plotedits.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e67c5d2bf9e14e7e8be193f857acbb91",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(Text(value='0', description='y:'), Button(description='Reset', style=ButtonStyle())))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ee058b4299964485a314566f35139382",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FigureWidget({\n",
       "    'data': [{'marker': {'color': [#a3a7e4, #a3a7e4, #a3a7e4, #a3a7e4, #a3a7e4,\n",
       "               …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objs as go\n",
    "from ipywidgets import widgets\n",
    "from IPython.display import display, clear_output\n",
    "from plotly.widgets import GraphWidget\n",
    "import numpy as np\n",
    "import plotly.plotly as py\n",
    "from skimage import io\n",
    "import nibabel as nib\n",
    "import SimpleITK as sitk\n",
    "from plotly.grid_objs import Grid, Column\n",
    "import time\n",
    "import pandas as pd\n",
    "from plotly import tools\n",
    "import plotly\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, iplot\n",
    "\n",
    "N = 100\n",
    "x = np.random.randn(N)+1\n",
    "y_orig = np.random.randn(N)+2\n",
    "y_new = y_orig\n",
    "\n",
    "global saved_points \n",
    "saved_points = {'idxs': [], 'x': [], 'y': []}\n",
    "\n",
    "# Assigns plot array the original values\n",
    "def resetValues(b):\n",
    "    f.data[0].x = x\n",
    "    f.data[0].y = y_orig\n",
    "    scatter = f.data[0]\n",
    "    colors = ['#a3a7e4'] * 100\n",
    "    scatter.marker.color = colors\n",
    "    scatter.marker.size = [10] * 100\n",
    "    f.layout.hovermode = 'closest'\n",
    "\n",
    "# Generates button to reset plot\n",
    "reset_bt = widgets.Button(description=\"Reset\")\n",
    "\n",
    "# Box to specify what value to give the selected points\n",
    "text_input = widgets.Text(\n",
    "    description='y:',\n",
    "    value='0',\n",
    ")\n",
    "\n",
    "# Callback for reset button\n",
    "reset_bt.on_click(resetValues)\n",
    "\n",
    "# Generates box and button\n",
    "container = widgets.HBox(children=[text_input, reset_bt])\n",
    "display(container)\n",
    "\n",
    "# Generates figure\n",
    "f = go.FigureWidget([go.Scatter(x=x, y=y_orig, mode = 'markers')])\n",
    "\n",
    "# Specify figure data\n",
    "scatter = f.data[0]\n",
    "colors = ['#a3a7e4'] * 100\n",
    "scatter.marker.color = colors\n",
    "scatter.marker.size = [10] * 100\n",
    "f.layout.hovermode = 'closest'\n",
    "\n",
    "# create our callback function to update points (save points)\n",
    "def update_point(trace, points, selector):\n",
    "    y_new[points.point_inds] = float(text_input.value)\n",
    "    print(points)\n",
    "    f.data[0].x = x\n",
    "    f.data[0].y = y_new\n",
    "    c = list(scatter.marker.color)\n",
    "    s = list(scatter.marker.size)\n",
    "    for i in points.point_inds:\n",
    "        c[i] = '#f23535'\n",
    "        s[i] = 20\n",
    "        scatter.marker.color = c\n",
    "        scatter.marker.size = s\n",
    "        #print(c)\n",
    "    #print(y_orig)\n",
    "    saved_points['idxs'].append(points.point_inds[0])\n",
    "    saved_points['x'].append(points.xs[0])\n",
    "    saved_points['y'].append(points.ys[0])\n",
    "\n",
    "# Update points \n",
    "scatter.on_click(update_point)\n",
    "scatter.on_selection(update_point)\n",
    "\n",
    "# Show plot\n",
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Scatter' object has no attribute 'callba'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-49-c2d84996df1a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mscatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcallba\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: 'Scatter' object has no attribute 'callba'"
     ]
    }
   ],
   "source": [
    "def generate_map(orig_vol, idxs, bold):\n",
    "    \n",
    "    selected_vol = orig_vol[:,:,:,idxs] # only save selected timepoints to work with a smaller volume\n",
    "    selected_vol[bold[idxs] < 0] = -selected_vol[:,:,:,idxs] # multiply by minus 1 volume of selected timepoint that had a negative BOLD amplitude\n",
    "    cap_map = np.mean(selected_vol, axis=-1) # Generate the map by calculating the mean\n",
    "    \n",
    "    return(cap_map)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "nifti_image_filename = 'MNI152_T1_3mm_brain.nii.gz'\n",
    "tif_image_filename = 'template.tif'\n",
    "\n",
    "reader = sitk.ImageFileReader()\n",
    "reader.SetImageIO('NiftiImageIO')\n",
    "reader.SetFileName(nifti_image_filename)\n",
    "image = reader.Execute()\n",
    "writer = sitk.ImageFileWriter()\n",
    "writer.SetFileName(tif_image_filename)\n",
    "writer.Execute(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "vol = io.imread('attention-mri.tif')\n",
    "volume = vol.T\n",
    "r, c = volume[0].shape\n",
    "\n",
    "my_columns = []\n",
    "nr_frames = 68\n",
    "#grid = pd.DataFrame()\n",
    "\n",
    "for k in range(nr_frames):\n",
