diff --git a/1-XML_open.ipynb b/1-XML_open.ipynb
index 3379275..b917d75 100644
--- a/1-XML_open.ipynb
+++ b/1-XML_open.ipynb
@@ -1,341 +1,341 @@
 {
  "cells": [
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "# XML Opening\n",
     "\n",
     "* Open the the xml files created with ```oai-harvest https://zenodo.org/oai2d``` using [bloomonkey/oai-harvest](https://github.com/bloomonkey/oai-harvest)\n",
     "* A ```zenododata.pkl``` (gziped) is created it's a dataframe that contains most of the XML fields \n",
     "* It's also possible to harvest the zenodo webpage (not recommanded) in order to have info about the files "
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
     "import requests\n",
     "from bs4 import BeautifulSoup\n",
     "import pandas as pd\n",
     "import lxml.etree as ET\n",
     "from xml.dom import minidom\n",
     "import pathlib\n",
     "import glob\n",
     "import datetime\n",
     "import sys"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Settings Var\n",
     "* harvest_web : harvest web zenodo for finding file and preview (slow and zenodo not happy...)\n",
     "* reload : fo reusing a previous opening\n",
     "* datereload : folder of the zenododataa"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "harvest_web=False\n",
     "reload=False #TODO`\n",
     "\n",
     "datereload='20190819'"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Functions\n",
     "### Read XML"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
     "def read_oaixml(xmlfile):\n",
     "    doc = minidom.parse(xmlfile)\n",
     "    authors=[]\n",
     "    for element in doc.getElementsByTagName(\"dc:creator\"):\n",
     "        authors.append(element.firstChild.data)\n",
     "  \n",
     "    keywords=[]\n",
     "    for element in doc.getElementsByTagName(\"dc:subject\"):\n",
     "        keywords.append(element.firstChild.data)\n",
     "    \n",
     "    try:\n",
     "        category=doc.getElementsByTagName(\"dc:type\")[1].firstChild.data\n",
     "    except :\n",
     "        category=\"None\"\n",
     "    \n",
     "    try:\n",
     "        lic=doc.getElementsByTagName(\"dc:rights\")[1].firstChild.data\n",
     "    except:\n",
     "        lic=\"None\"\n",
     "    \n",
     "    try:\n",
     "        abstract=doc.getElementsByTagName(\"dc:description\")[0].firstChild.data\n",
     "    except:\n",
     "        abstract=\"None\"\n",
     "\n",
     "    output={\n",
     "        'category':category,\n",
     "        'date':doc.getElementsByTagName(\"dc:date\")[0].firstChild.data,\n",
     "        'title':doc.getElementsByTagName(\"dc:title\")[0].firstChild.data,\n",
     "        'authors':authors,\n",
     "        'abstract':abstract,\n",
     "        'url':doc.getElementsByTagName(\"dc:identifier\")[0].firstChild.data,\n",
     "        'keywords':keywords,\n",
     "        'license':lic,\n",
     "    }\n",
     "    return output"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Web Harvest"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
     "def makeprevurl(recordurl,filename):\n",
     "    return recordurl+\"/preview/\"+filename\n",
     "\n",
     "def getfiles(prevurl):\n",
     "    files = pd.DataFrame(columns=['filename','extension','size'])\n",
