APCs_plotting-Copy1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import urllib.request\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    " open_apc_url = \"https://raw.githubusercontent.com/OpenAPC/openapc-de/master/data/fuberlin/APC_FU_Berlin_2015.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "apc_file = 'openapc.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('openapc.csv', <http.client.HTTPMessage at 0x8405438>)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.request.urlretrieve(open_apc_url, apc_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "apcs = pd.read_csv(apc_file, sep = ',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>10.1103/PhysRevX.5.041008</td>\n",
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       "      <td>10.1038/ncomms9498</td>\n",
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       "      <td>Nature Communications</td>\n",
       "      <td>2041-1723</td>\n",
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       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1371/journal.ppat.1005246</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS Pathogens</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26544881.0</td>\n",
       "      <td>PMC4636265</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1805.00</td>\n",
       "      <td>10.1186/s13099-015-0075-z</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Gut Pathogens</td>\n",
       "      <td>1757-4749</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1757-4749</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1191.32</td>\n",
       "      <td>10.1371/journal.pone.0139894</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26466351.0</td>\n",
       "      <td>PMC4605782</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1236.83</td>\n",
       "      <td>10.1371/journal.pone.0142240</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
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       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>https://creativecommons.org/publicdomain/zero/...</td>\n",
       "      <td>True</td>\n",
       "      <td>26544980.0</td>\n",
       "      <td>PMC4636251</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1499.08</td>\n",
       "      <td>10.3389/fcimb.2015.00067</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Cellular and Infection Microbiology</td>\n",
       "      <td>2235-2988</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2235-2988</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26484314.0</td>\n",
       "      <td>PMC4586511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1160.25</td>\n",
       "      <td>10.5194/acp-15-6897-2015</td>\n",
       "      <td>False</td>\n",
       "      <td>Copernicus GmbH</td>\n",
       "      <td>Atmospheric Chemistry and Physics</td>\n",
       "      <td>1680-7324</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1680-7324</td>\n",
       "      <td>http://creativecommons.org/licenses/by/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1191.21</td>\n",
       "      <td>10.1371/journal.pone.0140050</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
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       "      <th>10</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1142.40</td>\n",
       "      <td>10.3389/fpsyg.2015.01137</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1298.29</td>\n",
       "      <td>10.3389/fpsyg.2015.01661</td>\n",
       "      <td>False</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26617535.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.3389/fpsyg.2015.01675</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26583000.0</td>\n",
       "      <td>PMC4628112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1165.00</td>\n",
       "      <td>10.1038/srep11598</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Scientific Reports</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26111759.0</td>\n",
       "      <td>PMC4650600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1386.35</td>\n",
       "      <td>10.1038/srep12681</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Scientific Reports</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26223582.0</td>\n",
       "      <td>PMC4519788</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1371/journal.ppat.1004781</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS Pathogens</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>892.50</td>\n",
       "      <td>10.4081/ejh.2015.2516</td>\n",
       "      <td>False</td>\n",
       "      <td>PAGEPress Publications</td>\n",
       "      <td>European Journal of Histochemistry</td>\n",
       "      <td>2038-8306</td>\n",
       "      <td>1121-760X</td>\n",
       "      <td>2038-8306</td>\n",
       "      <td>http://www.ejh.it/index.php/ejh/about/submissi...</td>\n",
       "      <td>True</td>\n",
       "      <td>26428884.0</td>\n",
       "      <td>PMC4598596</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1535.87</td>\n",
       "      <td>10.3389/fbioe.2015.00130</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Bioengineering and Biotechnology</td>\n",
       "      <td>2296-4185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2296-4185</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26442247.0</td>\n",
       "      <td>PMC4562258</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>223.93</td>\n",
       "      <td>10.3389/fpsyg.2015.01526</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26539131.0</td>\n",
       "      <td>PMC4611089</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1178.42</td>\n",
       "      <td>10.1371/journal.pone.0139402</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26406497.0</td>\n",
       "      <td>PMC4584000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1285.52</td>\n",
       "      <td>10.3389/fpsyg.2015.01267</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26379592.0</td>\n",
       "      <td>PMC4547006</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1392.30</td>\n",
       "      <td>10.1088/1367-2630/17/8/083042</td>\n",
       "      <td>False</td>\n",
       "      <td>IOP Publishing</td>\n",
       "      <td>New Journal of Physics</td>\n",
       "      <td>1367-2630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1367-2630</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1509.22</td>\n",
       "      <td>10.3389/fevo.2015.00103</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Ecology and Evolution</td>\n",
       "      <td>2296-701X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2296-701X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1127/metz/2015/0641</td>\n",
       "      <td>False</td>\n",
       "      <td>Schweizerbart</td>\n",
       "      <td>Meteorologische Zeitschrift</td>\n",
       "      <td>0941-2948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1249.50</td>\n",
       "      <td>10.1186/s13570-015-0035-8</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Pastoralism</td>\n",
       "      <td>2041-7136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2041-7136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1625.00</td>\n",
       "      <td>10.1186/s13071-015-0924-0</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Parasites &amp; Vectors</td>\n",
       "      <td>1756-3305</td>\n",
       "      <td>1756-3305</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26084663.0</td>\n",
