Correlations in Boston dataset

boston_corr.ipynb

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  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Correlations in the Boston Housing Dataset"
     ]
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Always start your data analysis by importing pandas :)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "boston = pd.read_csv(\"boston.csv\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "boston.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>CRIM</th>\n",
        "      <th>ZN</th>\n",
        "      <th>INDUS</th>\n",
        "      <th>CHAS</th>\n",
        "      <th>NOX</th>\n",
        "      <th>RM</th>\n",
        "      <th>AGE</th>\n",
        "      <th>DIS</th>\n",
        "      <th>RAD</th>\n",
        "      <th>TAX</th>\n",
        "      <th>PTRATIO</th>\n",
        "      <th>B</th>\n",
        "      <th>LSTAT</th>\n",
        "      <th>MEDV</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 0.00632</td>\n",
        "      <td> 18</td>\n",
        "      <td> 2.31</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.538</td>\n",
        "      <td> 6.575</td>\n",
        "      <td> 65.2</td>\n",
        "      <td> 4.0900</td>\n",
        "      <td> 1</td>\n",
        "      <td> 296</td>\n",
        "      <td> 15.3</td>\n",
        "      <td> 396.90</td>\n",
        "      <td> 4.98</td>\n",
        "      <td> 24.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 0.02731</td>\n",
        "      <td>  0</td>\n",
        "      <td> 7.07</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.469</td>\n",
        "      <td> 6.421</td>\n",
        "      <td> 78.9</td>\n",
        "      <td> 4.9671</td>\n",
        "      <td> 2</td>\n",
        "      <td> 242</td>\n",
        "      <td> 17.8</td>\n",
        "      <td> 396.90</td>\n",
        "      <td> 9.14</td>\n",
        "      <td> 21.6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 0.02729</td>\n",
        "      <td>  0</td>\n",
        "      <td> 7.07</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.469</td>\n",
        "      <td> 7.185</td>\n",
        "      <td> 61.1</td>\n",
        "      <td> 4.9671</td>\n",
        "      <td> 2</td>\n",
        "      <td> 242</td>\n",
        "      <td> 17.8</td>\n",
        "      <td> 392.83</td>\n",
        "      <td> 4.03</td>\n",
        "      <td> 34.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> 0.03237</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2.18</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.458</td>\n",
        "      <td> 6.998</td>\n",
        "      <td> 45.8</td>\n",
        "      <td> 6.0622</td>\n",
        "      <td> 3</td>\n",
        "      <td> 222</td>\n",
        "      <td> 18.7</td>\n",
        "      <td> 394.63</td>\n",
        "      <td> 2.94</td>\n",
        "      <td> 33.4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> 0.06905</td>\n",
        "      <td>  0</td>\n",
        "      <td> 2.18</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0.458</td>\n",
        "      <td> 7.147</td>\n",
        "      <td> 54.2</td>\n",
        "      <td> 6.0622</td>\n",
        "      <td> 3</td>\n",
        "      <td> 222</td>\n",
        "      <td> 18.7</td>\n",
        "      <td> 396.90</td>\n",
        "      <td> 5.33</td>\n",
        "      <td> 36.2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "      CRIM  ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD  TAX  PTRATIO  \\\n",
        "0  0.00632  18   2.31     0  0.538  6.575  65.2  4.0900    1  296     15.3   \n",
        "1  0.02731   0   7.07     0  0.469  6.421  78.9  4.9671    2  242     17.8   \n",
        "2  0.02729   0   7.07     0  0.469  7.185  61.1  4.9671    2  242     17.8   \n",
        "3  0.03237   0   2.18     0  0.458  6.998  45.8  6.0622    3  222     18.7   \n",
        "4  0.06905   0   2.18     0  0.458  7.147  54.2  6.0622    3  222     18.7   \n",
        "\n",
        "        B  LSTAT  MEDV  \n",
        "0  396.90   4.98  24.0  \n",
        "1  396.90   9.14  21.6  \n",
        "2  392.83   4.03  34.7  \n",
        "3  394.63   2.94  33.4  \n",
        "4  396.90   5.33  36.2  "
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# CRIM: per capita crime rate by town\n",
      "# boston[['CRIM']]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import seaborn as sns  # For awesome statistics"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# INDUS: proportion of non-retail business acres per town\n",
      "sns.distplot(boston[['INDUS']])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x7f5d4d8d7fd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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k9A0++fj2gl3XiVKpFCMTMwRqKqn2OvfxtKUtSN9IlIHRGB0bdMlXKaxl/xqM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\nOeecc84555xzzjnnZvwfGM/n0XnK6OAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f5d4db12b90>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Built-in plot of the correlation matrix"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corr_plot = sns.corrplot(boston)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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FQkI8+fkv+eKL8djZ9ayUXyMjYwYM6EOrVm0UafXr9wHjxn2hyAc/v82Ehoag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\nQgghhBBCCCGEEEIIIYQQQgghhPh/8z/+KcE1QdHbggAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f5d4d543dd0>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "plt.getp(corr_plot)  # Oh no! This is a figure, we cannot retrieve the underlying data..."