     "\n",
     "    try :\n",
     "        r = requests.get(prevurl.replace('https','http'))\n",
     "        prev=BeautifulSoup(r.text, 'html.parser')\n",
     "        for t in prev.select(\".fa-file-o\"):\n",
     "            k=t.find_previous(\"li\").span\n",
     "            files=files.append({'filename':k.contents[1].encode(encoding='UTF-8',errors='ignore'),\n",
     "                          'extension':pathlib.Path(k.contents[1]).suffix.encode(encoding='UTF-8',errors='ignore'),\n",
     "                          'size':k.next_sibling.next_sibling.contents[0].encode(encoding='UTF-8',errors='ignore')}\n",
     "                         ,ignore_index=True)\n",
     "    except :\n",
     "        r=\"\"\n",
     "    return files\n",
     "\n",
     "def getarchives(recordurl):\n",
     "\n",
     "    files = pd.DataFrame(columns=['filename','extension','size','contents','nfile_archive'])\n",
     "    try :\n",
     "        r = requests.get(recordurl.replace('https','http'))\n",
     "        page=BeautifulSoup(r.text, 'html.parser')\n",
     "        for t in page.select(\".filename\"):\n",
     "            k=t.find_previous(\"td\")\n",
     "            filename=k.a.contents[0]\n",
     "            ext=pathlib.Path(filename).suffix\n",
     "            if ext==\".zip\":\n",
     "                archive=getfiles(makeprevurl(recordurl,filename))\n",
     "            else :\n",
     "                archive=pd.DataFrame(columns=['filename','extension','size'])\n",
     "\n",
     "            files=files.append({\n",
     "                'filename':filename.encode(encoding='UTF-8',errors='ignore'),\n",
     "                'extension':ext.encode(encoding='UTF-8',errors='ignore'),\n",
     "                'size':k.next_sibling.next_sibling.contents[0].encode(encoding='UTF-8',errors='ignore'),\n",
     "                'contents':archive,\n",
     "                'nfile_archive':archive.shape[0]\n",
     "                }\n",
     "                ,ignore_index=True)\n",
     "    except :\n",
     "        r=\"\"\n",
     "    return files"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Main\n",
     "### Reading XML Files"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
     "def time_elapsed(start):\n",
     "    end = datetime.datetime.now()\n",
     "\n",
     "    time_to_run = end - start\n",
     "    minutes = int(time_to_run.seconds/60)\n",
     "    seconds = time_to_run.seconds % 60\n",
     "    return \"Total runtime: \" + str(minutes) + \" minutes, \" + str(seconds) + \" seconds\"\n",
     "\n",
     "datadir='./xml-oai/'\n",
     "fxml = glob.glob(datadir + \"*.xml\")\n",
     "zenododata=pd.DataFrame(columns=['category','date','title','authors', 'abstract','keywords','license','url','files'])\n",
     "date=datetime.datetime.now().strftime('%Y%m%d')\n",
     "pathlib.Path(\"processed_data/\" + date).mkdir(parents=True, exist_ok=True) "
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Do the work"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "1395378\n",
       "50000 Total runtime: 5 minutes, 34 seconds\n",
       "100000 Total runtime: 10 minutes, 52 seconds\n",
       "150000 Total runtime: 16 minutes, 35 seconds\n",