    "    #grid = grid.append({'z{}'.format(k + 1): (6.7 - k * 0.1) * np.ones((r, c)), 'surfc{}'.format(k + 1): np.flipud(volume[67 - k])}, ignore_index=True)\n",
    "    my_columns.extend(\n",
    "        [Column((6.7 - k * 0.1) * np.ones((r, c)), 'z{}'.format(k + 1)),\n",
    "         Column(np.flipud(volume[67 - k]), 'surfc{}'.format(k + 1))]\n",
    "    )\n",
    "grid = Grid(my_columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "pl_bone = [\n",
    "    [0.0, 'rgb(0, 0, 0)'],\n",
    "    [0.05, 'rgb(10, 10, 14)'],\n",
    "    [0.1, 'rgb(21, 21, 30)'],\n",
    "    [0.15, 'rgb(33, 33, 46)'],\n",
    "    [0.2, 'rgb(44, 44, 62)'],\n",
    "    [0.25, 'rgb(56, 55, 77)'],\n",
    "    [0.3, 'rgb(66, 66, 92)'],\n",
    "    [0.35, 'rgb(77, 77, 108)'],\n",
    "    [0.4, 'rgb(89, 92, 121)'],\n",
    "    [0.45, 'rgb(100, 107, 132)'],\n",
    "    [0.5, 'rgb(112, 123, 143)'],\n",
    "    [0.55, 'rgb(122, 137, 154)'],\n",
    "    [0.6, 'rgb(133, 153, 165)'],\n",
    "    [0.65, 'rgb(145, 169, 177)'],\n",
    "    [0.7, 'rgb(156, 184, 188)'],\n",
    "    [0.75, 'rgb(168, 199, 199)'],\n",
    "    [0.8, 'rgb(185, 210, 210)'],\n",
    "    [0.85, 'rgb(203, 221, 221)'],\n",
    "    [0.9, 'rgb(220, 233, 233)'],\n",
    "    [0.95, 'rgb(238, 244, 244)'],\n",
    "    [1.0, 'rgb(255, 255, 255)']\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'Grid' object has no attribute 'loc'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-39-3933e2a23dba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m     dict(\n\u001b[1;32m      3\u001b[0m         \u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'surface'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m         \u001b[0mzsrc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'z1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m         \u001b[0msurfacecolorsrc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgrid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'surfc1'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdropna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m         \u001b[0mcolorscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpl_bone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mAttributeError\u001b[0m: 'Grid' object has no attribute 'loc'"
     ]
    }
   ],
   "source": [
    "data=[\n",
    "    dict(\n",
    "        type='surface', \n",
    "        zsrc=grid.loc[:,'z1'].dropna(),\n",
    "        surfacecolorsrc=grid.loc[:,'surfc1'].dropna(),\n",
    "        colorscale=pl_bone,\n",
    "        colorbar=dict(thickness=20, ticklen=4)\n",
    "    )\n",
    "]\n",
    "\n",
    "frames=[]\n",
    "for k in range(nr_frames):\n",
    "    frames.append(\n",
    "        dict(\n",
    "            data=[dict(zsrc=grid.loc[:,'z{}'.format(k + 1)].dropna(),\n",
    "                       surfacecolorsrc=grid.loc[:,'surfc{}'.format(k + 1)].dropna())],\n",
    "            name='frame{}'.format(k + 1)\n",
    "        )\n",
    "    )\n",
    "\n",
    "sliders=[\n",
    "    dict(\n",
    "        steps=[dict(method='animate',\n",
    "                    args= [['frame{}'.format(k + 1)],\n",
    "                            dict(mode='immediate',\n",
    "                                 frame= dict(duration=70, redraw= False),\n",
    "                                 transition=dict(duration=0))],\n",
    "                    label='{:d}'.format(k+1)) for k in range(61)], \n",
    "        transition= dict(duration=0),\n",
    "        x=0,\n",
    "        y=0, \n",
    "        currentvalue=dict(font=dict(size=12), \n",
    "                          prefix='slice: ', \n",
    "                          visible=True, \n",
    "                          xanchor='center'\n",
    "                         ),  \n",
    "        len=1.0\n",
    "    )\n",
    "]\n",
    "\n",
    "axis3d = dict(\n",
    "    showbackground=True, \n",
    "    backgroundcolor=\"rgb(230, 230,230)\",\n",
    "    gridcolor=\"rgb(255, 255, 255)\",      \n",
    "    zerolinecolor=\"rgb(255, 255, 255)\",  \n",
    ")\n",
    "\n",
    "layout3d = dict(\n",
    "         title='Slices in volumetric data', \n",
    "         font=dict(family='Balto'),\n",
    "         width=600,\n",
    "         height=600,\n",
    "         scene=dict(xaxis=(axis3d),\n",
    "                    yaxis=(axis3d), \n",
    "                    zaxis=dict(axis3d, **dict(range=[-0.1, 6.8], autorange=False)), \n",
    "                    aspectratio=dict(x=1, y=1, z=1),\n",
    "                    ),\n",
    "         updatemenus=[\n",
    "             dict(type='buttons',\n",
    "                  showactive=False,\n",
    "                  y=1,\n",
    "                  x=1.3,\n",
    "                  xanchor='right',\n",
    "                  yanchor='top',\n",
    "                  pad=dict(t=0, r=10),\n",
    "                  buttons=[dict(label='Play',\n",
    "                                method='animate',\n",
    "                                args=[\n",
