update journal name notebook

1 files changed, 442 insertions, 434 deletions

diff --git a/notebooks/Journal_Names.ipynb b/notebooks/Journal_Names.ipynb
index 68fedb5..91da2a2 100644
--- a/notebooks/Journal_Names.ipynb
+++ b/notebooks/Journal_Names.ipynb
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -54,16 +54,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2929727"
+       "2938859"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 64,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,16 +83,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "2929727"
+       "2938859"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 66,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 67,
    "metadata": {},
    "outputs": [
     {
@@ -145,12 +145,12 @@
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>˜The œpublishers weekly.</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>Publishers weekly</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -165,12 +165,12 @@
        "                          name  issn_count\n",
        "0             Acta Orientalia.           1\n",
        "1  Acta Orientalia (København)           1\n",
-       "2     ˜The œpublishers weekly.           1\n",
-       "3            Publishers weekly           1\n",
+       "2     ˜The œpublishers weekly.           2\n",
+       "3            Publishers weekly           2\n",
        "4                    ASMT news           1"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 67,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 68,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -190,7 +190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -199,16 +199,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 70,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "194241"
+       "586466"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -219,16 +219,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 71,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.06630003409874026"
+       "0.1995556779008452"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 71,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -241,12 +241,12 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "About 6% (or 194241) names are repeated. "
+    "About 19% (or 586466) names are repeated. "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [
     {
@@ -276,15 +276,15 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>194241.000000</td>\n",
+       "      <td>586466.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
-       "      <td>3.197523</td>\n",
+       "      <td>2.443930</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
-       "      <td>25.081605</td>\n",
+       "      <td>15.260303</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
@@ -304,7 +304,7 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
-       "      <td>8980.000000</td>\n",
+       "      <td>9520.000000</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -312,17 +312,17 @@
       ],
       "text/plain": [
        "          issn_count\n",
-       "count  194241.000000\n",
-       "mean        3.197523\n",
-       "std        25.081605\n",
+       "count  586466.000000\n",
+       "mean        2.443930\n",
+       "std        15.260303\n",
        "min         2.000000\n",
        "25%         2.000000\n",
        "50%         2.000000\n",
        "75%         2.000000\n",
-       "max      8980.000000"
+       "max      9520.000000"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 72,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -335,23 +335,23 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Which name is shared by over 8000 ISSN?"
+    "Which name is shared most?"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "name          Annual report.\n",
-       "issn_count              8980\n",
-       "Name: 45907, dtype: object"
+       "issn_count              9520\n",
+       "Name: 45999, dtype: object"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 73,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -369,25 +369,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 74,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['0706-537X',\n",
-       " '1186-7957',\n",
-       " '2324-1926',\n",
-       " '1445-9248',\n",
-       " '0872-3982',\n",
-       " '1714-1524',\n",
-       " '1037-8812',\n",
-       " '0225-0241',\n",
-       " '1327-6344',\n",
-       " '0702-7702']"
+       "['1495-9097',\n",
+       " '2205-7919',\n",
+       " '1447-3836',\n",
+       " '1914-9220',\n",
+       " '0707-1515',\n",
+       " '1494-6149',\n",
+       " '2293-3174',\n",
+       " '1977-9046',\n",
+       " '0707-4298',\n",
+       " '2239-9674']"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -400,21 +400,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "On average a repeated name will point to 3 ISSN. About 24k names point to more than 3 ISSN."
+    "On average a repeated name will point to 3 ISSN. Over 20k names point to more than 3 ISSN."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 76,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "24107"
+       "27230"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 76,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -425,7 +425,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 77,
    "metadata": {},
    "outputs": [
     {
@@ -455,74 +455,74 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>395908</th>\n",
-       "      <td>Criminal trial manual.</td>\n",
-       "      <td>4</td>\n",
+       "      <th>1356987</th>\n",
+       "      <td>Karrier online</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>336247</th>\n",
-       "      <td>Mesures.</td>\n",
+       "      <th>1778072</th>\n",
+       "      <td>Curriculum express for parents.</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2242923</th>\n",
-       "      <td>Tinere speranţe.</td>\n",
-       "      <td>4</td>\n",
+       "      <th>366690</th>\n",
+       "      <td>Annual Report ....</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>380962</th>\n",
-       "      <td>Résistances.</td>\n",
-       "      <td>5</td>\n",
+       "      <th>878789</th>\n",
+       "      <td>Brilliant.</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>823415</th>\n",
-       "      <td>˜Le œPaysan.</td>\n",
-       "      <td>14</td>\n",
+       "      <th>37507</th>\n",
+       "      <td>Synthesis.</td>\n",
+       "      <td>35</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>157897</th>\n",
-       "      <td>Barron's regents exams and answers.</td>\n",
-       "      <td>18</td>\n",
+       "      <th>942931</th>\n",
+       "      <td>Special Burda</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>468031</th>\n",
-       "      <td>Revista científica.</td>\n",
-       "      <td>14</td>\n",
+       "      <th>640073</th>\n",
+       "      <td>Belle.</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1102294</th>\n",
-       "      <td>Kotoba to bunka.</td>\n",
-       "      <td>4</td>\n",
+       "      <th>2666134</th>\n",
+       "      <td>Naše delo</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2049420</th>\n",
-       "      <td>˜L'œHarmonie.</td>\n",
-       "      <td>7</td>\n",
+       "      <th>376646</th>\n",
+       "      <td>Opinion.</td>\n",
+       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10843</th>\n",
-       "      <td>Design.</td>\n",
-       "      <td>14</td>\n",
+       "      <th>918869</th>\n",
+       "      <td>Limited edition magazine.</td>\n",
+       "      <td>16</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                        name  issn_count\n",
-       "395908                Criminal trial manual.           4\n",
-       "336247                              Mesures.           4\n",
-       "2242923                     Tinere speranţe.           4\n",
-       "380962                          Résistances.           5\n",
-       "823415                          ˜Le œPaysan.          14\n",
-       "157897   Barron's regents exams and answers.          18\n",
-       "468031                   Revista científica.          14\n",
-       "1102294                     Kotoba to bunka.           4\n",
-       "2049420                        ˜L'œHarmonie.           7\n",
-       "10843                                Design.          14"
+       "                                    name  issn_count\n",
+       "1356987                   Karrier online           6\n",
+       "1778072  Curriculum express for parents.           4\n",