       "      <td>PMC4492007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1800.00</td>\n",
       "      <td>10.1186/s12862-015-0390-5</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>BMC Evolutionary Biology</td>\n",
       "      <td>1471-2148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1471-2148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26084455.0</td>\n",
       "      <td>PMC4471916</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1550.33</td>\n",
       "      <td>10.1016/j.ijpddr.2015.03.003</td>\n",
       "      <td>False</td>\n",
       "      <td>Elsevier BV</td>\n",
       "      <td>International Journal for Parasitology: Drugs ...</td>\n",
       "      <td>22113207</td>\n",
       "      <td>22113207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.elsevier.com/tdm/userlicense/1.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25905032.0</td>\n",
       "      <td>PMC4401813</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.3389/fnhum.2015.00551</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Human Neuroscience</td>\n",
       "      <td>1662-5161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1662-5161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26500523.0</td>\n",
       "      <td>PMC4599046</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1038/ncomms8606</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Nature Communications</td>\n",
       "      <td>2041-1723</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2041-1723</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26216619.0</td>\n",
       "      <td>PMC4525213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1410.07</td>\n",
       "      <td>10.1155/2015/304149</td>\n",
       "      <td>False</td>\n",
       "      <td>Hindawi Publishing Corporation</td>\n",
       "      <td>Mediators of Inflammation</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>1466-1861</td>\n",
       "      <td>http://creativecommons.org/licenses/by/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25948884.0</td>\n",
       "      <td>PMC4408629</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1186/s12918-015-0183-x</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>BMC Systems Biology</td>\n",
       "      <td>1752-0509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1752-0509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26201334.0</td>\n",
       "      <td>PMC4511525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1785.00</td>\n",
       "      <td>10.3354/cr01302</td>\n",
       "      <td>False</td>\n",
       "      <td>Inter-Research Science Center</td>\n",
       "      <td>Climate Research</td>\n",
       "      <td>0936-577X</td>\n",
       "      <td>0936-577X</td>\n",
       "      <td>1616-1572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1202.03</td>\n",
       "      <td>10.1371/journal.pone.0130117</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26083383.0</td>\n",
       "      <td>PMC4470584</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1243.27</td>\n",
       "      <td>10.1371/journal.pone.0133118</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26186649.0</td>\n",
       "      <td>PMC4506123</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1687.00</td>\n",
       "      <td>10.1127/metz/2015/0642</td>\n",
       "      <td>False</td>\n",
       "      <td>Schweizerbart</td>\n",
       "      <td>Meteorologische Zeitschrift</td>\n",
       "      <td>0941-2948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1687.00</td>\n",
       "      <td>10.1127/metz/2015/0639</td>\n",
       "      <td>False</td>\n",
       "      <td>Schweizerbart</td>\n",
       "      <td>Meteorologische Zeitschrift</td>\n",
       "      <td>0941-2948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>895.15</td>\n",
       "      <td>10.1155/2015/235184</td>\n",
       "      <td>False</td>\n",
       "      <td>Hindawi Publishing Corporation</td>\n",
       "      <td>Scientifica</td>\n",
       "      <td>2090-908X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2090-908X</td>\n",
       "      <td>http://creativecommons.org/licenses/by/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25883829.0</td>\n",
       "      <td>PMC4391159</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>853.84</td>\n",
       "      <td>10.4236/me.2015.66072</td>\n",
       "      <td>False</td>\n",
       "      <td>Scientific Research Publishing, Inc,</td>\n",
       "      <td>Modern Economy</td>\n",
       "      <td>2152-7245</td>\n",
       "      <td>2152-7245</td>\n",
       "      <td>2152-7261</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1904.00</td>\n",
       "      <td>10.3389/fpsyg.2015.00813</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26157399.0</td>\n",
       "      <td>PMC4477056</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>435.46</td>\n",
       "      <td>10.4236/epe.2015.75022</td>\n",
       "      <td>False</td>\n",
       "      <td>Scientific Research Publishing, Inc,</td>\n",
       "      <td>Energy and Power Engineering</td>\n",
       "      <td>1949-243X</td>\n",
       "      <td>1949-243X</td>\n",
       "      <td>1947-3818</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1150.00</td>\n",
       "      <td>10.3390/toxins7051556</td>\n",
       "      <td>False</td>\n",
       "      <td>MDPI AG</td>\n",
       "      <td>Toxins</td>\n",
       "      <td>2072-6651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2072-6651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26008228.0</td>\n",
       "      <td>PMC4448163</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>770.00</td>\n",
       "      <td>10.3389/fpsyg.2015.00714</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26089808.0</td>\n",
       "      <td>PMC4452804</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1299.92</td>\n",
       "      <td>10.1371/journal.pone.0126224</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25955253.0</td>\n",
       "      <td>PMC4425535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1371/journal.pcbi.1004200</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS Computational Biology</td>\n",
       "      <td>1553-7358</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1553-7358</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25927964.0</td>\n",
       "      <td>PMC4423987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1202.03</td>\n",
       "      <td>10.1371/journal.pone.0124550</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25946306.0</td>\n",
       "      <td>PMC4422438</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>430.50</td>\n",
       "      <td>10.17645/pag.v3i2.192</td>\n",
       "      <td>False</td>\n",
       "      <td>Cogitatio</td>\n",
       "      <td>Politics and Governance</td>\n",
       "      <td>2183-2463</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2183-2463</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1600.00</td>\n",
       "      <td>10.3389/fnbeh.2015.00096</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Behavioral Neuroscience</td>\n",
       "      <td>1662-5153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1662-5153</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25941479.0</td>\n",
       "      <td>PMC4403551</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1280.00</td>\n",
       "      <td>10.3389/fpsyg.2015.00079</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25717309.0</td>\n",