    "                                    None, \n",
    "                                    dict(frame=dict(duration=70, redraw=False),\n",
    "                                         transition=dict(duration=0),\n",
    "                                         fromcurrent=True,\n",
    "                                         mode='immediate')\n",
    "                                ])])\n",
    "         ],\n",
    "        sliders=sliders\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=[\n",
    "    dict(\n",
    "        type='surface',\n",
    "        zsrc=grid.get_column_reference('z1'),\n",
    "        surfacecolorsrc=grid.get_column_reference('surfc1'),\n",
    "        colorscale=pl_bone,\n",
    "        colorbar=dict(thickness=20, ticklen=4)\n",
    "    )\n",
    "]\n",
    "\n",
    "frames=[]\n",
    "for k in range(nr_frames):\n",
    "    frames.append(\n",
    "        dict(\n",
    "            data=[dict(zsrc=grid.get_column_reference('z{}'.format(k + 1)),\n",
    "                       surfacecolorsrc=grid.get_column_reference('surfc{}'.format(k + 1)))],\n",
    "            name='frame{}'.format(k + 1)\n",
    "        )\n",
    "    )\n",
    "\n",
    "sliders=[\n",
    "    dict(\n",
    "        steps=[dict(method='animate',\n",
    "                    args= [['frame{}'.format(k + 1)],\n",
    "                            dict(mode='immediate',\n",
    "                                 frame= dict(duration=70, redraw= False),\n",
    "                                 transition=dict(duration=0))],\n",
    "                    label='{:d}'.format(k+1)) for k in range(68)], \n",
    "        transition= dict(duration=0),\n",
    "        x=0,\n",
    "        y=0, \n",
    "        currentvalue=dict(font=dict(size=12), \n",
    "                          prefix='slice: ', \n",
    "                          visible=True, \n",
    "                          xanchor='center'\n",
    "                         ),  \n",
    "        len=1.0\n",
    "    )\n",
    "]\n",
    "\n",
    "axis3d = dict(\n",
    "    showbackground=True, \n",
    "    backgroundcolor=\"rgb(230, 230,230)\",\n",
    "    gridcolor=\"rgb(255, 255, 255)\",      \n",
    "    zerolinecolor=\"rgb(255, 255, 255)\",  \n",
    ")\n",
    "\n",
    "layout3d = dict(\n",
    "         title='Slices in volumetric data', \n",
    "         width=600,\n",
    "         height=600,\n",
    "         scene=dict(xaxis=(axis3d),\n",
    "                    yaxis=(axis3d), \n",
    "                    zaxis=dict(axis3d, **dict(range=[-0.1, 6.8], autorange=False)), \n",
    "                    aspectratio=dict(x=1, y=1, z=1),\n",
    "                    ),\n",
    "         updatemenus=[\n",
    "             dict(type='buttons',\n",
    "                  showactive=False,\n",
    "                  y=1,\n",
    "                  x=1.3,\n",
    "                  xanchor='right',\n",
    "                  yanchor='top',\n",
    "                  pad=dict(t=0, r=10),\n",
    "                  buttons=[dict(label='Play',\n",
    "                                method='animate',\n",
    "                                args=[\n",
    "                                    None, \n",
    "                                    dict(frame=dict(duration=70, redraw=False),\n",
    "                                         transition=dict(duration=0),\n",
    "                                         fromcurrent=True,\n",
    "                                         mode='immediate')\n",
    "                                ])])\n",
    "         ],\n",
    "        sliders=sliders\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "\n    Invalid element(s) received for the 'data' property of \n        Invalid elements include: [{'type': 'Surface', 'zsrc': '', 'surfacecolorsrc': '', 'colorscale': [[0.0, 'rgb(0, 0, 0)'], [0.05, 'rgb(10, 10, 14)'], [0.1, 'rgb(21, 21, 30)'], [0.15, 'rgb(33, 33, 46)'], [0.2, 'rgb(44, 44, 62)'], [0.25, 'rgb(56, 55, 77)'], [0.3, 'rgb(66, 66, 92)'], [0.35, 'rgb(77, 77, 108)'], [0.4, 'rgb(89, 92, 121)'], [0.45, 'rgb(100, 107, 132)'], [0.5, 'rgb(112, 123, 143)'], [0.55, 'rgb(122, 137, 154)'], [0.6, 'rgb(133, 153, 165)'], [0.65, 'rgb(145, 169, 177)'], [0.7, 'rgb(156, 184, 188)'], [0.75, 'rgb(168, 199, 199)'], [0.8, 'rgb(185, 210, 210)'], [0.85, 'rgb(203, 221, 221)'], [0.9, 'rgb(220, 233, 233)'], [0.95, 'rgb(238, 244, 244)'], [1.0, 'rgb(255, 255, 255)']], 'colorbar': {'thickness': 20, 'ticklen': 4}}]\n\n    The 'data' property is a tuple of trace instances\n    that may be specified as:\n      - A list or tuple of trace instances\n        (e.g. [Scatter(...), Bar(...)])