+       "366690                Annual Report ....           7\n",
+       "878789                        Brilliant.           4\n",
+       "37507                         Synthesis.          35\n",
+       "942931                     Special Burda          11\n",
+       "640073                            Belle.           6\n",
+       "2666134                        Naše delo           6\n",
+       "376646                          Opinion.          12\n",
+       "918869         Limited edition magazine.          16"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -533,32 +533,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['1285-9133',\n",
+       "['1158-9574',\n",
+       " '2183-0134',\n",
+       " '1517-8889',\n",
        " '1480-4670',\n",
-       " '1487-5349',\n",
+       " '0379-8402',\n",
        " '1724-6598',\n",
-       " '2183-0134',\n",
-       " '2538-693X',\n",
-       " '2610-8933',\n",
        " '2035-8326',\n",
-       " '2295-9084',\n",
-       " '1517-8889',\n",
        " '2249-5053',\n",
-       " '2420-9198',\n",
-       " '2654-9263',\n",
-       " '2610-8925',\n",
-       " '1158-9574',\n",
        " '0872-4784',\n",
-       " '0379-8402']"
+       " '2610-8933',\n",
+       " '2610-8925',\n",
+       " '2654-9263',\n",
+       " '2420-9198',\n",
+       " '2538-693X',\n",
+       " '1487-5349',\n",
+       " '1285-9133',\n",
+       " '2655-5662',\n",
+       " '2295-9084']"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -569,7 +570,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -578,13 +579,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -601,7 +602,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 80,
    "metadata": {},
    "outputs": [
     {
@@ -610,13 +611,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 18,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAD4CAYAAAAO9oqkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAAW/UlEQVR4nO3df6zddZ3n8edr8ccaGBcQ56ZDcYuZ6gZkpsoNsNGdXGWFimaKG8NCWCnKWI2QaNLNbHUnwZUlYXZH3SXrMFuHhpJ1qGQQaQQXO11PdJKtUpTlpywFS2i3tJGieHXCbp33/nE+13tuve09Pef+svf5SE7O97y/n+/3fs6bXF79fs/33G+qCknS0vYPFnoCkqSFZxhIkgwDSZJhIEnCMJAkAa9Y6AkM6rTTTqsVK1Ys9DTmzM9//nNOPPHEhZ7GomAvprIfU9mPSf304sEHH/xxVb3+8PpvbBisWLGCnTt3LvQ05kyn02FsbGyhp7Eo2Iup7MdU9mNSP71I8ux0dU8TSZIMA0mSYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSSJ3+BvIA9jxYZ7F+Tn7r7pvQvycyVpJh4ZSJIMA0mSYSBJwjCQJGEYSJLoIwySnJHkW0keT/JYkk+0+qlJtiV5qj2f0upJcnOSXUkeTvK2nn2tbeOfSrK2p35ukkfaNjcnyVy8WUnS9Po5MjgErK+qs4ALgGuTnAVsALZX1Upge3sN8B5gZXusA26BbngA1wPnA+cB108ESBvzkZ7tVg//1iRJ/ZoxDKpqX1V9vy3/DHgCOB1YA2xuwzYDl7blNcDt1bUDODnJMuBiYFtVHayqF4FtwOq27rVVtaOqCri9Z1+SpHlwTF86S7ICeCvwXWCkqva1Vc8DI235dOC5ns32tNrR6numqU/389fRPdpgZGSETqdzLNP/lfXnHBpou2Edy3zHx8cHfn/HG3sxlf2Yyn5MGqYXfYdBkpOAu4BPVtVLvaf1q6qS1EAzOAZVtRHYCDA6OlqD3vf06oX6BvKVY32P9b6uk+zFVPZjKvsxaZhe9HU1UZJX0g2CL1fVV1t5fzvFQ3s+0Op7gTN6Nl/eakerL5+mLkmaJ/1cTRTgVuCJqvp8z6qtwMQVQWuBe3rqV7Wrii4AftpOJ90PXJTklPbB8UXA/W3dS0kuaD/rqp59SZLmQT+nid4OfBB4JMlDrfZp4CbgziTXAM8Cl7V19wGXALuAXwAfAqiqg0luAB5o4z5bVQfb8seB24DXAN9oD0nSPJkxDKrqb4EjXfd/4TTjC7j2CPvaBGyapr4TeMtMc5EkzQ2/gSxJMgwkSYaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSfR328tNSQ4kebSn9pUkD7XH7ok7oCVZkeTvetb9Rc825yZ5JMmuJDe3W1yS5NQk25I81Z5PmYP3KUk6in6ODG4DVvcWqupfVtWqqloF3AV8tWf10xPrqupjPfVbgI8AK9tjYp8bgO1VtRLY3l5LkubRjGFQVd8GDk63rv3r/jLgjqPtI8ky4LVVtaPdFvN24NK2eg2wuS1v7qlLkubJjPdAnsE/A/ZX1VM9tTOT/AB4CfiTqvoOcDqwp2fMnlYDGKmqfW35eWDkSD8syTpgHcDIyAidTmegSa8/59BA2w3rWOY7Pj4+8Ps73tiLqezHVPZj0jC9GDYMrmDqUcE+4A1V9UKSc4GvJTm7351VVSWpo6zfCGwEGB0drbGxsYEmffWGewfabli7rxzre2yn02HQ93e8sRdT2Y+p7MekYXoxcBgkeQXwL4BzJ2pV9TLwclt+MMnTwJuAvcDyns2XtxrA/iTLqmpfO510YNA5SZIGM8ylpf8c+GFV/er0T5LXJzmhLb+R7gfFz7TTQC8luaB9znAVcE/bbCuwti2v7alLkuZJP5eW3gH8T+DNSfYkuaatupxf/+D4D4CH26Wmfw18rKomPnz+OPCXwC7gaeAbrX4T8O4kT9ENmJsGfzuSpEHMeJqoqq44Qv3qaWp30b3UdLrxO4G3TFN/AbhwpnlIkuaO30CWJBkGkiTDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSfR3c5tNSQ4kebSn9pkke5M81B6X9Kz7VJJdSZ5McnFPfXWr7Uqyoad+ZpLvtvpXkrxqNt+gJGlm/RwZ3Aasnqb+hapa1R73ASQ5i+4d0M5u2/x5khParTC/CLwHOAu4oo0F+NO2r98FXgSuOfwHSZLm1oxhUFXfBg7ONK5ZA2ypqper6kd0b3F5Xnvsqqpnqur/AluANe1+yO+ie4tMgM3Apcf2FiRJw5rxtpdHcV2Sq4CdwPqqehE4HdjRM2ZPqwE8d1j9fOB1wE+q6tA0439NknXAOoCRkRE6nc5AE19/zqGZB82BY5nv+Pj4wO/veGMvprIfU9mPScP0YtAwuAW4Aaj2/DngwwPuq29VtRHYCDA6OlpjY2MD7efqDffO4qz6t/vKsb7HdjodBn1/xxt7MZX9mMp+TBqmFwOFQVXtn1hO8iXg6+3lXuCMnqHLW40j1F8ATk7yinZ00DtekjRPBrq0NMmynpfvByauNNoKXJ7k1UnOBFYC3wMeAFa2K4deRfdD5q1VVcC3gA+07dcC9wwyJ0nS4GY8MkhyBzAGnJZkD3A9MJZkFd3TRLuBjwJU1WNJ7gQeBw4B11bVL9t+rgPuB04ANlXVY+1H/BtgS5J/D/wAuHW23pwkqT8zhkFVXTFN+Yj/w66qG4Ebp6nfB9w3Tf0ZulcbSZIWiN9AliQZBpIkw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEkYBpIk+giDJJuSHEjyaE/tPyb5YZKHk9yd5ORWX5Hk75I81B5/0bPNuUkeSbIryc1J0uqnJtmW5Kn2fMocvE9J0lH0c2RwG7D6sNo24C1V9XvA/wY+1bPu6apa1R4f66nfAnyE7n2RV/bscwOwvapWAtvba0nSPJoxDKrq28DBw2rfrKpD7eUOYPnR9pFkGfDaqtpRVQXcDlzaVq8BNrflzT11SdI8mfEeyH34MPCVntdnJvkB8BLwJ1X1HeB0YE/PmD2tBjBSVfva8vPAyJF+UJJ1wDqAkZEROp3OQBNef86hmQfNgWOZ7/j4+MDv73hjL6ayH1PZj0nD9GKoMEjyb4FDwJdbaR/whqp6Icm5wNeSnN3v/qqqktRR1m8ENgKMjo7W2NjYQPO+esO9A203rN1XjvU9ttPpMOj7O97Yi6nsx1T2Y9IwvRg4DJJcDbwPuLCd+qGqXgZebssPJnkaeBOwl6mnkpa3GsD+JMuqal87nXRg0DlJkgYz0KWlSVYDfwz8YVX9oqf++iQntOU30v2g+Jl2GuilJBe0q4iuAu5pm20F1rbltT11SdI8mfHIIMkdwBhwWpI9wPV0rx56NbCtXSG6o1059AfAZ5P8P+DvgY9V1cSHzx+ne2XSa4BvtAfATcCdSa4BngUum5V3Jknq24xhUFVXTFO+9Qhj7wLuOsK6ncBbpqm/AFw40zwkSXPHbyBLkgwDSZJhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRJ9hkGSTUkOJHm0p3Zqkm1JnmrPp7R6ktycZFeSh5O8rWebtW38U0nW9tTPTfJI2+bmdmtMSdI86ffI4DZg9WG1DcD2qloJbG+vAd5D997HK4F1wC3QDQ+6t8w8HzgPuH4iQNqYj/Rsd/jPkiTNob7CoKq+DRw8rLwG2NyWNwOX9tRvr64dwMlJlgEXA9uq6mBVvQhsA1a3da+tqh1VVcDtPfuSJM2DGe+BfBQjVbWvLT8PjLTl04HnesbtabWj1fdMU/81SdbRPdpgZGSETqcz0MTXn3NooO2GdSzzHR8fH/j9HW/sxVT2Yyr7MWmYXgwTBr9SVZWkZmNfM/ycjcBGgNHR0RobGxtoP1dvuHcWZ9W/3VeO9T220+kw6Ps73tiLqezHVPZj0jC9GOZqov3tFA/t+UCr7wXO6Bm3vNWOVl8+TV2SNE+GCYOtwMQVQWuBe3rqV7Wrii4AftpOJ90PXJTklPbB8UXA/W3dS0kuaFcRXdWzL0nSPOjrNFGSO4Ax4LQke+heFXQTcGeSa4Bngcva8PuAS4BdwC+ADwFU1cEkNwAPtHGfraqJD6U/TveKpdcA32gPSdI86SsMquqKI6y6cJqxBVx7hP1sAjZNU98JvKWfuUiSZp/fQJYkGQaSJMNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJDBEGSd6c5KGex0tJPpnkM0n29tQv6dnmU0l2JXkyycU99dWttivJhmHflCTp2PR1c5vpVNWTwCqAJCfQvW/x3XTvbPaFqvqz3vFJzgIuB84Gfgf4myRvaqu/CLwb2AM8kGRrVT0+6NwkScdm4DA4zIXA01X1bPc2xtNaA2ypqpeBHyXZBZzX1u2qqmcAkmxpYw0DSZons/WZweXAHT2vr0vycJJNSU5ptdOB53rG7Gm1I9UlSfMk3VsWD7GD5FXA/wHOrqr9SUaAHwMF3AAsq6oPJ/kvwI6q+m9tu1uZvPH96qr6o1b/IHB+VV03zc9aB6wDGBkZOXfLli0DzfmRvT8daLthnXP6P+p77Pj4OCeddNIczuY3h72Yyn5MZT8m9dOLd77znQ9W1ejh9dk4TfQe4PtVtR9g4hkgyZeAr7eXe4EzerZb3mocpT5FVW0ENgKMjo7W2NjYQBO+esO9A203rN1XjvU9ttPpMOj7O97Yi6nsx1T2Y9IwvZiN00RX0HOKKMmynnXvBx5ty1uBy5O8OsmZwErge8ADwMokZ7ajjMvbWEnSPBnqyCDJiXSvAvpoT/k/JFlF9zTR7ol1VfVYkjvpfjB8CLi2qn7Z9nMdcD9wArCpqh4bZl6SpGMzVBhU1c+B1x1W++BRxt8I3DhN/T7gvmHmIkkanN9AliQZBpIkw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkZiEMkuxO8kiSh5LsbLVTk2xL8lR7PqXVk+TmJLuSPJzkbT37WdvGP5Vk7bDzkiT1b7aODN5ZVauqarS93gBsr6qVwPb2GuA9dO99vBJYB9wC3fAArgfOB84Drp8IEEnS3Jur00RrgM1teTNwaU/99uraAZycZBlwMbCtqg5W1YvANmD1HM1NknSYoe6B3BTwzSQF/Neq2giMVNW+tv55YKQtnw4817PtnlY7Un2KJOvoHlEwMjJCp9MZaMLrzzk00HbDOpb5jo+PD/z+jjf2Yir7MZX9mDRML2YjDN5RVXuT/DawLckPe1dWVbWgGFoLmo0Ao6OjNTY2NtB+rt5w72xM55jtvnKs77GdTodB39/xxl5MZT+msh+ThunF0KeJqmpvez4A3E33nP/+dvqH9nygDd8LnNGz+fJWO1JdkjQPhgqDJCcm+a2JZeAi4FFgKzBxRdBa4J62vBW4ql1VdAHw03Y66X7goiSntA+OL2o1SdI8GPY00Qhwd5KJff1VVf33JA8Adya5BngWuKyNvw+4BNgF/AL4EEBVHUxyA/BAG/fZqjo45NwkSX0aKgyq6hng96epvwBcOE29gGuPsK9NwKZh5iNJGozfQJYkGQaSJMNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJIYIgyRnJPlWkseTPJbkE63+mSR7kzzUHpf0bPOpJLuSPJnk4p766lbblWTDcG9JknSshrnT2SFgfVV9v90H+cEk29q6L1TVn/UOTnIWcDlwNvA7wN8keVNb/UXg3cAe4IEkW6vq8SHmtiit2HBv32PXn3OIq49h/Ex23/TeWduXpOPPwGHQbmS/ry3/LMkTwOlH2WQNsKWqXgZ+lGQXcF5bt6vdQpMkW9rY4y4MJGmxGuoeyBOSrADeCnwXeDtwXZKrgJ10jx5epBsUO3o228NkeDx3WP38I/ycdcA6gJGRETqdzkDzXX/OoYG2m08jr5ndeQ7aq8VgfHz8N3r+s81+TGU/Jg3Ti6HDIMlJwF3AJ6vqpSS3ADcA1Z4/B3x42J8DUFUbgY0Ao6OjNTY2NtB+ZvP0y1xZf84hPvfIrGQ1ALuvHJu1fc23TqfDoP+tj0f2Yyr7MWmYXgz1f5skr6QbBF+uqq8CVNX+nvVfAr7eXu4FzujZfHmrcZS6JGkeDHM1UYBbgSeq6vM99WU9w94PPNqWtwKXJ3l1kjOBlcD3gAeAlUnOTPIquh8ybx10XpKkYzfMkcHbgQ8CjyR5qNU+DVyRZBXd00S7gY8CVNVjSe6k+8HwIeDaqvolQJLrgPuBE4BNVfXYEPOSJB2jYa4m+lsg06y67yjb3AjcOE39vqNtJ0maW34DWZJkGEiSDANJEoaBJAnDQJLELP05Ci1+x/JH8maTfyBP+s3gkYEkyTCQJBkGkiQMA0kShoEkCcNAkoRhIEnC7xlojs3G9xvWn3NooLvT+R0HqX8eGUiSPDLQ8ctvXUv9WzRHBklWJ3kyya4kGxZ6PpK0lCyKI4MkJwBfBN4N7AEeSLK1qh5f2JlJx26uj0gG/QxlLnk09JtvUYQBcB6wq6qeAUiyBVhD937Jkha5hTolB4szHOfSXAVvqmpOdnxMk0g+AKyuqj9qrz8InF9V1x02bh2wrr18M/DkvE50fp0G/HihJ7FI2Iup7MdU9mNSP734x1X1+sOLi+XIoC9VtRHYuNDzmA9JdlbV6ELPYzGwF1PZj6nsx6RherFYPkDeC5zR83p5q0mS5sFiCYMHgJVJzkzyKuByYOsCz0mSloxFcZqoqg4luQ64HzgB2FRVjy3wtBbakjgd1id7MZX9mMp+TBq4F4viA2RJ0sJaLKeJJEkLyDCQJBkGCy3JpiQHkjzaUzs1ybYkT7XnUxZyjvMpyRlJvpXk8SSPJflEqy+5niT5h0m+l+R/tV78u1Y/M8l3259u+Uq76GLJSHJCkh8k+Xp7vWT7kWR3kkeSPJRkZ6sN9LtiGCy824DVh9U2ANuraiWwvb1eKg4B66vqLOAC4NokZ7E0e/Iy8K6q+n1gFbA6yQXAnwJfqKrfBV4Erlm4KS6ITwBP9Lxe6v14Z1Wt6vl+wUC/K4bBAquqbwMHDyuvATa35c3ApfM5p4VUVfuq6vtt+Wd0f+lPZwn2pLrG28tXtkcB7wL+utWXRC8mJFkOvBf4y/Y6LOF+HMFAvyuGweI0UlX72vLzwMhCTmahJFkBvBX4Lku0J+2UyEPAAWAb8DTwk6o61IbsoRuWS8V/Av4Y+Pv2+nUs7X4U8M0kD7Y/1wMD/q4siu8Z6MiqqpIsuet/k5wE3AV8sqpe6v4DsGsp9aSqfgmsSnIycDfwTxZ2RgsnyfuAA1X1YJKxBZ7OYvGOqtqb5LeBbUl+2LvyWH5XPDJYnPYnWQbQng8s8HzmVZJX0g2CL1fVV1t5Sfekqn4CfAv4p8DJSSb+IbeU/nTL24E/TLIb2EL39NB/Zun2g6ra254P0P3HwnkM+LtiGCxOW4G1bXktcM8CzmVetXPAtwJPVNXne1YtuZ4keX07IiDJa+je7+MJuqHwgTZsSfQCoKo+VVXLq2oF3T9Z8z+q6kqWaD+SnJjktyaWgYuARxnwd8VvIC+wJHcAY3T/9Ox+4Hrga8CdwBuAZ4HLqurwD5mPS0neAXwHeITJ88Kfpvu5wZLqSZLfo/sB4Al0/+F2Z1V9Nskb6f7L+FTgB8C/qqqXF26m86+dJvrXVfW+pdqP9r7vbi9fAfxVVd2Y5HUM8LtiGEiSPE0kSTIMJEkYBpIkDANJEoaBJAnDQJKEYSBJAv4/mF0rfaZ2dTEAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -633,7 +634,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 81,
