figure4-velocity-plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:14:33.337452Z",
     "start_time": "2017-09-18T22:14:33.228315Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "import os as os\n",
    "import re as re\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import seaborn as sns\n",
    "\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "mpl.rc('text', usetex=True)\n",
    "cmap = sns.color_palette(\"Paired\", 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:14:33.875715Z",
     "start_time": "2017-09-18T22:14:33.784351Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from motors.plot import *\n",
    "from motors.aesthetics import *\n",
    "from motors.analysis import *\n",
    "prepare_plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load in pre-computed pandas `DataFrame`s\n",
    "\n",
    "These pickle files contain flux, stall force, and maximum power for each torsion angle as a fuction of substrate concentration. The concentration is stored as an exponent (i.e., -6.0 means the substrate concentration is $10^{-6.0}$ M)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:14:35.630475Z",
     "start_time": "2017-09-18T22:14:35.483387Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "directory = './precomputed-pickles/'\n",
    "adk_312 = pd.read_pickle(directory + 'adk-concentration-scan.pickle')\n",
    "pka_140 = pd.read_pickle(directory + 'pka-concentration-scan.pickle')\n",
    "hiv_10 = pd.read_pickle(directory + 'hiv-concentration-scan-catalytic-rate-10.pickle')\n",
    "hiv_200 = pd.read_pickle(directory + 'hiv-concentration-scan-catalytic-rate-200.pickle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Concentration</th>\n",
       "      <th>Directional flux</th>\n",
       "      <th>Driven flux</th>\n",
       "      <th>File</th>\n",
       "      <th>Intersurface flux</th>\n",
       "      <th>Max load</th>\n",
       "      <th>Max power</th>\n",
       "      <th>ResID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000533</td>\n",
       "      <td>0.037806</td>\n",
       "      <td>chi1ALA11</td>\n",
       "      <td>0.010940</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000021</td>\n",
       "      <td>0.011227</td>\n",
       "      <td>chi1ALA127</td>\n",
       "      <td>0.005050</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000119</td>\n",
       "      <td>0.025289</td>\n",
       "      <td>chi1ALA17</td>\n",
       "      <td>0.009720</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000078</td>\n",
       "      <td>0.016022</td>\n",
       "      <td>chi1ALA176</td>\n",
       "      <td>0.005808</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.006140</td>\n",
       "      <td>chi1ALA186</td>\n",
       "      <td>0.002077</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Concentration  Directional flux  Driven flux        File  \\\n",
       "0           -6.0         -0.000533     0.037806   chi1ALA11   \n",
       "1           -6.0         -0.000021     0.011227  chi1ALA127   \n",
       "2           -6.0         -0.000119     0.025289   chi1ALA17   \n",
       "3           -6.0          0.000078     0.016022  chi1ALA176   \n",
       "4           -6.0          0.000033     0.006140  chi1ALA186   \n",
       "\n",
       "   Intersurface flux  Max load  Max power ResID  \n",
       "0           0.010940       0.0        0.0    11  \n",
       "1           0.005050       0.0        0.0   127  \n",
       "2           0.009720       0.0        0.0    17  \n",
       "3           0.005808       0.0        0.0   176  \n",
       "4           0.002077       0.0        0.0   186  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adk_312.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here I'm picking an example angle, I know is well-behaved."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "concentrations = [10**i for i in np.unique(adk_312['Concentration'].values)]\n",
    "directional_flux, reciprocating_flux, velocity = return_fluxes_and_velocity(protein='adk_md_data', \n",
    "                                                                            name='chi2THR175', \n",
    "                                                                            concentrations=concentrations,\n",
    "                                                                            directory='./md-data/adenylate-kinase/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGvCAYAAAB2EvBtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e9054c710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fluxes_and_velocity(concentrations, directional_flux, reciprocating_flux, velocity,\n",
    "                        ymin1=0, ymax1=350, label='ADK Thr$^{{175}}_{{\\chi_2}}$')\n",
    "panel_label('a', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGzCAYAAAACBjKNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e8c190160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_directional_flux_and_velocity(concentrations, directional_flux, velocity,\n",
    "                        ymin1=0, ymax1=350, label='ADK Thr$^{{175}}_{{\\chi_2}}$')\n",
    "panel_label('a', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "concentrations = [10**i for i in np.unique(pka_140['Concentration'].values)]\n",
    "directional_flux, reciprocating_flux, velocity = return_fluxes_and_velocity(protein='pka_md_data', \n",
    "                                                                            name='psiSER311', \n",
    "                                                                            concentrations=concentrations,\n",
    "                                                                            directory='./md-data/pka-md-data/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGvCAYAAAB2EvBtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhFm214utxAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e84ba0a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fluxes_and_velocity(concentrations, directional_flux, reciprocating_flux, velocity,\n",
    "                        ymin1=0, ymax1=150, label='PKA Ser$^{{311}}_{{\\psi}}$')\n",
    "panel_label('b', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAG0CAYAAAAfAwI1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e8c0a2a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_directional_flux_and_velocity(concentrations, directional_flux, velocity,\n",
    "                        ymin1=0, ymax1=150, label='PKA Ser$^{{311}}_{{\\psi}}$')\n",
    "panel_label('b', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "concentrations = [10**i for i in np.unique(pka_140['Concentration'].values)]\n",
    "directional_flux, reciprocating_flux, velocity = return_fluxes_and_velocity(protein='pka_md_data', \n",
    "                                                                            name='chi2GLU194', \n",
    "                                                                            concentrations=concentrations,\n",
    "                                                                            directory='./md-data/pka-md-data/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGvCAYAAAB2EvBtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n0hCLKyIiIiINsbgiIiIi0tD/AH7hr5Obyil5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e84e73cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fluxes_and_velocity(concentrations, directional_flux, reciprocating_flux, velocity,\n",
