Nobel_Chemistry.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "\n",
    "%matplotlib inline\n",
    "url = 'https://en.wikipedia.org/wiki/List_of_Nobel_laureates_in_Chemistry'\n",
    "\n",
    "data = pd.read_html(url, header = 0)\n",
    "#data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>*Nationality given is the citizenship of recip...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Back to top</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  year            name  \\\n",
       "168                                               2015  Lindahl, Tomas   \n",
       "169                                                NaN   Modrich, Paul   \n",
       "170                                                NaN    Sancar, Aziz   \n",
       "171  *Nationality given is the citizenship of recip...             NaN   \n",
       "172                                        Back to top             NaN   \n",
       "\n",
       "        country*                        achievement  \n",
       "168       Sweden  mechanistic studies of DNA repair  \n",
       "169         U.S.  mechanistic studies of DNA repair  \n",
       "170  Turkey/U.S.  mechanistic studies of DNA repair  \n",
       "171          NaN                                NaN  \n",
       "172          NaN                                NaN  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "url = 'http://academic.eb.com/nobelprize/table?tocId=9343005'\n",
    "dfs = pd.read_html(url, skiprows = 1, header = 0)\n",
    "newdf = dfs[1]\n",
    "newdf.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Hoff, Jacobus Henricus van 't</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>laws of chemical dynamics and osmotic pressure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1902</td>\n",
       "      <td>Fischer,  Emil</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on sugar and purine syntheses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1903</td>\n",
       "      <td>Arrhenius,  Svante</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>theory  of electrolytic dissociation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1904</td>\n",
       "      <td>Ramsay,  Sir William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>discovery  of inert gas elements and their pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1905</td>\n",
       "      <td>Baeyer,  Adolf von</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on organic dyes, hydroaromatic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1906</td>\n",
       "      <td>Moissan,  Henri</td>\n",
       "      <td>France</td>\n",
       "      <td>isolation  of fluorine; introduction of Moissa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1907</td>\n",
       "      <td>Buchner,  Eduard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>discovery  of noncellular fermentation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1908</td>\n",
       "      <td>Rutherford,  Ernest</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  into the disintegration of ele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1909</td>\n",
       "      <td>Ostwald,  Wilhelm</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work on catalysis, chemical equilibri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1910</td>\n",
       "      <td>Wallach,  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work in alicyclic combinations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1911</td>\n",
       "      <td>Curie,  Marie</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of radium and polonium; isolation o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1912</td>\n",
       "      <td>Grignard,  Victor</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of the Grignard reagents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sabatier,  Paul</td>\n",
       "      <td>France</td>\n",
       "      <td>method  of hydrogenating organic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1913</td>\n",
       "      <td>Werner,  Alfred</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>work  on the linkage of atoms in molecules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1914</td>\n",
       "      <td>Richards,  Theodore William</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>accurate  determination of the atomic weights ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1915</td>\n",
       "      <td>Willstätter,  Richard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  researches in plant pigments, especia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1918</td>\n",
       "      <td>Haber,  Fritz</td>\n",
       "      <td>Germany</td>\n",
       "      <td>synthesis  of ammonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1920</td>\n",
       "      <td>Nernst,  Walther Hermann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  in thermochemistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1921</td>\n",
       "      <td>Soddy,  Frederick</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>chemistry  of radioactive substances; occurren...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1922</td>\n",
       "      <td>Aston,  Francis  William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>work  with mass spectrograph; whole-number rule</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1923</td>\n",
       "      <td>Pregl,  Fritz</td>\n",
       "      <td>Austria</td>\n",
       "      <td>method  of microanalysis of organic substances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1925</td>\n",
       "      <td>Zsigmondy,  Richard</td>\n",
       "      <td>Austria</td>\n",
       "      <td>elucidation  of the heterogeneous nature of co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1926</td>\n",
       "      <td>Svedberg,  Theodor H.E.</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>work  on disperse systems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1927</td>\n",
       "      <td>Wieland,  Heinrich  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>researches  into the constitution of bile acids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1928</td>\n",
       "      <td>Windaus,  Adolf</td>\n",
       "      <td>Germany</td>\n",
       "      <td>constitution  of sterols and their connection ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1929</td>\n",
       "      <td>Euler-Chelpin,  Hans von</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Harden,  Sir Arthur</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1930</td>\n",
       "      <td>Fischer,  Hans</td>\n",
       "      <td>Germany</td>\n",
       "      <td>hemin,  chlorophyll research; synthesis of hemin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1931</td>\n",
       "      <td>Bergius,  Friedrich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Bosch,  Carl</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>NaN</td>\n",
       "      <td>MacKinnon, Roderick</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discoveries regarding water channels and ion c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2004</td>\n",
       "      <td>Ciechanover, Aaron</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Hershko, Avram</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Rose, Irwin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2005</td>\n",
       "      <td>Chauvin, Yves</td>\n",
       "      <td>France</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Grubbs, Robert H.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Schrock, Richard R.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kornberg, Roger D.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>work concerning the molecular basis of eukaryo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2007</td>\n",
       "      <td>Ertl, Gerhard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>studies of chemical processes on solid surfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2008</td>\n",
       "      <td>Chalfie, Martin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Shimomura, Osamu</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tsien, Roger Y.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ramakrishnan, Venkatraman</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Steitz, Thomas</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Yonath, Ada</td>\n",
       "      <td>Israel</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2010</td>\n",
       "      <td>Heck, Richard F.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Negishi Ei-ichi</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Suzuki Akira</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2011</td>\n",
       "      <td>Shechtman, Daniel</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of quasicrystals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kobilka, Brian K.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Lefkowitz, Robert J.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2013</td>\n",
       "      <td>Karplus, Martin</td>\n",
       "      <td>Austria/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Levitt, Michael</td>\n",
       "      <td>U.K./U.S./Israel</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Warshel, Arieh</td>\n",
       "      <td>Israel/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2014</td>\n",
       "      <td>Betzig, Eric</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Hell, Stefan W.</td>\n",
       "      <td>Germany</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Moerner, William E.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year                           name          country*  \\\n",
       "0    1901  Hoff, Jacobus Henricus van 't   The Netherlands   \n",
       "1    1902                 Fischer,  Emil           Germany   \n",
       "2    1903             Arrhenius,  Svante            Sweden   \n",
       "3    1904           Ramsay,  Sir William              U.K.   \n",
       "4    1905             Baeyer,  Adolf von           Germany   \n",
       "5    1906                Moissan,  Henri            France   \n",
       "6    1907               Buchner,  Eduard           Germany   \n",
       "7    1908            Rutherford,  Ernest              U.K.   \n",
       "8    1909              Ostwald,  Wilhelm           Germany   \n",
       "9    1910                 Wallach,  Otto           Germany   \n",
       "10   1911                  Curie,  Marie            France   \n",
       "11   1912              Grignard,  Victor            France   \n",
       "12    NaN                Sabatier,  Paul            France   \n",
       "13   1913                Werner,  Alfred       Switzerland   \n",
       "14   1914    Richards,  Theodore William              U.S.   \n",
       "15   1915          Willstätter,  Richard           Germany   \n",
       "16   1918                  Haber,  Fritz           Germany   \n",
       "17   1920       Nernst,  Walther Hermann           Germany   \n",
       "18   1921              Soddy,  Frederick              U.K.   \n",
       "19   1922       Aston,  Francis  William              U.K.   \n",
       "20   1923                  Pregl,  Fritz           Austria   \n",
       "21   1925            Zsigmondy,  Richard           Austria   \n",
       "22   1926        Svedberg,  Theodor H.E.            Sweden   \n",
       "23   1927       Wieland,  Heinrich  Otto           Germany   \n",
       "24   1928                Windaus,  Adolf           Germany   \n",
       "25   1929       Euler-Chelpin,  Hans von            Sweden   \n",
       "26    NaN            Harden,  Sir Arthur              U.K.   \n",
       "27   1930                 Fischer,  Hans           Germany   \n",
       "28   1931            Bergius,  Friedrich           Germany   \n",
       "29    NaN                   Bosch,  Carl           Germany   \n",
       "..    ...                            ...               ...   \n",
       "141   NaN            MacKinnon, Roderick              U.S.   \n",
       "142  2004             Ciechanover, Aaron            Israel   \n",
       "143   NaN                 Hershko, Avram            Israel   \n",
       "144   NaN                    Rose, Irwin              U.S.   \n",
       "145  2005                  Chauvin, Yves            France   \n",
       "146   NaN              Grubbs, Robert H.              U.S.   \n",
       "147   NaN            Schrock, Richard R.              U.S.   \n",
       "148  2006             Kornberg, Roger D.              U.S.   \n",
       "149  2007                  Ertl, Gerhard           Germany   \n",
       "150  2008                Chalfie, Martin              U.S.   \n",
       "151   NaN               Shimomura, Osamu              U.S.   \n",
       "152   NaN                Tsien, Roger Y.              U.S.   \n",
       "153  2009      Ramakrishnan, Venkatraman              U.S.   \n",
