsutshivYWl9Lcpth0iTfvWjt9IzfSf3yebtn4ptLUcIAOefj667T\n+jpp0+QraXCkwAjVx2Y8J9LvyaCOU70T+yStvJ3hXN0GUhjX2+fnc2qW2Mj4Rwy8UWnyX/5g3l61\ndoNMeOlVef3l30ujRvEx+cOLX/yM1GR+42vAcUK188u11kYOD17eSXp2bBUVx+fyPm3MmbzGy71b\ny8CubUL+eNf0O+kKvJvcf9S0DSiu6pceFTusVeT+UXXl3n+stL1ucHaK+TOk/zxhm4+e7XbaWh/O\nz27J30s+R9WO44Qe21mfmy/G9b3Fy9dxvesLdAfe+sesE+B6vX8q6e0q2F3ygidEPh9r3EwoniON\n9iySln2vCPzxrf3aCtAZQyU9I40/bDUAWxqC1KdnN2ndMkW27yjgwaBqhdD3/BebzfCHvk9sBxwt\n9LaGUHt3dYO8LEyLlu2EA6FPbFD8tWMMy7bPCs1owR5Bqi1J3TGKrLOXMIqe3MaOk3v00Xb/UcUf\nH++LPuByzde+6p74oHZK++R2kbeGuILt+97fn+0MNRIrvCE4ffqMJCTU7Kouxldhy1l9BTjVLJ8s\nKzIrgOhvffyq6Bpwjl7d6Y8NldyCEkls1iSk3l0d+pIxbxeTC8wQ3KlmVa/0iQ34nmHkmr8TBlTI\nEeibuH5XsziSjGqLte9ZtzGKrJ6Pk9rOV4qsfNt+37gAe90HPegK1nNETpRK/WO73CHXaf5L7v/r\n/cOczsDAG6sOHzkqx44dl9at3ItI5i9a5gq8pyU9LbXGfk1YLa4ureKP7teuUMLgW/NOWN7Q2gVu\nH5ZhzHONNpgq0DIxTjLCNEUB0xr0wFsTFqzpUOF9954BxnGpqDKNE4SFT13AH3aqXVb+w70IDdQo\nMl+yRlmBF/ft+ZPAPw8qx9j2d+bT/u/nDL2czsDAG6tOnjwpL77yphw8dFga1K8vqW1byxO/uV/q\n1au53SCTvs01b2MBDTYsuKxXa36za5A/fb1VDp84bdxG0L19aEat+LpV1VOdrEXbdsKBYKWWyAe0\nMiz9q/Vytxs92xZ02Lb35mnlgbe+//t6k321yObP3AEb79uyu/sfPi5er1oX9NDLdgYG3liV0iJZ\nXnh2fMx8PV+v2W0biQRfrd7NwFuDlB47ZduyF60M0bitbiSw6kkUo7DJxPfj7TulDX6k4vdLrOTV\n1osmSOGeQ9Ius4PjyWaw6z/j7aEXkyDYzsDAS9EP1Vx91byCAfcIUbE41B6X/sdOWSEJcfUkuUmc\n/OnW3tW2A1m4bNtz1LyN2azOhVBERDUKguTXD4ucOuZ+uWm6yCUTQ98FLRgJLeRsnJe/CfjcrjBs\nC716vzDbGWocTmmoRT5cVGjOa9V3p8Iq/+/W7YnJr3lh7n7ja851hUQEe7X7V40OvHutwNuRl8eJ\nqCZDRfe7x62pDAiRl7/s7rGt9oRUHnq9tS6wnYGBl6ITKrj/nJtvvnz3BZlyQ3/rUtC3a2M08G61\nDwNfXXCwxn9NO/YdM2+zH5SIarS5z1ltAgiYl05074gWNSnJS+hlOwMDL0Wvt2bl2RY5XXteW7mw\nW0vz8j5Wvqvqb6xA5XqBI/BiQkVNp1epo3EyAxFRQEo2i2z81HoZUxOM3tloS0qO0Mt2BgZeik6F\n+4/btmJ9YFSWEXTRsztYm2OKBW2xBCH+eNkZj9dVJZxk6FvJhoPew9u5dRP+gBNRzbTsTes2Rozp\n826jOfSynYGBl6ITxpDpu3EN7Wzt4HRpT2uMS6y1NaB/1wmtHXpLQKQ999kmueyFefL0JxuM8W+V\nDb8lR8rMSj02DsFmDERENQ6qu3kzrTA54J4akJjKQ28HBt6aiFMaYhwuf8/auM98+aHLOtnePqJL\nirHpBCqhWNiF+8fHyNc+b3OJeRvVbIRdWFVwsEpaAeZtKTHHh01fvdv4h2M9smuKXNS9pbFVbrDj\nxLbsZjsDEcUAvbrb6Ur3ZIaawJgcwY2aGHgp6qB3V7mqbxtzMoOiAhjCGGBaw9Xdav6YK4wjyy2/\n9I9QOXpgmkye6T4WaGtAD3Mk4QTixS+3eH29Hn5vcj2uO4e3D3inO706nd2G7QxEFCHvXuneRtcb\nbMxw43uhf2xndTfn5zzeFPlzFR6C2KVXd9Gzi2Dljd7WoIJvTae3M/TJaGZUU5WqWLg22XWioRYB\norr8q4s6eARUhF9Mzhjz6uKAx8JxwRoRRdyJUt9hFw4XV+7j19TqLtVorPDGML26e3nv1sYuVd4g\nDKpL/qiMbtx1VDJSk2t24NWmM2BhHjZoUK0bCKLohcUs4kidaHywsNB8edyoLLmqTxu5w3XCgQWE\nCLdodVDhFcf8ianr5b/Li+XRKzr7DbJcsEZEEYcKrD9lh92hOJRZuazuUjVhhTdGBVrdVW9HT6ky\nc8uBGv21O8eRYZEevkaEXmXFjtKIfe7nv9hsWySIsKvgpAPB959j+8uzo7vbFp1hY4xbXlsi78zL\n9/nx87SWBm46QUQRD7w9fizyy6Xuf2hlUA4VhPaxWd0lBl4Kp0Cru8plvVqbt5fmHTIDW02kjyNr\nmxRvVkz1LXgjNZ7sk2VFsrbwkHEbvcOPX5Xt876X9GglH943UG4flmHOQ8Zx//vsHV7vj8q0+rpQ\nkY/FraCJKArsWWPdTtYWOjfTwmkobQ2s7hIDL4VTMNVdBX2uqtp46MRpY8JATaX37+pzhvE1RjLw\nojXhjRnbzZcRZCvqs0Wbxb0Xd5T37hlgBliEWm9bIHNLYSKqEvtzrdspXa3bTazdOeVQYfAfl9Vd\nYuClcLJVd7s3k3azxop8ca/I7Gf9vh+mOCjYqMK5aUNNoY8jG5ptzRzumdbUrKQiUKp5tuHyp6+3\n2nazu31oRsDvi/vrgXxj8WHPwKv173JCAxFFxKljIqXlf0NQhfVZ4S0K7uOi55fVXWLgpXDxqO5m\nup6U9q4X2bnYvYXjKd+bLmCrYQWLvoKZHhAtnOPIctpbbQyopup9vKsLwlflxS51auYuoJUh2Bm7\neuBVbRHO760ekImIwk7v322e5fpDoi3uTdTGOapQHPCT81rrdkp3VneJgZcq580frEvqRu9u6Vz7\nHfz0XaFqiJm8enjE9IBx76yq0t3JKsM5jsw537Znu6bm7XC1NaC39g+fW38krs1pa+sXDlSPNOux\nrfMSePXvASc0EFFE7Ntg3W7Rxf62pu20vyVBVnhReFFa9+JxJgZeCt0PG/bK3PLL+WbvbsEC+52O\n+a/YThzTUx66OMPr9ID3FhRE/TFwjiNz0oNoOObxYpHZkx+tN9s/sDjwYcdudoHCCYdquUCV2tlS\nok9oYIWXiCITeLUKb4pj0a1elcWc3jNlQQReLUi37MbjTAy8FBrM0J2oVRnRj9vu9Fb3vETdkYpb\nFIZ0TPI6PeD1Gdujuq/X2zgyp/O0Fge0CJSdPlupz4kNJlT7AY7VMzd2D3jXNCe8X5a2GG3tTqvK\niwCsHitORhLjOUKbiCKgZJMWeL0E06Yh9vHqkx9SGHiJgZdChNmvCL0qEI27NMuzumuclQe2k5o+\nPUCNNEPgmr1pX9QeA1/jyHQIiur1+Hq89coGCht0YKc0Bbup6T3CodD7ePW2hvwSbilMRJGuGpSJ\nHNAmNLTwMlZR7+MNdFIDgvGJ8itqca7nyKRMHmti4KXgoZXBtmDq6mx3BRAL1TyeeIKbnYhweF2O\n9QT3+cpdUXscfI0jc+qntTWEunAN0xgmzSywbTBxy+DKL8LoqgXmDUVWdT5Xm9DAdgYiioj9W0XO\nll/FQyht4OW5Rp/UEOjmE/s2WrfZzkAMvBQKb60MxqV8tDLol5CUACu8On1TCvS9YlveaDwOeujX\nx5E56VXUlSEuXENFfe9h93HAycXTN3Qz2z8qo2ea90V1+kgyzuAloojQg2lylvf7NA1h84nd2t8i\nLlgjBl4KNXjprQwPqQVTO5dYZ+oJLYJ/gtLg46rFXqhoRtOoMjwe7G5206RFUrj/uPE65zgyp97p\nzSoV4FFR/3atdQzGX9vFtsivMlC9Vf25+L6qr0mf0NCxJQMvUUw5UYkFtMGOB/MHFV7zid9HME3U\nNp84GGiFV5vQgJFkRNWAK19qMJ+tDFAw37pjh4tF1v3bfTuECi9gxJmaajB99W4Zc367iHxNZWdO\nScHRPZLVNK3C+6L/9qWvttgu/QNaMPwtHEN/L8aT4f3Rxzt1yU4Ze2GHwP62eKmo6/OLw6GH67Gp\naRPYgAJhWm9pyGKFlyi2fPOoe/4temZbdndf9k/O9l1lVfLnup6QH3LPysUIseunVO5x6LNyW/jY\nFl0fTXYkwEVrnNBADLwU8km9r1YGRe/fzRolsuUrd5sDFiWgmhAf3JxYhLoXv9xiBEQETFQe1WK2\ncDh86piMnTVRth50L4J468Lx0svPkz12NftgoX3BBKqjj17ZWQZ0aF7h58MEit984H5yn7p4pzHC\nLZCNIvSKeovGDayKehj11AIvQnlGiwTb1xjshhZEFMXQB7trpfs2/q9uA3po+94hcp6XXcmwidC8\n59238byOFjZ8rFA3dMAVQb3C6yvw6ovWAqnwYptiteFR41buf0QMvOQNdjzzt/GDrZXBSMN51rgY\nPGHi0lQT15PM/vJKKOYnBhl4UTnGQjC1i9sXq3YFXBUNRN7hYtlUak08eHrJW/L+Jb+TuHoNPO6L\nY6GHXVRzfz6ivbFoLNA+WpwcILAjuGMBGtoiKqpaOyvqvxieFpHxYPqkB/Tx6ptlZHLBGlFsyf3W\n99sQFJf81V1VReFCt+xvnmPB9m8LPfDi74aaq4tQ6utvBKYs4G0onOD++HviL8TqG1m0ZDsDVR+W\niqIc+ksr2uXM1soAhdo4svTB7n3LG1sLz4wnqBCgiqzoPazhsLm0wCMA/3Xdx17vixYEBQvQMDP4\ntqEZQS0aw31/MsgKuP9ZvNOcuOD1b4GXinpOetOIfM/1HmO0Muij0zihgSjGbPlS++W/TSTnLpGM\n4fbAOftZ+05laH9Y+56XPxibQn8c+zcHHkyDmcWrP24GXmLgJV8qGpvl0coA+vzdtPOtM/ZAn6B8\nGJSVbAZrVEbDtTWvCrhO7235Rtbsz7W9DnN20UOs3H1BZsgLxq49r60kJTQwvx5/M4Z9Lg6MAOes\nYP3korJzfokomioam61FZ7gaN+Aekf6uf5e/LHLzNGteLSq9Xz8scqzE3Xow5zlrUbI+Oqxkc+iP\nZW8QldhgZvHqfcGtevJ7TtWGLbfJ1sUAACAASURBVA1RTg+V6DvFZhB+4RJT0VLr5XaDPANviBVe\n9I5e2L2lTFvuDqeY1qCP+ApX4E1q2ERKTx6RM+fOerQ2TF+z22hBAITCQPp1/X09owemyeSZ7j84\n2ETC2wI0X4sDD0Tw+45gqyr7+hQJvZ+XqEqE0PNPAcLaCiXzAvfiMwVBFsH30zvd3wOEXYReLEJW\nIydx/xFPiHw/3v2yo0AQXPjWqsPNK1gsF+gsXvw90vuCuWCNqhErvFFOTUaAnMwA/uhgwYPqw0J1\nQI2Q0UfJHA29HeFybSYvKo/+2gCCoffvPjtwrCTUb2gGYb21AQvMlJsGplX6897QL9VcBIbFePrx\nhgoXB0aI3reroA2DPbxUJfAcMWWEyJv9Rd690h22KPxyv7Zud77C8+1oHbhkorstDdAesHiS9XYs\naENQVm9H+Dx1LLTHsm9z4MG0SYCjyRB21d8jfC1xvEJFDLzkBS7fb951xHy5T3oA1VRbO8NA7QlK\nuwQV4mgyFbpVCwHCoL67WagwoaHkhLuSjUru4NY9ZVyvm8y3q9YGVLvVeC4sVNM3xAhViyZxcrXW\nm/zhIuvyHL62xz9cW2WtDLreXr7XCLvh2NyCqELbv7eCEwLLqn/wmIRb0TKr+IAKeupA7/dL7Scy\nbLzn61HQQOBFlVffqvdACFVeBOWyw9ZjqWiSQlJ77Qncz2x3vZ2BG04QAy/5skrr381u08TvbFlT\noTZ/t/1wLfC2CuwJKgCYyavo/bSh0tsZOpT3hv0462Lp17Kr++9teWvDv5fsMO93hesxhGtCgr4l\nMKZQ/PX7bXLDnxfKQ/9abWsp8VgcGEGYtescP8YFa1Rltn1vf3n9VFZ5w22r1s6ACQx1/Ty/d71O\npNct9tcN+63VAqG3IOi9uIEq2WLdbhVAMNWvGPpraeD8XWLgpUAE3c6ABQuqhwtPhK37WG+zTWmo\nXEi9pIcVntHWUNmd1/QJDZnaYoin+99la234dt835ttuHJAWtuOM8WQju6aYL6OXt7j0hO0+aJ+o\nilYGBZVc5wI1LlijKoGqoz4L1jjrZJU3rHA882baA29Fzn9QJH1IeQXkGnfl1wyT2iKzUHZe0ycp\n6NViX1ABVmEb/cW+2ihsO6wx8BIDL/mgj6MKaHHYsje1J9DL7Kt38eSkFp5gdW8l+nhbNXc933Wf\nIaczv5Yz7b+R30/b5LHbWTD0Cm92UoZ5O7Vxiq214WzzTSJ1zhjHIty7jelVXvN5P6GB3Dok3Rh7\n9sgVnav8++/s42WFl6rEdq26q4+fYpU3fNB6prYTRrW0Td8A/lrXE7nkD+77DnrQ8WSlhdRQKrz6\nYrdAWw9sVV4vkxoQgtXHxWPnSDJi4CVvMI5KD7y9K+rfRXVXVQzw5JLzc+9n5UolqrxrXU9ipXUK\n5FzjXXK2SbEcr1sij76/xjZNINTAq1d4Aa0N6eXtGOfqnpZzCXvCsljNCSFaBUxU058d3V2mPTxY\nxl2aVW1B0yPwckIDVQW9naH/L61KIqu84VPRYjVfUMS4drLn1Ay9ehpKD6+a+gAtAjy510+GvAVe\nPXij5UKfQEFUDTiWLEqhYorQawQdV+DC4iq/9Opupyu977aDM3I1p/Ho3pAf2/oDebaXz8WXSElp\nkhF6//qzvoH1Gmv0CQ2ZiW083t6xYVcpOOKuSMe1KPQ6OiwcfnNVtjSsXzdqKqk90ppK26R44zZa\nHFjhpYjT2xkQUNqPFElwnXAWjS3/5Z/qOjv8met1LXisQoXKp97O0HFU5T8mvh9q9zN8/GC2GMb3\nXFWbEagDfb9mFWw+wR3WiIGXFKz+xyQGFWp0+oYT3kZU2QRS3YUwVXjXH9jueLLd5/pisoyQPuGz\nTfLMjYE/uTknNDgrvMbzZlGKSPneEvWTiiM2qQALA6MJpkJ88uAg/qJQ1dHbGdAvigCECi/+YaqA\nqvIO/jWPVah2zLJGdbXIFknOCs/Hxcfaudh9O5gthvXNKvAxAmXbfMLLwjW9atyKExqo+rGloRrs\nOXRSRvx+tlz+wjwZPWmR162DlwWzYC2Q6q4ReLWFa0dC7+F17n7Wqo3Vv4tFbJNn5QX8sbxNaNAt\n2X5ANuc2kTpn3edmh84c8LorGxGFgd7O0PFi63bOL7UzXvbyVsqmz6zbWGsRLsnayMRgthguCWJL\nYZ3+d8bbLF5OaCAGXsLOXapdARs3vPjVFo/7rNMXrPnr3w20ugv6aLIjoW0vXHR0n7ELmm7f6T3y\n4/O1WbYLCwP+eL4mNJjH5kvXsTlXR+ocsfp25xav4g8RUbh5a2dQVJXX+MVkL2/I0DpQvMx6OZj+\n3Yro1dlgthjWJzQEE0z12e7OIsTmz602B/wsNc/i954YeGsjfZtaWLLtgG20FzabUNvnoncXY7N8\nCrS6Cwl64A2twrvBy8ibsjOnZNSAhuaMWjz2QBew+ZrQAO8tKDCr3wknrEHnsxl4icLPWzuDjlXe\nysPsXUzJAUxbqGiDh1ADbzBbDOuBN5hg6mt7YXzuec9rof5K/zOGiRh4YxPaGfTNDJRXvsk1+nlh\nxY4A2xmCqe5CYuV3W1tTYj2R1qtj/fisL91mW1TlrU2josCrV3hxnP4+29po4hf9h5i3V+7bLMdO\nn+QPE1E4+WpnUJxV3gUvhb6NLY+xe5ZuOGE0WbBbDKOAoUZUBluJxf31wK4+54zx1udGfzL7vYmB\nt3ZCO4MyqFOyuU0vAt6UOe6Ap48j87tgLZjqrhF4tbmJIc7h1Sc09E3Jtr3eFnhLAvtD6GtCw6Rv\nrRMAbLhwc/9s6VW+uAM7r7GtgSiM/LUz6PQqb+43Iv8e7f4/VQwVcXWMEUwzR4b344eyxTBaDxRU\n9YOtxDpn8c57waou4wrBRRM8rxQQMfDWDno7A7bHfWCUdUb97nz3JXx9h7Xz2vuo8AZb3VX0M/LD\nwffxbtAmNIzueKEVePdvl8wgK7y+JjRgoRoWvynY9AGTGYa0sVb6zt+9hj9MROFSUTuDggqvXv1F\nUP5+vMgX94a2w1dtovfuop0hPin8nyOYLYbRWrFZW0DX9frgP58esFe9Y/94Q38TvgkURAy8NYve\nzhBXv66M6JJibNM7oGNz43VYpDX+P+vM/lf0xPoclbXkNet2INVdM/C2tv+xCkLuoZ1mK0GL+GYy\nrG0fs60Bb2uTbE25K9x/vMKP521Cg7lQrdy1OW3NKjc+nzKneCV/oIjCpaJ2Bt0lE0UunmA/ecY4\nrKljRFZyMVtAgbdtv8h8jmC2GC5cYPVhY45vu8HBfz69wqtGogHaNbKv5vecGHhrK72dYXCnZHOD\nhkfLK5hGcNxz1LxPD1/tDPlzXf/mlH8Hg6jugm1SQ3DjvTZo7QxoL0io31A6NWtnvu5EfStA5wVQ\n4fU2oUFfqIbAf+/FHc37dG+eaQRt47n85BGP8WhEpH4ZS0U+Hyvy0S3utoMzfhaR6pfa/bUz6LJG\nifx4qkjfO6zL4KgYrnjL/+eKBcbVtVnBv19RFQTeYLYY3vipPaCGsrCsaTvP16GqO/Qx/g4SA29t\nprczXNTd2i0Mva+3DvGs0PbztmANiwH0FbB4ogq0uguVmMWrbziB8AndmltPsAfOWgEaFV41es0X\n54QG50K1ey/pKEkJDWzvM1yr8rKPl8hPKEPAwv9R6StY4CeIaZW51r0C77nE/QbeLzL6Q6vai+en\nXTF69QUnEe9e6T6J+OYRkbXvB/6+OKlQFVecVLSO0EYMgW4xjMejiibGE3CI1Vjn7HT27RIDL3lr\nZ9DdOby9uYBN6e1t/u6yv1m9t+gBwx+cUJ+ggpzUoE9o6J7coTz4djBft+6AfVJDQQVtDc4JDc6F\natee57kRha2Pdxf7eIl8Bl7bL9tM3/ct1AJvuyHBfy5UFfUNFPx9rpp+TPU2sPkvBR569XYGhN16\ncZF5jGqL4fKTj/rHfKzTcI5H0yvDwUCxRd9mmn27xMBLvtoZFLysL2DDywh9Hk+4a9+zXh70UPAL\nH0Ls4cWs3a2Hdpov90zuaPs/YFJDujYzOL+CSQ36hIbEOsleF6o5DXb9scACN/X5dh8/wB8uIo8z\nbMfJIKp5KuD4C2OpOaF9vnSt/9NfNTmWTiKCCb1V0b+raPN4Gxza4f0+ejtDKIvVFPz9+enX7vYW\n9HWzb5eiWH0egqrhq51BhwVsyY3jpG1SvPHPBn+s5jxn/dHCaulQnlwatwwp8CLsIvQaf9uatJLE\n8ktW6OFFAMXbsAvbyGQrpPpbuOac0LA13zoBGNk1xec4NvQNn9eisyza4x6WvmDXGrm+wwj+gBHp\nnAuW1A5faQM976euGMW5TrBTuof2+RDi8JyAlgbMY8XHDbVqWBNOIlDVVAu+EHqNs/+bfb9vURUG\nXmwxXL6ALO7QVu9fh/r5wPesw0WV/5z4Xsfa95tiDiu8VfE8WUE7gw4bTXiEXdjwkfWEi8thw34b\n2oPRK7xBjCVbqy0Q09sYMKWhSzNrh7RzCVaw1xfgOTknNARyQqAMb9vXvD2HfbxEdgid3hZ0YrGr\nU/Fy6zZOokPdEQvvp1d5vX2uWDqJGPWibZrF7oWvSNGKv5sn8TZV1b+raBXeuENefg42/te6jcWH\n7LelWoIV3irgs50BT4RnTtpHu3iDSqw+hgwro0M9m9ZHCaHqgxXVAfSTrXdMaND1apFlTkw4bkxq\ncIdqf7N49QkNbeJby/wATwgA48leXOVu7Vi8Z52xEYW+6xtRraZfesfvtpqasO07z12vdi6ybjur\nv8HKGG6NN0MLRe+fxuZJBMJ9iy7uxVkyXjbtmCe3NOvsOsOfI3Hb58nnV/7RnCbjPqkIvn8Xz2kT\nlv9DPt0+2+vb+7XsKm+OfLzCwNvgUJ7n16FvFNL1Ov6+UK3BlFAFPKqXmH/4nevJ6r0rRZa+XvEH\nwBaeZYfdtxF0EXgrw7bjmufCtTqnPVsRsLGEok9mgO7ay7tPWVVjfy0NeoVXTjT3fkLgA1oqUhu7\nQzHmAuvTI4gYeLXAm3mB1eePE2dnH6q+YK2ygVef44pJDbG07bB+3LC5A0Irgq8r9P4rxarYlp09\nK2+v+9j+vkH276JKfNcPE3yGXdjg7zlP22LYWLSmfx+2z7Bv+9uqF39fiIGXwvQ8eaTMameoe05G\nrL5X5Mtx7koI+nFRdfH3hwF/pPSh8GhlqOwKX31Sgz6aDI9n9rPS7pvRIjN/Z7ZQIFTmli9YQyUV\nI8R0egDeeHCbMT8XDp84bW6i4S/wFhbH2U8IAoAKh7Js7yb+oBF5C2eoKKZrkxf0HdX2rrdOpNGT\nWtkeTHwMFaDwXBJLbQ36MUWPbLmi4wfk69P257ipeXPsrQ1B9O/iStnN3z1V4Yxx/TnZA/4+6Duu\nqfFkuKK3Rlv0jJGWRLUIWxoibHWB9cTXs/42aXTUsWoWlxtzv/V9aUn/A4UKTGoYFjzYZvEWW0+G\nqDq7npyNZWfYIhL/krNkQ3trC2EsUsPCMR1GimERGxaiYUOIHi1Py+HyjgW0NbRoYg/ouFynT2jY\nsbO+8TkDaWdQ+rsC72d5c8sD70a5o8uV/GEjUkFWwVzWJqkiW74sP9Oc6frlucd9e+cS636hjCPz\nBn28aq0BpjWgRzTWAm9La9bt+1u/NZ7PdGXnzhlV3kf63RlU/y4qumhjUB8PxYVH+94iP86yeoUf\nmT9JZha5+66xEVBW0zTvHwyhXD3mPWtdt7eILJpkneCgAtzpCv6uUK3CCm+ErVpmjejpGVcednGJ\nUQ+u+v7jTju04eD6rMtKBV6tjxcVZDwhf3qnvRKh7M+VDRusETbOdgZFb2tonGyF/B2O0WTqcp2q\ngNSr4wq7J939boG0Myg5KV3M2yv3bfb4o0NUK6Gyqm84gMvWCKHqqhAqh4fKz0Zt48jCNDkgY5h1\nW9/YINZOIsQ9aWbqth/MV99d33ruMqu8AfbvvrTqfXlm2RTzeQw9wK+NeMwWdp3Ps35bubQ+XiPo\nzplghV3oMcY+P5eoFmCFN5Ly58ry/COuG+4RWzmtXH+Mhkxw99WhjeFfl7n/QKHfDX+EnDumqVFC\nevUk3IEXFZ+Vb1ttFa4z/4NZY6RZg5MiW74yXr+mfoL2hNvB64fsltzBHBV2piHaJNwhVl+4hst0\nqFDol/tanOwmapJuoO0Mxt/nxinGP4xCU328vTjwPGT4ntzxw7PG7bi6DeT9S35nzjumGgRhV40u\nxPNJXPksb7Q1qA0hts0Q6XWz6wR3qfV+le3fVVp2t0Z24fkL1d6a3ifq7STC5f0t35qjGrskZcg9\n3a+VFbMmyrIGja0q7/Fd1vv5aGfA1a73tnxjC7UvDnlAWjdq7llYSLaef/WNgDzoz4X6Vs9oW8Hm\nEOH6fhPVIKzwRoor3B3/7mnZfMpaINbnpqfcl/hwlo8qL1Y1K5s/9/wYWNym74ajB9VKBd7W9sqF\nCrsYTzPqJTnY5Q53r/BPp4sMHy/rXU/gSs963iuwetjcfHKNnGm7UM4mb5DVpRuNMIXLdfbKbl25\nt9tP5MAW96D7YNoZFPbxhs9i18kKTh7wD/3V83ev5UGpifZusG6naFU+bYSWUXndvcYKQghB4Xpu\nAf15LRb6eL2cRCDo6tXdO7pcZVTJxza2pjMYVd6i5RUG3jfXW2PCsHX6WxeM9xp2jedfbaMffTa6\nB32LYfXcPnCcextohl1i4KWwQXXj64dl1VErWGa3aiSN4h2Xs/RFA5u8tDXoi9XSh4Tv8SW29fI6\nVzC/bor9kqTrSXJZSncpquO+EBAn56TT8RKvH1JvdTh8+rAr7G5yhd7FsqreRzLq84e8Xq5rcqSH\n+T7BtDMo/W2BdyN/7ipBVeeVOcUreVBqohLtxE/fRAITFNSMXVxR0k+wU8O8EYL+XBULu655OYn4\nNG+2efKOqTEXt+vvPgnv/yvpd8o9f9yo8padcL+fj/5dVHdVTy6KAI/0ucXvlRWslcDnMz6+Y/dL\nGxRU1HQOFFmwE1rfn4U+Z5mIgZc8oBKAxV+Hi2R5mVX1zOnopV8K4VIfGbRTGxGE6ov+ctal4XuM\nqOboWxKjeoyw66Ul4E+rPzRvX1ZWKvX2eK/8oSKhnoj9weW6dy5+yqjOBrPZhDfs4w0f5wkD/gjz\neNbEwKtPE8iyByC9wrj1Sy0MDwnvY2g3yOpVxRWkIHZ0rAk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NFf/2fQ2M+zHpusVu+zot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3zIl4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\np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       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x106732290>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can also pass common metadata for the chart"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.iplot(theme='pearl',filename='Tutorial Metadata',title='Stock Returns',xTitle='Dates',yTitle='Returns',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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zILI1vHFvu6ouB47zqAihD5pB26ThFdNeupkNvBX34L7dJ87QMOWSNGXqFydg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\nNJOS0KoJYBniFO9CdLHjAOFwbuSzSnS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L48Yqe53K3BcCrxEMHzpQfJWFpzHMnTUNBwoAGi2u5n75b6zOZdzeMHtdFP1z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QBPcv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\nG+N3KXG+7O3sULlpubKTXKpsyYkfzYvREkriYy/vzZh3tROdJ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       "metadata": {},
       "output_type": "pyout",
       "png": 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L48Yqe53K3BcCrxEMHzpQfJWFpzHMnTUNBwoAGi2u5n75b6zOZdzeMHtdFP1z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QBPcv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\nG+N3KXG+7O3sULlpubKTXKpsyYkfzYvREkriYy/vzZh3tROdJ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font-size: 17px; fill: #444444; opacity: 1; visibility: visible;\">Stock Returns</text></g><g class=\"g-xtitle\" data-bb=\"7738\"><text class=\"xtitle\" x=\"338.5\" y=\"472\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 14px; fill: #444444; opacity: 1; visibility: visible;\">Dates</text></g><g class=\"g-ytitle\" data-bb=\"7746\"><text class=\"ytitle\" transform=\"rotate(-90,42,260) translate(0, 0)\" x=\"42\" y=\"260\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 14px; fill: #4d5663; opacity: 1; visibility: visible;\">Returns</text></g><svg class=\"legend\" x=\"607\" y=\"100\" width=\"81\" height=\"105\"><rect class=\"bg\" x=\"0\" y=\"0\" width=\"81\" height=\"105\" style=\"stroke: #444444; stroke-opacity: 1; fill: #f5f6f9; fill-opacity: 1; stroke-width: 0px;\"></rect><g class=\"traces\" transform=\"translate(0,14.5)\" style=\"opacity: 1;\"><g class=\"legendfill\"></g><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; 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       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10ad9ee10>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Bestfit Lines\n",
      "\n",
      "We can easily add a bestfit line to any Series\n",
      "\n",
      "This will automatically add a best fit approximation and the equation as the legend."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['IBM'].iplot(filename='IBM Returns',bestfit=True,world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "application/pdf": 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       "metadata": {},
       "output_type": "pyout",
       "png": 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Pgjdd9krLbLsJ3spGVuTnXUKaexOl356xCUu/z4u08Mc8wyUAwRsuX/RuQcDv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        "<plotly.tools.PlotlyDisplay at 0x10b1dfe50>"
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      }
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     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Customizing Colors\n",
      "\n",
      "We can pass any color (either by Hex, RGB or Text *)  \n",
      "\n",
      "*Text values are specified in the cufflinks.colors modules"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['IBM'].iplot(filename='IBM Returns - colors',bestfit=True,colors=['pink'],bestfit_colors=['blue'],world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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JJpJXLo2ZLd2dj8o8sICuAfPBx6fTH7WvhaDW/wBnzxFa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\nD+z78Gfg94o+Dlr8U/iNe3xWzE8N+sl2YbSBIHKKfkAf7gQ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       "metadata": {},
       "output_type": "pyout",
       "png": 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ghYBfwesnrZmX+YZ9DQRv2MSTNR4Eb7LslZTZdhO829pZkR9CetaQwtDekQlL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       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10b1dfd90>"
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      }
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     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Filled Traces\n",
      "\n",
      "We can add a fill to a trace with **fill=True**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['MSFT'].iplot(filename='Tutorial Microsoft',fill=True,colors=['green'],world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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rwP4IHzpqeqo06kdE3omT7bXk/Ksq7/dtLrp955+aSksJOMd5e6v+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\nspM9gvKf+OMo/Cu8rzjTLA/D345+JvB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       "metadata": {},
       "output_type": "pyout",
       "png": 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zIe36Kl/HzS2O++cj/IPPjwu2U41hlWtT85hVrinaBPFynerY1nbY4aWRg/DS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\n3o08o2FT/mn5fmPHTt5xDUrgMu0Qyvm713Yayq8rvtz3l74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+dyYvbNktIefwihnZnQy2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font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x1073d3190>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Bar Charts\n",
      "\n",
      "We can easily create a bar chart with the parameter **kind**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.sum().iplot(kind='bar',filename='Tutorial Barchart',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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       "metadata": {},
       "output_type": "pyout",
       "png": 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Qg1U9kIO4FZXWDzNhub8yrnZ4u3V1tMoFNPhMgKkGL6+68sqcraopAfdXRjbV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\nXl515ZU5W1VTAu6vjGyqH2b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fill: #4d5663; fill-opacity: 1; visibility: visible;\">400</text></g></g><g></g></g><g transform=\"translate(80,100)\"></g><g class=\"infolayer\"><g class=\"g-gtitle\"></g><g class=\"g-xtitle\"></g><g class=\"g-ytitle\"></g></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g><text class=\"js-plot-link-container\" text-anchor=\"end\" x=\"693\" y=\"491\" style=\"font-family: 'Open Sans', Arial, sans-serif; font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x1073a7350>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Bars can also be stacked by a given dimension"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.resample('M').iplot(kind='bar',barmode='stacked',world_readable=True,filename='Tutorial Bar Stacked')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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       "metadata": {},
       "output_type": "pyout",