    "                        ymin1=0, ymax1=150, label='PKA Glu$^{{194}}_{{\\chi_2}}$')\n",
    "panel_label('b', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAGzCAYAAAACBjKNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0e84a962e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_directional_flux_and_velocity(concentrations, directional_flux, velocity,\n",
    "                        ymin1=0, ymax1=150, label='PKA Glu$^{{194}}_{{\\chi_2}}$')\n",
    "panel_label('b', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:15:54.807696Z",
     "start_time": "2017-09-18T22:15:53.918634Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "concentrations = [10**i for i in np.unique(hiv_10['Concentration'].values)]\n",
    "directional_flux, reciprocating_flux, velocity = return_fluxes_and_velocity(protein='hiv_md_data', \n",
    "                                                                            name='chi2ASP124', \n",
    "                                                                            concentrations=concentrations,\n",
    "                                                                            catalytic_rate=10.0,\n",
    "                                                                            directory='./md-data/hiv-protease/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:16:13.511712Z",
     "start_time": "2017-09-18T22:16:12.711434Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAGvCAYAAABPdUE2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nETlgkURERETkgEUSERERkYP/B19yVa9FF4rfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f61c0e845f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_fluxes_and_velocity(concentrations, directional_flux, reciprocating_flux, velocity,\n",
    "                        ymin1=0, ymax1=11, label='HIVP Asp$^{{124}}_{{\\chi_2}}$')\n",
    "panel_label('c', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T22:17:04.054105Z",
     "start_time": "2017-09-18T22:17:03.235886Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkkAAAGzCAYAAAA7YYPWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f61a6b8e2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_directional_flux_and_velocity(concentrations, directional_flux, velocity,\n",
    "                        ymin1=0, ymax1=11, label='HIVP Asp$^{{124}}_{{\\chi_2}}$')\n",
    "panel_label('c', panel_xoffset=-0.22, panel_yoffset=1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T12:01:09.991448Z",
     "start_time": "2017-09-18T12:01:09.138280Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "concentrations = [10**i for i in np.unique(hiv_10['Concentration'].values)]\n",
    "directional_flux, reciprocating_flux, velocity = return_fluxes_and_velocity(protein='hiv_md_data', \n",
    "                                                                            name='chi2ASP124', \n",
    "                                                                            concentrations=concentrations,\n",
    "                                                                            directory='./md-data/hiv-protease/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T17:34:56.702866Z",
     "start_time": "2017-09-18T17:34:56.605947Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Concentration</th>\n",
       "      <th>Directional flux</th>\n",
       "      <th>Driven flux</th>\n",
       "      <th>File</th>\n",
       "      <th>Intersurface flux</th>\n",
       "      <th>Max load</th>\n",
       "      <th>Max power</th>\n",
       "      <th>ResID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000005</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000144</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000026</td>\n",
       "      <td>0.000411</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000129</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000470</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000087</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.000378</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000016</td>\n",
       "      <td>0.000394</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000002</td>\n",
       "      <td>0.001482</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000077</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000278</td>\n",
       "      <td>0.002554</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000837</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000303</td>\n",
       "      <td>0.003327</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000841</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000200</td>\n",
       "      <td>0.000893</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000137</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000718</td>\n",
       "      <td>0.002426</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000965</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000057</td>\n",
       "      <td>0.001316</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000312</td>\n",
       "      <td>-0.00002</td>\n",
       "      <td>4.492278e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000277</td>\n",
       "      <td>0.000974</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000463</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000331</td>\n",
       "      <td>0.004358</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.001204</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000199</td>\n",
       "      <td>0.004841</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.001539</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000285</td>\n",
       "      <td>0.000509</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000130</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000412</td>\n",
       "      <td>0.003856</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000222</td>\n",
       "      <td>-0.00007</td>\n",
       "      <td>5.044955e-08</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000111</td>\n",
       "      <td>0.001238</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>9.053952e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>0.001788</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000367</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000110</td>\n",
       "      <td>0.001196</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000091</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000699</td>\n",
       "      <td>0.002477</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000668</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>6.733456e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.001028</td>\n",
       "      <td>0.004682</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000638</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000212</td>\n",
       "      <td>0.003513</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000710</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000057</td>\n",
       "      <td>0.004599</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.001055</td>\n",
       "      <td>-0.00002</td>\n",
       "      <td>3.057884e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>0.002831</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000728</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000689</td>\n",
       "      <td>0.008418</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000194</td>\n",