\n      - A list or tuple of dicts of string/value properties where:\n        - The 'type' property specifies the trace type\n            One of: ['area', 'bar', 'barpolar', 'box',\n                     'candlestick', 'carpet', 'choropleth', 'cone',\n                     'contour', 'contourcarpet', 'heatmap',\n                     'heatmapgl', 'histogram', 'histogram2d',\n                     'histogram2dcontour', 'isosurface', 'mesh3d',\n                     'ohlc', 'parcats', 'parcoords', 'pie',\n                     'pointcloud', 'sankey', 'scatter',\n                     'scatter3d', 'scattercarpet', 'scattergeo',\n                     'scattergl', 'scattermapbox', 'scatterpolar',\n                     'scatterpolargl', 'scatterternary', 'splom',\n                     'streamtube', 'sunburst', 'surface', 'table',\n                     'violin', 'volume', 'waterfall']\n\n        - All remaining properties are passed to the constructor of\n          the specified trace type\n\n        (e.g. [{'type': 'scatter', ...}, {'type': 'bar, ...}])",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-59-24bfba5aed97>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlayout\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlayout3d\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mframes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;31m#icreate_animations(fig, filename='animslicesHead'+str(time.time()))\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0miplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'animslicesHead'\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/plotly/offline/offline.py\u001b[0m in \u001b[0;36miplot\u001b[0;34m(figure_or_data, show_link, link_text, validate, image, filename, image_width, image_height, config, auto_play, animation_opts)\u001b[0m\n\u001b[1;32m    360\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    361\u001b[0m     \u001b[0;31m# Get figure\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 362\u001b[0;31m     \u001b[0mfigure\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreturn_figure_from_figure_or_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigure_or_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalidate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    363\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    364\u001b[0m     \u001b[0;31m# Handle image request\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/plotly/tools.py\u001b[0m in \u001b[0;36mreturn_figure_from_figure_or_data\u001b[0;34m(figure_or_data, validate_figure)\u001b[0m\n\u001b[1;32m   1137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1138\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1139\u001b[0;31m             \u001b[0mfigure\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1140\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mexceptions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPlotlyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1141\u001b[0m             raise exceptions.PlotlyError(\"Invalid 'figure_or_data' argument. \"\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/plotly/graph_objs/_figure.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    508\u001b[0m         \"\"\"\n\u001b[1;32m    509\u001b[0m         super(Figure,\n\u001b[0;32m--> 510\u001b[0;31m               self).__init__(data, layout, frames, skip_invalid, **kwargs)\n\u001b[0m\u001b[1;32m    511\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    512\u001b[0m     def add_area(\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/plotly/basedatatypes.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, data, layout_plotly, frames, skip_invalid, **kwargs)\u001b[0m\n\u001b[1;32m    150\u001b[0m         \u001b[0;31m# ### Import traces ###\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    151\u001b[0m         data = self._data_validator.validate_coerce(data,\n\u001b[0;32m--> 152\u001b[0;31m                                                     skip_invalid=skip_invalid)\n\u001b[0m\u001b[1;32m    153\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    154\u001b[0m         \u001b[0;31m# ### Save tuple of trace objects ###\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/_plotly_utils/basevalidators.py\u001b[0m in \u001b[0;36mvalidate_coerce\u001b[0;34m(self, v, skip_invalid)\u001b[0m\n\u001b[1;32m   2350\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2351\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0minvalid_els\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2352\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraise_invalid_elements\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minvalid_els\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2353\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2354\u001b[0m             \u001b[0mv\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mto_scalar_or_list\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/_plotly_utils/basevalidators.py\u001b[0m in \u001b[0;36mraise_invalid_elements\u001b[0;34m(self, invalid_els)\u001b[0m\n\u001b[1;32m    287\u001b[0m                 \u001b[0mpname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mparent_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    288\u001b[0m                 \u001b[0minvalid\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minvalid_els\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 289\u001b[0;31m                 