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "    adjustable = box\n",
        "    agg_filter = None\n",
        "    alpha = None\n",
        "    anchor = (1.0, 0.5)\n",
        "    animated = False\n",
        "    aspect = equal\n",
        "    autoscale_on = True\n",
        "    autoscalex_on = True\n",
        "    autoscaley_on = True\n",
        "    axes = Axes(0.212187,0.125;0.532813x0.775)\n",
        "    axes_locator = None\n",
        "    axis_bgcolor = #EAEAF2\n",
        "    axisbelow = True\n",
        "    children = [<matplotlib.axis.XAxis object at 0x7f5d4d728990>,...\n",
        "    clip_box = None\n",
        "    clip_on = True\n",
        "    clip_path = None\n",
        "    contains = None\n",
        "    cursor_props = (1, (0.0, 0.0, 0.0, 1.0))\n",
        "    data_ratio = 1.0\n",
        "    default_bbox_extra_artists = [<matplotlib.axis.XAxis object at 0x7f5d4d728990>,...\n",
        "    figure = Figure(640x440)\n",
        "    frame_on = True\n",
        "    geometry = (1, 2, 1)\n",
        "    gid = None\n",
        "    images = <a list of 1 AxesImage objects>\n",
        "    label = \n",
        "    legend = None\n",
        "    legend_handles_labels = ([], [])\n",
        "    lines = <a list of 0 Line2D objects>\n",
        "    navigate = True\n",
        "    navigate_mode = None\n",
        "    path_effects = []\n",
        "    picker = None\n",
        "    position = Bbox('array([[ 0.2121875,  0.125    ],\\n       [ 0...\n",
        "    rasterization_zorder = None\n",
        "    rasterized = None\n",
        "    renderer_cache = <matplotlib.backends.backend_agg.RendererAgg insta...\n",
        "    shared_x_axes = <matplotlib.cbook.Grouper object at 0x7f5d5f505ed0...\n",
        "    shared_y_axes = <matplotlib.cbook.Grouper object at 0x7f5d5f505f10...\n",
        "    sketch_params = None\n",
        "    snap = None\n",
        "    subplotspec = <matplotlib.gridspec.SubplotSpec object at 0x7f5d4...\n",
        "    title = \n",
        "    transform = IdentityTransform()\n",
        "    transformed_clip_path_and_affine = (None, None)\n",
        "    url = None\n",
        "    visible = True\n",
        "    window_extent = TransformedBbox(Bbox('array([[ 0.2121875,  0.125  ...\n",
        "    xaxis = XAxis(135.800000,55.000000)\n",
        "    xaxis_transform = BlendedGenericTransform(CompositeGenericTransform(...\n",
        "    xbound = (-0.5, 13.5)\n",
        "    xgridlines = <a list of 14 Line2D xgridline objects>\n",
        "    xlabel = \n",
        "    xlim = (-0.5, 13.5)\n",
        "    xmajorticklabels = <a list of 14 Text xticklabel objects>\n",
        "    xminorticklabels = <a list of 14 Text xticklabel objects>\n",
        "    xscale = linear\n",
        "    xticklabels = <a list of 14 Text xticklabel objects>\n",
        "    xticklines = <a list of 28 Text xtickline objects>\n",
        "    xticks = [ 0.  1.  2.  3.  4.  5.]...\n",
        "    yaxis = YAxis(135.800000,55.000000)\n",
        "    yaxis_transform = BlendedGenericTransform(BboxTransformTo(Transforme...\n",
        "    ybound = (-0.5, 13.5)\n",
        "    ygridlines = <a list of 14 Line2D ygridline objects>\n",
        "    ylabel = \n",
        "    ylim = (13.5, -0.5)\n",
        "    ymajorticklabels = <a list of 14 Text yticklabel objects>\n",
        "    yminorticklabels = <a list of 14 Text yticklabel objects>\n",
        "    yscale = linear\n",
        "    yticklabels = <a list of 14 Text yticklabel objects>\n",
        "    yticklines = <a list of 28 Line2D ytickline objects>\n",
        "    yticks = [ 0.  1.  2.  3.  4.  5.]...\n",
        "    zorder = 0\n"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "So let's do this 'manually'"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 29
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corrmat = np.corrcoef(boston.transpose())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.pcolormesh(corrmat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": [
        "<matplotlib.collections.QuadMesh at 0x7f5d4cd3cf10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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iyhgAiiljACimjAGgmDIGgGLKGACKKWMAKKaMAaCYMgaAYsoYAIopYwAopowBoNjUHGTs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\nAAAAAAAAAAAAAAD/ffw/3vP1LW+Ku/gAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f5d4d9a3310>"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "See what Plotly can do"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import plotly\n",
      "plotly.__version__"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "'1.4.14'"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import plotly.plotly as py\n",
      "import plotly.graph_objs as pgo"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = pgo.Data([pgo.Heatmap(z=corrmat)])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_url = py.plot(data, filename='boston-corr-heatmap', fileopt='overwrite')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 42
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "py.iplot(data)  # Yes, it's symmetrical so it's a waste to represent both sides... "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "application/pdf": 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CEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAAB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\nHHh+wkG46dVloVC4UChcKA9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o0KKKKAOzooor+yD+PwooooAz9b/49E/66D+RrErb1v8A49E/66D+RrEr+dPE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f4iZcs7zSc4VW3G1NxUbR0Wkozd++pc+0Q/3/0NH2iH+/8Aoap0Vz/8Rpz/AP580f8AwGf/AMsP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\n2O0mlaVvM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       "metadata": {},
       "output_type": "pyout",
       "png": 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KFXQwDysJ3hxRCV4dkODVrAhezYng1Z0IXjcrglfzIng1Jy/B+8ZT1qRGssE7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\nbCXBqw+U4NWsCF7NieDVnQheNyuCV/M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XFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFzIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyOTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OQgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRklJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjI5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5CAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBACAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUtLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTkICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEAICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0xMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFzIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyOTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OQgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRklJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjI5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5CAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBACAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUtLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTkICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEAICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0xMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFzIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyOTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OQgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRklJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjI5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5CAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBACAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUtLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTkICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEAICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0xMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFzIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyOTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OQgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRklJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjI5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5OTk5CAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAhAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBACAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICEZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGRkZGSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUlJSUtLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAA0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0YGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTE4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+REREREREREREREREREREREREREREREREREREREREREREREREREVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFSEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkoBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTEwADQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIisrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysxMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj5ERERERERERERERERERERERERERERERERERERERERERERERERERUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSgEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTAANDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKysrKzExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4ODg4OCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+Pj4+PkRERERERERERERERERERERERERERERERERERERERERERERERERFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMTExMAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFyEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAg3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT0LCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHRwEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSktLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0sADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISoqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICDc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc9PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PQsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwtDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLSwAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxchISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKggICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgINzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nz09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09CwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLC0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0cBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFyEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAg3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT0LCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHRwEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSktLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0sADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISoqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICDc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc9PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PQsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwtDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLSwAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxchISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKggICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgINzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nz09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09CwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLC0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0cBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFyEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAg3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT0LCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHRwEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQFKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSktLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0sADAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISoqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICDc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc9PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PQsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwtDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAUpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLSwAMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxchISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKggICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgINzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nzc3Nz09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09CwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLCwsLC0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0dHR0cBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpKSkpLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLS0tLAAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFxcXFyEhISEhISE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     "level": 3,
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     "source": [
      "Visualize the correlation matrix in 3D!"
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     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import plotly.tools as tls"
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    {
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     "input": [
      "tls.embed(\"https://plot.ly/~marianne2/544\")  # But it looks cool!"
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        "\tUh oh. Looks like an error occurred processing this request. We'll be working on fixing this. You can try again soon or contact us at feedback@plot.ly. Thanks for your patience and sorry for the delay. Happy plotting.\n",
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