       "png": 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pbk9xOeH1VndaI4AAAggESIDAG6BipWiqBF5v0KkMvAPuGiO9unW2n9BQ+qkq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\nHYFXzY1e6REg8KbHPShXJfAGpVLM03g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fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5171\">Feb 2015</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(190.01,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5172\">Mar 2015</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(326.99,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5173\">Apr 2015</text></g><g class=\"xtick\"><text text-anchor=\"middle\" x=\"0\" y=\"334\" transform=\"translate(459.56,0)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5174\">May 2015</text></g></g><g transform=\"translate(80,100)\"><g class=\"ytick\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,264.85)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">\u22125</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,191.39)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">0</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,117.94)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">5</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,44.48)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">10</text></g></g><g></g></g><g transform=\"translate(80,100)\"></g><g class=\"infolayer\"><g class=\"g-gtitle\"></g><g class=\"g-xtitle\"></g><g class=\"g-ytitle\"></g><svg class=\"legend\" x=\"607\" y=\"100\" width=\"81\" height=\"105\"><rect class=\"bg\" x=\"0\" y=\"0\" width=\"81\" height=\"105\" style=\"stroke: #444444; stroke-opacity: 1; fill: #f5f6f9; fill-opacity: 1; stroke-width: 0px;\"></rect><g class=\"traces\" transform=\"translate(0,14.5)\"><g class=\"legendfill\"></g><g class=\"legendlines\"></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"><path class=\"legendbar\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 1px; fill: #ff9933; fill-opacity: 0.6; stroke: #ff9933; stroke-opacity: 1;\"></path></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5166\">IBM</text></g><g class=\"traces\" transform=\"translate(0,33.5)\"><g class=\"legendfill\"></g><g class=\"legendlines\"></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"><path class=\"legendbar\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 1px; fill: #3780bf; fill-opacity: 0.6; stroke: #3780bf; stroke-opacity: 1;\"></path></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5167\">MSFT</text></g><g class=\"traces\" transform=\"translate(0,52.5)\"><g class=\"legendfill\"></g><g class=\"legendlines\"></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"><path class=\"legendbar\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 1px; fill: #32ab60; fill-opacity: 0.6; stroke: #32ab60; stroke-opacity: 1;\"></path></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5168\">GOOG</text></g><g class=\"traces\" transform=\"translate(0,71.5)\"><g class=\"legendfill\"></g><g class=\"legendlines\"></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"><path class=\"legendbar\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 1px; fill: #6432ab; fill-opacity: 0.6; stroke: #6432ab; stroke-opacity: 1;\"></path></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5169\">VERZ</text></g><g class=\"traces\" transform=\"translate(0,90.5)\"><g class=\"legendfill\"></g><g class=\"legendlines\"></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"><path class=\"legendbar\" d=\"M6,6H-6V-6H6Z\" transform=\"translate(20,0)\" style=\"stroke-width: 1px; fill: #db4052; fill-opacity: 0.6; stroke: #db4052; stroke-opacity: 1;\"></path></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"5170\">APPL</text></g></svg></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g><text class=\"js-plot-link-container\" text-anchor=\"end\" x=\"693\" y=\"491\" style=\"font-family: 'Open Sans', Arial, sans-serif; font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10b1dfd10>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Spread and Ratio charts\n",
      "\n",
      "We can also create spread and ratio charts on the fly with **kind='spread'** and **kind='ratio'**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['IBM','GOOG']].iplot(filename='Tutorial Spread',kind='spread',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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jG2nC4PP+tozN1y89hlsSZoOZx7L9+hn6w4VxDaOcK5EzwDJfhkTdkjMK7G5Y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\nWJs3mnFC03a4I5+sDI/qRhO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Urf4c+M7bStUuNOt7XTNcvX0+KaceLtTvmvrS3ld3gNxPGZLQESy7TEHI8xue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\n0yvMb3/ipPjXa2vLQeH7TzXHbzCMg/X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B4n0zx/4ptNb1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       "metadata": {},
       "output_type": "pyout",
       "png": 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A60/hRR8tphdnv0Lbf9hJpaWldPb/+xn9ckBff52FdBSANyQh0U2iAqkE3oS4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\nOe0hWO5e/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font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"6752\">GOOG</text></g><g class=\"traces\" transform=\"translate(0,52.5)\"><g class=\"legendfill\"><path class=\"js-fill\" d=\"M5,0h30v6h-30z\" style=\"stroke-width: 0px; fill: #ff9933; fill-opacity: 0.5;\"></path></g><g class=\"legendlines\"><path class=\"js-line\" d=\"M5,0h30\" style=\"fill: none; stroke: #ff9933; stroke-opacity: 1; stroke-width: 3px;\"></path></g><g class=\"legendsymbols\" style=\"opacity: 1;\"><g class=\"legendpoints\"></g></g><text class=\"legendtext\" x=\"40\" y=\"4.680000000000001\" style=\"text-anchor: start; font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"6753\">Spread</text></g></svg></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g><text class=\"js-plot-link-container\" text-anchor=\"end\" x=\"693\" y=\"491\" style=\"font-family: 'Open Sans', Arial, sans-serif; font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x1073a7e50>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['IBM','GOOG']].iplot(filename='Tutorial Ratio',kind='ratio',colors=['green','red'],world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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wbmj5npzPN26t8b17O/5s+TRtnG/nQupOdwptMPVdtl/fQ7+7iq5iTHSmfTqY\n5tOSKFsqR4DNLCstrBfY5tCU3X+pVrV4AWz+BjnOt/AMUcQiPpfI7OnmjKTwXt/XXqkHbKfCwRS2\nYl543rwaAC+nJgHToFeTTCdsbk1OdvTSdOzqHqD+Y5pc0mJkDbWmbnNtLFKzgYt5HcNUa7alfnNu\ngrvxWUI8di026sL8qVG3uVyuDQcINfZuVYd3G5UMDH6Ntx0vu2ejYm/zbAx6fjbPxhfIoG+uDZa5\nYxnaCTRTZ3DWi7Q0EwDcm2CKCv2bUA6xgTT7JSGk3b3Z7TU5bcjKHncHJ9+dYsTOlIxh27HEh0BY\nSLOrX+AsXJ5u2q4cCbDj4E8aaUUPZ+44t2LuMN1asdNObo8YLej1KMxjnaEqWfN5vO4U3rweDiWf\nvB5WCpqzAK8HZm+5PQgxvweh5viEggXu4PsEq69YFDhTadY0ogu7zCFvQWSF8iF4JmVGtRckAlWQ\n2YlMy7Np1pW4P/nkIMVDXXNhJz3+TPweA5jXozCpMNy5JG6x9DkvVriIMD18Sb0cd0CidcGCRXiX\n57PSnuD0FGN3IdwNhYcdurKLI4NTD4yZ2+OWwVm7SyBczsH+Zcotm0qKYDRSzkcnaojcQlaYwdGa\nFM3gKAQzOFC6Mr8/SstuMjjJjmTTDI5WQ0EGx0pyIdGjv4T4eAwmcjSDA8kezOBYHhej5FFPeoIM\nzn01WIIApmRwsnleewanHbhfatAOQJjBAbBlcIrKCMzgJNWCkMGRHCYEzOPyjjBaDjDL10xOuwFJ\nDkcZeOVw0r7dDZ6RIYvul99zOJZvsxyOWW7KmRVqYoVBq1Y1IIdWj4pskgxhwKUIFj6tTo8v2XM4\n7di5tIAKUzYtGiyDVM+VR3OHULL6eYsTMYeT1aW1HI5WvGBmJh9X5qwW7zNwJUHnbnM4sz5Vkzj5\nOLOlgJQlqa9+k1WseuYXpHGqHeCHaRw7nnNL42xgy9cY670Cfmca5xvXQ4Ywzkdyjqt+xeXhKwJS\ncr7lnMVl2WDi3Oy/vod+r8vDQs1Cdi+jgknyXN6stWzRpQ2cTmVxue2RYNiBzlscsJ7KWA33plgJ\n2tCd2+hm7ZqlR+3Pl9Hl5KqmBShJz8JbAdJxGKYW7sLJWHYaQdCys+E22Z5LOEC0mabWETy/MrLp\nt3h1+azezqeL/+CLxcv2ch+RN1u1T9c0udpwWmiElT6rXV7ZAwMEiHkvmMb7pvEoUuwVMGy5Dlpn\ntgPV6Nq2YYsKAmDTEwWk4AY3r8gez2kAX8xCI/G+Cfu65yre181yEkhUgyaGEWglPwqzuq9HhGKX\njnmyekmUXZlhHlm1Dm3aypZ8Md9Ly5aa1RNf9terypM99k2MVXWnFNiP03xgBRN8xCqYvNmVUJnk\ndZltVUwWOoG2cv4IlzBZjaJVc6VV3QogLGNCsCQKtE/etGfFiO1mx8cNkcfxVfVaf8pn3mwe5kwd\nSO7V/I+OW/jU//CboTUcl4pbtecgPe7mAe8GPBDV5+KBGMA8kH3Ddd43QNmjLcwtB71gtkPZfI1+\n2VE78ji6giT1omUimHhJGC5d3tsNpYcXYhlU2yKerRLtZj/v2iMOCkc2iQMIdokjVLeJ55U42/aI\nQ3AaN4Cfd7h95Y3uW6No8ga3iQMY94nHBulP2SauB43jLvEUr1u/eUC6v9XSNWxR24YP2VDu7YSP\nbZt41mSb7hIHEGwSN6jsAjcbVbeKJwuyLJidBIBbxVFPwl7xeFfIYbmueyjsCQ8YlRUgZIhhp3jS\ndSeMdcOA74lwf+Ma6jhve3Vl3FKU+EIcTum2cQ9USAQ4v34+va494rH+o8c72KWbdxuALctsLIvh\nBWGq4Z7HgVLL5r6HmsVx6XMe6KO1iiENi032vI572OzxobV6G1QiWQzSk2s0qiwFXg/dZ812mqjn\nDEz/0Hr7NI+PzHKe4MNpXS0fqK/ncdrOjFRtK69DuKL2GnzgSERoTysMzWR+sl3h/DtJ9LHVBCd5\nqnEaktoQK6WPx6fL6e/Wik0p2Qjc9aDHuSdAzvrUdQzAIlkwgD10eQ0r3Y6lxEBt1jqXld+SgSpg\n4iNH6lozp8d8PmybIWtxtsHWF4x2c3O3hsONogbjOgI5bT7Z+Z5V6D1j2JPNgsdwe9wgW0gZG+rM\nesudsm0nVdjmRxjQCGuwx3LnocdH2j/7WDXRSk09hNBw0DaA7SOZ0AXSPOREjSsJv1/mne99H8Ko\ncxkmyaIcy43E296eBZ53fAhSXvemLOl2Czz38z1ZvkEUk3cCQbkWxdS4BZqsO/UmB1WMOOKhdnxa\n0xThjISlnNeJxe1pxYFYLETLtDS+FjnZSfPL9QkeLJaRCWt+X/zORM+BXLAkM7RcW2xCwCTYAvq2\nnx0hJ7Nq8g+OjwjObBbmTBFntmrCOl9sX19rAxeuLqKXLK+OshsWmESnERbhvG1cdvLxVU196OrR\nd7oSKq6ZsfUgm43CFBCdsgl672yOXoHDTqe0Dm40CHOGmicPODvfjt4AjvruZVrL2IXsfAywTCt7\nurSAXKr9uky3t5dlGvh6veJcTL7pMr0Dnvt5v2HyqSk/NeXfR1NyRJedA67xtyXIt4Q5Whx8dfx1\nCW5vL0sw8+HGtNoaLSVdgnfAcz/vXoKfeuxTj/0cPfb6Xc38yLcyr8uTA9+R/PKluvlYvEv45nl/\nk932zl0B26MsDFpAtXG/vaTq+N5mEhSpelkYzT3Roh53x9Tx1/P4K4VZrWZ/zHffRnK7c8VL2qi3\nGGelXIQrkB981+a88dmNNGlh5eVc7s2fXj7vL/lYO8B27/bNl+duF6Ge+IpqpoN7aozo3xNN/7Tf\nxO2f/utLGjdxA+rfunJ8O3P9inpwcPHyGfXU5wWquV+HiO/OuG2dvvnyg+b3d0TyQ2Z3PzHyBvMK\ntz1fMOf9Apq/PaOOLy/oYbdvvvygCf5N8fyYOcYTbK6oxwxXS59Rj2mOsdAflzFuL8/Ybd2++fKj\npvi3RPNjZnjbg3vFPQW4yPqMe6hT1JCXd9VP28szelu3b778qCn+PfH8kDne9yTc4N7h9uwL7m4a\nCyWEKyNuLy/oYbdvvvygOf5N8fyYOd6KsK645wrXdp9x91wbwLd0lXjVUtvLM3pbt2++/Kg5/j3x\n/JA53rMQlbeU0xORYt5hxEEPLqZgZqOlwAfOB/AL95fP+0u+0o5NxtrjSGa6G8i5g/MM8o3s75nC\nXxKNtydIUPu+GSphlAS75OWaKcf3BfUjOvq6i/2C2/byhJvnzcTMZX2kfrizG9C5i4+ZpF8Hkx8x\nT3wXK8cveydbS7HjQ208LeNW/RU7fHnGbpw0R9KBBIpgdwWdu/iYefp1MPkR85T4UjquNckOuJB3\nRwT+ek9X7PDlGTveRFgZFVcEuyvo3MXHzNOvg8n3zNN78+NnkT6LdQqXYY1Nqr7elARtr89x/8hn\n29BT7ZYLv4NduvksCfosCfpMdH4mOn90SdDFQJrSKOdqhzFfZd72+izzUgp86DNfPxtEvt3BLt18\nVht8LsL/LxfhxfqdyyMVvoKallW/W4P49rwEM2/EI/exc+R/Lbc72LmX7zlO8NMW+BRDn2Lo7ySG\nLs7dFBGx1nEfeKE3N3Joe30WRGxe8K3jPlX1de5gl27evyc2H3OljNpgOXV5iiF7dLYFfdzuEMb2\nLd1//khcg7PWBG8wnQXGImTCOnJiTSGfRDqZTbebj+P0+U+nks1LFc1h52soUEqzuG852IYkm91b\nm3TfpHKDyUrjmdQvjJW1XOuBZ9DkqItIjviC04hoQLrHnaukRZIV2PSpO1B5iStb6h0NAJ00yyco\n30XQZCE1lAxRt9s91mmjCNJTu7eWukNo3P089wXZ5vNxibnUVsnqTKPsje/xM9UwTqkLzjadG8gO\nxxceu4N96oJPXfAb6YJ31O49ZoSO5EE9F+/hq9eq99oIhLsrYP/xb1K+lzZinOra0obRfV3bxP6V\nura7l+duf0r53q+C5l9Qvrejvle27UO8rWxbuN1Xtt29/KD5/R2R/CvK906Y72VtJ9Rvy9oEvduy\ntruXHzTBvymef0H53o76qa5tH+N9XdvC7r6u7e7lR03xb4nmX1G+t+N+KmvbB3lf1rbQuy9ru3v5\nUVP8e+L5V5TvnXDfy9pOuN+WtQl6t2Vtdy8/aI5/Uzz/ivK9HfdTWds+yPuytoXefVnb3cuPmuPf\nE8+fWL7HJQ3Er+G27k1f3te9hZyl2uMKOXfwY8v3fjIaP7d8z7N1nm+KdPDlK0Vvoc6gKhS9Aejc\nxY8u3/vZmPzc8j1iHV9auS96k5evFb21HgS7K+jcxY8u3/vZmPzc8r3I4tbdFJHiy9eK3lrR4sQr\n6NzFjy7f+9mY/JB5OinlOVQabF47h70fmXSA11ny3t3QqLztn58adfLWK+hN8PmHf/zX8vTv//cL\np6q4QZD4JSfeB+s6F7mKlc9um1X2T3ztQOGO4rAD3DgSjJZQ42OyG//Ej0JvP2lK/7Vx/nNcnbF9\nSO34N2Q68K0hY4RpWI5lGBU8U9xbHwPOPN5xDOXALIwj9cpqNU4L1/EkPrVNe+OMlxiTXKfIGLSB\nPb1mX9OGlCHGx8fzWve5TgRbiU+JTwNSBEs4WHb0RtNOCMai3fPB0Iogb+4f42axXKMhyJdEDJSG\nwCZDTeNQfFfEpMo4SRHOYqM3xI88v7wVgtS1Ikgs7BgDNy7k6Gl8mJu2UbvUuyHIpwlW/TCtCYuO\n5LBPbjcUM1/SwL8aa8TzvQ+Kozu80cXzEbE6iw1nxAeItvGZhDYDnu+JEDT5iFOnBPAx7xMpQ+J7\nuwYdw+CUIWTJrISp5NXghrA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qVlaTSbXZtarXXfufIYqEKVecKTvFNpPur6fgdnqXxh8IWGiXGtxJq9wLS/st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\nJnhD4nafETNJpt9pxK8fMEdVyfpcn8F9q+p68l/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       "metadata": {},