       "      <td>0.00006</td>\n",
       "      <td>4.933327e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000569</td>\n",
       "      <td>0.002829</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000131</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000854</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000298</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>2.177802e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.000225</td>\n",
       "      <td>0.001742</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000361</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>0.069905</td>\n",
       "      <td>0.341275</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000457</td>\n",
       "      <td>0.00005</td>\n",
       "      <td>4.098082e-06</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-6.0</td>\n",
       "      <td>-0.000782</td>\n",
       "      <td>0.003206</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>124</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48870</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.001346</td>\n",
       "      <td>0.753737</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.299871</td>\n",
       "      <td>-0.00007</td>\n",
       "      <td>1.966829e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48871</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.104153</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.044313</td>\n",
       "      <td>0.00004</td>\n",
       "      <td>2.684587e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48872</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000041</td>\n",
       "      <td>0.291239</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.138166</td>\n",
       "      <td>-0.00003</td>\n",
       "      <td>1.302295e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48873</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000154</td>\n",
       "      <td>1.711958</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.550904</td>\n",
       "      <td>-0.00002</td>\n",
       "      <td>3.620735e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48874</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.003362</td>\n",
       "      <td>0.826212</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.284685</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>1.338041e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48875</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000062</td>\n",
       "      <td>0.755359</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.215731</td>\n",
       "      <td>-0.00014</td>\n",
       "      <td>2.130274e-08</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48876</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.020588</td>\n",
       "      <td>0.824858</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.231592</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>1.060422e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48877</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.012225</td>\n",
       "      <td>0.384369</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.151854</td>\n",
       "      <td>-0.00002</td>\n",
       "      <td>2.943499e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48878</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.286993</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.082667</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>8.803944e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48879</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000097</td>\n",
       "      <td>0.209965</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.112964</td>\n",
       "      <td>-0.00004</td>\n",
       "      <td>3.599439e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48880</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000189</td>\n",
       "      <td>0.216276</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.125996</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>3.183879e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48881</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000007</td>\n",
       "      <td>0.219900</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.070003</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>1.020634e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48882</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000090</td>\n",
       "      <td>0.488964</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.149845</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>1.095377e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48883</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000337</td>\n",
       "      <td>1.768563</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.440623</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>1.905893e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48884</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.317575</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.081047</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>5.701477e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48885</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000097</td>\n",
       "      <td>0.121472</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.041350</td>\n",
       "      <td>0.00005</td>\n",
       "      <td>2.565096e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48886</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.198175</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.062671</td>\n",
       "      <td>0.00008</td>\n",
       "      <td>9.325107e-11</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48887</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000089</td>\n",
       "      <td>0.211018</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.097849</td>\n",
       "      <td>0.00006</td>\n",
       "      <td>1.369575e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48888</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.013721</td>\n",
       "      <td>0.136882</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.030300</td>\n",
       "      <td>0.00005</td>\n",
       "      <td>3.733973e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48889</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.664279</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.224186</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>1.792699e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48890</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000113</td>\n",
       "      <td>1.523552</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.451127</td>\n",
       "      <td>-0.00008</td>\n",
       "      <td>1.054990e-08</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48891</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000067</td>\n",
       "      <td>0.556951</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.154730</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>2.180528e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48892</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.004219</td>\n",
       "      <td>0.592142</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.220460</td>\n",
       "      <td>-0.00004</td>\n",