       "      <td>PMC4324075</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1513.70</td>\n",
       "      <td>10.1371/journal.pone.0118179</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS ONE</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1932-6203</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25671315.0</td>\n",
       "      <td>PMC4324997</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1904.00</td>\n",
       "      <td>10.3389/fimmu.2015.00108</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Immunology</td>\n",
       "      <td>1664-3224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-3224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25806034.0</td>\n",
       "      <td>PMC4354412</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1072.55</td>\n",
       "      <td>10.4142/jvs.2015.16.1.57</td>\n",
       "      <td>False</td>\n",
       "      <td>The Korean Society of Veterinary Science (KAMJE)</td>\n",
       "      <td>Journal of Veterinary Science</td>\n",
       "      <td>1229-845X</td>\n",
       "      <td>1229-845X</td>\n",
       "      <td>1976-555X</td>\n",
       "      <td>http://creativecommons.org/licenses/by-nc/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>981.75</td>\n",
       "      <td>10.5194/amtd-8-2623-2015</td>\n",
       "      <td>False</td>\n",
       "      <td>Copernicus GmbH</td>\n",
       "      <td>Atmospheric Measurement Techniques Discussions</td>\n",
       "      <td>1867-8610</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1867-8610</td>\n",
       "      <td>http://creativecommons.org/licenses/by/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1969.45</td>\n",
       "      <td>10.1186/s12917-015-0351-7</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>BMC Veterinary Research</td>\n",
       "      <td>1746-6148</td>\n",
       "      <td>1746-6148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25889573.0</td>\n",
       "      <td>PMC4352559</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1130.50</td>\n",
       "      <td>10.5194/nhessd-3-1231-2015</td>\n",
       "      <td>False</td>\n",
       "      <td>Copernicus GmbH</td>\n",
       "      <td>Natural Hazards and Earth System Sciences Disc...</td>\n",
       "      <td>2195-9269</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2195-9269</td>\n",
       "      <td>http://creativecommons.org/licenses/by/3.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1731.45</td>\n",
       "      <td>10.1186/s13015-014-0028-y</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Algorithms for Molecular Biology</td>\n",
       "      <td>1748-7188</td>\n",
       "      <td>1748-7188</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25649004.0</td>\n",
       "      <td>PMC4302510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1600.00</td>\n",
       "      <td>10.3389/fpsyg.2015.00194</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>25762966.0</td>\n",
       "      <td>PMC4340142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>219.84</td>\n",
       "      <td>10.3389/fevo.2015.00020</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Ecology and Evolution</td>\n",
       "      <td>2296-701X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2296-701X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>1386.35</td>\n",
       "      <td>10.1038/srep19416</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Scientific Reports</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2045-2322</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26757825.0</td>\n",
       "      <td>PMC4725832</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>10.1155/2015/569512</td>\n",
       "      <td>False</td>\n",
       "      <td>Hindawi Publishing Corporation</td>\n",
       "      <td>Mediators of Inflammation</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>1466-1861</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26770019.0</td>\n",
       "      <td>PMC4681803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>61 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   institution  period     euro                            doi  is_hybrid  \\\n",
       "0    FU Berlin    2015  2000.00          10.1038/npjqi.2015.10      False   \n",
       "1    FU Berlin    2015  1503.12      10.1103/PhysRevX.5.041008      False   \n",
       "2    FU Berlin    2015  2000.00             10.1038/ncomms9498      False   \n",
       "3    FU Berlin    2015  2000.00   10.1371/journal.ppat.1005246      False   \n",
       "4    FU Berlin    2015  1805.00      10.1186/s13099-015-0075-z      False   \n",
       "5    FU Berlin    2015  1191.32   10.1371/journal.pone.0139894      False   \n",
       "6    FU Berlin    2015  1236.83   10.1371/journal.pone.0142240      False   \n",
       "7    FU Berlin    2015  1499.08       10.3389/fcimb.2015.00067      False   \n",
       "8    FU Berlin    2015  1160.25       10.5194/acp-15-6897-2015      False   \n",
       "9    FU Berlin    2015  1191.21   10.1371/journal.pone.0140050      False   \n",
       "10   FU Berlin    2015  1142.40       10.3389/fpsyg.2015.01137      False   \n",
       "11   FU Berlin    2015  1298.29       10.3389/fpsyg.2015.01661      False   \n",
       "12   FU Berlin    2015  2000.00       10.3389/fpsyg.2015.01675      False   \n",
       "13   FU Berlin    2015  1165.00              10.1038/srep11598      False   \n",
       "14   FU Berlin    2015  1386.35              10.1038/srep12681      False   \n",
       "15   FU Berlin    2015  2000.00   10.1371/journal.ppat.1004781      False   \n",
       "16   FU Berlin    2015   892.50          10.4081/ejh.2015.2516      False   \n",
       "17   FU Berlin    2015  1535.87       10.3389/fbioe.2015.00130      False   \n",
       "18   FU Berlin    2015   223.93       10.3389/fpsyg.2015.01526      False   \n",
       "19   FU Berlin    2015  1178.42   10.1371/journal.pone.0139402      False   \n",
       "20   FU Berlin    2015  1285.52       10.3389/fpsyg.2015.01267      False   \n",
       "21   FU Berlin    2015  1392.30  10.1088/1367-2630/17/8/083042      False   \n",
       "22   FU Berlin    2015  1509.22        10.3389/fevo.2015.00103      False   \n",
       "23   FU Berlin    2015  2000.00         10.1127/metz/2015/0641      False   \n",
       "24   FU Berlin    2015  1249.50      10.1186/s13570-015-0035-8      False   \n",
       "25   FU Berlin    2015  1625.00      10.1186/s13071-015-0924-0      False   \n",
       "26   FU Berlin    2015  1800.00      10.1186/s12862-015-0390-5      False   \n",
       "27   FU Berlin    2015  1550.33   10.1016/j.ijpddr.2015.03.003      False   \n",
       "28   FU Berlin    2015  2000.00       10.3389/fnhum.2015.00551      False   \n",
       "29   FU Berlin    2015  2000.00             10.1038/ncomms8606      False   \n",
       "..         ...     ...      ...                            ...        ...   \n",
       "31   FU Berlin    2015  1410.07            10.1155/2015/304149      False   \n",
       "32   FU Berlin    2015  2000.00      10.1186/s12918-015-0183-x      False   \n",
       "33   FU Berlin    2015  1785.00                10.3354/cr01302      False   \n",
       "34   FU Berlin    2015  1202.03   10.1371/journal.pone.0130117      False   \n",
       "35   FU Berlin    2015  1243.27   10.1371/journal.pone.0133118      False   \n",
       "36   FU Berlin    2015  1687.00         10.1127/metz/2015/0642      False   \n",