       "output_type": "pyout",
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+GBXt/VOr0/nYoj5Jk14Ir9LUh/AqYILwyiFBeOWMILxyRhBeOaMwtIDwSkZ5+NjJbMzw\nIaxRwwaBnw9+EV5rhYZYu6v9Urqd37lyQVS099mz7+SH5DZLivRCeJXeBhBeBUwQXjkkCK+cEYRX\nzgjCK2cUhhYQXsko33jLGPbgjMlahNfen7Kz6/CgTBTqYWadTHbgQKRWu3TrR7PZe7+s1IGPOaVv\n5OLD/yCV1/7Lp7GVJWv1dhe27sLHn1q9v3cyfrI0RlW1zCgZ/fLsmNo7QntfsMqqA54d0u8H0lYt\nc+0zQjpPxX5kZ2mMKjVGrl7ldxLeXh/ea3KexIg+swPzRSTvsusWdTIzGVUWiGj/n+wf7T2Nd3Sy\nIcd5fAivBFy/AcNYQdPGrLSsgrU9ohW75srLWYvmzcxXQXjjnHkxXibK64Nn3BY5tZl8K+FPt3/L\nb3rvnkzjsP93/tTIoXnJifLiS1gy5hBepTcFhFeOCe81NUYQ3ticILzyeRSGFhBeySiXlpaxevVy\n2AGtDMeSN97RCimvYNMmjQnk3PBLSoNYoeHV8+/jqtsIi7V7k5XLi5QGpamPlAYFTEhpkENCSoOc\nEVIa5IyQ0iBnFIYWEF6Xo9x/yChtK73hrGmTJi5f6f/mfhBeysntuXRM9eYSWfX4kj/NVH48JFZ3\noI0pFv7xLqYqy6qjA+FVIgXhVcAE4ZVDgvDKGUF45YwgvHJGYWgB4XU5ytcPGs5mTB3P6ufnu3yl\n/5v7QXhFaY1VocGJphjlpS2JYy14i2dEILxK1CC8CpggvHJIEF45IwivnJHXwkv14N8rXsVoy/uW\n9ZqmpAa8vJdoISMA4Y1BaOeuXWzHzl/ZUW2P0BPeX178Jlu5+is2bsTNMq5p+Xc/CK9YoaFHm7P5\n4PZXKEd4CXqyo7wQXqWpDeFVwAThlUOC8MoZhUF4qfb6XasWsCmdBrj6PjDoeS28k1fN56/99GHU\ntdAGSA2y89mszkPjukb5SKNFogQgvDEIbttewmY+9Dij/2ZlZbNjjm7Lel3ZnTVp0ihR7r58vR+E\n94GvnuELNy7VPzDijdAmM8oL4VWauhBeBUwQXjkkCK+cURiE985VC/iSnz7ImNl5KD+lQL6I2UrN\na+G94PWb+b7KUluxFXcGlY+e/1t8u+579vzLS9j3329kVVVV2iL+Juzibuezs87obF78G28v09c4\nbdtWwnLzctlppxSxv/e8hOXl5rpqo3KuRIhBeBOhF7DX+kF4RVmN98MtmVFeCK/SpIfwKmCC8Moh\nQXjljIIuvLTB0Kw1z+py+YfCIj61042uIqi0kdFrP69gWpSYndGiiPVse46r11tHgNIZ+r032Vxn\nkp+dx4pLd8S17kQ+urXbYuUXX7E5j/+LXX3FZeyUjh1Ybm499ssvW/WLOuzQlvp/X9KefL+97H02\n4Lpe7Mg2h7Pde/aw/zz3EtuypZiNHz2UZWrVGlXaqJwrURoQ3kQJBuj1fhBe8c45kQ0kkhXlhfAq\nTXgIrwImCK8cEoRXzijIwivKpUHC7fdCn+WT+Pe7f6oWUg8WM4tPIcVqQHStdI52jVonJNTyEU9N\nC0rjHDJ8POv19+6s08kn2Z606sABdsPgEWzMrYPZkW0PN9tQveNbR03QXtuDndj+OGmbog4nSM/l\nRa8hvF5QDMgx/CC8YkmyRB4NWaO8S86/35MPIQiv0mSH8CpggvDKIUF45YyCKryUt9vj7dHMmjrg\nZm0HHaPb67dEffYnWrKy+9LRfGtpiX7MOzsN4GcWdvTku4WOt7nblfIBT0KLQ199usZRN2uR3HGT\n72GPP3iv4xk3/vAjmzrjIfbwzCk12jzx74Wsbk5d1rnTKdI2Z3bpLD2XF92G8HpBMSDHqG3hFSX1\nyIaH8QVdb0/og+SC14bwfVVl+jHmnjGWe3HnDeFVmuwQXgVMEF45JAivnFFQhTcqMquVqDQ+y91E\naSmdYcwnc2p8jzh9H5Agj/70YTa6qBez254+kbKZ8pH0l/Cu+XYdm//Us2zaxOp9B8rKy9mNN4/W\ndvTjrKBJY3bvXbezr75ey554ehG7e+LoGt174eXX2LaSHez0350qbdOlcyfpuVT4ydpAeGWEQvT3\n2hbeV3/8gE/5YkHcuVrWoRr5yUP8/a2r9OONOqk379a6S0ICTceB8Cq9ISC8CpggvHJIEF45oyAK\nr5g2QARoPcedq+abubKqn+fW4xg0OxYcy63VFCgl4c4v5jNKf3CKAieaTywbTT9FeH/Y9DO7856Z\n7NFZ06Iue8vWYjZl+oNs5rQJ7IdNP+n/O1aE9/TTTlVo00l6Lhk7lb9DeFUohaRNbQuvWJIs3goN\n4lAlWuLMbtghvEpvBgivAiYIrxwShFfOSFV45617Wc8xtfspatqOxVP9QH517luIgQ969aATenJa\naCbKZmFuAV909l3SAIYYJR5zct/InZ/PM7efF6WZni6O/nROVPqEXa6weDxV6XZPwB+vOKDl5/a/\neRS7ZeA/2AnHtjMvShReyuHtP3gkG3vbYNamTWuzDeXwDh8ziV1z5eWs/QnHSducSG0k5/KCCoTX\nC4oBOUZtC6+40MyL3CgxRYJqJM7vOk76ASkbSgivjJD+dwivAiYIrxwShFfOSEV4xc9CuyOqCqT8\nauJvQekEizYuZc9seNMUT7Eqg57Tu3QUM1IbZFV8xPQDuqoP//JP/ug3L7B5a1+OWsC2fMtKZjxZ\nFK/eGuW1Hs/NtvfxU6ndV77+1rvshVfeYNdec4Umrsey7LrZbN1369lD/3xCj/DSD1VgWPbeh6y/\nVqWhrValYc+evWzh8y+zzZu3sHEjb6anokptVM6VKA0Ib6IEA/T62hZe8e5Z9mGmgt26YCGRRXDG\n+SC8KuQhvCqUILxyShBeOSMV4RWfdjkd0Ysgg/xqa7awE11qRes4Zne+NWp7eHHDB1mJMjFSTCkM\nc/5wK9tZtpdp3zNmagSJvrEAjc5J29kbQk3/FqVWPF48u4DGw8YPr1n2wUfslSVvsc2/bGF1s7NZ\n/fr1taoNHbTobXfz8l5f+q5eh3d7yU6WWy+H/e7Uk9mVPf8aVYdXpY3KuRJhAuFNhF7AXlvbwutV\nhQZxWHovn8jX7/5Zv6P3QqIhvEqTHhFeBUwQXjkkCK+ckYrwik/PKHJ5aF6BfuDPtq9lq3as9Wzd\nhPxqo1tQmoUY0TX+2iK3KZ966o01SnxZo6yxSpSJcnzdcX/h1x5zMas6EMlwWshmCPaoT+aYTMTU\nOnFNiJFm4ba/aF+7BCC8tcvfV2evTeEV6y3Sh91zZ09JOP2A4Iofel7kBUN4laYshFcBE4RXDgnC\nK2ekIrxiMEGMWroRSPmVuGth7J4mvoo++69tdzGLtcBYtca6WD7soa7DIyc3aZdBwkvnE49B/xbT\nF+w2LqI2Ynkzt7WA3ZFB62QRgPAmi2waHrc2hVf8kPHycZHXlR8gvEoTG8KrgAnCK4cE4ZUzkgmv\nGNG0K/eoKpDyK1FvIS5Ao1epiK5xdLE/VKLMrsa6VeQ/uvRxHjkQ0SO8dBzx73bRWiuToxu2ZkZ5\nMy9KZqqTQksvCUB4vaSZ5sdKlfAOWjGDt8wtYGe27Mi6FhZV18ld9xI3FhO4KSwuQy5Gjr1YmAHh\nlRHX/w7hVcAE4ZVDgvDKGcmEVyzNZffZKgYFvPiMlF2xdQFdPBtBXL50FDe287WrlmDNt330rBFM\nFF66RpLullpqh93GEdYob8emxzCjxKUXTwpljPD35BCA8CaHa1oeNRXCa73zpjv0roUnsy2lJWxl\nybe6/HqdHyU+zkv0URSEV2lqQ3gVMEF45ZAgvHJGMuEVFwM7LUwTBTKZi9esu6fFGy2VlSizprL1\nb39pDeGVkbWmPRjtvdrESHZ+/N17AhBe75mm7RFTIbzWR1l2sLxYXCYe18tyZxBepekN4VXABOGV\nQ4LwyhnFEl5rpRqnUlriEza7TRnkV6HWwrp72sKzp0RVYVA7CmPWEmXWqKuYv0uC2r55W9fCa60H\nTNfm5foS1b6inXcEILzesUz7I6VCeMWVrtYSMAZAr+sbermhBYRXaZpDeBUwQXjlkCC8ckaxhFfM\nd421NiIVi9fsdk9LZLML8XOdnhTO6zpW3w7YbvvfunWzonJ45VSrW4iRb/q3l+l2qteAdt4RgPB6\nxzLtj5Rs4bVGGyi9YG9FKVv80wfs3a0rzdqIXtTLFQdD9UNfZQAhvCqUkMOrQgnCK6cE4ZUziiW8\nomTKck/FYITXYue0e5q8d7FbiGUnjci03ULleIXXet3JTPdIlAVeLycA4ZUzCk2LZAuv+OFhl7tF\nC8zW7f4xZkmaeAbDyw0oILxKI4AIrwImCK8cUliFlz6zPt+x1nZBlZVaLOEVH+3LUsWcqh9QxHTJ\nTyuidkCja6CoaruGh+uXM/j4HjVq5hrXaZXGeBapOc0UcVEytSEhXabtnPbaTx9GrQeJV3jpmBRJ\nNs7fr93FnpTLlM98tEgGAQhvMqim6TGTLby1WbhbfDSVyKIDCK/S5IbwKmCC8MohhVV4jRq1Kp9V\nTsJrTVNQeXImfk72O+Zivnl/CVvy0wdKkkft+7b7c1Rba61du93T5LMgdgsxik0SXj8rjxm7pxn8\nEhHeRK8Pr/cPAQivf8ai1q8k2cLrZbUEt7C8km0IrxJ5CK8CJgivHFIYhdcaaZ31+2GO0VMi6CS8\n8WyFq7IFcaxRO6phKz7mpD6Myn3dtWoBe2/rSlOAkyG7dC0UDRe3Czauj9aILPnTTP38EF75e82u\nxW1jJmnbBe9gGRmZLCcnh3U+7WR29d8uY3Xq1Il5wFWrv2LHHdNOe01dxjlnQ4aPZzOm3M6ysrLi\nuxCPXgXh9QhkEA6TTOGVFT9PNj+xOkQij9QgvEojBeFVwAThlUMKm/BSVLbv8slsX2WpKYrigiw7\nYk7CK5bmUi31aE3/Ms5HC966tTo9Kt2MrvUXLQI8d+3L5la81N4aZaXfJfKZK58l2hbJJd/yIStm\nREWX/1BYxKd2uhHCqwLQoQ0J76AB17LDWx3Kdv26m93/4GOsy+9PZeefc5bjUUlwx026hw2/5UbW\nsEF9vd3qr75hHdofl8CVePNSCK83HANxlGQKr/jh6/WCCBX44gciRSHmdx2n9JjOemwIrwptLFpT\noQThlVMKm/CKZbtEOvSZNavzMNsSXk7Cay3N1a5Ra6XPPPGzmkT1ijbnxIww03XGKjeZqs978Ske\nXZMo+Yjwyt9rdi1E4aW/v/jK62zHrl2sz1U92TvLPmAvLXmTVVRUskYNG7DBA/qxFs2bsSf/8xxb\n/MY77LDDWrL6efns9pE3s6uvG8yefOwB/RSbf9nKHn/iaba1uITl5eawq664lBV1aB/fBbp8FYTX\nJbAgN0+m8F7w+s3ciFqo5KUlg7PTfvJuzgXhVaKFCK8CJgivHFKYhNdatot2EJvyxQJTUp2k1054\nxcVc4qN9OfHqaOlKbcFcD010G2TnKUkyHZfOOfmLeWz97p/N19jtgqZyDfG0EWvzUvrE2JP6mqKe\nLsKb968u8XQ94dfsv+YD22OIwluyYwe7d+aj7PK/Xsg6nVLEftj0MysoaMzq5+ezp559npWXV7B+\n11yhH2fAzaPZ3ZNGmxFeQ3gjkQi7VYsaX93zMnbKyR3Y5i3FbPLdM9mkccNYQdOmCfdDdgAIr4xQ\niP6eLOEV0xlqs3C3WMJGtmLZadghvEpvCAivAqZ0EF7KA6WudGvdRVl8FLqu3CQswit+RhIcIzpp\nrXBwRmFHPqXTgKixsBNeMeIqPtpXBp9AQ8oDfnb9m+yuTjeyROrsJnAJNV4K4Y1NM5bwUiqDlsTL\n9u3dp6U39GOn/+7UGgf74suv2ZI332HDbx4QU3g3bNzE5sz9F5s2cYx5jPlPPsOaN2/OLvrT2V4O\nue2xILxJR5w+J0iW8Mr2ck8VITc1KSG8CY0KhFcBXzoI76AVM7RSgZuYbOGUQnfjahIG4bXm7VoF\n1Sq9F7TqwscU9Tal1054vVqkG9egaS+iaKub6HC851F9HYQ3fuE1cngnTLmPnXf2mXoOL/289c57\n7H+frmJc+z+S4YYN67MRt9wUU3g/XbmavQJujV8AACAASURBVLH0XTZy6EDzgihNYvfevezqKy5T\nHc6420F440YXvBcmS3jd1IJMJtV4Vi1brwcRXqURgvAqYPK78EbtWKWVe6oN6Q2D8Ip5u/QETFtf\nUCOVwJruIO5GaSe8YgoZbfBDO5ApTMnANkkX4c1e9XitjEFl0bW25xVTGtZ8u449+viTbLpWbWHV\n6q/ZwudfZmNHDGH5ebnss881kX1nmSm8N94yhk2dOKpGSsP3GzayR+Y9hQhvrYwyThpFIBnCm0gu\nmdfDY/0CX3L+/a6/BCC8SqMC4VXA5HfhtUpWrIVTCt2Nq0nQhdcavY21vsEpJcsqvOJnbm2mkMU1\n4El6EYQ3NlgV4aUjTJ72APtdpyJWNyubrfj0czbi5htZZWUlm/3IfFZZVWkK7/Db72T9rr5CK012\ntH5iM4dXq+AwbNQEdlXPS/U8YMrhnTT1fj2Ht1lBQZJG/+BhEeFNOuL0OUEiwuv0CEv80kx2aRoV\n0he8NoTvqyrTRdeoGam6epleA+FVoYwqDSqU/C68YpTQ6E+qpTedhZfycutn5cbMYxWffsm2/nVK\nybIKr1clGFXmcLq0gfB6I7xrv1vPps96VIvejmYP/XMB27x5K6tfP4/9pdv57L0PPzKF96NPPmcL\nnlqk/23apDE1qjQ8MvdJVrythDXQ/v73HpewjkUnpmQqQXhTgjk9TpKI8BqRisLcAm27ydbsmEat\n2dHaf2d+9Yy5640f9iEXS+4Yo9Kz7Tm8T7s/K61IhvAqzWVEeBUw+Vl4xcgjrfI3bhKpW9YcUoWu\nxt0kHYWXbv4fWLNQ36GMPg8XnX2X7ZMksVQiMV549pSYn0FOKVlW4RXzd1NZJSHuQU7BCyG88Qlv\nCoYmpaeA8KYUt79Plojw2omktbcqW1umghBFQOaufZGJX+L0xTS6qLd0VTGEV2mEILwKmPwsvLRY\nbWXJt7qoUcUAilSKJbJSJb3pJrwksbTDmLG1LfFzityKjFVq1TqlZFmFF/m7Nd986SK8mVs/U/jk\n8L5JpPAU7w/qwyNCeH04KLV1SYkIr/hozu76U10aR8aQvjzuXLkgaocgeo2sRjCEV0ZW/zuEVwGT\nX4VXFCvqhrFAyq5ObLLLlaWL8FJUd/66l2kDhhrRXNp5bOEf74qK3op5tsRYdWGZmJJlvEYUXj+t\nmVB4C6SsSboIb8qAhPREEN6QDrxdt+MV3qjIg/ZobvAJV7AtZSXss+1r2XdaSSOKpPr10Ro9Jnxg\nzTNmtFeWRwfhVXrDQHgVMPlVeEWxtd6oWp/kJPt9nQ7CaxfVpRSF/Ow8Vly6Qxdg6/oF625mY4v6\nKC2gHfjhdL5qx1q9rZEiJgqvmPbgtyCDwlsiaU0gvElDm1YHhvCm1XAl92LjFV5ZuS+KftCV+6ku\no0jSzSIPCK/SHITwKmDyq/CKj8Tt8u7FagHUzWRKbyLCm4pasNYqC8SDRHNMUR+2bvePbMiKGabI\nGk+PrBF02VMlcSrRpg7z1r6sH9NIgxCFVxRpcWtdhekY6CYQ3kAPr3LnILzKqILfMF7hFT9kZRFS\nP1IUF48UNT2Gzz59mGO0BcKrNIIQXgVMfhReUeCcSlqRSA5ccW9KtpBNRHipvm27hoezC1t1lubm\nW4eL+th3+WR2UesurHubs21v1q2yS1Hd0R37sjMLO5qfH2JEtmPBsXxW56EZorTKPm+s1yXuyGa8\nVhRev9Q8V5j+KW0C4U0pbt+eDMLr26FJ/YXFK7zp/iFLX27dXr/F/JKKtbgOwqs0LyG8Cpj8KLzi\nQqpYN6+pkt54hdcaRaVFqdceczE7o7BI6UmTKKWUg3tF23OjxPfOVQs4VWEwhvnIhofx2Z1vrXFs\n63VQNPyBr59l+ypLo9ISFKaL3sTus8oQ3l/L9zHVzzHV8wWlHYQ3KCOZWD8gvInxC9Sr4xFeN7Lo\nZ1h2i0HsrhfCqzSKEF4FTH4TXqucyRZSWaWXxNDr3djiFV4xTUkcCrrGi1ppUdu2Z7NYu4/ZLcI1\nxHfz/hK95JhMdo2/i/IsXku8m0JcvnQUN3KDKR2iQ4sjWUVlFXvnl8/ZmE/m6NflNnKsMF3TugmE\nN62Hz7OLh/AmiJK+JPZWlDI3mxckeMqkvTwe4bV7xJa0C0zigcVHjzM7D+WnFBxrm9YA4VUaBAiv\nAia/CW+sxWpO3bGT3nldx8aUSQU0ZpN4hVesRWt3Por40nXarSuwy8t1umaVzXSIUY+lo6LKINLx\n4s19ttbZvezos3ThvX/1f9jCjUv1z610TC1zMy/ctoXwuiUWzPYQ3gTHtesrN+iLFKZ2ulFplW2C\np0vqy+MRXqfdf5J6oUk4uGo/ILxK8CG8Cpj8JryyxWpOXaJSWIO0nF6jrrWXi6XiEV7rUyeKgn6+\nYy17ZsObZtWEWFJo3f2sZb0C9vi6l6JeS69XkV2DmV2+r2yjCSfeYsSYrmHy7/6hC2+vdyey73f/\nFFeqhMJ0TesmEN60Hj7PLh7CmyBKEl76MWpVJni4Wn15PMJLC0OMD9lYkdFa7ZjCyVUrNUB4FWCi\nDq8SJD8Jrzj/43nULgodbT88v+s4TwIA8QiveC2UW7ug6+0HKyUIVQ4oRcEajRafWFl3P6PjGuIb\nj9SL1S0SicCKi2yJ9X/OnagL7x9eut7sZxC+j5TeRIqNILyKoALeDMKb4AAbwhvv46kET+/py90K\nb1DydwmiaqWG2hZe+tL9Tit3NLj9FZ4IhacT6ODBEOFVAOsX4aW0LKpIYCykikfGrI/t3ZTaioUq\nHuGVVY0RxdMapZUt2qN+Urkxp5SnWH0hzr9o+b/xvNZ6XON7h37/8WVz+YotX/FBH0zPpH9bJV9h\nKga+SbKE98DWYl6nsIWfP4sDP7ZuOgjhdUPLpq3xwROEtAa3witGQ9L9Q1ZV3mtTeI2V4RSZWnL+\n/X7+kIXwKnyu+EV4RclL5H0siqbKVrkKiFg8wiumZtiJt3hzS9dgPJmy/l62aE/l+pPVRpT2h88c\nHvnfljUZcy31eZN17nQ8rtfCS6K7a8bDOoqCuw8+QUhHNmG6ZghvgqMt3mmn+2Mkt8Ir5r169QWX\n4HAk9HKVSg21Ibwk4w+sWRi1MtxuQ4CEOu/tiyG8Cjz9ILzWagaJRGbFG2BaFLbo7LsSvilzK7yi\ntMZKzRAXfhn1cePd/UxhqD1vIl7rLSf9LbL0p88yjB3YgvC00WtgXgrv3hcW871PLmSRfdWl5Qqm\njuU5J7VPeK573WccryYBCG+Cs8K6YjbZe8vT5dLd5f63lutXXqd5M5Z33lmevNncCq/dNpcJ4qzV\nl6tUaki18JLsDlox3VyMYgBys2CmFqBCeBWg17bwepHKYO2meNOYiDwbx3UrvKo34dYSbJTGYexg\nRuf2c3RXv74Nb/FZa57VP/e7HnIy/2z7N2ZKit+vXeGt4XkTL4TXiOqWr/466vu2TotmvHD+LE++\ngz3vOA4YRQDCm+CEqI29y/f+dzHf/egT5hvs0FefTrAX1S93K7xBim5T/8UvS6dFKakUXvpSHvXJ\nnBqyawy2j58oQHgV3pG1LbxepTKIXfU6rcGt8IoVFmRPQZzq46ZDehpVxuj33mT9O4BSnIz863gW\nHCpM1bRvkqjwWqO6ViCNb+nPvQo8pT1sH3cAwpvg4FhzP1Nxd108cASvWr/JFF6vHqm4EV7x0WEi\neX8J4vf05Xb71FtPkCrh1Us9fTTdjNrQddCjymc2vmlu6erjR5cQXoWZWZvC62Uqg9hV8XPBi1xz\nN8IrRm2pwsKSP82MGXVzqo+bLtVmxICDMQbpIOsKbw3Pm7gRXorkVqz+mlWu/4FVfr+RWSO6dHEN\nrrqc03/3PPWcPscQ5fV8yJJyQAivB1jFtIZ4ytW4uQTtDci3DRoV9UFOb74GV3VP+JGKG+FVkUM3\n/fJDW5VKDakQXsqFvGvV/BqyS+kyoqh4Wf7JY/4QXgWgtSW8yUhlELsr7gRmF2Ul0Rz96cPsrlP7\nS7f5dSO84ntDVfys9XHTaYcyMQXL4J/s7x+Fae3LJqrCu7XPIH6geLvjd2lW29a8ydAbWfZRbTIi\ne/fx4j6DWGR/dS6vV9/DvgQYkIuC8HowkMmqQWl3absfWcD3vrAk6g2Zc+JxvGDa+JQKb9Dyd4l1\nVITIoRJCsoX32Q1Ltdy8Z8yxpEjVrM63mjv51cYThTjeIhBeBWi1Jbxi2kEyns6IqUHWXHN6cjHq\n0zlsa2lJhkr5MzfCK9YEd/P0Q6x44OZ1CkOc1CYiZ+NEXuRNJ/Wia+ngKsK7/413+a77Hrb9HtXW\nyvC888/SpDY6sCSmF2bm5/IW82axzPr5CX8X1xKmwJ8WwuvBEKdSQpzuQL3I43UT4RUfp6UijcOD\nYVI6hCwvORHhpYhAxZdfs4ov1rD6f7+8xgejUXbMuFDKx5t66o01tq0WnyioSINSx71tBOFV4Gkn\nvCSEv5SVsDMLOyblS1N/jP/2aPPpQTIe31vzS40SetY0HZVKDqrCa/0M9nF+u8LMUGtitwXy8ose\nUXtxyFqpCK+YKkiR3Nwuv2PZRx7B6nY4IabEbu2tRYW3VUeFEeX198SC8Ho0Pl6lNZR/8RXPzM/X\nH5lYL63sw4/5jkkzqnOGtDtO+q/xRms+awq3e42b7qkKr2rpHzfn9ktbWaUGN8L7wNtzItdUHMXY\nmvUZFau+YuKjMnGRg/GId2XJt+aYU+RtthbZbZCdV2MeJKP8k8f8IbwKQK3Cawhh/aw85kVJL7tL\nECUpmQucxLQGiprStTzw9bNRaTr0O1lEVVV4xX6lU1qCwjRxbGKtNBGWfsfDTCa89L1bMrJ6EWBm\nnhapna8eqRUjwxTlbblwblJuVuPpN14TTQDC69GM8CKtgfJzS0ZOZJmFzVmzqbfXuKvcOWMOL31z\nmf5mqv/XC/iBffuZ8e+G1/fi9S+5MKE3mqrwWvdyH1vUJ6HzejQEnhxGfNxrlw+nKrxr7ruXN37j\nU0cu9X5/Km86/tYMu7JjKiXHxPJPyYjSJQgTwqsAUBRea/RTJoIKh7dtIlZmSGa+p5hPS5FcSmGw\nuyCjBq5Tf1SF16uAQ7xca+t14ueAT5/21BaaqPPKhLdkxERuLE7LPfdMLU93gKvvtOKbhvOqDT/q\nr/HiaasvoAXwIiC8Hg1qomkNegJ8Xy0B/rdi1vU6d+JNbx9mvuno71t6Xmf+myK6tIrUyDkyBCqR\n7sQSXoomLN/yBfu85Fv23taV5nUk64s5kX4k8lrZYjwV4aW58OmNN7Bjfq5y/NCkSED+v2cza41d\nVQnxeZF8CK/CJDSEV5NdZq3IofK4X+EUUU2sEcFkPva3nsu4EHpyMeSEK9iQFdVPqugnVt6pqvCK\nu6sFKcVKNsaUx/vd3p9ZJMLZkBN61kh/kr0+LH+PJbxUlWFr3yHmfCycN9P1dsFihBjC699ZBeGV\njM33Gzayhx//F9u1azc7onUrdtP1fViTJo1sXxVvlIFkdrsW2RVLjdEJxHwg8bEJ5Re1eHBahvhG\n9eJRip3wUuT62Y1vRdWCHfBWKW+xO8LWHJbFevQbxQ854lh9D/cg/MgqNagIr1Y7lw+6vToSTz+L\nOtXl9TsW8X6XDc0U872WXt0x8kij9SY7NzcP1jzJhX+8K+aKd2r/wNcL9eupn5XLpnRyF8FwObYQ\nXgVgJLyrtn5PG4tkGHVUxZep3vwonEpvIi5yUq1ioHpsu3biYjD6u5imo3rDpiK8YopPMtM0EmGR\nzNfWy8nmFZVVJL2uopLJvCa/HTuW8IpPTuOJ7hp9LRk+gVdt3c4KF2ATCr+Nv3E9EN4YIxOJRNjN\nI+5g1/a6ghV1aM8Wv/E2W/3VN2z4zQNsXyWmNbiJ0OyYOJ2XrfjE9sPKqLErPnIR0xdEgUo0j9cq\nvHZRmhN+ruTj/1tdhoV+vEil8NObQ1apQSa89Cj3xWX/ZtOe2a8z2l4/g9/Uu4H+v2n75T7vlTGj\nysbik7L5/K65+t/cyK7By5onGWuXv2TVXXUYu7QV3uVbV/GOTdtJy2W5mbOURkDtj2nYimmP8NnR\nDQ9jh+Q2y/ixfEvkH+9ONWWXKnJ0a9WFLdy4VJ8TVMdWdiPj5jrcbMrg5rhOba1lwsYU9TG5ijds\n9HqnqKyK8Hq92YUXfU/lMSC8ctpOwmuN7ibyHUrHqlPYAjcd8uGotRYQ3hjov1u/kS14aiGbNO42\nvVWEczZgyEg2Y+odLD8vV/9dnTqZ+pcZ/dCj7MveGJGxr6pMn/SjT+4b+bNWOzXW6JZMf4jtf/1d\ns03TYQMi+15/O6N89TfVCfTao+9md9zGi2+baEYCD31iVsR4Y20ffw8r/U2WG9/QK9LgsovifsNl\nZmTwOlmZrLLygH6Mx759kc399iXzeGe07MivfrWYN/nwG/NacrXUi2YTqvkE5afLi/8w+/zahTMj\n4sIxEt5sjVHFb4zEPpMs93pnYkan1b+yG9+qngObjm/Gbzu7wjze3azrgTYPvlKH/ratQQYf2KtB\nRs+25/CbO/zNNb7/rH+DP/Dls/pY0NhM+91NjscY/r8H2XtbDqaiDD6xZ+RvR54X91yRXCzPqZvF\nyiucUzpcdzYFL5j0+Ty2+McPdCZHN2zFn/h/45XPqn008IwMVoMnPTEY+P69NZ6AkMzSwY3ILsnu\ng38Yzo9p1DrjkjdHsOL9O/Rj9Tv2Yn7dsX9Rvg6nhu9s+ZyP/t9D+nXQud7oNivhY8oOQO+Hy98Y\nlXlB69P57Sf3q9F8wPv3sFUla2P2s252HV5ZFWGcO0cvL31zJNu6vzpHePYfbo2cUnBssua1rMu1\n8ndiVKUx0r6fQtVvN7CzsupwrgWwDlii4LvmzGd7/rtY55bT4Tje4t4Jbg5r2/bAgQjGIWGKyTkA\nhDcG1+Uf/I99ueYbNuC6XmarsROnsb7X9GRHtW2j/y4nJ8sUXvr3o1+/wB77+kV9wrfMK+AvXjDN\n8Qy7F73MS+YsML8MG/fqwZv07skoxeHHKwdkGAWtSXqN3N680zvxwskjzGOKx7D+ze2UoYvOyMjU\nPjgj+kv/smQ42/LbF8nYU/tFuuW0Yz9edVONL+8jXpgf8bz2YBRVtz1JrP31y6Yxo2LCnK7DI6c2\ni/4C1W5ymPahVuMkNyy/h32+/ZuMPstL+YVfVOpzoPE1PfjkY7ey5b8clM15/9zN8yqq5eilwadH\nBv9laFwfkJv3b+eXvDbCHI///unuyKF5zWyP9ceXB0atkG/XqDV/6uw7EgMV49VWRhM+nUs3hOzY\nRoezvx19LrerPpG0i1E4MF3fK5vej2IXi6f1kE7Ce8enj7NXN1VLtNMPCejDXUfwYxsfrrd78Yf3\n+eTP5lbLqSbGL/5pWsK8xOu44shz+bCiKxWoJN7k7V8+53885GTb/lv7+fafZ9c4odN7zWj47a5N\n/Jq3J5gi//bFDyZ+0Wl2hMzM3z6za/Ez0+/IMjMztJsmRjdO5qXq37NXad+zv62bOWT6HZF6Re3j\n+iwWb3XLy9PrRt/vY+fl9UF4Y9B865332MYffmLX9j4YfZs49X522V8vZCcef6ztK3cuXx75z9IF\nGZWRKv3vWuSNFhKwjPw8xrWqCvRT+d1G7X/vi9qy0Jo7ZLejGr3Wume32C7RPF4xpcGufNGepxZx\nYytFsfNB20c8VqUGp5QG8fHtHc/v5cdvrr7Lp5SUiuPbsoEr7jW3BL7tlX2808bqKHq9a6+INL38\nkrhzoFXyxq2Pj42xS+LinqiUBjHHks7tt9Xk1vrHBp9Eq19YU4Ko359tX8u+272JGU+BrBuLGOcW\n01US5ZXoglovv3Csx5Kl5chSGoJcMUaVO1Ia5KTsUhrE7zMq84ncWznHdG8B4Y0xgu99+DFb+cWX\nbOANfc1WI8dPYdf1vpIdfWSbGq8UV2q6mRjGIjTra8RdXOhvTvUBt3Tvx41ocDwrTI3zisIrli8y\nvnC39NDO89vdMH1AGDWAE0n0d8MpVW1jVWqwE17rVq3PPLjbvNSWzz7GKfpN0mFI71nfVHAj5SHR\nXfJU6o9a83eNi/N6UZQwPqbwUr/7Lp+s76xl/N3r3NRE5oVVdklADRlNVDTFRWLWGql0E7Kx7Bfe\nJvcQ1q5h6xo3POK4JspLPFYydlZLhL+1fJm1/rBMeMXd1ey2MU7k2tLltRBe+UjZCa+4iVPQgjZy\nIuFsAeGNMe4bNm5ij877N5syYaTe6sCBA+z6QcPZ/dMmsgb186NeaS0rpjqdfijI4L+OvY5fcOzZ\ntlE+cQWp0y4uOybcy8s+qq75msgb1xDeL4vXs37vVRfhph8qX1TnnY/NEmgku1rJNLZt0Ci9TaKR\nZVVWqWoXq1KDnfCKNwd/2F8QGTxvgz6W1qiBXmtVi/TmlXE++5Ft5ngbUqzSP6rWQe3yzjtLZ69S\nakqMApPwrN/9s/7aJBaqN4VXvHkQ+5eoTKqwkrWxyi7VPz6l6TFsyhcLdD6JVDJQ2dFMtrWwuAmK\nSm1mp/7Gu+WujJ8Xf9c5LR1lRrxHF/XheypLtX/vZ5+VrGX0KJpKbs3qXDPtR2Xue3GNfj8GhFc+\nQlbhFaseIbor5xeUFhDeGCNJi9RuHTWB9b6qh1ml4dPPvmBjRwyp8Sqx0gJFYjef3YEWCent6mZm\ns+6Fp7Ocho3Y8i2fszfrbmb7cqp9cs1h2RmxKjqQSFP6Q6zVn2IkOJFoqyG84/73T/baTx/qF2h8\n0YpVIgzxFitEGNUkgvDGiFWpwSq81i/dJ6ouiOQ8Ur2QzK42Mkkv/a3R6FnMKFSuepOy59/P8T1P\nLsqo00J7/Db/YOkbsfyTXbUHsUYpPaYXa6AmqRarLrzf79jMKLprLMyiuWTMq0SjlonOM/GmRpzn\n4u+P0hauze86Lq6cPjFy6VQqSya81muMJwXFms6SpPFOaDjEFCKnA9mll4iR60RuThK6eB+8GMIr\nHwSr8Np9n8mPghbpTgDCKxnBHzb9zB56bAErKdnJDju0pVaHtzdr0bxZ1KusqQdNxw3l9U4/LcOa\nh/fL/h1syU/2C1gSyRcU83itMuRmgpLwlrIKfs5LA83oI11Xh105ZjSXjmdEJHc/soAbJbZo57eG\nN/SOSw7cXGOq2nZ95QbzVKIkWIXXWnpp9Kf5ZtmxWPuqu71J2Xnfw7z0jYPVPERJFq/BGgmMqter\nPa5f8qeZGTJBdmJM0ThtEaNKcXtdeIcsn2luUmI8ShejlrUZ5RUjz1ZZEsd++UWPxDXlxBJgTiXn\nZMJLJxZ5UVm7we2vcPUeE9MqEokSxwVB8UVOm1SIL7fbkU0lf13xEtK6GYRXPnyi8Hqx0YT8jGjh\nRwIQ3gRHxbq4TBQ/MQJhPQ19+TTUNgAwam7KttiUXaYXebwkvAt/WMrv++I/uvAakuJUmLvsw4/5\njknVOyYlItqyvtXG30XREG9GrMJrfVz8+1lvsPIvq0vKxYp6u1lsaJVdK2/rJhRLzr/flCKrkE/t\ndGOG3e9kjI0tkKndrM7DZHVq+Zq96/kN794ddeNE5aLEqGVtRnnF8bUKqXhDEM+NaFT+7W83GXZ8\nVYTXykscW5Ux6/H2aDPC7uccV5LXdbt/pPrEVN2GHar9f8t6BWZ6CfVVHAs/L8STjYvXfw+r8NJn\n6I5J01nTccNY9lFtYt4IisIrLlbzYodSr8cTx0seAQhvgmyLB47gxg5pdovPrLsN0emMSIs1shHP\nI0vj8mmXF0O0VB+RW7tOwnvZW6PMUmQkAhc0KWLWLY3FDxdRtBMp2p3gMHj+cjF6JAqRKLzWL12K\nBO/567XmB68sN1clJcROdo3OiuMsPk0QxcYuCuY299GQ3e93/6T3TeHmjJNoGSXtrJHF2o7y2o2b\nWCbNaexVJ5ndgs94hZdeJ6tk4HRdYnTXb4vVVFlOWb2AG2XdxHknVv5I176pMpC1C6PwGuldxIbW\nkLSYN4vFKo0pCi8Wq8lmVHD/DuFNcGw3d6uuZ0l5u80fnFoj19YpV9A4rWyLTWNr33YND2cXturM\nnIqqi3et8ebxLi9eFRn98cHi9PT4WzyundCLC+aCtOuaU6UGUXitFRLua3G5mfqhshAiVkqI3XbT\nNK5Zhc2ZURpOjKqLciM++hbzd+eeMZZrJfJ0aRVvxGJF/qyya8zbC1p14WOK7FNYnt3wZmTWmoVm\nbdSFZ0+JigjXdpRXJkuxqnTIPi6s7/dYObMqEV46n3g9Cjcb+iVab2riiVTL+pqKv++M/Br5y+Lh\nNZ4UhH13NZF9mISXoro775vDjCCTwSGnw/G84O7bHaO8hvDu+3w1KxlZvSCbvrNbLprrKkUoFXMe\n50geAQhvgmwN4Y0VVTUiWnY5dLG+IK31S2MtohFLosWbXmAXmZLdDYurXbOOPJy3mH13ID5AnKRM\nFF5r9PTP32WZlSxUHpXZpYSQ6O5/axnb9/yr7EDxdpOlcROjVwPpM4gZZeiMeSder7EI0i5/15ju\nKvVLnWTXOIZdbuqzG5byWWueMa/bqfRZbUZ5nW4OjH7FqtIh+7gQ54QsZ1ZVeON5EiQKYRKrcchw\nJPx3Kks25qODi2gN4Xe6kUv4hGl4gLAI794XFvO9Ty5kRmlM61DFWkdiCO+2ex5kpW8u0z+fgrbu\nJA2nbsovGcKbIHKK0h3QNpRoMnSAo+jRF+irP33Ixhb1sW1j9+Wvl7D6aHrU7lh0qbEiRoZ8Uzu3\n9XjtvlSbbd57sPSYw90wCZiY8iB7jJ8g7pS+3K74vyG8xXt+Zd1ev+VgruzZd/L8J15RWrAmdkIc\ns/qXXMj3v/FOjQ90681UVMF0oWLDBa8NMWvIUjT38x1r2aw1z9qW2IqV90vXZye7JLifacc0Ki1Q\nOyNySO3vWrXAXKRGf3OqTkB/s95QDDnhCnZGYZEsN9iT8ZfVbrW+F1QXrrkVU1XhpU6LIi1bvGat\nzJCu0V3qNwnvhl1beI+3RptRXrqJmLksygAAIABJREFUMuZ1rDnmyWRJg4MEXXjLVnzCKQBQvvrr\nqO9PeqJIFYzEzZCcAk8kvFW/7uE/Xd7PnEdBSsFLg2nqi0uE8PpgGKxF5mf9fhizk126VKcV3/S3\nROrxihEhY9W6+Mg9VpqEF/nDPhiGGpcgjosRNTWE97l175oLaowcQpGDapk2ccysF0CP3LTKF2bN\nXePvTlFecQypAsLaX39k729dpX9J2EVa7fJ+SdpWlqxjz2x4kxk5u+K8EzfQoN/TwrPBx/dkz258\nK6r90Y1a8Qe0eRxrC2HxRs841kWturDubc+mxUtJeVKgKrPizYNqbr24GFAlqupGeMWnPcQ81uK1\nqLrQhUWcFir68f2lck3GxhOTVs6LutEyXiuLoqucI93bBFF4nZ500VhRal2ToTeaC9XEz1DK5y2Y\nenuNRWwkvHsWL+Ul0+fowuu02VO6zwVcf2wCEF6fzBBRPugLzahdSjs/aY/xTHGJ9QEvlrpSeaRu\ndN0p309MZzBKrdnhive8PkEf8zKsC4YuOvwPrF5OFhvy3swaMhlPhF1MCTEuhPJ/G1zdvYboihdq\nF+UVpYjSX7aUlphPCMT8XeM44qN9ak+/FyXXaGe9ybJuFmAF2F0rnzWq0zVsf2lFTNGiKO/oTx4y\nNx0Qj3NGYUd+jLYl99ENW2ur9ZuqlEJTmk4qO9PRgUQZV61u4HaxmxvhpWtSWbzmRe1eJZApamQI\n7+b921jPpWNqzCfVsUnR5dbKaYIkvCS6e//9HLN70kVw7Uo96usdRkww65pTal0zTXrFRWwkvD9f\nP4xVrt+kz6EgrTeplUmXpieF8Ppk4Oy2fyXZndX5Vv0KjZ3PYm1S4abUldhtMSLU9ZCT+V2n9M+I\nOpYkud9a1/DQV5/2CdXEL0PMdSX2z50zhVVmVvA/vniwVjFFAFXSP+yuRmRH2wzX10Q356T20oic\nXZT3wP87LSrNwjgfzSNagGg9v1WOrH+n1w3WUg26te5S47XGrnHGNrz0WqE9ozq8MuGl15A8L9c2\naHl83UusuHRHzH4T/37t/mx7PaojbY2C92t3se05xZsB1XrBYv1elaiwW+FVWbwmvpeDEP0Utxa2\n26BCNd1EdX6kY7sgCa+1pj2NBz3p0naWZPmXXOi4ARN9X2mbSZhrG2gRW+Oh/c32mTt2RH66+qa4\ndrdMxzmBa7YnAOH1ycywi5qJkTVrfqax2t56+SqlrsTXWKXnvxdMixTUaZSpms5gHEs8b6xosE9w\nK1+GdVweOH1YpIyVs+Efzo6qVSxGaklcC6aNl0qrcREUrc0798yYu+nZXbBdlFeMMhqvibULlTiv\njPb0OP7Mlh1Z15ZFMVMLxGgppXWMPamvEYk1txZWBq01pAj1s+vfYqt2rHVkR08/KOXHaf7Lzidu\nCGEX9TZe73YXL/F9pJpX6lZ4ZTnC1kWuKtIt41XbfxeF19r/MO+uJo5LkIRXTE8wnnTVO71TzJJj\nBgvr0zJKb8i/9CKW/5cL2P6n/4/tfv5V/XMl3ipGtf1ewPkTJwDhTZyhZ0cQIzjWnEuVXYXmrXuZ\nn/jk++ywjzfqb+xYO30ZFy1GhC7QNsOY+Lt/sPLyygzVdAbjOKIgq5zXM2gpOJAYWaJV4ofmFzCj\nNqgR/auN/lujvPSY7tWiuuZCNXOMtUU+PdueYyuR1Ld1uzexU5sey87QJNep7J0TZpqzlCs8pqiP\nmK8bl/Aa5yCx+Xz7WralrIR9pv1X+3dU9JfSLxQ2v6hxybGqVlgbi21jPVUxXqdS9cJ6DrfCS68X\nPweMuUc3ZYs2LtXzro1UKNWodArePgmdQhReOhDN189LvtU3qOh55DnszMKOyjeWCV2Ij18cJOHd\n0qMfN6owuF14TUMkfg4bQ0ZVi2hxm3HcIAVkfDwtfXlpEF4fDYsRwbB7FCmLOBkRptPWV/BbF5fp\nXwKyMmHW6O5z594Vad2wZcbeNeuk1Rms2MQSW24jnD4aAttLsUaWxBxrI0ooLlhL5QeqGOWli8+4\nd0Sk54bqhRmmjAn1d1PEOiHhtbtGawpFrDrATn10u8Ocmy2GY+3c5nQ98QivGMUlEb+odZco0aVz\nUWqJtfZxisbd89NYhdfzEwTggEERXjGNTqWOudPQUYnOXx9ZYOb0iu0SOW4ApkrouwDh9dkUoC80\nu6iFbHW5EanNK4/weY/tNaMescqEWfP9xp/cl2VlZ7FtDzxmltdSffxjLU8WpDxemiJ2+YPio+tE\nIxOJTMPim4bzqg0/6mNO0Yzxf2/Kv6rcYm78YJe/S22tYxZPRMXhuj0XXjqPdavuWBVL7K5L5SmJ\n+Do3WwyLchyrdKB4/HiEl14vLl6z9pPm5JD2VwQm8gnhlX8yBEV4xfxd1e+dWHQoxWHPk4vYgW0H\n65mj9q58PgW5BYQ3jUbXaXcsqwzf8fxefvzmiC5ATnUJ7VZzt8pvrgvvpiv7m5seuIlWus0fTiP0\nUXVjjes26qGKC89qY/ceOv+2m0aaCza2djiMDz5zj239XZG5NTrs4crlpAiv9cbDbT6vuFmBSn6r\neJPjtIEGXZP4XnKzzW28wiumTxjjSaJ7bbuLE1rQ58f3I4RXPipBEd5klLekm/p9LyzWN/KhzXo8\nvKmXDwxa+I4AhNd3Q+J8QU47RFmjjxeuLOd93i+PmaBvt5q7TmYGP/DDj3zzDbfp0UG38rZzxhxu\n7GLjoTz5ZoSsdWONdAY/pHOI10DAVPiLedr0GlkKjIuBSJrwWusAq+bzxrOoTHWLYdV2Vn7xCq94\ngxtU0TVYQXjl77qgCG88ZR3ldKpbUJWGPUvezsj/++Whz/lWZRbEdhDeNBpVa53V+V3HZehVBN4e\nbS5WoUjUi8v+zaY9s7/6jZ1Xjx+6aF7