Atomic Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Playing with Pandas\n",
    "\n",
    "Pandas is able to read both .csv files and .json files.  Once the data is on-board in a pandas.Dataframe object, you may want to reshape or transform it in some way.  In the example below, Dataframe.transpose() is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "url = \"http://thekirbster.pythonanywhere.com/api/elements?elem=all\"\n",
    "df = pandas.read_json(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The website above is all open source.  If you dig into the code at Github, you'll see how the HTTP request gets routed, by Flask, to the appropriate handler which, in this case, selects all rows from the Periodic_Table database, Elements table, and returns them in JSON format.\n",
    "\n",
    "Pandas has taken that JSON data and turned it into a Dataframe object."
   ]
  },
  {
   "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>Ac</th>\n",
       "      <th>Ag</th>\n",
       "      <th>Al</th>\n",
       "      <th>Am</th>\n",
       "      <th>Ar</th>\n",
       "      <th>As</th>\n",
       "      <th>At</th>\n",
       "      <th>Au</th>\n",
       "      <th>B</th>\n",
       "      <th>Ba</th>\n",
       "      <th>...</th>\n",
       "      <th>Tm</th>\n",
       "      <th>Ts</th>\n",
       "      <th>U</th>\n",
       "      <th>V</th>\n",
       "      <th>W</th>\n",
       "      <th>Xe</th>\n",
       "      <th>Y</th>\n",
       "      <th>Yb</th>\n",
       "      <th>Zn</th>\n",
       "      <th>Zr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89</td>\n",
       "      <td>47</td>\n",
       "      <td>13</td>\n",
       "      <td>95</td>\n",
       "      <td>18</td>\n",
       "      <td>33</td>\n",
       "      <td>85</td>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>117</td>\n",
       "      <td>92</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Ac</td>\n",
       "      <td>Ag</td>\n",
       "      <td>Al</td>\n",
       "      <td>Am</td>\n",
       "      <td>Ar</td>\n",
       "      <td>As</td>\n",
       "      <td>At</td>\n",
       "      <td>Au</td>\n",
       "      <td>B</td>\n",
       "      <td>Ba</td>\n",
       "      <td>...</td>\n",
       "      <td>Tm</td>\n",
       "      <td>Ts</td>\n",
       "      <td>U</td>\n",
       "      <td>V</td>\n",
       "      <td>W</td>\n",
       "      <td>Xe</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yb</td>\n",
       "      <td>Zn</td>\n",
       "      <td>Zr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Actinium</td>\n",
       "      <td>Silver</td>\n",
       "      <td>Aluminium</td>\n",
       "      <td>Americium</td>\n",
       "      <td>Argon</td>\n",
       "      <td>Arsenic</td>\n",
       "      <td>Astatine</td>\n",
       "      <td>Gold</td>\n",
       "      <td>Boron</td>\n",
       "      <td>Barium</td>\n",
       "      <td>...</td>\n",
       "      <td>Thulium</td>\n",
       "      <td>Tennessine</td>\n",
       "      <td>Uranium</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>Tungsten</td>\n",
       "      <td>Xenon</td>\n",
       "      <td>Yttrium</td>\n",
       "      <td>Ytterbium</td>\n",
       "      <td>Zinc</td>\n",
       "      <td>Zirconium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>227</td>\n",
       "      <td>107.868</td>\n",
       "      <td>26.9815</td>\n",
       "      <td>243</td>\n",
       "      <td>39.9481</td>\n",
       "      <td>74.9216</td>\n",
       "      <td>210</td>\n",
       "      <td>196.967</td>\n",
       "      <td>10.81</td>\n",
       "      <td>137.328</td>\n",
       "      <td>...</td>\n",
       "      <td>168.934</td>\n",
       "      <td>294</td>\n",
       "      <td>238.029</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>183.841</td>\n",
       "      <td>131.294</td>\n",
       "      <td>88.9058</td>\n",
       "      <td>173.045</td>\n",
       "      <td>65.382</td>\n",
       "      <td>91.2242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>actinide</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>actinide</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>...</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>unknown,probably metalloid</td>\n",
       "      <td>actinide</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>transition metal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>...</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>1493462392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>...</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 118 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Ac                Ag                     Al          Am  \\\n",
       "0          89                47                     13          95   \n",
       "1          Ac                Ag                     Al          Am   \n",
       "2    Actinium            Silver              Aluminium   Americium   \n",
       "3         227           107.868                26.9815         243   \n",
       "4    actinide  transition metal  post-transition metal    actinide   \n",
       "5  1493462392        1493462392             1493462392  1493462392   \n",
       "6         KTU               KTU                    KTU         KTU   \n",
       "\n",
       "           Ar          As          At                Au           B  \\\n",
       "0          18          33          85                79           5   \n",
       "1          Ar          As          At                Au           B   \n",
       "2       Argon     Arsenic    Astatine              Gold       Boron   \n",
       "3     39.9481     74.9216         210           196.967       10.81   \n",
       "4   noble gas   metalloid   metalloid  transition metal   metalloid   \n",
       "5  1493462392  1493462392  1493462392        1493462392  1493462392   \n",
       "6         KTU         KTU         KTU               KTU         KTU   \n",
       "\n",
       "                     Ba        ...                 Tm  \\\n",
       "0                    56        ...                 69   \n",
       "1                    Ba        ...                 Tm   \n",
       "2                Barium        ...            Thulium   \n",
       "3               137.328        ...            168.934   \n",
       "4  alkaline earth metal        ...         lanthanide   \n",
       "5            1493462392        ...         1493462392   \n",
       "6                   KTU        ...                KTU   \n",
       "\n",
       "                           Ts           U                 V                 W  \\\n",
       "0                         117          92                23                74   \n",
       "1                          Ts           U                 V                 W   \n",
       "2                  Tennessine     Uranium          Vanadium          Tungsten   \n",
       "3                         294     238.029           50.9415           183.841   \n",
       "4  unknown,probably metalloid    actinide  transition metal  transition metal   \n",
       "5                  1493462392  1493462392        1493462392        1493462392   \n",
       "6                         KTU         KTU               KTU               KTU   \n",
       "\n",
       "           Xe                 Y          Yb                Zn  \\\n",
       "0          54                39          70                30   \n",
       "1          Xe                 Y          Yb                Zn   \n",
       "2       Xenon           Yttrium   Ytterbium              Zinc   \n",
       "3     131.294           88.9058     173.045            65.382   \n",
       "4   noble gas  transition metal  lanthanide  transition metal   \n",
       "5  1493462392        1493462392  1493462392        1493462392   \n",
       "6         KTU               KTU         KTU               KTU   \n",
       "\n",
       "                 Zr  \n",
       "0                40  \n",
       "1                Zr  \n",
       "2         Zirconium  \n",
       "3           91.2242  \n",
       "4  transition metal  \n",
       "5        1493462392  \n",
       "6               KTU  \n",
       "\n",
       "[7 rows x 118 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df  # lets look at the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "newdf = df.transpose()  # lets reshape the data some"
   ]
  },
  {
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ac</th>\n",
       "      <td>89</td>\n",
       "      <td>Ac</td>\n",
       "      <td>Actinium</td>\n",
       "      <td>227</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ag</th>\n",
       "      <td>47</td>\n",
       "      <td>Ag</td>\n",
       "      <td>Silver</td>\n",
       "      <td>107.868</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al</th>\n",
       "      <td>13</td>\n",
       "      <td>Al</td>\n",
       "      <td>Aluminium</td>\n",
       "      <td>26.9815</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Am</th>\n",
       "      <td>95</td>\n",
       "      <td>Am</td>\n",
       "      <td>Americium</td>\n",
       "      <td>243</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ar</th>\n",
       "      <td>18</td>\n",
       "      <td>Ar</td>\n",
       "      <td>Argon</td>\n",
       "      <td>39.9481</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>As</th>\n",
       "      <td>33</td>\n",
       "      <td>As</td>\n",
       "      <td>Arsenic</td>\n",
       "      <td>74.9216</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>At</th>\n",
       "      <td>85</td>\n",
       "      <td>At</td>\n",
       "      <td>Astatine</td>\n",
       "      <td>210</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Au</th>\n",
       "      <td>79</td>\n",
       "      <td>Au</td>\n",
       "      <td>Gold</td>\n",
       "      <td>196.967</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "      <td>10.81</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ba</th>\n",
       "      <td>56</td>\n",
       "      <td>Ba</td>\n",
       "      <td>Barium</td>\n",
       "      <td>137.328</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Be</th>\n",
       "      <td>4</td>\n",
       "      <td>Be</td>\n",
       "      <td>Beryllium</td>\n",
       "      <td>9.01218</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bh</th>\n",
       "      <td>107</td>\n",
       "      <td>Bh</td>\n",
       "      <td>Bohrium</td>\n",
       "      <td>270</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bi</th>\n",
       "      <td>83</td>\n",
       "      <td>Bi</td>\n",
       "      <td>Bismuth</td>\n",
       "      <td>208.98</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bk</th>\n",
       "      <td>97</td>\n",
       "      <td>Bk</td>\n",
       "      <td>Berkelium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Br</th>\n",
       "      <td>35</td>\n",
       "      <td>Br</td>\n",
       "      <td>Bromine</td>\n",
       "      <td>79.904</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>6</td>\n",
       "      <td>C</td>\n",
       "      <td>Carbon</td>\n",
       "      <td>12.011</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ca</th>\n",
       "      <td>20</td>\n",
       "      <td>Ca</td>\n",
       "      <td>Calcium</td>\n",
       "      <td>40.0784</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd</th>\n",
       "      <td>48</td>\n",
       "      <td>Cd</td>\n",
       "      <td>Cadmium</td>\n",
       "      <td>112.414</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ce</th>\n",