       "37   FU Berlin    2015  1687.00         10.1127/metz/2015/0639      False   \n",
       "38   FU Berlin    2015   895.15            10.1155/2015/235184      False   \n",
       "39   FU Berlin    2015   853.84          10.4236/me.2015.66072      False   \n",
       "40   FU Berlin    2015  1904.00       10.3389/fpsyg.2015.00813      False   \n",
       "41   FU Berlin    2015   435.46         10.4236/epe.2015.75022      False   \n",
       "42   FU Berlin    2015  1150.00          10.3390/toxins7051556      False   \n",
       "43   FU Berlin    2015   770.00       10.3389/fpsyg.2015.00714      False   \n",
       "44   FU Berlin    2015  1299.92   10.1371/journal.pone.0126224      False   \n",
       "45   FU Berlin    2015  2000.00   10.1371/journal.pcbi.1004200      False   \n",
       "46   FU Berlin    2015  1202.03   10.1371/journal.pone.0124550      False   \n",
       "47   FU Berlin    2015   430.50          10.17645/pag.v3i2.192      False   \n",
       "48   FU Berlin    2015  1600.00       10.3389/fnbeh.2015.00096      False   \n",
       "49   FU Berlin    2015  1280.00       10.3389/fpsyg.2015.00079      False   \n",
       "50   FU Berlin    2015  1513.70   10.1371/journal.pone.0118179      False   \n",
       "51   FU Berlin    2015  1904.00       10.3389/fimmu.2015.00108      False   \n",
       "52   FU Berlin    2015  1072.55       10.4142/jvs.2015.16.1.57      False   \n",
       "53   FU Berlin    2015   981.75       10.5194/amtd-8-2623-2015      False   \n",
       "54   FU Berlin    2015  1969.45      10.1186/s12917-015-0351-7      False   \n",
       "55   FU Berlin    2015  1130.50     10.5194/nhessd-3-1231-2015      False   \n",
       "56   FU Berlin    2015  1731.45      10.1186/s13015-014-0028-y      False   \n",
       "57   FU Berlin    2015  1600.00       10.3389/fpsyg.2015.00194      False   \n",
       "58   FU Berlin    2015   219.84        10.3389/fevo.2015.00020      False   \n",
       "59   FU Berlin    2015  1386.35              10.1038/srep19416      False   \n",
       "60   FU Berlin    2015  2000.00            10.1155/2015/569512      False   \n",
       "\n",
       "                                           publisher  \\\n",
       "0                                    Springer Nature   \n",
       "1                    American Physical Society (APS)   \n",
       "2                                    Springer Nature   \n",
       "3                   Public Library of Science (PLoS)   \n",
       "4                                    Springer Nature   \n",
       "5                   Public Library of Science (PLoS)   \n",
       "6                   Public Library of Science (PLoS)   \n",
       "7                                 Frontiers Media SA   \n",
       "8                                    Copernicus GmbH   \n",
       "9                   Public Library of Science (PLoS)   \n",
       "10                                Frontiers Media SA   \n",
       "11                                Frontiers Media SA   \n",
       "12                                Frontiers Media SA   \n",
       "13                                   Springer Nature   \n",
       "14                                   Springer Nature   \n",
       "15                  Public Library of Science (PLoS)   \n",
       "16                            PAGEPress Publications   \n",
       "17                                Frontiers Media SA   \n",
       "18                                Frontiers Media SA   \n",
       "19                  Public Library of Science (PLoS)   \n",
       "20                                Frontiers Media SA   \n",
       "21                                    IOP Publishing   \n",
       "22                                Frontiers Media SA   \n",
       "23                                     Schweizerbart   \n",
       "24                                   Springer Nature   \n",
       "25                                   Springer Nature   \n",
       "26                                   Springer Nature   \n",
       "27                                       Elsevier BV   \n",
       "28                                Frontiers Media SA   \n",
       "29                                   Springer Nature   \n",
       "..                                               ...   \n",
       "31                    Hindawi Publishing Corporation   \n",
       "32                                   Springer Nature   \n",
       "33                     Inter-Research Science Center   \n",
       "34                  Public Library of Science (PLoS)   \n",
       "35                  Public Library of Science (PLoS)   \n",
       "36                                     Schweizerbart   \n",
       "37                                     Schweizerbart   \n",
       "38                    Hindawi Publishing Corporation   \n",
       "39              Scientific Research Publishing, Inc,   \n",
       "40                                Frontiers Media SA   \n",
       "41              Scientific Research Publishing, Inc,   \n",
       "42                                           MDPI AG   \n",
       "43                                Frontiers Media SA   \n",
       "44                  Public Library of Science (PLoS)   \n",
       "45                  Public Library of Science (PLoS)   \n",
       "46                  Public Library of Science (PLoS)   \n",
       "47                                         Cogitatio   \n",
       "48                                Frontiers Media SA   \n",
       "49                                Frontiers Media SA   \n",
       "50                  Public Library of Science (PLoS)   \n",
       "51                                Frontiers Media SA   \n",
       "52  The Korean Society of Veterinary Science (KAMJE)   \n",
       "53                                   Copernicus GmbH   \n",
       "54                                   Springer Nature   \n",
       "55                                   Copernicus GmbH   \n",
       "56                                   Springer Nature   \n",
       "57                                Frontiers Media SA   \n",
       "58                                Frontiers Media SA   \n",
       "59                                   Springer Nature   \n",
       "60                    Hindawi Publishing Corporation   \n",
       "\n",
       "                                   journal_full_title       issn issn_print  \\\n",
       "0                             npj Quantum Information  2056-6387        NaN   \n",
       "1                                   Physical Review X  2160-3308        NaN   \n",
       "2                               Nature Communications  2041-1723        NaN   \n",
       "3                                      PLOS Pathogens  1553-7374        NaN   \n",
       "4                                       Gut Pathogens  1757-4749        NaN   \n",
       "5                                            PLOS ONE  1932-6203        NaN   \n",
       "6                                            PLOS ONE  1932-6203        NaN   \n",
       "7    Frontiers in Cellular and Infection Microbiology  2235-2988        NaN   \n",
       "8                   Atmospheric Chemistry and Physics  1680-7324        NaN   \n",
       "9                                            PLOS ONE  1932-6203        NaN   \n",
       "10                            Frontiers in Psychology  1664-1078        NaN   \n",
       "11                            Frontiers in Psychology  1664-1078        NaN   \n",
       "12                            Frontiers in Psychology  1664-1078        NaN   \n",