    "metadata": {},
    "outputs": [
     {
@@ -642,13 +643,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 81,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAD4CAYAAAAO9oqkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy86wFpkAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWyklEQVR4nO3df7DddX3n8edryaIglYC0t26S2TA1tYNQXbgLdJ3tXqQDQR3DH9bBYUu0rJlt0Vo3swp2usyqzGCVpcJWdrKSBdoMkVK7ySiKGeSu05kGEX8Qfmi5ixGSRWINxI0/N+57/zifrIfLveTec27u+aZ5Pmbu3PP9fD/f73l9Q25e9/s933NIVSFJOrr9o1EHkCSNnmUgSbIMJEmWgSQJy0CSBCwZdYBBnXLKKbVy5cqBtv3BD37AS17ykoUNtMC6nrHr+aD7GbueD7qfsev5oHsZH3jggb+vql983oqqOiK/zjrrrBrUvffeO/C2i6XrGbuer6r7Gbuer6r7Gbuer6p7GYEv1wz/pnqZSJJkGUiSLANJEpaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJHMEfRzGMHbv38bYrP7Poz7vz2jcs+nNK0lx4ZiBJsgwkSZaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJzKEMkmxMsifJQzOsW5+kkpzSlpPkhiRTSR5Mcmbf3LVJHmtfa/vGz0qyo21zQ5Is1MFJkuZmLmcGtwCrpw8mWQFcADzRN3wRsKp9rQNuanNPBq4GzgHOBq5OclLb5ibgHX3bPe+5JEmH1yHLoKq+COydYdX1wHuB6htbA9zW/r/L24GlSV4OXAhsq6q9VfUMsA1Y3da9tKq2t/9R823AxUMdkSRp3gb6bKIka4DdVfX1aVd1lgFP9i3vamMvNL5rhvHZnncdvTMOxsbGmJycHCQ+Y8fB+jMODLTtMOaTd//+/QMf32Loej7ofsau54PuZ+x6PjgyMsIAZZDkeOD99C4RLaqq2gBsABgfH6+JiYmB9nPjpi1ct2PxP6Nv56UTc547OTnJoMe3GLqeD7qfsev5oPsZu54PjoyMMNjdRL8CnAp8PclOYDnwlSS/DOwGVvTNXd7GXmh8+QzjkqRFNO8yqKodVfVLVbWyqlbSu7RzZlV9B9gKXNbuKjoX2FdVTwF3AxckOam9cHwBcHdb9/0k57a7iC4DtizQsUmS5mgut5beDvwt8Moku5Jc/gLT7wIeB6aA/wr8PkBV7QU+CNzfvj7QxmhzPtG2+Z/AZwc7FEnSoA554byq3nqI9Sv7HhdwxSzzNgIbZxj/MnD6oXJIkg4f34EsSbIMJEmWgSQJy0CShGUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJElYBpIkLANJEpaBJIk5lEGSjUn2JHmob+wjSb6R5MEkf51kad+6q5JMJflmkgv7xle3sakkV/aNn5rkvjb+ySTHLuDxSZLmYC5nBrcAq6eNbQNOr6pfB/4OuAogyWnAJcCr2jYfT3JMkmOAPwMuAk4D3trmAnwYuL6qXgE8A1w+1BFJkubtkGVQVV8E9k4b+3xVHWiL24Hl7fEaYHNV/aSqvgVMAWe3r6mqeryqfgpsBtYkCfA64M62/a3AxcMdkiRpvpYswD5+F/hke7yMXjkctKuNATw5bfwc4GXAs33F0j//eZKsA9YBjI2NMTk5OVDgseNg/RkHDj1xgc0n7/79+wc+vsXQ9XzQ/Yxdzwfdz9j1fHBkZIQhyyDJHwEHgE0LE+eFVdUGYAPA+Ph4TUxMDLSfGzdt4bodC9GD87Pz0ok5z52cnGTQ41sMXc8H3c/Y9XzQ/YxdzwdHRkYYogySvA14I3B+VVUb3g2s6Ju2vI0xy/j3gKVJlrSzg/75kqRFMtCtpUlWA+8F3lRVP+xbtRW4JMmLkpwKrAK+BNwPrGp3Dh1L70Xmra1E7gXe3LZfC2wZ7FAkSYOay62ltwN/C7wyya4klwP/GfgFYFuSryX5LwBV9TBwB/AI8Dngiqr6Wfut/53A3cCjwB1tLsD7gH+XZIreawg3L+gRSpIO6ZCXiarqrTMMz/oPdlVdA1wzw/hdwF0zjD9O724jSdKI+A5kSZJlIEmyDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJEnMoQySbEyyJ8lDfWMnJ9mW5LH2/aQ2niQ3JJlK8mCSM/u2WdvmP5Zkbd/4WUl2tG1uSJKFPkhJ0guby5nBLcDqaWNXAvdU1SrgnrYMcBGwqn2tA26CXnkAVwPnAGcDVx8skDbnHX3bTX8uSdJhdsgyqKovAnunDa8Bbm2PbwUu7hu/rXq2A0uTvBy4ENhWVXur6hlgG7C6rXtpVW2vqgJu69uXJGmRLBlwu7Gqeqo9/g4w1h4vA57sm7erjb3Q+K4ZxmeUZB29Mw7GxsaYnJwcLPxxsP6MAwNtO4z55N2/f//Ax7cYup4Pup+x6/mg+xm7ng+OjIwweBn8f1VVSWohwszhuTYAGwDGx8drYmJioP3cuGkL1+0Y+tDnbeelE3OeOzk5yaDHtxi6ng+6n7Hr+aD7GbueD46MjDD43URPt0s8tO972vhuYEXfvOVt7IXGl88wLklaRIOWwVbg4B1Ba4EtfeOXtbuKzgX2tctJdwMXJDmpvXB8AXB3W/f9JOe2u4gu69uXJGmRHPJaSZLbgQnglCS76N0VdC1wR5LLgW8Db2nT7wJeD0wBPwTeDlBVe5N8ELi/zftAVR18Ufr36d2xdBzw2fYlSVpEhyyDqnrrLKvOn2FuAVfMsp+NwMYZxr8MnH6oHJKkw8d3IEuSLANJkmUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJElYBpIkLANJEpaBJAnLQJLEkGWQ5D1JHk7yUJLbk7w4yalJ7ksyleSTSY5tc1/Ulqfa+pV9+7mqjX8zyYVDHpMkaZ4GLoMky4A/AMar6nTgGOAS4MPA9VX1CuAZ4PK2yeXAM238+jaPJKe17V4FrAY+nuSYQXNJkuZv2MtES4DjkiwBjgeeAl4H3NnW3wpc3B6vacu09ecnSRvfXFU/qapvAVPA2UPmkiTNw8BlUFW7gY8CT9ArgX3AA8CzVXWgTdsFLGuPlwFPtm0PtPkv6x+fYRtJ0iJYMuiGSU6i91v9qcCzwF/Su8xz2CRZB6wDGBsbY3JycqD9jB0H6884cOiJC2w+effv3z/w8S2GrueD7mfsej7ofsau54MjIyMMUQbAbwHfqqrvAiT5FPBaYGmSJe23/+XA7jZ/N7AC2NUuK50IfK9v/KD+bZ6jqjYAGwDGx8drYmJioOA3btrCdTuGOfTB7Lx0Ys5zJycnGfT4FkPX80H3M3Y9H3Q/Y9fzwZGREYZ7zeAJ4Nwkx7dr/+cDjwD3Am9uc9YCW9rjrW2Ztv4LVVVt/JJ2t9GpwCrgS0PkkiTN08C/HlfVfUnuBL4CHAC+Su+39s8Am5N8qI3d3Da5GfjzJFPAXnp3EFFVDye5g16RHACuqKqfDZpLkjR/Q10rqaqrgaunDT/ODHcDVdWPgd+eZT/XANcMk0WSNDjfgSxJsgwkSZaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCRhGUiSsAwkSVgGkiQsA0kSloEkiSHLIMnSJHcm+UaSR5P8RpKTk2xL8lj7flKbmyQ3JJlK8mCSM/v2s7bNfyzJ2mEPSpI0P8OeGXwM+FxV/RrwauBR4ErgnqpaBdzTlgEuAla1r3XATQBJTgauBs4BzgauPlggkqTFMXAZJDkR+E3gZoCq+mlVPQusAW5t024FLm6P1wC3Vc92YGmSlwMXAtuqam9VPQNsA1YPmkuSNH+pqsE2TF4DbAAeoXdW8ADwbmB3VS1tcwI8U1VLk3wauLaq/qatuwd4HzABvLiqPtTG/xj4UVV9dIbnXEfvrIKxsbGzNm/ePFD2PXv38fSPBtp0KGcsO3HOc/fv388JJ5xwGNMMp+v5oPsZu54Pup+x6/mgexnPO++8B6pqfPr4kiH2uQQ4E3hXVd2X5GP8/JIQAFVVSQZrmxlU1QZ6BcT4+HhNTEwMtJ8bN23huh3DHPpgdl46Mee5k5OTDHp8i6Hr+aD7GbueD7qfsev54MjICMO9ZrAL2FVV97XlO+mVw9Pt8g/t+562fjewom/75W1stnFJ0iIZuAyq6jvAk0le2YbOp3fJaCtw8I6gtcCW9ngrcFm7q+hcYF9VPQXcDVyQ5KT2wvEFbUyStEiGvVbyLmBTkmOBx4G30yuYO5JcDnwbeEubexfwemAK+GGbS1XtTfJB4P427wNVtXfIXJKkeRiqDKrqa8DzXoigd5YwfW4BV8yyn43AxmGySJIG5zuQJUmWgSTJMpAkYRlIkrAMJElYBpIkLANJEpaBJAnLQJKEZSBJwjKQJGEZSJKwDCRJWAaSJCwDSRKWgSQJy0CShGUgScIykCSxAGWQ5JgkX03y6bZ8apL7kkwl+WSSY9v4i9ryVFu/sm8fV7Xxbya5cNhMkqT5WYgzg3cDj/Ytfxi4vqpeATwDXN7GLweeaePXt3kkOQ24BHgVsBr4eJJjFiCXJGmOhiqDJMuBNwCfaMsBXgfc2abcClzcHq9py7T157f5a4DNVfWTqvoWMAWcPUwuSdL8LBly+z8F3gv8Qlt+GfBsVR1oy7uAZe3xMuBJgKo6kGRfm78M2N63z/5tniPJOmAdwNjYGJOTkwOFHjsO1p9x4NATF9h88u7fv3/g41sMXc8H3c/Y9XzQ/YxdzwdHRkYYogySvBHYU1UPJJlYsEQvoKo2ABsAxsfHa2JisKe9cdMWrtsxbA/O385LJ+Y8d3JykkGPbzF0PR90P2PX80H3M3Y9HxwZGWG4M4PXAm9K8nrgxcBLgY8BS5MsaWcHy4Hdbf5uYAWwK8kS4ETge33jB/VvI0laBAO/ZlBVV1XV8qpaSe8F4C9U1aXAvcCb27S1wJb2eGtbpq3/QlVVG7+k3W10KrAK+NKguSRJ83c4rpW8D9ic5EPAV4Gb2/jNwJ8nmQL20isQqurhJHcAjwAHgCuq6meHIZckaRYLUgZVNQlMtsePM8PdQFX1Y+C3Z9n+GuCahcgiSZo/34EsSbIMJEmWgSQJy0CShGUgScIykCRxeN5noA5aeeVnFnR/6884wNvmsM+d175hQZ9X0uHhmYEkyTKQJHmZaFHN51LNXC/DSNJC8MxAkmQZSJIsA0kSloEkCctAkoRlIEnCMpAkYRlIkrAMJEkMUQZJViS5N8kjSR5O8u42fnKSbUkea99PauNJckOSqSQPJjmzb19r2/zHkqwd/rAkSfMxzJnBAWB9VZ0GnAtckeQ04ErgnqpaBdzTlgEuAla1r3XATdArD+Bq4BzgbODqgwUiSVocA5dBVT1VVV9pj/838CiwDFgD3Nqm3Qpc3B6vAW6rnu3A0iQvBy4EtlXV3qp6BtgGrB40lyRp/lJVw+8kWQl8ETgdeKKqlrbxAM9U1dIknwauraq/aevuAd4HTAAvrqoPtfE/Bn5UVR+d4XnW0TurYGxs7KzNmzcPlHfP3n08/aOBNl00Y8fR6YxzzXfGshMPf5hZ7N+/nxNOOGFkz38oXc8H3c/Y9XzQvYznnXfeA1U1Pn186E8tTXIC8FfAH1bV93v//vdUVSUZvm1+vr8NwAaA8fHxmpiYGGg/N27awnU7uv2BrevPONDpjHPNt/PSicMfZhaTk5MM+ndkMXQ9H3Q/Y9fzwZGREYa8myjJP6ZXBJuq6lNt+Ol2+Yf2fU8b3w2s6Nt8eRubbVyStEiGuZsowM3Ao1X1n/pWbQUO3hG0FtjSN35Zu6voXGBfVT0F3A1ckOSk9sLxBW1MkrRIhrkO8Vrgd4AdSb7Wxt4PXAvckeRy4NvAW9q6u4DXA1PAD4G3A1TV3iQfBO5v8z5QVXuHyCVJmqeBy6C9EJxZVp8/w/wCrphlXxuBjYNmkSQNx3cgS5IsA0mSZSBJwjKQJLEAbzqTumrH7n287crPLPrz7rz2DYv+nNKwPDOQJFkGkiTLQJKEZSBJwheQdZitHMELuAetP2NkTy0dcTwzkCRZBpIkLxNJ/6As9GW59WccmNN7NXxvxZHPMwNJkmUgSfIykbTg5nqpZq6XYKTFYBlIOmKN6vOn4B/e6yReJpIkeWYgaXijenPhKN9YOKrLgYfrjKQzZwZJVif5ZpKpJFeOOo8kHU06UQZJjgH+DLgIOA14a5LTRptKko4enSgD4Gxgqqoer6qfApuBNSPOJElHjVTVqDOQ5M3A6qr6N235d4Bzquqd0+atA9a1xVcC3xzwKU8B/n7AbRdL1zN2PR90P2PX80H3M3Y9H3Qv4z+tql+cPnhEvYBcVRuADcPuJ8mXq2p8ASIdNl3P2PV80P2MXc8H3c/Y9XxwZGSE7lwm2g2s6Fte3sYkSYugK2VwP7AqyalJjgUuAbaOOJMkHTU6cZmoqg4keSdwN3AMsLGqHj6MTzn0paZF0PWMXc8H3c/Y9XzQ/YxdzwdHRsZuvIAsSRqtrlwmkiSNkGUgSTr6yiDJMUm+muTTo84ykyRLk9yZ5BtJHk3yG6PONF2S9yR5OMlDSW5P8uIR59mYZE+Sh/rGTk6yLclj7ftJHcz4kfbf+cEkf51k6Qgjzpixb936JJXklFFkaxlmzJfkXe3P8eEkfzKqfC3LTP+dX5Nke5KvJflykrNHmXE2R10ZAO8GHh11iBfwMeBzVfVrwKvpWNYky4A/AMar6nR6L/hfMtpU3AKsnjZ2JXBPVa0C7mnLo3QLz8+4DTi9qn4d+DvgqsUONc0tPD8jSVYAFwBPLHagaW5hWr4k59H7tIJXV9WrgI+OIFe/W3j+n+GfAP+xql4D/Ie23DlHVRkkWQ68AfjEqLPMJMmJwG8CNwNU1U+r6tmRhprZEuC4JEuA44H/NcowVfVFYO+04TXAre3xrcDFi5lpupkyVtXnq+pAW9xO7/01IzPLnyPA9cB7gZHebTJLvt8Drq2qn7Q5exY9WJ9ZMhbw0vb4REb88zKbo6oMgD+l95f6/444x2xOBb4L/Ld2KesTSV4y6lD9qmo3vd++ngCeAvZV1edHm2pGY1X1VHv8HWBslGHm4HeBz446xHRJ1gC7q+rro84yi18F/mWS+5L8jyT/fNSBZvCHwEeSPEnvZ2fUZ4AzOmrKIMkbgT1V9cCos7yAJcCZwE1V9c+AHzD6yxvP0a69r6FXXP8EeEmSfz3aVC+sevdPd/Ye6iR/BBwANo06S78kxwPvp3dpo6uWACcD5wL/HrgjSUYb6Xl+D3hPVa0A3kM78++ao6YMgNcCb0qyk96nor4uyV+MNtLz7AJ2VdV9bflOeuXQJb8FfKuqvltV/wf4FPAvRpxpJk8neTlA+z7SywezSfI24I3ApdW9N/38Cr3S/3r7uVkOfCXJL4801XPtAj5VPV+id9Y/she5Z7GW3s8JwF/S+5TmzjlqyqCqrqqq5VW1kt4Lnl+oqk79RltV3wGeTPLKNnQ+8MgII83kCeDcJMe338DOp2Mvcjdb6f0Q0r5vGWGWGSVZTe+y5Zuq6oejzjNdVe2oql+qqpXt52YXcGb7e9oV/x04DyDJrwLH0q1PCIXeawT/qj1+HfDYCLPMqhMfR6HneBewqX1G0+PA20ec5zmq6r4kdwJfoXdp46uM+O32SW4HJoBTkuwCrgaupXfJ4HLg28BbRpdw1oxXAS8CtrUrG9ur6t92KWNVdeaSxix/hhuBje1Wzp8Ca0d5hjVLxncAH2s3XPyYn38Mf6f4cRSSpKPnMpEkaXaWgSTJMpAkWQaSJCwDSRKWgSQJy0CSBPw/7n+kOOvFQywAAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -665,7 +666,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 82,