       "      <td>58</td>\n",
       "      <td>Ce</td>\n",
       "      <td>Cerium</td>\n",
       "      <td>140.116</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cf</th>\n",
       "      <td>98</td>\n",
       "      <td>Cf</td>\n",
       "      <td>Californium</td>\n",
       "      <td>251</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cl</th>\n",
       "      <td>17</td>\n",
       "      <td>Cl</td>\n",
       "      <td>Chlorine</td>\n",
       "      <td>35.45</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cm</th>\n",
       "      <td>96</td>\n",
       "      <td>Cm</td>\n",
       "      <td>Curium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cn</th>\n",
       "      <td>112</td>\n",
       "      <td>Cn</td>\n",
       "      <td>Copernicium</td>\n",
       "      <td>285</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Co</th>\n",
       "      <td>27</td>\n",
       "      <td>Co</td>\n",
       "      <td>Cobalt</td>\n",
       "      <td>58.9332</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cr</th>\n",
       "      <td>24</td>\n",
       "      <td>Cr</td>\n",
       "      <td>Chromium</td>\n",
       "      <td>51.9962</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cs</th>\n",
       "      <td>55</td>\n",
       "      <td>Cs</td>\n",
       "      <td>Cesium</td>\n",
       "      <td>132.905</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cu</th>\n",
       "      <td>29</td>\n",
       "      <td>Cu</td>\n",
       "      <td>Copper</td>\n",
       "      <td>63.5463</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Db</th>\n",
       "      <td>105</td>\n",
       "      <td>Db</td>\n",
       "      <td>Dubnium</td>\n",
       "      <td>268</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ds</th>\n",
       "      <td>110</td>\n",
       "      <td>Ds</td>\n",
       "      <td>Darmstadtium</td>\n",
       "      <td>281</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dy</th>\n",
       "      <td>66</td>\n",
       "      <td>Dy</td>\n",
       "      <td>Dysprosium</td>\n",
       "      <td>162.5</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rg</th>\n",
       "      <td>111</td>\n",
       "      <td>Rg</td>\n",
       "      <td>Roentgenium</td>\n",
       "      <td>282</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rh</th>\n",
       "      <td>45</td>\n",
       "      <td>Rh</td>\n",
       "      <td>Rhodium</td>\n",
       "      <td>102.906</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rn</th>\n",
       "      <td>86</td>\n",
       "      <td>Rn</td>\n",
       "      <td>Radon</td>\n",
       "      <td>222</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ru</th>\n",
       "      <td>44</td>\n",
       "      <td>Ru</td>\n",
       "      <td>Ruthenium</td>\n",
       "      <td>101.072</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>16</td>\n",
       "      <td>S</td>\n",
       "      <td>Sulfur</td>\n",
       "      <td>32.06</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sb</th>\n",
       "      <td>51</td>\n",
       "      <td>Sb</td>\n",
       "      <td>Antimony</td>\n",
       "      <td>121.76</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sc</th>\n",
       "      <td>21</td>\n",
       "      <td>Sc</td>\n",
       "      <td>Scandium</td>\n",
       "      <td>44.9559</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Se</th>\n",
       "      <td>34</td>\n",
       "      <td>Se</td>\n",
       "      <td>Selenium</td>\n",
       "      <td>78.9718</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sg</th>\n",
       "      <td>106</td>\n",
       "      <td>Sg</td>\n",
       "      <td>Seaborgium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Si</th>\n",
       "      <td>14</td>\n",
       "      <td>Si</td>\n",
       "      <td>Silicon</td>\n",
       "      <td>28.085</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sm</th>\n",
       "      <td>62</td>\n",
       "      <td>Sm</td>\n",
       "      <td>Samarium</td>\n",
       "      <td>150.362</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sn</th>\n",
       "      <td>50</td>\n",
       "      <td>Sn</td>\n",
       "      <td>Tin</td>\n",
       "      <td>118.711</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sr</th>\n",
       "      <td>38</td>\n",
       "      <td>Sr</td>\n",
       "      <td>Strontium</td>\n",
       "      <td>87.621</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <td>73</td>\n",
       "      <td>Ta</td>\n",
       "      <td>Tantalum</td>\n",
       "      <td>180.948</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tb</th>\n",
       "      <td>65</td>\n",
       "      <td>Tb</td>\n",
       "      <td>Terbium</td>\n",
       "      <td>158.925</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tc</th>\n",
       "      <td>43</td>\n",
       "      <td>Tc</td>\n",
       "      <td>Technetium</td>\n",
       "      <td>98</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Te</th>\n",
       "      <td>52</td>\n",
       "      <td>Te</td>\n",
       "      <td>Tellurium</td>\n",
       "      <td>127.603</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Th</th>\n",
       "      <td>90</td>\n",
       "      <td>Th</td>\n",
       "      <td>Thorium</td>\n",
       "      <td>232.038</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ti</th>\n",
       "      <td>22</td>\n",
       "      <td>Ti</td>\n",
       "      <td>Titanium</td>\n",
       "      <td>47.8671</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tl</th>\n",
       "      <td>81</td>\n",
       "      <td>Tl</td>\n",
       "      <td>Thallium</td>\n",
       "      <td>204.38</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tm</th>\n",
       "      <td>69</td>\n",
       "      <td>Tm</td>\n",
       "      <td>Thulium</td>\n",
       "      <td>168.934</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ts</th>\n",
       "      <td>117</td>\n",
       "      <td>Ts</td>\n",
       "      <td>Tennessine</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown,probably metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td>92</td>\n",
       "      <td>U</td>\n",
       "      <td>Uranium</td>\n",
       "      <td>238.029</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td>23</td>\n",
       "      <td>V</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td>74</td>\n",
       "      <td>W</td>\n",
       "      <td>Tungsten</td>\n",
       "      <td>183.841</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xe</th>\n",
       "      <td>54</td>\n",
       "      <td>Xe</td>\n",
       "      <td>Xenon</td>\n",
       "      <td>131.294</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>39</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yttrium</td>\n",
       "      <td>88.9058</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yb</th>\n",
       "      <td>70</td>\n",
       "      <td>Yb</td>\n",
       "      <td>Ytterbium</td>\n",
       "      <td>173.045</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zn</th>\n",
       "      <td>30</td>\n",
       "      <td>Zn</td>\n",
       "      <td>Zinc</td>\n",
       "      <td>65.382</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zr</th>\n",
       "      <td>40</td>\n",
       "      <td>Zr</td>\n",
       "      <td>Zirconium</td>\n",
       "      <td>91.2242</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      0   1             2        3                                   4  \\\n",
       "Ac   89  Ac      Actinium      227                            actinide   \n",
       "Ag   47  Ag        Silver  107.868                    transition metal   \n",
       "Al   13  Al     Aluminium  26.9815               post-transition metal   \n",
       "Am   95  Am     Americium      243                            actinide   \n",
       "Ar   18  Ar         Argon  39.9481                           noble gas   \n",
       "As   33  As       Arsenic  74.9216                           metalloid   \n",
       "At   85  At      Astatine      210                           metalloid   \n",
       "Au   79  Au          Gold  196.967                    transition metal   \n",
       "B     5   B         Boron    10.81                           metalloid   \n",
       "Ba   56  Ba        Barium  137.328                alkaline earth metal   \n",
       "Be    4  Be     Beryllium  9.01218                alkaline earth metal   \n",
       "Bh  107  Bh       Bohrium      270                    transition metal   \n",
       "Bi   83  Bi       Bismuth   208.98               post-transition metal   \n",
       "Bk   97  Bk     Berkelium      247                            actinide   \n",
       "Br   35  Br       Bromine   79.904                   diatomic nonmetal   \n",
       "C     6   C        Carbon   12.011                 polyatomic nonmetal   \n",
       "Ca   20  Ca       Calcium  40.0784                alkaline earth metal   \n",
       "Cd   48  Cd       Cadmium  112.414                    transition metal   \n",
       "Ce   58  Ce        Cerium  140.116                          lanthanide   \n",
       "Cf   98  Cf   Californium      251                            actinide   \n",
       "Cl   17  Cl      Chlorine    35.45                   diatomic nonmetal   \n",
       "Cm   96  Cm        Curium      247                            actinide   \n",
       "Cn  112  Cn   Copernicium      285                    transition metal   \n",
       "Co   27  Co        Cobalt  58.9332                    transition metal   \n",
       "Cr   24  Cr      Chromium  51.9962                    transition metal   \n",
       "Cs   55  Cs        Cesium  132.905                        alkali metal   \n",
       "Cu   29  Cu        Copper  63.5463                    transition metal   \n",
       "Db  105  Db       Dubnium      268                    transition metal   \n",
       "Ds  110  Ds  Darmstadtium      281  unknown, probably transition metal   \n",
       "Dy   66  Dy    Dysprosium    162.5                          lanthanide   \n",
       "..  ...  ..           ...      ...                                 ...   \n",
       "Rg  111  Rg   Roentgenium      282  unknown, probably transition metal   \n",
       "Rh   45  Rh       Rhodium  102.906                    transition metal   \n",
       "Rn   86  Rn         Radon      222                           noble gas   \n",
       "Ru   44  Ru     Ruthenium  101.072                    transition metal   \n",
       "S    16   S        Sulfur    32.06                 polyatomic nonmetal   \n",
       "Sb   51  Sb      Antimony   121.76                           metalloid   \n",
       "Sc   21  Sc      Scandium  44.9559                    transition metal   \n",
       "Se   34  Se      Selenium  78.9718                 polyatomic nonmetal   \n",
       "Sg  106  Sg    Seaborgium      269                    transition metal   \n",
       "Si   14  Si       Silicon   28.085                           metalloid   \n",
       "Sm   62  Sm      Samarium  150.362                          lanthanide   \n",
       "Sn   50  Sn           Tin  118.711               post-transition metal   \n",
       "Sr   38  Sr     Strontium   87.621                alkaline earth metal   \n",
       "Ta   73  Ta      Tantalum  180.948                    transition metal   \n",
       "Tb   65  Tb       Terbium  158.925                          lanthanide   \n",
       "Tc   43  Tc    Technetium       98                    transition metal   \n",