       "13                                 Scientific Reports  2045-2322        NaN   \n",
       "14                                 Scientific Reports  2045-2322        NaN   \n",
       "15                                     PLOS Pathogens  1553-7374        NaN   \n",
       "16                 European Journal of Histochemistry  2038-8306  1121-760X   \n",
       "17      Frontiers in Bioengineering and Biotechnology  2296-4185        NaN   \n",
       "18                            Frontiers in Psychology  1664-1078        NaN   \n",
       "19                                           PLOS ONE  1932-6203        NaN   \n",
       "20                            Frontiers in Psychology  1664-1078        NaN   \n",
       "21                             New Journal of Physics  1367-2630        NaN   \n",
       "22                 Frontiers in Ecology and Evolution  2296-701X        NaN   \n",
       "23                        Meteorologische Zeitschrift  0941-2948        NaN   \n",
       "24                                        Pastoralism  2041-7136        NaN   \n",
       "25                                Parasites & Vectors  1756-3305  1756-3305   \n",
       "26                           BMC Evolutionary Biology  1471-2148        NaN   \n",
       "27  International Journal for Parasitology: Drugs ...   22113207   22113207   \n",
       "28                    Frontiers in Human Neuroscience  1662-5161        NaN   \n",
       "29                              Nature Communications  2041-1723        NaN   \n",
       "..                                                ...        ...        ...   \n",
       "31                          Mediators of Inflammation  0962-9351  0962-9351   \n",
       "32                                BMC Systems Biology  1752-0509        NaN   \n",
       "33                                   Climate Research  0936-577X  0936-577X   \n",
       "34                                           PLOS ONE  1932-6203        NaN   \n",
       "35                                           PLOS ONE  1932-6203        NaN   \n",
       "36                        Meteorologische Zeitschrift  0941-2948        NaN   \n",
       "37                        Meteorologische Zeitschrift  0941-2948        NaN   \n",
       "38                                        Scientifica  2090-908X        NaN   \n",
       "39                                     Modern Economy  2152-7245  2152-7245   \n",
       "40                            Frontiers in Psychology  1664-1078        NaN   \n",
       "41                       Energy and Power Engineering  1949-243X  1949-243X   \n",
       "42                                             Toxins  2072-6651        NaN   \n",
       "43                            Frontiers in Psychology  1664-1078        NaN   \n",
       "44                                           PLOS ONE  1932-6203        NaN   \n",
       "45                         PLOS Computational Biology  1553-7358        NaN   \n",
       "46                                           PLOS ONE  1932-6203        NaN   \n",
       "47                            Politics and Governance  2183-2463        NaN   \n",
       "48               Frontiers in Behavioral Neuroscience  1662-5153        NaN   \n",
       "49                            Frontiers in Psychology  1664-1078        NaN   \n",
       "50                                           PLOS ONE  1932-6203        NaN   \n",
       "51                            Frontiers in Immunology  1664-3224        NaN   \n",
       "52                      Journal of Veterinary Science  1229-845X  1229-845X   \n",
       "53     Atmospheric Measurement Techniques Discussions  1867-8610        NaN   \n",
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       "55  Natural Hazards and Earth System Sciences Disc...  2195-9269        NaN   \n",
       "56                   Algorithms for Molecular Biology  1748-7188  1748-7188   \n",
       "57                            Frontiers in Psychology  1664-1078        NaN   \n",
       "58                 Frontiers in Ecology and Evolution  2296-701X        NaN   \n",
       "59                                 Scientific Reports  2045-2322        NaN   \n",
       "60                          Mediators of Inflammation  0962-9351  0962-9351   \n",
       "\n",
       "   issn_electronic                                        license_ref  \\\n",
       "0        2056-6387                                                NaN   \n",
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       "10       1664-1078                                                NaN   \n",
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       "23             NaN                                                NaN   \n",
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       "27             NaN       http://www.elsevier.com/tdm/userlicense/1.0/   \n",
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       "45       1553-7358        http://creativecommons.org/licenses/by/4.0/   \n",
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       "47       2183-2463                                                NaN   \n",
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       "49       1664-1078                                                NaN   \n",
       "50       1932-6203        http://creativecommons.org/licenses/by/4.0/   \n",
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       "52       1976-555X     http://creativecommons.org/licenses/by-nc/3.0/   \n",
       "53       1867-8610        http://creativecommons.org/licenses/by/3.0/   \n",
       "54             NaN                                                NaN   \n",
       "55       2195-9269        http://creativecommons.org/licenses/by/3.0/   \n",
       "56             NaN                                                NaN   \n",
       "57       1664-1078                                                NaN   \n",
       "58       2296-701X                                                NaN   \n",
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       "60       1466-1861        http://creativecommons.org/licenses/by/4.0/   \n",
       "\n",
       "    indexed_in_crossref        pmid       pmcid  ut  url   doaj  \n",
       "0                  True         NaN         NaN NaN  NaN   True  \n",
       "1                  True         NaN         NaN NaN  NaN   True  \n",
       "2                  True  26577800.0  PMC4673657 NaN  NaN   True  \n",
       "3                  True  26544881.0  PMC4636265 NaN  NaN   True  \n",
       "4                  True  26483849.0  PMC4610047 NaN  NaN   True  \n",
       "5                  True  26466351.0  PMC4605782 NaN  NaN   True  \n",
       "6                  True  26544980.0  PMC4636251 NaN  NaN   True  \n",
       "7                  True  26484314.0  PMC4586511 NaN  NaN   True  \n",
       "8                  True         NaN         NaN NaN  NaN   True  \n",
       "9                  True         NaN         NaN NaN  NaN   True  \n",
       "10                 True         NaN         NaN NaN  NaN   True  \n",
       "11                 True  26617535.0  PMC4642355 NaN  NaN   True  \n",
       "12                 True  26583000.0  PMC4628112 NaN  NaN   True  \n",
       "13                 True  26111759.0  PMC4650600 NaN  NaN   True  \n",
       "14                 True  26223582.0  PMC4519788 NaN  NaN   True  \n",
       "15                 True         NaN         NaN NaN  NaN   True  \n",