valid_clr_desc=self.description()))\n\u001b[0m\u001b[1;32m    290\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    291\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mvalidate_coerce\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: \n    Invalid element(s) received for the 'data' property of \n        Invalid elements include: [{'type': 'Surface', 'zsrc': '', 'surfacecolorsrc': '', 'colorscale': [[0.0, 'rgb(0, 0, 0)'], [0.05, 'rgb(10, 10, 14)'], [0.1, 'rgb(21, 21, 30)'], [0.15, 'rgb(33, 33, 46)'], [0.2, 'rgb(44, 44, 62)'], [0.25, 'rgb(56, 55, 77)'], [0.3, 'rgb(66, 66, 92)'], [0.35, 'rgb(77, 77, 108)'], [0.4, 'rgb(89, 92, 121)'], [0.45, 'rgb(100, 107, 132)'], [0.5, 'rgb(112, 123, 143)'], [0.55, 'rgb(122, 137, 154)'], [0.6, 'rgb(133, 153, 165)'], [0.65, 'rgb(145, 169, 177)'], [0.7, 'rgb(156, 184, 188)'], [0.75, 'rgb(168, 199, 199)'], [0.8, 'rgb(185, 210, 210)'], [0.85, 'rgb(203, 221, 221)'], [0.9, 'rgb(220, 233, 233)'], [0.95, 'rgb(238, 244, 244)'], [1.0, 'rgb(255, 255, 255)']], 'colorbar': {'thickness': 20, 'ticklen': 4}}]\n\n    The 'data' property is a tuple of trace instances\n    that may be specified as:\n      - A list or tuple of trace instances\n        (e.g. [Scatter(...), Bar(...)])\n      - A list or tuple of dicts of string/value properties where:\n        - The 'type' property specifies the trace type\n            One of: ['area', 'bar', 'barpolar', 'box',\n                     'candlestick', 'carpet', 'choropleth', 'cone',\n                     'contour', 'contourcarpet', 'heatmap',\n                     'heatmapgl', 'histogram', 'histogram2d',\n                     'histogram2dcontour', 'isosurface', 'mesh3d',\n                     'ohlc', 'parcats', 'parcoords', 'pie',\n                     'pointcloud', 'sankey', 'scatter',\n                     'scatter3d', 'scattercarpet', 'scattergeo',\n                     'scattergl', 'scattermapbox', 'scatterpolar',\n                     'scatterpolargl', 'scatterternary', 'splom',\n                     'streamtube', 'sunburst', 'surface', 'table',\n                     'violin', 'volume', 'waterfall']\n\n        - All remaining properties are passed to the constructor of\n          the specified trace type\n\n        (e.g. [{'type': 'scatter', ...}, {'type': 'bar, ...}])"
     ]
    }
   ],
   "source": [
    "fig=dict(data=data, layout=layout3d, frames=frames)\n",
    "#icreate_animations(fig, filename='animslicesHead'+str(time.time()))\n",
    "iplot(fig, filename='animslicesHead'+str(time.time()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0.39999999999999947, 0.39999999999999947, 0....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0.2999999999999998, 0.2999999999999998, 0.29...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0.20000000000000018, 0.20000000000000018, 0....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0.09999999999999964, 0.09999999999999964, 0....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...</td>\n",
       "      <td>[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>68 rows × 136 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               surfc1  \\\n",
       "0   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                   z1  \\\n",
       "0   [[6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7,...   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                               surfc2  \\\n",
       "0                                                 NaN   \n",
       "1   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                   z2  \\\n",
       "0                                                 NaN   \n",
       "1   [[6.6000000000000005, 6.6000000000000005, 6.60...   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                               surfc3  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                   z3  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2   [[6.5, 6.5, 6.5, 6.5, 6.5, 6.5, 6.5, 6.5, 6.5,...   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                               surfc4  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                   z4  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3   [[6.4, 6.4, 6.4, 6.4, 6.4, 6.4, 6.4, 6.4, 6.4,...   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                               surfc5  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4   [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                   z5  ...  \\\n",
       "0                                                 NaN  ...   \n",
       "1                                                 NaN  ...   \n",
       "2                                                 NaN  ...   \n",
       "3                                                 NaN  ...   \n",
       "4   [[6.3, 6.3, 6.3, 6.3, 6.3, 6.3, 6.3, 6.3, 6.3,...  ...   \n",
       "5                                                 NaN  ...   \n",
       "6                                                 NaN  ...   \n",