Um9xpNTcJ76+PPsF2/198q1nFVbJu6gCnyxCI3MR0BjFS\nWpsL9sQFG04F2A3WVkE2fu/R7kNJE166znjyeeNZVKa6xbBs5zan+R2v8NLx6OaXahTblYxLl/eT\nynVCeOWUgiC8lHdbMnJydVqWVoe8cMEsT8XU2Fq46kD1k0/8hJMAhDfNxt1a63OxtmXxvLUv629i\n43EqRSJvvvsTllfB9N+LEkPRob7LJ5uCLG5TSsL7S++BrGprdc6Tm3QGah9vHeB0GgJjp7XSskrz\ng7O2FqzZcRPzee0KsBuv0WpWcmOrTork0+M++ptHOW5JFV66Tms+ryxFIZ5FZXQzKW4fbVfz1dpG\nNX+X+pCI8KbTeyaRa4XwyukFQXjFoIEX+btWahBe+TwKQwsIb5qNsvWLe+66l9nW0hJdVoxFPCQD\nv86Yw876tqpGeTIxlYGilFqU+GA5qW3bIpt7D44rncHAuKW7VlbmN3kKYr6UVXj10mB9B5klb2q7\nz9YC7LnnncWb3NI/Kqph3SiE0h92P/qEueitcH7C0ZWkCy/NN/G9IN64Wd/SiUipbIthMervJn8X\nwqv2wQvhlXMKgvAmI39XJAfhlc+jMLSA8KbZKIullagskSG71mL30x4YFLl6yXZdXve2O4QfM3NG\nhnWxi7Xw/v7/Lo7sevQJ/TXx3mWLhcOdFsylGfKoy7UKrxiZ8Es5NmsBdus4iKkPRuqJeKPiQVpD\nSoRXlE1awLbk/PttH1cmIqWyLYad8upV5jgivHJKEF45oyAIbzLzd4kghFc+j8LQAsKbZqMsFsQX\nL91aaP6JLxZFzh35nFmPtfjhkZFBqx8y/21XmH7bwBHc2Gs8XllN9qOp2h4uUXit0d14mSWjT+IC\nQsrnbT57qr6Tm/WaC6aO5bSVsdjeg7SGlAgvcRNLdDmVKROfasSKBNuNg3iTaPeeiTd/FxFetVkP\n4ZVzShfhpadPkf37WU6HE6JuTJOdvwvhlc+hsLSA8KbhSNvV4bTmDtJj3C/7XceOKOH6h8vsPzeK\nLD+C68JLW8fOPn1YzMfcser3xkImfnh5uOrfN6MkCm/U1r5JWGiRSKdJbLePmGAWXzfGQoz+iotD\nxEVsVMs3wbSGlAmvKKS0C96szkOj5rVd+T1tly7lhSuxNnxJJFUCwqs2uyG8ck5+F15rvW/jJtvo\nWSqCJIjwyudRGFpAeNNwlK1lyOx2ZqNuvTp9DO/41nr9y/3dY7P4Q+fmZTjtwuRlhQXx8VS84uzX\nYTGEd9/2XUzM3fVTdNdgJy4ipN9R5LZs9RpWtX6TPiespcs8TGtImfBaa1BbF6/Zld9zM7dibTEs\npkrY3UTKzoOUBhkhLbWqXjYvK69inFffuOOnJgG/C6+4oQRdvfWGOtn5u3ROCC/eOUQAwpuG80B1\nhfr3qz6K5I66X4/qbmuQwQf2apAxs/NQfkrBsTW+PMS8zkRLa3lVtYAWV1UVb9dHyPoYrLaGzRDe\n4sefZnueei5pZXS86p/1y8Y4LlVmaDF/Fsusn2/OBQ/TGlImvNQfcQc1MWUh0eiuwUqsjHJnpwHm\nTohi/q5duoNsDCG8MkIQXjkhxvwuvMVaqpxxk230R/yOSXb+LoRXZRaFow2ENw3HmR6lUjmyvVX7\nWf2sPNaz7TmO0Y8Nl17Fc8qraw++f9sFkR5/7G3m8Ypd90pS6ZheyLNf82NJeOtWlvMfruyfEdlX\nXcrLj9FdcWzFhYTG7+0WJXpYVi6lwuu0eC3R6K7BStzhkH53RmFHPrqoNxu0Yjr7fvdP+hxwupGM\n9fEC4ZV/+CLCK2fkZ+G1PmUyb7i1dQUt5s1iles3smTW3zXOhwivfB6FoQWEN+CjrFo1YUsPrZzY\nbwKXaGktL3Ye2zFxOi9b8Ykp8h7klXoy0iS8+59+ju18YqHvo7tGh+nmgbYeFveUd6rEIG4P7bYO\nswA4pcJL57UuXmuZV8CGrJhhzh9Znd5Yk4OE+q6V89i+qjLzeFQVYl9l9Q0P/djV6JVNOAivjBAi\nvHJC/o7wik+N6Ca7YtUa83OI/p1V2Nx8UhZvZSAVRhBeFUrBbwPhDfgYqywIEOuyut1O2A6fdZHC\noa8+7Yqy0y5gfoik8n37I1v7DEyb6K4B3qjPm33kESyzZQvWZOgA26cCYnQ+gS+glAuvdfEa9Xtl\nybd6H51y3N1MSnqqMm/tS2zhxqU1uMWTv0vnhvDKRwARXjkjP0d4xUAKLVaj3hgRXfrfFMg4UFy9\n0VEyP98hvPJ5FIYWEN6Aj7JK1QRRMOuddDxvOvX2hBeIiJFC66rcWMitqQxUScCITPohyuvnygxe\nTGWP0hpSLrzWigkGC6dFmvGyorzgO1fNZ8WlO8z3SDz5uxBetRGA8Mo5+VV4nSrCiOlzYu8SfbIY\nixSEVz6PwtACwhuCURYXBdhFW0WJa3hZN17/umsSFl7xUZa1GkAs5GIqA8lus2njGD2ON3ZvS2YU\nQDYV/JpXLLtut38Xb1bcjJ1wnpQLL53bWr2EfhevjMZiZo32xpO/C+FVm5UQXjknvwqvuH25+Dli\n3elRj/QmuawjhFc+j8LQAsIbglEuvmk4r9rwoy6xdtFWMc+32W03Rer+8QzbhW1uUMVT5syaymBc\nqyjktVnbN+jRXWN8xX7SphW0uESs5qAwD2pFeK1VGbyO7lr7bUR7nzt7Slw3iEhpkM8kCK+ckR+F\n1yq11uit+BlDPfRgs5uYoCC88nkUhhYQ3hCMsizaurXPIDOP6tBH7omw1q0SFl63j8at0VPxA1D/\nW59BZpRXJUWCXrPvxSUsIz+PUd5qomXNwhLdNd4OYpQ3jlzeWhFeunZx8VoyorteflxAeOU0Ibxy\nRn4UXlFoje3LxZ5YP9MTWCArB6S1gPAqYQp8Iwhv4IeYMbEWq/XDx7rArO1bi3h5eWVcESsrSnEj\ng1j5WaVvvst3P7mIGYsX6PFW8wenRkUVxcVUOR2O5wV3x84ztkYQEt0AIyrKrC200GrYesLIr9NP\nzP12ejIQ49p5vQOVvKxOdsI3Tm750EYUv+wv0V/WrmFr1iA7z7fjBOGVjy6EV87Ij8IrBlGc0tAo\nChzZu59lH9Um6e9RCK98HoWhBYQ3BKMctVe5ZdtY8W/ZbVvzVo/dx7wSXjFVIve8s3i9DsezrLZH\n6B9wJNr731rG9j3/qim6xlDYRXCtj8hiRXntaj+qRIWdpgKde9tALY/4t7JtLSfeFsnsdErKZS7V\nU1UcPzepJGUffBzZdd+cjIKpt6fkyyzVXLw6H4RXThLCK2fkN+EVv1O8qPojJyBvAeGVMwpDCwhv\nGEZZ66PTdr9i9DdPq4tYOGqwZ8JrjbKKqCk31BBI4/f04Vj/6h6s/iUX2t7xi6kZsaK84mIJ49iJ\n7B4Xdd4Tj+OtHpjMSsu8iYL7efrpoi8sGFRZwKaXPxs5Ub85oDGWSe/eFxbzyJZi1vCG3kmP8viN\nNYRXPiIQXjkjPwgvBTAqN/ygX+y+5xczo4Z6snNz5XSqW0B4VUkFux2EN9jja/ZOLAUjRjtFmWt8\nfa9Ikyv+kuFVhNf6WNwJNYlu/qXdWP5fL4y5OMoa5bXL+3LaStcuj0xl6K3nbHb3uEij04oywiC8\nxMfNAjb60tuuya64jShJb5Nxw1jOSe2jhJba7pw0nZWv/tpxMaXK+KRzGwivfPQgvHJGtSW89Pm+\na8bDNZ7QiVfstMGNvFfetoDwesszXY8G4U3XkXN53U7b/Yr7nLeYNi6Sf2qRZ8JLl6jf+WvbR1as\n/ppVfrdR20ryB3OnHcrVbXB1d5Z33lnK0T1R0On42ut5g79frr/eurCMFluVvrlM/xuJV8uFc5XP\nY+C1Rneb3XOHtnd9VigivAYD1QVsO+97mJe+8a4tYzGPj6px7Joxx0wRofP4ocayy7dUws0hvHKE\nEF45o1QLLwUBSHSNm1WnK8zSUuRaPDjN9WeuvMfuW0B43TML4isgvEEcVZs+OZUJE1MdDlv0eKRu\nk0aeCq8dXkOCrVE/laGwPman19Tr3Ik3Htqf0Yew8SjNqOuounDO7tx2ecP1ik4MnfBaI/UNb+jF\n6/81Ou1EnF/EsmnvnvzXV5dGbWdMKRH02NNJihNJO1GZO35rA+GVjwiEV84oVcJrVL7Z8+QiW4nN\n0dK9jKul3Ry1FLkaT3bkvUlOCwhvcrim21EhvOk2YnFer12ZMPF3JIiH/ms2y8rO8iyHN85Llb5M\nfxw+8V5W/uU35gevuEUlHcBI2xAXXrndtELcBIM+zAumjc/QfnjYIrzEU+RI/6ZFbE1uGaAvSrMu\nEsw950x+2NghbO+2nWz7iAnMqAFtHViac7ldOrG9LywxxzGZuy1JJ1aKG0B45cAhvHJGqRBep/QF\neorW6Ppebut0yzvlcQsIr8dA0/RwEN40Hbh4Ltsa7Sz/4mu2676HddmgHNfmE25LC+E1+i6maYg8\nxLqxYg6qmwUUVokzRCyswkvR7hLtJsMqr5RSsv/1d8w8vt8eYzJN5tj+0gq9Goed9NJ8azxsgP5F\nKeaXq5Sci2fu+/E1EF75qEB45YxSIbzWVDIKAGgLTdOmCguEVz6PwtACwhuGUf6tj6JY0IIvyqfd\n89RzuvDS4+TG1/RIK+Gl69bzQadr+aD7S6tzdbUFcFqNXDPiID6Od1NaSxRlUaDDKrzG24S4UCk5\ng7f49iH2VD+5TqH2OPM34aW/i9JLbUh0651+mhnVtd5cuI3Ep+tbGMIrHzkIr5xRKoR3S49+ZlUd\nlWot8qtObQsIb2p5+/VsEF6/jkwSrkuUOBLcilVfmWkBJMD5f/hd2gkvYRKjj1ZZsm6sceirTyuR\nFRfzidUgwi68Bm+6yRBTSuj3AifbndZo/lFenybENXIA3VSDUBrANGgE4ZUPEoRXzijZwhtVx11L\nQypckH6b7kB45fMoDC0gvGEY5d/6SNHQHZNm6LJBj6RoAZFRC5ce2dc9pDAthdeIIu5/c5ltDd/i\nm4Zz41G8ygYUVkkWd2mD8B58w1AJuL1PLtSjvZYFZ663FibmVPP3wLbt+vyMYzvjtHsnQ3jlQwbh\nlTNKtvCKqWNu0sLkV566FhDe1LH285kgvH4eHY+vTaw6IG78YOyGUyczg6fDojW3WMT8M5VKAOKN\ngbW0DoQ3mr6+cvuFxVpKTHcxautaeOmoCW5n7HZa1Hp7CK98CCC8ckbJFl5xm2C72ufyK6z9FhDe\n2h8DP1wBhNcPo5DCaxAXrhmnNSoQBFV4nUqyOWGPFdGA8CpN1riEl44sVoOgyhvNZ0/1/QpwJSI2\njSC8cnIQXjmjZApvVJBEy79vuch9LXN5D5LfAsKbfMbpcAYIbzqMkofXaC0vRYc2HlMFVXjtSrLF\nQirm71pTICC8SpMxbuHVNw/pM8hcFJd73lla+bP+viher9RzF40gvHJYEF45o2QKr7hzZby7Vcp7\nkPwWEN7kM06HM0B402GUPLxGcXGQcVhjoVdQhZf6qboBhXWzCesiNwiv0mSMW3jp6GJKCf27th+j\n0g1TZP9+veM5HU7wTL4hvPK5BOGVM0qm8IqVfdK5egqEVz6PwtACwhuGURb6aM2TpD8Z+50HWXit\nJdnEsljiFBDTH4xUD/HvEF6lN0xCwktnEPOuKd+8xbyDpeZiXQGNn7bwTW+S/5cLEk6HsC5g9FK+\nIbzyuQThlTNKlvDGWrwrvyp/tYDw+ms8autqILy1Rb6Wzmv9EKPLMKKYQRZe1Q0oRNGyqzcJ4VWa\nuAkLr7Vqg8qGFNbovBf1Qq1PRLx8rAvhlc8lCK+ckarw0nuqYvWaqBrYsptHY2Mi6+Jd+VX5qwWE\n11/jUVtXA+GtLfK1eN6tvQdRFEx/NCt+kAVZeMXItl3k1hgOcUWyEflGhNf1ZE1YeOmM1qcRMoH1\nWk71fOK+Wj7xvupNTYwfsUydazLCCyC8cnoQXjkjFeHVN38ZOZFVrd+UoZqaILv5l1+Zf1pAeP0z\nFrV5JRDe2qRfS+cWP8jEeqdBFl6VDSiiFrc5rEhGhFdp0noivHQmsWIGpTYUTL3dcTtTcTcoei1V\neSicH3+RfLt8dzquqjDISEF4ZYS0esz1snlZeRXjnHuWOy0/a3q1kAmvKLvUM9n7yOi9+H6yu/lP\nJ0oQ3nQareRdK4Q3eWx9e2R69Fu1dZt+fVmFzc2dr4IsvNRX2QYUKiuSIbxK09oz4bWOm9P20GLu\ntXiFtKGK3c5usl5Yo7v0JMTYvMTNFtWxzgPhlY0ChFdOiLFYwmuVXeN4JL1U8s/pvRGE3dVEdhBe\nlZkU/DYQ3uCPsXIPgy68skd0Ysk2p8fnEF6l6eSp8IqRdzq73eYhYiqKeIXxLjITBbqOtp1q8wen\nsi09rzOjjPGKtHhtEF75XEKEV84olvCWjJjIy1d/bc5b2mSIdkbUgx1HHs6baU9MMuvn14ieB2F3\nNQivfO6ErQWEVzLid97zAPt23XqW8dtHwvnnnMWu6nlpIOdJ0IVXFsEVH+E5CQ2EV2nqeyq8dEYx\nvcAanRKjUfSFnnfeWWzvC0v0d2y8W6GKAm2kMIg3RCo79slIQXhlhMIb4TWqjVSs+sqEZIirtTa1\nk/DuvO9hXvrGu6bM0jzOPvIItm3QKPN3TotBg7C7GoRX/v4KWwsIr2TEh4+dzMYMH8IaNWwQ+LkR\ndOEVI4XW/M6ov2kRvcIF9rmfEF6lt4HnwktnFVNSxC9qUUQpJz3v3DNZycjJZhSrxey7XeV/itFd\nY9ttOr9YHzjR/GA6HoRXPpfCGOG1VhuxoyRKr53wWmVXfGJlTf+xCnRQdleD8MrfX2FrAeGVjPiN\nt4xhD86YrEV47b8ztd/yoEyazMwMnpWdxSrKK10JQjr1/+duV5p9q3/JhbzR9b30y9/95CK259/P\n6X/LPedM3nTYANtukfDm5GSxsrLgMkp4PDMYz61Xl5WWVng6jyrXb+TFA0dlGtfX6B/XRHK7nMa2\n9B1s/q7lvAciGfl57Jee15m/O+zVp23fo5TfaPc4d4u209uB4uoqJg3+fjlveHV3E8kv3fuZu8C1\nmD0lkn1kG72ddgJaVeWqv7m5dXlpWQW92NXrEh6fNDpAPW3RWnnIFq3tff5V/us//2XOX6fhyj33\nLN50aH+Wk5PNKyq1hX0RnnFg6zaupW5liGkMdp9n4ucdHT+r7eG8Tv18/VQH9u5jVRs26XOSyvAV\njL81jWaM/aVm183ikQMRduBAJOnvNe2zIOnnSPsBqaUOQHgl4PsNGMYKmjZm9MXU9ohW7JorL2ct\nmjczX0VRmloaO5w2DgK/jJnK9n3wsfmBlFt0Aj9k8kj+y5gpGaVfVOe6tRh+U6ThhWfjQysOvr/J\nX9I+8XfMf4btWPCsPjaU2pBzdFtWumqN/u/8LqfxQ+4cqV/1pmtvYRVaCSb634fdNyGS2/HEqPEk\n2d34txsyqOQYzYGsQwpZdssW+mu1c1QfX0uPaPPMI1FSvHXqLLbntXeqZfhP/48XjhykvyYS4Vy7\nYXQ9Z+jDw/WL4hwXvCw9CGjzklVtrb7hatq7J8/t2F7/jqE5LM4/fQ5e8EdeOGKg3rF9733Etb/r\nc9roqThHrb23HsuODj4L3c+Z/R7f6Lu/ArzCiUDohfeV15ayd9//sAaf8SNuYflapKi0tIzVq5fD\nDkQibMkb77Bl769g0yaNCeSMCnpKgy4mmujsmj6HlX30qfmlQOIkfknEWpCElAalqZ+UlAbjzGJq\ng3g1BVPH8pyT2uvjKi66scu3darqIB7P7nVRpeu0edNy4dy4fRUpDfK5FLaUBpXSiOLiWyJYX7vx\n0vJj2N7nF0fNRZU8c6f3kjEyXtWclo90clugSkNy+abL0UMvvG4Hqv+QUeyuO4azpk2auH2p79uH\nQXiNQXCqsSrbUQjCqzSNkyq81qoNdEVUSUHMuxaF1m53tOKBIzgV4XfqDUV3W8y3385Y3LglkZq8\nEF75XAqb8DrVSLeSskqv+Hd6LzS9fZhjvWrrsSgIoKULmb8+sHW7ltKzjWXk5zMt7SvuGzr56Kau\nBYQ3daz9fCYIr8vRuX7QcDZuhKeHAAAgAElEQVRj6nhWX/swCNpPmISXxo5W9++cON3MydSjJX+9\ngDe8obfjhzyEV2nWJ1V46QqsNyxW8YxaeGOJxFoXBVFkuHL9Jsb37WO0Kl57nMxyu3RiTvNAPHci\nWw1DeOVzKWzC62azBzvppfnYWFt/YJebLqcd3BYQ3uCOrZueQXhj0Nq5axfbsfNXdlTbI2inH/by\n4jfZytVfsXEjbnbDOG3ahk14aWD0wuwjJmiLNH6szpkbN5TXO/00CG9iszbpwkuXR9UZ6L/ZR7fR\navN2rzFmW7r3M2uOijtFiekO4k6Dql22CnO8j30hvHLiYRJea+1np0oxIjVDeumJhHaDxrSSfIGI\nyMpnhrsWEF53vILaGsIbY2S3bS9hMx96nNF/s7Ky2THaApleV3ZnTZo0CuR8CKPwGgNpSJBMXhDh\nVZr6KRFe2ZWI5crECLAYRZPd4DidQ8x9VMmVtDsOhFc2guGqw6uy8Y0dsdL//B/P1iK7WW2PkFZ2\nkBMPZgsIbzDH1W2vILxuiQW4fZiFl4aVckOzj6ouM+X0A+FVegP4QnjFjUaMSG48UTS7HkfV6tVS\nJlrMs8/3jUULwiufS2GJ8FqfGrjZyS/WTmtywuFoAeENxzjLegnhlREK0d/DLrwqQw3hVaHEfCG8\n4g5sxkYRXu6WJi5ek+V+I8KrNG9qNAqL8Io3ZzknHscLpo1XTk2A8MrnFoRXzigMLSC8YRhlxT5C\neOWgILxyRloLXwgvXenmbleaF0x5vOK2qm6iaHa9FoWa/u72eIjwyudSWITXbitrOZ3qFhBeOSkI\nr5xRGFpAeMMwyop9hPDKQUF45Yz8JLwlwyfw8i+/0aNltB2xsQNVItUVRALi8d0ugIPwyudSGITX\nWnvXqRyeEy0Ir3weQXjljMLQAsIbhlFW7COEVw4Kwitn5CfhFSsyiFce72I1a+8TifJCeOVzKQzC\nq1p7F8Irny9OLSC88bML0ishvEEazQT7AuGVA4Twyhn5SXjLPvyY75g0Iyofkko4tVwU/w5pVgLW\nKHLB3bcr5V9CeOVzKQzCK1YNEXcLlNOpboEIr5wUhFfOKAwtILxhGGXFPkJ45aAgvHJGfhJeqrO8\nped1UQIazwKzWL2228jC2OI41usgvPK5FHThFW/IrLsFyulAeFUZQXhVSQW7HYQ32OPrqncQXjku\nCK+ckZ+El65WrKZA/3a7uEylx+JjacoVVonyQnjlZNNFeOnGKp7dzbyoGoIIr3weQXjljMLQAsIb\nhlFW7COEVw4Kwitn5DfhjZJRlyWflHqrNYonygvhldNNB+HVd2scOVHblrybq53OrE8f4r0Rg/DK\n5xGEV84oDC0gvGEYZcU+QnjloCC8ckZ+E16S0aqt2zQp3c7qFDZjKukGSr20NBIXyKlUgYDwyin7\nXXgN2a1avylDNbJv9FrcvCSrbWve4sFpSrnfVmoQXvk8gvDKGYWhBYQ3DKOs2EcIrxwUhFfOyG/C\nq3TFHjRyu1sWhFcO3c/CK8qu0RM3Udp4txKG8MrnjbUFhNc9syC+AsIbxFGNs08QXjk4CK+cUViF\nl8i4ycmE8Mrnkl+F1052qTeqCyK9SmegcyLCK59HEF45ozC0gPCGYZQV+wjhlYOC8MoZhVl4xcfU\nxnbGTsQgvPK55FfhLRkx0dzEROxFZr5W8m6hvOSdV+kMEF75HKIWEF41TkFvBeEN+gi76B+EVw4L\nwitnFGbhJTpbuvfjkf2lej5mrLqqEF75XPKj8O6872Fe+sa7Zr5t41v68z1PLmIHtm3Xf0f/zjvv\nrJj5uF6lM0B45XMIwqvGKAytILxhGGXFPkJ45aAgvHJGYRde1Z2zILzyueQ34bXKbsPre/H6l1yY\nsfe/i/nuR5/QJTfryMN5i9l3Owqv21xvGSWkNMgIIcIrJxSOFhDecIyzUi8hvHJMEF45o7ALb+X3\nG/m2QaN04aFH3C3mzWJ2NVohvPK55CfhFdMQ6Mpzzz2TNxk6QB9na05u81lTePZRbWylV5RjlWoe\nMkoQXhkhCK+cUDhaQHjDMc5KvYTwyjFBeOWMwi68RKj4puG8asOPMR9xQ3jlc8lPwru1zyB+oLg6\nbUGUXaMXqpH94oEjOJUxo9eppD/IKEF4ZYQgvHJC4WgB4Q3HOCv1EsIrxwThlTOC8DImRvGc6rNC\neOVzyS/CK0Z3M/O0qP38mlH78i++4iUjJ8eM7FvTGVo++1hcO7SJ5CC88nmERWtyRmFoAeENwygr\n9hHCKwcF4ZUzgvDWfMRtV58VwiufS34RXjG62+Cqy3mDq7rbpiuIkX0jv1fspdfpDHRsCK98HkF4\n5YzC0ALCG4ZRVuwjhFcOCsIrZwThrWYkrsS3q88K4ZXPJT8IryipTtFdoyeysnRepzNAeOVziFpA\neNU4Bb0VhDfoI+yifxBeOSwIr5wRhLeaUdmHH/Mdk2bokUC7mrwQ3thziRaC8U8/5xnHH8syWzTP\nVJp5HjeiayjuO4hF9lWXmZPl3Ort+2jtbcrSla34hO+YON2MDHuRzgDhVRtwCK8ap6C3gvAGfYRd\n9A/CK4cF4ZUzgvAeZLS1t7bQ6bf6rE3HDeX1Tj/NFB6r8FJ0sPzLr1lkSzHTHoczp1X+SiMQgEaa\nHHJNEs1SX/VOas/qnnQCq3vi8bZVL1S6vOepRXzff19ldTtoxyo6geV2PpXVKWzhWEKM2u956rnq\nm5bmzXjhglkx6+tSO3HxGt3oZNTPY8YiNeMa7Ra9qVy/XRukNMjJQXjljMLQAsIbhlFW7COEVw4K\nwitnBOE9yGj3Iwv43heW2K7sF4XXupjJaaGbEv0ANBKj43bdIT5Nxg1zJb5WxsZxSUrrFrVn9Toc\nz3I6dzKP6Ta6axzP6TxiP6w3P4kMGYRXTg/CK2cUhhYQ3jCMsmIfIbxyUBBeOSMI70FGVvkRd14T\nhVeMChqvjrVLm9IopGkjq2g6dcMuLzpWl8WIcax29Tp34rldOjGtnjIzblZUo7vGcUuGT9Ci9d9E\nRYOz2rbWavO2ZVmFzZnTord4hgzCK6cG4ZUzCkMLCG8YRlmxjxBeOSgIr5wRhDeakSizYuTWEF5N\nitnWvkNqPCq3y/tVop/mjaJSGbToa/MH7+YV32/IKP/wE1b2xVfMqG9M3Yy1wYOIQSwZRr8nWa7a\nso1VrF5j5tvGwibL3bW+liLUFV+s0XZda6OlTDRjOSe1l6ZCxDtsEF45OQivnFEYWkB4wzDKin2E\n8MpBQXjljCC80YysUV7jcbYhvJoQs9I3l+lClHPicbxy/Q+mhLkVLaXR8XEjayrDoTPuiGQcf1wG\n59wURjF6qpr6IVZHsObP0s54Wq4wK/3gf1EybWCiMSmYNj5pwprocEB45QQhvHJGYWgB4Q3DKCv2\nEcIrBwXhlTOC8NZkFLX4SYtaFs6flUHCu2fjz3xr38FmBQJKY6hY/TUzFko5bU1MkkYL3Or/9ULf\nipjSTBEaWVMZKApbOOQ6VlZexUThtd5AyG4KrJtGNH9wquNCNTp26Yefsv1vvG3Kr99TSyC88pkG\n4ZUzCkMLCG8YRlmxjxBeOSgIr5wRhLcmI2u5KtqUoMWVf2U/T57JSt86GN01IolidQdxowM6zr4X\nl7A9Ty6qjgjHsXhLaQRroVHJiIm8fPXXZkUEEtP8Zo1rCC9dmngD4XRTQO2sEh1r0whrl0l+y7/4\nmuWdd5avbyogvPLJCuGVMwpDCwhvGEZZsY8QXjkoCK+cEYTXnlHUBgb5ufyw+yfxH/9xa1R018j1\nFKOSdDTaqa1q6za2a8bD7EDx9igBI+GjigXJzBNVGvUEGols6DBGVNVp4wkS2W03jWRGyTenBWzW\nsmIk0Zn1830tsG4xQnjlxCC8ckZhaAHhDcMoK/YRwisHBeGVM4LwOjMSI7ckqsaGBnZ5omKuqtjW\n6egNru7OG/z98rSUuS09+pksRHmNtdOaNd/XuoDNbeqD0sz2YSMIr3xQILxyRmFoAeENwygr9hHC\nKwcF4ZUzgvA6M3KqL2uXJ2qtLGAclba3bXhDb331/86J06OqDFBJrcZD+6dVFFPsJ5X/EqOwsq2F\nrQvYtPQDVlW8nfG9+7RFaB+b0XC/LzxTelc5NILwyulBeOWMwtACwhuGUVbsI4RXDgrCK2cE4Y3N\nyFqjNZaM7ZhwLy/76FMzaksVBhppu7AZj+Xp0f7OifcyseZr1pGH82ZTb08b6RXTDqwVFGTCq7LJ\nA42Gavkypdnts0YQXvmAQHjljMLQAsIbhlFW7COEVw4KwitnBOGNzcgauY1VBcAQOop8Nh7W3zFP\nV9zRjc5O0tvklgFpsT2xeANgrbggE17qqyjMduS93MZXafanuBGEVw4cwitnFIYWEN4wjLJiHyG8\nclAQXjkjCK+cEZUVq1tVwcu1klt1TzrBXLhm90oSZJUFadaFbpT3W6BFerOPauPrvF4xf5cW59Up\nbHEwol0vm1vLklkZUZR71/Q5jO/bxzLy81n20W30JnW1rYLpJ1vb/CFoC9VEBhBe+fsNwitnFIYW\nEN4wjLJiHyG8clAQXjkjCK8SIyZuLaz2CnkryhEm+YvsL9Wl0e/SS+K/bdAosxRZ4YJZUXKuEuGV\nUwl2CwivfHwhvHJGYWgB4Q3DKCv2EcIrBwXhlTOC8CoxSorw0plJIrWatmkhvWI5MrvUAwivfC5B\neOWMILxyRmFoAeENwygr9hHCKwcF4ZUzgvAqMUqa8DpJb4t5s3z3aF9clGe3YxqEVz6XILxyRhBe\nOaMwtIDwhmGUFfsI4ZWDgvDKGUF4lRglVXjtpLfpuKG83umn+SqfN1b+LvUBwiufSxBeOSMIr5xR\nGFpAeMMwyop9hPDKQUF45YwgvEqMki68dBViBQOn3cjUrtb7VmL+LtUWbrlobg0Zh/DKuUN45Ywg\nvHJGYWgB4Q3DKCv2EcIrBwXhlTOC8CoxSonwRm3q0KIZL5wfvShM7UqT00rM3633+1N50/G3Qnjj\nQA3hlUOD8MoZhaEFhDcMo6zYRwivHBSEV84IwqvEKCXCS1eyuduV5gVZy36pXWlyWon5uw2v78Xr\nX3IhhDcO1BBeOTQIr5xRGFpAeMMwyop9hPDKQUF45YwgvEqMUia8soVhalfrfSsxf9dpJzSkNMi5\nQ3jljCC8ckZhaAHhDcMoK/YRwisHBeGVM4LwKjFKmfDKSn+pXa23rcQtgZ3yd+mMEF45dwivnBGE\nV84oDC0gvGEYZcU+QnjloCC8ckYQXiVGKRPeqMVh2u5rLRfWXBymdsXetRJ3hXPK34XwqvGG8Mo5\nQXjljMLQAsIbhlFW7COEVw4KwitnBOFVYpQy4aWr2dK9Hzd2X7NLHxCrOcQSULWeyVvtnDGHl765\nTM/ZdcrfhfDKOVILCK+cE4RXzigMLSC8YRhlxT5CeOWgILxyRhBeJUYpFV6ZYG7tM4gfKN5uLhpL\n9uI28XxO+bsQXrV5BOGVc4LwyhmFoQWENwyjrNhHCK8cFIRXzgjCq8QopcIbK4VA/Jtx5cms2aua\nvwvhVZtHEF45JwivnFEYWkB4wzDKin2E8MpBQXjljCC8SoxSKryiZNLVHfrq0+ZFloyYyMtXfx1V\nEixTy/VN1lbEomDnnHgcL5g23nH3Nyxak88lCK+cEYRXzigMLSC8YRhlxT5CeOWgILxyRhBeJUYp\nFV66oq29tbSFbdVpCwVTx/Kck9pniBtT0O/rNG9mtomVW6vWQ/tWYnpFg6su5w2u6g7hTQAohFcO\nD8IrZxSGFhDeMIyyYh8hvHJQEF45IwivEqOUC+/uRxbwvS8s0eXSEE1RPnPPPZPndDiB7brvYb1N\nnSTtzCbm7xri7UQMEV75XILwyhlBeOWMwtACwhuGUVbsI4RXDgrCK2cE4VVilHLhLfvwY75j0gxd\nZrOOPJwXjBvGtvYdYkZXafFYncLmrLjPIGZUdGg6biivd/ppjhFYtZ4ebBXZu49v6XmdeTwxtcLu\nWBBeOWEIr5wRhFfOKAwtILy/jfJnK79ksx6Zy8aPvIW1OaK1Ofbfb9jIHn78X2zXrt3siNat2E3X\n92FNmjQK5NyA8MqHFcIrZwThVWKUcuG1yiYtTDMivmIurRgJzulwPC+4+3ZPhJfOv33kRFa1fpN+\nPFn+LrWB8MrnEoRXzgjCK2cUhhYQXm2UX1r8Jvt85WpWVl7Oru97lSm8kUiE3TziDnZtrytYUYf2\nbPEbb7PVX33Dht88IJBzA8IrH1YIr5wRhFeJUcqFl66q+KbhvGrDjzUEtvEt/XneeWfpv7cucPOi\nRJlVduk8KtFjCK98LkF45YwgvHJGYWgB4dVG+cuvv2XHHn0Uu/OeB1ifq3qYwvvd+o1swVML2aRx\nt+lzIcI5GzBkJJsx9Q6Wn5er/y63Xl0elImS8dvXoNZN/MQgQJzSkpEncTqFqaHNH52RQtOgNIlo\nHw6ZmcY7SK1XNBz6PErVuGin2jH/GbZzwbNRZ8zScnWPeOaRqIveOnUW2/vaO3q7+n/6f7xw5CC1\nTtm0Itn9+eZxGRXf/2Cet8XwmyINLjxb2nOdUdxnDscLDYjKnJQbBodfKr/bSssqpPM6OGTTqycQ\nXmG8xt85nfW9uqcpvMs/+B/7cs03bMB1vcxWYydOY32v6cmOattG/532RgrMx4f2fc2zsrNYRUUl\n3rAO72OK8ObUzdKeBoBRjI86rt0IslB88P/27tf+w7U3jav3TW5uXa4xIqNz9bpEvmLKv1ijpRVM\nyhSP0egf10TqX9ot6hrEdlSirHDeLJ5ZP9/1dZLsbhsxMaNqQ3UaA/00uaV/xIgmy/pSr142L6+o\n0m4MCC9+7Ajk1M3mlZVV/7+984CTqrr3+H9mtrFLly4IAoooBgsxSqKxRAzRSCRRQMqKID6wgI0S\nUbogKsWCDQtiCSFPzVOCCgoiYkE6CBGBpQoqRaVsmznvnLvMcGd2dv5ndqfcmfOb98nnyc6Ze8//\n+z9z53vP/d9z1YQMGFUwRDIzM4TP6yOvzxd3RvIkNu77wDehcgSMEN55739EH3/6WTlCo4bdRXl5\nuYG/hwrvh4uXUsH2XdQvv3ugzdhJ06hrl87Urm2byhF38KdQ0sAnByUNPCPZQuRWy6KjxzDTEYmW\nZCQkI+u8WYtqjBrt+VOPwJbcuXK93ZefoHAyay9/qMwSZeHKGOylEzrhoKSBp4SSBp4RShp4Ria0\nMEJ4dRMZKrxLP1tOq9eup9tv7RvYxPBRE6l/fg9q3bKF7mZTph2El08VhJdnBOHVYpSUGl7VswNj\nHhWFX6ywJFstRVbn7oFhhdv+gIhoH0QRC9m1+idneAuLMMMbaURBePnvG4SXZ2RCCwivLcuhwrut\nYAc999LrNHHMcKuV1+ulAXcMpWmTx1KN6nlpNz4gvHxKIbw8IwivFqOkCa91LNv3vSjd9wNlyhP3\nSKUK9odV5FzYQdR98B52Nlpte/+4xwKrMaj9RTuz6ycI4eXHEoSXZwTh5RmZ0ALCG0F41U1q944Y\nQ/nyRjb/Kg0rVq6lkcMGp+XYgPDyaYXw8owgvFqMkiq8ej0kCn0SG/egiJItBWK/XHrMd+RYQIwr\nK7uY4dXLEoSX5wTh5RmZ0ALCG0F41Vvbd+ymGTNn0f79B+nkJo3kOrz51KB+vbQcGxBePq0QXp4R\nhFeLUUoIr4rE/jQ29fS1+k9OCjsrHGvZhfDqjSMIL88JwsszMqEFhNeELGvGCOHlQUF4eUYQXi1G\nKSO8qh7X/vQ19cCKmrfmB5U2qKe4HZrydGBmV90MJx9YQZmtWrAlEJFooaSBH0sQXp4RhJdnZEIL\nCK8JWdaMEcLLg4Lw8owgvFqMUkZ4VTT2xxKrf/tLG1S97qEpz1DRuo0BsY2V7GKGV28cQXh5ThBe\nnpEJLSC8JmRZM0YILw8KwsszgvBqMUop4VUR2Vd3yGh5iqjW8QL65dV/Bc3gxlJ2Ibx64wjCy3OC\n8PKMTGgB4TUhy5oxQnh5UBBenhGEV4tRygmvms394bbh5Dt64oY0e6Sq1KF6z79FXPVBj8yJVihp\n4IlBeHlGEF6ekQktILwmZFkzRggvDwrCyzOC8GoxSjnhVVEdfnu++Pm5V4JmdbPbnaFqeqtcrxuO\nGoSXH0sQXp4RhJdnZEILCK8JWdaMEcLLg4Lw8owgvFqMUlJ4VWT7h44RRes3uVT5ghJd3ccE61EJ\nbgXh5alBeHlGEF6ekQktILwmZFkzRggvDwrCyzOC8GoxSlnhVcuPHVv4McW6fAEzvHrjJrQVhJfn\nBuHlGZnQAsJrQpY1Y4Tw8qAgvDwjCK8Wo5QVXr3oYtMKM7w8RwgvzwjCyzMyoQWE14Qsa8YI4eVB\nQXh5RhBeLUYQXg1MEF4eEoSXZwTh5RmZ0ALCa0KWNWOE8PKgILw8IwivFiMIrwYmCC8PCcLLM4Lw\n8oxMaAHhNSHLmjFCeHlQEF6eEYRXixGEVwMThJeHBOHlGUF4eUYmtIDwmpBlzRghvDwoCC/PCMKr\nxQjCq4EJwstDgvDyjCC8PCMTWkB4TciyZowQXh4UhJdnBOHVYgTh1cAE4eUhQXh5RhBenpEJLSC8\nJmRZM0YILw8KwsszgvBqMYLwamCC8PKQILw8Iwgvz8iEFhBeE7KsGSOElwcF4eUZQXi1GEF4NTBB\neHlIEF6eEYSXZ2RCCwivCVnWjBHCy4OC8PKMILxajCC8GpggvDwkCC/PCMLLMzKhBYTXhCwjRhAA\nARAAARAAARAwmACE1+DkI3QQAAEQAAEQAAEQMIEAhNeELCNGEAABEAABEAABEDCYAITX4OQjdBAA\nARAAARAAARAwgQCE14QsI0YQSCCBXv3vpFdnPp7APabGrsAlNfKEXoIACKQnAQhvmuV14JC/0/gH\n76OT6taJWWQrV6+nJ559kUYNv4taNG8WtN1I78WsAzHeUCwZlXq99NY782nxks/J5/NS06ZN6H9u\n7in517V6PeGRx+m/m7eSy1UWRKcrfk89b7guxhHFb3P33T+Oftx/QPbfbe0kOzubnp72UMQd6oqd\nGjv/+NfbVFxcQrm51ahv7250WqtT4xdMDLccLy6RxhM31mIYXkw3pViVlJbStIfHBG332LFCunXw\ncDr/nLNp8KB+Vd5nqo2nRHBJx/HkHygjRk2iyy/tSFdedkmVx45/A6l+vI4ZiDTdEIQ3zRIbS5lT\naN6Zv5BWrV5HhUVFNKBvzyDhjfSek7HGktEvh4/Qwo+W0FVXXiqXmapG//v2f2jHrt101+23WAiG\njhxP9w8dTLVq1nAykgr7pn6U7xjYj06RIq/76nPLYHrl+ekRm6sf4kFDRtDYkfdSo4YNaP3Xm+jl\nV/9Jjz70oO5uktouXlwijSdurCUVSISdK1Zuj4f69elOp7duGWi5aMky+uDDJTL/9assvKk4nhLB\nJR3HkxpA23fuppdmz5GTDD7rGBKrV6ofr2PFIV23A+FNs8zaZW6x/EF5572F1gyaEq47B95MDerX\nsyK+7e6R1LnTZbRy1Vo6WlRIbVq1kjNsN5SjsX7jf6lN61bWTOVNPa8PEt5I7zkZa6wZ2WMt2L6T\nZsx8hSaPu9/686C77qenpoyXM6THp3idDCZM3yoSu+/2fk/PvfQaHTh4iOrXO4kG9u8VmNW+eeA9\n1OXqTvTJsi/kiVIJdbr8YrpW/tv+UrN7Q4aPpqenPkRut5t++vkXUjM2M6ZOSAlC8eISGnzoeIo0\n1pwKTrHq+JsOtF+Olf75PQLdHDNxKp37q7Nom/zO+Gd4Ix2z7h4xhnpc/xcpOv+ks9qeTrcNyA9s\nKxXHUyK4pON4UjHNfuNf8rfoFFr08afUT46pk5s0CoQ6eOgouvySjrTxm810SB5XLupwHnW55irr\n/UhjKB2O1049BjilXxBep2QiRv2wy9z2HbvppJNqU/W8PHrtn29RUVEx3SwvG6uXuux8w3V/liJy\npXWW/MC4R6hn9650ZpvTwvZk1ITHqG+vG8qVNKjGkd6LUVgx3Uy8GKlOvv/hYmv2YcBNPa0+K/k7\nqW5tOlZYTKc2b0q9e/w1cNIR06DitLFwYucTgoY9MJ56Xn8dndO+HamZus+Xr6IR99wWGFvXdL6C\nuv+1Cx05eozGTJpCfbr/ldqdeUZQL9WPliqX6HTFpfT2vPfp0t9dRL+9sEOcIontZuPJxd7T0PGk\n+15so63a1hSrwbfdQuMfnk5PPjaOMjIy6PsffqTpM160jj+ff7kyILyRjll9B95N55x9Ft3S90br\nakroK9XGU6K46I6ZSGOtaiMgtp/2yqtD94wYSw/LSYVlX3xF3+3bRzfKY5H/pX7bena7jjpfeZmc\n7CmmBx96jHrJMjJ1/OHGUKofr2NLOv22BuFNs5xWdLl+7fqN9N7CxTR0yMCAlDw1ZULgUvvMWW9Q\nqxan0GW//61RwmsPtqqM9h84QBMmPy5LGO4MzHaqmaecnGzyypOK9xYspiWffh6Y/U2FoRdaq3r2\nWW3ouj93pqdfmE0Pj/27FYL6AcofMIRefm4aZchL1+oH54lHxlGdOrWs9+e9/xH98OOP8gpB8BWE\nPd/to0mPPSVneF1U76S6snTi5pQp/YgnF/+4CDeedN5z2rhSrO6/70566dU51PHCX9NvOpxrlf7k\nVc+l2rVq0hfyZClcDW+47+Mj40dS40YNwoaYauMpUVx0xkyksea08fSVvCqp/vc/N/cidXwdMXoi\nTZk4yrpSpF7q+KOuHNWoUd36938+WCRPsH6wjj/qvUhjKNWP107LldP6A+F1Wkaq2B+78H64eCl9\nuWINCfl/R2Stac2a1WnYXSdm4WbLOkv/pfYXZT1Us6aNK7wBIF1neGPFSF2Sf+jRJ6wZ3HZt21SY\nxf8ZPIIeGj2U6taJ3U2FVRwyET8ebiZT3Rw0/emZdFKd2oHPHj5y1BL52rVrWT8qLz871ZJf9Vr6\n2XJaIX+g7FJz6KefaZSt+b8AACAASURBVLS8anD3nbda9cEfL/2c3p2/gCaOGWHNADr9FS8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6jwqh1u37GbZsycRfv3H6STmzSS6/DmU4P69eLel2TsAMLLU4fw8owgvFqMILwamCC8PCQIL88o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\nDOlATcE2S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       "text": [
        "<plotly.tools.PlotlyDisplay at 0x1073a7190>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Annotations\n",
      "\n",
      "Annotations can be added to the chart and these are automatically positioned correctly. \n",
      "\n",
      "**Annotations** should be specified in a dictionary form"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "annotations={'2015-01-15':'Dividends','2015-03-31':'Split Announced'}\n",
      "df['MSFT'].iplot(filename='Tutorial Annotations',annotations=annotations,world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "application/pdf": 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bhwQYtKCVMuITtiJZlY4Xj0hWupyl3ADi2G5RQ9fYIlkUirRIFmmNYN3Kuc/K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\npVUkM3Sa3QRFtS8ZXKcn5Xm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ZSz6jZ+PtY1GZUla30+/jsUtHkKtsWRobUTBAxHKtnj+L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\nADaKdvX/AJ5L+v8AjRvX/nkv6/40ANrzHSmXw98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       "metadata": {},