       "200000 Total runtime: 22 minutes, 51 seconds\n",
       "250000 Total runtime: 29 minutes, 17 seconds\n",
       "300000 Total runtime: 35 minutes, 11 seconds\n",
       "350000 Total runtime: 40 minutes, 58 seconds\n",
       "400000 Total runtime: 46 minutes, 47 seconds\n",
       "450000 Total runtime: 52 minutes, 42 seconds\n",
       "500000 Total runtime: 58 minutes, 35 seconds\n",
       "550000 Total runtime: 64 minutes, 39 seconds\n",
       "600000 Total runtime: 70 minutes, 49 seconds\n",
       "650000 Total runtime: 76 minutes, 56 seconds\n",
       "700000 Total runtime: 83 minutes, 1 seconds\n",
       "750000 Total runtime: 89 minutes, 11 seconds\n",
       "800000 Total runtime: 95 minutes, 19 seconds\n",
       "850000 Total runtime: 101 minutes, 28 seconds\n",
       "900000 Total runtime: 107 minutes, 20 seconds\n",
       "950000 Total runtime: 113 minutes, 13 seconds\n",
       "1000000 Total runtime: 119 minutes, 9 seconds\n",
       "1050000 Total runtime: 125 minutes, 5 seconds\n",
       "1100000 Total runtime: 131 minutes, 5 seconds\n",
       "1150000 Total runtime: 137 minutes, 1 seconds\n",
       "1200000 Total runtime: 142 minutes, 56 seconds\n",
       "1250000 Total runtime: 148 minutes, 46 seconds\n",
       "1300000 Total runtime: 154 minutes, 41 seconds\n",
       "1350000 Total runtime: 160 minutes, 35 seconds\n"
      ]
     }
    ],
    "source": [
     "start=datetime.datetime.now()\n",
     "if reload:\n",
     "    print(\"reolading from \" + datereload)\n",
     "    zenododata=pd.read_pickle(\"processed_data/\" + datereload + \"/zenododata.pkl\",compression='gzip')\n",
     "    print(\"from row:\" + zenododata.size)\n",
     "\n",
     "print(len(fxml))\n",
     "dicta=[]\n",
     "i=0\n",
     "for xmlfile in fxml:\n",
     "    row = read_oaixml(xmlfile)\n",
     "    #if reload and zenododata.url.isin(row['url']):\n",
     "    #    continue\n",
     "   # if harvest_web:\n",
     "    #    row.update({'files':getarchives(row['url'])})\n",
     "    #zenododata=zenododata.append(row,ignore_index=True)\n",
     "    dicta.append(row)\n",
     "    #i +=1\n",
     "    if len(dicta) % 50000 is 0:\n",
     "        print(len(dicta), time_elapsed(start))\n",
     "       # zenododata.to_pickle(\"processed_data/\" + date + \"/zenododata.pkl\",compression='gzip')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "1395378"
       ]
      },
      "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "len(dicta)\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Save the work"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
     "zenododata=zenododata.append(dicta,ignore_index=True) \n",
     "zenododata\n",
     "zenododata.to_pickle(\"processed_data/\" + date + \"/zenododata.pkl\",compression='gzip')\n",
     "\n",
     "    "
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:zenodo-moisson] *",
+   "display_name": "Python 3",
    "language": "python",
-   "name": "conda-env-zenodo-moisson-py"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 4
 }
diff --git a/2-DataTreatment.ipynb b/2-DataTreatment.ipynb
index 274adbf..2a3061f 100644
--- a/2-DataTreatment.ipynb
+++ b/2-DataTreatment.ipynb
@@ -1,197 +1,197 @@
 {
  "cells": [
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "# Data treatement\n",