       "154   NaN                 Steitz, Thomas              U.S.   \n",
       "155   NaN                    Yonath, Ada            Israel   \n",
       "156  2010               Heck, Richard F.              U.S.   \n",
       "157   NaN                Negishi Ei-ichi             Japan   \n",
       "158   NaN                   Suzuki Akira             Japan   \n",
       "159  2011              Shechtman, Daniel            Israel   \n",
       "160  2012              Kobilka, Brian K.              U.S.   \n",
       "161   NaN           Lefkowitz, Robert J.              U.S.   \n",
       "162  2013                Karplus, Martin      Austria/U.S.   \n",
       "163   NaN                Levitt, Michael  U.K./U.S./Israel   \n",
       "164   NaN                 Warshel, Arieh       Israel/U.S.   \n",
       "165  2014                   Betzig, Eric              U.S.   \n",
       "166   NaN                Hell, Stefan W.           Germany   \n",
       "167   NaN            Moerner, William E.              U.S.   \n",
       "168  2015                 Lindahl, Tomas            Sweden   \n",
       "169   NaN                  Modrich, Paul              U.S.   \n",
       "170   NaN                   Sancar, Aziz       Turkey/U.S.   \n",
       "\n",
       "                                           achievement  \n",
       "0       laws of chemical dynamics and osmotic pressure  \n",
       "1                  work  on sugar and purine syntheses  \n",
       "2                 theory  of electrolytic dissociation  \n",
       "3    discovery  of inert gas elements and their pla...  \n",
       "4       work  on organic dyes, hydroaromatic compounds  \n",
       "5    isolation  of fluorine; introduction of Moissa...  \n",
       "6               discovery  of noncellular fermentation  \n",
       "7    investigations  into the disintegration of ele...  \n",
       "8    pioneer  work on catalysis, chemical equilibri...  \n",
       "9              pioneer  work in alicyclic combinations  \n",
       "10   discovery  of radium and polonium; isolation o...  \n",
       "11                 discovery  of the Grignard reagents  \n",
       "12          method  of hydrogenating organic compounds  \n",
       "13          work  on the linkage of atoms in molecules  \n",
       "14   accurate  determination of the atomic weights ...  \n",
       "15   pioneer  researches in plant pigments, especia...  \n",
       "16                               synthesis  of ammonia  \n",
       "17                            work  in thermochemistry  \n",
       "18   chemistry  of radioactive substances; occurren...  \n",
       "19     work  with mass spectrograph; whole-number rule  \n",
       "20      method  of microanalysis of organic substances  \n",
       "21   elucidation  of the heterogeneous nature of co...  \n",
       "22                           work  on disperse systems  \n",
       "23     researches  into the constitution of bile acids  \n",
       "24   constitution  of sterols and their connection ...  \n",
       "25   investigations  in the fermentation of sugars ...  \n",
       "26   investigations  in the fermentation of sugars ...  \n",
       "27    hemin,  chlorophyll research; synthesis of hemin  \n",
       "28   invention  and development of chemical high-pr...  \n",
       "29   invention  and development of chemical high-pr...  \n",
       "..                                                 ...  \n",
       "141  discoveries regarding water channels and ion c...  \n",
       "142  discovery of ubiquitin-mediated protein degrad...  \n",
       "143  discovery of ubiquitin-mediated protein degrad...  \n",
       "144  discovery of ubiquitin-mediated protein degrad...  \n",
       "145  development of the metathesis method in organi...  \n",
       "146  development of the metathesis method in organi...  \n",
       "147  development of the metathesis method in organi...  \n",
       "148  work concerning the molecular basis of eukaryo...  \n",
       "149    studies of chemical processes on solid surfaces  \n",
       "150  discovery and development of the green fluores...  \n",
       "151  discovery and development of the green fluores...  \n",
       "152  discovery and development of the green fluores...  \n",
       "153  studies of the structure and function of the r...  \n",
       "154  studies of the structure and function of the r...  \n",
       "155  studies of the structure and function of the r...  \n",
       "156  development of techniques to synthesize comple...  \n",
       "157  development of techniques to synthesize comple...  \n",
       "158  development of techniques to synthesize comple...  \n",
       "159                         discovery of quasicrystals  \n",
       "160             studies of G-protein-coupled receptors  \n",
       "161             studies of G-protein-coupled receptors  \n",
       "162  development of multiscale models for complex c...  \n",
       "163  development of multiscale models for complex c...  \n",
       "164  development of multiscale models for complex c...  \n",
       "165  development of super-resolved fluorescence mic...  \n",
       "166  development of super-resolved fluorescence mic...  \n",
       "167  development of super-resolved fluorescence mic...  \n",
       "168                  mechanistic studies of DNA repair  \n",
       "169                  mechanistic studies of DNA repair  \n",
       "170                  mechanistic studies of DNA repair  \n",
       "\n",
       "[171 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.drop(newdf.index[[171, 172]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Hoff, Jacobus Henricus van 't</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>laws of chemical dynamics and osmotic pressure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1902</td>\n",
       "      <td>Fischer,  Emil</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on sugar and purine syntheses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1903</td>\n",
       "      <td>Arrhenius,  Svante</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>theory  of electrolytic dissociation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1904</td>\n",
       "      <td>Ramsay,  Sir William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>discovery  of inert gas elements and their pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1905</td>\n",
       "      <td>Baeyer,  Adolf von</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on organic dyes, hydroaromatic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1906</td>\n",
       "      <td>Moissan,  Henri</td>\n",
       "      <td>France</td>\n",
       "      <td>isolation  of fluorine; introduction of Moissa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1907</td>\n",
       "      <td>Buchner,  Eduard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>discovery  of noncellular fermentation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1908</td>\n",
       "      <td>Rutherford,  Ernest</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  into the disintegration of ele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1909</td>\n",
       "      <td>Ostwald,  Wilhelm</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work on catalysis, chemical equilibri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1910</td>\n",
       "      <td>Wallach,  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work in alicyclic combinations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1911</td>\n",
       "      <td>Curie,  Marie</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of radium and polonium; isolation o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1912</td>\n",
       "      <td>Grignard,  Victor</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of the Grignard reagents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td>Sabatier,  Paul</td>\n",
       "      <td>France</td>\n",
       "      <td>method  of hydrogenating organic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1913</td>\n",
       "      <td>Werner,  Alfred</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>work  on the linkage of atoms in molecules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1914</td>\n",
       "      <td>Richards,  Theodore William</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>accurate  determination of the atomic weights ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1915</td>\n",
       "      <td>Willstätter,  Richard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  researches in plant pigments, especia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1918</td>\n",
       "      <td>Haber,  Fritz</td>\n",
       "      <td>Germany</td>\n",
       "      <td>synthesis  of ammonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1920</td>\n",
       "      <td>Nernst,  Walther Hermann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  in thermochemistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1921</td>\n",
       "      <td>Soddy,  Frederick</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>chemistry  of radioactive substances; occurren...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1922</td>\n",
       "      <td>Aston,  Francis  William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>work  with mass spectrograph; whole-number rule</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1923</td>\n",
       "      <td>Pregl,  Fritz</td>\n",
       "      <td>Austria</td>\n",
       "      <td>method  of microanalysis of organic substances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1925</td>\n",
       "      <td>Zsigmondy,  Richard</td>\n",
       "      <td>Austria</td>\n",
       "      <td>elucidation  of the heterogeneous nature of co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1926</td>\n",
       "      <td>Svedberg,  Theodor H.E.</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>work  on disperse systems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1927</td>\n",
       "      <td>Wieland,  Heinrich  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>researches  into the constitution of bile acids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1928</td>\n",
       "      <td>Windaus,  Adolf</td>\n",
       "      <td>Germany</td>\n",
       "      <td>constitution  of sterols and their connection ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1929</td>\n",
       "      <td>Euler-Chelpin,  Hans von</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td>Harden,  Sir Arthur</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1930</td>\n",
       "      <td>Fischer,  Hans</td>\n",
       "      <td>Germany</td>\n",
       "      <td>hemin,  chlorophyll research; synthesis of hemin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1931</td>\n",
       "      <td>Bergius,  Friedrich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td>Bosch,  Carl</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td></td>\n",
       "      <td>Hershko, Avram</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td></td>\n",
       "      <td>Rose, Irwin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2005</td>\n",
       "      <td>Chauvin, Yves</td>\n",
       "      <td>France</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td></td>\n",
       "      <td>Grubbs, Robert H.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td></td>\n",
       "      <td>Schrock, Richard R.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kornberg, Roger D.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>work concerning the molecular basis of eukaryo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2007</td>\n",
       "      <td>Ertl, Gerhard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>studies of chemical processes on solid surfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2008</td>\n",
       "      <td>Chalfie, Martin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td></td>\n",
       "      <td>Shimomura, Osamu</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td></td>\n",
       "      <td>Tsien, Roger Y.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ramakrishnan, Venkatraman</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td></td>\n",
       "      <td>Steitz, Thomas</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td></td>\n",
       "      <td>Yonath, Ada</td>\n",
       "      <td>Israel</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2010</td>\n",
       "      <td>Heck, Richard F.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td></td>\n",
       "      <td>Negishi Ei-ichi</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td></td>\n",
       "      <td>Suzuki Akira</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2011</td>\n",
       "      <td>Shechtman, Daniel</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of quasicrystals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kobilka, Brian K.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td></td>\n",
