Graph_Image_Data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Image1.png(acetone) : %conc. of acetone\n",
    "ax0,ay0=38,33\n",
    "ax_max,ay_max=278,213\n",
    "ax_range=7\n",
    "ay_range=8\n",
    "ax_ZnO=[68,97,125,157,187,215,247,276]\n",
    "ay_ZnO=[55,59,75,119,161,184,192,201]\n",
    "ax_SnO2=[67,97,125,157,187,216,246,277]\n",
    "ay_SnO2=[60,62,74,85,107,108,107,108]\n",
    "ax_CdS=[68,97,125,155,186,215,247,277]\n",
    "ay_CdS=[51,50,50,48,48,46,45,44]\n",
    "ax_MoO=[68,97,127,159,187,216,247,277]\n",
    "ay_MoO=[54,57,58,66,76,78,77,76]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Image2.png(Ccl4) : %conc. of ccl4\n",
    "cx0,cy0=64,58\n",
    "cx_max,cy_max=469,343\n",
    "cx_range=2.5\n",
    "cy_range=40\n",
    "cx_ZnO=[101,143,184,224,267,307,347,388,428,466]\n",
    "cy_ZnO=[68,78,87,87,92,95,111,119,124,133]\n",
    "cx_SnO2=[103,143,184,224,264,305,345,386,424,464]\n",
    "cy_SnO2=[87,117,153,186,227,234,265,287,308,326]\n",
    "cx_MoO=[101,144,185,225,266,306,348,390,428,468]\n",
    "cy_MoO=[63,69,72,72,77,78,83,88,90,90]\n",
    "cx_CdS=[101,144,185,225,266,308,348,389,428,467]\n",
    "cy_CdS=[61,63,66,66,71,72,76,80,83,84]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Image3.png(emk) : %conc. of emk\n",
    "ex0,ey0=38,32\n",
    "ex_max,ey_max=275,208\n",
    "ex_range=8\n",
    "ey_range=10\n",
    "ex_ZnO=[55,73,92,110,128,146,164,183,200,219,236,255]\n",
    "ey_ZnO=[58,68,73,90,104,123,135,143,162,178,198,201]\n",
    "ex_SnO2=[56,74,91,109,127,146,164,183,200,219,237,255]\n",
    "ey_SnO2=[44,54,66,83,96,113,127,139,158,174,187,197]\n",
    "ex_CdS=[56,75,92,111,129,147,166,184,202,220,239,255]\n",
    "ey_CdS=[35,36,38,38,41,44,44,45,47,49,51,51]\n",
    "ex_MoO=[56,74,91,111,129,146,164,183,202,219,238,256]\n",
    "ey_MoO=[37,40,42,46,49,52,56,58,60,64,68,69]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Image4.png(xylene) : %conc. of xylene\n",
    "xx0,xy0=43,32\n",
    "xx_max,xy_max=285,211\n",
    "xx_range=6\n",
    "xy_range=30\n",
    "xx_ZnO=[64,85,105,124,144,166,186,205,226,245,266,284]\n",
    "xy_ZnO=[34,35,35,36,38,41,42,46,47,51,56,59]\n",
    "xx_SnO2=[63,86,105,125,144,164,185,203,224,2243,263,283]\n",
    "xy_SnO2=[42,49,67,81,95,109,124,136,156,171,182,202]\n",
    "xx_CdS=[64,84,104,125,145,166,185,205,225,245,265,285]\n",
    "xy_CdS=[35,37,39,40,41,44,45,49,51,54,53,56]\n",
    "xx_MoO=[64,85,104,124,145,165,185,206,224,246,267,285]\n",
    "xy_MoO=[32,33,34,34,34,34,35,37,37,39,38,41]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pandas import DataFrame\n",
    "def convertt(x_c,y_c,x0,y0,x_max,y_max,x_range,y_range):\n",
    "    conc=[]\n",
    "    resp=[]\n",
    "    for xi,yi in zip(x_c,y_c):\n",
    "        xit,yit=xi-x0,yi-y0\n",
    "        conc_xi=xit/((x_max-x0)/(x_range))\n",
    "        resp_yi=yit/((y_max-y0)/(y_range))\n",
    "        conc.append(conc_xi)\n",
    "        resp.append(resp_yi)\n",
    "    return conc,resp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Conc_Zn</th>\n",
       "      <th>resp_Zn</th>\n",
       "      <th>Conc_Cd</th>\n",
       "      <th>resp_Cd</th>\n",
       "      <th>Conc_Mo</th>\n",
       "      <th>resp_Mo</th>\n",
       "      <th>Conc_Sn</th>\n",
       "      <th>resp_Sn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.977778</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.845833</td>\n",
       "      <td>1.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.720833</td>\n",
       "      <td>1.155556</td>\n",
       "      <td>1.720833</td>\n",
       "      <td>0.755556</td>\n",