       "Te   52  Te     Tellurium  127.603                           metalloid   \n",
       "Th   90  Th       Thorium  232.038                            actinide   \n",
       "Ti   22  Ti      Titanium  47.8671                    transition metal   \n",
       "Tl   81  Tl      Thallium   204.38               post-transition metal   \n",
       "Tm   69  Tm       Thulium  168.934                          lanthanide   \n",
       "Ts  117  Ts    Tennessine      294          unknown,probably metalloid   \n",
       "U    92   U       Uranium  238.029                            actinide   \n",
       "V    23   V      Vanadium  50.9415                    transition metal   \n",
       "W    74   W      Tungsten  183.841                    transition metal   \n",
       "Xe   54  Xe         Xenon  131.294                           noble gas   \n",
       "Y    39   Y       Yttrium  88.9058                    transition metal   \n",
       "Yb   70  Yb     Ytterbium  173.045                          lanthanide   \n",
       "Zn   30  Zn          Zinc   65.382                    transition metal   \n",
       "Zr   40  Zr     Zirconium  91.2242                    transition metal   \n",
       "\n",
       "             5    6  \n",
       "Ac  1493462392  KTU  \n",
       "Ag  1493462392  KTU  \n",
       "Al  1493462392  KTU  \n",
       "Am  1493462392  KTU  \n",
       "Ar  1493462392  KTU  \n",
       "As  1493462392  KTU  \n",
       "At  1493462392  KTU  \n",
       "Au  1493462392  KTU  \n",
       "B   1493462392  KTU  \n",
       "Ba  1493462392  KTU  \n",
       "Be  1493462392  KTU  \n",
       "Bh  1493462392  KTU  \n",
       "Bi  1493462392  KTU  \n",
       "Bk  1493462392  KTU  \n",
       "Br  1493462392  KTU  \n",
       "C   1493462392  KTU  \n",
       "Ca  1493462392  KTU  \n",
       "Cd  1493462392  KTU  \n",
       "Ce  1493462392  KTU  \n",
       "Cf  1493462392  KTU  \n",
       "Cl  1493462392  KTU  \n",
       "Cm  1493462392  KTU  \n",
       "Cn  1493462392  KTU  \n",
       "Co  1493462392  KTU  \n",
       "Cr  1493462392  KTU  \n",
       "Cs  1493462392  KTU  \n",
       "Cu  1493462392  KTU  \n",
       "Db  1493462392  KTU  \n",
       "Ds  1493462392  KTU  \n",
       "Dy  1493462392  KTU  \n",
       "..         ...  ...  \n",
       "Rg  1493462392  KTU  \n",
       "Rh  1493462392  KTU  \n",
       "Rn  1493462392  KTU  \n",
       "Ru  1493462392  KTU  \n",
       "S   1493462392  KTU  \n",
       "Sb  1493462392  KTU  \n",
       "Sc  1493462392  KTU  \n",
       "Se  1493462392  KTU  \n",
       "Sg  1493462392  KTU  \n",
       "Si  1493462392  KTU  \n",
       "Sm  1493462392  KTU  \n",
       "Sn  1493462392  KTU  \n",
       "Sr  1493462392  KTU  \n",
       "Ta  1493462392  KTU  \n",
       "Tb  1493462392  KTU  \n",
       "Tc  1493462392  KTU  \n",
       "Te  1493462392  KTU  \n",
       "Th  1493462392  KTU  \n",
       "Ti  1493462392  KTU  \n",
       "Tl  1493462392  KTU  \n",
       "Tm  1493462392  KTU  \n",
       "Ts  1493462392  KTU  \n",
       "U   1493462392  KTU  \n",
       "V   1493462392  KTU  \n",
       "W   1493462392  KTU  \n",
       "Xe  1493462392  KTU  \n",
       "Y   1493462392  KTU  \n",
       "Yb  1493462392  KTU  \n",
       "Zn  1493462392  KTU  \n",
       "Zr  1493462392  KTU  \n",
       "\n",
       "[118 rows x 7 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The raw JSON data did not include column names, so the default numeric indexing is used.  We have the ability to change those column names. Lets do it \"in place\" without creating a new Dataframe..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "newdf.rename(columns={0: 'Protons', 1: 'Symbol', 2: \"Name\", 3:'Mass', \n",
    "                      4:'Series', 5:'Updated', 6:'Initials'}, \n",
    "             inplace=True)"
   ]
  },
  {
   "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>Protons</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>Mass</th>\n",
       "      <th>Series</th>\n",
       "      <th>Updated</th>\n",
       "      <th>Initials</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ac</th>\n",
       "      <td>89</td>\n",
       "      <td>Ac</td>\n",
       "      <td>Actinium</td>\n",
       "      <td>227</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ag</th>\n",
       "      <td>47</td>\n",
       "      <td>Ag</td>\n",
       "      <td>Silver</td>\n",
       "      <td>107.868</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al</th>\n",
       "      <td>13</td>\n",
       "      <td>Al</td>\n",
       "      <td>Aluminium</td>\n",
       "      <td>26.9815</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Am</th>\n",
       "      <td>95</td>\n",
       "      <td>Am</td>\n",
       "      <td>Americium</td>\n",
       "      <td>243</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ar</th>\n",
       "      <td>18</td>\n",
       "      <td>Ar</td>\n",
       "      <td>Argon</td>\n",
       "      <td>39.9481</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>As</th>\n",
       "      <td>33</td>\n",
       "      <td>As</td>\n",
       "      <td>Arsenic</td>\n",
       "      <td>74.9216</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>At</th>\n",
       "      <td>85</td>\n",
       "      <td>At</td>\n",
       "      <td>Astatine</td>\n",
       "      <td>210</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Au</th>\n",
       "      <td>79</td>\n",
       "      <td>Au</td>\n",
       "      <td>Gold</td>\n",
       "      <td>196.967</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "      <td>10.81</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ba</th>\n",
       "      <td>56</td>\n",
       "      <td>Ba</td>\n",
       "      <td>Barium</td>\n",
       "      <td>137.328</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Be</th>\n",
       "      <td>4</td>\n",
       "      <td>Be</td>\n",
       "      <td>Beryllium</td>\n",
       "      <td>9.01218</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bh</th>\n",
       "      <td>107</td>\n",
       "      <td>Bh</td>\n",
       "      <td>Bohrium</td>\n",
       "      <td>270</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bi</th>\n",
       "      <td>83</td>\n",
       "      <td>Bi</td>\n",
       "      <td>Bismuth</td>\n",
       "      <td>208.98</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bk</th>\n",
       "      <td>97</td>\n",
       "      <td>Bk</td>\n",
       "      <td>Berkelium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Br</th>\n",
       "      <td>35</td>\n",
       "      <td>Br</td>\n",
       "      <td>Bromine</td>\n",
       "      <td>79.904</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>6</td>\n",
       "      <td>C</td>\n",
       "      <td>Carbon</td>\n",
       "      <td>12.011</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ca</th>\n",
       "      <td>20</td>\n",
       "      <td>Ca</td>\n",
       "      <td>Calcium</td>\n",
       "      <td>40.0784</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd</th>\n",
       "      <td>48</td>\n",
       "      <td>Cd</td>\n",
       "      <td>Cadmium</td>\n",
       "      <td>112.414</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ce</th>\n",
       "      <td>58</td>\n",
       "      <td>Ce</td>\n",
       "      <td>Cerium</td>\n",
       "      <td>140.116</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cf</th>\n",
       "      <td>98</td>\n",
       "      <td>Cf</td>\n",
       "      <td>Californium</td>\n",
       "      <td>251</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cl</th>\n",
       "      <td>17</td>\n",
       "      <td>Cl</td>\n",
       "      <td>Chlorine</td>\n",
       "      <td>35.45</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cm</th>\n",
       "      <td>96</td>\n",
       "      <td>Cm</td>\n",
       "      <td>Curium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cn</th>\n",
       "      <td>112</td>\n",
       "      <td>Cn</td>\n",
       "      <td>Copernicium</td>\n",
       "      <td>285</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Co</th>\n",
       "      <td>27</td>\n",
       "      <td>Co</td>\n",
       "      <td>Cobalt</td>\n",
       "      <td>58.9332</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cr</th>\n",
       "      <td>24</td>\n",
       "      <td>Cr</td>\n",
       "      <td>Chromium</td>\n",
       "      <td>51.9962</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cs</th>\n",
       "      <td>55</td>\n",
       "      <td>Cs</td>\n",
       "      <td>Cesium</td>\n",
       "      <td>132.905</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cu</th>\n",
       "      <td>29</td>\n",
       "      <td>Cu</td>\n",
       "      <td>Copper</td>\n",
       "      <td>63.5463</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Db</th>\n",
       "      <td>105</td>\n",
       "      <td>Db</td>\n",
       "      <td>Dubnium</td>\n",
       "      <td>268</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ds</th>\n",
       "      <td>110</td>\n",
       "      <td>Ds</td>\n",
       "      <td>Darmstadtium</td>\n",
       "      <td>281</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dy</th>\n",
       "      <td>66</td>\n",
       "      <td>Dy</td>\n",
       "      <td>Dysprosium</td>\n",
       "      <td>162.5</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rg</th>\n",
       "      <td>111</td>\n",
       "      <td>Rg</td>\n",
       "      <td>Roentgenium</td>\n",
       "      <td>282</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rh</th>\n",
       "      <td>45</td>\n",
       "      <td>Rh</td>\n",
       "      <td>Rhodium</td>\n",
       "      <td>102.906</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rn</th>\n",
       "      <td>86</td>\n",
       "      <td>Rn</td>\n",
       "      <td>Radon</td>\n",
       "      <td>222</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ru</th>\n",
       "      <td>44</td>\n",
       "      <td>Ru</td>\n",
       "      <td>Ruthenium</td>\n",
       "      <td>101.072</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>16</td>\n",
       "      <td>S</td>\n",
       "      <td>Sulfur</td>\n",
       "      <td>32.06</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sb</th>\n",
       "      <td>51</td>\n",
       "      <td>Sb</td>\n",
       "      <td>Antimony</td>\n",
       "      <td>121.76</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sc</th>\n",
       "      <td>21</td>\n",
       "      <td>Sc</td>\n",
       "      <td>Scandium</td>\n",
       "      <td>44.9559</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Se</th>\n",
       "      <td>34</td>\n",
       "      <td>Se</td>\n",
       "      <td>Selenium</td>\n",
       "      <td>78.9718</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sg</th>\n",
       "      <td>106</td>\n",
       "      <td>Sg</td>\n",
       "      <td>Seaborgium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Si</th>\n",
       "      <td>14</td>\n",
       "      <td>Si</td>\n",
       "      <td>Silicon</td>\n",
       "      <td>28.085</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sm</th>\n",
       "      <td>62</td>\n",
       "      <td>Sm</td>\n",
       "      <td>Samarium</td>\n",
       "      <td>150.362</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sn</th>\n",
       "      <td>50</td>\n",
       "      <td>Sn</td>\n",
       "      <td>Tin</td>\n",
