Citation_Data_Analysis_All.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Earth Science Citation Replication Project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Install Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "import pandas as pd\n",
    "from time import sleep\n",
    "import re\n",
    "import os\n",
    "import json\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import file\n",
    "Next, import the csv file that includes your records from Web of Science."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>PT</th>\n",
       "      <th>AU</th>\n",
       "      <th>BA</th>\n",
       "      <th>BE</th>\n",
       "      <th>GP</th>\n",
       "      <th>AF</th>\n",
       "      <th>BF</th>\n",
       "      <th>CA</th>\n",
       "      <th>TI</th>\n",
       "      <th>...</th>\n",
       "      <th>PG</th>\n",
       "      <th>WC</th>\n",
       "      <th>SC</th>\n",
       "      <th>GA</th>\n",
       "      <th>UT</th>\n",
       "      <th>PM</th>\n",
       "      <th>OA</th>\n",
       "      <th>HC</th>\n",
       "      <th>HP</th>\n",
       "      <th>DA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Picard, A; Gartman, A; Cosmidis, J; Obst, M; V...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Picard, Aude; Gartman, Amy; Cosmidis, Julie; O...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Authigenic metastable iron sulfide minerals pr...</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>Geochemistry &amp; Geophysics</td>\n",
       "      <td>Geochemistry &amp; Geophysics</td>\n",
       "      <td>JQ7AA</td>\n",
       "      <td>WOS:000499092400003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Coddington, O; Lean, J; Pilewskie, P; Snow, M;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Coddington, O.; Lean, J.; Pilewskie, P.; Snow,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Solar Irradiance Variability: Comparisons of M...</td>\n",
       "      <td>...</td>\n",
       "      <td>31</td>\n",
       "      <td>Astronomy &amp; Astrophysics; Geosciences, Multidi...</td>\n",
       "      <td>Astronomy &amp; Astrophysics; Geology</td>\n",
       "      <td>KM4PD</td>\n",
       "      <td>WOS:000504607600001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Oak, YJ; Park, RJ; Schroeder, JR; Crawford, JH...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Oak, Yujin J.; Park, Rokjin J.; Schroeder, Jas...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Evaluation of simulated O-3 production efficie...</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>JZ5PA</td>\n",
       "      <td>WOS:000505152900001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold, Green Published</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Harder, JW; Beland, S; Snow, M</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harder, J. W.; Beland, S.; Snow, M.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SORCE-Based Solar Spectral Irradiance (SSI) Re...</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>Astronomy &amp; Astrophysics; Geosciences, Multidi...</td>\n",
       "      <td>Astronomy &amp; Astrophysics; Geology</td>\n",
       "      <td>KM4PD</td>\n",
       "      <td>WOS:000504500500001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Hirashima, H; Avanzi, F; Wever, N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hirashima, Hiroyuki; Avanzi, Francesco; Wever,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wet-Snow Metamorphism Drives the Transition Fr...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Geosciences, Multidisciplinary</td>\n",
       "      <td>Geology</td>\n",
       "      <td>KL6AK</td>\n",
       "      <td>WOS:000504537700001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Other Gold</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7434</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Lee, H; Shum, CK; Emery, W; Calmant, S; Deng, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lee, Hyongki; Shum, C. K.; Emery, William; Cal...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Validation of Jason-2 Altimeter Data by Wavefo...</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Oceanography; Remot...</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Oceanography; Remot...</td>\n",
       "      <td>645AI</td>\n",
       "      <td>WOS:000281422900016</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7435</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Nerem, RS; Chambers, DP; Choe, C; Mitchum, GT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nerem, R. S.; Chambers, D. P.; Choe, C.; Mitch...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Estimating Mean Sea Level Change from the TOPE...</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Oceanography; Remot...</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Oceanography; Remot...</td>\n",
       "      <td>645AI</td>\n",
       "      <td>WOS:000281422900023</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7436</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Smith, BL; Yuter, SE; Neiman, PJ; Kingsmill, DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Smith, Barrett L.; Yuter, Sandra E.; Neiman, P...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Water Vapor Fluxes and Orographic Precipitatio...</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>552WO</td>\n",
       "      <td>WOS:000274324900005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7437</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Turnbull, JC; Lehman, SJ; Morgan, S; Wolak, C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Turnbull, Jocelyn C.; Lehman, Scott J.; Morgan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A NEW AUTOMATED EXTRACTION SYSTEM FOR C-14 MEA...</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>Geochemistry &amp; Geophysics</td>\n",
       "      <td>Geochemistry &amp; Geophysics</td>\n",
       "      <td>696JO</td>\n",
       "      <td>WOS:000285437900042</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7438</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>B</td>\n",
       "      <td>Vaida, V; Tuck, AF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LyndenBell, RM; Morris, SC; Barrow, JD; Finney...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vaida, Veronica; Tuck, Adrian F.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Water The Tough-Love Parent of Life</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>Chemistry, Applied; Chemistry, Physical; Water...</td>\n",
       "      <td>Chemistry; Water Resources</td>\n",
       "      <td>BL3AW</td>\n",
       "      <td>WOS:000449470600018</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7439 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Institution PT                                                 AU   BA  \\\n",
       "0      CUBoulder  J  Picard, A; Gartman, A; Cosmidis, J; Obst, M; V...  NaN   \n",
       "1      CUBoulder  J  Coddington, O; Lean, J; Pilewskie, P; Snow, M;...  NaN   \n",
       "2      CUBoulder  J  Oak, YJ; Park, RJ; Schroeder, JR; Crawford, JH...  NaN   \n",
       "3      CUBoulder  J                     Harder, JW; Beland, S; Snow, M  NaN   \n",
       "4      CUBoulder  J                  Hirashima, H; Avanzi, F; Wever, N  NaN   \n",
       "...          ... ..                                                ...  ...   \n",
       "7434   CUBoulder  J  Lee, H; Shum, CK; Emery, W; Calmant, S; Deng, ...  NaN   \n",
       "7435   CUBoulder  J      Nerem, RS; Chambers, DP; Choe, C; Mitchum, GT  NaN   \n",
       "7436   CUBoulder  J    Smith, BL; Yuter, SE; Neiman, PJ; Kingsmill, DE  NaN   \n",
       "7437   CUBoulder  J      Turnbull, JC; Lehman, SJ; Morgan, S; Wolak, C  NaN   \n",
       "7438   CUBoulder  B                                 Vaida, V; Tuck, AF  NaN   \n",
       "\n",
       "                                                     BE   GP  \\\n",
       "0                                                   NaN  NaN   \n",
       "1                                                   NaN  NaN   \n",
       "2                                                   NaN  NaN   \n",
       "3                                                   NaN  NaN   \n",
       "4                                                   NaN  NaN   \n",
       "...                                                 ...  ...   \n",
       "7434                                                NaN  NaN   \n",
       "7435                                                NaN  NaN   \n",
       "7436                                                NaN  NaN   \n",
       "7437                                                NaN  NaN   \n",
       "7438  LyndenBell, RM; Morris, SC; Barrow, JD; Finney...  NaN   \n",
       "\n",
       "                                                     AF   BF   CA  \\\n",
       "0     Picard, Aude; Gartman, Amy; Cosmidis, Julie; O...  NaN  NaN   \n",
       "1     Coddington, O.; Lean, J.; Pilewskie, P.; Snow,...  NaN  NaN   \n",
       "2     Oak, Yujin J.; Park, Rokjin J.; Schroeder, Jas...  NaN  NaN   \n",
       "3                   Harder, J. W.; Beland, S.; Snow, M.  NaN  NaN   \n",
       "4     Hirashima, Hiroyuki; Avanzi, Francesco; Wever,...  NaN  NaN   \n",
       "...                                                 ...  ...  ...   \n",
       "7434  Lee, Hyongki; Shum, C. K.; Emery, William; Cal...  NaN  NaN   \n",
       "7435  Nerem, R. S.; Chambers, D. P.; Choe, C.; Mitch...  NaN  NaN   \n",
       "7436  Smith, Barrett L.; Yuter, Sandra E.; Neiman, P...  NaN  NaN   \n",
       "7437  Turnbull, Jocelyn C.; Lehman, Scott J.; Morgan...  NaN  NaN   \n",
       "7438                   Vaida, Veronica; Tuck, Adrian F.  NaN  NaN   \n",
       "\n",
       "                                                     TI  ...  PG  \\\n",
       "0     Authigenic metastable iron sulfide minerals pr...  ...  13   \n",
       "1     Solar Irradiance Variability: Comparisons of M...  ...  31   \n",
       "2     Evaluation of simulated O-3 production efficie...  ...  15   \n",
       "3     SORCE-Based Solar Spectral Irradiance (SSI) Re...  ...  21   \n",
       "4     Wet-Snow Metamorphism Drives the Transition Fr...  ...  10   \n",
       "...                                                 ...  ...  ..   \n",
       "7434  Validation of Jason-2 Altimeter Data by Wavefo...  ...  13   \n",
       "7435  Estimating Mean Sea Level Change from the TOPE...  ...  12   \n",
       "7436  Water Vapor Fluxes and Orographic Precipitatio...  ...  27   \n",
       "7437  A NEW AUTOMATED EXTRACTION SYSTEM FOR C-14 MEA...  ...   9   \n",
       "7438                Water The Tough-Love Parent of Life  ...  13   \n",
       "\n",
       "                                                     WC  \\\n",
       "0                             Geochemistry & Geophysics   \n",
       "1     Astronomy & Astrophysics; Geosciences, Multidi...   \n",
       "2     Environmental Sciences; Meteorology & Atmosphe...   \n",
       "3     Astronomy & Astrophysics; Geosciences, Multidi...   \n",
       "4                        Geosciences, Multidisciplinary   \n",
       "...                                                 ...   \n",
       "7434  Geochemistry & Geophysics; Oceanography; Remot...   \n",
       "7435  Geochemistry & Geophysics; Oceanography; Remot...   \n",
       "7436                 Meteorology & Atmospheric Sciences   \n",
       "7437                          Geochemistry & Geophysics   \n",
       "7438  Chemistry, Applied; Chemistry, Physical; Water...   \n",
       "\n",
       "                                                     SC     GA  \\\n",
       "0                             Geochemistry & Geophysics  JQ7AA   \n",
       "1                     Astronomy & Astrophysics; Geology  KM4PD   \n",
       "2     Environmental Sciences & Ecology; Meteorology ...  JZ5PA   \n",
       "3                     Astronomy & Astrophysics; Geology  KM4PD   \n",
       "4                                               Geology  KL6AK   \n",
       "...                                                 ...    ...   \n",
       "7434  Geochemistry & Geophysics; Oceanography; Remot...  645AI   \n",
       "7435  Geochemistry & Geophysics; Oceanography; Remot...  645AI   \n",
       "7436                 Meteorology & Atmospheric Sciences  552WO   \n",
       "7437                          Geochemistry & Geophysics  696JO   \n",
       "7438                         Chemistry; Water Resources  BL3AW   \n",
       "\n",
       "                       UT  PM                          OA   HC   HP         DA  \n",
       "0     WOS:000499092400003 NaN                         NaN  NaN  NaN  6/19/2020  \n",
       "1     WOS:000504607600001 NaN                   DOAJ Gold  NaN  NaN  6/19/2020  \n",
       "2     WOS:000505152900001 NaN  DOAJ Gold, Green Published  NaN  NaN  6/19/2020  \n",
       "3     WOS:000504500500001 NaN                   DOAJ Gold  NaN  NaN  6/19/2020  \n",
       "4     WOS:000504537700001 NaN                  Other Gold  NaN  NaN  6/19/2020  \n",
       "...                   ...  ..                         ...  ...  ...        ...  \n",
       "7434  WOS:000281422900016 NaN                         NaN  NaN  NaN  6/19/2020  \n",
       "7435  WOS:000281422900023 NaN                         NaN    Y    N  6/19/2020  \n",
       "7436  WOS:000274324900005 NaN                         NaN  NaN  NaN  6/19/2020  \n",
       "7437  WOS:000285437900042 NaN                      Bronze  NaN  NaN  6/19/2020  \n",
       "7438  WOS:000449470600018 NaN                         NaN  NaN  NaN  6/19/2020  \n",
       "\n",
       "[7439 rows x 68 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import csv\n",
    "\n",
    "data = pd.read_csv(\"Institution_Reference_Files/Boulder_References.csv\", encoding=\"ISO-8859-1\")\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create a sample\n",
    "\n",
    "Our total number of records is: 17648 \n",
    "\n",
    "Let's compute the proportion of the total for each institution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total =  17647\n",
      "CUB =  0.4215447384824616\n",
      "UCB =  0.2834476114920383\n",
      "UCLA =  0.2188473961579872\n",
      "UH =  0.07644358814529381\n"
     ]
    }
   ],
   "source": [
    "total = 7439 + 5002 + 3862 + 1344\n",
    "CUB = 7439/total\n",
    "UCB = 5002/total\n",
    "UCLA = 3862/total\n",
    "UH = 1349/total\n",
    "\n",
    "print('Total = ',total)\n",
    "print('CUB = ',CUB)\n",
    "print('UCB = ',UCB)\n",
    "print('UCLA = ',UCLA)\n",
    "print('UH = ',UH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|Institution | Number of Records | Proportion of Total | Sample (n = 1000)|\n",
    "|:--- | ---: | ---: | ---: |\n",
    "|CU Boulder | 7439 | .42 | 420|\n",
    "|UC Berkeley | 5002 | .28 | 280|\n",
    "|UCLA | 3862 | .22 | 220 |\n",
    "|UH | 1349 | .08 | 80 |\n",
    "\n",
    "By using `dataframe.sample`, we can generate a random sample. Our total sample will be 1000 records.\n",
    "Create your sample based on your institution's proportion of the whole set of records. Use that proportion to calculate your n out of 1000."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Institution</th>\n",
       "      <th>PT</th>\n",
       "      <th>AU</th>\n",
       "      <th>BA</th>\n",
       "      <th>BE</th>\n",
       "      <th>GP</th>\n",
       "      <th>AF</th>\n",
       "      <th>BF</th>\n",
       "      <th>CA</th>\n",
       "      <th>TI</th>\n",
       "      <th>...</th>\n",
       "      <th>PG</th>\n",
       "      <th>WC</th>\n",
       "      <th>SC</th>\n",
       "      <th>GA</th>\n",
       "      <th>UT</th>\n",
       "      <th>PM</th>\n",
       "      <th>OA</th>\n",
       "      <th>HC</th>\n",
       "      <th>HP</th>\n",
       "      <th>DA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1289</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Nusbaumer, J; Noone, D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nusbaumer, Jesse; Noone, David</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Numerical Evaluation of the Modern and Future ...</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>GN9IH</td>\n",
       "      <td>WOS:000439508000007</td>\n",
       "      <td>30381797.0</td>\n",
       "      <td>Green Accepted, Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1320</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Wagner, A; Heinzeller, D; Wagner, S; Rummler, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wagner, Andreas; Heinzeller, Dominikus; Wagner...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Explicit Convection and Scale-Aware Cumulus Pa...</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>GL4CL</td>\n",
       "      <td>WOS:000437094500014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1716</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>B</td>\n",
       "      <td>Barry, RG; Hall-McKim, EA</td>\n",
       "      <td>Barry, RG; HallMcKim, EA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barry, Roger G.; Hall-McKim, Eileen A.</td>\n",
       "      <td>Barry, RG; HallMcKim, EA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Setting, History of Studies, and the Clima...</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>BO7BJ</td>\n",