       "      <td>3.612563e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48893</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000062</td>\n",
       "      <td>0.625528</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.199590</td>\n",
       "      <td>0.00003</td>\n",
       "      <td>2.505857e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48894</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.010909</td>\n",
       "      <td>1.253795</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.389649</td>\n",
       "      <td>-0.00003</td>\n",
       "      <td>5.880384e-07</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48895</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000068</td>\n",
       "      <td>0.547752</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.159757</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>1.695409e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48896</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.652285</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.198135</td>\n",
       "      <td>0.00003</td>\n",
       "      <td>9.816454e-10</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48897</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.000110</td>\n",
       "      <td>0.127844</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.040423</td>\n",
       "      <td>-0.00001</td>\n",
       "      <td>5.332974e-12</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48898</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-0.001049</td>\n",
       "      <td>0.159844</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.085293</td>\n",
       "      <td>-0.00010</td>\n",
       "      <td>6.218130e-08</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48899</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.000147</td>\n",
       "      <td>0.376934</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>0.164862</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>1.711923e-09</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48900 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Concentration  Directional flux  Driven flux        File  \\\n",
       "0               -6.0         -0.000005     0.000420  chi2ASP124   \n",
       "1               -6.0         -0.000026     0.000411  chi2ASP124   \n",
       "2               -6.0          0.000030     0.000470  chi2ASP124   \n",
       "3               -6.0         -0.000004     0.000378  chi2ASP124   \n",
       "4               -6.0         -0.000016     0.000394  chi2ASP124   \n",
       "5               -6.0         -0.000002     0.001482  chi2ASP124   \n",
       "6               -6.0         -0.000278     0.002554  chi2ASP124   \n",
       "7               -6.0         -0.000303     0.003327  chi2ASP124   \n",
       "8               -6.0         -0.000200     0.000893  chi2ASP124   \n",
       "9               -6.0         -0.000718     0.002426  chi2ASP124   \n",
       "10              -6.0         -0.000057     0.001316  chi2ASP124   \n",
       "11              -6.0         -0.000277     0.000974  chi2ASP124   \n",
       "12              -6.0          0.000331     0.004358  chi2ASP124   \n",
       "13              -6.0         -0.000199     0.004841  chi2ASP124   \n",
       "14              -6.0          0.000285     0.000509  chi2ASP124   \n",
       "15              -6.0         -0.000412     0.003856  chi2ASP124   \n",
       "16              -6.0          0.000111     0.001238  chi2ASP124   \n",
       "17              -6.0          0.000067     0.001788  chi2ASP124   \n",
       "18              -6.0         -0.000110     0.001196  chi2ASP124   \n",
       "19              -6.0          0.000699     0.002477  chi2ASP124   \n",
       "20              -6.0         -0.001028     0.004682  chi2ASP124   \n",
       "21              -6.0         -0.000212     0.003513  chi2ASP124   \n",
       "22              -6.0         -0.000057     0.004599  chi2ASP124   \n",
       "23              -6.0          0.000040     0.002831  chi2ASP124   \n",
       "24              -6.0          0.000689     0.008418  chi2ASP124   \n",
       "25              -6.0         -0.000569     0.002829  chi2ASP124   \n",
       "26              -6.0          0.000025     0.000854  chi2ASP124   \n",
       "27              -6.0          0.000225     0.001742  chi2ASP124   \n",
       "28              -6.0          0.069905     0.341275  chi2ASP124   \n",
       "29              -6.0         -0.000782     0.003206  chi2ASP124   \n",
       "...              ...               ...          ...         ...   \n",
       "48870           -0.1         -0.001346     0.753737  chi2ASP124   \n",
       "48871           -0.1          0.000033     0.104153  chi2ASP124   \n",
       "48872           -0.1         -0.000041     0.291239  chi2ASP124   \n",
       "48873           -0.1         -0.000154     1.711958  chi2ASP124   \n",
       "48874           -0.1          0.003362     0.826212  chi2ASP124   \n",
       "48875           -0.1         -0.000062     0.755359  chi2ASP124   \n",
       "48876           -0.1         -0.020588     0.824858  chi2ASP124   \n",
       "48877           -0.1         -0.012225     0.384369  chi2ASP124   \n",
       "48878           -0.1          0.000479     0.286993  chi2ASP124   \n",
       "48879           -0.1         -0.000097     0.209965  chi2ASP124   \n",
       "48880           -0.1         -0.000189     0.216276  chi2ASP124   \n",
       "48881           -0.1         -0.000007     0.219900  chi2ASP124   \n",
       "48882           -0.1         -0.000090     0.488964  chi2ASP124   \n",
       "48883           -0.1          0.000337     1.768563  chi2ASP124   \n",
       "48884           -0.1         -0.000004     0.317575  chi2ASP124   \n",
       "48885           -0.1          0.000097     0.121472  chi2ASP124   \n",
       "48886           -0.1          0.000126     0.198175  chi2ASP124   \n",
       "48887           -0.1          0.000089     0.211018  chi2ASP124   \n",
       "48888           -0.1          0.013721     0.136882  chi2ASP124   \n",
       "48889           -0.1          0.000002     0.664279  chi2ASP124   \n",
       "48890           -0.1         -0.000113     1.523552  chi2ASP124   \n",
       "48891           -0.1         -0.000067     0.556951  chi2ASP124   \n",
       "48892           -0.1         -0.004219     0.592142  chi2ASP124   \n",
       "48893           -0.1          0.000062     0.625528  chi2ASP124   \n",
       "48894           -0.1         -0.010909     1.253795  chi2ASP124   \n",
       "48895           -0.1         -0.000068     0.547752  chi2ASP124   \n",
       "48896           -0.1          0.000005     0.652285  chi2ASP124   \n",
       "48897           -0.1         -0.000110     0.127844  chi2ASP124   \n",
       "48898           -0.1         -0.001049     0.159844  chi2ASP124   \n",
       "48899           -0.1          0.000147     0.376934  chi2ASP124   \n",
       "\n",
       "       Intersurface flux  Max load     Max power  ResID  \n",
       "0               0.000144   0.00000  0.000000e+00    124  \n",
       "1               0.000129   0.00000  0.000000e+00    124  \n",
       "2               0.000087   0.00000  0.000000e+00    124  \n",
       "3               0.000070   0.00000  0.000000e+00    124  \n",
       "4               0.000091   0.00000  0.000000e+00    124  \n",
       "5               0.000077   0.00000  0.000000e+00    124  \n",