       "      <td>118.711</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sr</th>\n",
       "      <td>38</td>\n",
       "      <td>Sr</td>\n",
       "      <td>Strontium</td>\n",
       "      <td>87.621</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ta</th>\n",
       "      <td>73</td>\n",
       "      <td>Ta</td>\n",
       "      <td>Tantalum</td>\n",
       "      <td>180.948</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tb</th>\n",
       "      <td>65</td>\n",
       "      <td>Tb</td>\n",
       "      <td>Terbium</td>\n",
       "      <td>158.925</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tc</th>\n",
       "      <td>43</td>\n",
       "      <td>Tc</td>\n",
       "      <td>Technetium</td>\n",
       "      <td>98</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Te</th>\n",
       "      <td>52</td>\n",
       "      <td>Te</td>\n",
       "      <td>Tellurium</td>\n",
       "      <td>127.603</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Th</th>\n",
       "      <td>90</td>\n",
       "      <td>Th</td>\n",
       "      <td>Thorium</td>\n",
       "      <td>232.038</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ti</th>\n",
       "      <td>22</td>\n",
       "      <td>Ti</td>\n",
       "      <td>Titanium</td>\n",
       "      <td>47.8671</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tl</th>\n",
       "      <td>81</td>\n",
       "      <td>Tl</td>\n",
       "      <td>Thallium</td>\n",
       "      <td>204.38</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tm</th>\n",
       "      <td>69</td>\n",
       "      <td>Tm</td>\n",
       "      <td>Thulium</td>\n",
       "      <td>168.934</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ts</th>\n",
       "      <td>117</td>\n",
       "      <td>Ts</td>\n",
       "      <td>Tennessine</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown,probably metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td>92</td>\n",
       "      <td>U</td>\n",
       "      <td>Uranium</td>\n",
       "      <td>238.029</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td>23</td>\n",
       "      <td>V</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>W</th>\n",
       "      <td>74</td>\n",
       "      <td>W</td>\n",
       "      <td>Tungsten</td>\n",
       "      <td>183.841</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Xe</th>\n",
       "      <td>54</td>\n",
       "      <td>Xe</td>\n",
       "      <td>Xenon</td>\n",
       "      <td>131.294</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Y</th>\n",
       "      <td>39</td>\n",
       "      <td>Y</td>\n",
       "      <td>Yttrium</td>\n",
       "      <td>88.9058</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yb</th>\n",
       "      <td>70</td>\n",
       "      <td>Yb</td>\n",
       "      <td>Ytterbium</td>\n",
       "      <td>173.045</td>\n",
       "      <td>lanthanide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zn</th>\n",
       "      <td>30</td>\n",
       "      <td>Zn</td>\n",
       "      <td>Zinc</td>\n",
       "      <td>65.382</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zr</th>\n",
       "      <td>40</td>\n",
       "      <td>Zr</td>\n",
       "      <td>Zirconium</td>\n",
       "      <td>91.2242</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Protons Symbol          Name     Mass                              Series  \\\n",
       "Ac      89     Ac      Actinium      227                            actinide   \n",
       "Ag      47     Ag        Silver  107.868                    transition metal   \n",
       "Al      13     Al     Aluminium  26.9815               post-transition metal   \n",
       "Am      95     Am     Americium      243                            actinide   \n",
       "Ar      18     Ar         Argon  39.9481                           noble gas   \n",
       "As      33     As       Arsenic  74.9216                           metalloid   \n",
       "At      85     At      Astatine      210                           metalloid   \n",
       "Au      79     Au          Gold  196.967                    transition metal   \n",
       "B        5      B         Boron    10.81                           metalloid   \n",
       "Ba      56     Ba        Barium  137.328                alkaline earth metal   \n",
       "Be       4     Be     Beryllium  9.01218                alkaline earth metal   \n",
       "Bh     107     Bh       Bohrium      270                    transition metal   \n",
       "Bi      83     Bi       Bismuth   208.98               post-transition metal   \n",
       "Bk      97     Bk     Berkelium      247                            actinide   \n",
       "Br      35     Br       Bromine   79.904                   diatomic nonmetal   \n",
       "C        6      C        Carbon   12.011                 polyatomic nonmetal   \n",
       "Ca      20     Ca       Calcium  40.0784                alkaline earth metal   \n",
       "Cd      48     Cd       Cadmium  112.414                    transition metal   \n",
       "Ce      58     Ce        Cerium  140.116                          lanthanide   \n",
       "Cf      98     Cf   Californium      251                            actinide   \n",
       "Cl      17     Cl      Chlorine    35.45                   diatomic nonmetal   \n",
       "Cm      96     Cm        Curium      247                            actinide   \n",
       "Cn     112     Cn   Copernicium      285                    transition metal   \n",
       "Co      27     Co        Cobalt  58.9332                    transition metal   \n",
       "Cr      24     Cr      Chromium  51.9962                    transition metal   \n",
       "Cs      55     Cs        Cesium  132.905                        alkali metal   \n",
       "Cu      29     Cu        Copper  63.5463                    transition metal   \n",
       "Db     105     Db       Dubnium      268                    transition metal   \n",
       "Ds     110     Ds  Darmstadtium      281  unknown, probably transition metal   \n",
       "Dy      66     Dy    Dysprosium    162.5                          lanthanide   \n",
       "..     ...    ...           ...      ...                                 ...   \n",
       "Rg     111     Rg   Roentgenium      282  unknown, probably transition metal   \n",
       "Rh      45     Rh       Rhodium  102.906                    transition metal   \n",
       "Rn      86     Rn         Radon      222                           noble gas   \n",
       "Ru      44     Ru     Ruthenium  101.072                    transition metal   \n",
       "S       16      S        Sulfur    32.06                 polyatomic nonmetal   \n",
       "Sb      51     Sb      Antimony   121.76                           metalloid   \n",
       "Sc      21     Sc      Scandium  44.9559                    transition metal   \n",
       "Se      34     Se      Selenium  78.9718                 polyatomic nonmetal   \n",
       "Sg     106     Sg    Seaborgium      269                    transition metal   \n",
       "Si      14     Si       Silicon   28.085                           metalloid   \n",
       "Sm      62     Sm      Samarium  150.362                          lanthanide   \n",
       "Sn      50     Sn           Tin  118.711               post-transition metal   \n",
       "Sr      38     Sr     Strontium   87.621                alkaline earth metal   \n",
       "Ta      73     Ta      Tantalum  180.948                    transition metal   \n",
       "Tb      65     Tb       Terbium  158.925                          lanthanide   \n",
       "Tc      43     Tc    Technetium       98                    transition metal   \n",
       "Te      52     Te     Tellurium  127.603                           metalloid   \n",
       "Th      90     Th       Thorium  232.038                            actinide   \n",
       "Ti      22     Ti      Titanium  47.8671                    transition metal   \n",
       "Tl      81     Tl      Thallium   204.38               post-transition metal   \n",
       "Tm      69     Tm       Thulium  168.934                          lanthanide   \n",
       "Ts     117     Ts    Tennessine      294          unknown,probably metalloid   \n",
       "U       92      U       Uranium  238.029                            actinide   \n",
       "V       23      V      Vanadium  50.9415                    transition metal   \n",
       "W       74      W      Tungsten  183.841                    transition metal   \n",
       "Xe      54     Xe         Xenon  131.294                           noble gas   \n",
       "Y       39      Y       Yttrium  88.9058                    transition metal   \n",
       "Yb      70     Yb     Ytterbium  173.045                          lanthanide   \n",
       "Zn      30     Zn          Zinc   65.382                    transition metal   \n",
       "Zr      40     Zr     Zirconium  91.2242                    transition metal   \n",
       "\n",
       "       Updated Initials  \n",
       "Ac  1493462392      KTU  \n",
       "Ag  1493462392      KTU  \n",
       "Al  1493462392      KTU  \n",
       "Am  1493462392      KTU  \n",
       "Ar  1493462392      KTU  \n",
       "As  1493462392      KTU  \n",
       "At  1493462392      KTU  \n",
       "Au  1493462392      KTU  \n",
       "B   1493462392      KTU  \n",
       "Ba  1493462392      KTU  \n",
       "Be  1493462392      KTU  \n",
       "Bh  1493462392      KTU  \n",
       "Bi  1493462392      KTU  \n",
       "Bk  1493462392      KTU  \n",
       "Br  1493462392      KTU  \n",
       "C   1493462392      KTU  \n",
       "Ca  1493462392      KTU  \n",
       "Cd  1493462392      KTU  \n",
       "Ce  1493462392      KTU  \n",
       "Cf  1493462392      KTU  \n",
       "Cl  1493462392      KTU  \n",
       "Cm  1493462392      KTU  \n",
       "Cn  1493462392      KTU  \n",
       "Co  1493462392      KTU  \n",
       "Cr  1493462392      KTU  \n",
       "Cs  1493462392      KTU  \n",
       "Cu  1493462392      KTU  \n",
       "Db  1493462392      KTU  \n",
       "Ds  1493462392      KTU  \n",
       "Dy  1493462392      KTU  \n",
       "..         ...      ...  \n",
       "Rg  1493462392      KTU  \n",
       "Rh  1493462392      KTU  \n",
       "Rn  1493462392      KTU  \n",
       "Ru  1493462392      KTU  \n",
       "S   1493462392      KTU  \n",
       "Sb  1493462392      KTU  \n",
       "Sc  1493462392      KTU  \n",
       "Se  1493462392      KTU  \n",
       "Sg  1493462392      KTU  \n",
       "Si  1493462392      KTU  \n",
       "Sm  1493462392      KTU  \n",
       "Sn  1493462392      KTU  \n",
       "Sr  1493462392      KTU  \n",
       "Ta  1493462392      KTU  \n",
       "Tb  1493462392      KTU  \n",
       "Tc  1493462392      KTU  \n",
       "Te  1493462392      KTU  \n",
       "Th  1493462392      KTU  \n",
       "Ti  1493462392      KTU  \n",
       "Tl  1493462392      KTU  \n",
       "Tm  1493462392      KTU  \n",
       "Ts  1493462392      KTU  \n",
       "U   1493462392      KTU  \n",
       "V   1493462392      KTU  \n",
       "W   1493462392      KTU  \n",
       "Xe  1493462392      KTU  \n",
       "Y   1493462392      KTU  \n",
       "Yb  1493462392      KTU  \n",
       "Zn  1493462392      KTU  \n",
       "Zr  1493462392      KTU  \n",
       "\n",
       "[118 rows x 7 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf  # now lets take another look"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now is your chance to practice retrieving \"slices\" of the data using df.loc or df.iloc."