       "      <td>WOS:000522817700002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4787</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Guillod, BP; Orlowsky, B; Miralles, DG; Teulin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Guillod, B. P.; Orlowsky, B.; Miralles, D. G.;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land-surface controls on afternoon precipitati...</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>AP3QK</td>\n",
       "      <td>WOS:000341991600008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold, Green Published</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>245</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>D'Ambro, EL; Schobesberger, S; Gaston, CJ; Lop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D'Ambro, Emma L.; Schobesberger, Siegfried; Ga...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chamber-based insights into the factors contro...</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>IV8BG</td>\n",
       "      <td>WOS:000484490100002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold, Green Published</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3886</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Castendyk, D; McKnight, D; Welch, K; Niebuhr, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Castendyk, Devin; McKnight, Diane; Welch, Kath...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pressure-driven, shoreline currents in a peren...</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>Water Resources</td>\n",
       "      <td>Water Resources</td>\n",
       "      <td>CG2JP</td>\n",
       "      <td>WOS:000353101000011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2243</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Mccoy, TJ; Marquardt, AE; Wasson, JT; Ash, RD;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mccoy, Timothy J.; Marquardt, Amy E.; Wasson, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Anoka, Minnesota iron meteorite as parent ...</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>Anthropology; Archaeology; Geosciences, Multid...</td>\n",
       "      <td>Anthropology; Archaeology; Geology</td>\n",
       "      <td>EV6NC</td>\n",
       "      <td>WOS:000401885100002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5453</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Hanna, E; Jones, JM; Cappelen, J; Mernild, SH;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hanna, Edward; Jones, Julie M.; Cappelen, John...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The influence of North Atlantic atmospheric an...</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>104EE</td>\n",
       "      <td>WOS:000315972400007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4983</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Yue, J; Xu, JY; Chang, LC; Wu, Q; Liu, HL; Lu,...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yue, Jia; Xu, Jiyao; Chang, Loren C.; Wu, Qian...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Global structure and seasonal variability of t...</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Meteorology &amp; Atmos...</td>\n",
       "      <td>Geochemistry &amp; Geophysics; Meteorology &amp; Atmos...</td>\n",
       "      <td>278TQ</td>\n",
       "      <td>WOS:000328913100021</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7226</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>J</td>\n",
       "      <td>Pedatella, NM; Forbes, JM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pedatella, N. M.; Forbes, J. M.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Global structure of the lunar tide in ionosphe...</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>Geosciences, Multidisciplinary</td>\n",
       "      <td>Geology</td>\n",
       "      <td>574WS</td>\n",
       "      <td>WOS:000276025500007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>420 rows × 68 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Institution PT                                                 AU  \\\n",
       "1289   CUBoulder  J                             Nusbaumer, J; Noone, D   \n",
       "1320   CUBoulder  J  Wagner, A; Heinzeller, D; Wagner, S; Rummler, ...   \n",
       "1716   CUBoulder  B                          Barry, RG; Hall-McKim, EA   \n",
       "4787   CUBoulder  J  Guillod, BP; Orlowsky, B; Miralles, DG; Teulin...   \n",
       "245    CUBoulder  J  D'Ambro, EL; Schobesberger, S; Gaston, CJ; Lop...   \n",
       "...          ... ..                                                ...   \n",
       "3886   CUBoulder  J  Castendyk, D; McKnight, D; Welch, K; Niebuhr, ...   \n",
       "2243   CUBoulder  J  Mccoy, TJ; Marquardt, AE; Wasson, JT; Ash, RD;...   \n",
       "5453   CUBoulder  J  Hanna, E; Jones, JM; Cappelen, J; Mernild, SH;...   \n",
       "4983   CUBoulder  J  Yue, J; Xu, JY; Chang, LC; Wu, Q; Liu, HL; Lu,...   \n",
       "7226   CUBoulder  J                          Pedatella, NM; Forbes, JM   \n",
       "\n",
       "                            BA   BE   GP  \\\n",
       "1289                       NaN  NaN  NaN   \n",
       "1320                       NaN  NaN  NaN   \n",
       "1716  Barry, RG; HallMcKim, EA  NaN  NaN   \n",
       "4787                       NaN  NaN  NaN   \n",
       "245                        NaN  NaN  NaN   \n",
       "...                        ...  ...  ...   \n",
       "3886                       NaN  NaN  NaN   \n",
       "2243                       NaN  NaN  NaN   \n",
       "5453                       NaN  NaN  NaN   \n",
       "4983                       NaN  NaN  NaN   \n",
       "7226                       NaN  NaN  NaN   \n",
       "\n",
       "                                                     AF  \\\n",
       "1289                     Nusbaumer, Jesse; Noone, David   \n",
       "1320  Wagner, Andreas; Heinzeller, Dominikus; Wagner...   \n",
       "1716             Barry, Roger G.; Hall-McKim, Eileen A.   \n",
       "4787  Guillod, B. P.; Orlowsky, B.; Miralles, D. G.;...   \n",
       "245   D'Ambro, Emma L.; Schobesberger, Siegfried; Ga...   \n",
       "...                                                 ...   \n",
       "3886  Castendyk, Devin; McKnight, Diane; Welch, Kath...   \n",
       "2243  Mccoy, Timothy J.; Marquardt, Amy E.; Wasson, ...   \n",
       "5453  Hanna, Edward; Jones, Julie M.; Cappelen, John...   \n",
       "4983  Yue, Jia; Xu, Jiyao; Chang, Loren C.; Wu, Qian...   \n",
       "7226                    Pedatella, N. M.; Forbes, J. M.   \n",
       "\n",
       "                            BF   CA  \\\n",
       "1289                       NaN  NaN   \n",
       "1320                       NaN  NaN   \n",
       "1716  Barry, RG; HallMcKim, EA  NaN   \n",
       "4787                       NaN  NaN   \n",
       "245                        NaN  NaN   \n",
       "...                        ...  ...   \n",
       "3886                       NaN  NaN   \n",
       "2243                       NaN  NaN   \n",
       "5453                       NaN  NaN   \n",
       "4983                       NaN  NaN   \n",
       "7226                       NaN  NaN   \n",
       "\n",
       "                                                     TI  ...  PG  \\\n",
       "1289  Numerical Evaluation of the Modern and Future ...  ...  20   \n",
       "1320  Explicit Convection and Scale-Aware Cumulus Pa...  ...  20   \n",
       "1716  The Setting, History of Studies, and the Clima...  ...  20   \n",
       "4787  Land-surface controls on afternoon precipitati...  ...  25   \n",
       "245   Chamber-based insights into the factors contro...  ...  13   \n",
       "...                                                 ...  ...  ..   \n",
       "3886  Pressure-driven, shoreline currents in a peren...  ...  20   \n",
       "2243  The Anoka, Minnesota iron meteorite as parent ...  ...  10   \n",
       "5453  The influence of North Atlantic atmospheric an...  ...  19   \n",
       "4983  Global structure and seasonal variability of t...  ...   8   \n",
       "7226  Global structure of the lunar tide in ionosphe...  ...   4   \n",
       "\n",
       "                                                     WC  \\\n",
       "1289                 Meteorology & Atmospheric Sciences   \n",
       "1320                 Meteorology & Atmospheric Sciences   \n",
       "1716  Environmental Sciences; Meteorology & Atmosphe...   \n",
       "4787  Environmental Sciences; Meteorology & Atmosphe...   \n",
       "245   Environmental Sciences; Meteorology & Atmosphe...   \n",
       "...                                                 ...   \n",
       "3886                                    Water Resources   \n",
       "2243  Anthropology; Archaeology; Geosciences, Multid...   \n",
       "5453                 Meteorology & Atmospheric Sciences   \n",
       "4983  Geochemistry & Geophysics; Meteorology & Atmos...   \n",
       "7226                     Geosciences, Multidisciplinary   \n",
       "\n",
       "                                                     SC     GA  \\\n",
       "1289                 Meteorology & Atmospheric Sciences  GN9IH   \n",
       "1320                 Meteorology & Atmospheric Sciences  GL4CL   \n",
       "1716  Environmental Sciences & Ecology; Meteorology ...  BO7BJ   \n",
       "4787  Environmental Sciences & Ecology; Meteorology ...  AP3QK   \n",
       "245   Environmental Sciences & Ecology; Meteorology ...  IV8BG   \n",
       "...                                                 ...    ...   \n",
       "3886                                    Water Resources  CG2JP   \n",
       "2243                 Anthropology; Archaeology; Geology  EV6NC   \n",
       "5453                 Meteorology & Atmospheric Sciences  104EE   \n",
       "4983  Geochemistry & Geophysics; Meteorology & Atmos...  278TQ   \n",
       "7226                                            Geology  574WS   \n",
       "\n",
       "                       UT          PM                          OA   HC   HP  \\\n",
       "1289  WOS:000439508000007  30381797.0      Green Accepted, Bronze  NaN  NaN   \n",
       "1320  WOS:000437094500014         NaN                      Bronze  NaN  NaN   \n",
       "1716  WOS:000522817700002         NaN                      Bronze  NaN  NaN   \n",
       "4787  WOS:000341991600008         NaN  DOAJ Gold, Green Published  NaN  NaN   \n",
       "245   WOS:000484490100002         NaN  DOAJ Gold, Green Published  NaN  NaN   \n",
       "...                   ...         ...                         ...  ...  ...   \n",
       "3886  WOS:000353101000011         NaN                         NaN  NaN  NaN   \n",
       "2243  WOS:000401885100002         NaN                      Bronze  NaN  NaN   \n",
       "5453  WOS:000315972400007         NaN                         NaN  NaN  NaN   \n",
       "4983  WOS:000328913100021         NaN                         NaN  NaN  NaN   \n",
       "7226  WOS:000276025500007         NaN                         NaN  NaN  NaN   \n",
       "\n",
       "             DA  \n",
       "1289  6/19/2020  \n",
       "1320  6/19/2020  \n",
       "1716  6/19/2020  \n",
       "4787  6/19/2020  \n",
       "245   6/19/2020  \n",
       "...         ...  \n",
       "3886  6/19/2020  \n",
       "2243  6/19/2020  \n",
       "5453  6/19/2020  \n",
       "4983  6/19/2020  \n",
       "7226  6/19/2020  \n",
       "\n",
       "[420 rows x 68 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Example:\n",
    "#ucb_sample = ucb_data.sample(n = 280)\n",
    "#ucb_sample\n",
    "\n",
    "CUB_Sample = data.sample(n = 420)\n",
    "CUB_Sample['INSTITUTION'] = 'CUBoulder'\n",
    "CUB_Sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Export your file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Export csv\n",
    "\n",
    "cub_sample.to_csv('cub_sample.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create one file from all institutions\n",
    "\n",
    "Combine 4 csvs into 1 file, and confirm that file includes 1000 records."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Data Clean up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>PT</th>\n",
       "      <th>AU</th>\n",
       "      <th>BA</th>\n",
       "      <th>BE</th>\n",
       "      <th>GP</th>\n",
       "      <th>AF</th>\n",
       "      <th>BF</th>\n",
       "      <th>CA</th>\n",
       "      <th>TI</th>\n",
       "      <th>...</th>\n",
       "      <th>WC</th>\n",
       "      <th>SC</th>\n",
       "      <th>GA</th>\n",
       "      <th>UT</th>\n",
       "      <th>PM</th>\n",
       "      <th>OA</th>\n",
       "      <th>HC</th>\n",
       "      <th>HP</th>\n",
       "      <th>DA</th>\n",
       "      <th>INSTITUTION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1289</td>\n",
       "      <td>J</td>\n",
       "      <td>Nusbaumer, J; Noone, D</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nusbaumer, Jesse; Noone, David</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Numerical Evaluation of the Modern and Future ...</td>\n",
       "      <td>...</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>GN9IH</td>\n",
       "      <td>WOS:000439508000007</td>\n",
       "      <td>30381797.0</td>\n",
       "      <td>Green Accepted, Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/20</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1320</td>\n",
       "      <td>J</td>\n",
       "      <td>Wagner, A; Heinzeller, D; Wagner, S; Rummler, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wagner, Andreas; Heinzeller, Dominikus; Wagner...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Explicit Convection and Scale-Aware Cumulus Pa...</td>\n",
       "      <td>...</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>Meteorology &amp; Atmospheric Sciences</td>\n",
       "      <td>GL4CL</td>\n",
       "      <td>WOS:000437094500014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/20</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1716</td>\n",
       "      <td>B</td>\n",
       "      <td>Barry, RG; Hall-McKim, EA</td>\n",
       "      <td>Barry, RG; HallMcKim, EA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Barry, Roger G.; Hall-McKim, Eileen A.</td>\n",
       "      <td>Barry, RG; HallMcKim, EA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Setting, History of Studies, and the Clima...</td>\n",
       "      <td>...</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>BO7BJ</td>\n",
       "      <td>WOS:000522817700002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bronze</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/20</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4787</td>\n",
       "      <td>J</td>\n",
       "      <td>Guillod, BP; Orlowsky, B; Miralles, DG; Teulin...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Guillod, B. P.; Orlowsky, B.; Miralles, D. G.;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Land-surface controls on afternoon precipitati...</td>\n",
       "      <td>...</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>AP3QK</td>\n",
       "      <td>WOS:000341991600008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold, Green Published</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/20</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>245</td>\n",
       "      <td>J</td>\n",
       "      <td>D'Ambro, EL; Schobesberger, S; Gaston, CJ; Lop...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D'Ambro, Emma L.; Schobesberger, Siegfried; Ga...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chamber-based insights into the factors contro...</td>\n",
       "      <td>...</td>\n",
       "      <td>Environmental Sciences; Meteorology &amp; Atmosphe...</td>\n",
       "      <td>Environmental Sciences &amp; Ecology; Meteorology ...</td>\n",
       "      <td>IV8BG</td>\n",
       "      <td>WOS:000484490100002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DOAJ Gold, Green Published</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6/19/20</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>432</td>\n",
       "      <td>J</td>\n",
       "      <td>Rangarajan, R; Laskar, AH; Bhattacharya, SK; S...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rangarajan, Ravi; Laskar, Amzad H.; Bhattachar...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>An insight into the western Pacific wintertime...</td>\n",
       "      <td>...</td>\n",
       "      <td>Engineering, Civil; Geosciences, Multidiscipli...</td>\n",
       "      <td>Engineering; Geology; Water Resources</td>\n",
       "      <td>ER5VE</td>\n",
       "      <td>WOS:000398871100009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7/16/20</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>316</td>\n",
       "      <td>J</td>\n",
       "      <td>Ahmad, L; Khan, SD; Shah, MT; Jehan, N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ahmad, Laeiq; Khan, Shuhab D.; Shah, M. Tahir;...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gold mineralization in Bubin area, Gilgit-Balt...</td>\n",
       "      <td>...</td>\n",
       "      <td>Geosciences, Multidisciplinary</td>\n",
       "      <td>Geology</td>\n",
       "      <td>FU1NZ</td>\n",
       "      <td>WOS:000423618000007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7/16/20</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>698</td>\n",
       "      <td>J</td>\n",
       "      <td>Baier, BC; Brune, WH; Lefer, BL; Miller, DO; M...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Baier, Bianca C.; Brune, William H.; Lefer, Ba...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Direct ozone production rate measurements and ...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WOS:000356991000010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>839</td>\n",