       "7                                                 NaN  ...   \n",
       "8                                                 NaN  ...   \n",
       "9                                                 NaN  ...   \n",
       "10                                                NaN  ...   \n",
       "11                                                NaN  ...   \n",
       "12                                                NaN  ...   \n",
       "13                                                NaN  ...   \n",
       "14                                                NaN  ...   \n",
       "15                                                NaN  ...   \n",
       "16                                                NaN  ...   \n",
       "17                                                NaN  ...   \n",
       "18                                                NaN  ...   \n",
       "19                                                NaN  ...   \n",
       "20                                                NaN  ...   \n",
       "21                                                NaN  ...   \n",
       "22                                                NaN  ...   \n",
       "23                                                NaN  ...   \n",
       "24                                                NaN  ...   \n",
       "25                                                NaN  ...   \n",
       "26                                                NaN  ...   \n",
       "27                                                NaN  ...   \n",
       "28                                                NaN  ...   \n",
       "29                                                NaN  ...   \n",
       "..                                                ...  ...   \n",
       "38                                                NaN  ...   \n",
       "39                                                NaN  ...   \n",
       "40                                                NaN  ...   \n",
       "41                                                NaN  ...   \n",
       "42                                                NaN  ...   \n",
       "43                                                NaN  ...   \n",
       "44                                                NaN  ...   \n",
       "45                                                NaN  ...   \n",
       "46                                                NaN  ...   \n",
       "47                                                NaN  ...   \n",
       "48                                                NaN  ...   \n",
       "49                                                NaN  ...   \n",
       "50                                                NaN  ...   \n",
       "51                                                NaN  ...   \n",
       "52                                                NaN  ...   \n",
       "53                                                NaN  ...   \n",
       "54                                                NaN  ...   \n",
       "55                                                NaN  ...   \n",
       "56                                                NaN  ...   \n",
       "57                                                NaN  ...   \n",
       "58                                                NaN  ...   \n",
       "59                                                NaN  ...   \n",
       "60                                                NaN  ...   \n",
       "61                                                NaN  ...   \n",
       "62                                                NaN  ...   \n",
       "63                                                NaN  ...   \n",
       "64                                                NaN  ...   \n",
       "65                                                NaN  ...   \n",
       "66                                                NaN  ...   \n",
       "67                                                NaN  ...   \n",
       "\n",
       "                                              surfc64  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                  z64  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63  [[0.39999999999999947, 0.39999999999999947, 0....   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                              surfc65  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                  z65  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64  [[0.2999999999999998, 0.2999999999999998, 0.29...   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                              surfc66  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                  z66  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65  [[0.20000000000000018, 0.20000000000000018, 0....   \n",
       "66                                                NaN   \n",
       "67                                                NaN   \n",
       "\n",
       "                                              surfc67  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "67                                                NaN   \n",