       "      <td>Lefkowitz, Robert J.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2013</td>\n",
       "      <td>Karplus, Martin</td>\n",
       "      <td>Austria/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td></td>\n",
       "      <td>Levitt, Michael</td>\n",
       "      <td>U.K./U.S./Israel</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td></td>\n",
       "      <td>Warshel, Arieh</td>\n",
       "      <td>Israel/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2014</td>\n",
       "      <td>Betzig, Eric</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td></td>\n",
       "      <td>Hell, Stefan W.</td>\n",
       "      <td>Germany</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td></td>\n",
       "      <td>Moerner, William E.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td></td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td></td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>*Nationality given is the citizenship of recip...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Back to top</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>173 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  year  \\\n",
       "0                                                 1901   \n",
       "1                                                 1902   \n",
       "2                                                 1903   \n",
       "3                                                 1904   \n",
       "4                                                 1905   \n",
       "5                                                 1906   \n",
       "6                                                 1907   \n",
       "7                                                 1908   \n",
       "8                                                 1909   \n",
       "9                                                 1910   \n",
       "10                                                1911   \n",
       "11                                                1912   \n",
       "12                                                       \n",
       "13                                                1913   \n",
       "14                                                1914   \n",
       "15                                                1915   \n",
       "16                                                1918   \n",
       "17                                                1920   \n",
       "18                                                1921   \n",
       "19                                                1922   \n",
       "20                                                1923   \n",
       "21                                                1925   \n",
       "22                                                1926   \n",
       "23                                                1927   \n",
       "24                                                1928   \n",
       "25                                                1929   \n",
       "26                                                       \n",
       "27                                                1930   \n",
       "28                                                1931   \n",
       "29                                                       \n",
       "..                                                 ...   \n",
       "143                                                      \n",
       "144                                                      \n",
       "145                                               2005   \n",
       "146                                                      \n",
       "147                                                      \n",
       "148                                               2006   \n",
       "149                                               2007   \n",
       "150                                               2008   \n",
       "151                                                      \n",
       "152                                                      \n",
       "153                                               2009   \n",
       "154                                                      \n",
       "155                                                      \n",
       "156                                               2010   \n",
       "157                                                      \n",
       "158                                                      \n",
       "159                                               2011   \n",
       "160                                               2012   \n",
       "161                                                      \n",
       "162                                               2013   \n",
       "163                                                      \n",
       "164                                                      \n",
       "165                                               2014   \n",
       "166                                                      \n",
       "167                                                      \n",
       "168                                               2015   \n",
       "169                                                      \n",
       "170                                                      \n",
       "171  *Nationality given is the citizenship of recip...   \n",
       "172                                        Back to top   \n",
       "\n",
       "                              name          country*  \\\n",
       "0    Hoff, Jacobus Henricus van 't   The Netherlands   \n",
       "1                   Fischer,  Emil           Germany   \n",
       "2               Arrhenius,  Svante            Sweden   \n",
       "3             Ramsay,  Sir William              U.K.   \n",
       "4               Baeyer,  Adolf von           Germany   \n",
       "5                  Moissan,  Henri            France   \n",
       "6                 Buchner,  Eduard           Germany   \n",
       "7              Rutherford,  Ernest              U.K.   \n",
       "8                Ostwald,  Wilhelm           Germany   \n",
       "9                   Wallach,  Otto           Germany   \n",
       "10                   Curie,  Marie            France   \n",
       "11               Grignard,  Victor            France   \n",
       "12                 Sabatier,  Paul            France   \n",
       "13                 Werner,  Alfred       Switzerland   \n",
       "14     Richards,  Theodore William              U.S.   \n",
       "15           Willstätter,  Richard           Germany   \n",
       "16                   Haber,  Fritz           Germany   \n",
       "17        Nernst,  Walther Hermann           Germany   \n",
       "18               Soddy,  Frederick              U.K.   \n",
       "19        Aston,  Francis  William              U.K.   \n",
       "20                   Pregl,  Fritz           Austria   \n",
       "21             Zsigmondy,  Richard           Austria   \n",
       "22         Svedberg,  Theodor H.E.            Sweden   \n",
       "23        Wieland,  Heinrich  Otto           Germany   \n",
       "24                 Windaus,  Adolf           Germany   \n",
       "25        Euler-Chelpin,  Hans von            Sweden   \n",
       "26             Harden,  Sir Arthur              U.K.   \n",
       "27                  Fischer,  Hans           Germany   \n",
       "28             Bergius,  Friedrich           Germany   \n",
       "29                    Bosch,  Carl           Germany   \n",
       "..                             ...               ...   \n",
       "143                 Hershko, Avram            Israel   \n",
       "144                    Rose, Irwin              U.S.   \n",
       "145                  Chauvin, Yves            France   \n",
       "146              Grubbs, Robert H.              U.S.   \n",
       "147            Schrock, Richard R.              U.S.   \n",
       "148             Kornberg, Roger D.              U.S.   \n",
       "149                  Ertl, Gerhard           Germany   \n",
       "150                Chalfie, Martin              U.S.   \n",
       "151               Shimomura, Osamu              U.S.   \n",
       "152                Tsien, Roger Y.              U.S.   \n",
       "153      Ramakrishnan, Venkatraman              U.S.   \n",
       "154                 Steitz, Thomas              U.S.   \n",
       "155                    Yonath, Ada            Israel   \n",
       "156               Heck, Richard F.              U.S.   \n",
       "157                Negishi Ei-ichi             Japan   \n",
       "158                   Suzuki Akira             Japan   \n",
       "159              Shechtman, Daniel            Israel   \n",
       "160              Kobilka, Brian K.              U.S.   \n",
       "161           Lefkowitz, Robert J.              U.S.   \n",
       "162                Karplus, Martin      Austria/U.S.   \n",
       "163                Levitt, Michael  U.K./U.S./Israel   \n",
       "164                 Warshel, Arieh       Israel/U.S.   \n",
       "165                   Betzig, Eric              U.S.   \n",
       "166                Hell, Stefan W.           Germany   \n",
       "167            Moerner, William E.              U.S.   \n",
       "168                 Lindahl, Tomas            Sweden   \n",
       "169                  Modrich, Paul              U.S.   \n",
       "170                   Sancar, Aziz       Turkey/U.S.   \n",
       "171                                                    \n",
       "172                                                    \n",
       "\n",
       "                                           achievement  \n",
       "0       laws of chemical dynamics and osmotic pressure  \n",
       "1                  work  on sugar and purine syntheses  \n",
       "2                 theory  of electrolytic dissociation  \n",
       "3    discovery  of inert gas elements and their pla...  \n",
       "4       work  on organic dyes, hydroaromatic compounds  \n",
       "5    isolation  of fluorine; introduction of Moissa...  \n",
       "6               discovery  of noncellular fermentation  \n",
       "7    investigations  into the disintegration of ele...  \n",
       "8    pioneer  work on catalysis, chemical equilibri...  \n",
       "9              pioneer  work in alicyclic combinations  \n",
       "10   discovery  of radium and polonium; isolation o...  \n",
       "11                 discovery  of the Grignard reagents  \n",
       "12          method  of hydrogenating organic compounds  \n",
       "13          work  on the linkage of atoms in molecules  \n",
       "14   accurate  determination of the atomic weights ...  \n",
       "15   pioneer  researches in plant pigments, especia...  \n",
       "16                               synthesis  of ammonia  \n",
       "17                            work  in thermochemistry  \n",
       "18   chemistry  of radioactive substances; occurren...  \n",
       "19     work  with mass spectrograph; whole-number rule  \n",
       "20      method  of microanalysis of organic substances  \n",
       "21   elucidation  of the heterogeneous nature of co...  \n",
       "22                           work  on disperse systems  \n",
       "23     researches  into the constitution of bile acids  \n",
       "24   constitution  of sterols and their connection ...  \n",
       "25   investigations  in the fermentation of sugars ...  \n",
       "26   investigations  in the fermentation of sugars ...  \n",
       "27    hemin,  chlorophyll research; synthesis of hemin  \n",
       "28   invention  and development of chemical high-pr...  \n",
       "29   invention  and development of chemical high-pr...  \n",
       "..                                                 ...  \n",
       "143  discovery of ubiquitin-mediated protein degrad...  \n",
       "144  discovery of ubiquitin-mediated protein degrad...  \n",
       "145  development of the metathesis method in organi...  \n",
       "146  development of the metathesis method in organi...  \n",
       "147  development of the metathesis method in organi...  \n",
       "148  work concerning the molecular basis of eukaryo...  \n",
       "149    studies of chemical processes on solid surfaces  \n",
       "150  discovery and development of the green fluores...  \n",
       "151  discovery and development of the green fluores...  \n",
       "152  discovery and development of the green fluores...  \n",
       "153  studies of the structure and function of the r...  \n",
       "154  studies of the structure and function of the r...  \n",
       "155  studies of the structure and function of the r...  \n",
       "156  development of techniques to synthesize comple...  \n",
       "157  development of techniques to synthesize comple...  \n",