       "      <td>1.720833</td>\n",
       "      <td>1.066667</td>\n",
       "      <td>1.720833</td>\n",
       "      <td>1.288889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.537500</td>\n",
       "      <td>1.866667</td>\n",
       "      <td>2.537500</td>\n",
       "      <td>0.755556</td>\n",
       "      <td>2.595833</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>2.537500</td>\n",
       "      <td>1.822222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.470833</td>\n",
       "      <td>3.822222</td>\n",
       "      <td>3.412500</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>3.529167</td>\n",
       "      <td>1.466667</td>\n",
       "      <td>3.470833</td>\n",
       "      <td>2.311111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.345833</td>\n",
       "      <td>5.688889</td>\n",
       "      <td>4.316667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>4.345833</td>\n",
       "      <td>1.911111</td>\n",
       "      <td>4.345833</td>\n",
       "      <td>3.288889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.162500</td>\n",
       "      <td>6.711111</td>\n",
       "      <td>5.162500</td>\n",
       "      <td>0.577778</td>\n",
       "      <td>5.191667</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.191667</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6.095833</td>\n",
       "      <td>7.066667</td>\n",
       "      <td>6.095833</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>6.095833</td>\n",
       "      <td>1.955556</td>\n",
       "      <td>6.066667</td>\n",
       "      <td>3.288889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.941667</td>\n",
       "      <td>7.466667</td>\n",
       "      <td>6.970833</td>\n",
       "      <td>0.488889</td>\n",
       "      <td>6.970833</td>\n",
       "      <td>1.911111</td>\n",
       "      <td>6.970833</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Conc_Zn   resp_Zn   Conc_Cd   resp_Cd   Conc_Mo   resp_Mo   Conc_Sn  \\\n",
       "0  0.875000  0.977778  0.875000  0.800000  0.875000  0.933333  0.845833   \n",
       "1  1.720833  1.155556  1.720833  0.755556  1.720833  1.066667  1.720833   \n",
       "2  2.537500  1.866667  2.537500  0.755556  2.595833  1.111111  2.537500   \n",
       "3  3.470833  3.822222  3.412500  0.666667  3.529167  1.466667  3.470833   \n",
       "4  4.345833  5.688889  4.316667  0.666667  4.345833  1.911111  4.345833   \n",
       "5  5.162500  6.711111  5.162500  0.577778  5.191667  2.000000  5.191667   \n",
       "6  6.095833  7.066667  6.095833  0.533333  6.095833  1.955556  6.066667   \n",
       "7  6.941667  7.466667  6.970833  0.488889  6.970833  1.911111  6.970833   \n",
       "\n",
       "    resp_Sn  \n",
       "0  1.200000  \n",
       "1  1.288889  \n",
       "2  1.822222  \n",
       "3  2.311111  \n",
       "4  3.288889  \n",
       "5  3.333333  \n",
       "6  3.288889  \n",
       "7  3.333333  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conc_z,resp_z=convertt(ax_ZnO,ay_ZnO,ax0,ay0,ax_max,ay_max,ax_range,ay_range)\n",
    "conc_m,resp_m=convertt(ax_MoO,ay_MoO,ax0,ay0,ax_max,ay_max,ax_range,ay_range)\n",
    "conc_c,resp_c=convertt(ax_CdS,ay_CdS,ax0,ay0,ax_max,ay_max,ax_range,ay_range)\n",
    "conc_s,resp_s=convertt(ax_SnO2,ay_SnO2,ax0,ay0,ax_max,ay_max,ax_range,ay_range)\n",
    "acetone=DataFrame()\n",
    "acetone[\"Conc_Zn\"]=conc_z\n",
    "acetone[\"resp_Zn\"]=resp_z\n",
    "acetone[\"Conc_Cd\"]=conc_c\n",
    "acetone[\"resp_Cd\"]=resp_c\n",
    "acetone[\"Conc_Mo\"]=conc_m\n",
    "acetone[\"resp_Mo\"]=resp_m\n",