       "\n",
       "                                                  z67  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66  [[0.09999999999999964, 0.09999999999999964, 0....   \n",
       "67                                                NaN   \n",
       "\n",
       "                                              surfc68  \\\n",
       "0                                                 NaN   \n",
       "1                                                 NaN   \n",
       "2                                                 NaN   \n",
       "3                                                 NaN   \n",
       "4                                                 NaN   \n",
       "5                                                 NaN   \n",
       "6                                                 NaN   \n",
       "7                                                 NaN   \n",
       "8                                                 NaN   \n",
       "9                                                 NaN   \n",
       "10                                                NaN   \n",
       "11                                                NaN   \n",
       "12                                                NaN   \n",
       "13                                                NaN   \n",
       "14                                                NaN   \n",
       "15                                                NaN   \n",
       "16                                                NaN   \n",
       "17                                                NaN   \n",
       "18                                                NaN   \n",
       "19                                                NaN   \n",
       "20                                                NaN   \n",
       "21                                                NaN   \n",
       "22                                                NaN   \n",
       "23                                                NaN   \n",
       "24                                                NaN   \n",
       "25                                                NaN   \n",
       "26                                                NaN   \n",
       "27                                                NaN   \n",
       "28                                                NaN   \n",
       "29                                                NaN   \n",
       "..                                                ...   \n",
       "38                                                NaN   \n",
       "39                                                NaN   \n",
       "40                                                NaN   \n",
       "41                                                NaN   \n",
       "42                                                NaN   \n",
       "43                                                NaN   \n",
       "44                                                NaN   \n",
       "45                                                NaN   \n",
       "46                                                NaN   \n",
       "47                                                NaN   \n",
       "48                                                NaN   \n",
       "49                                                NaN   \n",
       "50                                                NaN   \n",
       "51                                                NaN   \n",
       "52                                                NaN   \n",
       "53                                                NaN   \n",
       "54                                                NaN   \n",
       "55                                                NaN   \n",
       "56                                                NaN   \n",
       "57                                                NaN   \n",
       "58                                                NaN   \n",
       "59                                                NaN   \n",
       "60                                                NaN   \n",
       "61                                                NaN   \n",
       "62                                                NaN   \n",
       "63                                                NaN   \n",
       "64                                                NaN   \n",
       "65                                                NaN   \n",
       "66                                                NaN   \n",
       "67  [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...   \n",
       "\n",
       "                                                  z68  \n",
       "0                                                 NaN  \n",
       "1                                                 NaN  \n",
       "2                                                 NaN  \n",
       "3                                                 NaN  \n",
       "4                                                 NaN  \n",
       "5                                                 NaN  \n",