       "6               0.000837   0.00000  0.000000e+00    124  \n",
       "7               0.000841   0.00000  0.000000e+00    124  \n",
       "8               0.000137   0.00000  0.000000e+00    124  \n",
       "9               0.000965   0.00000  0.000000e+00    124  \n",
       "10              0.000312  -0.00002  4.492278e-09    124  \n",
       "11              0.000463   0.00000  0.000000e+00    124  \n",
       "12              0.001204   0.00000  0.000000e+00    124  \n",
       "13              0.001539   0.00000  0.000000e+00    124  \n",
       "14              0.000130   0.00000  0.000000e+00    124  \n",
       "15              0.000222  -0.00007  5.044955e-08    124  \n",
       "16              0.000097   0.00002  9.053952e-09    124  \n",
       "17              0.000367   0.00000  0.000000e+00    124  \n",
       "18              0.000091   0.00000  0.000000e+00    124  \n",
       "19              0.000668   0.00002  6.733456e-09    124  \n",
       "20              0.000638   0.00000  0.000000e+00    124  \n",
       "21              0.000710   0.00000  0.000000e+00    124  \n",
       "22              0.001055  -0.00002  3.057884e-09    124  \n",
       "23              0.000728   0.00000  0.000000e+00    124  \n",
       "24              0.000194   0.00006  4.933327e-07    124  \n",
       "25              0.000131   0.00000  0.000000e+00    124  \n",
       "26              0.000298   0.00001  2.177802e-10    124  \n",
       "27              0.000361   0.00000  0.000000e+00    124  \n",
       "28              0.000457   0.00005  4.098082e-06    124  \n",
       "29              0.000106   0.00000  0.000000e+00    124  \n",
       "...                  ...       ...           ...    ...  \n",
       "48870           0.299871  -0.00007  1.966829e-07    124  \n",
       "48871           0.044313   0.00004  2.684587e-09    124  \n",
       "48872           0.138166  -0.00003  1.302295e-09    124  \n",
       "48873           0.550904  -0.00002  3.620735e-09    124  \n",
       "48874           0.284685   0.00001  1.338041e-07    124  \n",
       "48875           0.215731  -0.00014  2.130274e-08    124  \n",
       "48876           0.231592  -0.00001  1.060422e-07    124  \n",
       "48877           0.151854  -0.00002  2.943499e-07    124  \n",
       "48878           0.082667   0.00002  8.803944e-10    124  \n",
       "48879           0.112964  -0.00004  3.599439e-09    124  \n",
       "48880           0.125996  -0.00001  3.183879e-09    124  \n",
       "48881           0.070003  -0.00001  1.020634e-09    124  \n",
       "48882           0.149845  -0.00001  1.095377e-09    124  \n",
       "48883           0.440623   0.00001  1.905893e-09    124  \n",
       "48884           0.081047  -0.00001  5.701477e-10    124  \n",
       "48885           0.041350   0.00005  2.565096e-09    124  \n",
       "48886           0.062671   0.00008  9.325107e-11    124  \n",
       "48887           0.097849   0.00006  1.369575e-10    124  \n",
       "48888           0.030300   0.00005  3.733973e-07    124  \n",
       "48889           0.224186   0.00002  1.792699e-09    124  \n",
       "48890           0.451127  -0.00008  1.054990e-08    124  \n",
       "48891           0.154730  -0.00001  2.180528e-09    124  \n",
       "48892           0.220460  -0.00004  3.612563e-07    124  \n",
       "48893           0.199590   0.00003  2.505857e-10    124  \n",
       "48894           0.389649  -0.00003  5.880384e-07    124  \n",
       "48895           0.159757  -0.00001  1.695409e-09    124  \n",
       "48896           0.198135   0.00003  9.816454e-10    124  \n",
       "48897           0.040423  -0.00001  5.332974e-12    124  \n",
       "48898           0.085293  -0.00010  6.218130e-08    124  \n",
       "48899           0.164862   0.00002  1.711923e-09    124  \n",
       "\n",
       "[48900 rows x 8 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hiv_10[hiv_10['File'] == 'chi2ASP124']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T12:01:59.759169Z",
     "start_time": "2017-09-18T12:01:59.607171Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dslochower/data/applications/anaconda3/lib/python3.6/site-packages/ipykernel/__main__.py:1: FutureWarning: sort(columns=....) is deprecated, use sort_values(by=.....)\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Concentration</th>\n",
       "      <th>Directional flux</th>\n",
       "      <th>Driven flux</th>\n",
       "      <th>File</th>\n",
       "      <th>Intersurface flux</th>\n",
       "      <th>Max load</th>\n",
       "      <th>Max power</th>\n",
       "      <th>ResID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>44197</th>\n",
       "      <td>-0.6</td>\n",
       "      <td>-5.620324</td>\n",
       "      <td>8.480225</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.590913</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45012</th>\n",
       "      <td>-0.5</td>\n",
       "      <td>-5.618817</td>\n",
       "      <td>8.478857</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.590684</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43382</th>\n",
       "      <td>-0.7</td>\n",
       "      <td>-5.618806</td>\n",
       "      <td>8.477664</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.590092</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45827</th>\n",
       "      <td>-0.4</td>\n",
       "      <td>-5.617536</td>\n",
       "      <td>8.477022</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.590484</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42567</th>\n",
       "      <td>-0.8</td>\n",
       "      <td>-5.616696</td>\n",
       "      <td>8.475064</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.589814</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46642</th>\n",
       "      <td>-0.3</td>\n",
       "      <td>-5.614961</td>\n",
       "      <td>8.472758</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.589886</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41752</th>\n",
       "      <td>-0.9</td>\n",
       "      <td>-5.612800</td>\n",
       "      <td>8.469861</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.588987</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47457</th>\n",
       "      <td>-0.2</td>\n",
       "      <td>-5.610379</td>\n",
       "      <td>8.467282</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.589287</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40937</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>-5.607474</td>\n",
       "      <td>8.461244</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.587351</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48272</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>-5.604386</td>\n",
       "      <td>8.458487</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.587503</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40122</th>\n",
       "      <td>-1.1</td>\n",
       "      <td>-5.598888</td>\n",
       "      <td>8.449769</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.584938</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39307</th>\n",
       "      <td>-1.2</td>\n",
       "      <td>-5.589972</td>\n",
       "      <td>8.434966</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.582437</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38492</th>\n",
       "      <td>-1.3</td>\n",
       "      <td>-5.578198</td>\n",