       "16                 True  26428884.0  PMC4598596 NaN  NaN   True  \n",
       "17                 True  26442247.0  PMC4562258 NaN  NaN   True  \n",
       "18                 True  26539131.0  PMC4611089 NaN  NaN   True  \n",
       "19                 True  26406497.0  PMC4584000 NaN  NaN   True  \n",
       "20                 True  26379592.0  PMC4547006 NaN  NaN   True  \n",
       "21                 True         NaN         NaN NaN  NaN   True  \n",
       "22                 True         NaN         NaN NaN  NaN   True  \n",
       "23                 True         NaN         NaN NaN  NaN   True  \n",
       "24                 True         NaN         NaN NaN  NaN   True  \n",
       "25                 True  26084663.0  PMC4492007 NaN  NaN   True  \n",
       "26                 True  26084455.0  PMC4471916 NaN  NaN   True  \n",
       "27                 True  25905032.0  PMC4401813 NaN  NaN  False  \n",
       "28                 True  26500523.0  PMC4599046 NaN  NaN   True  \n",
       "29                 True  26216619.0  PMC4525213 NaN  NaN   True  \n",
       "..                  ...         ...         ...  ..  ...    ...  \n",
       "31                 True  25948884.0  PMC4408629 NaN  NaN   True  \n",
       "32                 True  26201334.0  PMC4511525 NaN  NaN   True  \n",
       "33                 True         NaN         NaN NaN  NaN  False  \n",
       "34                 True  26083383.0  PMC4470584 NaN  NaN   True  \n",
       "35                 True  26186649.0  PMC4506123 NaN  NaN   True  \n",
       "36                 True         NaN         NaN NaN  NaN   True  \n",
       "37                 True         NaN         NaN NaN  NaN   True  \n",
       "38                 True  25883829.0  PMC4391159 NaN  NaN   True  \n",
       "39                 True         NaN         NaN NaN  NaN  False  \n",
       "40                 True  26157399.0  PMC4477056 NaN  NaN   True  \n",
       "41                 True         NaN         NaN NaN  NaN  False  \n",
       "42                 True  26008228.0  PMC4448163 NaN  NaN   True  \n",
       "43                 True  26089808.0  PMC4452804 NaN  NaN   True  \n",
       "44                 True  25955253.0  PMC4425535 NaN  NaN   True  \n",
       "45                 True  25927964.0  PMC4423987 NaN  NaN   True  \n",
       "46                 True  25946306.0  PMC4422438 NaN  NaN   True  \n",
       "47                 True         NaN         NaN NaN  NaN   True  \n",
       "48                 True  25941479.0  PMC4403551 NaN  NaN   True  \n",
       "49                 True  25717309.0  PMC4324075 NaN  NaN   True  \n",
       "50                 True  25671315.0  PMC4324997 NaN  NaN   True  \n",
       "51                 True  25806034.0  PMC4354412 NaN  NaN   True  \n",
       "52                 True         NaN         NaN NaN  NaN   True  \n",
       "53                 True         NaN         NaN NaN  NaN   True  \n",
       "54                 True  25889573.0  PMC4352559 NaN  NaN   True  \n",
       "55                 True         NaN         NaN NaN  NaN   True  \n",
       "56                 True  25649004.0  PMC4302510 NaN  NaN   True  \n",
       "57                 True  25762966.0  PMC4340142 NaN  NaN   True  \n",
       "58                 True         NaN         NaN NaN  NaN   True  \n",
       "59                 True  26757825.0  PMC4725832 NaN  NaN   True  \n",
       "60                 True  26770019.0  PMC4681803 NaN  NaN   True  \n",
       "\n",
       "[61 rows x 17 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(apcs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(61, 17)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['institution', 'period', 'euro', 'doi', 'is_hybrid', 'publisher',\n",
       "       'journal_full_title', 'issn', 'issn_print', 'issn_electronic',\n",
       "       'license_ref', 'indexed_in_crossref', 'pmid', 'pmcid', 'ut', 'url',\n",
       "       'doaj'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     2000.00\n",
       "1     1503.12\n",
       "2     2000.00\n",
       "3     2000.00\n",
       "4     1805.00\n",
       "5     1191.32\n",
       "6     1236.83\n",
       "7     1499.08\n",
       "8     1160.25\n",
       "9     1191.21\n",
       "10    1142.40\n",
       "11    1298.29\n",
       "12    2000.00\n",
       "13    1165.00\n",
       "14    1386.35\n",
       "15    2000.00\n",
       "16     892.50\n",
       "17    1535.87\n",
       "18     223.93\n",
       "19    1178.42\n",
       "20    1285.52\n",
       "21    1392.30\n",
       "22    1509.22\n",
       "23    2000.00\n",
       "24    1249.50\n",
       "25    1625.00\n",
       "26    1800.00\n",
       "27    1550.33\n",
       "28    2000.00\n",
       "29    2000.00\n",
       "       ...   \n",
       "31    1410.07\n",
       "32    2000.00\n",
       "33    1785.00\n",
       "34    1202.03\n",
       "35    1243.27\n",
       "36    1687.00\n",
       "37    1687.00\n",
       "38     895.15\n",
       "39     853.84\n",
       "40    1904.00\n",
       "41     435.46\n",
       "42    1150.00\n",
       "43     770.00\n",
       "44    1299.92\n",
       "45    2000.00\n",
       "46    1202.03\n",
       "47     430.50\n",
       "48    1600.00\n",
       "49    1280.00\n",
       "50    1513.70\n",
       "51    1904.00\n",
       "52    1072.55\n",
       "53     981.75\n",
       "54    1969.45\n",
       "55    1130.50\n",
       "56    1731.45\n",
       "57    1600.00\n",
       "58     219.84\n",
       "59    1386.35\n",
       "60    2000.00\n",
       "Name: euro, Length: 61, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs['euro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      True\n",
       "1     False\n",
       "2      True\n",
       "3      True\n",
       "4     False\n",
       "5     False\n",
       "6     False\n",
       "7     False\n",
       "8     False\n",
       "9     False\n",
       "10    False\n",
       "11    False\n",
       "12     True\n",
       "13    False\n",
       "14    False\n",
       "15     True\n",
       "16    False\n",
       "17    False\n",
       "18    False\n",
       "19    False\n",
       "20    False\n",
       "21    False\n",
       "22    False\n",
       "23     True\n",
       "24    False\n",
       "25    False\n",
       "26    False\n",
       "27    False\n",
       "28     True\n",
       "29     True\n",
       "      ...  \n",
       "31    False\n",
       "32     True\n",
       "33    False\n",
       "34    False\n",
       "35    False\n",
       "36    False\n",
       "37    False\n",
       "38    False\n",
       "39    False\n",
       "40    False\n",
       "41    False\n",
       "42    False\n",
       "43    False\n",
       "44    False\n",
       "45     True\n",
       "46    False\n",
       "47    False\n",
       "48    False\n",
       "49    False\n",
       "50    False\n",
       "51    False\n",
       "52    False\n",
       "53    False\n",
       "54    False\n",
       "55    False\n",
       "56    False\n",
       "57    False\n",
       "58    False\n",
       "59    False\n",
       "60     True\n",
       "Name: euro, Length: 61, dtype: bool"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs['euro'] >= 2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>institution</th>\n",
       "      <th>period</th>\n",
       "      <th>euro</th>\n",
       "      <th>doi</th>\n",
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       "      <th>publisher</th>\n",
       "      <th>journal_full_title</th>\n",