    "metadata": {},
    "outputs": [
     {
@@ -674,13 +675,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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5eueD6QwfSfOATwIvAY8DN6VqXcDBtHworZO2PxYRkco3pqt7lgMrgO+XFIeZmRVQ5JTrEmBPutLmN4D9EfGwpBeBfZLuAp4FdqX6u4BvSeoDBqhfsUNEvCBpP/AiMARsSdNGZmbWJk2TfkQ8D/zuKOWvMMrVNxHxc+DTY7R1N3B36900M7My+Bu5ZmYZcdI3M8uIk76ZWUac9M3MMuKkb2aWkfZ/c8nMJqSj4Bfhitq6cqjwl+uO77i+1Oe29vOZvplZRpz0zcwy4qRvZpYRJ30zs4w46ZuZZcRJ38wsI076ZmYZcdI3M8uIk76ZWUac9M3MMlLkdonLJD0u6UVJL0j6Qiq/UFKvpGPpcXEql6T7JPVJel7Sqoa2ulL9Y5K6xnpOMzObHEXO9IeArRFxGbAa2CLpMmAbcDgiVgCH0zrAtdTvf7sC6Abuh/qLBLAduIr6Hbe2D79QmJlZezRN+hHxRkQ8k5b/H/Wboi8BNgB7UrU9wI1peQPwYNQ9ASySdAlwDdAbEQMRcRroBdaXGYyZmZ2bIqJ4ZakD+CfgI8CPI2JRKhdwOiIWSXoY2BER/5y2HQa+BFSBCyLirlT+ZeCdiPjqiOfopv4OgUqlcsW+ffvGHdypgbOcfGfcu4/byiULS21vcHCQBQsWlNpm2Y72ny1UrzKPUsek7GPdiqkal6LHuqhWxmQqj3cRM+H/SlETiWXNmjVHIqJztG2Ff1pZ0gLgfwFfjIif1fN8XUSEpOKvHucQET1AD0BnZ2dUq9Vxt7Vz70HuOdr+X48+vqlaanu1Wo2JHId2KPrTvFtXDpU6JmUf61ZM1bgUPdZFtTImU3m8i5gJ/1eKmqxYCl29I+l91BP+3oj4+1R8Mk3bkB5PpfJ+YFnD7ktT2VjlZmbWJkWu3hGwC3gpIv68YdMhYPgKnC7gYEP5LekqntXA2Yh4A3gUWCdpcfoAd10qMzOzNinynu7jwGeBo5KeS2X/HdgB7Je0GXgNuDltewS4DugD3gZuA4iIAUl3Ak+lendExEAZQZiZWTFNk376QFZjbF47Sv0AtozR1m5gdysdNDOz8vgbuWZmGXHSNzPLSPuvZzQzmyE6Sr48thXfXD9/Utr1mb6ZWUac9M3MMuKkb2aWESd9M7OMOOmbmWXESd/MLCNO+mZmGXHSNzPLiJO+mVlGnPTNzDLipG9mlhEnfTOzjBS5c9ZuSack/aCh7EJJvZKOpcfFqVyS7pPUJ+l5Sasa9ulK9Y9J6hrtuczMbHIVOdP/JrB+RNk24HBErAAOp3WAa4EV6a8buB/qLxLAduAq4Epg+/ALhZmZtU/TpB8R/wSMvK3hBmBPWt4D3NhQ/mDUPQEsSjdNvwbojYiBiDgN9PIfX0jMzGySqX53wyaVpA7g4Yj4SFo/ExGL0rKA0xGxSNLDwI50i0UkHQa+BFSBCyLirlT+ZeCdiPjqKM/VTf1dApVK5Yp9+/aNO7hTA2c5+c64dx+3lUsWltre4OAgCxYsKLXNsh3tP1uoXmUepY5J2ce6FVM1LkWPdVGtjMlUHu8iyh6Tso91K5YvnDPuWNasWXMkIjpH2zbhm6hEREhq/spRvL0eoAegs7MzqtXquNvaufcg9xxt/31ijm+qltperVZjIsehHW4teLOJrSuHSh2Tso91K6ZqXIoe66JaGZOpPN5FlD0mZR/rVnxz/fxJ+fc13qt3TqZpG9LjqVTeDyxrqLc0lY1VbmZmbTTepH8IGL4Cpws42FB+S7qKZzVwNiLeAB4F1klanD7AXZfKzMysjZq+p5P0bepz8hdLOkH9KpwdwH5Jm4HXgJtT9UeA64A+4G3gNoCIGJB0J/BUqndHRIz8cNjMzCZZ06QfEZ8ZY9PaUeoGsGWMdnYDu1vqnZmZlcrfyDUzy4iTvplZRpz0zcwy4qRvZpYRJ30zs4w46ZuZZcRJ38wsI076ZmYZcdI3M8uIk76ZWUac9M3MMuKkb2aWESd9M7OMOOmbmWXESd/MLCNO+mZmGWl70pe0XtLLkvokbWv385uZ5aytSV/SHOAvgGuBy4DPSLqsnX0wM8tZu8/0rwT6IuKViPgFsA/Y0OY+mJllS/Xb2rbpyaSbgPUR8Udp/bPAVRHxJw11uoHutHop8PIEnvJi4F8nsP90MVviAMcyHc2WOMCxDPvtiPjgaBua3hi93SKiB+gpoy1JT0dEZxltTaXZEgc4lulotsQBjqWIdk/v9APLGtaXpjIzM2uDdif9p4AVkpZLOg/YCBxqcx/MzLLV1umdiBiS9CfAo8AcYHdEvDCJT1nKNNE0MFviAMcyHc2WOMCxNNXWD3LNzGxq+Ru5ZmYZcdI3M8vIrEj6kuZIelbSw6NsO1/Sd9LPPjwpqWMKulhYk1hulfRTSc+lvz+aij4WIem4pKOpn0+Psl2S7kvj8rykVVPRzyIKxFKVdLZhXP7HVPSzGUmLJB2Q9ENJL0n62IjtM2lMmsUyU8bk0oY+PifpZ5K+OKJOqeMy7a7TH6cvAC8BvznKts3A6Yj4kKSNwFeAP2hn51p0rlgAvtP4ZbZpbk1EjPXlkmuBFenvKuD+9DhdnSsWgP8bEZ9qW2/G5+vA9yLipnT13PtHbJ9JY9IsFpgBYxIRLwOXw3s/U9MPPDSiWqnjMuPP9CUtBa4HHhijygZgT1o+AKyVpHb0rVUFYplNNgAPRt0TwCJJl0x1p2YrSQuBTwC7ACLiFxFxZkS1GTEmBWOZidYCP4qI10aUlzouMz7pA18D/gz4tzG2LwFeh/olo8BZ4KK29Kx1X+PcsQD8l/QW74CkZeeoN9UC+EdJR9JPa4z03rgkJ1LZdNQsFoCPSfoXSf8g6cPt7FxBy4GfAn+dpg8fkDR/RJ2ZMiZFYoHpPyYjbQS+PUp5qeMyo5O+pE8BpyLiyFT3ZaIKxvJ/gI6I+M9AL796BzMd/V5ErKL+1nSLpE9MdYcmoFksz1D/rZOPAjuB/93m/hUxF1gF3B8Rvwu8BczUnzYvEstMGJP3pCmqG4C/m+znmtFJH/g4cIOk49R/sfNqSX8zos57P/0gaS6wEHiznZ0sqGksEfFmRLybVh8ArmhvF4uLiP70eIr6HOWVI6rMmJ/kaBZLRPwsIgbT8iPA+yRd3PaOntsJ4EREPJnWD1BPnI1mypg0jWWGjEmja4FnIuLkKNtKHZcZnfQj4vaIWBoRHdTfGj0WEX84otohoCst35TqTLtvpBWJZcQ83g3UP/CddiTNl/SB4WVgHfCDEdUOAbekKxNWA2cj4o02d7WpIrFI+k/DnxNJupL6/6tpdWIRET8BXpd0aSpaC7w4otqMGJMiscyEMRnhM4w+tQMlj8tsuXrn10i6A3g6Ig5R/7DnW5L6gAHqCXXGGBHL5yXdAAxRj+XWqezbOVSAh9L/ubnA30bE9yT9V4CI+EvgEeA6oA94G7htivraTJFYbgL+m6Qh4B1g43Q8sQA+B+xNUwmvALfN0DGB5rHMlDEZPpn4JPDHDWWTNi7+GQYzs4zM6OkdMzNrjZO+mVlGnPTNzDLipG9mlhEnfTOzjDjpm5llxEnfzCwj/w4nLu3Z6fE/JAAAAABJRU5ErkJggg==\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -697,7 +698,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 83,
    "metadata": {},
    "outputs": [
     {
@@ -706,13 +707,13 @@
        "<AxesSubplot:>"
       ]
      },
-     "execution_count": 21,
+     "execution_count": 83,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -729,7 +730,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 84,
    "metadata": {},
    "outputs": [
     {
@@ -759,44 +760,49 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3499</th>\n",
+       "      <th>3511</th>\n",
        "      <td>Bulletin.</td>\n",
-       "      <td>2752</td>\n",
+       "      <td>2797</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7632</th>\n",
+       "      <th>7652</th>\n",
        "      <td>Newsletter.</td>\n",
-       "      <td>2715</td>\n",
+       "      <td>2773</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8317</th>\n",
+       "      <th>8338</th>\n",
        "      <td>Rapport.</td>\n",
-       "      <td>1050</td>\n",
+       "      <td>1062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23662</th>\n",
+       "      <th>23716</th>\n",
        "      <td>Proceedings.</td>\n",
-       "      <td>1403</td>\n",
+       "      <td>1565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45839</th>\n",
+       "      <th>45931</th>\n",
        "      <td>Annual report /</td>\n",
-       "      <td>1090</td>\n",
+       "      <td>1382</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45907</th>\n",
+       "      <th>45999</th>\n",
        "      <td>Annual report.</td>\n",
-       "      <td>8980</td>\n",
+       "      <td>9520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45964</th>\n",
+       "      <th>46056</th>\n",
        "      <td>Annuaire.</td>\n",
-       "      <td>1260</td>\n",
+       "      <td>1263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>47217</th>\n",
+       "      <th>47310</th>\n",
        "      <td>Rapport annuel.</td>\n",
-       "      <td>2656</td>\n",
+       "      <td>2811</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>72341</th>\n",
+       "      <td>Annual report</td>\n",
+       "      <td>1074</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -804,17 +810,18 @@
       ],
       "text/plain": [
        "                  name  issn_count\n",
-       "3499         Bulletin.        2752\n",
-       "7632       Newsletter.        2715\n",
-       "8317          Rapport.        1050\n",
-       "23662     Proceedings.        1403\n",
-       "45839  Annual report /        1090\n",
-       "45907   Annual report.        8980\n",
-       "45964        Annuaire.        1260\n",
-       "47217  Rapport annuel.        2656"
+       "3511         Bulletin.        2797\n",
+       "7652       Newsletter.        2773\n",
+       "8338          Rapport.        1062\n",
+       "23716     Proceedings.        1565\n",
+       "45931  Annual report /        1382\n",
+       "45999   Annual report.        9520\n",
+       "46056        Annuaire.        1263\n",
+       "47310  Rapport annuel.        2811\n",
+       "72341    Annual report        1074"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -825,7 +832,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 85,
    "metadata": {},
    "outputs": [
     {
@@ -855,104 +862,104 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>102</th>\n",
+       "      <th>103</th>\n",
        "      <td>Bulletin d'information.</td>\n",
-       "      <td>693</td>\n",
+       "      <td>696</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3218</th>\n",
+       "      <th>3230</th>\n",
        "      <td>Bulletin de liaison.</td>\n",
-       "      <td>510</td>\n",
+       "      <td>512</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3499</th>\n",
+       "      <th>3511</th>\n",
        "      <td>Bulletin.</td>\n",
-       "      <td>2752</td>\n",