       "      <td>J</td>\n",
       "      <td>Hossain, F; Siddique-E-Akbor, AHM; Yigzaw, W; ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hossain, Faisal; Siddique-E-Akbor, A. H. M.; Y...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CROSSING THE \"VALLEY OF DEATH\" Lessons Learned...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WOS:000342552400008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>552</td>\n",
       "      <td>J</td>\n",
       "      <td>Bird, DE; Hall, SA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bird, Dale E.; Hall, Stuart A.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Early seafloor spreading in the South Atlantic...</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>WOS:000379772500008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 69 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 PT                                                 AU  \\\n",
       "0          1289  J                             Nusbaumer, J; Noone, D   \n",
       "1          1320  J  Wagner, A; Heinzeller, D; Wagner, S; Rummler, ...   \n",
       "2          1716  B                          Barry, RG; Hall-McKim, EA   \n",
       "3          4787  J  Guillod, BP; Orlowsky, B; Miralles, DG; Teulin...   \n",
       "4           245  J  D'Ambro, EL; Schobesberger, S; Gaston, CJ; Lop...   \n",
       "..          ... ..                                                ...   \n",
       "995         432  J  Rangarajan, R; Laskar, AH; Bhattacharya, SK; S...   \n",
       "996         316  J             Ahmad, L; Khan, SD; Shah, MT; Jehan, N   \n",
       "997         698  J  Baier, BC; Brune, WH; Lefer, BL; Miller, DO; M...   \n",
       "998         839  J  Hossain, F; Siddique-E-Akbor, AHM; Yigzaw, W; ...   \n",
       "999         552  J                                 Bird, DE; Hall, SA   \n",
       "\n",
       "                           BA   BE   GP  \\\n",
       "0                         NaN  NaN  NaN   \n",
       "1                         NaN  NaN  NaN   \n",
       "2    Barry, RG; HallMcKim, EA  NaN  NaN   \n",
       "3                         NaN  NaN  NaN   \n",
       "4                         NaN  NaN  NaN   \n",
       "..                        ...  ...  ...   \n",
       "995                       NaN  NaN  NaN   \n",
       "996                       NaN  NaN  NaN   \n",
       "997                       NaN  NaN  NaN   \n",
       "998                       NaN  NaN  NaN   \n",
       "999                       NaN  NaN  NaN   \n",
       "\n",
       "                                                    AF  \\\n",
       "0                       Nusbaumer, Jesse; Noone, David   \n",
       "1    Wagner, Andreas; Heinzeller, Dominikus; Wagner...   \n",
       "2               Barry, Roger G.; Hall-McKim, Eileen A.   \n",
       "3    Guillod, B. P.; Orlowsky, B.; Miralles, D. G.;...   \n",
       "4    D'Ambro, Emma L.; Schobesberger, Siegfried; Ga...   \n",
       "..                                                 ...   \n",
       "995  Rangarajan, Ravi; Laskar, Amzad H.; Bhattachar...   \n",
       "996  Ahmad, Laeiq; Khan, Shuhab D.; Shah, M. Tahir;...   \n",
       "997  Baier, Bianca C.; Brune, William H.; Lefer, Ba...   \n",
       "998  Hossain, Faisal; Siddique-E-Akbor, A. H. M.; Y...   \n",
       "999                     Bird, Dale E.; Hall, Stuart A.   \n",
       "\n",
       "                           BF   CA  \\\n",
       "0                         NaN  NaN   \n",
       "1                         NaN  NaN   \n",
       "2    Barry, RG; HallMcKim, EA  NaN   \n",
       "3                         NaN  NaN   \n",
       "4                         NaN  NaN   \n",
       "..                        ...  ...   \n",
       "995                       NaN  NaN   \n",
       "996                       NaN  NaN   \n",
       "997                       NaN  NaN   \n",
       "998                       NaN  NaN   \n",
       "999                       NaN  NaN   \n",
       "\n",
       "                                                    TI  ...  \\\n",
       "0    Numerical Evaluation of the Modern and Future ...  ...   \n",
       "1    Explicit Convection and Scale-Aware Cumulus Pa...  ...   \n",
       "2    The Setting, History of Studies, and the Clima...  ...   \n",
       "3    Land-surface controls on afternoon precipitati...  ...   \n",
       "4    Chamber-based insights into the factors contro...  ...   \n",
       "..                                                 ...  ...   \n",
       "995  An insight into the western Pacific wintertime...  ...   \n",
       "996  Gold mineralization in Bubin area, Gilgit-Balt...  ...   \n",
       "997  Direct ozone production rate measurements and ...  ...   \n",
       "998  CROSSING THE \"VALLEY OF DEATH\" Lessons Learned...  ...   \n",
       "999  Early seafloor spreading in the South Atlantic...  ...   \n",
       "\n",
       "                                                    WC  \\\n",
       "0                   Meteorology & Atmospheric Sciences   \n",
       "1                   Meteorology & Atmospheric Sciences   \n",
       "2    Environmental Sciences; Meteorology & Atmosphe...   \n",
       "3    Environmental Sciences; Meteorology & Atmosphe...   \n",
       "4    Environmental Sciences; Meteorology & Atmosphe...   \n",
       "..                                                 ...   \n",
       "995  Engineering, Civil; Geosciences, Multidiscipli...   \n",
       "996                     Geosciences, Multidisciplinary   \n",
       "997                                                NaN   \n",
       "998                                                NaN   \n",
       "999                                                NaN   \n",
       "\n",
       "                                                    SC     GA  \\\n",
       "0                   Meteorology & Atmospheric Sciences  GN9IH   \n",
       "1                   Meteorology & Atmospheric Sciences  GL4CL   \n",
       "2    Environmental Sciences & Ecology; Meteorology ...  BO7BJ   \n",
       "3    Environmental Sciences & Ecology; Meteorology ...  AP3QK   \n",
       "4    Environmental Sciences & Ecology; Meteorology ...  IV8BG   \n",
       "..                                                 ...    ...   \n",
       "995              Engineering; Geology; Water Resources  ER5VE   \n",
       "996                                            Geology  FU1NZ   \n",
       "997                                                NaN    NaN   \n",
       "998                                                NaN    NaN   \n",
       "999                                                NaN    NaN   \n",
       "\n",
       "                      UT          PM                          OA   HC   HP  \\\n",
       "0    WOS:000439508000007  30381797.0      Green Accepted, Bronze  NaN  NaN   \n",
       "1    WOS:000437094500014         NaN                      Bronze  NaN  NaN   \n",
       "2    WOS:000522817700002         NaN                      Bronze  NaN  NaN   \n",
       "3    WOS:000341991600008         NaN  DOAJ Gold, Green Published  NaN  NaN   \n",
       "4    WOS:000484490100002         NaN  DOAJ Gold, Green Published  NaN  NaN   \n",
       "..                   ...         ...                         ...  ...  ...   \n",
       "995  WOS:000398871100009         NaN                         NaN  NaN  NaN   \n",
       "996  WOS:000423618000007         NaN                         NaN  NaN  NaN   \n",
       "997  WOS:000356991000010         NaN                         NaN  NaN  NaN   \n",
       "998  WOS:000342552400008         NaN                         NaN  NaN  NaN   \n",
       "999  WOS:000379772500008         NaN                         NaN  NaN  NaN   \n",
       "\n",
       "          DA INSTITUTION  \n",
       "0    6/19/20   CUBoulder  \n",
       "1    6/19/20   CUBoulder  \n",
       "2    6/19/20   CUBoulder  \n",
       "3    6/19/20   CUBoulder  \n",
       "4    6/19/20   CUBoulder  \n",
       "..       ...         ...  \n",
       "995  7/16/20     Houston  \n",
       "996  7/16/20     Houston  \n",
       "997      NaN     Houston  \n",
       "998      NaN     Houston  \n",
       "999      NaN     Houston  \n",
       "\n",
       "[1000 rows x 69 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import full csv with all samples.\n",
    "\n",
    "data = pd.read_csv(\"master_sample.csv\", encoding=\"ISO-8859-1\")\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CR</th>\n",
       "      <th>DI</th>\n",
       "      <th>INSTITUTION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Arnault J, 2016, J HYDROMETEOROL, V17, P1489, ...</td>\n",
       "      <td>10.1175/MWR-D-17-0238.1</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAP, 2017, SNOW WAT IC PERM ARC; AMAP, 2011, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Aires Filipe, 2014, Journal of Climate, V27, P...</td>\n",
       "      <td>10.5194/acp-14-8343-2014</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ATKINSON R, 1987, INT J CHEM KINET, V19, P799,...</td>\n",
       "      <td>10.5194/acp-19-11253-2019</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Araguas-Araguas L, 2000, HYDROL PROCESS, V14, ...</td>\n",
       "      <td>10.1016/j.jhydrol.2017.01.047</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Ahmad L, 2016, EARTH SCI INFORM, V9, P113, DOI...</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10.1016/j.atmosenv.2015.05.033</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10.1175/BAMS-D-13-00176.1</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>NaN</td>\n",
       "      <td>10.1093/gji/ggw147</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    CR  \\\n",
       "0    Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...   \n",
       "1    Arnault J, 2016, J HYDROMETEOROL, V17, P1489, ...   \n",
       "2    AMAP, 2017, SNOW WAT IC PERM ARC; AMAP, 2011, ...   \n",
       "3    Aires Filipe, 2014, Journal of Climate, V27, P...   \n",
       "4    ATKINSON R, 1987, INT J CHEM KINET, V19, P799,...   \n",
       "..                                                 ...   \n",
       "995  Araguas-Araguas L, 2000, HYDROL PROCESS, V14, ...   \n",
       "996  Ahmad L, 2016, EARTH SCI INFORM, V9, P113, DOI...   \n",
       "997                                                NaN   \n",
       "998                                                NaN   \n",
       "999                                                NaN   \n",
       "\n",
       "                                 DI INSTITUTION  \n",
       "0              10.1029/2017JD028081   CUBoulder  \n",
       "1           10.1175/MWR-D-17-0238.1   CUBoulder  \n",
       "2                               NaN   CUBoulder  \n",
       "3          10.5194/acp-14-8343-2014   CUBoulder  \n",
       "4         10.5194/acp-19-11253-2019   CUBoulder  \n",
       "..                              ...         ...  \n",
       "995   10.1016/j.jhydrol.2017.01.047     Houston  \n",
       "996       10.1007/s12517-017-3354-9     Houston  \n",
       "997  10.1016/j.atmosenv.2015.05.033     Houston  \n",
       "998       10.1175/BAMS-D-13-00176.1     Houston  \n",
       "999              10.1093/gji/ggw147     Houston  \n",
       "\n",
       "[1000 rows x 3 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Select three columns: Cited References, DOI of paper, and Institution\n",
    "citedref = data[['CR', 'DI', 'INSTITUTION']]\n",
    "citedref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each row, take column 'CR', split it at ; and append new row, keeping DOI and Institution\n",
    "*See notes later"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CR</th>\n",
       "      <th>DI</th>\n",
       "      <th>INSTITUTION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55575</th>\n",
       "      <td>Robb LJ., 2013, INTRO ORE FORMING PR</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55576</th>\n",
       "      <td>Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55577</th>\n",
       "      <td>Sweatman T, 1995, AUST AGEN INT DEV, V91</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55578</th>\n",
       "      <td>White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55579</th>\n",
       "      <td>Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55580 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      CR  \\\n",
       "0      Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...   \n",
       "1      Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...   \n",
       "2      Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...   \n",
       "3      Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...   \n",
       "4      Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...   \n",
       "...                                                  ...   \n",
       "55575               Robb LJ., 2013, INTRO ORE FORMING PR   \n",
       "55576  Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...   \n",
       "55577           Sweatman T, 1995, AUST AGEN INT DEV, V91   \n",
       "55578      White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9   \n",
       "55579  Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...   \n",
       "\n",
       "                              DI INSTITUTION  \n",
       "0           10.1029/2017JD028081   CUBoulder  \n",
       "1           10.1029/2017JD028081   CUBoulder  \n",
       "2           10.1029/2017JD028081   CUBoulder  \n",
       "3           10.1029/2017JD028081   CUBoulder  \n",
       "4           10.1029/2017JD028081   CUBoulder  \n",
       "...                          ...         ...  \n",
       "55575  10.1007/s12517-017-3354-9     Houston  \n",
       "55576  10.1007/s12517-017-3354-9     Houston  \n",
       "55577  10.1007/s12517-017-3354-9     Houston  \n",
       "55578  10.1007/s12517-017-3354-9     Houston  \n",
       "55579  10.1007/s12517-017-3354-9     Houston  \n",
       "\n",
       "[55580 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedref = (citedref.set_index(citedref.columns.drop('CR',1).tolist())\n",
    "   ...:    .CR.str.split('; ', expand=True)\n",
    "   ...:    .stack()\n",
    "   ...:    .reset_index()\n",
    "   ...:    .rename(columns={0:'CR'})\n",
    "   ...:    .loc[:, citedref.columns]\n",
    "   ...: )\n",
    "citedref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Quickly summarize how many cited references by institution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CR</th>\n",
       "      <th>DI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INSTITUTION</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Berkeley</th>\n",
       "      <td>16851</td>\n",
       "      <td>15990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CUBoulder</th>\n",
       "      <td>24042</td>\n",
       "      <td>22785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Houston</th>\n",
       "      <td>1602</td>\n",
       "      <td>1602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UCLA</th>\n",
       "      <td>13085</td>\n",
       "      <td>13085</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                CR     DI\n",
       "INSTITUTION              \n",
       "Berkeley     16851  15990\n",
       "CUBoulder    24042  22785\n",
       "Houston       1602   1602\n",
       "UCLA         13085  13085"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedref_summary = citedref.groupby('INSTITUTION').count()\n",
    "citedref_summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Does it add up?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "55580"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedref_summary.CR.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Yep! "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now... \n",
    "Rather than trying to split the unstructured, dirty data, we'll use regex to pull out the DOI into new column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "citedref['citedDOI'] = citedref['CR'].str.extract('(10\\.\\S*[^,\\s])', expand=True)[0]\n",
    "citedref['citedDOI'] = citedref.citedDOI.str.rstrip(']')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CR</th>\n",
       "      <th>DI</th>\n",
       "      <th>INSTITUTION</th>\n",
       "      <th>citedDOI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1007/s10584-016-1750-x</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1175/MWR3123.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1002/2014JD022602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1175/JCLI-D-14-00623.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2008GL035481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55575</th>\n",
       "      <td>Robb LJ., 2013, INTRO ORE FORMING PR</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55576</th>\n",
       "      <td>Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1016/j.mineng.2013.03.010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55577</th>\n",
       "      <td>Sweatman T, 1995, AUST AGEN INT DEV, V91</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55578</th>\n",
       "      <td>White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55579</th>\n",
       "      <td>Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1016/J.GSF.2011.05.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55580 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      CR  \\\n",