     "Pre-treatment of the data : removes duplicates, create new fields ..."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import datetime\n",
     "import sys"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
    "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
     "date='20190827'\n",
     "zenododata=pd.read_pickle(\"processed_data/\" + date + \"/zenododata.pkl\",compression=\"gzip\")"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(1395378, 9)"
       ]
      },
      "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata.shape"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## New fields"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
     "zenododata['year']=zenododata.date.apply(lambda x :datetime.datetime.strptime(x, '%Y-%m-%d').year)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Remove Duplicates"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "(1365705, 9)"
       ]
      },
      "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata2 = zenododata.drop_duplicates(subset=['category','title','abstract','date'])\n",
     "zenododata2.shape"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": []
   },
   {
    "cell_type": "code",
    "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "2.1265205557203855"
       ]
      },
      "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "(1395378-1365705)/1395378*100"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "Around 2% duplicates ?"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Exports"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
     "zenododata2.to_pickle(\"processed_data/\" + date + \"/zenododata2.pkl\",compression='gzip')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
     "#zenododata.to_pickle(\"processed_data/\" + date + \"/zenododata.pkl\",compression='gzip')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "* zenododata2.pkl : without duplicates\n",
-    "* zenododata2.pkl : original data"
+    "* zenododata.pkl : original data"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 4
 }
diff --git a/3-Publications.ipynb b/3-Publications.ipynb
index 8d1c87e..fafb9ad 100644
--- a/3-Publications.ipynb
+++ b/3-Publications.ipynb
@@ -1,1417 +1,1417 @@
 {
  "cells": [
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "# Publication Analysis \n",
     "\n",
     "About publication in general\n",
     "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import datetime\n",
     "import time\n",
     "import sys\n",
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
     "date='20190827'\n",
     "zenododata=pd.read_pickle(\"processed_data/\" + date + \"/zenododata2.pkl\",compression='gzip')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "Index(['category', 'date', 'title', 'authors', 'abstract', 'keywords',\n",
        "       'license', 'url', 'files'],\n",
        "      dtype='object')"
       ]
      },
      "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata.columns"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Category"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Global"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x11fb14890>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x152521390>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 720x720 with 1 Axes>"