       "6                                                 NaN  \n",
       "7                                                 NaN  \n",
       "8                                                 NaN  \n",
       "9                                                 NaN  \n",
       "10                                                NaN  \n",
       "11                                                NaN  \n",
       "12                                                NaN  \n",
       "13                                                NaN  \n",
       "14                                                NaN  \n",
       "15                                                NaN  \n",
       "16                                                NaN  \n",
       "17                                                NaN  \n",
       "18                                                NaN  \n",
       "19                                                NaN  \n",
       "20                                                NaN  \n",
       "21                                                NaN  \n",
       "22                                                NaN  \n",
       "23                                                NaN  \n",
       "24                                                NaN  \n",
       "25                                                NaN  \n",
       "26                                                NaN  \n",
       "27                                                NaN  \n",
       "28                                                NaN  \n",
       "29                                                NaN  \n",
       "..                                                ...  \n",
       "38                                                NaN  \n",
       "39                                                NaN  \n",
       "40                                                NaN  \n",
       "41                                                NaN  \n",
       "42                                                NaN  \n",
       "43                                                NaN  \n",
       "44                                                NaN  \n",
       "45                                                NaN  \n",
       "46                                                NaN  \n",
       "47                                                NaN  \n",
       "48                                                NaN  \n",
       "49                                                NaN  \n",
       "50                                                NaN  \n",
       "51                                                NaN  \n",
       "52                                                NaN  \n",
       "53                                                NaN  \n",
       "54                                                NaN  \n",
       "55                                                NaN  \n",
       "56                                                NaN  \n",
       "57                                                NaN  \n",
       "58                                                NaN  \n",
       "59                                                NaN  \n",
       "60                                                NaN  \n",
       "61                                                NaN  \n",
       "62                                                NaN  \n",
       "63                                                NaN  \n",
       "64                                                NaN  \n",
       "65                                                NaN  \n",
       "66                                                NaN  \n",
       "67  [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...  \n",
       "\n",
       "[68 rows x 136 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    [[6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7, 6.7,...\n",
       "Name: z1, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid.loc[:,'z1'].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "232\n",
      "256\n"
     ]
    }
   ],
   "source": [
    "print(r)\n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "        <script type=\"text/javascript\">\n",
       "        window.PlotlyConfig = {MathJaxConfig: 'local'};\n",
       "        if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}\n",
       "        if (typeof require !== 'undefined') {\n",
       "        require.undef(\"plotly\");\n",
       "        requirejs.config({\n",
       "            paths: {\n",
       "                'plotly': ['https://cdn.plot.ly/plotly-latest.min']\n",
       "            }\n",
       "        });\n",
       "        require(['plotly'], function(Plotly) {\n",
       "            window._Plotly = Plotly;\n",
       "        });\n",
       "        }\n",
       "        </script>\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "init_notebook_mode(connected=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
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