    "acetone[\"Conc_Sn\"]=conc_s\n",
    "acetone[\"resp_Sn\"]=resp_s\n",
    "acetone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Conc_Zn</th>\n",
       "      <th>resp_Zn</th>\n",
       "      <th>Conc_Cd</th>\n",
       "      <th>resp_Cd</th>\n",
       "      <th>Conc_Mo</th>\n",
       "      <th>resp_Mo</th>\n",
       "      <th>Conc_Sn</th>\n",
       "      <th>resp_Sn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.228395</td>\n",
       "      <td>1.403509</td>\n",
       "      <td>0.228395</td>\n",
       "      <td>0.421053</td>\n",
       "      <td>0.228395</td>\n",
       "      <td>0.701754</td>\n",
       "      <td>0.240741</td>\n",
       "      <td>4.070175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.487654</td>\n",
       "      <td>2.807018</td>\n",
       "      <td>0.493827</td>\n",
       "      <td>0.701754</td>\n",
       "      <td>0.493827</td>\n",
       "      <td>1.543860</td>\n",
       "      <td>0.487654</td>\n",
       "      <td>8.280702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.740741</td>\n",
       "      <td>4.070175</td>\n",
       "      <td>0.746914</td>\n",
       "      <td>1.122807</td>\n",
       "      <td>0.746914</td>\n",
       "      <td>1.964912</td>\n",
       "      <td>0.740741</td>\n",
       "      <td>13.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.987654</td>\n",
       "      <td>4.070175</td>\n",
       "      <td>0.993827</td>\n",
       "      <td>1.122807</td>\n",
       "      <td>0.993827</td>\n",
       "      <td>1.964912</td>\n",
       "      <td>0.987654</td>\n",
       "      <td>17.964912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.253086</td>\n",
       "      <td>4.771930</td>\n",
       "      <td>1.246914</td>\n",
       "      <td>1.824561</td>\n",
       "      <td>1.246914</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>1.234568</td>\n",
       "      <td>23.719298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.500000</td>\n",
       "      <td>5.192982</td>\n",
       "      <td>1.506173</td>\n",
       "      <td>1.964912</td>\n",
       "      <td>1.493827</td>\n",
       "      <td>2.807018</td>\n",
       "      <td>1.487654</td>\n",
       "      <td>24.701754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.746914</td>\n",
       "      <td>7.438596</td>\n",
       "      <td>1.753086</td>\n",
       "      <td>2.526316</td>\n",
       "      <td>1.753086</td>\n",
       "      <td>3.508772</td>\n",
       "      <td>1.734568</td>\n",
       "      <td>29.052632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.561404</td>\n",
       "      <td>2.006173</td>\n",
       "      <td>3.087719</td>\n",
       "      <td>2.012346</td>\n",
       "      <td>4.210526</td>\n",
       "      <td>1.987654</td>\n",
       "      <td>32.140351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.246914</td>\n",
       "      <td>9.263158</td>\n",
       "      <td>2.246914</td>\n",
       "      <td>3.508772</td>\n",
       "      <td>2.246914</td>\n",
       "      <td>4.491228</td>\n",
       "      <td>2.222222</td>\n",
       "      <td>35.087719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.481481</td>\n",
       "      <td>10.526316</td>\n",
       "      <td>2.487654</td>\n",
       "      <td>3.649123</td>\n",
       "      <td>2.493827</td>\n",
       "      <td>4.491228</td>\n",
       "      <td>2.469136</td>\n",
       "      <td>37.614035</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Conc_Zn    resp_Zn   Conc_Cd   resp_Cd   Conc_Mo   resp_Mo   Conc_Sn  \\\n",