+       "      <td>2797</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7632</th>\n",
+       "      <th>7652</th>\n",
        "      <td>Newsletter.</td>\n",
-       "      <td>2715</td>\n",
+       "      <td>2773</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8317</th>\n",
+       "      <th>8338</th>\n",
        "      <td>Rapport.</td>\n",
-       "      <td>1050</td>\n",
+       "      <td>1062</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23662</th>\n",
+       "      <th>23716</th>\n",
        "      <td>Proceedings.</td>\n",
-       "      <td>1403</td>\n",
+       "      <td>1565</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45794</th>\n",
+       "      <th>45886</th>\n",
        "      <td>Report.</td>\n",
-       "      <td>743</td>\n",
+       "      <td>764</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45839</th>\n",
+       "      <th>45931</th>\n",
        "      <td>Annual report /</td>\n",
-       "      <td>1090</td>\n",
+       "      <td>1382</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45907</th>\n",
+       "      <th>45999</th>\n",
        "      <td>Annual report.</td>\n",
-       "      <td>8980</td>\n",
+       "      <td>9520</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45964</th>\n",
+       "      <th>46056</th>\n",
        "      <td>Annuaire.</td>\n",
-       "      <td>1260</td>\n",
+       "      <td>1263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46370</th>\n",
+       "      <th>46462</th>\n",
        "      <td>Jaarverslag.</td>\n",
-       "      <td>675</td>\n",
+       "      <td>678</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>47142</th>\n",
+       "      <th>47235</th>\n",
        "      <td>Rapport d'activité.</td>\n",
-       "      <td>660</td>\n",
+       "      <td>690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>47217</th>\n",
+       "      <th>47310</th>\n",
        "      <td>Rapport annuel.</td>\n",
-       "      <td>2656</td>\n",
+       "      <td>2811</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>49289</th>\n",
+       "      <th>49388</th>\n",
        "      <td>Jahresbericht.</td>\n",
-       "      <td>518</td>\n",
+       "      <td>528</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>57558</th>\n",
+       "      <th>72341</th>\n",
        "      <td>Annual report</td>\n",
-       "      <td>760</td>\n",
+       "      <td>1074</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>121599</th>\n",
+       "      <th>121778</th>\n",
        "      <td>Alumni directory /</td>\n",
        "      <td>511</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>128827</th>\n",
+       "      <th>129027</th>\n",
        "      <td>Bulletin municipal.</td>\n",
        "      <td>521</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>150529</th>\n",
+       "      <th>150771</th>\n",
        "      <td>˜La œLettre.</td>\n",
-       "      <td>623</td>\n",
+       "      <td>630</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>168933</th>\n",
+       "      <th>169246</th>\n",
        "      <td>Local climatological data.</td>\n",
        "      <td>613</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>269004</th>\n",
+       "      <th>269569</th>\n",
        "      <td>Estimates.</td>\n",
-       "      <td>535</td>\n",
+       "      <td>680</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -960,29 +967,29 @@
       ],
       "text/plain": [
        "                              name  issn_count\n",
-       "102        Bulletin d'information.         693\n",
-       "3218          Bulletin de liaison.         510\n",
-       "3499                     Bulletin.        2752\n",
-       "7632                   Newsletter.        2715\n",
-       "8317                      Rapport.        1050\n",
-       "23662                 Proceedings.        1403\n",
-       "45794                      Report.         743\n",
-       "45839              Annual report /        1090\n",
-       "45907               Annual report.        8980\n",
-       "45964                    Annuaire.        1260\n",
-       "46370                 Jaarverslag.         675\n",
-       "47142          Rapport d'activité.         660\n",
-       "47217              Rapport annuel.        2656\n",
-       "49289               Jahresbericht.         518\n",
-       "57558                Annual report         760\n",
-       "121599          Alumni directory /         511\n",
-       "128827         Bulletin municipal.         521\n",
-       "150529                ˜La œLettre.         623\n",
-       "168933  Local climatological data.         613\n",
-       "269004                  Estimates.         535"
+       "103        Bulletin d'information.         696\n",
+       "3230          Bulletin de liaison.         512\n",
+       "3511                     Bulletin.        2797\n",
+       "7652                   Newsletter.        2773\n",
+       "8338                      Rapport.        1062\n",
+       "23716                 Proceedings.        1565\n",
+       "45886                      Report.         764\n",
+       "45931              Annual report /        1382\n",
+       "45999               Annual report.        9520\n",
+       "46056                    Annuaire.        1263\n",
+       "46462                 Jaarverslag.         678\n",
+       "47235          Rapport d'activité.         690\n",
+       "47310              Rapport annuel.        2811\n",
+       "49388               Jahresbericht.         528\n",
+       "72341                Annual report        1074\n",
+       "121778          Alumni directory /         511\n",
+       "129027         Bulletin municipal.         521\n",
+       "150771                ˜La œLettre.         630\n",
+       "169246  Local climatological data.         613\n",
+       "269569                  Estimates.         680"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -993,7 +1000,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 86,
    "metadata": {},
    "outputs": [
     {
@@ -1023,29 +1030,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>102</th>\n",
+       "      <th>103</th>\n",
        "      <td>Bulletin d'information.</td>\n",
-       "      <td>693</td>\n",
+       "      <td>696</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2665</th>\n",
+       "      <th>2676</th>\n",
        "      <td>Newsletter /</td>\n",
-       "      <td>259</td>\n",
+       "      <td>290</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3218</th>\n",
+       "      <th>3230</th>\n",
        "      <td>Bulletin de liaison.</td>\n",
-       "      <td>510</td>\n",
+       "      <td>512</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3499</th>\n",
+       "      <th>3511</th>\n",
        "      <td>Bulletin.</td>\n",
-       "      <td>2752</td>\n",
+       "      <td>2797</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3926</th>\n",
+       "      <th>3941</th>\n",
        "      <td>Boletín.</td>\n",
-       "      <td>216</td>\n",
+       "      <td>227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1053,53 +1060,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>425644</th>\n",
-       "      <td>Rapport d'activité ...</td>\n",
-       "      <td>394</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>532500</th>\n",
+       "      <th>534658</th>\n",
        "      <td>Relatório e contas.</td>\n",
-       "      <td>247</td>\n",
+       "      <td>248</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>603144</th>\n",
+       "      <th>606501</th>\n",
        "      <td>Bildung und Beruf regional.</td>\n",
        "      <td>292</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1006131</th>\n",
+       "      <th>1013518</th>\n",
        "      <td>Vies de famille.</td>\n",
        "      <td>222</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1110247</th>\n",
+       "      <th>1117647</th>\n",
        "      <td>Country risk service.</td>\n",
        "      <td>271</td>\n",
        "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1236478</th>\n",
+       "      <td>Performance report for the period ending March...</td>\n",
+       "      <td>217</td>\n",
+       "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>66 rows × 2 columns</p>\n",
+       "<p>72 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                name  issn_count\n",
-       "102          Bulletin d'information.         693\n",
-       "2665                    Newsletter /         259\n",
-       "3218            Bulletin de liaison.         510\n",