   ]
  },
  {
   "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>Protons</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ac</th>\n",
       "      <td>89</td>\n",
       "      <td>Ac</td>\n",
       "      <td>Actinium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ag</th>\n",
       "      <td>47</td>\n",
       "      <td>Ag</td>\n",
       "      <td>Silver</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al</th>\n",
       "      <td>13</td>\n",
       "      <td>Al</td>\n",
       "      <td>Aluminium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Am</th>\n",
       "      <td>95</td>\n",
       "      <td>Am</td>\n",
       "      <td>Americium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ar</th>\n",
       "      <td>18</td>\n",
       "      <td>Ar</td>\n",
       "      <td>Argon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>As</th>\n",
       "      <td>33</td>\n",
       "      <td>As</td>\n",
       "      <td>Arsenic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>At</th>\n",
       "      <td>85</td>\n",
       "      <td>At</td>\n",
       "      <td>Astatine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Au</th>\n",
       "      <td>79</td>\n",
       "      <td>Au</td>\n",
       "      <td>Gold</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ba</th>\n",
       "      <td>56</td>\n",
       "      <td>Ba</td>\n",
       "      <td>Barium</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Protons Symbol       Name\n",
       "Ac      89     Ac   Actinium\n",
       "Ag      47     Ag     Silver\n",
       "Al      13     Al  Aluminium\n",
       "Am      95     Am  Americium\n",
       "Ar      18     Ar      Argon\n",
       "As      33     As    Arsenic\n",
       "At      85     At   Astatine\n",
       "Au      79     Au       Gold\n",
       "B        5      B      Boron\n",
       "Ba      56     Ba     Barium"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.iloc[0:10, 0:3]  # you may need to do some data cleaning as well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>Protons</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>Mass</th>\n",
       "      <th>Series</th>\n",
       "      <th>Updated</th>\n",
       "      <th>Initials</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>Hydrogen</td>\n",
       "      <td>1.008</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1498013115</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>He</th>\n",
       "      <td>2</td>\n",
       "      <td>He</td>\n",
       "      <td>Helium</td>\n",
       "      <td>4.0026</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Li</th>\n",
       "      <td>3</td>\n",
       "      <td>Li</td>\n",
       "      <td>Lithium</td>\n",
       "      <td>6.94</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Be</th>\n",
       "      <td>4</td>\n",
       "      <td>Be</td>\n",
       "      <td>Beryllium</td>\n",
       "      <td>9.01218</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "      <td>10.81</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>6</td>\n",
       "      <td>C</td>\n",
       "      <td>Carbon</td>\n",
       "      <td>12.011</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td>7</td>\n",
       "      <td>N</td>\n",
       "      <td>Nitrogen</td>\n",
       "      <td>14.007</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O</th>\n",
       "      <td>8</td>\n",
       "      <td>O</td>\n",
       "      <td>Oxygen</td>\n",
       "      <td>15.999</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>9</td>\n",
       "      <td>F</td>\n",
       "      <td>Fluorine</td>\n",
       "      <td>18.9984</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ne</th>\n",
       "      <td>10</td>\n",
       "      <td>Ne</td>\n",
       "      <td>Neon</td>\n",
       "      <td>20.1798</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Na</th>\n",
       "      <td>11</td>\n",
       "      <td>Na</td>\n",
       "      <td>Sodium</td>\n",
       "      <td>22.9898</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mg</th>\n",
       "      <td>12</td>\n",
       "      <td>Mg</td>\n",
       "      <td>Magnesium</td>\n",
       "      <td>24.305</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al</th>\n",
       "      <td>13</td>\n",
       "      <td>Al</td>\n",
       "      <td>Aluminium</td>\n",
       "      <td>26.9815</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Si</th>\n",
       "      <td>14</td>\n",
       "      <td>Si</td>\n",
       "      <td>Silicon</td>\n",
       "      <td>28.085</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td>15</td>\n",
       "      <td>P</td>\n",
       "      <td>Phosphorus</td>\n",
       "      <td>30.9738</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>16</td>\n",
       "      <td>S</td>\n",
       "      <td>Sulfur</td>\n",
       "      <td>32.06</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cl</th>\n",
       "      <td>17</td>\n",
       "      <td>Cl</td>\n",
       "      <td>Chlorine</td>\n",
       "      <td>35.45</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ar</th>\n",
       "      <td>18</td>\n",
       "      <td>Ar</td>\n",
       "      <td>Argon</td>\n",
       "      <td>39.9481</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K</th>\n",
       "      <td>19</td>\n",
       "      <td>K</td>\n",
       "      <td>Potassium</td>\n",
       "      <td>39.0983</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ca</th>\n",
       "      <td>20</td>\n",
       "      <td>Ca</td>\n",
       "      <td>Calcium</td>\n",
       "      <td>40.0784</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sc</th>\n",
       "      <td>21</td>\n",
       "      <td>Sc</td>\n",
       "      <td>Scandium</td>\n",
       "      <td>44.9559</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ti</th>\n",
       "      <td>22</td>\n",
       "      <td>Ti</td>\n",
       "      <td>Titanium</td>\n",
       "      <td>47.8671</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td>23</td>\n",
       "      <td>V</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cr</th>\n",
       "      <td>24</td>\n",
       "      <td>Cr</td>\n",
       "      <td>Chromium</td>\n",
       "      <td>51.9962</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mn</th>\n",
       "      <td>25</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Manganese</td>\n",
       "      <td>54.938</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fe</th>\n",
       "      <td>26</td>\n",
       "      <td>Fe</td>\n",
       "      <td>Iron</td>\n",
       "      <td>55.8452</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Co</th>\n",
       "      <td>27</td>\n",
       "      <td>Co</td>\n",
       "      <td>Cobalt</td>\n",
       "      <td>58.9332</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ni</th>\n",
       "      <td>28</td>\n",
       "      <td>Ni</td>\n",
       "      <td>Nickel</td>\n",
       "      <td>58.6934</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cu</th>\n",
       "      <td>29</td>\n",
       "      <td>Cu</td>\n",
       "      <td>Copper</td>\n",
       "      <td>63.5463</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zn</th>\n",
       "      <td>30</td>\n",
       "      <td>Zn</td>\n",
       "      <td>Zinc</td>\n",
       "      <td>65.382</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ac</th>\n",
       "      <td>89</td>\n",
       "      <td>Ac</td>\n",
       "      <td>Actinium</td>\n",
       "      <td>227</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Th</th>\n",
       "      <td>90</td>\n",
       "      <td>Th</td>\n",
       "      <td>Thorium</td>\n",
       "      <td>232.038</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pa</th>\n",
       "      <td>91</td>\n",
       "      <td>Pa</td>\n",
       "      <td>Protactinium</td>\n",
       "      <td>231.036</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td>92</td>\n",
       "      <td>U</td>\n",
       "      <td>Uranium</td>\n",
       "      <td>238.029</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Np</th>\n",
       "      <td>93</td>\n",
       "      <td>Np</td>\n",
       "      <td>Neptunium</td>\n",
       "      <td>237</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pu</th>\n",
       "      <td>94</td>\n",
       "      <td>Pu</td>\n",
       "      <td>Plutonium</td>\n",
       "      <td>244</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Am</th>\n",
       "      <td>95</td>\n",
       "      <td>Am</td>\n",
       "      <td>Americium</td>\n",
       "      <td>243</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cm</th>\n",
       "      <td>96</td>\n",
       "      <td>Cm</td>\n",
       "      <td>Curium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bk</th>\n",
       "      <td>97</td>\n",
       "      <td>Bk</td>\n",
       "      <td>Berkelium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cf</th>\n",
       "      <td>98</td>\n",
       "      <td>Cf</td>\n",
       "      <td>Californium</td>\n",
       "      <td>251</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Es</th>\n",
       "      <td>99</td>\n",
       "      <td>Es</td>\n",
       "      <td>Einsteinium</td>\n",
       "      <td>252</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fm</th>\n",
       "      <td>100</td>\n",
       "      <td>Fm</td>\n",
       "      <td>Fermium</td>\n",
       "      <td>257</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Md</th>\n",
       "      <td>101</td>\n",
       "      <td>Md</td>\n",
       "      <td>Mendelevium</td>\n",
       "      <td>258</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>No</th>\n",
       "      <td>102</td>\n",
       "      <td>No</td>\n",
       "      <td>Nobelium</td>\n",
       "      <td>259</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lr</th>\n",
       "      <td>103</td>\n",
       "      <td>Lr</td>\n",
       "      <td>Lawrencium</td>\n",
       "      <td>266</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rf</th>\n",
       "      <td>104</td>\n",
       "      <td>Rf</td>\n",
       "      <td>Rutherfordium</td>\n",
       "      <td>267</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Db</th>\n",
       "      <td>105</td>\n",
       "      <td>Db</td>\n",
       "      <td>Dubnium</td>\n",
       "      <td>268</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sg</th>\n",
       "      <td>106</td>\n",
       "      <td>Sg</td>\n",
       "      <td>Seaborgium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bh</th>\n",
       "      <td>107</td>\n",
       "      <td>Bh</td>\n",
       "      <td>Bohrium</td>\n",
       "      <td>270</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hs</th>\n",
       "      <td>108</td>\n",
       "      <td>Hs</td>\n",
       "      <td>Hassium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mt</th>\n",
       "      <td>109</td>\n",
       "      <td>Mt</td>\n",
       "      <td>Meitnerium</td>\n",
       "      <td>278</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ds</th>\n",
       "      <td>110</td>\n",
       "      <td>Ds</td>\n",