       "      <th>issn</th>\n",
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       "      <th>issn_electronic</th>\n",
       "      <th>license_ref</th>\n",
       "      <th>indexed_in_crossref</th>\n",
       "      <th>pmid</th>\n",
       "      <th>pmcid</th>\n",
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       "      <th>doaj</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1038/npjqi.2015.10</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
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       "      <td>10.1038/ncomms9498</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Nature Communications</td>\n",
       "      <td>2041-1723</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2041-1723</td>\n",
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       "      <td>True</td>\n",
       "      <td>26577800.0</td>\n",
       "      <td>PMC4673657</td>\n",
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       "    <tr>\n",
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       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1371/journal.ppat.1005246</td>\n",
       "      <td>False</td>\n",
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       "      <td>1553-7374</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
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       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.3389/fpsyg.2015.01675</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Psychology</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1664-1078</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26583000.0</td>\n",
       "      <td>PMC4628112</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1371/journal.ppat.1004781</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS Pathogens</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1553-7374</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1127/metz/2015/0641</td>\n",
       "      <td>False</td>\n",
       "      <td>Schweizerbart</td>\n",
       "      <td>Meteorologische Zeitschrift</td>\n",
       "      <td>0941-2948</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.3389/fnhum.2015.00551</td>\n",
       "      <td>False</td>\n",
       "      <td>Frontiers Media SA</td>\n",
       "      <td>Frontiers in Human Neuroscience</td>\n",
       "      <td>1662-5161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1662-5161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26500523.0</td>\n",
       "      <td>PMC4599046</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1038/ncomms8606</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>Nature Communications</td>\n",
       "      <td>2041-1723</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2041-1723</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26216619.0</td>\n",
       "      <td>PMC4525213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1186/s12918-015-0183-x</td>\n",
       "      <td>False</td>\n",
       "      <td>Springer Nature</td>\n",
       "      <td>BMC Systems Biology</td>\n",
       "      <td>1752-0509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1752-0509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>26201334.0</td>\n",
       "      <td>PMC4511525</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1371/journal.pcbi.1004200</td>\n",
       "      <td>False</td>\n",
       "      <td>Public Library of Science (PLoS)</td>\n",
       "      <td>PLOS Computational Biology</td>\n",
       "      <td>1553-7358</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1553-7358</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>25927964.0</td>\n",
       "      <td>PMC4423987</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>FU Berlin</td>\n",
       "      <td>2015</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>10.1155/2015/569512</td>\n",
       "      <td>False</td>\n",
       "      <td>Hindawi Publishing Corporation</td>\n",
       "      <td>Mediators of Inflammation</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>0962-9351</td>\n",
       "      <td>1466-1861</td>\n",
       "      <td>http://creativecommons.org/licenses/by/4.0/</td>\n",
       "      <td>True</td>\n",
       "      <td>26770019.0</td>\n",
       "      <td>PMC4681803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   institution  period    euro                            doi  is_hybrid  \\\n",
       "0    FU Berlin    2015  2000.0          10.1038/npjqi.2015.10      False   \n",
       "2    FU Berlin    2015  2000.0             10.1038/ncomms9498      False   \n",
       "3    FU Berlin    2015  2000.0   10.1371/journal.ppat.1005246      False   \n",
       "12   FU Berlin    2015  2000.0       10.3389/fpsyg.2015.01675      False   \n",
       "15   FU Berlin    2015  2000.0   10.1371/journal.ppat.1004781      False   \n",
       "23   FU Berlin    2015  2000.0         10.1127/metz/2015/0641      False   \n",
       "28   FU Berlin    2015  2000.0       10.3389/fnhum.2015.00551      False   \n",
       "29   FU Berlin    2015  2000.0             10.1038/ncomms8606      False   \n",
       "32   FU Berlin    2015  2000.0      10.1186/s12918-015-0183-x      False   \n",
       "45   FU Berlin    2015  2000.0   10.1371/journal.pcbi.1004200      False   \n",
       "60   FU Berlin    2015  2000.0            10.1155/2015/569512      False   \n",
       "\n",
       "                           publisher               journal_full_title  \\\n",
       "0                    Springer Nature          npj Quantum Information   \n",
       "2                    Springer Nature            Nature Communications   \n",
       "3   Public Library of Science (PLoS)                   PLOS Pathogens   \n",
       "12                Frontiers Media SA          Frontiers in Psychology   \n",
       "15  Public Library of Science (PLoS)                   PLOS Pathogens   \n",
       "23                     Schweizerbart      Meteorologische Zeitschrift   \n",
       "28                Frontiers Media SA  Frontiers in Human Neuroscience   \n",
       "29                   Springer Nature            Nature Communications   \n",
       "32                   Springer Nature              BMC Systems Biology   \n",
       "45  Public Library of Science (PLoS)       PLOS Computational Biology   \n",
       "60    Hindawi Publishing Corporation        Mediators of Inflammation   \n",
       "\n",
       "         issn issn_print issn_electronic  \\\n",
       "0   2056-6387        NaN       2056-6387   \n",
       "2   2041-1723        NaN       2041-1723   \n",
       "3   1553-7374        NaN       1553-7374   \n",
       "12  1664-1078        NaN       1664-1078   \n",
       "15  1553-7374        NaN       1553-7374   \n",
       "23  0941-2948        NaN             NaN   \n",
       "28  1662-5161        NaN       1662-5161   \n",
       "29  2041-1723        NaN       2041-1723   \n",
       "32  1752-0509        NaN       1752-0509   \n",
       "45  1553-7358        NaN       1553-7358   \n",
       "60  0962-9351  0962-9351       1466-1861   \n",
       "\n",
       "                                    license_ref  indexed_in_crossref  \\\n",
       "0                                           NaN                 True   \n",
       "2                                           NaN                 True   \n",
       "3   http://creativecommons.org/licenses/by/4.0/                 True   \n",
       "12                                          NaN                 True   \n",