-       "3499                       Bulletin.        2752\n",
-       "3926                        Boletín.         216\n",
-       "...                              ...         ...\n",
-       "425644        Rapport d'activité ...         394\n",
-       "532500           Relatório e contas.         247\n",
-       "603144   Bildung und Beruf regional.         292\n",
-       "1006131             Vies de famille.         222\n",
-       "1110247        Country risk service.         271\n",
+       "                                                      name  issn_count\n",
+       "103                                Bulletin d'information.         696\n",
+       "2676                                          Newsletter /         290\n",
+       "3230                                  Bulletin de liaison.         512\n",
+       "3511                                             Bulletin.        2797\n",
+       "3941                                              Boletín.         227\n",
+       "...                                                    ...         ...\n",
+       "534658                                 Relatório e contas.         248\n",
+       "606501                         Bildung und Beruf regional.         292\n",
+       "1013518                                   Vies de famille.         222\n",
+       "1117647                              Country risk service.         271\n",
+       "1236478  Performance report for the period ending March...         217\n",
        "\n",
-       "[66 rows x 2 columns]"
+       "[72 rows x 2 columns]"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 86,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1110,7 +1117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 87,
    "metadata": {},
    "outputs": [
     {
@@ -1140,29 +1147,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>102</th>\n",
+       "      <th>103</th>\n",
        "      <td>Bulletin d'information.</td>\n",
-       "      <td>693</td>\n",
+       "      <td>696</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2665</th>\n",
+       "      <th>2676</th>\n",
        "      <td>Newsletter /</td>\n",
-       "      <td>259</td>\n",
+       "      <td>290</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3218</th>\n",
+       "      <th>3230</th>\n",
        "      <td>Bulletin de liaison.</td>\n",
-       "      <td>510</td>\n",
+       "      <td>512</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3499</th>\n",
+       "      <th>3511</th>\n",
        "      <td>Bulletin.</td>\n",
-       "      <td>2752</td>\n",
+       "      <td>2797</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3926</th>\n",
+       "      <th>3941</th>\n",
        "      <td>Boletín.</td>\n",
-       "      <td>216</td>\n",
+       "      <td>227</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1170,53 +1177,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1306798</th>\n",
+       "      <th>1315194</th>\n",
        "      <td>Country commerce.</td>\n",
        "      <td>120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1318569</th>\n",
+       "      <th>1327255</th>\n",
        "      <td>Bible studies for life.</td>\n",
        "      <td>159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1796742</th>\n",
+       "      <th>1805527</th>\n",
        "      <td>LexisNexis practice guide.</td>\n",
-       "      <td>101</td>\n",
+       "      <td>110</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2628387</th>\n",
+       "      <th>2637306</th>\n",
        "      <td>Operational risk report.</td>\n",
        "      <td>119</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2650557</th>\n",
+       "      <th>2659477</th>\n",
        "      <td>Interempresas net.</td>\n",
-       "      <td>108</td>\n",
+       "      <td>115</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>191 rows × 2 columns</p>\n",
+       "<p>204 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                               name  issn_count\n",
-       "102         Bulletin d'information.         693\n",
-       "2665                   Newsletter /         259\n",
-       "3218           Bulletin de liaison.         510\n",
-       "3499                      Bulletin.        2752\n",
-       "3926                       Boletín.         216\n",
+       "103         Bulletin d'information.         696\n",
+       "2676                   Newsletter /         290\n",
+       "3230           Bulletin de liaison.         512\n",
+       "3511                      Bulletin.        2797\n",
+       "3941                       Boletín.         227\n",
        "...                             ...         ...\n",
-       "1306798           Country commerce.         120\n",
-       "1318569     Bible studies for life.         159\n",
-       "1796742  LexisNexis practice guide.         101\n",
-       "2628387    Operational risk report.         119\n",
-       "2650557          Interempresas net.         108\n",
+       "1315194           Country commerce.         120\n",
+       "1327255     Bible studies for life.         159\n",
+       "1805527  LexisNexis practice guide.         110\n",
+       "2637306    Operational risk report.         119\n",
+       "2659477          Interempresas net.         115\n",
        "\n",
-       "[191 rows x 2 columns]"
+       "[204 rows x 2 columns]"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 87,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1227,7 +1234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 88,
    "metadata": {},
    "outputs": [
     {
@@ -1257,29 +1264,29 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Activitas Nervosa Superior.</td>\n",
+       "      <th>2</th>\n",
+       "      <td>˜The œpublishers weekly.</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>Library journal.</td>\n",
+       "      <th>3</th>\n",
+       "      <td>Publishers weekly</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>Acta cardiologica.</td>\n",
+       "      <th>6</th>\n",
+       "      <td>Activitas Nervosa Superior.</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>Actualidad económica.</td>\n",
-       "      <td>3</td>\n",
+       "      <th>12</th>\n",
+       "      <td>Library journal.</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>Acta Ornithologica.</td>\n",
-       "      <td>3</td>\n",
+       "      <th>24</th>\n",
+       "      <td>Acta cardiologica.</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1287,53 +1294,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929626</th>\n",
-       "      <td>Modern machine shop México.</td>\n",
+       "      <th>2938851</th>\n",
+       "      <td>AAPS introductions in the pharmaceutical scien...</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929635</th>\n",
-       "      <td>Lecture notes in control and information scien...</td>\n",
+       "      <th>2938852</th>\n",
+       "      <td>AAPS introductions in the pharmaceutical scien...</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929646</th>\n",
-       "      <td>Critical Studies in Dance Leadership and Inclu...</td>\n",
+       "      <th>2938856</th>\n",
+       "      <td>Verzeichniss der Werke lebender Künstler auf d...</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929691</th>\n",
-       "      <td>Nigerian Journal of Wildlife Management</td>\n",
+       "      <th>2938857</th>\n",
+       "      <td>IEEE Advanced Information Management, Communic...</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929702</th>\n",
-       "      <td>Verzeichniss der Kunstwerke lebender Künstler,...</td>\n",
+       "      <th>2938858</th>\n",
+       "      <td>Products finishing México (Print)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>194241 rows × 2 columns</p>\n",
+       "<p>586466 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                      name  issn_count\n",
-       "5                              Activitas Nervosa Superior.           2\n",
-       "11                                        Library journal.           2\n",
-       "23                                      Acta cardiologica.           2\n",
-       "26                                   Actualidad económica.           3\n",
-       "31                                     Acta Ornithologica.           3\n",
+       "2                                 ˜The œpublishers weekly.           2\n",
+       "3                                        Publishers weekly           2\n",