       "      <td>8.417297</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.578792</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37677</th>\n",
       "      <td>-1.4</td>\n",
       "      <td>-5.562805</td>\n",
       "      <td>8.393799</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.574267</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36862</th>\n",
       "      <td>-1.5</td>\n",
       "      <td>-5.542867</td>\n",
       "      <td>8.363680</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.568706</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36047</th>\n",
       "      <td>-1.6</td>\n",
       "      <td>-5.518381</td>\n",
       "      <td>8.326397</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.561575</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35232</th>\n",
       "      <td>-1.7</td>\n",
       "      <td>-5.486717</td>\n",
       "      <td>8.279113</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.553097</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34417</th>\n",
       "      <td>-1.8</td>\n",
       "      <td>-5.448649</td>\n",
       "      <td>8.221684</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.542004</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33602</th>\n",
       "      <td>-1.9</td>\n",
       "      <td>-5.400666</td>\n",
       "      <td>8.149557</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.528863</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32787</th>\n",
       "      <td>-2.0</td>\n",
       "      <td>-5.341845</td>\n",
       "      <td>8.060702</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.511986</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31972</th>\n",
       "      <td>-2.1</td>\n",
       "      <td>-5.269377</td>\n",
       "      <td>7.950272</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.491331</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31157</th>\n",
       "      <td>-2.2</td>\n",
       "      <td>-5.180432</td>\n",
       "      <td>7.817149</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.466302</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30342</th>\n",
       "      <td>-2.3</td>\n",
       "      <td>-5.072616</td>\n",
       "      <td>7.654922</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.435948</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29527</th>\n",
       "      <td>-2.4</td>\n",
       "      <td>-4.943561</td>\n",
       "      <td>7.459531</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.399424</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28712</th>\n",
       "      <td>-2.5</td>\n",
       "      <td>-4.790670</td>\n",
       "      <td>7.227575</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.355872</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27897</th>\n",
       "      <td>-2.6</td>\n",
       "      <td>-4.609756</td>\n",
       "      <td>6.955160</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.304667</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27082</th>\n",
       "      <td>-2.7</td>\n",
       "      <td>-4.400573</td>\n",
       "      <td>6.640528</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.245480</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26267</th>\n",
       "      <td>-2.8</td>\n",
       "      <td>-4.163579</td>\n",
       "      <td>6.282628</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.178722</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25452</th>\n",
       "      <td>-2.9</td>\n",
       "      <td>-3.899217</td>\n",
       "      <td>5.883173</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.103674</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24637</th>\n",
       "      <td>-3.0</td>\n",
       "      <td>-3.609829</td>\n",
       "      <td>5.447349</td>\n",
       "      <td>chi2ASP124</td>\n",
       "      <td>1.021902</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>124</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40823</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.302765</td>\n",
       "      <td>2.901513</td>\n",
       "      <td>chi1ILE54</td>\n",
       "      <td>0.529199</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39193</th>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.302806</td>\n",
       "      <td>2.896679</td>\n",
       "      <td>chi1ILE54</td>\n",
       "      <td>0.527787</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40008</th>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.303259</td>\n",
       "      <td>2.900128</td>\n",
       "      <td>chi1ILE54</td>\n",
       "      <td>0.528623</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31905</th>\n",
       "      <td>-2.1</td>\n",
       "      <td>0.306434</td>\n",
       "      <td>1.738113</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.461301</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32720</th>\n",
       "      <td>-2.0</td>\n",
       "      <td>0.310054</td>\n",
       "      <td>1.760561</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.467973</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33535</th>\n",
       "      <td>-1.9</td>\n",
       "      <td>0.313820</td>\n",
       "      <td>1.780088</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.472469</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34350</th>\n",
       "      <td>-1.8</td>\n",
       "      <td>0.316689</td>\n",
       "      <td>1.796289</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.476819</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35165</th>\n",
       "      <td>-1.7</td>\n",
       "      <td>0.318457</td>\n",
       "      <td>1.809158</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.480270</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48205</th>\n",
       "      <td>-0.1</td>\n",
       "      <td>0.320861</td>\n",
       "      <td>1.841871</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.489614</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35980</th>\n",
       "      <td>-1.6</td>\n",
       "      <td>0.321579</td>\n",
       "      <td>1.820704</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.483197</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47390</th>\n",
       "      <td>-0.2</td>\n",
       "      <td>0.323172</td>\n",
       "      <td>1.847752</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.490662</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36795</th>\n",
       "      <td>-1.5</td>\n",
       "      <td>0.323272</td>\n",
       "      <td>1.829676</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.485314</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46575</th>\n",
       "      <td>-0.3</td>\n",
       "      <td>0.323734</td>\n",
       "      <td>1.848078</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.490911</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38425</th>\n",
       "      <td>-1.3</td>\n",
       "      <td>0.323865</td>\n",
       "      <td>1.839128</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.488497</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37610</th>\n",
       "      <td>-1.4</td>\n",
       "      <td>0.324013</td>\n",
       "      <td>1.835270</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.487042</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45760</th>\n",