       "158  development of techniques to synthesize comple...  \n",
       "159                         discovery of quasicrystals  \n",
       "160             studies of G-protein-coupled receptors  \n",
       "161             studies of G-protein-coupled receptors  \n",
       "162  development of multiscale models for complex c...  \n",
       "163  development of multiscale models for complex c...  \n",
       "164  development of multiscale models for complex c...  \n",
       "165  development of super-resolved fluorescence mic...  \n",
       "166  development of super-resolved fluorescence mic...  \n",
       "167  development of super-resolved fluorescence mic...  \n",
       "168                  mechanistic studies of DNA repair  \n",
       "169                  mechanistic studies of DNA repair  \n",
       "170                  mechanistic studies of DNA repair  \n",
       "171                                                     \n",
       "172                                                     \n",
       "\n",
       "[173 rows x 4 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf = newdf.fillna(' ')\n",
    "newdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1901</td>\n",
       "      <td>Hoff, Jacobus Henricus van 't</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>laws of chemical dynamics and osmotic pressure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1902</td>\n",
       "      <td>Fischer,  Emil</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on sugar and purine syntheses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1903</td>\n",
       "      <td>Arrhenius,  Svante</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>theory  of electrolytic dissociation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1904</td>\n",
       "      <td>Ramsay,  Sir William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>discovery  of inert gas elements and their pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1905</td>\n",
       "      <td>Baeyer,  Adolf von</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on organic dyes, hydroaromatic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1906</td>\n",
       "      <td>Moissan,  Henri</td>\n",
       "      <td>France</td>\n",
       "      <td>isolation  of fluorine; introduction of Moissa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1907</td>\n",
       "      <td>Buchner,  Eduard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>discovery  of noncellular fermentation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1908</td>\n",
       "      <td>Rutherford,  Ernest</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  into the disintegration of ele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1909</td>\n",
       "      <td>Ostwald,  Wilhelm</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work on catalysis, chemical equilibri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1910</td>\n",
       "      <td>Wallach,  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work in alicyclic combinations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1911</td>\n",
       "      <td>Curie,  Marie</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of radium and polonium; isolation o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1912</td>\n",
       "      <td>Grignard,  Victor</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of the Grignard reagents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td>Sabatier,  Paul</td>\n",
       "      <td>France</td>\n",
       "      <td>method  of hydrogenating organic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1913</td>\n",
       "      <td>Werner,  Alfred</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>work  on the linkage of atoms in molecules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1914</td>\n",
       "      <td>Richards,  Theodore William</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>accurate  determination of the atomic weights ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1915</td>\n",
       "      <td>Willstätter,  Richard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  researches in plant pigments, especia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1918</td>\n",
       "      <td>Haber,  Fritz</td>\n",
       "      <td>Germany</td>\n",
       "      <td>synthesis  of ammonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1920</td>\n",
       "      <td>Nernst,  Walther Hermann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  in thermochemistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1921</td>\n",
       "      <td>Soddy,  Frederick</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>chemistry  of radioactive substances; occurren...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1922</td>\n",
       "      <td>Aston,  Francis  William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>work  with mass spectrograph; whole-number rule</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1923</td>\n",
       "      <td>Pregl,  Fritz</td>\n",
       "      <td>Austria</td>\n",
       "      <td>method  of microanalysis of organic substances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1925</td>\n",
       "      <td>Zsigmondy,  Richard</td>\n",
       "      <td>Austria</td>\n",
       "      <td>elucidation  of the heterogeneous nature of co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1926</td>\n",
       "      <td>Svedberg,  Theodor H.E.</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>work  on disperse systems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1927</td>\n",
       "      <td>Wieland,  Heinrich  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>researches  into the constitution of bile acids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1928</td>\n",
       "      <td>Windaus,  Adolf</td>\n",
       "      <td>Germany</td>\n",
       "      <td>constitution  of sterols and their connection ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1929</td>\n",
       "      <td>Euler-Chelpin,  Hans von</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td>Harden,  Sir Arthur</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1930</td>\n",
       "      <td>Fischer,  Hans</td>\n",
       "      <td>Germany</td>\n",
       "      <td>hemin,  chlorophyll research; synthesis of hemin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1931</td>\n",
       "      <td>Bergius,  Friedrich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td>Bosch,  Carl</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td></td>\n",
       "      <td>MacKinnon, Roderick</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discoveries regarding water channels and ion c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2004</td>\n",
       "      <td>Ciechanover, Aaron</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td></td>\n",
       "      <td>Hershko, Avram</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td></td>\n",
       "      <td>Rose, Irwin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2005</td>\n",
       "      <td>Chauvin, Yves</td>\n",
       "      <td>France</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td></td>\n",
       "      <td>Grubbs, Robert H.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td></td>\n",
       "      <td>Schrock, Richard R.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kornberg, Roger D.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>work concerning the molecular basis of eukaryo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2007</td>\n",
       "      <td>Ertl, Gerhard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>studies of chemical processes on solid surfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2008</td>\n",
       "      <td>Chalfie, Martin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td></td>\n",
       "      <td>Shimomura, Osamu</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td></td>\n",
       "      <td>Tsien, Roger Y.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ramakrishnan, Venkatraman</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td></td>\n",
       "      <td>Steitz, Thomas</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td></td>\n",
       "      <td>Yonath, Ada</td>\n",
       "      <td>Israel</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2010</td>\n",
       "      <td>Heck, Richard F.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td></td>\n",
       "      <td>Negishi Ei-ichi</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td></td>\n",
       "      <td>Suzuki Akira</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2011</td>\n",
       "      <td>Shechtman, Daniel</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of quasicrystals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kobilka, Brian K.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td></td>\n",
       "      <td>Lefkowitz, Robert J.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2013</td>\n",
       "      <td>Karplus, Martin</td>\n",
       "      <td>Austria/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td></td>\n",
       "      <td>Levitt, Michael</td>\n",
       "      <td>U.K./U.S./Israel</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td></td>\n",
       "      <td>Warshel, Arieh</td>\n",
       "      <td>Israel/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2014</td>\n",
       "      <td>Betzig, Eric</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td></td>\n",
       "      <td>Hell, Stefan W.</td>\n",
       "      <td>Germany</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td></td>\n",
       "      <td>Moerner, William E.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td></td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td></td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year                           name          country*  \\\n",
       "0    1901  Hoff, Jacobus Henricus van 't   The Netherlands   \n",
       "1    1902                 Fischer,  Emil           Germany   \n",
       "2    1903             Arrhenius,  Svante            Sweden   \n",
       "3    1904           Ramsay,  Sir William              U.K.   \n",
       "4    1905             Baeyer,  Adolf von           Germany   \n",
       "5    1906                Moissan,  Henri            France   \n",
       "6    1907               Buchner,  Eduard           Germany   \n",
       "7    1908            Rutherford,  Ernest              U.K.   \n",
       "8    1909              Ostwald,  Wilhelm           Germany   \n",
       "9    1910                 Wallach,  Otto           Germany   \n",
       "10   1911                  Curie,  Marie            France   \n",
       "11   1912              Grignard,  Victor            France   \n",
       "12                       Sabatier,  Paul            France   \n",
       "13   1913                Werner,  Alfred       Switzerland   \n",
       "14   1914    Richards,  Theodore William              U.S.   \n",
       "15   1915          Willstätter,  Richard           Germany   \n",
       "16   1918                  Haber,  Fritz           Germany   \n",
       "17   1920       Nernst,  Walther Hermann           Germany   \n",
       "18   1921              Soddy,  Frederick              U.K.   \n",
       "19   1922       Aston,  Francis  William              U.K.   \n",
       "20   1923                  Pregl,  Fritz           Austria   \n",
       "21   1925            Zsigmondy,  Richard           Austria   \n",
       "22   1926        Svedberg,  Theodor H.E.            Sweden   \n",
       "23   1927       Wieland,  Heinrich  Otto           Germany   \n",
       "24   1928                Windaus,  Adolf           Germany   \n",
       "25   1929       Euler-Chelpin,  Hans von            Sweden   \n",
       "26                   Harden,  Sir Arthur              U.K.   \n",
       "27   1930                 Fischer,  Hans           Germany   \n",
       "28   1931            Bergius,  Friedrich           Germany   \n",
       "29                          Bosch,  Carl           Germany   \n",
       "..    ...                            ...               ...   \n",
       "141                  MacKinnon, Roderick              U.S.   \n",
       "142  2004             Ciechanover, Aaron            Israel   \n",
       "143                       Hershko, Avram            Israel   \n",
       "144                          Rose, Irwin              U.S.   \n",
       "145  2005                  Chauvin, Yves            France   \n",
       "146                    Grubbs, Robert H.              U.S.   \n",
       "147                  Schrock, Richard R.              U.S.   \n",
       "148  2006             Kornberg, Roger D.              U.S.   \n",
       "149  2007                  Ertl, Gerhard           Germany   \n",
       "150  2008                Chalfie, Martin              U.S.   \n",