       "0  0.228395   1.403509  0.228395  0.421053  0.228395  0.701754  0.240741   \n",
       "1  0.487654   2.807018  0.493827  0.701754  0.493827  1.543860  0.487654   \n",
       "2  0.740741   4.070175  0.746914  1.122807  0.746914  1.964912  0.740741   \n",
       "3  0.987654   4.070175  0.993827  1.122807  0.993827  1.964912  0.987654   \n",
       "4  1.253086   4.771930  1.246914  1.824561  1.246914  2.666667  1.234568   \n",
       "5  1.500000   5.192982  1.506173  1.964912  1.493827  2.807018  1.487654   \n",
       "6  1.746914   7.438596  1.753086  2.526316  1.753086  3.508772  1.734568   \n",
       "7  2.000000   8.561404  2.006173  3.087719  2.012346  4.210526  1.987654   \n",
       "8  2.246914   9.263158  2.246914  3.508772  2.246914  4.491228  2.222222   \n",
       "9  2.481481  10.526316  2.487654  3.649123  2.493827  4.491228  2.469136   \n",
       "\n",
       "     resp_Sn  \n",
       "0   4.070175  \n",
       "1   8.280702  \n",
       "2  13.333333  \n",
       "3  17.964912  \n",
       "4  23.719298  \n",
       "5  24.701754  \n",
       "6  29.052632  \n",
       "7  32.140351  \n",
       "8  35.087719  \n",
       "9  37.614035  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conc_z,resp_z=convertt(cx_ZnO,cy_ZnO,cx0,cy0,cx_max,cy_max,cx_range,cy_range)\n",
    "conc_m,resp_m=convertt(cx_MoO,cy_MoO,cx0,cy0,cx_max,cy_max,cx_range,cy_range)\n",
    "conc_c,resp_c=convertt(cx_CdS,cy_CdS,cx0,cy0,cx_max,cy_max,cx_range,cy_range)\n",
    "conc_s,resp_s=convertt(cx_SnO2,cy_SnO2,cx0,cy0,cx_max,cy_max,cx_range,cy_range)\n",
    "ccl4=DataFrame()\n",
    "ccl4[\"Conc_Zn\"]=conc_z\n",
    "ccl4[\"resp_Zn\"]=resp_z\n",
    "ccl4[\"Conc_Cd\"]=conc_c\n",
    "ccl4[\"resp_Cd\"]=resp_c\n",
    "ccl4[\"Conc_Mo\"]=conc_m\n",
    "ccl4[\"resp_Mo\"]=resp_m\n",
    "ccl4[\"Conc_Sn\"]=conc_s\n",
    "ccl4[\"resp_Sn\"]=resp_s\n",
    "ccl4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Conc_Zn</th>\n",
       "      <th>resp_Zn</th>\n",
       "      <th>Conc_Cd</th>\n",
       "      <th>resp_Cd</th>\n",
       "      <th>Conc_Mo</th>\n",
       "      <th>resp_Mo</th>\n",
       "      <th>Conc_Sn</th>\n",
       "      <th>resp_Sn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.573840</td>\n",
       "      <td>1.477273</td>\n",
       "      <td>0.607595</td>\n",
       "      <td>0.170455</td>\n",
       "      <td>0.607595</td>\n",
       "      <td>0.284091</td>\n",
       "      <td>0.607595</td>\n",
       "      <td>0.681818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.181435</td>\n",
       "      <td>2.045455</td>\n",
       "      <td>1.248945</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>1.215190</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.215190</td>\n",
       "      <td>1.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.822785</td>\n",
       "      <td>2.329545</td>\n",
       "      <td>1.822785</td>\n",
       "      <td>0.340909</td>\n",
       "      <td>1.789030</td>\n",
       "      <td>0.568182</td>\n",
       "      <td>1.789030</td>\n",
       "      <td>1.931818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.430380</td>\n",
       "      <td>3.295455</td>\n",
       "      <td>2.464135</td>\n",
       "      <td>0.340909</td>\n",
       "      <td>2.464135</td>\n",
       "      <td>0.795455</td>\n",
       "      <td>2.396624</td>\n",
       "      <td>2.897727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.037975</td>\n",
       "      <td>4.090909</td>\n",
       "      <td>3.071730</td>\n",
       "      <td>0.511364</td>\n",
       "      <td>3.071730</td>\n",
       "      <td>0.965909</td>\n",