       "0      Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...   \n",
       "1      Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...   \n",
       "2      Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...   \n",
       "3      Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...   \n",
       "4      Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...   \n",
       "...                                                  ...   \n",
       "55575               Robb LJ., 2013, INTRO ORE FORMING PR   \n",
       "55576  Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...   \n",
       "55577           Sweatman T, 1995, AUST AGEN INT DEV, V91   \n",
       "55578      White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9   \n",
       "55579  Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...   \n",
       "\n",
       "                              DI INSTITUTION                      citedDOI  \n",
       "0           10.1029/2017JD028081   CUBoulder     10.1007/s10584-016-1750-x  \n",
       "1           10.1029/2017JD028081   CUBoulder             10.1175/MWR3123.1  \n",
       "2           10.1029/2017JD028081   CUBoulder          10.1002/2014JD022602  \n",
       "3           10.1029/2017JD028081   CUBoulder     10.1175/JCLI-D-14-00623.1  \n",
       "4           10.1029/2017JD028081   CUBoulder          10.1029/2008GL035481  \n",
       "...                          ...         ...                           ...  \n",
       "55575  10.1007/s12517-017-3354-9     Houston                           NaN  \n",
       "55576  10.1007/s12517-017-3354-9     Houston  10.1016/j.mineng.2013.03.010  \n",
       "55577  10.1007/s12517-017-3354-9     Houston                           NaN  \n",
       "55578  10.1007/s12517-017-3354-9     Houston                           NaN  \n",
       "55579  10.1007/s12517-017-3354-9     Houston     10.1016/J.GSF.2011.05.006  \n",
       "\n",
       "[55580 rows x 4 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedref"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sample of 500 from ucb_citedref+split to test CrossRef for journal metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Export this to CSV:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [],
   "source": [
    "citedref.to_csv('citedRef_master.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Crossref\n",
    "\n",
    "#### Rather than cleaning up the sloppy citation data, we'll use the articles' DOIs to get the journal metadata from the CrossRef API. We'll start by creating variables for the APIs url and the header we'll need to send along with it.\n",
    "\n",
    "*Note: insert you're own email into the header* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'http://api.crossref.org/works/'\n",
    "header = {'User-Agent': 'EarthSciCitations (https://github.com/samteplitzky/Earth-Science-Citation-Replication-Project; mailto:steplitz@berkeley.edu)'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll use requests to send a query for each DOI to the CrossRef API. this will get the article metadata from CrossRef, write to new csv.\n",
    "\n",
    "*This takes a loooooooooong time to run!. Best to execute at the end of your work day. Should be completed by tomorrow. It took ten hours when I ran it.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://api.crossref.org/works/10.1111/j.1466-8238.2010.00551.x\n",
      "http://api.crossref.org/works/10.1016/j.advwatres.2014.04.001\n",
      "http://api.crossref.org/works/10.2307/1565446\n",
      "http://api.crossref.org/works/10.1130/G32294.1\n",
      "http://api.crossref.org/works/10.1029/1999JA000188\n",
      "http://api.crossref.org/works/10.1016/j.lithos.2006.04.002\n",
      "http://api.crossref.org/works/10.1016/j.ijms.2015.08.011\n",
      "http://api.crossref.org/works/10.1186/1471-2105-11-395\n",
      "http://api.crossref.org/works/10.1002/2015JA021358\n",
      "http://api.crossref.org/works/10.1016/S0038-0717(01)00096-7\n",
      "http://api.crossref.org/works/10.1080/02786826.2016.1147645\n",
      "http://api.crossref.org/works/10.1139/e76-131\n",
      "http://api.crossref.org/works/10.1029/2008GL036194\n",
      "http://api.crossref.org/works/10.5194/se-2-25-2011\n",
      "http://api.crossref.org/works/10.1890/0012-9658(2000)081[2359:MESELD]2.0.CO;2\n",
      "http://api.crossref.org/works/10.2136/sssaj1999.6351188x\n",
      "http://api.crossref.org/works/10.1017/S0033822200039072\n",
      "http://api.crossref.org/works/10.1029/2004JD005124\n",
      "http://api.crossref.org/works/10.1029/2009JG001221\n",
      "http://api.crossref.org/works/10.1021/es305093c\n",
      "http://api.crossref.org/works/10.1021/es990989t\n",
      "http://api.crossref.org/works/10.1016/j.atmosenv.2009.01.009\n",
      "http://api.crossref.org/works/10.1016/j.epsl.2004.09.025\n",
      "http://api.crossref.org/works/10.1007/BF00151270\n",
      "http://api.crossref.org/works/10.5194/acp-11-12387-2011\n",
      "http://api.crossref.org/works/10.1126/science.1177840\n",
      "http://api.crossref.org/works/10.1038/35035054\n",
      "http://api.crossref.org/works/10.1016/j.lithos.2015.07.002\n",
      "http://api.crossref.org/works/10.1073/pnas.0501647102\n",
      "http://api.crossref.org/works/10.1111/geb.12517\n",
      "http://api.crossref.org/works/10.1029/98JD00820\n",
      "http://api.crossref.org/works/10.1016/0016-7037(61)90023-0\n",
      "http://api.crossref.org/works/10.1017/S0022143000022346\n",
      "http://api.crossref.org/works/10.1007/BF00411976\n",
      "http://api.crossref.org/works/10.1146/annurev.ea.23.050195.001443\n",
      "http://api.crossref.org/works/10.5194/gmd-6-127-2013\n",
      "http://api.crossref.org/works/10.1029/2000JB900091\n",
      "http://api.crossref.org/works/10.1016/j.gr.2012.01.011\n",
      "http://api.crossref.org/works/10.1016/0016-7037(94)90152-X\n",
      "http://api.crossref.org/works/10.1016/0277-3791(88)90017-0\n",
      "http://api.crossref.org/works/10.1021/es301936c\n",
      "http://api.crossref.org/works/10.1021/es201913a\n",
      "http://api.crossref.org/works/10.1038/242344a0\n",
      "http://api.crossref.org/works/10.1002/pssa.2211030204\n",
      "http://api.crossref.org/works/10.1016/0004-6981(89)90153-4\n",
      "http://api.crossref.org/works/10.1111/j.1365-294X.2007.03465.x\n",
      "http://api.crossref.org/works/10.1016/j.pce.2006.04.026\n",
      "http://api.crossref.org/works/10.1021/acs.est.7b00397\n",
      "http://api.crossref.org/works/10.1021/es050986i\n",
      "http://api.crossref.org/works/10.1023/A:1022317229206\n",
      "http://api.crossref.org/works/10.1016/j.ijsbe.2013.05.001\n",
      "http://api.crossref.org/works/10.1016/j.jsg.2004.02.005\n",
      "http://api.crossref.org/works/10.1111/j.1526-100X.2007.00313.x\n",
      "http://api.crossref.org/works/10.1126/science.1164566\n",
      "http://api.crossref.org/works/10.14358/PERS.79.1.37\n",
      "http://api.crossref.org/works/10.5194/tc-9-123-2015\n",
      "http://api.crossref.org/works/10.1016/j.atmosenv.2008.06.017\n",
      "http://api.crossref.org/works/10.1029/2011JB008462\n",
      "http://api.crossref.org/works/10.1002/anie.200501122\n",
      "http://api.crossref.org/works/10.1086/282174\n",
      "http://api.crossref.org/works/10.1016/j.palaeo.2006.02.003\n",
      "http://api.crossref.org/works/10.1016/j.rse.2010.07.008\n",
      "http://api.crossref.org/works/10.1038/nmeth.f.303\n",
      "http://api.crossref.org/works/10.1186/1752-153X-7-51\n",
      "http://api.crossref.org/works/10.1063/1.1709948\n",
      "http://api.crossref.org/works/10.1016/S1364-6826(02)00317-6\n",
      "http://api.crossref.org/works/10.1111/j.1365-246X.2009.04132.x\n",
      "http://api.crossref.org/works/10.1029/RG027i001p00003\n",
      "http://api.crossref.org/works/10.1029/2006JE002825\n",
      "http://api.crossref.org/works/10.1111/j.1432-1033.1990.tb15454.x\n",
      "http://api.crossref.org/works/10.1016/j.hydromet.2012.02.002\n",
      "http://api.crossref.org/works/10.1016/j.jog.2011.04.002\n",
      "http://api.crossref.org/works/10.2307/2937170\n",
      "http://api.crossref.org/works/10.1046/j.1365-246X.2000.00077.x\n",
      "http://api.crossref.org/works/10.5194/acp-15-10411-2015\n",
      "http://api.crossref.org/works/10.5194/acp-8-2773-2008\n",
      "http://api.crossref.org/works/10.1016/j.jclinepi.2004.02.012\n",
      "http://api.crossref.org/works/10.1021/es800052w\n",
      "http://api.crossref.org/works/10.1073/pnas.252782399\n",
      "http://api.crossref.org/works/10.1016/0196-8904(92)90063-3\n",
      "http://api.crossref.org/works/10.1038/nature05780\n",
      "http://api.crossref.org/works/10.1038/367231a0\n",
      "http://api.crossref.org/works/10.1016/j.gloenvcha.2014.03.007\n",
      "http://api.crossref.org/works/10.1002/nag.421\n",
      "http://api.crossref.org/works/10.1111/j.1365-2486.2005.00927.x\n",
      "http://api.crossref.org/works/10.1007/s004100050526\n",
      "http://api.crossref.org/works/10.1086/680024\n",
      "http://api.crossref.org/works/10.1016/j.scitotenv.2013.04.086\n",
      "http://api.crossref.org/works/10.5194/bg-8-3809-2011\n",
      "http://api.crossref.org/works/10.1021/ac970540n\n",
      "http://api.crossref.org/works/10.1002/jgrd.50123\n",
      "http://api.crossref.org/works/10.1038/ngeo2546\n",
      "http://api.crossref.org/works/10.1111/j.1365-246X.2010.04573.x\n",
      "http://api.crossref.org/works/10.1103/PhysRevLett.79.5162\n",
      "http://api.crossref.org/works/10.1029/95JD02607\n",
      "http://api.crossref.org/works/10.2136/sssaj2005.0329\n",
      "http://api.crossref.org/works/10.1029/WR024i010p01689\n",
      "http://api.crossref.org/works/10.1175/2009BAMS2732.1\n",
      "http://api.crossref.org/works/10.1080/01490450903480293\n",
      "http://api.crossref.org/works/10.1126/science.1225009\n",
      "http://api.crossref.org/works/10.1029/94JD03245\n",
      "http://api.crossref.org/works/10.1029/JC087iC02p01231\n",
      "http://api.crossref.org/works/10.5194/acp-6-2129-2006\n",
      "http://api.crossref.org/works/10.5194/gmd-4-901-2011\n",
      "http://api.crossref.org/works/10.1016/j.rse.2012.02.006\n",
      "http://api.crossref.org/works/10.1029/2010GL043486\n",
      "http://api.crossref.org/works/10.1126/science.277.5330.1300\n",
      "http://api.crossref.org/works/10.1029/2011JB008560\n",
      "http://api.crossref.org/works/10.1046/j.1365-2486.1998.00203.x\n",
      "http://api.crossref.org/works/10.1016/0045-7825(91)90232-U\n",
      "http://api.crossref.org/works/10.1002/2015GL065397\n",
      "http://api.crossref.org/works/10.1017/S0022377806005356\n",
      "http://api.crossref.org/works/10.1029/2000JE001435\n",
      "http://api.crossref.org/works/10.1029/98WR02577\n",
      "http://api.crossref.org/works/10.1016/j.jtbi.2007.12.007\n",
      "http://api.crossref.org/works/10.1029/2009WR007734\n",
      "http://api.crossref.org/works/10.1016/j.pepi.2012.03.008\n",
      "http://api.crossref.org/works/10.1016/j.epsl.2013.07.023\n",
      "http://api.crossref.org/works/10.1016/j.ecolmodel.2012.06.031\n",
      "http://api.crossref.org/works/10.1175/1520-0442(2002)015&lt;2103:TRTATI&gt;2.0.CO;2\n",
      "http://api.crossref.org/works/10.1130/0091-7613(1996)024<0949:ECOTNT>2.3.CO;2\n",
      "http://api.crossref.org/works/10.1006/qres.1995.1021\n",
      "http://api.crossref.org/works/10.1007/s00239-001-0078-x\n",
      "http://api.crossref.org/works/10.1016/0014-5793(86)80993-0\n",
      "http://api.crossref.org/works/10.1016/S0022-1694(96)03286-6\n",
      "http://api.crossref.org/works/10.1139/f89-233\n",
      "http://api.crossref.org/works/10.1034/j.1600-0706.2003.12123.x\n",
      "http://api.crossref.org/works/10.1110/ps.0350503\n",
      "http://api.crossref.org/works/10.3390/md11103617\n",
      "http://api.crossref.org/works/10.1029/WR015i006p01633\n",
      "http://api.crossref.org/works/10.1029/2012WR012380\n",
      "http://api.crossref.org/works/10.1111/maps.12323\n",
      "http://api.crossref.org/works/10.1002/2014GL059760\n",
      "http://api.crossref.org/works/10.1130/G36677.1\n",
      "http://api.crossref.org/works/10.1016/j.epsl.2008.05.009\n",
      "http://api.crossref.org/works/10.1016/0031-0182(89)90070-9\n",
      "http://api.crossref.org/works/10.5194/acp-6-1635-2006\n",
      "http://api.crossref.org/works/10.1029/2006JB004723\n",
      "http://api.crossref.org/works/10.1103/PhysRevE.88.044501\n",
      "http://api.crossref.org/works/10.1029/JA077i025p04877\n",
      "http://api.crossref.org/works/10.1029/2003JA010053\n",
      "http://api.crossref.org/works/10.1016/S0377-0273(00)00175-X\n",
      "http://api.crossref.org/works/10.1098/rspb.2010.0628\n",
      "http://api.crossref.org/works/10.1016/S8756-3282(03)00194-7\n",
      "http://api.crossref.org/works/10.1130/0091-7613(2000)028<0399:HFKTCS>2.3.CO;2\n",
      "http://api.crossref.org/works/10.1029/2009JD013016\n",
      "http://api.crossref.org/works/10.1021/es061349a\n",
      "http://api.crossref.org/works/10.1016/S0169-7722(97)00007-7\n",
      "http://api.crossref.org/works/10.1126/science.1101485\n",
      "http://api.crossref.org/works/10.1029/2003RG000143\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://api.crossref.org/works/10.1016/j.envpol.2006.04.013\n",
      "http://api.crossref.org/works/10.1002/wrcr.20089\n",
      "http://api.crossref.org/works/10.1029/93WR01038\n",
      "http://api.crossref.org/works/10.1016/j.gca.2007.11.039\n",
      "http://api.crossref.org/works/10.1023/B:JARM.0000047315.57162.b7\n",
      "http://api.crossref.org/works/10.1021/es300311h\n",
      "http://api.crossref.org/works/10.1017/S0373463300000333\n",
      "http://api.crossref.org/works/10.1111/pala.12255\n",
      "http://api.crossref.org/works/10.1016/j.egypro.2009.01.012\n",
      "http://api.crossref.org/works/10.5194/acp-11-2399-2011\n",
      "http://api.crossref.org/works/10.1029/2004JD005029\n",
      "http://api.crossref.org/works/10.1021/es202609q\n",
      "http://api.crossref.org/works/10.1021/ac010027g\n",
      "http://api.crossref.org/works/10.1017/CB09780511807442\n",
      "http://api.crossref.org/works/10.1002/grl.50974\n",
      "http://api.crossref.org/works/10.1029/2002GB001910\n",
      "http://api.crossref.org/works/10.1002/2015JG002997\n",
      "http://api.crossref.org/works/10.1007/s10040-004-0411-8\n",
      "http://api.crossref.org/works/10.1021/ac9908905\n",
      "http://api.crossref.org/works/10.1007/BF00915978\n",
      "http://api.crossref.org/works/10.1002/2014GC005281\n",
      "http://api.crossref.org/works/10.1016/j.jhydrol.2008.11.014\n",
      "http://api.crossref.org/works/10.1016/S0883-2927(97)00064-4\n",
      "http://api.crossref.org/works/10.1126/science.1162547\n",
      "http://api.crossref.org/works/10.1016/0191-278X(80)90037-2\n",
      "http://api.crossref.org/works/10.1029/JB074i002p00615\n",
      "http://api.crossref.org/works/10.3390/w4040848\n",
      "http://api.crossref.org/works/10.4996/fireecology.0702051\n",
      "http://api.crossref.org/works/10.1029/95GL03606\n",
      "http://api.crossref.org/works/10.1021/es703009q\n",
      "http://api.crossref.org/works/10.1038/318269A0\n",
      "http://api.crossref.org/works/10.1029/WR023i012p02257\n",
      "http://api.crossref.org/works/10.1016/j.ympev.2014.08.017\n",
      "http://api.crossref.org/works/10.1016/0167-7012(92)90047-8\n",
      "http://api.crossref.org/works/10.1038/nature03972\n",
      "http://api.crossref.org/works/10.1007/s007750050310\n",
      "http://api.crossref.org/works/10.1080/10406639908020620\n",
      "http://api.crossref.org/works/10.1126/science.1177265\n",
      "http://api.crossref.org/works/10.1029/2007JD009381\n",
      "http://api.crossref.org/works/10.1002/2014JB011480\n",
      "http://api.crossref.org/works/10.1016/S0169-555X(02)00356-2\n",
      "http://api.crossref.org/works/10.1016/j.rse.2008.09.002\n",
      "http://api.crossref.org/works/10.5194/acp-7-2691-2007\n",
      "http://api.crossref.org/works/10.5194/bg-3-397-2006\n",
      "http://api.crossref.org/works/10.1080/03067310310001597653\n",
      "http://api.crossref.org/works/10.1016/j.atmosenv.2011.10.005\n",
      "http://api.crossref.org/works/10.1051/0004-6361/200912824\n",
      "http://api.crossref.org/works/10.1126/science.1100103\n",
      "http://api.crossref.org/works/10.1016/j.tecto.2012.06.023\n",
      "http://api.crossref.org/works/10.1126/science.255.5045.690\n",
      "http://api.crossref.org/works/10.1007/s00024-015-1211-x\n",
      "http://api.crossref.org/works/10.1029/2004JB003211\n",
      "http://api.crossref.org/works/10.1029/2012JE004111\n",
      "http://api.crossref.org/works/10.1016/j.icarus.2004.05.004\n",
      "http://api.crossref.org/works/10.2136/sssaj1987.03615995005100050015x\n",
      "http://api.crossref.org/works/10.1007/BF01275173\n",
      "http://api.crossref.org/works/10.5194/acp-11-12049-2011\n",
      "http://api.crossref.org/works/10.1016/j.pepi.2004.04.004\n",
      "http://api.crossref.org/works/10.1023/B:CLIM.0000013680.07783.de\n",
      "http://api.crossref.org/works/10.1038/415023a\n",
      "http://api.crossref.org/works/10.5194/acp-11-8543-2011\n",
      "http://api.crossref.org/works/10.1146/annurev.astro.39.1.249\n",
      "http://api.crossref.org/works/10.1046/j.1365-3091.2001.00428.x\n",
      "http://api.crossref.org/works/10.1016/J.MIO.2013.11.001\n",
      "http://api.crossref.org/works/10.1039/a908190i\n",
      "http://api.crossref.org/works/10.1111/cobi.12511\n",
      "http://api.crossref.org/works/10.1016/j.quascirev.2009.04.007\n",