       "151                     Shimomura, Osamu              U.S.   \n",
       "152                      Tsien, Roger Y.              U.S.   \n",
       "153  2009      Ramakrishnan, Venkatraman              U.S.   \n",
       "154                       Steitz, Thomas              U.S.   \n",
       "155                          Yonath, Ada            Israel   \n",
       "156  2010               Heck, Richard F.              U.S.   \n",
       "157                      Negishi Ei-ichi             Japan   \n",
       "158                         Suzuki Akira             Japan   \n",
       "159  2011              Shechtman, Daniel            Israel   \n",
       "160  2012              Kobilka, Brian K.              U.S.   \n",
       "161                 Lefkowitz, Robert J.              U.S.   \n",
       "162  2013                Karplus, Martin      Austria/U.S.   \n",
       "163                      Levitt, Michael  U.K./U.S./Israel   \n",
       "164                       Warshel, Arieh       Israel/U.S.   \n",
       "165  2014                   Betzig, Eric              U.S.   \n",
       "166                      Hell, Stefan W.           Germany   \n",
       "167                  Moerner, William E.              U.S.   \n",
       "168  2015                 Lindahl, Tomas            Sweden   \n",
       "169                        Modrich, Paul              U.S.   \n",
       "170                         Sancar, Aziz       Turkey/U.S.   \n",
       "\n",
       "                                           achievement  \n",
       "0       laws of chemical dynamics and osmotic pressure  \n",
       "1                  work  on sugar and purine syntheses  \n",
       "2                 theory  of electrolytic dissociation  \n",
       "3    discovery  of inert gas elements and their pla...  \n",
       "4       work  on organic dyes, hydroaromatic compounds  \n",
       "5    isolation  of fluorine; introduction of Moissa...  \n",
       "6               discovery  of noncellular fermentation  \n",
       "7    investigations  into the disintegration of ele...  \n",
       "8    pioneer  work on catalysis, chemical equilibri...  \n",
       "9              pioneer  work in alicyclic combinations  \n",
       "10   discovery  of radium and polonium; isolation o...  \n",
       "11                 discovery  of the Grignard reagents  \n",
       "12          method  of hydrogenating organic compounds  \n",
       "13          work  on the linkage of atoms in molecules  \n",
       "14   accurate  determination of the atomic weights ...  \n",
       "15   pioneer  researches in plant pigments, especia...  \n",
       "16                               synthesis  of ammonia  \n",
       "17                            work  in thermochemistry  \n",
       "18   chemistry  of radioactive substances; occurren...  \n",
       "19     work  with mass spectrograph; whole-number rule  \n",
       "20      method  of microanalysis of organic substances  \n",
       "21   elucidation  of the heterogeneous nature of co...  \n",
       "22                           work  on disperse systems  \n",
       "23     researches  into the constitution of bile acids  \n",
       "24   constitution  of sterols and their connection ...  \n",
       "25   investigations  in the fermentation of sugars ...  \n",
       "26   investigations  in the fermentation of sugars ...  \n",
       "27    hemin,  chlorophyll research; synthesis of hemin  \n",
       "28   invention  and development of chemical high-pr...  \n",
       "29   invention  and development of chemical high-pr...  \n",
       "..                                                 ...  \n",
       "141  discoveries regarding water channels and ion c...  \n",
       "142  discovery of ubiquitin-mediated protein degrad...  \n",
       "143  discovery of ubiquitin-mediated protein degrad...  \n",
       "144  discovery of ubiquitin-mediated protein degrad...  \n",
       "145  development of the metathesis method in organi...  \n",
       "146  development of the metathesis method in organi...  \n",
       "147  development of the metathesis method in organi...  \n",
       "148  work concerning the molecular basis of eukaryo...  \n",
       "149    studies of chemical processes on solid surfaces  \n",
       "150  discovery and development of the green fluores...  \n",
       "151  discovery and development of the green fluores...  \n",
       "152  discovery and development of the green fluores...  \n",
       "153  studies of the structure and function of the r...  \n",
       "154  studies of the structure and function of the r...  \n",
       "155  studies of the structure and function of the r...  \n",
       "156  development of techniques to synthesize comple...  \n",
       "157  development of techniques to synthesize comple...  \n",
       "158  development of techniques to synthesize comple...  \n",
       "159                         discovery of quasicrystals  \n",
       "160             studies of G-protein-coupled receptors  \n",
       "161             studies of G-protein-coupled receptors  \n",
       "162  development of multiscale models for complex c...  \n",
       "163  development of multiscale models for complex c...  \n",
       "164  development of multiscale models for complex c...  \n",
       "165  development of super-resolved fluorescence mic...  \n",
       "166  development of super-resolved fluorescence mic...  \n",
       "167  development of super-resolved fluorescence mic...  \n",
       "168                  mechanistic studies of DNA repair  \n",
       "169                  mechanistic studies of DNA repair  \n",
       "170                  mechanistic studies of DNA repair  \n",
       "\n",
       "[171 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.drop(newdf.index[[171, 172]])"
   ]
  },
  {
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1901</td>\n",
       "      <td>Hoff, Jacobus Henricus van 't</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>laws of chemical dynamics and osmotic pressure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1902</td>\n",
       "      <td>Fischer,  Emil</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on sugar and purine syntheses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1903</td>\n",
       "      <td>Arrhenius,  Svante</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>theory  of electrolytic dissociation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1904</td>\n",
       "      <td>Ramsay,  Sir William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>discovery  of inert gas elements and their pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1905</td>\n",
       "      <td>Baeyer,  Adolf von</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on organic dyes, hydroaromatic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1906</td>\n",
       "      <td>Moissan,  Henri</td>\n",
       "      <td>France</td>\n",
       "      <td>isolation  of fluorine; introduction of Moissa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1907</td>\n",
       "      <td>Buchner,  Eduard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>discovery  of noncellular fermentation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1908</td>\n",
       "      <td>Rutherford,  Ernest</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  into the disintegration of ele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1909</td>\n",
       "      <td>Ostwald,  Wilhelm</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work on catalysis, chemical equilibri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1910</td>\n",
       "      <td>Wallach,  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work in alicyclic combinations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1911</td>\n",
       "      <td>Curie,  Marie</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of radium and polonium; isolation o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1912</td>\n",
       "      <td>Grignard,  Victor</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of the Grignard reagents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td></td>\n",
       "      <td>Sabatier,  Paul</td>\n",
       "      <td>France</td>\n",
       "      <td>method  of hydrogenating organic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1913</td>\n",
       "      <td>Werner,  Alfred</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>work  on the linkage of atoms in molecules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1914</td>\n",
       "      <td>Richards,  Theodore William</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>accurate  determination of the atomic weights ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1915</td>\n",
       "      <td>Willstätter,  Richard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  researches in plant pigments, especia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1918</td>\n",
       "      <td>Haber,  Fritz</td>\n",
       "      <td>Germany</td>\n",
       "      <td>synthesis  of ammonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1920</td>\n",
       "      <td>Nernst,  Walther Hermann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  in thermochemistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1921</td>\n",
       "      <td>Soddy,  Frederick</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>chemistry  of radioactive substances; occurren...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1922</td>\n",
       "      <td>Aston,  Francis  William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>work  with mass spectrograph; whole-number rule</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1923</td>\n",
       "      <td>Pregl,  Fritz</td>\n",
       "      <td>Austria</td>\n",
       "      <td>method  of microanalysis of organic substances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1925</td>\n",
       "      <td>Zsigmondy,  Richard</td>\n",
       "      <td>Austria</td>\n",
       "      <td>elucidation  of the heterogeneous nature of co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1926</td>\n",
       "      <td>Svedberg,  Theodor H.E.</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>work  on disperse systems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1927</td>\n",
       "      <td>Wieland,  Heinrich  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>researches  into the constitution of bile acids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1928</td>\n",
       "      <td>Windaus,  Adolf</td>\n",
       "      <td>Germany</td>\n",
       "      <td>constitution  of sterols and their connection ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1929</td>\n",
       "      <td>Euler-Chelpin,  Hans von</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td>Harden,  Sir Arthur</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1930</td>\n",
       "      <td>Fischer,  Hans</td>\n",
       "      <td>Germany</td>\n",
       "      <td>hemin,  chlorophyll research; synthesis of hemin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1931</td>\n",
       "      <td>Bergius,  Friedrich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td></td>\n",
       "      <td>Bosch,  Carl</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td></td>\n",
       "      <td>Hershko, Avram</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td></td>\n",
       "      <td>Rose, Irwin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2005</td>\n",
       "      <td>Chauvin, Yves</td>\n",
       "      <td>France</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td></td>\n",
       "      <td>Grubbs, Robert H.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td></td>\n",
       "      <td>Schrock, Richard R.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kornberg, Roger D.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>work concerning the molecular basis of eukaryo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2007</td>\n",
       "      <td>Ertl, Gerhard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>studies of chemical processes on solid surfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2008</td>\n",
       "      <td>Chalfie, Martin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td></td>\n",
       "      <td>Shimomura, Osamu</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td></td>\n",
       "      <td>Tsien, Roger Y.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ramakrishnan, Venkatraman</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td></td>\n",
       "      <td>Steitz, Thomas</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td></td>\n",
       "      <td>Yonath, Ada</td>\n",
       "      <td>Israel</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2010</td>\n",
       "      <td>Heck, Richard F.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td></td>\n",