       "      <td>Darmstadtium</td>\n",
       "      <td>281</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rg</th>\n",
       "      <td>111</td>\n",
       "      <td>Rg</td>\n",
       "      <td>Roentgenium</td>\n",
       "      <td>282</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cn</th>\n",
       "      <td>112</td>\n",
       "      <td>Cn</td>\n",
       "      <td>Copernicium</td>\n",
       "      <td>285</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nh</th>\n",
       "      <td>113</td>\n",
       "      <td>Nh</td>\n",
       "      <td>Nihonium</td>\n",
       "      <td>286</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fl</th>\n",
       "      <td>114</td>\n",
       "      <td>Fl</td>\n",
       "      <td>Flerovium</td>\n",
       "      <td>289</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mc</th>\n",
       "      <td>115</td>\n",
       "      <td>Mc</td>\n",
       "      <td>Moscovium</td>\n",
       "      <td>289</td>\n",
       "      <td>unknown, probably post transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lv</th>\n",
       "      <td>116</td>\n",
       "      <td>Lv</td>\n",
       "      <td>Livermorium</td>\n",
       "      <td>293</td>\n",
       "      <td>unknown, probably post transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ts</th>\n",
       "      <td>117</td>\n",
       "      <td>Ts</td>\n",
       "      <td>Tennessine</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown,probably metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Og</th>\n",
       "      <td>118</td>\n",
       "      <td>Og</td>\n",
       "      <td>Oganesson</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown, predicted to be noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Protons Symbol           Name     Mass  \\\n",
       "H        1      H       Hydrogen    1.008   \n",
       "He       2     He         Helium   4.0026   \n",
       "Li       3     Li        Lithium     6.94   \n",
       "Be       4     Be      Beryllium  9.01218   \n",
       "B        5      B          Boron    10.81   \n",
       "C        6      C         Carbon   12.011   \n",
       "N        7      N       Nitrogen   14.007   \n",
       "O        8      O         Oxygen   15.999   \n",
       "F        9      F       Fluorine  18.9984   \n",
       "Ne      10     Ne           Neon  20.1798   \n",
       "Na      11     Na         Sodium  22.9898   \n",
       "Mg      12     Mg      Magnesium   24.305   \n",
       "Al      13     Al      Aluminium  26.9815   \n",
       "Si      14     Si        Silicon   28.085   \n",
       "P       15      P     Phosphorus  30.9738   \n",
       "S       16      S         Sulfur    32.06   \n",
       "Cl      17     Cl       Chlorine    35.45   \n",
       "Ar      18     Ar          Argon  39.9481   \n",
       "K       19      K      Potassium  39.0983   \n",
       "Ca      20     Ca        Calcium  40.0784   \n",
       "Sc      21     Sc       Scandium  44.9559   \n",
       "Ti      22     Ti       Titanium  47.8671   \n",
       "V       23      V       Vanadium  50.9415   \n",
       "Cr      24     Cr       Chromium  51.9962   \n",
       "Mn      25     Mn      Manganese   54.938   \n",
       "Fe      26     Fe           Iron  55.8452   \n",
       "Co      27     Co         Cobalt  58.9332   \n",
       "Ni      28     Ni         Nickel  58.6934   \n",
       "Cu      29     Cu         Copper  63.5463   \n",
       "Zn      30     Zn           Zinc   65.382   \n",
       "..     ...    ...            ...      ...   \n",
       "Ac      89     Ac       Actinium      227   \n",
       "Th      90     Th        Thorium  232.038   \n",
       "Pa      91     Pa   Protactinium  231.036   \n",
       "U       92      U        Uranium  238.029   \n",
       "Np      93     Np      Neptunium      237   \n",
       "Pu      94     Pu      Plutonium      244   \n",
       "Am      95     Am      Americium      243   \n",
       "Cm      96     Cm         Curium      247   \n",
       "Bk      97     Bk      Berkelium      247   \n",
       "Cf      98     Cf    Californium      251   \n",
       "Es      99     Es    Einsteinium      252   \n",
       "Fm     100     Fm        Fermium      257   \n",
       "Md     101     Md    Mendelevium      258   \n",
       "No     102     No       Nobelium      259   \n",
       "Lr     103     Lr     Lawrencium      266   \n",
       "Rf     104     Rf  Rutherfordium      267   \n",
       "Db     105     Db        Dubnium      268   \n",
       "Sg     106     Sg     Seaborgium      269   \n",
       "Bh     107     Bh        Bohrium      270   \n",
       "Hs     108     Hs        Hassium      269   \n",
       "Mt     109     Mt     Meitnerium      278   \n",
       "Ds     110     Ds   Darmstadtium      281   \n",
       "Rg     111     Rg    Roentgenium      282   \n",
       "Cn     112     Cn    Copernicium      285   \n",
       "Nh     113     Nh       Nihonium      286   \n",
       "Fl     114     Fl      Flerovium      289   \n",
       "Mc     115     Mc      Moscovium      289   \n",
       "Lv     116     Lv    Livermorium      293   \n",
       "Ts     117     Ts     Tennessine      294   \n",
       "Og     118     Og      Oganesson      294   \n",
       "\n",
       "                                     Series     Updated Initials  \n",
       "H                         diatomic nonmetal  1498013115      KTU  \n",
       "He                                noble gas  1493462392      KTU  \n",
       "Li                             alkali metal  1493462392      KTU  \n",
       "Be                     alkaline earth metal  1493462392      KTU  \n",
       "B                                 metalloid  1493462392      KTU  \n",
       "C                       polyatomic nonmetal  1493462392      KTU  \n",
       "N                         diatomic nonmetal  1493462392      KTU  \n",
       "O                         diatomic nonmetal  1493462392      KTU  \n",
       "F                         diatomic nonmetal  1493462392      KTU  \n",
       "Ne                                noble gas  1493462392      KTU  \n",
       "Na                             alkali metal  1493462392      KTU  \n",
       "Mg                     alkaline earth metal  1493462392      KTU  \n",
       "Al                    post-transition metal  1493462392      KTU  \n",
       "Si                                metalloid  1493462392      KTU  \n",
       "P                       polyatomic nonmetal  1493462392      KTU  \n",
       "S                       polyatomic nonmetal  1493462392      KTU  \n",
       "Cl                        diatomic nonmetal  1493462392      KTU  \n",
       "Ar                                noble gas  1493462392      KTU  \n",
       "K                              alkali metal  1493462392      KTU  \n",
       "Ca                     alkaline earth metal  1493462392      KTU  \n",
       "Sc                         transition metal  1493462392      KTU  \n",
       "Ti                         transition metal  1493462392      KTU  \n",
       "V                          transition metal  1493462392      KTU  \n",
       "Cr                         transition metal  1493462392      KTU  \n",
       "Mn                         transition metal  1493462392      KTU  \n",
       "Fe                         transition metal  1493462392      KTU  \n",
       "Co                         transition metal  1493462392      KTU  \n",
       "Ni                         transition metal  1493462392      KTU  \n",
       "Cu                         transition metal  1493462392      KTU  \n",
       "Zn                         transition metal  1493462392      KTU  \n",
       "..                                      ...         ...      ...  \n",
       "Ac                                 actinide  1493462392      KTU  \n",
       "Th                                 actinide  1493462392      KTU  \n",
       "Pa                                 actinide  1493462392      KTU  \n",
       "U                                  actinide  1493462392      KTU  \n",
       "Np                                 actinide  1493462392      KTU  \n",
       "Pu                                 actinide  1493462392      KTU  \n",
       "Am                                 actinide  1493462392      KTU  \n",
       "Cm                                 actinide  1493462392      KTU  \n",
       "Bk                                 actinide  1493462392      KTU  \n",
       "Cf                                 actinide  1493462392      KTU  \n",
       "Es                                 actinide  1493462392      KTU  \n",
       "Fm                                 actinide  1493462392      KTU  \n",
       "Md                                 actinide  1493462392      KTU  \n",
       "No                                 actinide  1493462392      KTU  \n",
       "Lr                                 actinide  1493462392      KTU  \n",
       "Rf                         transition metal  1493462392      KTU  \n",
       "Db                         transition metal  1493462392      KTU  \n",
       "Sg                         transition metal  1493462392      KTU  \n",
       "Bh                         transition metal  1493462392      KTU  \n",
       "Hs                         transition metal  1493462392      KTU  \n",
       "Mt       unknown, probably transition metal  1493462392      KTU  \n",
       "Ds       unknown, probably transition metal  1493462392      KTU  \n",
       "Rg       unknown, probably transition metal  1493462392      KTU  \n",
       "Cn                         transition metal  1493462392      KTU  \n",
       "Nh       unknown, probably transition metal  1493462392      KTU  \n",
       "Fl                    post-transition metal  1493462392      KTU  \n",
       "Mc  unknown, probably post transition metal  1493462392      KTU  \n",
       "Lv  unknown, probably post transition metal  1493462392      KTU  \n",
       "Ts               unknown,probably metalloid  1493462392      KTU  \n",
       "Og       unknown, predicted to be noble gas  1493462392      KTU  \n",
       "\n",
       "[118 rows x 7 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.sort_values('Protons')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(newdf.Protons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XBYSk44BPAX3AFyLigsl+j1bugHbHs5n1ql06XYA8SX3AZ4A3AHOB0yTNncz3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\nHBBmZtaQA8LMzBr6/y3sDBpOFh50AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110c4ec88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from matplotlib import pyplot as plt\n",
    "x_axis = newdf.Protons\n",
    "y_axis = newdf.Mass\n",
    "plt.scatter(x_axis, y_axis)\n",
    "plt.title('Protons versus Atomic Mass')\n",
    "plt.xlabel('Protons')\n",
    "plt.ylabel('Mass')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's right, atoms get heavier the more protons they have.  They have at least as many neutrons as protons, usually, and sometimes more. Remember some elements have isotopes, meaning differing numbers of neutrons for the same atomic number (number of protons, or positive charges in the nucleus)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ag    KTU\n",