       "15  http://creativecommons.org/licenses/by/4.0/                 True   \n",
       "23                                          NaN                 True   \n",
       "28                                          NaN                 True   \n",
       "29                                          NaN                 True   \n",
       "32                                          NaN                 True   \n",
       "45  http://creativecommons.org/licenses/by/4.0/                 True   \n",
       "60  http://creativecommons.org/licenses/by/4.0/                 True   \n",
       "\n",
       "          pmid       pmcid  ut  url  doaj  \n",
       "0          NaN         NaN NaN  NaN  True  \n",
       "2   26577800.0  PMC4673657 NaN  NaN  True  \n",
       "3   26544881.0  PMC4636265 NaN  NaN  True  \n",
       "12  26583000.0  PMC4628112 NaN  NaN  True  \n",
       "15         NaN         NaN NaN  NaN  True  \n",
       "23         NaN         NaN NaN  NaN  True  \n",
       "28  26500523.0  PMC4599046 NaN  NaN  True  \n",
       "29  26216619.0  PMC4525213 NaN  NaN  True  \n",
       "32  26201334.0  PMC4511525 NaN  NaN  True  \n",
       "45  25927964.0  PMC4423987 NaN  NaN  True  \n",
       "60  26770019.0  PMC4681803 NaN  NaN  True  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs[apcs['euro'] >= 2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9018518>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apcs['euro'].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "prices = apcs['euro']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x91bba90>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prices.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apc_file\t apcs\t open_apc_url\t pandas\t pd\t prices\t urllib\t \n"
     ]
    }
   ],
   "source": [
    "%who"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0     2000.00\n",
      "1     1503.12\n",
      "2     2000.00\n",
      "3     2000.00\n",
      "4     1805.00\n",
      "5     1191.32\n",
      "6     1236.83\n",
      "7     1499.08\n",
      "8     1160.25\n",
      "9     1191.21\n",
      "10    1142.40\n",
      "11    1298.29\n",
      "12    2000.00\n",
      "13    1165.00\n",
      "14    1386.35\n",
      "15    2000.00\n",
      "16     892.50\n",
      "17    1535.87\n",
      "18     223.93\n",
      "19    1178.42\n",
      "20    1285.52\n",
      "21    1392.30\n",
      "22    1509.22\n",
      "23    2000.00\n",
      "24    1249.50\n",
      "25    1625.00\n",
      "26    1800.00\n",
      "27    1550.33\n",
      "28    2000.00\n",
      "29    2000.00\n",
      "       ...   \n",
      "31    1410.07\n",
      "32    2000.00\n",
      "33    1785.00\n",
      "34    1202.03\n",
      "35    1243.27\n",
      "36    1687.00\n",
      "37    1687.00\n",
      "38     895.15\n",
      "39     853.84\n",
      "40    1904.00\n",
      "41     435.46\n",
      "42    1150.00\n",
      "43     770.00\n",
      "44    1299.92\n",
      "45    2000.00\n",
      "46    1202.03\n",
      "47     430.50\n",
      "48    1600.00\n",
      "49    1280.00\n",
      "50    1513.70\n",
      "51    1904.00\n",
      "52    1072.55\n",
      "53     981.75\n",
      "54    1969.45\n",
      "55    1130.50\n",
      "56    1731.45\n",
      "57    1600.00\n",
      "58     219.84\n",
      "59    1386.35\n",
      "60    2000.00\n",
      "Name: euro, Length: 61, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "del(prices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x949ae48>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apcs['euro'].hist(bins = 20, color = 'black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "apcs['euro'].hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Series.sum of 0     2000.00\n",
       "1     1503.12\n",
       "2     2000.00\n",
       "3     2000.00\n",
       "4     1805.00\n",
       "5     1191.32\n",
       "6     1236.83\n",
       "7     1499.08\n",
       "8     1160.25\n",
       "9     1191.21\n",
       "10    1142.40\n",
       "11    1298.29\n",
       "12    2000.00\n",
       "13    1165.00\n",
       "14    1386.35\n",
       "15    2000.00\n",
       "16     892.50\n",
       "17    1535.87\n",
       "18     223.93\n",
       "19    1178.42\n",
       "20    1285.52\n",
       "21    1392.30\n",
       "22    1509.22\n",
       "23    2000.00\n",
       "24    1249.50\n",
       "25    1625.00\n",
       "26    1800.00\n",
       "27    1550.33\n",
       "28    2000.00\n",
       "29    2000.00\n",
       "       ...   \n",
       "31    1410.07\n",
       "32    2000.00\n",
       "33    1785.00\n",
       "34    1202.03\n",
       "35    1243.27\n",
       "36    1687.00\n",
       "37    1687.00\n",
       "38     895.15\n",
       "39     853.84\n",
       "40    1904.00\n",
       "41     435.46\n",
       "42    1150.00\n",
       "43     770.00\n",
       "44    1299.92\n",
       "45    2000.00\n",
       "46    1202.03\n",
       "47     430.50\n",
       "48    1600.00\n",
       "49    1280.00\n",
       "50    1513.70\n",
       "51    1904.00\n",
       "52    1072.55\n",
       "53     981.75\n",
       "54    1969.45\n",
       "55    1130.50\n",
       "56    1731.45\n",
       "57    1600.00\n",
       "58     219.84\n",
       "59    1386.35\n",
       "60    2000.00\n",
       "Name: euro, Length: 61, dtype: float64>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs['euro'].sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      61.000000\n",
       "mean     1419.608033\n",
       "std       456.811349\n",
       "min       219.840000\n",
       "25%      1178.420000\n",
       "50%      1410.070000\n",
       "75%      1800.000000\n",
       "max      2000.000000\n",
       "Name: euro, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apcs['euro'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XqFFh+3Lbl5TlTZJ+Rc3vGl6U9KnS7dwanandpyR9J5rf+u2VdH+5yuNqSddI+v7a7MXqiYjPR8SVETGq5pec34mIz4j6dKbf38qup4ekpyXNS/ofNY8AHlHzfN0Lko6U50tLX6v5H4C8IWlOUr3lfR5W80uao5J+o9/7VWF9fknNf9a+KulgedxNjc6q0S9I+kGp0SFJf1jaP6Jm4ByV9DeSLiztHyrrR8vrH2l5rz8otXtd0if6vW+rUKuGfnqVC/Xp4MEvRQEgCU65AEASBDoAJEGgA0ASBDoAJEGgA0ASBDoAJEGgA0ASBDoAJPF/BHZQWHJ2qW8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "url_and_filename = {\"https://raw.githubusercontent.com/OpenAPC/openapc-de/\"\n",
    "                    \"master/data/fuberlin/APC_FU_Berlin_2015.csv\" : \n",
    "                    \"openapc_berlin.csv\",\n",
    "                    \n",
    "                    \"https://raw.githubusercontent.com/OpenAPC/openapc-de/\"\n",
    "                    \"master/data/unifrankfurt/open_apc_2018jul-dez_final_enriched.csv\" :\n",
    "                    \"openapc_frankfurt.csv\",\n",
    "                    \n",
    "                    \"https://raw.githubusercontent.com/OpenAPC/openapc-de/\"\n",
    "                    \"master/data/unimuenster/ULB-Muenster_Open-Access-Fonds_Kosten_2018_enriched.csv\" :\n",
    "                    \"openapc_muenster.csv\"\n",
    "                    }\n",
    "\n",
    "for key, value in url_and_filename.items():\n",
    "    urllib.request.urlretrieve(key, value)\n",
    "    pd.read_csv(value, sep = ',')['euro'].hist(bins = 20)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "eins\n",
      "zwei\n",
      "drei\n"
     ]
    }
   ],
   "source": [
    "meine_liste = ['eins', 'zwei', 'drei']\n",
    "for item in meine_liste:\n",
    "    print(item)"
   ]
  },
  {
   "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}