       "      <td>Negishi Ei-ichi</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td></td>\n",
       "      <td>Suzuki Akira</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2011</td>\n",
       "      <td>Shechtman, Daniel</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of quasicrystals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kobilka, Brian K.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td></td>\n",
       "      <td>Lefkowitz, Robert J.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2013</td>\n",
       "      <td>Karplus, Martin</td>\n",
       "      <td>Austria/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td></td>\n",
       "      <td>Levitt, Michael</td>\n",
       "      <td>U.K./U.S./Israel</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td></td>\n",
       "      <td>Warshel, Arieh</td>\n",
       "      <td>Israel/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2014</td>\n",
       "      <td>Betzig, Eric</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td></td>\n",
       "      <td>Hell, Stefan W.</td>\n",
       "      <td>Germany</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td></td>\n",
       "      <td>Moerner, William E.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td></td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td></td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>*Nationality given is the citizenship of recip...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Back to top</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>173 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  year  \\\n",
       "1                                                 1901   \n",
       "2                                                 1902   \n",
       "3                                                 1903   \n",
       "4                                                 1904   \n",
       "5                                                 1905   \n",
       "6                                                 1906   \n",
       "7                                                 1907   \n",
       "8                                                 1908   \n",
       "9                                                 1909   \n",
       "10                                                1910   \n",
       "11                                                1911   \n",
       "12                                                1912   \n",
       "13                                                       \n",
       "14                                                1913   \n",
       "15                                                1914   \n",
       "16                                                1915   \n",
       "17                                                1918   \n",
       "18                                                1920   \n",
       "19                                                1921   \n",
       "20                                                1922   \n",
       "21                                                1923   \n",
       "22                                                1925   \n",
       "23                                                1926   \n",
       "24                                                1927   \n",
       "25                                                1928   \n",
       "26                                                1929   \n",
       "27                                                       \n",
       "28                                                1930   \n",
       "29                                                1931   \n",
       "30                                                       \n",
       "..                                                 ...   \n",
       "144                                                      \n",
       "145                                                      \n",
       "146                                               2005   \n",
       "147                                                      \n",
       "148                                                      \n",
       "149                                               2006   \n",
       "150                                               2007   \n",
       "151                                               2008   \n",
       "152                                                      \n",
       "153                                                      \n",
       "154                                               2009   \n",
       "155                                                      \n",
       "156                                                      \n",
       "157                                               2010   \n",
       "158                                                      \n",
       "159                                                      \n",
       "160                                               2011   \n",
       "161                                               2012   \n",
       "162                                                      \n",
       "163                                               2013   \n",
       "164                                                      \n",
       "165                                                      \n",
       "166                                               2014   \n",
       "167                                                      \n",
       "168                                                      \n",
       "169                                               2015   \n",
       "170                                                      \n",
       "171                                                      \n",
       "172  *Nationality given is the citizenship of recip...   \n",
       "173                                        Back to top   \n",
       "\n",
       "                              name          country*  \\\n",
       "1    Hoff, Jacobus Henricus van 't   The Netherlands   \n",
       "2                   Fischer,  Emil           Germany   \n",
       "3               Arrhenius,  Svante            Sweden   \n",
       "4             Ramsay,  Sir William              U.K.   \n",
       "5               Baeyer,  Adolf von           Germany   \n",
       "6                  Moissan,  Henri            France   \n",
       "7                 Buchner,  Eduard           Germany   \n",
       "8              Rutherford,  Ernest              U.K.   \n",
       "9                Ostwald,  Wilhelm           Germany   \n",
       "10                  Wallach,  Otto           Germany   \n",
       "11                   Curie,  Marie            France   \n",
       "12               Grignard,  Victor            France   \n",
       "13                 Sabatier,  Paul            France   \n",
       "14                 Werner,  Alfred       Switzerland   \n",
       "15     Richards,  Theodore William              U.S.   \n",
       "16           Willstätter,  Richard           Germany   \n",
       "17                   Haber,  Fritz           Germany   \n",
       "18        Nernst,  Walther Hermann           Germany   \n",
       "19               Soddy,  Frederick              U.K.   \n",
       "20        Aston,  Francis  William              U.K.   \n",
       "21                   Pregl,  Fritz           Austria   \n",
       "22             Zsigmondy,  Richard           Austria   \n",
       "23         Svedberg,  Theodor H.E.            Sweden   \n",
       "24        Wieland,  Heinrich  Otto           Germany   \n",
       "25                 Windaus,  Adolf           Germany   \n",
       "26        Euler-Chelpin,  Hans von            Sweden   \n",
       "27             Harden,  Sir Arthur              U.K.   \n",
       "28                  Fischer,  Hans           Germany   \n",
       "29             Bergius,  Friedrich           Germany   \n",
       "30                    Bosch,  Carl           Germany   \n",
       "..                             ...               ...   \n",
       "144                 Hershko, Avram            Israel   \n",
       "145                    Rose, Irwin              U.S.   \n",
       "146                  Chauvin, Yves            France   \n",
       "147              Grubbs, Robert H.              U.S.   \n",
       "148            Schrock, Richard R.              U.S.   \n",
       "149             Kornberg, Roger D.              U.S.   \n",
       "150                  Ertl, Gerhard           Germany   \n",
       "151                Chalfie, Martin              U.S.   \n",
       "152               Shimomura, Osamu              U.S.   \n",
       "153                Tsien, Roger Y.              U.S.   \n",
       "154      Ramakrishnan, Venkatraman              U.S.   \n",
       "155                 Steitz, Thomas              U.S.   \n",
       "156                    Yonath, Ada            Israel   \n",
       "157               Heck, Richard F.              U.S.   \n",
       "158                Negishi Ei-ichi             Japan   \n",
       "159                   Suzuki Akira             Japan   \n",
       "160              Shechtman, Daniel            Israel   \n",
       "161              Kobilka, Brian K.              U.S.   \n",
       "162           Lefkowitz, Robert J.              U.S.   \n",
       "163                Karplus, Martin      Austria/U.S.   \n",
       "164                Levitt, Michael  U.K./U.S./Israel   \n",
       "165                 Warshel, Arieh       Israel/U.S.   \n",
       "166                   Betzig, Eric              U.S.   \n",
       "167                Hell, Stefan W.           Germany   \n",
       "168            Moerner, William E.              U.S.   \n",
       "169                 Lindahl, Tomas            Sweden   \n",
       "170                  Modrich, Paul              U.S.   \n",
       "171                   Sancar, Aziz       Turkey/U.S.   \n",
       "172                                                    \n",
       "173                                                    \n",
       "\n",
       "                                           achievement  \n",
       "1       laws of chemical dynamics and osmotic pressure  \n",
       "2                  work  on sugar and purine syntheses  \n",
       "3                 theory  of electrolytic dissociation  \n",
       "4    discovery  of inert gas elements and their pla...  \n",
       "5       work  on organic dyes, hydroaromatic compounds  \n",
       "6    isolation  of fluorine; introduction of Moissa...  \n",
       "7               discovery  of noncellular fermentation  \n",
       "8    investigations  into the disintegration of ele...  \n",
       "9    pioneer  work on catalysis, chemical equilibri...  \n",
       "10             pioneer  work in alicyclic combinations  \n",
       "11   discovery  of radium and polonium; isolation o...  \n",
       "12                 discovery  of the Grignard reagents  \n",
       "13          method  of hydrogenating organic compounds  \n",
       "14          work  on the linkage of atoms in molecules  \n",
       "15   accurate  determination of the atomic weights ...  \n",
       "16   pioneer  researches in plant pigments, especia...  \n",
       "17                               synthesis  of ammonia  \n",
       "18                            work  in thermochemistry  \n",
       "19   chemistry  of radioactive substances; occurren...  \n",
       "20     work  with mass spectrograph; whole-number rule  \n",
       "21      method  of microanalysis of organic substances  \n",
       "22   elucidation  of the heterogeneous nature of co...  \n",
       "23                           work  on disperse systems  \n",
       "24     researches  into the constitution of bile acids  \n",
       "25   constitution  of sterols and their connection ...  \n",
       "26   investigations  in the fermentation of sugars ...  \n",
       "27   investigations  in the fermentation of sugars ...  \n",
       "28    hemin,  chlorophyll research; synthesis of hemin  \n",
       "29   invention  and development of chemical high-pr...  \n",
       "30   invention  and development of chemical high-pr...  \n",
       "..                                                 ...  \n",
       "144  discovery of ubiquitin-mediated protein degrad...  \n",
       "145  discovery of ubiquitin-mediated protein degrad...  \n",
       "146  development of the metathesis method in organi...  \n",
       "147  development of the metathesis method in organi...  \n",
       "148  development of the metathesis method in organi...  \n",
       "149  work concerning the molecular basis of eukaryo...  \n",
       "150    studies of chemical processes on solid surfaces  \n",
       "151  discovery and development of the green fluores...  \n",
       "152  discovery and development of the green fluores...  \n",
       "153  discovery and development of the green fluores...  \n",
       "154  studies of the structure and function of the r...  \n",