      "http://api.crossref.org/works/10.1046/j.1365-246X.2002.01742.x\n",
      "http://api.crossref.org/works/10.1088/1748-9326/8/1/014038\n",
      "http://api.crossref.org/works/10.1029/2010GL043622\n",
      "http://api.crossref.org/works/10.1029/95WR02718\n",
      "http://api.crossref.org/works/10.1029/2000JC000566\n",
      "http://api.crossref.org/works/10.1007/BF01020307\n",
      "http://api.crossref.org/works/10.4319/lo.2007.52.4.1645\n",
      "http://api.crossref.org/works/10.1016/j.jvolgeores.2013.07.012\n",
      "http://api.crossref.org/works/10.1016/S0012-8252(01)00067-8\n",
      "http://api.crossref.org/works/10.2166/wh.2009.122\n",
      "http://api.crossref.org/works/10.1016/j.jnucmat.2018.09.022\n",
      "http://api.crossref.org/works/10.1029/2003WR002045\n",
      "http://api.crossref.org/works/10.1029/1998JD100069\n",
      "http://api.crossref.org/works/10.1029/93JA00055\n",
      "http://api.crossref.org/works/10.1088/0953-8984/19/33/335219\n",
      "http://api.crossref.org/works/10.1177/0309133317714246\n",
      "http://api.crossref.org/works/10.1371/journal.pone.0013212\n",
      "http://api.crossref.org/works/10.1016/j.atmosenv.2006.05.082\n",
      "http://api.crossref.org/works/10.1016/j.gca.2008.07.016\n",
      "http://api.crossref.org/works/10.1103/PhysRev.94.511\n",
      "http://api.crossref.org/works/10.1080/01431160500166516\n",
      "http://api.crossref.org/works/10.1071/BT01014\n",
      "http://api.crossref.org/works/10.2166/wp.2014.101\n",
      "http://api.crossref.org/works/10.1038/nature01437\n",
      "http://api.crossref.org/works/10.1016/j.agrformet.2007.08.011\n",
      "http://api.crossref.org/works/10.1017/S0022112083002979\n",
      "http://api.crossref.org/works/10.5194/amt-7-4431-2014\n",
      "http://api.crossref.org/works/10.1639/0044-7447(2002)031[0088:NUITUS]2.0.CO;2\n",
      "http://api.crossref.org/works/10.4319/lo.2003.48.3.1010\n",
      "http://api.crossref.org/works/10.1109/TGRS.2005.863715\n",
      "http://api.crossref.org/works/10.1029/2007GC001834\n",
      "http://api.crossref.org/works/10.1055/s-2007-965257\n",
      "http://api.crossref.org/works/10.1080/19440049.2012.712060\n",
      "http://api.crossref.org/works/10.1038/nature13677\n",
      "http://api.crossref.org/works/10.1029/95JD02417\n",
      "http://api.crossref.org/works/10.1002/we.1980\n",
      "http://api.crossref.org/works/10.1086/283199\n",
      "http://api.crossref.org/works/10.1029/JA095iA05p05905\n",
      "http://api.crossref.org/works/10.1016/S0022-1694(97)00098-X\n",
      "http://api.crossref.org/works/10.1021/es1040249\n",
      "http://api.crossref.org/works/10.1016/j.ijrmms.2005.09.016\n",
      "http://api.crossref.org/works/10.1016/j.quageo.2008.09.001\n",
      "http://api.crossref.org/works/10.1007/BF01396415\n",
      "http://api.crossref.org/works/10.1007/s00603-013-0517-1\n",
      "http://api.crossref.org/works/10.1080/02603598408078138\n",
      "http://api.crossref.org/works/10.1007/s00531-007-0239-2\n",
      "http://api.crossref.org/works/10.1016/S0012-821X(98)00195-2\n",
      "http://api.crossref.org/works/10.5194/npg-14-603-2007\n",
      "http://api.crossref.org/works/10.1029/2003GL019334\n",
      "http://api.crossref.org/works/10.1021/ie50510a045\n",
      "http://api.crossref.org/works/10.1007/BF00709123\n",
      "http://api.crossref.org/works/10.1038/nclimate3004\n",
      "http://api.crossref.org/works/10.1016/0016-7037(89)90389-X\n",
      "http://api.crossref.org/works/10.1111/j.1945-5100.2002.tb00860.x\n",
      "http://api.crossref.org/works/10.1525/aa.2005.107.3.377\n",
      "http://api.crossref.org/works/10.5194/hess-19-3333-2015\n",
      "http://api.crossref.org/works/10.1021/es9013294\n",
      "http://api.crossref.org/works/10.1190/geo2011-0103.1\n",
      "http://api.crossref.org/works/10.1093/petrology/39.7.1285\n",
      "http://api.crossref.org/works/10.1002/jgrd.50331\n",
      "http://api.crossref.org/works/10.1175/1525-7541(2004)005<0785:MFCIOS>2.0.CO;2\n",
      "http://api.crossref.org/works/10.1890/08-1516.1\n",
      "http://api.crossref.org/works/10.1038/nature04931\n",
      "http://api.crossref.org/works/10.1029/2007JB005169\n",
      "http://api.crossref.org/works/10.1029/93JB02219\n",
      "http://api.crossref.org/works/10.1016/j.chemgeo.2002.10.001\n",
      "http://api.crossref.org/works/10.1016/j.gca.2008.05.033\n",
      "http://api.crossref.org/works/10.1029/2008TC002271\n",
      "http://api.crossref.org/works/10.1002/2016JA023461\n",
      "http://api.crossref.org/works/10.1016/0012-821X(73)90178-7\n",
      "http://api.crossref.org/works/10.1029/2009WR008966\n",
      "http://api.crossref.org/works/10.2136/vzj2006.0078\n",
      "http://api.crossref.org/works/10.1029/2008WR007017\n",
      "http://api.crossref.org/works/10.1016/j.jaerosci.2003.10.003\n",
      "http://api.crossref.org/works/10.1080/01431168908903939\n",
      "http://api.crossref.org/works/10.1074/jbc.M111285200\n",
      "http://api.crossref.org/works/10.1016/j.advwatres.2004.11.012\n",
      "http://api.crossref.org/works/10.1029/2007GL029979\n",
      "http://api.crossref.org/works/10.1016/j.marpetgeo.2010.02.015\n",
      "http://api.crossref.org/works/10.1002/2015GL065588\n",
      "http://api.crossref.org/works/10.1520/GTJ100576\n",
      "http://api.crossref.org/works/10.1007/s00244-002-1209-0\n",
      "http://api.crossref.org/works/10.1016/j.agrformet.2009.08.007\n",
      "http://api.crossref.org/works/10.1007/s11242-008-9268-y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://api.crossref.org/works/10.2138/rmg.2009.70.1\n",
      "http://api.crossref.org/works/10.1016/j.rse.2016.06.018\n",
      "http://api.crossref.org/works/10.1071/MF09300\n",
      "http://api.crossref.org/works/10.1107/S0907444909052925\n",
      "http://api.crossref.org/works/10.5194/angeo-30-867-2012\n",
      "http://api.crossref.org/works/10.1029/97JB01168\n",
      "http://api.crossref.org/works/10.1016/j.tust.2017.05.005\n",
      "http://api.crossref.org/works/10.1016/j.marpetgeo.2009.03.006\n",
      "http://api.crossref.org/works/10.1111/let.12072\n",
      "http://api.crossref.org/works/10.1111/j.1365-2486.2008.01626.x\n",
      "http://api.crossref.org/works/10.1002/2017JA023952\n",
      "http://api.crossref.org/works/10.1029/2002GL015184\n",
      "http://api.crossref.org/works/10.1016/0883-2927(96)00010-8\n",
      "http://api.crossref.org/works/10.1007/s10750-013-1634-2\n",
      "http://api.crossref.org/works/10.1007/s11214-012-9943-8\n",
      "http://api.crossref.org/works/10.1029/2000JB900329\n",
      "http://api.crossref.org/works/10.1130/0016-7606(2002)114<0334:LQPOTC>2.0.CO;2\n",
      "http://api.crossref.org/works/10.1107/S0907444911001314\n",
      "http://api.crossref.org/works/10.1016/j.elspec.2005.06.008\n",
      "http://api.crossref.org/works/10.1029/2004WR003201\n",
      "http://api.crossref.org/works/10.1029/2010JG001566\n",
      "http://api.crossref.org/works/10.1002/2014JA020528\n",
      "http://api.crossref.org/works/10.5194/acp-14-231-2014\n",
      "http://api.crossref.org/works/10.1016/j.epsl.2010.07.042\n",
      "http://api.crossref.org/works/10.1029/1999JD901161\n",
      "http://api.crossref.org/works/10.1063/1.436032\n",
      "http://api.crossref.org/works/10.1006/jsbi.2001.4414\n",
      "http://api.crossref.org/works/10.1016/j.jhazmat.2009.06.067\n",
      "http://api.crossref.org/works/10.1029/2005WR004738\n",
      "http://api.crossref.org/works/10.3389/fmicb.2014.00784\n",
      "http://api.crossref.org/works/10.1063/1.2898222\n",
      "http://api.crossref.org/works/10.1111/j.1744-7909.2007.00387.x\n",
      "http://api.crossref.org/works/10.1002/2014JA020288\n",
      "http://api.crossref.org/works/10.1146/annurev.mi.49.100195.002151\n",
      "http://api.crossref.org/works/10.1016/j.icarus.2009.03.014\n",
      "http://api.crossref.org/works/10.1029/2004GL019617\n",
      "http://api.crossref.org/works/10.1038/s41586-018-0252-6\n",
      "http://api.crossref.org/works/10.5194/acp-17-14747-2017\n",
      "http://api.crossref.org/works/10.1175/1520-0469(2000)057<0989:FDIAPA>2.0.CO;2\n",
      "http://api.crossref.org/works/10.1021/es0630691\n",
      "http://api.crossref.org/works/10.5194/acp-16-12239-2016\n",
      "http://api.crossref.org/works/10.1175/1520-0442(1994)007<1169:ROTGOI>2.0.CO;2\n",
      "http://api.crossref.org/works/10.1029/2009WR008947\n",
      "http://api.crossref.org/works/10.1002/2015WR017464\n",
      "http://api.crossref.org/works/10.1007/s11783-010-0254-6\n",
      "http://api.crossref.org/works/10.1029/2009GL039825\n",
      "http://api.crossref.org/works/10.1023/A:1004356007312\n",
      "http://api.crossref.org/works/10.1038/nature09257\n",
      "http://api.crossref.org/works/10.1038/274544a0\n",
      "http://api.crossref.org/works/10.5194/acp-11-321-2011\n",
      "http://api.crossref.org/works/10.1016/S0034-4257(99)00030-9\n",
      "http://api.crossref.org/works/10.1130/G19868.1\n",
      "http://api.crossref.org/works/10.1029/2012JD018136\n",
      "http://api.crossref.org/works/10.1016/S0065-2504(08)60018-5\n",
      "http://api.crossref.org/works/10.1357/0022240933223954\n",
      "http://api.crossref.org/works/10.1016/j.jembe.2007.07.010\n",
      "http://api.crossref.org/works/10.5194/esurf-2018-82\n",
      "http://api.crossref.org/works/10.1029/2005GL025376\n",
      "http://api.crossref.org/works/10.1175/1520-0426(2001)018<0982:PAAOAI>2.0.CO;2\n",
      "http://api.crossref.org/works/10.1126/science.271.5254.1402\n",
      "http://api.crossref.org/works/10.1128/AEM.71.1.467-479.2005\n",
      "http://api.crossref.org/works/10.1107/S0021889896013386\n",
      "http://api.crossref.org/works/10.1029/2009JD012674\n",
      "http://api.crossref.org/works/10.1038/nature12434\n",
      "http://api.crossref.org/works/10.1107/S0021889812016056\n",
      "http://api.crossref.org/works/10.1080/10406630490468243\n",
      "http://api.crossref.org/works/10.1016/j.epsl.2007.02.027\n",
      "http://api.crossref.org/works/10.1029/96JB02285\n",
      "http://api.crossref.org/works/10.2307/1912791\n",
      "http://api.crossref.org/works/10.1029/2008GL035933\n",
      "http://api.crossref.org/works/10.1002/2014GC005442\n",
      "http://api.crossref.org/works/10.1029/2004JD005296\n",
      "http://api.crossref.org/works/10.4002/040.055.0205\n",
      "http://api.crossref.org/works/10.1139/x91-140\n",
      "http://api.crossref.org/works/10.2113/0540001\n",
      "http://api.crossref.org/works/10.1016/j.geomorph.2013.01.014\n",
      "http://api.crossref.org/works/10.1016/j.csr.2012.07.021\n",
      "http://api.crossref.org/works/10.1016/0016-7037(94)90229-1\n",
      "http://api.crossref.org/works/10.1029/2008GL037155\n",
      "http://api.crossref.org/works/10.1016/S1365-1609(97)80069-X\n",
      "http://api.crossref.org/works/10.1016/j.rse.2013.08.038\n",
      "http://api.crossref.org/works/10.1007/s10584-007-9362-0\n",
      "http://api.crossref.org/works/10.1007/s11214-007-9277-0\n",
      "http://api.crossref.org/works/10.1016/j.agrformet.2015.06.005\n",
      "http://api.crossref.org/works/10.1175/JCLI-D-13-00555.1\n",
      "http://api.crossref.org/works/10.1111/j.1095-8649.2008.01958.x\n",
      "http://api.crossref.org/works/10.1002/prot.20611\n",
      "http://api.crossref.org/works/10.1080/10473289.1998.10463698\n",
      "http://api.crossref.org/works/10.1680/geot.10.P.095\n",
      "http://api.crossref.org/works/10.5194/acp-13-11935-2013\n",
      "http://api.crossref.org/works/10.1016/0016-7142(85)90001-8\n",
      "http://api.crossref.org/works/10.1029/JB093iB03p02107\n",
      "http://api.crossref.org/works/10.1023/A:1011945222010\n",
      "http://api.crossref.org/works/10.1029/2007JA012501\n",
      "http://api.crossref.org/works/10.1016/S0168-1923(00)00124-6\n",
      "http://api.crossref.org/works/10.5194/acp-17-9261-2017\n",
      "http://api.crossref.org/works/10.1016/S0012-821X(01)00588-X\n",
      "http://api.crossref.org/works/10.2992/0145-9058(2004)36[159:EODRIM]2.0.CO;2\n",
      "http://api.crossref.org/works/10.1093/petrology/40.5.787\n",
      "http://api.crossref.org/works/10.1007/s00227-012-2059-6\n",
      "http://api.crossref.org/works/10.1104/pp.125.2.604\n",
      "http://api.crossref.org/works/10.1002/crat.2170300121\n",
      "http://api.crossref.org/works/10.1029/2005JD005796\n"
     ]
    }
   ],
   "source": [
    "with open('CR_SampleTestOut.csv', 'w', newline='', encoding='utf-8') as f:\n",
    "    writer = csv.writer(f)\n",
    "    writer.writerow(['Inst','citingDOI','CR','citedDOI', 'title', 'journal_book', 'date','issn1', 'issn1Type', 'issn2', 'issn2Type', 'isbn'])\n",
    "    for i, row in ucbCRsample.iterrows():\n",
    "        sleep(.2)\n",
    "        if pd.notna(row['citedDOI']):\n",
    "            query = url+row['citedDOI']\n",
    "            #print(query)\n",
    "            response = requests.get(query, headers=header)\n",
    "            if response.status_code == 200:\n",
    "                data = json.loads(response.content.decode('utf-8'))\n",
    "                \n",
    "                if 'container-title' in data['message']:\n",
    "                    journal = data['message']['container-title']\n",
    "                    if len(journal) > 0:\n",
    "                        journal = journal[0]\n",
    "                    else: journal = 'nan'                    \n",
    "                else:\n",
    "                    journal='nan'\n",
    "                    \n",
    "                year = data['message']['created']['date-parts'][0][0]\n",
    "                \n",
    "                if 'title' in data['message']:\n",
    "                    title = data['message']['title']\n",
    "                    if len(title) > 0:\n",
    "                        title = title[0]\n",
    "                    else:\n",
    "                        title = 'nan'\n",
    "                else:\n",
    "                    title='nan'\n",
    "                    \n",
    "                if 'ISBN' in data['message']:                     \n",
    "                    isbn = data['message']['ISBN'][0]\n",
    "                    \n",
    "                    writer.writerow([row['INSTITUTION'], row['DI'], row['CR'], row['citedDOI'], title, journal, year, 'nan', 'nan', 'nan', 'nan', isbn])\n",
    "                else:\n",
    "                    \n",
    "                    if 'ISSN' in data['message']:\n",
    "                        issn1 = data['message']['issn-type'][0]['value']\n",
    "                        issn1Type = data['message']['issn-type'][0]['type']\n",
    "                        \n",
    "                        if len(data['message']['issn-type'])>1:\n",
    "                            issn2 = data['message']['issn-type'][1]['value']\n",
    "                            issn2Type = data['message']['issn-type'][1]['type']\n",
    "                            writer.writerow([row['INSTITUTION'], row['DI'], row['CR'], row['citedDOI'], title, journal, year, issn1, issn1Type, issn2, issn2Type,'nan'])\n",
    "                        \n",
    "                        else:\n",
    "                            writer.writerow([row['INSTITUTION'], row['DI'], row['CR'], row['citedDOI'], title, journal, year, issn1, issn1Type, 'nan', 'nan','nan'])\n",
    "            else:\n",
    "                writer.writerow([row['INSTITUTION'], row['DI'], row['CR'], row['citedDOI'],'nan','nan', 'nan', 'nan', 'nan', 'nan', 'nan','nan'])\n",
    "        else:\n",
    "            writer.writerow([row['INSTITUTION'], row['DI'], row['CR'], row['citedDOI'], 'nan','nan','nan', 'nan', 'nan', 'nan', 'nan','nan'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## All done? Yay, good morning!\n",
    "read in the new citedRefsMeta.csv file to a pandas dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "citedRefsMeta = pd.read_csv('citedRefsMeta.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Inst</th>\n",
       "      <th>citingDOI</th>\n",
       "      <th>CR</th>\n",
       "      <th>citedDOI</th>\n",
       "      <th>title</th>\n",
       "      <th>journal_book</th>\n",
       "      <th>date</th>\n",
       "      <th>issn1</th>\n",
       "      <th>issn1Type</th>\n",
       "      <th>issn2</th>\n",
       "      <th>issn2Type</th>\n",
       "      <th>isbn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...</td>\n",
       "      <td>10.1007/s10584-016-1750-x</td>\n",
       "      <td>Projected changes in tropical cyclone activity...</td>\n",
       "      <td>Climatic Change</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>0165-0009</td>\n",
       "      <td>print</td>\n",
       "      <td>1573-1480</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...</td>\n",
       "      <td>10.1175/MWR3123.1</td>\n",
       "      <td>Interpretation of Enhanced Integrated Water Va...</td>\n",
       "      <td>Monthly Weather Review</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>0027-0644</td>\n",
       "      <td>print</td>\n",
       "      <td>1520-0493</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...</td>\n",
       "      <td>10.1002/2014JD022602</td>\n",
       "      <td>The summer 2012 Greenland heat wave: In situ a...</td>\n",
       "      <td>Journal of Geophysical Research: Atmospheres</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2169-897X</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...</td>\n",
       "      <td>10.1175/JCLI-D-14-00623.1</td>\n",
       "      <td>Evaluating Observation Influence on Regional W...</td>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>0894-8755</td>\n",