       "      <td>-0.4</td>\n",
       "      <td>0.325142</td>\n",
       "      <td>1.850298</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.490915</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43315</th>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.325176</td>\n",
       "      <td>1.850426</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.491498</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44945</th>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.325670</td>\n",
       "      <td>1.852076</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.492037</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39240</th>\n",
       "      <td>-1.2</td>\n",
       "      <td>0.325758</td>\n",
       "      <td>1.844450</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.489367</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40055</th>\n",
       "      <td>-1.1</td>\n",
       "      <td>0.326102</td>\n",
       "      <td>1.847527</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.489991</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40870</th>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.326454</td>\n",
       "      <td>1.849766</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.490974</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44130</th>\n",
       "      <td>-0.6</td>\n",
       "      <td>0.326784</td>\n",
       "      <td>1.854033</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.491809</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41685</th>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.327202</td>\n",
       "      <td>1.852793</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.491174</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42500</th>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.327323</td>\n",
       "      <td>1.853514</td>\n",
       "      <td>chi1PHE53</td>\n",
       "      <td>0.491561</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26021</th>\n",
       "      <td>-2.9</td>\n",
       "      <td>0.330509</td>\n",
       "      <td>1.271296</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.485627</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45581</th>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.339625</td>\n",
       "      <td>1.632727</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.559113</td>\n",
       "      <td>0.00005</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43951</th>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.453587</td>\n",
       "      <td>1.558620</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.476073</td>\n",
       "      <td>0.00004</td>\n",
       "      <td>0.000018</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30096</th>\n",
       "      <td>-2.4</td>\n",
       "      <td>0.506716</td>\n",
       "      <td>1.910805</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.666950</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34986</th>\n",
       "      <td>-1.8</td>\n",
       "      <td>0.552838</td>\n",
       "      <td>1.850525</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.463735</td>\n",
       "      <td>0.00002</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43136</th>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.574095</td>\n",
       "      <td>2.810647</td>\n",
       "      <td>psiLYS55</td>\n",
       "      <td>0.830818</td>\n",
       "      <td>0.00001</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>48900 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Concentration  Directional flux  Driven flux        File  \\\n",
       "44197           -0.6         -5.620324     8.480225  chi2ASP124   \n",
       "45012           -0.5         -5.618817     8.478857  chi2ASP124   \n",
       "43382           -0.7         -5.618806     8.477664  chi2ASP124   \n",
       "45827           -0.4         -5.617536     8.477022  chi2ASP124   \n",
       "42567           -0.8         -5.616696     8.475064  chi2ASP124   \n",
       "46642           -0.3         -5.614961     8.472758  chi2ASP124   \n",
       "41752           -0.9         -5.612800     8.469861  chi2ASP124   \n",
       "47457           -0.2         -5.610379     8.467282  chi2ASP124   \n",
       "40937           -1.0         -5.607474     8.461244  chi2ASP124   \n",
       "48272           -0.1         -5.604386     8.458487  chi2ASP124   \n",
       "40122           -1.1         -5.598888     8.449769  chi2ASP124   \n",
       "39307           -1.2         -5.589972     8.434966  chi2ASP124   \n",
       "38492           -1.3         -5.578198     8.417297  chi2ASP124   \n",
       "37677           -1.4         -5.562805     8.393799  chi2ASP124   \n",
       "36862           -1.5         -5.542867     8.363680  chi2ASP124   \n",
       "36047           -1.6         -5.518381     8.326397  chi2ASP124   \n",
       "35232           -1.7         -5.486717     8.279113  chi2ASP124   \n",
       "34417           -1.8         -5.448649     8.221684  chi2ASP124   \n",
       "33602           -1.9         -5.400666     8.149557  chi2ASP124   \n",
       "32787           -2.0         -5.341845     8.060702  chi2ASP124   \n",
       "31972           -2.1         -5.269377     7.950272  chi2ASP124   \n",
       "31157           -2.2         -5.180432     7.817149  chi2ASP124   \n",
       "30342           -2.3         -5.072616     7.654922  chi2ASP124   \n",
       "29527           -2.4         -4.943561     7.459531  chi2ASP124   \n",
       "28712           -2.5         -4.790670     7.227575  chi2ASP124   \n",
       "27897           -2.6         -4.609756     6.955160  chi2ASP124   \n",
       "27082           -2.7         -4.400573     6.640528  chi2ASP124   \n",
       "26267           -2.8         -4.163579     6.282628  chi2ASP124   \n",
       "25452           -2.9         -3.899217     5.883173  chi2ASP124   \n",
       "24637           -3.0         -3.609829     5.447349  chi2ASP124   \n",
       "...              ...               ...          ...         ...   \n",
       "40823           -1.0          0.302765     2.901513   chi1ILE54   \n",
       "39193           -1.2          0.302806     2.896679   chi1ILE54   \n",
       "40008           -1.1          0.303259     2.900128   chi1ILE54   \n",
       "31905           -2.1          0.306434     1.738113   chi1PHE53   \n",
       "32720           -2.0          0.310054     1.760561   chi1PHE53   \n",
       "33535           -1.9          0.313820     1.780088   chi1PHE53   \n",
       "34350           -1.8          0.316689     1.796289   chi1PHE53   \n",
       "35165           -1.7          0.318457     1.809158   chi1PHE53   \n",
       "48205           -0.1          0.320861     1.841871   chi1PHE53   \n",
       "35980           -1.6          0.321579     1.820704   chi1PHE53   \n",
       "47390           -0.2          0.323172     1.847752   chi1PHE53   \n",
       "36795           -1.5          0.323272     1.829676   chi1PHE53   \n",
       "46575           -0.3          0.323734     1.848078   chi1PHE53   \n",
       "38425           -1.3          0.323865     1.839128   chi1PHE53   \n",
       "37610           -1.4          0.324013     1.835270   chi1PHE53   \n",
       "45760           -0.4          0.325142     1.850298   chi1PHE53   \n",
       "43315           -0.7          0.325176     1.850426   chi1PHE53   \n",