       "output_type": "pyout",
       "png": 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IL48XhJfHC8LL5wXh5TGLuvAiLRkv3p2xNIS3SNSbNmygK6++mcYddRgNHzq4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fill: #4d5663; fill-opacity: 1; visibility: visible;\">2</text></g><g class=\"ytick\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,22.43)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\">4</text></g></g><g></g></g><g transform=\"translate(80,100)\"></g><g class=\"infolayer\"><g class=\"g-gtitle\"></g><g class=\"g-xtitle\"></g><g class=\"g-ytitle\"></g><g class=\"annotation\" data-index=\"0\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" data-index=\"0\" transform=\"rotate(-90,156.36,110.5)\" x=\"156.36\" y=\"110.5\"><svg x=\"127\" y=\"100\" width=\"59\" height=\"21\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"58\" height=\"20\" style=\"stroke-width: 1px; stroke: #000000; stroke-opacity: 0; fill: #000000; fill-opacity: 0;\"></rect><text class=\"annotation\" text-anchor=\"middle\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #4d5663; fill-opacity: 1; visibility: visible;\" data-bb=\"4753\" x=\"29.5\" y=\"15\">Dividends</text></svg></g><g class=\"annotation-arrow-g\" data-index=\"0\" style=\"opacity: 1;\"><path d=\"M156.36,139.5L156.36,210.5\" style=\"stroke-width: 2px; stroke: #9499a3; stroke-opacity: 1;\"></path><path d=\"M2,2V-2H-2V2Z\" transform=\"translate(156.36000061035156,210.5)rotate(0)translate(0,0)scale(2)\" style=\"fill: #9499a3; opacity: 1; stroke-width: 0px;\"></path><path class=\"annotation anndrag\" data-index=\"0\" d=\"M3,3H-3V-3H3ZM0,0L0,-71\" transform=\"translate(156.36,210.5)\" style=\"stroke-width: 8px; stroke: #000000; stroke-opacity: 0; fill: #000000; fill-opacity: 0;\"></path></g></g><g class=\"annotation\" data-index=\"1\" style=\"opacity: 1;\"><g class=\"annotation-text-g\" data-index=\"1\" transform=\"rotate(-90,565.45,158.13)\" x=\"565.45\" y=\"158.13\"><svg x=\"518\" y=\"148\" width=\"94\" height=\"21\"><rect class=\"bg\" x=\"0.5\" y=\"0.5\" width=\"93\" height=\"20\" style=\"stroke-width: 1px; 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font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x10b1dfad0>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Output as Image\n",
      "\n",
      "The output of a chart can be in an image mode as well. \n",
      "\n",
      "For this we can use **asImage=True**\n",
      "\n",
      "We can also set the dimensions (optional) with **dimensions=(width,height)**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['VERZ','MSFT']].iplot(filename='Tutorial Image',theme='white',colors=['pink','blue'],asImage=True,dimensions=(800,500),world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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BeGWMILxyTiUpvDOXKxriHBXrJ4feod3yoqJbTs27IIqEV1+p9QtB7wpFdeOJKsub+utN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\nLifnAAAAAElFTkSuQmCC\n",
       "text": [
        "<IPython.core.display.Image at 0x10b1dfdd0>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### Advanced Use\n",
      "\n",
      "It is also possible to get the Plotly Figure as an output to tweak it manually\n",
      "\n",
      "We can achieve this with **asFigure=True**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['GOOG'].iplot(asFigure=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "{'data': [{'line': {'color': 'rgba(255, 153, 51, 1.0)', 'width': 3},\n",
        "   'name': 'Series1',\n",
        "   'type': 'scatter',\n",
        "   'x': ['2015-01-01',\n",
        "    '2015-01-02',\n",
        "    '2015-01-03',\n",
        "    '2015-01-04',\n",
        "    '2015-01-05',\n",
        "    '2015-01-06',\n",
        "    '2015-01-07',\n",
        "    '2015-01-08',\n",
        "    '2015-01-09',\n",
        "    '2015-01-10',\n",
        "    '2015-01-11',\n",
        "    '2015-01-12',\n",
        "    '2015-01-13',\n",
        "    '2015-01-14',\n",
        "    '2015-01-15',\n",
        "    '2015-01-16',\n",
        "    '2015-01-17',\n",
        "    '2015-01-18',\n",
        "    '2015-01-19',\n",
        "    '2015-01-20',\n",
        "    '2015-01-21',\n",
        "    '2015-01-22',\n",
        "    '2015-01-23',\n",
        "    '2015-01-24',\n",
        "    '2015-01-25',\n",
        "    '2015-01-26',\n",
        "    '2015-01-27',\n",
        "    '2015-01-28',\n",
        "    '2015-01-29',\n",
        "    '2015-01-30',\n",
        "    '2015-01-31',\n",
        "    '2015-02-01',\n",
        "    '2015-02-02',\n",
        "    '2015-02-03',\n",
        "    '2015-02-04',\n",
        "    '2015-02-05',\n",
        "    '2015-02-06',\n",
        "    '2015-02-07',\n",
        "    '2015-02-08',\n",
        "    '2015-02-09',\n",
        "    '2015-02-10',\n",
        "    '2015-02-11',\n",
        "    '2015-02-12',\n",
        "    '2015-02-13',\n",
        "    '2015-02-14',\n",
        "    '2015-02-15',\n",
        "    '2015-02-16',\n",
        "    '2015-02-17',\n",
        "    '2015-02-18',\n",
        "    '2015-02-19',\n",
        "    '2015-02-20',\n",
        "    '2015-02-21',\n",
        "    '2015-02-22',\n",
        "    '2015-02-23',\n",
        "    '2015-02-24',\n",
        "    '2015-02-25',\n",
        "    '2015-02-26',\n",
        "    '2015-02-27',\n",
        "    '2015-02-28',\n",
        "    '2015-03-01',\n",
        "    '2015-03-02',\n",
        "    '2015-03-03',\n",
        "    '2015-03-04',\n",
        "    '2015-03-05',\n",
        "    '2015-03-06',\n",
        "    '2015-03-07',\n",
        "    '2015-03-08',\n",
        "    '2015-03-09',\n",
        "    '2015-03-10',\n",
        "    '2015-03-11',\n",
        "    '2015-03-12',\n",
        "    '2015-03-13',\n",
        "    '2015-03-14',\n",
        "    '2015-03-15',\n",
        "    '2015-03-16',\n",
        "    '2015-03-17',\n",
        "    '2015-03-18',\n",
        "    '2015-03-19',\n",
        "    '2015-03-20',\n",
        "    '2015-03-21',\n",
        "    '2015-03-22',\n",
        "    '2015-03-23',\n",
        "    '2015-03-24',\n",
        "    '2015-03-25',\n",
        "    '2015-03-26',\n",
        "    '2015-03-27',\n",
        "    '2015-03-28',\n",
        "    '2015-03-29',\n",
        "    '2015-03-30',\n",
        "    '2015-03-31',\n",
        "    '2015-04-01',\n",
        "    '2015-04-02',\n",
        "    '2015-04-03',\n",
        "    '2015-04-04',\n",
        "    '2015-04-05',\n",
        "    '2015-04-06',\n",
        "    '2015-04-07',\n",
        "    '2015-04-08',\n",
        "    '2015-04-09',\n",
        "    '2015-04-10'],\n",
        "   'y': array([ -0.84307038,  -0.23988   ,  -0.24712782,  -0.206079  ,\n",
        "            0.30260076,  -0.26149622,   0.94923657,  -0.87086298,\n",
        "           -2.43899363,  -4.5461539 ,  -2.19105018,  -0.84264861,\n",
        "            0.19721508,  -1.25244663,  -3.16441614,  -3.25387951,\n",
        "           -3.05291923,  -2.39344244,  -3.31717231,  -3.65656848,\n",
        "           -2.95241868,  -4.96186753,  -5.30133756,  -3.63216678,\n",
        "           -2.79089787,  -1.89480703,   0.32726061,   0.43040928,\n",
        "           -1.05105314,  -0.8553633 ,  -0.44494275,  -1.32405419,\n",
        "           -1.92419779,  -2.52025252,  -1.45987333,  -2.74300755,\n",
        "           -3.47547168,  -3.75958061,  -3.1895065 ,  -3.59781194,\n",
        "           -3.28875999,  -3.99438545,  -4.62704904,  -5.29802596,\n",
        "           -4.28896384,  -6.22376128,  -5.09315456,  -5.16465128,\n",
        "           -4.23655114,  -5.44272708,  -6.27102022,  -7.43151687,\n",
        "           -8.22540843,  -7.33610555,  -8.12491502,  -7.84965714,\n",
        "           -8.18624738,  -8.60799973, -10.25876129,  -9.23755701,\n",
        "          -10.25764616, -10.94542388, -10.67984648, -10.26743451,\n",
        "           -9.8174951 ,  -8.00168017,  -7.3501401 ,  -7.46845272,\n",
        "           -8.1986733 ,  -8.1524798 ,  -7.38348542,  -7.49959634,\n",
        "           -7.64304046,  -6.80338978,  -6.34034309,  -7.41695506,\n",
        "           -7.33499249,  -6.05771665,  -4.87605754,  -4.83880523,\n",
        "           -5.2846709 ,  -4.96422559,  -4.50301637,  -5.01684426,\n",
        "           -5.04600144,  -3.57822826,  -3.31837615,  -3.28824504,\n",
        "           -2.13557335,  -2.90014856,  -1.15360841,  -0.9619333 ,\n",
        "           -0.65587568,  -1.21665718,  -1.46641048,  -0.3098288 ,\n",
        "            0.65747591,   0.74768965,   1.044256  ,   0.22346763])}],\n",
        " 'layout': {'legend': {'bgcolor': '#F5F6F9', 'font': {'color': '#4D5663'}},\n",
        "  'paper_bgcolor': '#F5F6F9',\n",
        "  'plot_bgcolor': '#F5F6F9',\n",
        "  'xaxis': {'gridcolor': '#FFFFFF',\n",
        "   'tickfont': {'color': '#4D5663'},\n",
        "   'title': ''},\n",
        "  'yaxis': {'gridcolor': '#FFFFFF',\n",
        "   'tickfont': {'color': '#4D5663'},\n",
        "   'title': '',\n",
        "   'titlefont': {'color': '#4D5663'},\n",
        "   'zeroline': False}}}"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can also get the **Data** object directly"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data=df.to_iplot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data[0]['name']='My Custom Name'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "And pass this directly to **iplot**"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.iplot(data=data,filename='Tutorial Custom Name',world_readable=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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NY2KqAy57ykPWLJIxmNKhbAwKkY4BufExlsrl+Zhoqi7BUwxgrjTI6tcYC5J6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\nV/54nyHPB2nyf0rDctejQFz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2jd+ua1a8n0n+3vhl4v03wm+pi/0PV5CtsJQd8JJxgehy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Kd5Z/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\ni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       "metadata": {},
       "output_type": "pyout",
       "png": 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G37YSk/6XcSGDihYtTEMGuTyzWsc9JXmdp785i0qVKO4e/4J0OG7qhBHuOQazr5RrIHhD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\ndeU3eDrD//e6LsfT26xXjdX0iEpvTXf8XM/VqqD7E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