+       "6                              Activitas Nervosa Superior.           2\n",
+       "12                                        Library journal.           2\n",
+       "24                                      Acta cardiologica.           2\n",
        "...                                                    ...         ...\n",
-       "2929626                        Modern machine shop México.           2\n",
-       "2929635  Lecture notes in control and information scien...           2\n",
-       "2929646  Critical Studies in Dance Leadership and Inclu...           2\n",
-       "2929691            Nigerian Journal of Wildlife Management           2\n",
-       "2929702  Verzeichniss der Kunstwerke lebender Künstler,...           2\n",
+       "2938851  AAPS introductions in the pharmaceutical scien...           2\n",
+       "2938852  AAPS introductions in the pharmaceutical scien...           2\n",
+       "2938856  Verzeichniss der Werke lebender Künstler auf d...           2\n",
+       "2938857  IEEE Advanced Information Management, Communic...           2\n",
+       "2938858                  Products finishing México (Print)           2\n",
        "\n",
-       "[194241 rows x 2 columns]"
+       "[586466 rows x 2 columns]"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 88,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1351,16 +1358,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 89,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['2735-928X', '2735-9298']"
+       "['2735-9298', '2735-928X']"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 89,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1378,7 +1385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 90,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1387,7 +1394,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
@@ -1469,7 +1476,7 @@
        "  'label': {'@id': 'http://www.w3.org/2000/01/rdf-schema#label'}}}"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 91,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1482,21 +1489,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Interestingly, most (93%) journal do not seem to have the distinction between electronic and print. "
+    "Interestingly, most (80%) journal do not seem to have the distinction between electronic and print. But it may be that names are not used consistently."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 94,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "0.9336999659012597"
+       "0.8004443220991548"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 94,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1507,7 +1514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 96,
    "metadata": {},
    "outputs": [
     {
@@ -1537,53 +1544,53 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>702322</th>\n",
-       "      <td>International accounting and auditing standards</td>\n",
+       "      <th>1848393</th>\n",
+       "      <td>Aux petits bonheurs des enfants</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>39992</th>\n",
-       "      <td>Varaždinske vijesti (Tisak)</td>\n",
+       "      <th>1147789</th>\n",
+       "      <td>Statistik om boliger ... i Aalborg Kommune.</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1722785</th>\n",
-       "      <td>Nihon Shuwa Gakkai Taikai yokoushuu</td>\n",
+       "      <th>2789832</th>\n",
+       "      <td>Mur (Regensburg)</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2598901</th>\n",
-       "      <td>Solidarité laïque</td>\n",
+       "      <th>35201</th>\n",
+       "      <td>Boletín de la Sociedad Vasco-Navarra de pediat...</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2408544</th>\n",
-       "      <td>AUP!</td>\n",
+       "      <th>1955109</th>\n",
+       "      <td>Cucina piatti unici.</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1785394</th>\n",
-       "      <td>˜The œASHRAE handbook CD. HVAC applications</td>\n",
+       "      <th>1039</th>\n",
+       "      <td>ABD</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>325078</th>\n",
-       "      <td>Kampō iyaku</td>\n",
+       "      <th>2595157</th>\n",
+       "      <td>Tribuna quinzenal de Mataró</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>49595</th>\n",
-       "      <td>Fieldiana. Anthropology</td>\n",
+       "      <th>416131</th>\n",
+       "      <td>Japan high tech review</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>110831</th>\n",
-       "      <td>Vyčislitelʹnaâ matematika i matematičeskaâ fiz...</td>\n",
+       "      <th>2885449</th>\n",
+       "      <td>Revista cósmica calavera.</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2880661</th>\n",
-       "      <td>The Assembly Reporters Africa ( Abuja)</td>\n",
+       "      <th>343232</th>\n",
+       "      <td>First days.</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1592,19 +1599,19 @@
       ],
       "text/plain": [
        "                                                      name  issn_count\n",
-       "702322     International accounting and auditing standards           1\n",
-       "39992                          Varaždinske vijesti (Tisak)           1\n",
-       "1722785                Nihon Shuwa Gakkai Taikai yokoushuu           1\n",
-       "2598901                                  Solidarité laïque           1\n",
-       "2408544                                               AUP!           1\n",
-       "1785394        ˜The œASHRAE handbook CD. HVAC applications           1\n",
-       "325078                                        Kampō iyaku           1\n",
-       "49595                              Fieldiana. Anthropology           1\n",
-       "110831   Vyčislitelʹnaâ matematika i matematičeskaâ fiz...           1\n",
-       "2880661             The Assembly Reporters Africa ( Abuja)           1"
+       "1848393                    Aux petits bonheurs des enfants           1\n",
+       "1147789        Statistik om boliger ... i Aalborg Kommune.           1\n",
+       "2789832                                   Mur (Regensburg)           1\n",
+       "35201    Boletín de la Sociedad Vasco-Navarra de pediat...           1\n",
+       "1955109                               Cucina piatti unici.           1\n",
+       "1039                                                   ABD           1\n",
+       "2595157                        Tribuna quinzenal de Mataró           1\n",
+       "416131                              Japan high tech review           1\n",
+       "2885449                         Revista cósmica calavera.           1\n",
+       "343232                                         First days.           1"
       ]
      },
-     "execution_count": 35,
+     "execution_count": 96,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1625,16 +1632,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['0071-4739']"
+       "['2162-4321', '0071-4739']"
       ]
      },
-     "execution_count": 36,
+     "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1652,7 +1659,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 98,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1661,7 +1668,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 99,
    "metadata": {},
    "outputs": [
     {
@@ -1670,7 +1677,7 @@
        "True"
       ]
      },
-     "execution_count": 48,
+     "execution_count": 99,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1681,15 +1688,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 100,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fieldiana. ['2163-7105', '2162-4321', '0096-0438', '0015-0746', '0096-2651', '0097-3572', '2162-4267', '0015-0754', '0071-4739', '2162-4348', '2162-4291', '2158-5520']\n",
-      "Fieldiana. Anthropology (Online) ['2162-4321']\n"
+      "Fieldiana. ['2162-4267', '2162-4321', '2162-4291', '0096-2651', '0015-0746', '0097-3572', '2163-7105', '0071-4739', '0015-0754', '2158-5520', '0096-0438', '2162-4348']\n",
+      "Fieldiana. Anthropology ['2162-4321', '0071-4739']\n",
+      "Fieldiana. Anthropology (Online) ['2162-4321', '0071-4739']\n"
      ]
     }
    ],
@@ -1715,7 +1723,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 101,
    "metadata": {},
    "outputs": [
     {
@@ -1745,53 +1753,53 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>2190239</th>\n",
-       "      <td>Mediazine.</td>\n",
-       "      <td>4</td>\n",
+       "      <th>571163</th>\n",
+       "      <td>Afhandling.</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>396642</th>\n",