       "155  studies of the structure and function of the r...  \n",
       "156  studies of the structure and function of the r...  \n",
       "157  development of techniques to synthesize comple...  \n",
       "158  development of techniques to synthesize comple...  \n",
       "159  development of techniques to synthesize comple...  \n",
       "160                         discovery of quasicrystals  \n",
       "161             studies of G-protein-coupled receptors  \n",
       "162             studies of G-protein-coupled receptors  \n",
       "163  development of multiscale models for complex c...  \n",
       "164  development of multiscale models for complex c...  \n",
       "165  development of multiscale models for complex c...  \n",
       "166  development of super-resolved fluorescence mic...  \n",
       "167  development of super-resolved fluorescence mic...  \n",
       "168  development of super-resolved fluorescence mic...  \n",
       "169                  mechanistic studies of DNA repair  \n",
       "170                  mechanistic studies of DNA repair  \n",
       "171                  mechanistic studies of DNA repair  \n",
       "172                                                     \n",
       "173                                                     \n",
       "\n",
       "[173 rows x 4 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.index = np.arange(1,len(newdf)+1)\n",
    "newdf"
   ]
  },
  {
   "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>year</th>\n",
       "      <th>name</th>\n",
       "      <th>country*</th>\n",
       "      <th>achievement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1901</td>\n",
       "      <td>Hoff, Jacobus Henricus van 't</td>\n",
       "      <td>The Netherlands</td>\n",
       "      <td>laws of chemical dynamics and osmotic pressure</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1902</td>\n",
       "      <td>Fischer,  Emil</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on sugar and purine syntheses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1903</td>\n",
       "      <td>Arrhenius,  Svante</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>theory  of electrolytic dissociation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1904</td>\n",
       "      <td>Ramsay,  Sir William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>discovery  of inert gas elements and their pla...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1905</td>\n",
       "      <td>Baeyer,  Adolf von</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  on organic dyes, hydroaromatic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1906</td>\n",
       "      <td>Moissan,  Henri</td>\n",
       "      <td>France</td>\n",
       "      <td>isolation  of fluorine; introduction of Moissa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1907</td>\n",
       "      <td>Buchner,  Eduard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>discovery  of noncellular fermentation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1908</td>\n",
       "      <td>Rutherford,  Ernest</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  into the disintegration of ele...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1909</td>\n",
       "      <td>Ostwald,  Wilhelm</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work on catalysis, chemical equilibri...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1910</td>\n",
       "      <td>Wallach,  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  work in alicyclic combinations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1911</td>\n",
       "      <td>Curie,  Marie</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of radium and polonium; isolation o...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1912</td>\n",
       "      <td>Grignard,  Victor</td>\n",
       "      <td>France</td>\n",
       "      <td>discovery  of the Grignard reagents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td></td>\n",
       "      <td>Sabatier,  Paul</td>\n",
       "      <td>France</td>\n",
       "      <td>method  of hydrogenating organic compounds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1913</td>\n",
       "      <td>Werner,  Alfred</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>work  on the linkage of atoms in molecules</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1914</td>\n",
       "      <td>Richards,  Theodore William</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>accurate  determination of the atomic weights ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1915</td>\n",
       "      <td>Willstätter,  Richard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>pioneer  researches in plant pigments, especia...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1918</td>\n",
       "      <td>Haber,  Fritz</td>\n",
       "      <td>Germany</td>\n",
       "      <td>synthesis  of ammonia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1920</td>\n",
       "      <td>Nernst,  Walther Hermann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>work  in thermochemistry</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1921</td>\n",
       "      <td>Soddy,  Frederick</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>chemistry  of radioactive substances; occurren...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1922</td>\n",
       "      <td>Aston,  Francis  William</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>work  with mass spectrograph; whole-number rule</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1923</td>\n",
       "      <td>Pregl,  Fritz</td>\n",
       "      <td>Austria</td>\n",
       "      <td>method  of microanalysis of organic substances</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1925</td>\n",
       "      <td>Zsigmondy,  Richard</td>\n",
       "      <td>Austria</td>\n",
       "      <td>elucidation  of the heterogeneous nature of co...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1926</td>\n",
       "      <td>Svedberg,  Theodor H.E.</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>work  on disperse systems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1927</td>\n",
       "      <td>Wieland,  Heinrich  Otto</td>\n",
       "      <td>Germany</td>\n",
       "      <td>researches  into the constitution of bile acids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1928</td>\n",
       "      <td>Windaus,  Adolf</td>\n",
       "      <td>Germany</td>\n",
       "      <td>constitution  of sterols and their connection ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1929</td>\n",
       "      <td>Euler-Chelpin,  Hans von</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td>Harden,  Sir Arthur</td>\n",
       "      <td>U.K.</td>\n",
       "      <td>investigations  in the fermentation of sugars ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1930</td>\n",
       "      <td>Fischer,  Hans</td>\n",
       "      <td>Germany</td>\n",
       "      <td>hemin,  chlorophyll research; synthesis of hemin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1931</td>\n",
       "      <td>Bergius,  Friedrich</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td></td>\n",
       "      <td>Bosch,  Carl</td>\n",
       "      <td>Germany</td>\n",
       "      <td>invention  and development of chemical high-pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td></td>\n",
       "      <td>MacKinnon, Roderick</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discoveries regarding water channels and ion c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2004</td>\n",
       "      <td>Ciechanover, Aaron</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td></td>\n",
       "      <td>Hershko, Avram</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td></td>\n",
       "      <td>Rose, Irwin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery of ubiquitin-mediated protein degrad...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2005</td>\n",
       "      <td>Chauvin, Yves</td>\n",
       "      <td>France</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td></td>\n",
       "      <td>Grubbs, Robert H.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td></td>\n",
       "      <td>Schrock, Richard R.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of the metathesis method in organi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kornberg, Roger D.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>work concerning the molecular basis of eukaryo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2007</td>\n",
       "      <td>Ertl, Gerhard</td>\n",
       "      <td>Germany</td>\n",
       "      <td>studies of chemical processes on solid surfaces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2008</td>\n",
       "      <td>Chalfie, Martin</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td></td>\n",
       "      <td>Shimomura, Osamu</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td></td>\n",
       "      <td>Tsien, Roger Y.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>discovery and development of the green fluores...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2009</td>\n",
       "      <td>Ramakrishnan, Venkatraman</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td></td>\n",
       "      <td>Steitz, Thomas</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td></td>\n",
       "      <td>Yonath, Ada</td>\n",
       "      <td>Israel</td>\n",
       "      <td>studies of the structure and function of the r...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2010</td>\n",
       "      <td>Heck, Richard F.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td></td>\n",
       "      <td>Negishi Ei-ichi</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td></td>\n",
       "      <td>Suzuki Akira</td>\n",
       "      <td>Japan</td>\n",
       "      <td>development of techniques to synthesize comple...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2011</td>\n",
       "      <td>Shechtman, Daniel</td>\n",
       "      <td>Israel</td>\n",
       "      <td>discovery of quasicrystals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kobilka, Brian K.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td></td>\n",
       "      <td>Lefkowitz, Robert J.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>studies of G-protein-coupled receptors</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2013</td>\n",
       "      <td>Karplus, Martin</td>\n",
       "      <td>Austria/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td></td>\n",
       "      <td>Levitt, Michael</td>\n",
       "      <td>U.K./U.S./Israel</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td></td>\n",
       "      <td>Warshel, Arieh</td>\n",
       "      <td>Israel/U.S.</td>\n",
       "      <td>development of multiscale models for complex c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2014</td>\n",
       "      <td>Betzig, Eric</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td></td>\n",
       "      <td>Hell, Stefan W.</td>\n",
       "      <td>Germany</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td></td>\n",
       "      <td>Moerner, William E.</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>development of super-resolved fluorescence mic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2015</td>\n",
       "      <td>Lindahl, Tomas</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td></td>\n",
       "      <td>Modrich, Paul</td>\n",
       "      <td>U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td></td>\n",
       "      <td>Sancar, Aziz</td>\n",
       "      <td>Turkey/U.S.</td>\n",
       "      <td>mechanistic studies of DNA repair</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>171 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     year                           name          country*  \\\n",
       "1    1901  Hoff, Jacobus Henricus van 't   The Netherlands   \n",
       "2    1902                 Fischer,  Emil           Germany   \n",
       "3    1903             Arrhenius,  Svante            Sweden   \n",
       "4    1904           Ramsay,  Sir William              U.K.   \n",
       "5    1905             Baeyer,  Adolf von           Germany   \n",
       "6    1906                Moissan,  Henri            France   \n",
       "7    1907               Buchner,  Eduard           Germany   \n",
       "8    1908            Rutherford,  Ernest              U.K.   \n",
       "9    1909              Ostwald,  Wilhelm           Germany   \n",
       "10   1910                 Wallach,  Otto           Germany   \n",
       "11   1911                  Curie,  Marie            France   \n",
       "12   1912              Grignard,  Victor            France   \n",
       "13                       Sabatier,  Paul            France   \n",