       "Al    KTU\n",
       "Am    KTU\n",
       "Ar    KTU\n",
       "Name: Initials, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newdf.Initials[1:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>Protons</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>Mass</th>\n",
       "      <th>Series</th>\n",
       "      <th>Updated</th>\n",
       "      <th>Initials</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>H</th>\n",
       "      <td>1</td>\n",
       "      <td>H</td>\n",
       "      <td>Hydrogen</td>\n",
       "      <td>1.008</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1498013115</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>He</th>\n",
       "      <td>2</td>\n",
       "      <td>He</td>\n",
       "      <td>Helium</td>\n",
       "      <td>4.0026</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Li</th>\n",
       "      <td>3</td>\n",
       "      <td>Li</td>\n",
       "      <td>Lithium</td>\n",
       "      <td>6.94</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Be</th>\n",
       "      <td>4</td>\n",
       "      <td>Be</td>\n",
       "      <td>Beryllium</td>\n",
       "      <td>9.01218</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>B</th>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>Boron</td>\n",
       "      <td>10.81</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C</th>\n",
       "      <td>6</td>\n",
       "      <td>C</td>\n",
       "      <td>Carbon</td>\n",
       "      <td>12.011</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>N</th>\n",
       "      <td>7</td>\n",
       "      <td>N</td>\n",
       "      <td>Nitrogen</td>\n",
       "      <td>14.007</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>O</th>\n",
       "      <td>8</td>\n",
       "      <td>O</td>\n",
       "      <td>Oxygen</td>\n",
       "      <td>15.999</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F</th>\n",
       "      <td>9</td>\n",
       "      <td>F</td>\n",
       "      <td>Fluorine</td>\n",
       "      <td>18.9984</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ne</th>\n",
       "      <td>10</td>\n",
       "      <td>Ne</td>\n",
       "      <td>Neon</td>\n",
       "      <td>20.1798</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Na</th>\n",
       "      <td>11</td>\n",
       "      <td>Na</td>\n",
       "      <td>Sodium</td>\n",
       "      <td>22.9898</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mg</th>\n",
       "      <td>12</td>\n",
       "      <td>Mg</td>\n",
       "      <td>Magnesium</td>\n",
       "      <td>24.305</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Al</th>\n",
       "      <td>13</td>\n",
       "      <td>Al</td>\n",
       "      <td>Aluminium</td>\n",
       "      <td>26.9815</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Si</th>\n",
       "      <td>14</td>\n",
       "      <td>Si</td>\n",
       "      <td>Silicon</td>\n",
       "      <td>28.085</td>\n",
       "      <td>metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>P</th>\n",
       "      <td>15</td>\n",
       "      <td>P</td>\n",
       "      <td>Phosphorus</td>\n",
       "      <td>30.9738</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S</th>\n",
       "      <td>16</td>\n",
       "      <td>S</td>\n",
       "      <td>Sulfur</td>\n",
       "      <td>32.06</td>\n",
       "      <td>polyatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cl</th>\n",
       "      <td>17</td>\n",
       "      <td>Cl</td>\n",
       "      <td>Chlorine</td>\n",
       "      <td>35.45</td>\n",
       "      <td>diatomic nonmetal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ar</th>\n",
       "      <td>18</td>\n",
       "      <td>Ar</td>\n",
       "      <td>Argon</td>\n",
       "      <td>39.9481</td>\n",
       "      <td>noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>K</th>\n",
       "      <td>19</td>\n",
       "      <td>K</td>\n",
       "      <td>Potassium</td>\n",
       "      <td>39.0983</td>\n",
       "      <td>alkali metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ca</th>\n",
       "      <td>20</td>\n",
       "      <td>Ca</td>\n",
       "      <td>Calcium</td>\n",
       "      <td>40.0784</td>\n",
       "      <td>alkaline earth metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sc</th>\n",
       "      <td>21</td>\n",
       "      <td>Sc</td>\n",
       "      <td>Scandium</td>\n",
       "      <td>44.9559</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ti</th>\n",
       "      <td>22</td>\n",
       "      <td>Ti</td>\n",
       "      <td>Titanium</td>\n",
       "      <td>47.8671</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td>23</td>\n",
       "      <td>V</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cr</th>\n",
       "      <td>24</td>\n",
       "      <td>Cr</td>\n",
       "      <td>Chromium</td>\n",
       "      <td>51.9962</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mn</th>\n",
       "      <td>25</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Manganese</td>\n",
       "      <td>54.938</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fe</th>\n",
       "      <td>26</td>\n",
       "      <td>Fe</td>\n",
       "      <td>Iron</td>\n",
       "      <td>55.8452</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Co</th>\n",
       "      <td>27</td>\n",
       "      <td>Co</td>\n",
       "      <td>Cobalt</td>\n",
       "      <td>58.9332</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ni</th>\n",
       "      <td>28</td>\n",
       "      <td>Ni</td>\n",
       "      <td>Nickel</td>\n",
       "      <td>58.6934</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cu</th>\n",
       "      <td>29</td>\n",
       "      <td>Cu</td>\n",
       "      <td>Copper</td>\n",
       "      <td>63.5463</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zn</th>\n",
       "      <td>30</td>\n",
       "      <td>Zn</td>\n",
       "      <td>Zinc</td>\n",
       "      <td>65.382</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ac</th>\n",
       "      <td>89</td>\n",
       "      <td>Ac</td>\n",
       "      <td>Actinium</td>\n",
       "      <td>227</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Th</th>\n",
       "      <td>90</td>\n",
       "      <td>Th</td>\n",
       "      <td>Thorium</td>\n",
       "      <td>232.038</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pa</th>\n",
       "      <td>91</td>\n",
       "      <td>Pa</td>\n",
       "      <td>Protactinium</td>\n",
       "      <td>231.036</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U</th>\n",
       "      <td>92</td>\n",
       "      <td>U</td>\n",
       "      <td>Uranium</td>\n",
       "      <td>238.029</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Np</th>\n",
       "      <td>93</td>\n",
       "      <td>Np</td>\n",
       "      <td>Neptunium</td>\n",
       "      <td>237</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pu</th>\n",
       "      <td>94</td>\n",
       "      <td>Pu</td>\n",
       "      <td>Plutonium</td>\n",
       "      <td>244</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Am</th>\n",
       "      <td>95</td>\n",
       "      <td>Am</td>\n",
       "      <td>Americium</td>\n",
       "      <td>243</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cm</th>\n",
       "      <td>96</td>\n",
       "      <td>Cm</td>\n",
       "      <td>Curium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bk</th>\n",
       "      <td>97</td>\n",
       "      <td>Bk</td>\n",
       "      <td>Berkelium</td>\n",
       "      <td>247</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cf</th>\n",
       "      <td>98</td>\n",
       "      <td>Cf</td>\n",
       "      <td>Californium</td>\n",
       "      <td>251</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Es</th>\n",
       "      <td>99</td>\n",
       "      <td>Es</td>\n",
       "      <td>Einsteinium</td>\n",
       "      <td>252</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fm</th>\n",
       "      <td>100</td>\n",
       "      <td>Fm</td>\n",
       "      <td>Fermium</td>\n",
       "      <td>257</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Md</th>\n",
       "      <td>101</td>\n",
       "      <td>Md</td>\n",
       "      <td>Mendelevium</td>\n",
       "      <td>258</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>No</th>\n",
       "      <td>102</td>\n",
       "      <td>No</td>\n",
       "      <td>Nobelium</td>\n",
       "      <td>259</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lr</th>\n",
       "      <td>103</td>\n",
       "      <td>Lr</td>\n",
       "      <td>Lawrencium</td>\n",
       "      <td>266</td>\n",
       "      <td>actinide</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rf</th>\n",
       "      <td>104</td>\n",
       "      <td>Rf</td>\n",
       "      <td>Rutherfordium</td>\n",
       "      <td>267</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Db</th>\n",
       "      <td>105</td>\n",
       "      <td>Db</td>\n",
       "      <td>Dubnium</td>\n",
       "      <td>268</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sg</th>\n",
       "      <td>106</td>\n",
       "      <td>Sg</td>\n",
       "      <td>Seaborgium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bh</th>\n",
       "      <td>107</td>\n",
       "      <td>Bh</td>\n",
       "      <td>Bohrium</td>\n",
       "      <td>270</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hs</th>\n",
       "      <td>108</td>\n",
       "      <td>Hs</td>\n",
       "      <td>Hassium</td>\n",
       "      <td>269</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mt</th>\n",
       "      <td>109</td>\n",
       "      <td>Mt</td>\n",
       "      <td>Meitnerium</td>\n",
       "      <td>278</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ds</th>\n",
       "      <td>110</td>\n",
       "      <td>Ds</td>\n",
       "      <td>Darmstadtium</td>\n",
       "      <td>281</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rg</th>\n",
       "      <td>111</td>\n",
       "      <td>Rg</td>\n",
       "      <td>Roentgenium</td>\n",
       "      <td>282</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cn</th>\n",
       "      <td>112</td>\n",
       "      <td>Cn</td>\n",
       "      <td>Copernicium</td>\n",
       "      <td>285</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nh</th>\n",
       "      <td>113</td>\n",
       "      <td>Nh</td>\n",
       "      <td>Nihonium</td>\n",
       "      <td>286</td>\n",
       "      <td>unknown, probably transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fl</th>\n",
       "      <td>114</td>\n",
       "      <td>Fl</td>\n",
       "      <td>Flerovium</td>\n",
       "      <td>289</td>\n",
       "      <td>post-transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mc</th>\n",
       "      <td>115</td>\n",
       "      <td>Mc</td>\n",
       "      <td>Moscovium</td>\n",
       "      <td>289</td>\n",
       "      <td>unknown, probably post transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lv</th>\n",