       "44945           -0.5          0.325670     1.852076   chi1PHE53   \n",
       "39240           -1.2          0.325758     1.844450   chi1PHE53   \n",
       "40055           -1.1          0.326102     1.847527   chi1PHE53   \n",
       "40870           -1.0          0.326454     1.849766   chi1PHE53   \n",
       "44130           -0.6          0.326784     1.854033   chi1PHE53   \n",
       "41685           -0.9          0.327202     1.852793   chi1PHE53   \n",
       "42500           -0.8          0.327323     1.853514   chi1PHE53   \n",
       "26021           -2.9          0.330509     1.271296    psiLYS55   \n",
       "45581           -0.5          0.339625     1.632727    psiLYS55   \n",
       "43951           -0.7          0.453587     1.558620    psiLYS55   \n",
       "30096           -2.4          0.506716     1.910805    psiLYS55   \n",
       "34986           -1.8          0.552838     1.850525    psiLYS55   \n",
       "43136           -0.8          0.574095     2.810647    psiLYS55   \n",
       "\n",
       "       Intersurface flux  Max load  Max power ResID  \n",
       "44197           1.590913   0.00000   0.000000   124  \n",
       "45012           1.590684   0.00000   0.000000   124  \n",
       "43382           1.590092   0.00000   0.000000   124  \n",
       "45827           1.590484   0.00000   0.000000   124  \n",
       "42567           1.589814   0.00000   0.000000   124  \n",
       "46642           1.589886   0.00000   0.000000   124  \n",
       "41752           1.588987   0.00000   0.000000   124  \n",
       "47457           1.589287   0.00000   0.000000   124  \n",
       "40937           1.587351   0.00000   0.000000   124  \n",
       "48272           1.587503   0.00000   0.000000   124  \n",
       "40122           1.584938   0.00000   0.000000   124  \n",
       "39307           1.582437   0.00000   0.000000   124  \n",
       "38492           1.578792   0.00000   0.000000   124  \n",
       "37677           1.574267   0.00000   0.000000   124  \n",
       "36862           1.568706   0.00000   0.000000   124  \n",
       "36047           1.561575   0.00000   0.000000   124  \n",
       "35232           1.553097   0.00000   0.000000   124  \n",
       "34417           1.542004   0.00000   0.000000   124  \n",
       "33602           1.528863   0.00000   0.000000   124  \n",
       "32787           1.511986   0.00000   0.000000   124  \n",
       "31972           1.491331   0.00000   0.000000   124  \n",
       "31157           1.466302   0.00000   0.000000   124  \n",
       "30342           1.435948   0.00000   0.000000   124  \n",
       "29527           1.399424   0.00000   0.000000   124  \n",
       "28712           1.355872   0.00000   0.000000   124  \n",
       "27897           1.304667   0.00000   0.000000   124  \n",
       "27082           1.245480   0.00000   0.000000   124  \n",
       "26267           1.178722   0.00000   0.000000   124  \n",
       "25452           1.103674   0.00000   0.000000   124  \n",
       "24637           1.021902   0.00000   0.000000   124  \n",
       "...                  ...       ...        ...   ...  \n",
       "40823           0.529199   0.00000   0.000000    54  \n",
       "39193           0.527787   0.00000   0.000000    54  \n",
       "40008           0.528623   0.00000   0.000000    54  \n",
       "31905           0.461301   0.00000   0.000000    53  \n",
       "32720           0.467973   0.00000   0.000000    53  \n",
       "33535           0.472469   0.00000   0.000000    53  \n",
       "34350           0.476819   0.00000   0.000000    53  \n",
       "35165           0.480270   0.00000   0.000000    53  \n",
       "48205           0.489614   0.00000   0.000000    53  \n",
       "35980           0.483197   0.00000   0.000000    53  \n",
       "47390           0.490662   0.00000   0.000000    53  \n",
       "36795           0.485314   0.00000   0.000000    53  \n",
       "46575           0.490911   0.00000   0.000000    53  \n",
       "38425           0.488497   0.00000   0.000000    53  \n",
       "37610           0.487042   0.00000   0.000000    53  \n",
       "45760           0.490915   0.00000   0.000000    53  \n",
       "43315           0.491498   0.00000   0.000000    53  \n",
       "44945           0.492037   0.00000   0.000000    53  \n",
       "39240           0.489367   0.00000   0.000000    53  \n",
       "40055           0.489991   0.00000   0.000000    53  \n",
       "40870           0.490974   0.00000   0.000000    53  \n",
       "44130           0.491809   0.00000   0.000000    53  \n",
       "41685           0.491174   0.00000   0.000000    53  \n",
       "42500           0.491561   0.00000   0.000000    53  \n",
       "26021           0.485627   0.00002   0.000002    55  \n",
       "45581           0.559113   0.00005   0.000015    55  \n",
       "43951           0.476073   0.00004   0.000018    55  \n",
       "30096           0.666950   0.00002   0.000003    55  \n",
       "34986           0.463735   0.00002   0.000012    55  \n",
       "43136           0.830818   0.00001   0.000004    55  \n",
       "\n",
       "[48900 rows x 8 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hiv_10.sort('Directional flux', ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-09-18T12:04:54.275597Z",
     "start_time": "2017-09-18T12:04:54.203178Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        chi1ALA121\n",
       "1        chi1ALA127\n",
       "2        chi1ALA170\n",
       "3         chi1ALA22\n",
       "4         chi1ALA28\n",
       "5         chi1ALA71\n",
       "6        chi1ARG107\n",
       "7        chi1ARG113\n",
       "8         chi1ARG14\n",
       "9        chi1ARG156\n",
       "10       chi1ARG186\n",
       "11        chi1ARG57\n",
       "12         chi1ARG8\n",
       "13        chi1ARG87\n",
       "14       chi1ASN136\n",
       "15       chi1ASN182\n",
       "16       chi1ASN187\n",
       "17       chi1ASN197\n",
       "18        chi1ASN37\n",
       "19        chi1ASN83\n",
       "20        chi1ASN88\n",
       "21        chi1ASN98\n",
       "22       chi1ASP124\n",
       "23       chi1ASP128\n",
       "24       chi1ASP129\n",
       "25       chi1ASP159\n",
       "26        chi1ASP25\n",
       "27        chi1ASP29\n",
       "28        chi1ASP30\n",
       "29        chi1ASP60\n",
       "            ...    \n",
       "48870     psiTHR179\n",
       "48871     psiTHR190\n",
       "48872     psiTHR195\n",
       "48873      psiTHR26\n",
       "48874      psiTHR31\n",
       "48875       psiTHR4\n",
       "48876      psiTHR74\n",
       "48877      psiTHR80\n",
       "48878      psiTHR91\n",
       "48879      psiTHR96\n",
       "48880     psiTRP105\n",
       "48881     psiTRP141\n",
       "48882      psiTRP42\n",
       "48883       psiTRP6\n",
       "48884     psiTYR158\n",
       "48885      psiTYR59\n",
       "48886      psiVAL11\n",
       "48887     psiVAL110\n",
       "48888     psiVAL131\n",
       "48889     psiVAL155\n",
       "48890     psiVAL163\n",
       "48891     psiVAL174\n",
       "48892     psiVAL176\n",
       "48893     psiVAL181\n",
       "48894      psiVAL32\n",
       "48895      psiVAL56\n",
       "48896      psiVAL64\n",
       "48897      psiVAL75\n",
       "48898      psiVAL77\n",
       "48899      psiVAL82\n",
       "Name: File, dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hiv_10['File']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}