       "      <td>print</td>\n",
       "      <td>1520-0442</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CUBoulder</td>\n",
       "      <td>10.1029/2017JD028081</td>\n",
       "      <td>Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...</td>\n",
       "      <td>10.1029/2008GL035481</td>\n",
       "      <td>Extreme changes in stable hydrogen isotopes an...</td>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>0094-8276</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55575</th>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Robb LJ., 2013, INTRO ORE FORMING PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55576</th>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...</td>\n",
       "      <td>10.1016/j.mineng.2013.03.010</td>\n",
       "      <td>Rare Earth Element deportment studies utilisin...</td>\n",
       "      <td>Minerals Engineering</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0892-6875</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55577</th>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Sweatman T, 1995, AUST AGEN INT DEV, V91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55578</th>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55579</th>\n",
       "      <td>Houston</td>\n",
       "      <td>10.1007/s12517-017-3354-9</td>\n",
       "      <td>Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...</td>\n",
       "      <td>10.1016/J.GSF.2011.05.006</td>\n",
       "      <td>Geochemistry of hydrothermal gold deposits: A ...</td>\n",
       "      <td>Geoscience Frontiers</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>1674-9871</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55580 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Inst                  citingDOI  \\\n",
       "0      CUBoulder       10.1029/2017JD028081   \n",
       "1      CUBoulder       10.1029/2017JD028081   \n",
       "2      CUBoulder       10.1029/2017JD028081   \n",
       "3      CUBoulder       10.1029/2017JD028081   \n",
       "4      CUBoulder       10.1029/2017JD028081   \n",
       "...          ...                        ...   \n",
       "55575    Houston  10.1007/s12517-017-3354-9   \n",
       "55576    Houston  10.1007/s12517-017-3354-9   \n",
       "55577    Houston  10.1007/s12517-017-3354-9   \n",
       "55578    Houston  10.1007/s12517-017-3354-9   \n",
       "55579    Houston  10.1007/s12517-017-3354-9   \n",
       "\n",
       "                                                      CR  \\\n",
       "0      Bacmeister JT, 2018, CLIMATIC CHANGE, V146, P5...   \n",
       "1      Bao JW, 2006, MON WEATHER REV, V134, P1063, DO...   \n",
       "2      Bonne JL, 2015, J GEOPHYS RES-ATMOS, V120, P29...   \n",
       "3      Bosilovich MG, 2015, J CLIMATE, V28, P3631, DO...   \n",
       "4      Coplen TB, 2008, GEOPHYS RES LETT, V35, DOI 10...   \n",
       "...                                                  ...   \n",
       "55575               Robb LJ., 2013, INTRO ORE FORMING PR   \n",
       "55576  Smythe DM, 2013, MINER ENG, V52, P52, DOI 10.1...   \n",
       "55577           Sweatman T, 1995, AUST AGEN INT DEV, V91   \n",
       "55578      White NC, 1995, SOC EC GEOLOGISTS NE, V23, P9   \n",
       "55579  Zhu Y., 2011, GEOSCI FRONT, V2, P367, DOI DOI ...   \n",
       "\n",
       "                           citedDOI  \\\n",
       "0         10.1007/s10584-016-1750-x   \n",
       "1                 10.1175/MWR3123.1   \n",
       "2              10.1002/2014JD022602   \n",
       "3         10.1175/JCLI-D-14-00623.1   \n",
       "4              10.1029/2008GL035481   \n",
       "...                             ...   \n",
       "55575                           NaN   \n",
       "55576  10.1016/j.mineng.2013.03.010   \n",
       "55577                           NaN   \n",
       "55578                           NaN   \n",
       "55579     10.1016/J.GSF.2011.05.006   \n",
       "\n",
       "                                                   title  \\\n",
       "0      Projected changes in tropical cyclone activity...   \n",
       "1      Interpretation of Enhanced Integrated Water Va...   \n",
       "2      The summer 2012 Greenland heat wave: In situ a...   \n",
       "3      Evaluating Observation Influence on Regional W...   \n",
       "4      Extreme changes in stable hydrogen isotopes an...   \n",
       "...                                                  ...   \n",
       "55575                                                NaN   \n",
       "55576  Rare Earth Element deportment studies utilisin...   \n",
       "55577                                                NaN   \n",
       "55578                                                NaN   \n",
       "55579  Geochemistry of hydrothermal gold deposits: A ...   \n",
       "\n",
       "                                       journal_book    date      issn1  \\\n",
       "0                                   Climatic Change  2016.0  0165-0009   \n",
       "1                            Monthly Weather Review  2006.0  0027-0644   \n",
       "2      Journal of Geophysical Research: Atmospheres  2015.0  2169-897X   \n",
       "3                                Journal of Climate  2015.0  0894-8755   \n",
       "4                      Geophysical Research Letters  2008.0  0094-8276   \n",
       "...                                             ...     ...        ...   \n",
       "55575                                           NaN     NaN        NaN   \n",
       "55576                          Minerals Engineering  2013.0  0892-6875   \n",
       "55577                                           NaN     NaN        NaN   \n",
       "55578                                           NaN     NaN        NaN   \n",
       "55579                          Geoscience Frontiers  2011.0  1674-9871   \n",
       "\n",
       "      issn1Type      issn2   issn2Type isbn  \n",
       "0         print  1573-1480  electronic  NaN  \n",
       "1         print  1520-0493  electronic  NaN  \n",
       "2         print        NaN         NaN  NaN  \n",
       "3         print  1520-0442  electronic  NaN  \n",
       "4         print        NaN         NaN  NaN  \n",
       "...         ...        ...         ...  ...  \n",
       "55575       NaN        NaN         NaN  NaN  \n",
       "55576     print        NaN         NaN  NaN  \n",
       "55577       NaN        NaN         NaN  NaN  \n",
       "55578       NaN        NaN         NaN  NaN  \n",
       "55579     print        NaN         NaN  NaN  \n",
       "\n",
       "[55580 rows x 12 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Isolate Journal and Book Titles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                     Climatic Change\n",
       "1                              Monthly Weather Review\n",
       "2        Journal of Geophysical Research: Atmospheres\n",
       "3                                  Journal of Climate\n",
       "4                        Geophysical Research Letters\n",
       "                             ...                     \n",
       "55575                                             NaN\n",
       "55576                            Minerals Engineering\n",
       "55577                                             NaN\n",
       "55578                                             NaN\n",
       "55579                            Geoscience Frontiers\n",
       "Name: journal_book, Length: 55580, dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta['journal_book']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Follow up**: You may notice the appears of Nan or null values in the 'journal_book' column. We will ignore these for now, but note how many there are for future data clean up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11280"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta['journal_book'].isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10635"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta['citedDOI'].isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Take Counts for each title\n",
    "\n",
    "The following five cells leads you through the steps needed to visualize the 80/20 rule (do 80% of citations come from 20% of titles). You will:\n",
    "- count the number of times a journal title is cited\n",
    "- create a cumulative summation of the counts\n",
    "- calculate the title percent (each additional title is what percent of the total?)\n",
    "- calculate the citation percent (each title accounts for what percent of total citations?)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>2509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>1241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Science</td>\n",
       "      <td>1225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>WIREs Water</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>Journal of Biomedical Materials Research Part ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712</th>\n",
       "      <td>Systematic Entomology</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2713</th>\n",
       "      <td>Preventive Medicine</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>Structural Control and Health Monitoring</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2715 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts\n",
       "0                       Journal of Geophysical Research    2509\n",
       "1                          Geophysical Research Letters    2451\n",
       "2                     Atmospheric Chemistry and Physics    1310\n",
       "3                                    Journal of Climate    1241\n",
       "4                                               Science    1225\n",
       "...                                                 ...     ...\n",
       "2710                                        WIREs Water       1\n",
       "2711  Journal of Biomedical Materials Research Part ...       1\n",
       "2712                              Systematic Entomology       1\n",
       "2713                                Preventive Medicine       1\n",
       "2714           Structural Control and Health Monitoring       1\n",
       "\n",
       "[2715 rows x 2 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_count = citedRefsMeta['journal_book'].value_counts().rename_axis('journal_book').reset_index(name='counts')\n",
    "citedRefsMeta_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>2509</td>\n",
       "      <td>2509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2451</td>\n",
       "      <td>4960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1310</td>\n",
       "      <td>6270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>1241</td>\n",
       "      <td>7511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Science</td>\n",
       "      <td>1225</td>\n",
       "      <td>8736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>WIREs Water</td>\n",
       "      <td>1</td>\n",
       "      <td>44296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>Journal of Biomedical Materials Research Part ...</td>\n",
       "      <td>1</td>\n",
       "      <td>44297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712</th>\n",
       "      <td>Systematic Entomology</td>\n",
       "      <td>1</td>\n",
       "      <td>44298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2713</th>\n",
       "      <td>Preventive Medicine</td>\n",
       "      <td>1</td>\n",
       "      <td>44299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>Structural Control and Health Monitoring</td>\n",
       "      <td>1</td>\n",
       "      <td>44300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2715 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum\n",
       "0                       Journal of Geophysical Research    2509    2509\n",
       "1                          Geophysical Research Letters    2451    4960\n",
       "2                     Atmospheric Chemistry and Physics    1310    6270\n",
       "3                                    Journal of Climate    1241    7511\n",
       "4                                               Science    1225    8736\n",
       "...                                                 ...     ...     ...\n",
       "2710                                        WIREs Water       1   44296\n",
       "2711  Journal of Biomedical Materials Research Part ...       1   44297\n",
       "2712                              Systematic Entomology       1   44298\n",
       "2713                                Preventive Medicine       1   44299\n",
       "2714           Structural Control and Health Monitoring       1   44300\n",
       "\n",
       "[2715 rows x 3 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_count['cumsum'] = citedRefsMeta_count['counts'].cumsum()\n",
    "citedRefsMeta_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>2509</td>\n",
       "      <td>2509</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2451</td>\n",
       "      <td>4960</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1310</td>\n",
       "      <td>6270</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>1241</td>\n",
       "      <td>7511</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Science</td>\n",
       "      <td>1225</td>\n",
       "      <td>8736</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>WIREs Water</td>\n",
       "      <td>1</td>\n",
       "      <td>44296</td>\n",
       "      <td>2711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>Journal of Biomedical Materials Research Part ...</td>\n",
       "      <td>1</td>\n",
       "      <td>44297</td>\n",
       "      <td>2712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712</th>\n",
       "      <td>Systematic Entomology</td>\n",
       "      <td>1</td>\n",
       "      <td>44298</td>\n",
       "      <td>2713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2713</th>\n",
       "      <td>Preventive Medicine</td>\n",
       "      <td>1</td>\n",
       "      <td>44299</td>\n",
       "      <td>2714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>Structural Control and Health Monitoring</td>\n",
       "      <td>1</td>\n",
       "      <td>44300</td>\n",
       "      <td>2715</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2715 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research    2509    2509   \n",
       "1                          Geophysical Research Letters    2451    4960   \n",
       "2                     Atmospheric Chemistry and Physics    1310    6270   \n",
       "3                                    Journal of Climate    1241    7511   \n",
       "4                                               Science    1225    8736   \n",
       "...                                                 ...     ...     ...   \n",
       "2710                                        WIREs Water       1   44296   \n",
       "2711  Journal of Biomedical Materials Research Part ...       1   44297   \n",
       "2712                              Systematic Entomology       1   44298   \n",
       "2713                                Preventive Medicine       1   44299   \n",
       "2714           Structural Control and Health Monitoring       1   44300   \n",
       "\n",
       "      titlenum  \n",
       "0            1  \n",
       "1            2  \n",
       "2            3  \n",
       "3            4  \n",
       "4            5  \n",
       "...        ...  \n",
       "2710      2711  \n",
       "2711      2712  \n",
       "2712      2713  \n",
       "2713      2714  \n",
       "2714      2715  \n",
       "\n",
       "[2715 rows x 4 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_count['titlenum'] = range(1, 1+len(citedRefsMeta_count))\n",
    "citedRefsMeta_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "      <th>titlepct</th>\n",
       "      <th>citationpct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>2509</td>\n",
       "      <td>2509</td>\n",
       "      <td>1</td>\n",
       "      <td>0.036832</td>\n",
       "      <td>5.676599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2451</td>\n",
       "      <td>4960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.073665</td>\n",
       "      <td>11.221973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1310</td>\n",
       "      <td>6270</td>\n",
       "      <td>3</td>\n",
       "      <td>0.110497</td>\n",
       "      <td>14.185841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>1241</td>\n",
       "      <td>7511</td>\n",
       "      <td>4</td>\n",
       "      <td>0.147330</td>\n",
       "      <td>16.993597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Science</td>\n",
       "      <td>1225</td>\n",
       "      <td>8736</td>\n",
       "      <td>5</td>\n",
       "      <td>0.184162</td>\n",
       "      <td>19.765153</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>WIREs Water</td>\n",
       "      <td>1</td>\n",
       "      <td>44296</td>\n",
       "      <td>2711</td>\n",
       "      <td>99.852670</td>\n",
       "      <td>100.219462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>Journal of Biomedical Materials Research Part ...</td>\n",
       "      <td>1</td>\n",
       "      <td>44297</td>\n",
       "      <td>2712</td>\n",
       "      <td>99.889503</td>\n",
       "      <td>100.221724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712</th>\n",
       "      <td>Systematic Entomology</td>\n",
       "      <td>1</td>\n",