       "      <td>116</td>\n",
       "      <td>Lv</td>\n",
       "      <td>Livermorium</td>\n",
       "      <td>293</td>\n",
       "      <td>unknown, probably post transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ts</th>\n",
       "      <td>117</td>\n",
       "      <td>Ts</td>\n",
       "      <td>Tennessine</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown,probably metalloid</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Og</th>\n",
       "      <td>118</td>\n",
       "      <td>Og</td>\n",
       "      <td>Oganesson</td>\n",
       "      <td>294</td>\n",
       "      <td>unknown, predicted to be noble gas</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Protons Symbol           Name     Mass  \\\n",
       "H        1      H       Hydrogen    1.008   \n",
       "He       2     He         Helium   4.0026   \n",
       "Li       3     Li        Lithium     6.94   \n",
       "Be       4     Be      Beryllium  9.01218   \n",
       "B        5      B          Boron    10.81   \n",
       "C        6      C         Carbon   12.011   \n",
       "N        7      N       Nitrogen   14.007   \n",
       "O        8      O         Oxygen   15.999   \n",
       "F        9      F       Fluorine  18.9984   \n",
       "Ne      10     Ne           Neon  20.1798   \n",
       "Na      11     Na         Sodium  22.9898   \n",
       "Mg      12     Mg      Magnesium   24.305   \n",
       "Al      13     Al      Aluminium  26.9815   \n",
       "Si      14     Si        Silicon   28.085   \n",
       "P       15      P     Phosphorus  30.9738   \n",
       "S       16      S         Sulfur    32.06   \n",
       "Cl      17     Cl       Chlorine    35.45   \n",
       "Ar      18     Ar          Argon  39.9481   \n",
       "K       19      K      Potassium  39.0983   \n",
       "Ca      20     Ca        Calcium  40.0784   \n",
       "Sc      21     Sc       Scandium  44.9559   \n",
       "Ti      22     Ti       Titanium  47.8671   \n",
       "V       23      V       Vanadium  50.9415   \n",
       "Cr      24     Cr       Chromium  51.9962   \n",
       "Mn      25     Mn      Manganese   54.938   \n",
       "Fe      26     Fe           Iron  55.8452   \n",
       "Co      27     Co         Cobalt  58.9332   \n",
       "Ni      28     Ni         Nickel  58.6934   \n",
       "Cu      29     Cu         Copper  63.5463   \n",
       "Zn      30     Zn           Zinc   65.382   \n",
       "..     ...    ...            ...      ...   \n",
       "Ac      89     Ac       Actinium      227   \n",
       "Th      90     Th        Thorium  232.038   \n",
       "Pa      91     Pa   Protactinium  231.036   \n",
       "U       92      U        Uranium  238.029   \n",
       "Np      93     Np      Neptunium      237   \n",
       "Pu      94     Pu      Plutonium      244   \n",
       "Am      95     Am      Americium      243   \n",
       "Cm      96     Cm         Curium      247   \n",
       "Bk      97     Bk      Berkelium      247   \n",
       "Cf      98     Cf    Californium      251   \n",
       "Es      99     Es    Einsteinium      252   \n",
       "Fm     100     Fm        Fermium      257   \n",
       "Md     101     Md    Mendelevium      258   \n",
       "No     102     No       Nobelium      259   \n",
       "Lr     103     Lr     Lawrencium      266   \n",
       "Rf     104     Rf  Rutherfordium      267   \n",
       "Db     105     Db        Dubnium      268   \n",
       "Sg     106     Sg     Seaborgium      269   \n",
       "Bh     107     Bh        Bohrium      270   \n",
       "Hs     108     Hs        Hassium      269   \n",
       "Mt     109     Mt     Meitnerium      278   \n",
       "Ds     110     Ds   Darmstadtium      281   \n",
       "Rg     111     Rg    Roentgenium      282   \n",
       "Cn     112     Cn    Copernicium      285   \n",
       "Nh     113     Nh       Nihonium      286   \n",
       "Fl     114     Fl      Flerovium      289   \n",
       "Mc     115     Mc      Moscovium      289   \n",
       "Lv     116     Lv    Livermorium      293   \n",
       "Ts     117     Ts     Tennessine      294   \n",
       "Og     118     Og      Oganesson      294   \n",
       "\n",
       "                                     Series     Updated Initials  \n",
       "H                         diatomic nonmetal  1498013115      KTU  \n",
       "He                                noble gas  1493462392      KTU  \n",
       "Li                             alkali metal  1493462392      KTU  \n",
       "Be                     alkaline earth metal  1493462392      KTU  \n",
       "B                                 metalloid  1493462392      KTU  \n",
       "C                       polyatomic nonmetal  1493462392      KTU  \n",
       "N                         diatomic nonmetal  1493462392      KTU  \n",
       "O                         diatomic nonmetal  1493462392      KTU  \n",
       "F                         diatomic nonmetal  1493462392      KTU  \n",
       "Ne                                noble gas  1493462392      KTU  \n",
       "Na                             alkali metal  1493462392      KTU  \n",
       "Mg                     alkaline earth metal  1493462392      KTU  \n",
       "Al                    post-transition metal  1493462392      KTU  \n",
       "Si                                metalloid  1493462392      KTU  \n",
       "P                       polyatomic nonmetal  1493462392      KTU  \n",
       "S                       polyatomic nonmetal  1493462392      KTU  \n",
       "Cl                        diatomic nonmetal  1493462392      KTU  \n",
       "Ar                                noble gas  1493462392      KTU  \n",
       "K                              alkali metal  1493462392      KTU  \n",
       "Ca                     alkaline earth metal  1493462392      KTU  \n",
       "Sc                         transition metal  1493462392      KTU  \n",
       "Ti                         transition metal  1493462392      KTU  \n",
       "V                          transition metal  1493462392      KTU  \n",
       "Cr                         transition metal  1493462392      KTU  \n",
       "Mn                         transition metal  1493462392      KTU  \n",
       "Fe                         transition metal  1493462392      KTU  \n",
       "Co                         transition metal  1493462392      KTU  \n",
       "Ni                         transition metal  1493462392      KTU  \n",
       "Cu                         transition metal  1493462392      KTU  \n",
       "Zn                         transition metal  1493462392      KTU  \n",
       "..                                      ...         ...      ...  \n",
       "Ac                                 actinide  1493462392      KTU  \n",
       "Th                                 actinide  1493462392      KTU  \n",
       "Pa                                 actinide  1493462392      KTU  \n",
       "U                                  actinide  1493462392      KTU  \n",
       "Np                                 actinide  1493462392      KTU  \n",
       "Pu                                 actinide  1493462392      KTU  \n",
       "Am                                 actinide  1493462392      KTU  \n",
       "Cm                                 actinide  1493462392      KTU  \n",
       "Bk                                 actinide  1493462392      KTU  \n",
       "Cf                                 actinide  1493462392      KTU  \n",
       "Es                                 actinide  1493462392      KTU  \n",
       "Fm                                 actinide  1493462392      KTU  \n",
       "Md                                 actinide  1493462392      KTU  \n",
       "No                                 actinide  1493462392      KTU  \n",
       "Lr                                 actinide  1493462392      KTU  \n",
       "Rf                         transition metal  1493462392      KTU  \n",
       "Db                         transition metal  1493462392      KTU  \n",
       "Sg                         transition metal  1493462392      KTU  \n",
       "Bh                         transition metal  1493462392      KTU  \n",
       "Hs                         transition metal  1493462392      KTU  \n",
       "Mt       unknown, probably transition metal  1493462392      KTU  \n",
       "Ds       unknown, probably transition metal  1493462392      KTU  \n",
       "Rg       unknown, probably transition metal  1493462392      KTU  \n",
       "Cn                         transition metal  1493462392      KTU  \n",
       "Nh       unknown, probably transition metal  1493462392      KTU  \n",
       "Fl                    post-transition metal  1493462392      KTU  \n",
       "Mc  unknown, probably post transition metal  1493462392      KTU  \n",
       "Lv  unknown, probably post transition metal  1493462392      KTU  \n",
       "Ts               unknown,probably metalloid  1493462392      KTU  \n",
       "Og       unknown, predicted to be noble gas  1493462392      KTU  \n",
       "\n",
       "[118 rows x 7 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted = newdf.sort_values('Protons')\n",
    "sorted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Protons</th>\n",
       "      <th>Symbol</th>\n",
       "      <th>Name</th>\n",
       "      <th>Mass</th>\n",
       "      <th>Series</th>\n",
       "      <th>Updated</th>\n",
       "      <th>Initials</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>V</th>\n",
       "      <td>23</td>\n",
       "      <td>V</td>\n",
       "      <td>Vanadium</td>\n",
       "      <td>50.9415</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cr</th>\n",
       "      <td>24</td>\n",
       "      <td>Cr</td>\n",
       "      <td>Chromium</td>\n",
       "      <td>51.9962</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mn</th>\n",
       "      <td>25</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Manganese</td>\n",
       "      <td>54.938</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fe</th>\n",
       "      <td>26</td>\n",
       "      <td>Fe</td>\n",
       "      <td>Iron</td>\n",
       "      <td>55.8452</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Co</th>\n",
       "      <td>27</td>\n",
       "      <td>Co</td>\n",
       "      <td>Cobalt</td>\n",
       "      <td>58.9332</td>\n",
       "      <td>transition metal</td>\n",
       "      <td>1493462392</td>\n",
       "      <td>KTU</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Protons Symbol       Name     Mass            Series     Updated Initials\n",
       "V       23      V   Vanadium  50.9415  transition metal  1493462392      KTU\n",
       "Cr      24     Cr   Chromium  51.9962  transition metal  1493462392      KTU\n",
       "Mn      25     Mn  Manganese   54.938  transition metal  1493462392      KTU\n",
       "Fe      26     Fe       Iron  55.8452  transition metal  1493462392      KTU\n",
       "Co      27     Co     Cobalt  58.9332  transition metal  1493462392      KTU"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted[sorted[\"Protons\"] > 22].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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