       "      <td>3.004219</td>\n",
       "      <td>3.636364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.645570</td>\n",
       "      <td>5.170455</td>\n",
       "      <td>3.679325</td>\n",
       "      <td>0.681818</td>\n",
       "      <td>3.645570</td>\n",
       "      <td>1.136364</td>\n",
       "      <td>3.645570</td>\n",
       "      <td>4.602273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.253165</td>\n",
       "      <td>5.852273</td>\n",
       "      <td>4.320675</td>\n",
       "      <td>0.681818</td>\n",
       "      <td>4.253165</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>4.253165</td>\n",
       "      <td>5.397727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.894515</td>\n",
       "      <td>6.306818</td>\n",
       "      <td>4.928270</td>\n",
       "      <td>0.738636</td>\n",
       "      <td>4.894515</td>\n",
       "      <td>1.477273</td>\n",
       "      <td>4.894515</td>\n",
       "      <td>6.079545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5.468354</td>\n",
       "      <td>7.386364</td>\n",
       "      <td>5.535865</td>\n",
       "      <td>0.852273</td>\n",
       "      <td>5.535865</td>\n",
       "      <td>1.590909</td>\n",
       "      <td>5.468354</td>\n",
       "      <td>7.159091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.109705</td>\n",
       "      <td>8.295455</td>\n",
       "      <td>6.143460</td>\n",
       "      <td>0.965909</td>\n",
       "      <td>6.109705</td>\n",
       "      <td>1.818182</td>\n",
       "      <td>6.109705</td>\n",
       "      <td>8.068182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6.683544</td>\n",
       "      <td>9.431818</td>\n",
       "      <td>6.784810</td>\n",
       "      <td>1.079545</td>\n",
       "      <td>6.751055</td>\n",
       "      <td>2.045455</td>\n",
       "      <td>6.717300</td>\n",
       "      <td>8.806818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7.324895</td>\n",
       "      <td>9.602273</td>\n",
       "      <td>7.324895</td>\n",
       "      <td>1.079545</td>\n",
       "      <td>7.358650</td>\n",
       "      <td>2.102273</td>\n",
       "      <td>7.324895</td>\n",
       "      <td>9.375000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Conc_Zn   resp_Zn   Conc_Cd   resp_Cd   Conc_Mo   resp_Mo   Conc_Sn  \\\n",
       "0   0.573840  1.477273  0.607595  0.170455  0.607595  0.284091  0.607595   \n",
       "1   1.181435  2.045455  1.248945  0.227273  1.215190  0.454545  1.215190   \n",
       "2   1.822785  2.329545  1.822785  0.340909  1.789030  0.568182  1.789030   \n",
       "3   2.430380  3.295455  2.464135  0.340909  2.464135  0.795455  2.396624   \n",
       "4   3.037975  4.090909  3.071730  0.511364  3.071730  0.965909  3.004219   \n",
       "5   3.645570  5.170455  3.679325  0.681818  3.645570  1.136364  3.645570   \n",
       "6   4.253165  5.852273  4.320675  0.681818  4.253165  1.363636  4.253165   \n",
       "7   4.894515  6.306818  4.928270  0.738636  4.894515  1.477273  4.894515   \n",
       "8   5.468354  7.386364  5.535865  0.852273  5.535865  1.590909  5.468354   \n",
       "9   6.109705  8.295455  6.143460  0.965909  6.109705  1.818182  6.109705   \n",
       "10  6.683544  9.431818  6.784810  1.079545  6.751055  2.045455  6.717300   \n",
       "11  7.324895  9.602273  7.324895  1.079545  7.358650  2.102273  7.324895   \n",
       "\n",
       "     resp_Sn  \n",
       "0   0.681818  \n",
       "1   1.250000  \n",
       "2   1.931818  \n",
       "3   2.897727  \n",
       "4   3.636364  \n",
       "5   4.602273  \n",