+       "<Figure size 1440x720 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "zenododata.category.value_counts().plot.pie(figsize=(10, 10),autopct='%.0f', fontsize=10)"
+    "zenododata.category.value_counts().plot.pie(figsize=(20, 10),autopct='%.0f', fontsize=10)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "publication-article                  679696\n",
        "image-photo                          273503\n",
        "image-figure                         216664\n",
        "software                              62527\n",
        "dataset                               47245\n",
        "publication-conferencepaper           34108\n",
        "presentation                           9074\n",
        "publication-other                      8133\n",
        "publication-report                     5816\n",
        "poster                                 3976\n",
        "image-drawing                          3452\n",
        "publication-book                       3139\n",
        "publication-deliverable                2982\n",
        "publication-section                    2812\n",
        "publication-thesis                     2644\n",
        "other                                  2430\n",
        "publication-workingpaper               1696\n",
        "publication-preprint                   1486\n",
        "video                                  1325\n",
        "lesson                                 1045\n",
        "publication-technicalnote               689\n",
        "image-other                             541\n",
        "publication-softwaredocumentation       222\n",
        "publication-proposal                    188\n",
        "publication-milestone                    91\n",
        "image-diagram                            71\n",
        "image-plot                               71\n",
        "publication-patent                       61\n",
        "publication-datamanagementplan           10\n",
        "publication-annotationcollection          8\n",
        "Name: category, dtype: int64"
       ]
      },
      "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata.category.value_counts()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Per year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 194,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x39b5ece50>"
       ]
      },
      "execution_count": 194,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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gbuAeYFN2J2cT5ZsLbk4pJeC7wNuz/S8Hbhp2rMuz128HvpNtL0mSlBuVrtsJ0DD2JrwSeDfwQETcl7X9PuW7M8+nPP34BPB+gJTS9oi4EXiI8p2hH0wp9QNExIeAW4F64NqU0vbseB8BvhIRfwr8mHIoJHv+24jYRXkE7dIpfFdJkqRpUem6nTCOkJZS+gEjXxt2yyj7XA1cPUL7LSPtl1LazfPTpcPbjwLvGKuPkiRJtVQollg4r4HmxvqKHdOKA5IkSVNUKPZU9Ho0MKRJkiRNWUexsgvZgiFNkiRpygrFytbtBEOaJEnSlFW6bicY0iRJkqakr3+A/Yd7WG5IkyRJyo/Owz2kBG1Od0qSJOVHoavydTvBkCZJkjQlQ9UGKriQLRjSJEmSpmSobucCpzslSZJyoyMrCeVImiRJUo4UiiWaGupYNG88JdHHz5AmSZI0Be3FEisWNBExUqnzyTOkSZIkTUGh2FPxqU4wpEmSJE3JdNTtBEOaJEnSlExH3U4wpEmSJE3awECio1j5klBgSJMkSZq0g0d66RtITndKkiTlSUd3Vm3A6U5JkqT8aM/qdrY5kiZJkpQfQyWhDGmSJEn5MVRc3elOSZKk/Ogo9lBfFyxrMaRJkiTlRqFYonVBE3V1lS0JBYY0SZKkSSsUSyxfUPlRNDCkSZIkTVp7sYe2aajbCYY0SZKkSZuuup1gSJMkSZqUlNK01e0EQ5okSdKkdPf0c7R3YFrWSANDmiRJ0qQUugbXSDOkSZIk5cZ01u0EQ5okSdKkDNbtdCRNkiQpR54vCWVIkyRJyo2OYnkkbbnTnZIkSflRKJZY2tJIY/30xClDmiRJ0iQUpnEhWzCkSZIkTcp01u0EQ5okSdKkdBR7WDFNdTvBkCZJkjQp7cUSbU53SpIk5cfR3n66jvZN20K2YEiTJEmasI7uweU3HEmTJEnKjY5pXsgWDGmSJEkT9ny1Aac7JUmScqMwzXU7wZAmSZI0Ye1Od0qSJOVPR7GHBU31zG+qn7ZzGNIkSZImqFAsTetCtmBIkyRJmrDpLgkFhjRJkqQJm+7i6mBIkyRJmrDprtsJhjRJkqQJ6esfoPNwjyNpkiRJedJ5uIeUpnchWzCkSZIkTUg1FrIFQ5okSdKEdHRP/0K2YEiTJEmakGrU7QRDmiRJ0oQMTncudyRNkiQpPwrFEk31dSxubpjW8xjSJEmSJqBQ7GHFwiYiYlrPY0iTJEmagGrU7QRDmiRJ0oRUo24nGNIkSZImpBp1O8GQJkmSNG4pparU7QRDmiRJ0rgdPNJL30DKx0haRKyLiO9GxMMRsT0ifitrb42I2yJiZ/a8LGuPiPhMROyKiPsj4oJhx7o8235nRFw+rP2lEfFAts9nIrtd4kTnkCRJqoVqLWQL4xtJ6wM+nFJ6EbAV+GBEnA18FPh2SmkT8O3sPcCbgE3Z4yrgc1AOXMDHgQuBLcDHh4Wuz2XbDu53cdZ+onNIkiRVXaFYnbqdMI6QllJ6JqX0o+x1F/AwsAa4BLg+2+x64K3Z60uAG1LZncDSiFgFvBG4LaXUmVLaD9wGXJx9tjildEdKKQE3HHeskc4hSZJUdc+PpOUgpA0XERuAlwB3ASellJ6BcpADVmabrQGeGrbbnqxttPY9I7QzyjkkSZKqrtCVr+lOACJiIfB14LdTSodG23SEtjSJ9nGLiKsiYltEbGtvb5/IrpIkSeNWKPZQF7C0JSchLSIaKQe0v08p/WPW/Fw2VUn2vC9r3wOsG7b7WmDvGO1rR2gf7RzHSCldk1LanFLa3NbWNp6vJEmSNGEd3SVaF8yjvm56S0LB+O7uDOCLwMMppb8c9tHNwOAdmpcDNw1rvyy7y3MrcDCbqrwVeENELMtuGHgDcGv2WVdEbM3OddlxxxrpHJIkSVXX3tVTlalOgPGUb38l8G7ggYi4L2v7feBTwI0RcSXwJPCO7LNbgDcDu4DDwBUAKaXOiPgkcE+23Z+klDqz1x8ArgPmA9/KHoxyDkmSpKorFEu0VWEhWxhHSEsp/YCRrxsDeP0I2yfggyc41rXAtSO0bwPOHaG9Y6RzSJIk1UKhWGLD8paqnMuKA5IkSePUUeypyvIbYEiTJEkal+5SH0d6+6tStxMMaZIkSeMyuJDt8gXVuXHAkCZJkjQOQ9UGHEmTJEnKj8G6nW1ekyZJkpQf1azbCYY0SZKkcSl0lUfSWr0mTZIkKT8KxRJL5jfS1FCd+GRIkyRJGoeO7lLVSkKBIU2SJGlcCl3VW8gWDGmSJEnjUiiWDGmSJEl50150ulOSJClXSn39dB3tcyRNkiQpTzqyhWyrVW0ADGmSJEljqnbdTjCkSZIkjanadTvBkCZJkjSmatftBEOaJEnSmIamO727U5IkKT8KXT20NNXT0tRQtXMa0iRJksZQ7YVswZAmSZI0pmrX7QRDmiRJ0piqXbcTDGmSJEljKhRLLDekSZIk5Uf/QKLzcA9tTndKkiTlR2d3DylVdyFbMKRJkiSNaqjagNOdkiRJ+VGLup1gSJMkSRpVR1YSyulOSZKkHHG6U5IkKYfaiyWa6utY3Fy9klBgSJMkSRpVoauH5QubiIiqnteQJkmSNIpySajqTnWCIU2SJGlU5eLq1b2zEwxpkiRJoypPdzqSJkmSlBspJac7JUmS8ubQkT56+5PTnZIkSXnSnq2R1lblhWzBkCZJknRCz5eEMqRJkiTlxlC1gUVOd0qSJOXGUN1ObxyQJEnKj0KxRF3AshZH0iRJknKjUCzRuqCJ+rrqloQCQ5okSdIJtXf11GSqEwxpkiRJJ1SrhWzBkCZJknRCtarbCYY0SZKkE6pV3U4wpEmSJI2ou9THkd5+pzslSZLy5Pk10pzulCRJyo32oWoDjqRJkiTlxlBJqBrU7QRDmiRJ0ohqWbcTDGmSJEkjGrwmbbkjaZIkSflRKJZYMr+RpobaxCVDmiRJ0ggKxRLLa3RnJxjSJEmSRlSoYd1OMKRJkiSNqNBdos2QJkmSlC+FrtrV7QRDmiRJ0guU+vo5dLSvZnU7wZAmSZL0Ap3dgyWhDGmSJEm5Ueiqbd1OMKRJkiS9wGC1Aac7JUmScmSwuHqu7+6MiGsjYl9EPDis7RMR8XRE3Jc93jzss49FxK6I2BERbxzWfnHWtisiPjqsfWNE3BUROyPiqxHRlLXPy97vyj7fUKkvLUmSNJrBklC1qtsJ4xtJuw64eIT2T6eUzs8etwBExNnApcA52T6fjYj6iKgH/gZ4E3A28K5sW4A/y461CdgPXJm1XwnsTymdDnw6206SJGnaFYolWprqaWlqqFkfxgxpKaXvA53jPN4lwFdSSqWU0uPALmBL9tiVUtqdUuoBvgJcEhEBvA74Wrb/9cBbhx3r+uz114DXZ9tLkiRNq1qXhIKpXZP2oYi4P5sOXZa1rQGeGrbNnqztRO3LgQMppb7j2o85Vvb5wWx7SZKkaVUolmq6/AZMPqR9DjgNOB94BviLrH2kka40ifbRjvUCEXFVRGyLiG3t7e2j9VuSJGlMHcXa1u2ESYa0lNJzKaX+lNIA8AXK05lQHglbN2zTtcDeUdoLwNKIaDiu/ZhjZZ8v4QTTrimla1JKm1NKm9va2ibzlSRJkobM2JG0iFg17O3bgME7P28GLs3uzNwIbALuBu4BNmV3cjZRvrng5pRSAr4LvD3b/3LgpmHHujx7/XbgO9n2kiRJ06Z/INHZ3VPThWwBxrxlISK+DFwErIiIPcDHgYsi4nzK049PAO8HSCltj4gbgYeAPuCDKaX+7DgfAm4F6oFrU0rbs1N8BPhKRPwp8GPgi1n7F4G/jYhdlEfQLp3yt5UkSRpDZ3cPA6m2JaFgHCEtpfSuEZq/OELb4PZXA1eP0H4LcMsI7bt5frp0ePtR4B1j9U+SJKmSOrrLC9nWOqRZcUCSJGmYPNTtBEOaJEnSMfJQtxMMaZIkScco5KBuJxjSJEmSjlEo9tBUX