       "      <td>44298</td>\n",
       "      <td>2713</td>\n",
       "      <td>99.926335</td>\n",
       "      <td>100.223987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2713</th>\n",
       "      <td>Preventive Medicine</td>\n",
       "      <td>1</td>\n",
       "      <td>44299</td>\n",
       "      <td>2714</td>\n",
       "      <td>99.963168</td>\n",
       "      <td>100.226249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>Structural Control and Health Monitoring</td>\n",
       "      <td>1</td>\n",
       "      <td>44300</td>\n",
       "      <td>2715</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.228512</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2715 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research    2509    2509   \n",
       "1                          Geophysical Research Letters    2451    4960   \n",
       "2                     Atmospheric Chemistry and Physics    1310    6270   \n",
       "3                                    Journal of Climate    1241    7511   \n",
       "4                                               Science    1225    8736   \n",
       "...                                                 ...     ...     ...   \n",
       "2710                                        WIREs Water       1   44296   \n",
       "2711  Journal of Biomedical Materials Research Part ...       1   44297   \n",
       "2712                              Systematic Entomology       1   44298   \n",
       "2713                                Preventive Medicine       1   44299   \n",
       "2714           Structural Control and Health Monitoring       1   44300   \n",
       "\n",
       "      titlenum    titlepct  citationpct  \n",
       "0            1    0.036832     5.676599  \n",
       "1            2    0.073665    11.221973  \n",
       "2            3    0.110497    14.185841  \n",
       "3            4    0.147330    16.993597  \n",
       "4            5    0.184162    19.765153  \n",
       "...        ...         ...          ...  \n",
       "2710      2711   99.852670   100.219462  \n",
       "2711      2712   99.889503   100.221724  \n",
       "2712      2713   99.926335   100.223987  \n",
       "2713      2714   99.963168   100.226249  \n",
       "2714      2715  100.000000   100.228512  \n",
       "\n",
       "[2715 rows x 6 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_count['titlepct'] = 100*(citedRefsMeta_count.titlenum/2715)\n",
    "citedRefsMeta_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "      <th>titlepct</th>\n",
       "      <th>citationpct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>2509</td>\n",
       "      <td>2509</td>\n",
       "      <td>1</td>\n",
       "      <td>0.036832</td>\n",
       "      <td>5.663657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>2451</td>\n",
       "      <td>4960</td>\n",
       "      <td>2</td>\n",
       "      <td>0.073665</td>\n",
       "      <td>11.196388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1310</td>\n",
       "      <td>6270</td>\n",
       "      <td>3</td>\n",
       "      <td>0.110497</td>\n",
       "      <td>14.153499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Journal of Climate</td>\n",
       "      <td>1241</td>\n",
       "      <td>7511</td>\n",
       "      <td>4</td>\n",
       "      <td>0.147330</td>\n",
       "      <td>16.954853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Science</td>\n",
       "      <td>1225</td>\n",
       "      <td>8736</td>\n",
       "      <td>5</td>\n",
       "      <td>0.184162</td>\n",
       "      <td>19.720090</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2710</th>\n",
       "      <td>WIREs Water</td>\n",
       "      <td>1</td>\n",
       "      <td>44296</td>\n",
       "      <td>2711</td>\n",
       "      <td>99.852670</td>\n",
       "      <td>99.990971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2711</th>\n",
       "      <td>Journal of Biomedical Materials Research Part ...</td>\n",
       "      <td>1</td>\n",
       "      <td>44297</td>\n",
       "      <td>2712</td>\n",
       "      <td>99.889503</td>\n",
       "      <td>99.993228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2712</th>\n",
       "      <td>Systematic Entomology</td>\n",
       "      <td>1</td>\n",
       "      <td>44298</td>\n",
       "      <td>2713</td>\n",
       "      <td>99.926335</td>\n",
       "      <td>99.995485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2713</th>\n",
       "      <td>Preventive Medicine</td>\n",
       "      <td>1</td>\n",
       "      <td>44299</td>\n",
       "      <td>2714</td>\n",
       "      <td>99.963168</td>\n",
       "      <td>99.997743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2714</th>\n",
       "      <td>Structural Control and Health Monitoring</td>\n",
       "      <td>1</td>\n",
       "      <td>44300</td>\n",
       "      <td>2715</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2715 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research    2509    2509   \n",
       "1                          Geophysical Research Letters    2451    4960   \n",
       "2                     Atmospheric Chemistry and Physics    1310    6270   \n",
       "3                                    Journal of Climate    1241    7511   \n",
       "4                                               Science    1225    8736   \n",
       "...                                                 ...     ...     ...   \n",
       "2710                                        WIREs Water       1   44296   \n",
       "2711  Journal of Biomedical Materials Research Part ...       1   44297   \n",
       "2712                              Systematic Entomology       1   44298   \n",
       "2713                                Preventive Medicine       1   44299   \n",
       "2714           Structural Control and Health Monitoring       1   44300   \n",
       "\n",
       "      titlenum    titlepct  citationpct  \n",
       "0            1    0.036832     5.663657  \n",
       "1            2    0.073665    11.196388  \n",
       "2            3    0.110497    14.153499  \n",
       "3            4    0.147330    16.954853  \n",
       "4            5    0.184162    19.720090  \n",
       "...        ...         ...          ...  \n",
       "2710      2711   99.852670    99.990971  \n",
       "2711      2712   99.889503    99.993228  \n",
       "2712      2713   99.926335    99.995485  \n",
       "2713      2714   99.963168    99.997743  \n",
       "2714      2715  100.000000   100.000000  \n",
       "\n",
       "[2715 rows x 6 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_count['citationpct'] = 100*citedRefsMeta_count['cumsum']/(44300)\n",
    "citedRefsMeta_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot 80/20 rule"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cell below will tell you what percent of titles are represented by 80% of the total citations?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.8821362799263355"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind=np.argmin(abs(80.-citedRefsMeta_count.citationpct))\n",
    "pctile = citedRefsMeta_count.titlepct[ind]\n",
    "pctile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot 80/20 rule using the code below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "newlines = citedRefsMeta_count.plot.line(x='titlepct', y='citationpct', linewidth=4)\n",
    "newlines.axhline(y=80, color='r')\n",
    "newlines.axvline(x=pctile, color='r')\n",
    "newlines.set_ylabel('% of total citations')\n",
    "newlines.set_xlabel('% of total titles cited')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot 80/20 rule for your institution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Repeat the steps above to plot the 80/20 for your institution. Create a new dataframe for your institution. Then substitute a term for your institution in the place of \"ucb\" or Berkeley as needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Inst</th>\n",
       "      <th>citingDOI</th>\n",
       "      <th>CR</th>\n",
       "      <th>citedDOI</th>\n",
       "      <th>title</th>\n",
       "      <th>journal_book</th>\n",
       "      <th>date</th>\n",
       "      <th>issn1</th>\n",
       "      <th>issn1Type</th>\n",
       "      <th>issn2</th>\n",
       "      <th>issn2Type</th>\n",
       "      <th>isbn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24042</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1061/(ASCE)GT.1943-5606.0001833</td>\n",
       "      <td>Abrahamson N., 2013, 201304 PEER U CAL, P143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24043</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1061/(ASCE)GT.1943-5606.0001833</td>\n",
       "      <td>Abrahamson N, 2016, EARTHQ SPECTRA, V32, P23, ...</td>\n",
       "      <td>10.1193/051712EQS188MR</td>\n",
       "      <td>BC Hydro Ground Motion Prediction Equations fo...</td>\n",
       "      <td>Earthquake Spectra</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>8755-2930</td>\n",
       "      <td>print</td>\n",
       "      <td>1944-8201</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24044</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1061/(ASCE)GT.1943-5606.0001833</td>\n",
       "      <td>Ancheta T.D., 2013, 201303 PEER U CAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24045</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1061/(ASCE)GT.1943-5606.0001833</td>\n",
       "      <td>Ashford SA, 2002, J GEOTECH GEOENVIRON, V128, ...</td>\n",
       "      <td>10.1061/(ASCE)1090-0241(2002)128:2(119)</td>\n",
       "      <td>Simplified Method for Evaluating Seismic Stabi...</td>\n",
       "      <td>Journal of Geotechnical and Geoenvironmental E...</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>1090-0241</td>\n",
       "      <td>print</td>\n",
       "      <td>1943-5606</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24046</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1061/(ASCE)GT.1943-5606.0001833</td>\n",
       "      <td>Atkinson GM, 2003, B SEISMOL SOC AM, V93, P170...</td>\n",
       "      <td>10.1785/0120020156</td>\n",
       "      <td>Empirical Ground-Motion Relations for Subducti...</td>\n",
       "      <td>Bulletin of the Seismological Society of America</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0037-1106</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40888</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1016/j.marpetgeo.2014.07.024</td>\n",
       "      <td>WINTERS WJ, 1999, GEOLOGICAL SURVEY CA, V544, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40889</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1016/j.marpetgeo.2014.07.024</td>\n",
       "      <td>WINTERS WJ, 2006, P ODP SCI RESULTS, V204, P1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40890</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1016/j.marpetgeo.2014.07.024</td>\n",
       "      <td>WINTERS WJ, 2000, P OCEAN DRILLING PRO, V164, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40891</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1016/j.marpetgeo.2014.07.024</td>\n",
       "      <td>Xu WY, 1999, J GEOPHYS RES-SOL EA, V104, P5081...</td>\n",
       "      <td>10.1029/1998JB900092</td>\n",
       "      <td>Predicting the occurrence, distribution, and e...</td>\n",
       "      <td>Journal of Geophysical Research: Solid Earth</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>0148-0227</td>\n",
       "      <td>print</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40892</th>\n",
       "      <td>Berkeley</td>\n",
       "      <td>10.1016/j.marpetgeo.2014.07.024</td>\n",
       "      <td>Yun TS, 2010, ENERG FUEL, V24, P5972, DOI 10.1...</td>\n",
       "      <td>10.1021/ef100821t</td>\n",
       "      <td>Hydrate-Bearing Sediments from the Krishna−God...</td>\n",
       "      <td>Energy &amp; Fuels</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>0887-0624</td>\n",
       "      <td>print</td>\n",
       "      <td>1520-5029</td>\n",
       "      <td>electronic</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16851 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Inst                           citingDOI  \\\n",
       "24042  Berkeley  10.1061/(ASCE)GT.1943-5606.0001833   \n",
       "24043  Berkeley  10.1061/(ASCE)GT.1943-5606.0001833   \n",
       "24044  Berkeley  10.1061/(ASCE)GT.1943-5606.0001833   \n",
       "24045  Berkeley  10.1061/(ASCE)GT.1943-5606.0001833   \n",
       "24046  Berkeley  10.1061/(ASCE)GT.1943-5606.0001833   \n",
       "...         ...                                 ...   \n",
       "40888  Berkeley     10.1016/j.marpetgeo.2014.07.024   \n",
       "40889  Berkeley     10.1016/j.marpetgeo.2014.07.024   \n",
       "40890  Berkeley     10.1016/j.marpetgeo.2014.07.024   \n",
       "40891  Berkeley     10.1016/j.marpetgeo.2014.07.024   \n",
       "40892  Berkeley     10.1016/j.marpetgeo.2014.07.024   \n",
       "\n",
       "                                                      CR  \\\n",
       "24042       Abrahamson N., 2013, 201304 PEER U CAL, P143   \n",
       "24043  Abrahamson N, 2016, EARTHQ SPECTRA, V32, P23, ...   \n",
       "24044              Ancheta T.D., 2013, 201303 PEER U CAL   \n",
       "24045  Ashford SA, 2002, J GEOTECH GEOENVIRON, V128, ...   \n",
       "24046  Atkinson GM, 2003, B SEISMOL SOC AM, V93, P170...   \n",
       "...                                                  ...   \n",
       "40888  WINTERS WJ, 1999, GEOLOGICAL SURVEY CA, V544, ...   \n",
       "40889      WINTERS WJ, 2006, P ODP SCI RESULTS, V204, P1   \n",
       "40890  WINTERS WJ, 2000, P OCEAN DRILLING PRO, V164, ...   \n",
       "40891  Xu WY, 1999, J GEOPHYS RES-SOL EA, V104, P5081...   \n",
       "40892  Yun TS, 2010, ENERG FUEL, V24, P5972, DOI 10.1...   \n",
       "\n",
       "                                      citedDOI  \\\n",
       "24042                                      NaN   \n",
       "24043                   10.1193/051712EQS188MR   \n",
       "24044                                      NaN   \n",
       "24045  10.1061/(ASCE)1090-0241(2002)128:2(119)   \n",
       "24046                       10.1785/0120020156   \n",
       "...                                        ...   \n",
       "40888                                      NaN   \n",
       "40889                                      NaN   \n",
       "40890                                      NaN   \n",
       "40891                     10.1029/1998JB900092   \n",
       "40892                        10.1021/ef100821t   \n",
       "\n",
       "                                                   title  \\\n",
       "24042                                                NaN   \n",
       "24043  BC Hydro Ground Motion Prediction Equations fo...   \n",
       "24044                                                NaN   \n",
       "24045  Simplified Method for Evaluating Seismic Stabi...   \n",
       "24046  Empirical Ground-Motion Relations for Subducti...   \n",
       "...                                                  ...   \n",
       "40888                                                NaN   \n",
       "40889                                                NaN   \n",
       "40890                                                NaN   \n",
       "40891  Predicting the occurrence, distribution, and e...   \n",
       "40892  Hydrate-Bearing Sediments from the Krishna−God...   \n",
       "\n",
       "                                            journal_book    date      issn1  \\\n",
       "24042                                                NaN     NaN        NaN   \n",
       "24043                                 Earthquake Spectra  2015.0  8755-2930   \n",
       "24044                                                NaN     NaN        NaN   \n",
       "24045  Journal of Geotechnical and Geoenvironmental E...  2002.0  1090-0241   \n",
       "24046   Bulletin of the Seismological Society of America  2005.0  0037-1106   \n",
       "...                                                  ...     ...        ...   \n",
       "40888                                                NaN     NaN        NaN   \n",
       "40889                                                NaN     NaN        NaN   \n",
       "40890                                                NaN     NaN        NaN   \n",
       "40891       Journal of Geophysical Research: Solid Earth  2002.0  0148-0227   \n",
       "40892                                     Energy & Fuels  2010.0  0887-0624   \n",
       "\n",
       "      issn1Type      issn2   issn2Type isbn  \n",
       "24042       NaN        NaN         NaN  NaN  \n",
       "24043     print  1944-8201  electronic  NaN  \n",
       "24044       NaN        NaN         NaN  NaN  \n",
       "24045     print  1943-5606  electronic  NaN  \n",
       "24046     print        NaN         NaN  NaN  \n",
       "...         ...        ...         ...  ...  \n",
       "40888       NaN        NaN         NaN  NaN  \n",
       "40889       NaN        NaN         NaN  NaN  \n",
       "40890       NaN        NaN         NaN  NaN  \n",
       "40891     print        NaN         NaN  NaN  \n",
       "40892     print  1520-5029  electronic  NaN  \n",
       "\n",
       "[16851 rows x 12 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Example\n",
    "citedRefsMeta_ucb = citedRefsMeta.loc[citedRefsMeta['Inst'] == 'Berkeley']\n",