       "6   5.397727  \n",
       "7   6.079545  \n",
       "8   7.159091  \n",
       "9   8.068182  \n",
       "10  8.806818  \n",
       "11  9.375000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conc_z,resp_z=convertt(ex_ZnO,ey_ZnO,ex0,ey0,ex_max,ey_max,ex_range,ey_range)\n",
    "conc_m,resp_m=convertt(ex_MoO,ey_MoO,ex0,ey0,ex_max,ey_max,ex_range,ey_range)\n",
    "conc_c,resp_c=convertt(ex_CdS,ey_CdS,ex0,ey0,ex_max,ey_max,ex_range,ey_range)\n",
    "conc_s,resp_s=convertt(ex_SnO2,ey_SnO2,ex0,ey0,ex_max,ey_max,ex_range,ey_range)\n",
    "emk=DataFrame()\n",
    "emk[\"Conc_Zn\"]=conc_z\n",
    "emk[\"resp_Zn\"]=resp_z\n",
    "emk[\"Conc_Cd\"]=conc_c\n",
    "emk[\"resp_Cd\"]=resp_c\n",
    "emk[\"Conc_Mo\"]=conc_m\n",
    "emk[\"resp_Mo\"]=resp_m\n",
    "emk[\"Conc_Sn\"]=conc_s\n",
    "emk[\"resp_Sn\"]=resp_s\n",
    "emk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Conc_Zn</th>\n",
       "      <th>resp_Zn</th>\n",
       "      <th>Conc_Cd</th>\n",
       "      <th>resp_Cd</th>\n",
       "      <th>Conc_Mo</th>\n",
       "      <th>resp_Mo</th>\n",
       "      <th>Conc_Sn</th>\n",
       "      <th>resp_Sn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.520661</td>\n",
       "      <td>0.335196</td>\n",
       "      <td>0.520661</td>\n",
       "      <td>0.502793</td>\n",
       "      <td>0.520661</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.495868</td>\n",
       "      <td>1.675978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.041322</td>\n",
       "      <td>0.502793</td>\n",
       "      <td>1.016529</td>\n",
       "      <td>0.837989</td>\n",
       "      <td>1.041322</td>\n",
       "      <td>0.167598</td>\n",
       "      <td>1.066116</td>\n",
       "      <td>2.849162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.537190</td>\n",
       "      <td>0.502793</td>\n",
       "      <td>1.512397</td>\n",
       "      <td>1.173184</td>\n",
       "      <td>1.512397</td>\n",
       "      <td>0.335196</td>\n",
       "      <td>1.537190</td>\n",
       "      <td>5.865922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.008264</td>\n",
       "      <td>0.670391</td>\n",
       "      <td>2.033058</td>\n",
       "      <td>1.340782</td>\n",
       "      <td>2.008264</td>\n",
       "      <td>0.335196</td>\n",
       "      <td>2.033058</td>\n",
       "      <td>8.212291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.504132</td>\n",
       "      <td>1.005587</td>\n",
       "      <td>2.528926</td>\n",
       "      <td>1.508380</td>\n",
       "      <td>2.528926</td>\n",
       "      <td>0.335196</td>\n",
       "      <td>2.504132</td>\n",
       "      <td>10.558659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.049587</td>\n",
       "      <td>1.508380</td>\n",
       "      <td>3.049587</td>\n",
       "      <td>2.011173</td>\n",
       "      <td>3.024793</td>\n",
       "      <td>0.335196</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12.905028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.545455</td>\n",
       "      <td>1.675978</td>\n",
       "      <td>3.520661</td>\n",
       "      <td>2.178771</td>\n",
       "      <td>3.520661</td>\n",
       "      <td>0.502793</td>\n",
       "      <td>3.520661</td>\n",
       "      <td>15.418994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4.016529</td>\n",
       "      <td>2.346369</td>\n",
       "      <td>4.016529</td>\n",
       "      <td>2.849162</td>\n",
       "      <td>4.041322</td>\n",
       "      <td>0.837989</td>\n",
       "      <td>3.966942</td>\n",