-       "      <td>San Bernardino County popular street atlas</td>\n",
-       "      <td>3</td>\n",
+       "      <th>1800364</th>\n",
+       "      <td>Advances in e-business research series (Online)</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>510019</th>\n",
-       "      <td>˜L'œesquisse.</td>\n",
+       "      <th>2476171</th>\n",
+       "      <td>Journal of Automatic Control (Online)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1517119</th>\n",
-       "      <td>Developing mental health.</td>\n",
+       "      <th>2756754</th>\n",
+       "      <td>Gerencia de riesgos y seguros.</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1853045</th>\n",
-       "      <td>Jan Dix</td>\n",
+       "      <th>2799421</th>\n",
+       "      <td>˜The œskinny (Scotland ed. Online)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1021374</th>\n",
-       "      <td>Rennes 1 campus.</td>\n",
+       "      <th>1254438</th>\n",
+       "      <td>Accessible news (Print)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>746313</th>\n",
-       "      <td>Russian journal of coordination chemistry.</td>\n",
+       "      <th>2177530</th>\n",
+       "      <td>Biomathematical and biomechanical modeling of ...</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1087451</th>\n",
-       "      <td>Pomorac.</td>\n",
+       "      <th>2093431</th>\n",
+       "      <td>˜Le œJura socialiste (Saint-Claude)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>109465</th>\n",
-       "      <td>Bloknot agitatora.</td>\n",
-       "      <td>36</td>\n",
+       "      <th>2752857</th>\n",
+       "      <td>European Journal of Formal Sciences and Engine...</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1154969</th>\n",
-       "      <td>Estonia :</td>\n",
+       "      <th>389738</th>\n",
+       "      <td>Austral journal of veterinary sciences (Online)</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
@@ -1799,20 +1807,20 @@
        "</div>"
       ],
       "text/plain": [
-       "                                               name  issn_count\n",
-       "2190239                                  Mediazine.           4\n",
-       "396642   San Bernardino County popular street atlas           3\n",
-       "510019                                ˜L'œesquisse.           2\n",
-       "1517119                   Developing mental health.           2\n",
-       "1853045                                     Jan Dix           2\n",
-       "1021374                            Rennes 1 campus.           2\n",
-       "746313   Russian journal of coordination chemistry.           2\n",
-       "1087451                                    Pomorac.           2\n",
-       "109465                           Bloknot agitatora.          36\n",
-       "1154969                                   Estonia :           2"
+       "                                                      name  issn_count\n",
+       "571163                                         Afhandling.           2\n",
+       "1800364    Advances in e-business research series (Online)           2\n",
+       "2476171              Journal of Automatic Control (Online)           2\n",
+       "2756754                     Gerencia de riesgos y seguros.           2\n",
+       "2799421                 ˜The œskinny (Scotland ed. Online)           2\n",
+       "1254438                            Accessible news (Print)           2\n",
+       "2177530  Biomathematical and biomechanical modeling of ...           2\n",
+       "2093431                ˜Le œJura socialiste (Saint-Claude)           2\n",
+       "2752857  European Journal of Formal Sciences and Engine...           2\n",
+       "389738     Austral journal of veterinary sciences (Online)           2"
       ]
      },
-     "execution_count": 53,
+     "execution_count": 101,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1823,7 +1831,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 102,
    "metadata": {},
    "outputs": [
     {
@@ -1832,7 +1840,7 @@
        "['1608-3318', '1070-3284']"
       ]
      },
-     "execution_count": 54,
+     "execution_count": 102,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1850,16 +1858,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 103,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['0733-7167', '0733-7159', '0733-2289']"
+       "['0733-2289']"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 103,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1877,7 +1885,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 104,
    "metadata": {},
    "outputs": [
     {
@@ -1907,27 +1915,27 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>977</th>\n",
+       "      <th>983</th>\n",
        "      <td>Journal of vocational behavior.</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>978</th>\n",
+       "      <th>984</th>\n",
        "      <td>Journal of vocational behavior (Print)</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1206</th>\n",
+       "      <th>1213</th>\n",
        "      <td>Journal of American Concrete Institute.</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1207</th>\n",
+       "      <th>1214</th>\n",
        "      <td>Journal of the American Concrete Institute</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1310</th>\n",
+       "      <th>1317</th>\n",
        "      <td>Journal of the American Dental Hygienists' Ass...</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
@@ -1937,53 +1945,53 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929340</th>\n",
+       "      <th>2938472</th>\n",
        "      <td>Journal of surgical procedures and case reports</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929448</th>\n",
+       "      <th>2938580</th>\n",
        "      <td>Journal of Epidermiological Society of Nigeria...</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929449</th>\n",
+       "      <th>2938581</th>\n",
        "      <td>Journal of Epidermiological Society of Nigeria</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929663</th>\n",
+       "      <th>2938795</th>\n",
        "      <td>Journal of Practicing Teachers</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2929664</th>\n",
+       "      <th>2938796</th>\n",
        "      <td>Journal of Practicing Teachers (Uyo. Online)</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>40190 rows × 2 columns</p>\n",
+       "<p>40257 rows × 2 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                                                      name  issn_count\n",
-       "977                        Journal of vocational behavior.           1\n",
-       "978                 Journal of vocational behavior (Print)           1\n",
-       "1206               Journal of American Concrete Institute.           1\n",
-       "1207            Journal of the American Concrete Institute           1\n",
-       "1310     Journal of the American Dental Hygienists' Ass...           1\n",
+       "983                        Journal of vocational behavior.           2\n",
+       "984                 Journal of vocational behavior (Print)           2\n",
+       "1213               Journal of American Concrete Institute.           1\n",
+       "1214            Journal of the American Concrete Institute           1\n",
+       "1317     Journal of the American Dental Hygienists' Ass...           1\n",
        "...                                                    ...         ...\n",
-       "2929340    Journal of surgical procedures and case reports           1\n",
-       "2929448  Journal of Epidermiological Society of Nigeria...           1\n",
-       "2929449     Journal of Epidermiological Society of Nigeria           1\n",
-       "2929663                     Journal of Practicing Teachers           1\n",
-       "2929664       Journal of Practicing Teachers (Uyo. Online)           1\n",
+       "2938472    Journal of surgical procedures and case reports           1\n",
+       "2938580  Journal of Epidermiological Society of Nigeria...           2\n",
+       "2938581     Journal of Epidermiological Society of Nigeria           2\n",
+       "2938795                     Journal of Practicing Teachers           1\n",
+       "2938796       Journal of Practicing Teachers (Uyo. Online)           1\n",
        "\n",
-       "[40190 rows x 2 columns]"
+       "[40257 rows x 2 columns]"
       ]
      },
-     "execution_count": 61,
+     "execution_count": 104,
      "metadata": {},
      "output_type": "execute_result"
     }