    "citedRefsMeta_ucb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Earth and Planetary Science Letters</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Science</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nature</td>\n",
       "      <td>321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Swiss Journal of Geosciences</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Circulation</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pure and Applied Chemistry</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>Botanical Journal of the Linnean Society</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>Proceedings of the International Astronomical ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1595 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts\n",
       "0                       Journal of Geophysical Research     547\n",
       "1                          Geophysical Research Letters     471\n",
       "2                   Earth and Planetary Science Letters     339\n",
       "3                                               Science     324\n",
       "4                                                Nature     321\n",
       "...                                                 ...     ...\n",
       "1590                       Swiss Journal of Geosciences       1\n",
       "1591                                        Circulation       1\n",
       "1592                         Pure and Applied Chemistry       1\n",
       "1593           Botanical Journal of the Linnean Society       1\n",
       "1594  Proceedings of the International Astronomical ...       1\n",
       "\n",
       "[1595 rows x 2 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_ucb_count = citedRefsMeta_ucb['journal_book'].value_counts().rename_axis('journal_book').reset_index(name='counts')\n",
    "citedRefsMeta_ucb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>547</td>\n",
       "      <td>547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>471</td>\n",
       "      <td>1018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Earth and Planetary Science Letters</td>\n",
       "      <td>339</td>\n",
       "      <td>1357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Science</td>\n",
       "      <td>324</td>\n",
       "      <td>1681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nature</td>\n",
       "      <td>321</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Swiss Journal of Geosciences</td>\n",
       "      <td>1</td>\n",
       "      <td>12975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Circulation</td>\n",
       "      <td>1</td>\n",
       "      <td>12976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pure and Applied Chemistry</td>\n",
       "      <td>1</td>\n",
       "      <td>12977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>Botanical Journal of the Linnean Society</td>\n",
       "      <td>1</td>\n",
       "      <td>12978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>Proceedings of the International Astronomical ...</td>\n",
       "      <td>1</td>\n",
       "      <td>12979</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1595 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum\n",
       "0                       Journal of Geophysical Research     547     547\n",
       "1                          Geophysical Research Letters     471    1018\n",
       "2                   Earth and Planetary Science Letters     339    1357\n",
       "3                                               Science     324    1681\n",
       "4                                                Nature     321    2002\n",
       "...                                                 ...     ...     ...\n",
       "1590                       Swiss Journal of Geosciences       1   12975\n",
       "1591                                        Circulation       1   12976\n",
       "1592                         Pure and Applied Chemistry       1   12977\n",
       "1593           Botanical Journal of the Linnean Society       1   12978\n",
       "1594  Proceedings of the International Astronomical ...       1   12979\n",
       "\n",
       "[1595 rows x 3 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_ucb_count['cumsum'] = citedRefsMeta_ucb_count['counts'].cumsum()\n",
    "citedRefsMeta_ucb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>547</td>\n",
       "      <td>547</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>471</td>\n",
       "      <td>1018</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Earth and Planetary Science Letters</td>\n",
       "      <td>339</td>\n",
       "      <td>1357</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Science</td>\n",
       "      <td>324</td>\n",
       "      <td>1681</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nature</td>\n",
       "      <td>321</td>\n",
       "      <td>2002</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Swiss Journal of Geosciences</td>\n",
       "      <td>1</td>\n",
       "      <td>12975</td>\n",
       "      <td>1591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Circulation</td>\n",
       "      <td>1</td>\n",
       "      <td>12976</td>\n",
       "      <td>1592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pure and Applied Chemistry</td>\n",
       "      <td>1</td>\n",
       "      <td>12977</td>\n",
       "      <td>1593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>Botanical Journal of the Linnean Society</td>\n",
       "      <td>1</td>\n",
       "      <td>12978</td>\n",
       "      <td>1594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>Proceedings of the International Astronomical ...</td>\n",
       "      <td>1</td>\n",
       "      <td>12979</td>\n",
       "      <td>1595</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1595 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research     547     547   \n",
       "1                          Geophysical Research Letters     471    1018   \n",
       "2                   Earth and Planetary Science Letters     339    1357   \n",
       "3                                               Science     324    1681   \n",
       "4                                                Nature     321    2002   \n",
       "...                                                 ...     ...     ...   \n",
       "1590                       Swiss Journal of Geosciences       1   12975   \n",
       "1591                                        Circulation       1   12976   \n",
       "1592                         Pure and Applied Chemistry       1   12977   \n",
       "1593           Botanical Journal of the Linnean Society       1   12978   \n",
       "1594  Proceedings of the International Astronomical ...       1   12979   \n",
       "\n",
       "      titlenum  \n",
       "0            1  \n",
       "1            2  \n",
       "2            3  \n",
       "3            4  \n",
       "4            5  \n",
       "...        ...  \n",
       "1590      1591  \n",
       "1591      1592  \n",
       "1592      1593  \n",
       "1593      1594  \n",
       "1594      1595  \n",
       "\n",
       "[1595 rows x 4 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "citedRefsMeta_ucb_count['titlenum'] = range(1, 1+len(citedRefsMeta_ucb_count))\n",
    "citedRefsMeta_ucb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "      <th>titlepct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>547</td>\n",
       "      <td>547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.063654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>471</td>\n",
       "      <td>1018</td>\n",
       "      <td>2</td>\n",
       "      <td>0.127307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Earth and Planetary Science Letters</td>\n",
       "      <td>339</td>\n",
       "      <td>1357</td>\n",
       "      <td>3</td>\n",
       "      <td>0.190961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Science</td>\n",
       "      <td>324</td>\n",
       "      <td>1681</td>\n",
       "      <td>4</td>\n",
       "      <td>0.254615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nature</td>\n",
       "      <td>321</td>\n",
       "      <td>2002</td>\n",
       "      <td>5</td>\n",
       "      <td>0.318269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Swiss Journal of Geosciences</td>\n",
       "      <td>1</td>\n",
       "      <td>12975</td>\n",
       "      <td>1591</td>\n",
       "      <td>101.273074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Circulation</td>\n",
       "      <td>1</td>\n",
       "      <td>12976</td>\n",
       "      <td>1592</td>\n",
       "      <td>101.336728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pure and Applied Chemistry</td>\n",
       "      <td>1</td>\n",
       "      <td>12977</td>\n",
       "      <td>1593</td>\n",
       "      <td>101.400382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>Botanical Journal of the Linnean Society</td>\n",
       "      <td>1</td>\n",
       "      <td>12978</td>\n",
       "      <td>1594</td>\n",
       "      <td>101.464036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>Proceedings of the International Astronomical ...</td>\n",
       "      <td>1</td>\n",
       "      <td>12979</td>\n",
       "      <td>1595</td>\n",
       "      <td>101.527689</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1595 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research     547     547   \n",
       "1                          Geophysical Research Letters     471    1018   \n",
       "2                   Earth and Planetary Science Letters     339    1357   \n",
       "3                                               Science     324    1681   \n",
       "4                                                Nature     321    2002   \n",
       "...                                                 ...     ...     ...   \n",
       "1590                       Swiss Journal of Geosciences       1   12975   \n",
       "1591                                        Circulation       1   12976   \n",
       "1592                         Pure and Applied Chemistry       1   12977   \n",
       "1593           Botanical Journal of the Linnean Society       1   12978   \n",
       "1594  Proceedings of the International Astronomical ...       1   12979   \n",
       "\n",
       "      titlenum    titlepct  \n",
       "0            1    0.063654  \n",
       "1            2    0.127307  \n",
       "2            3    0.190961  \n",
       "3            4    0.254615  \n",
       "4            5    0.318269  \n",
       "...        ...         ...  \n",
       "1590      1591  101.273074  \n",
       "1591      1592  101.336728  \n",
       "1592      1593  101.400382  \n",
       "1593      1594  101.464036  \n",
       "1594      1595  101.527689  \n",
       "\n",
       "[1595 rows x 5 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#substitute your title number for \"1595\"\n",
    "citedRefsMeta_ucb_count['titlepct'] = 100*(citedRefsMeta_ucb_count.titlenum/1595)\n",
    "citedRefsMeta_ucb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>journal_book</th>\n",
       "      <th>counts</th>\n",
       "      <th>cumsum</th>\n",
       "      <th>titlenum</th>\n",
       "      <th>titlepct</th>\n",
       "      <th>citationpct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Journal of Geophysical Research</td>\n",
       "      <td>547</td>\n",
       "      <td>547</td>\n",
       "      <td>1</td>\n",
       "      <td>0.063654</td>\n",
       "      <td>4.214500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Geophysical Research Letters</td>\n",
       "      <td>471</td>\n",
       "      <td>1018</td>\n",
       "      <td>2</td>\n",
       "      <td>0.127307</td>\n",
       "      <td>7.843439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Earth and Planetary Science Letters</td>\n",
       "      <td>339</td>\n",
       "      <td>1357</td>\n",
       "      <td>3</td>\n",
       "      <td>0.190961</td>\n",
       "      <td>10.455351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Science</td>\n",
       "      <td>324</td>\n",
       "      <td>1681</td>\n",
       "      <td>4</td>\n",
       "      <td>0.254615</td>\n",
       "      <td>12.951691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Nature</td>\n",
       "      <td>321</td>\n",
       "      <td>2002</td>\n",
       "      <td>5</td>\n",
       "      <td>0.318269</td>\n",
       "      <td>15.424917</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1590</th>\n",
       "      <td>Swiss Journal of Geosciences</td>\n",
       "      <td>1</td>\n",
       "      <td>12975</td>\n",
       "      <td>1591</td>\n",
       "      <td>101.273074</td>\n",
       "      <td>99.969181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1591</th>\n",
       "      <td>Circulation</td>\n",
       "      <td>1</td>\n",
       "      <td>12976</td>\n",
       "      <td>1592</td>\n",
       "      <td>101.336728</td>\n",
       "      <td>99.976886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pure and Applied Chemistry</td>\n",
       "      <td>1</td>\n",
       "      <td>12977</td>\n",
       "      <td>1593</td>\n",
       "      <td>101.400382</td>\n",
       "      <td>99.984590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1593</th>\n",
       "      <td>Botanical Journal of the Linnean Society</td>\n",
       "      <td>1</td>\n",
       "      <td>12978</td>\n",
       "      <td>1594</td>\n",
       "      <td>101.464036</td>\n",
       "      <td>99.992295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1594</th>\n",
       "      <td>Proceedings of the International Astronomical ...</td>\n",
       "      <td>1</td>\n",
       "      <td>12979</td>\n",
       "      <td>1595</td>\n",
       "      <td>101.527689</td>\n",
       "      <td>100.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1595 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           journal_book  counts  cumsum  \\\n",
       "0                       Journal of Geophysical Research     547     547   \n",
       "1                          Geophysical Research Letters     471    1018   \n",
       "2                   Earth and Planetary Science Letters     339    1357   \n",
       "3                                               Science     324    1681   \n",
       "4                                                Nature     321    2002   \n",
       "...                                                 ...     ...     ...   \n",
       "1590                       Swiss Journal of Geosciences       1   12975   \n",
       "1591                                        Circulation       1   12976   \n",
       "1592                         Pure and Applied Chemistry       1   12977   \n",
       "1593           Botanical Journal of the Linnean Society       1   12978   \n",
       "1594  Proceedings of the International Astronomical ...       1   12979   \n",
       "\n",
       "      titlenum    titlepct  citationpct  \n",
       "0            1    0.063654     4.214500  \n",
       "1            2    0.127307     7.843439  \n",
       "2            3    0.190961    10.455351  \n",
       "3            4    0.254615    12.951691  \n",
       "4            5    0.318269    15.424917  \n",
       "...        ...         ...          ...  \n",
       "1590      1591  101.273074    99.969181  \n",
       "1591      1592  101.336728    99.976886  \n",
       "1592      1593  101.400382    99.984590  \n",
       "1593      1594  101.464036    99.992295  \n",
       "1594      1595  101.527689   100.000000  \n",
       "\n",
       "[1595 rows x 6 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#substitute your total citations for 12979\n",
    "\n",
    "citedRefsMeta_ucb_count['citationpct'] = 100*citedRefsMeta_ucb_count['cumsum']/(12979)\n",
    "citedRefsMeta_ucb_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17.250159134309357"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind=np.argmin(abs(80.-citedRefsMeta_ucb_count.citationpct))\n",
    "pctile_ucb = citedRefsMeta_ucb_count.titlepct[ind]\n",
    "pctile_ucb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ucblines = citedRefsMeta_ucb_count.plot.line(x='titlepct', y='citationpct', linewidth=4)\n",
    "ucblines.axhline(y=80, color='r')\n",
    "ucblines.axvline(x=pctile_ucb, color='r')\n",
    "ucblines.set_ylabel('% of total citations')\n",
    "ucblines.set_xlabel('% of total titles cited')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot your institution vs the entire group:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x12146f410>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = citedRefsMeta_ucb_count.plot(x='titlepct', y='citationpct', linewidth=4, label = 'Berkeley')\n",
    "citedRefsMeta_count.plot(ax=ax, x='titlepct', y='citationpct', linewidth=4, label = 'All').axhline(y=80, color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Notes and some references:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note: on splitting & stacking method*  \n",
    "For each row, take column 'CR', split it at ; and append new row, keeping DOI and Institution\n",
    "https://stackoverflow.com/questions/12680754/split-explode-pandas-dataframe-string-entry-to-separate-rows\n",
    "https://gist.github.com/jlln/338b4b0b55bd6984f883\n",
    "\n",
    "CrossRef API documentation: https://github.com/CrossRef/rest-api-doc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}