       "      <td>17.430168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.537190</td>\n",
       "      <td>2.513966</td>\n",
       "      <td>4.512397</td>\n",
       "      <td>3.184358</td>\n",
       "      <td>4.487603</td>\n",
       "      <td>0.837989</td>\n",
       "      <td>4.487603</td>\n",
       "      <td>20.782123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5.008264</td>\n",
       "      <td>3.184358</td>\n",
       "      <td>5.008264</td>\n",
       "      <td>3.687151</td>\n",
       "      <td>5.033058</td>\n",
       "      <td>1.173184</td>\n",
       "      <td>54.545455</td>\n",
       "      <td>23.296089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.528926</td>\n",
       "      <td>4.022346</td>\n",
       "      <td>5.504132</td>\n",
       "      <td>3.519553</td>\n",
       "      <td>5.553719</td>\n",
       "      <td>1.005587</td>\n",
       "      <td>5.454545</td>\n",
       "      <td>25.139665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5.975207</td>\n",
       "      <td>4.525140</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>4.022346</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.508380</td>\n",
       "      <td>5.950413</td>\n",
       "      <td>28.491620</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Conc_Zn   resp_Zn   Conc_Cd   resp_Cd   Conc_Mo   resp_Mo    Conc_Sn  \\\n",
       "0   0.520661  0.335196  0.520661  0.502793  0.520661  0.000000   0.495868   \n",
       "1   1.041322  0.502793  1.016529  0.837989  1.041322  0.167598   1.066116   \n",
       "2   1.537190  0.502793  1.512397  1.173184  1.512397  0.335196   1.537190   \n",
       "3   2.008264  0.670391  2.033058  1.340782  2.008264  0.335196   2.033058   \n",
       "4   2.504132  1.005587  2.528926  1.508380  2.528926  0.335196   2.504132   \n",
       "5   3.049587  1.508380  3.049587  2.011173  3.024793  0.335196   3.000000   \n",
       "6   3.545455  1.675978  3.520661  2.178771  3.520661  0.502793   3.520661   \n",
       "7   4.016529  2.346369  4.016529  2.849162  4.041322  0.837989   3.966942   \n",
       "8   4.537190  2.513966  4.512397  3.184358  4.487603  0.837989   4.487603   \n",
       "9   5.008264  3.184358  5.008264  3.687151  5.033058  1.173184  54.545455   \n",
       "10  5.528926  4.022346  5.504132  3.519553  5.553719  1.005587   5.454545   \n",
       "11  5.975207  4.525140  6.000000  4.022346  6.000000  1.508380   5.950413   \n",
       "\n",
       "      resp_Sn  \n",
       "0    1.675978  \n",
       "1    2.849162  \n",
       "2    5.865922  \n",
       "3    8.212291  \n",
       "4   10.558659  \n",
       "5   12.905028  \n",
       "6   15.418994  \n",
       "7   17.430168  \n",
       "8   20.782123  \n",
       "9   23.296089  \n",
       "10  25.139665  \n",
       "11  28.491620  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conc_z,resp_z=convertt(xx_ZnO,xy_ZnO,xx0,xy0,xx_max,xy_max,xx_range,xy_range)\n",
    "conc_m,resp_m=convertt(xx_MoO,xy_MoO,xx0,xy0,xx_max,xy_max,xx_range,xy_range)\n",
    "conc_c,resp_c=convertt(xx_CdS,xy_CdS,xx0,xy0,xx_max,xy_max,xx_range,xy_range)\n",
    "conc_s,resp_s=convertt(xx_SnO2,xy_SnO2,xx0,xy0,xx_max,xy_max,xx_range,xy_range)\n",
    "xylene=DataFrame()\n",
    "xylene[\"Conc_Zn\"]=conc_z\n",
    "xylene[\"resp_Zn\"]=resp_z\n",
    "xylene[\"Conc_Cd\"]=conc_c\n",
    "xylene[\"resp_Cd\"]=resp_c\n",
    "xylene[\"Conc_Mo\"]=conc_m\n",
    "xylene[\"resp_Mo\"]=resp_m\n",
    "xylene[\"Conc_Sn\"]=conc_s\n",
    "xylene[\"resp_Sn\"]=resp_s\n",
    "xylene"
   ]
  }
 ],
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