       "14   1913                Werner,  Alfred       Switzerland   \n",
       "15   1914    Richards,  Theodore William              U.S.   \n",
       "16   1915          Willstätter,  Richard           Germany   \n",
       "17   1918                  Haber,  Fritz           Germany   \n",
       "18   1920       Nernst,  Walther Hermann           Germany   \n",
       "19   1921              Soddy,  Frederick              U.K.   \n",
       "20   1922       Aston,  Francis  William              U.K.   \n",
       "21   1923                  Pregl,  Fritz           Austria   \n",
       "22   1925            Zsigmondy,  Richard           Austria   \n",
       "23   1926        Svedberg,  Theodor H.E.            Sweden   \n",
       "24   1927       Wieland,  Heinrich  Otto           Germany   \n",
       "25   1928                Windaus,  Adolf           Germany   \n",
       "26   1929       Euler-Chelpin,  Hans von            Sweden   \n",
       "27                   Harden,  Sir Arthur              U.K.   \n",
       "28   1930                 Fischer,  Hans           Germany   \n",
       "29   1931            Bergius,  Friedrich           Germany   \n",
       "30                          Bosch,  Carl           Germany   \n",
       "..    ...                            ...               ...   \n",
       "142                  MacKinnon, Roderick              U.S.   \n",
       "143  2004             Ciechanover, Aaron            Israel   \n",
       "144                       Hershko, Avram            Israel   \n",
       "145                          Rose, Irwin              U.S.   \n",
       "146  2005                  Chauvin, Yves            France   \n",
       "147                    Grubbs, Robert H.              U.S.   \n",
       "148                  Schrock, Richard R.              U.S.   \n",
       "149  2006             Kornberg, Roger D.              U.S.   \n",
       "150  2007                  Ertl, Gerhard           Germany   \n",
       "151  2008                Chalfie, Martin              U.S.   \n",
       "152                     Shimomura, Osamu              U.S.   \n",
       "153                      Tsien, Roger Y.              U.S.   \n",
       "154  2009      Ramakrishnan, Venkatraman              U.S.   \n",
       "155                       Steitz, Thomas              U.S.   \n",
       "156                          Yonath, Ada            Israel   \n",
       "157  2010               Heck, Richard F.              U.S.   \n",
       "158                      Negishi Ei-ichi             Japan   \n",
       "159                         Suzuki Akira             Japan   \n",
       "160  2011              Shechtman, Daniel            Israel   \n",
       "161  2012              Kobilka, Brian K.              U.S.   \n",
       "162                 Lefkowitz, Robert J.              U.S.   \n",
       "163  2013                Karplus, Martin      Austria/U.S.   \n",
       "164                      Levitt, Michael  U.K./U.S./Israel   \n",
       "165                       Warshel, Arieh       Israel/U.S.   \n",
       "166  2014                   Betzig, Eric              U.S.   \n",
       "167                      Hell, Stefan W.           Germany   \n",
       "168                  Moerner, William E.              U.S.   \n",
       "169  2015                 Lindahl, Tomas            Sweden   \n",
       "170                        Modrich, Paul              U.S.   \n",
       "171                         Sancar, Aziz       Turkey/U.S.   \n",
       "\n",
       "                                           achievement  \n",
       "1       laws of chemical dynamics and osmotic pressure  \n",
       "2                  work  on sugar and purine syntheses  \n",
       "3                 theory  of electrolytic dissociation  \n",
       "4    discovery  of inert gas elements and their pla...  \n",
       "5       work  on organic dyes, hydroaromatic compounds  \n",
       "6    isolation  of fluorine; introduction of Moissa...  \n",
       "7               discovery  of noncellular fermentation  \n",
       "8    investigations  into the disintegration of ele...  \n",
       "9    pioneer  work on catalysis, chemical equilibri...  \n",
       "10             pioneer  work in alicyclic combinations  \n",
       "11   discovery  of radium and polonium; isolation o...  \n",
       "12                 discovery  of the Grignard reagents  \n",
       "13          method  of hydrogenating organic compounds  \n",
       "14          work  on the linkage of atoms in molecules  \n",
       "15   accurate  determination of the atomic weights ...  \n",
       "16   pioneer  researches in plant pigments, especia...  \n",
       "17                               synthesis  of ammonia  \n",
       "18                            work  in thermochemistry  \n",
       "19   chemistry  of radioactive substances; occurren...  \n",
       "20     work  with mass spectrograph; whole-number rule  \n",
       "21      method  of microanalysis of organic substances  \n",
       "22   elucidation  of the heterogeneous nature of co...  \n",
       "23                           work  on disperse systems  \n",
       "24     researches  into the constitution of bile acids  \n",
       "25   constitution  of sterols and their connection ...  \n",
       "26   investigations  in the fermentation of sugars ...  \n",
       "27   investigations  in the fermentation of sugars ...  \n",
       "28    hemin,  chlorophyll research; synthesis of hemin  \n",
       "29   invention  and development of chemical high-pr...  \n",
       "30   invention  and development of chemical high-pr...  \n",
       "..                                                 ...  \n",
       "142  discoveries regarding water channels and ion c...  \n",
       "143  discovery of ubiquitin-mediated protein degrad...  \n",
       "144  discovery of ubiquitin-mediated protein degrad...  \n",
       "145  discovery of ubiquitin-mediated protein degrad...  \n",
       "146  development of the metathesis method in organi...  \n",
       "147  development of the metathesis method in organi...  \n",
       "148  development of the metathesis method in organi...  \n",
       "149  work concerning the molecular basis of eukaryo...  \n",
       "150    studies of chemical processes on solid surfaces  \n",
       "151  discovery and development of the green fluores...  \n",
       "152  discovery and development of the green fluores...  \n",
       "153  discovery and development of the green fluores...  \n",
       "154  studies of the structure and function of the r...  \n",
       "155  studies of the structure and function of the r...  \n",
       "156  studies of the structure and function of the r...  \n",
       "157  development of techniques to synthesize comple...  \n",
       "158  development of techniques to synthesize comple...  \n",
       "159  development of techniques to synthesize comple...  \n",
       "160                         discovery of quasicrystals  \n",
       "161             studies of G-protein-coupled receptors  \n",
       "162             studies of G-protein-coupled receptors  \n",
       "163  development of multiscale models for complex c...  \n",
       "164  development of multiscale models for complex c...  \n",
       "165  development of multiscale models for complex c...  \n",
       "166  development of super-resolved fluorescence mic...  \n",
       "167  development of super-resolved fluorescence mic...  \n",
       "168  development of super-resolved fluorescence mic...  \n",
       "169                  mechanistic studies of DNA repair  \n",
       "170                  mechanistic studies of DNA repair  \n",
       "171                  mechanistic studies of DNA repair  \n",
       "\n",
       "[171 rows x 4 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.drop(newdf.index[[171, 172]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#bycountry = newdf.groupby(['country*'])\n",
    "#bycountry.count()"
   ]
  },
  {
   "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>country*</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country*</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Egypt/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hungary</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Netherlands</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.K.</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.K./U.S./Israel</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S.</th>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S.S.R.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West  Germany</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  country*\n",
       "country*                  \n",
       "                         2\n",
       "Argentina                1\n",
       "Austria                  2\n",
       "Austria/U.S.             1\n",
       "Belgium                  1\n",
       "Canada                   3\n",
       "Czech.                   1\n",
       "Denmark                  1\n",
       "Egypt/U.S.               1\n",
       "Finland                  1\n",
       "France                   7\n",
       "Germany                 18\n",
       "Hungary                  1\n",
       "Israel                   4\n",
       "Israel/U.S.              1\n",
       "Italy                    1\n",
       "Japan                    6\n",
       "Norway                   1\n",
       "Sweden                   5\n",
       "Switzerland              6\n",
       "The Netherlands          3\n",
       "Turkey/U.S.              1\n",
       "U.K.                    26\n",
       "U.K./U.S./Israel         1\n",
       "U.S.                    67\n",
       "U.S.S.R.                 1\n",
       "West  Germany           10"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bycountry = newdf.groupby(['country*'])[[\"country*\"]].count()\n",
    "bycountry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country*    173\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bycountry.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>country*</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country*</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Egypt/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hungary</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Netherlands</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Turkey/U.S.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.K.</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.K./U.S./Israel</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S.</th>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S.S.R.</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West  Germany</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  country*\n",
       "country*                  \n",
       "Argentina                1\n",
       "Austria                  2\n",
       "Austria/U.S.             1\n",
       "Belgium                  1\n",
       "Canada                   3\n",
       "Czech.                   1\n",
       "Denmark                  1\n",
       "Egypt/U.S.               1\n",
       "Finland                  1\n",
       "France                   7\n",
       "Germany                 18\n",
       "Hungary                  1\n",
       "Israel                   4\n",
       "Israel/U.S.              1\n",
       "Italy                    1\n",
       "Japan                    6\n",
       "Norway                   1\n",
       "Sweden                   5\n",
       "Switzerland              6\n",
       "The Netherlands          3\n",
       "Turkey/U.S.              1\n",
       "U.K.                    26\n",
       "U.K./U.S./Israel         1\n",
       "U.S.                    67\n",
       "U.S.S.R.                 1\n",
       "West  Germany           10"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with_deleted_rows = bycountry.ix[1:]\n",
    "with_deleted_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country*    171\n",
       "dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with_deleted_rows.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1fd62af0cc0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAI3CAYAAAB5zYhYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiBhpCXgjIiIiYqT9PxWE82quwhErAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd62ae12e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with_deleted_rows.plot(kind = 'bar', figsize= (12, 8), color = 'violet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x000001FD63D39DA0>], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABBMAAAP6CAYAAADCKhWZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAs4gJAAAAwCz/CM5hEY5IAWisAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1fd63c638d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with_deleted_rows.plot(kind='pie', autopct = '%.00f', subplots = True, figsize= (18, 18), fontsize = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}