8fi+bUrCQWGNEmSpGMMloSqdTVKQ5okSdIweajbCYY0SZKkY+Sh2gAY0iRJko6Rh7qdYEiTJEkaklIypEmSJOXNoSN99PQP1HwhWzCkSZIkDWkv5qMkFBjSJEmShnQY0iRJkvKnUMzqdi5yulOSJCk3hup2LnAkTZIkKTcKxRJ1Aa0LHEmTJEnKjUKxh9YFTdTX1bYkFBjSJEmShuSl2gAY0iRJkobkpW4nGNIkSZKG5KXaABjSJEmShjjdKUmSlDOHe/o43NPvdKckSVKeFLqyhWwdSZMkScqPQnd5Ids2Q5okSVJ+FLryU7cTDGmSJEnA83U7vSZNkiQpR4bqdhrSJEmS8qOjWGJxcwPzGupr3RXAkCZJkgSUpztXLMrH9WhgSJMkSQKgvVhixQJDmiRJUq4UiiVWLMrH9WhgSJMkSQLyVbcTDGmSJEn09A1w8EivIU2SJClPOrrztfwGGNIkSZJyV7cTDGmSJElDdTsNaZIkSTkyWLczL8XVwZAmSZKUu7qdYEiTJEmiUCwxv7GeBfMaat2VIYY0SZI053XkbCFbMKRJkiSV63bm6Ho0MKRJkiRRKJZYnqO6nWBIkyRJolAs0eZ0pyRJUn70DyQ6u53ulCRJypX9h3sYSPlayBYMaZIkaQ4bGEhc8/3dAKxZOr/GvTlWfhYDkSRJqqJSXz+/97X7uem+vfz7ret57Vkra92lYxjSJEnSnHPoaC/vv+Fe7tjdwe9dfCYfeM1pREStu3UMQ5okSZpTnjl4hCu+dA+PtRf59DtfzNtesrbWXRqRIU2SJM0ZO57t4j1fupuuo31cd8UWXnn6ilp36YQMaZIkaU744WMF3v+399LSVM+N7385Z69eXOsujcqQJkmSZr2bf7KX37nxJ5yyvIXrfn1L7u7kHIkhTZIkzVopJb7wr7v5z7c8wpaNrXzh3ZtZ0tJY626NiyFNkiTNSv0DiU9+8yGu++ET/MJ5q/iLd7yY5sb6Wndr3AxpkiRp1jna289//Op9fOvBZ3nvz27k99/8Iurq8rXExlgMaZIkaVbZ393D+27Yxr1P7ucP33I2V/7sxlp3aVIMaZIkadZ4qvMwl3/pbvbsP8L/eNcF/MJ5q2rdpUkzpEmSpFnhwacPcsV191Dq7efvrryQLRtba92lKTGkSZKkGe97j7bzm393L0tbmviH917IppMW1bpLU2ZIkyRJM9r/2vYUH/3HBzjjpEVcd8XLOGlxc627VBGGNEmSNCOllPjr7+ziL297lFdtWsFnf+0CFjXPjDXQxsOQJkmSZpy+/gH+8KYH+fLdT/FLF6zhU790Hk0NdbXuVkUZ0iRJ0oxyuKePD/3Dj/nOI/v40GtP58NvOIOImbUG2ngY0iRJ0oxRKJa48rp7eODpg1z9tnP5tQtPqXWXps2Y44IRcW1E7IuIB4e1tUbEbRGxM3telrVHRHwmInZFxP0RccGwfS7Ptt8ZEZcPa39pRDyQ7fOZyKLwic4hSZLmpscL3fzSZ3/Ijue6uObdm2d1QINxhDTgOuDi49o+Cnw7pbQJ+Hb2HuBNwKbscRXwOSgHLuDjwIXAFuDjw0LX57JtB/e7eIxzSJKkOebHT+7nlz/3Q4qlPr78vq383Nkn1bpL027MkJZS+j7QeVzzJcD12evrgbcOa78hld0JLI2IVcAbgdtSSp0ppf3AbcDF2WeLU0p3pJQScMNxxxrpHJIkaQ657aHneNcX7mRRcwNf/8AreMn6uTG5Ntlr0k5KKT0DkFJ6JiJWZu1rgKeGbbcnaxutfc8I7aOdQ5IkzRF/d+dP+aObHuRn1izhi+95GSsWzqt1l6qm0jcOjHRrRZpE+8ROGnEV5SlT1q9fP9HdJUlSzqSU+PNbd/DZ2x/j9Wet5K9/9SW0NM2t+x0nu6DIc9lUJdnzvqx9D7Bu2HZrgb1jtK8doX20c7xASumalNLmlNLmtra2SX4lSZKUBz19A3z4xp/w2dsf411b1vP5d790zgU0mHxIuxkYvEPzcuCmYe2XZXd5bgUOZlOWtwJviIhl2Q0DbwBuzT7rioit2V2dlx13rJHOIUmSZqmuo738+nX38I8/fpoP//wZ/Oe3nUtD/exapHa8xoylEfFl4CJgRUTsoXyX5n0OENsAAB6FSURBVKeAGyPiSuBJ4B3Z5rcAbwZ2AYeBKwBSSp0R8Ungnmy7P0kpDd6M8AHKd5DOB76VPRjlHJIkaZb63f91P3fu7uDP334e79i8buwdZrEo31Q5e2zevDlt27at1t2QJEkTdMsDz/Cbf/8jPnLxWXzgotNq3Z2qiIh7U0qbR/psbo4fSpKkXDlwuGfoLs73vWpjrbuTC3PvKjxJkpQ7f/LNhzhwuJcbfv3COXsN2vH8FSRJUk3dvmMf//ijp/nNi07j7NWLa92d3DCkSZKkmimW+vhP33iQTSsX8sHXnV7r7uSK052SJKlm/uxbj7D34BG+/oFXMK+hvtbdyRVH0iRJUk3c/Xgnf3vnT7niFRu5YI7U45wIQ5okSaq6o739fOTr97OudT6/88Yzat2dXHK6U5IkVd1//5edPF7o5u/fe+GcLPk0Ho6kSZKkqnpgz0G+8K+7ufRl63jl6Stq3Z3cMqRJkqSq6ekb4He/9hNWLGziY29+Ua27k2uOL0qSpKr5/Pce45Fnu/jCZZtZMr+x1t3JNUfSJElSVex8rou//s4ufvHFq/n5s0+qdXdyz5AmSZKmXf9A4ve+fj8L5tXziV88u9bdmRGc7pQkSdPuuh8+wY+fPMBfXXo+yxfOq3V3ZgRH0iRJ0rR6suMw/+3WHbzurJX8uxevrnV3ZgxDmiRJmjYpJT72jfuprwuuftu5REStuzRjGNIkSdK0+eo9T/Fvuzr42JvPYtWS+bXuzoxiSJMkSdPi2YNHufqfH2brqa2862Xra92dGceQJkmSKi6lxB/87wfpHRjgU790HnV1TnNOlCFNkiRV3Dfvf4Z/efg5PvzzZ7JhxYJad2dGMqRJkqSK6uzu4RM3b+fF65by6z+7sdbdmbEMaZIkqaL++J+2c+hoL//1l8+j3mnOSTOkSZKkivn2w89x0317+eBrT+fMkxfVujszmiFNkiRVxKGjvfynbzzImSct4jcvOr3W3ZnxLAslSZIq4lPfeoR9XUf5/LtfSlOD40BT5S8oSZKm7I7HOviHu57kva86lRevW1rr7swKhjRJkjQlR3r6+eg/3s+G5S38x587o9bdmTWc7pQkSVPyl7ft4Kcdh/ny+7Yyv6m+1t2ZNRxJkyRJk3bfUwf44g8e51cvXM/LT1te6+7MKoY0SZI0KT19A/ze137CSYub+dibzqp1d2YdpzslSdKk/M13d/Hoc0Wufc9mFjU31ro7s44jaZIkacIeefYQn719F289fzWvO+ukWndnVjKkSZKkCenrH+AjX7ufxc2N/NEvnlPr7sxaTndKkqQJufbfHucnew7y1+96Ca0LmmrdnVnLkTRJkjRuTxS6+Yv/+yg/f/ZJvOW8VbXuzqxmSJMkSeMyMJD4yNfvp6mhjj9967lERK27NKsZ0iRJ0rh8+Z4nuevxTv7gF17ESYuba92dWc+QJkmSxrT3wBH+yy2P8MrTl/Mrm9fVujtzgiFNkiSNKqXEH/zvB+kfSHzql85zmrNKDGmSJGlUN923l+88so/ffeOZrGttqXV35gxDmiRJOqFCscQf/9N2Lli/lMtfsaHW3ZlTDGmSJOmEPnHzdrpL/fzZL59HfZ3TnNVkSJMkSSP6v9uf5Zv3P8N/eN3pbDppUa27M+cY0iRJ0gv86Mn9fOTr93PWyYv4jYtOq3V35iRDmiRJOsb/efBZ3nXNnSxqbuR//vuX0lhvXKgFa3dKkqQh1/7gcT75zw/x4rVL+eLlm1m+cF6tuzRnGdIkSRL9A4k//eeH+NK/PcEbzzmJ//7OlzC/qb7W3ZrTDGmSJM1xR3r6+e2v/phbtz/HFa/cwB/8wtneyZkDhjRJkuawjmKJK6/fxk/2HOAP33I2V/7sxlp3SRlDmiRJc9Tu9iJXXHcPzx48yud+7QIuPndVrbukYQxpkiTNQff+tJP3Xr+NiODLV23lgvXLat0lHceQJknSHHPLA8/w21+9jzVL5/Ol97yMDSsW1LpLGoEhTZKkOSKlxBd/8DhX3/IwF6xfxhcu20zrgqZad0snYEiTJGkO6B9I/Mk/bef6O37Km849mU+/83yaG11iI88MaZIkzXKHe/r4/758H//y8HO871Ub+dibXkSdS2zkniFNkqRZrL2rxHuvv4cHnj7IH/+7c7j8FRtq3SWNkyFNkqRZ6rH2Iu/50t20d5X4/Ls38/Nnn1TrLmkCDGmSJM1Cdz/eyftu2EZjffCVq17O+euW1rpLmiBDmiRJs8w//WQvH77xJ6xtnc9179nC+uUtte6SJsGQJknSLJFS4vPf382nvvUIL9tQXmJjaYtLbMxUhjRJkmaBvv4BPvFP2/m7O5/kLeet4r+948UusTHDGdIkSZrhDvf08R/+4cd8+5F9vP81p/KRN57lEhuzQN1Udo6IJyLigYi4LyK2ZW2tEXFbROzMnpdl7RERn4mIXRFxf0RcMOw4l2fb74yIy4e1vzQ7/q5sX//iJEkaZl/XUd75+Tv57o59fPKt57oG2iwypZCWeW1K6fyU0ubs/UeBb6eUNgHfzt4DvAnYlD2uAj4H5VAHfBy4ENgCfHww2GXbXDVsv4sr0F9JkmaFnc918ba/+SG79hX5wmWbeffWU2rdJVVQJULa8S4Brs9eXw+8dVj7DansTmBpRKwC3gjcllLqTCntB24DLs4+W5xSuiOllIAbhh1LkqQ57c7dHfzy535IqW+Ar75/K69/kWugzTZTDWkJ+L8RcW9EXJW1nZRSegYge16Zta8Bnhq2756sbbT2PSO0S5I0p91039O8+4t3sXJxM9/4zVdw3lrXQJuNpnrjwCtTSnsjYiVwW0Q8Msq2I02Qp0m0v/DA5YB4FcD69etH77EkSTNUSonP3v4Yf37rDi7c2Mo1797MkpbGWndL02RKI2kppb3Z8z7gG5SvKXsum6oke96Xbb4HWDds97XA3jHa147QPlI/rkkpbU4pbW5ra5vKV5IkKZf6+gf4/W88wJ/fuoNLzl/NDVduMaDNcpMOaRGxICIWDb4G3gA8CNwMDN6heTlwU/b6ZuCy7C7PrcDBbDr0VuANEbEsu2HgDcCt2WddEbE1u6vzsmHHkiRpzugolnjvDdv48t1P8cHXnsanf+V85jW4BtpsN5XpzpOAb2SrYjQA/5BS+j8RcQ9wY0RcCTwJvCPb/hbgzcAu4DBwBUBKqTMiPgnck233Jymlzuz1B4DrgPnAt7KHJElzQk/fADfc8QR/9e2dHO7p57/80s/wri1e1jNXRPnGydlj8+bNadu2bbXuhiRJk5ZS4tsP7+PqWx7m8UI3rzmjjT98y4s4feWiWndNFRYR9w5bxuwYVhyQJClHHnn2EH/6zYf5wa4Cp7Ut4EtXvIzXnrly7B016xjSJEnKgY5iiU//y6P8w11Psqi5kU/84tn82tZTaKyfjiVNNRMY0iRJqqHjrzu77OUb+K3Xb2LZgqZad001ZkiTJKkGjr/u7KIz2/iDX/C6Mz3PkCZJUpV53ZnGw5AmSVKVdBRL/OVtj/Llu73uTGMzpEmSNM1Guu7st39uE0tbvO5MJ2ZIkyRpmqSU+JeH93H1Pz/EEx2Hve5ME2JIkyRpGnjdmabKkCZJUgV53ZkqxZAmSVIFeN2ZKs2QJknSFHjdmaaLIU2SpEnyujNNJ0OaJEkTNPy6s8XzG/njf3cOv3rheq87U0UZ0iRJGodSXz/bntjP9x5t58t3P+l1Z5p2hjRJkkaQUuKJjsN8b8c+vr+zwB2PdXCkt5/G+uCiM1fykYvP9LozTStDmiRJmWKpjx/uKvD9ne1879F2nuo8AsCG5S38yua1vPqMNraeupwF8/zPp6aff2WSpDlrYCDx0DOH+N6j7Xz/0Xbu/el++gYSLU31vOK0FVz1qlN59RltnLJ8Qa27qjnIkCZJmlMKxRI/2Fnge4+286872ykUewA4e9Vi3vfqU3n1pjZeesoymhq8CUC1ZUiTJM1qvf0D/PjJA3zv0X18/9ECDzx9EIDWBU28atMKXr2pjVedsYKVi5pr3FPpWIY0SdKs81Tn4fJ1ZTvaueOxDrpKfdTXBResX8rvvOEMXn1GG+euXkJdXdS6q9IJGdIkSTPekZ5+7tzdUb62bGc7u9u7AVizdD5vefFqXnPGCl5x+goWNzfWuKfS+BnSJEkzTl//ANv3HuLO3R38684Cdz/RSU/fAPMa6th66nJ+7cJTeM0ZbZzWtoAIR8s0MxnSJEm5d7S3n/v3HOTuxzu46/FO7v3pfg739AOwaeVC3r21HMq2bGylubG+xr2VKsOQJknKne5SHz96cj93P97JXY93ct9TB+jpGwDgrJMX8faXrmXLxla2bGhl5WIv+NfsZEiTJNXcwcO93PNEJ3c/UQ5lDz59kP6BRH1dcO7qxVz+8lPYsnE5m09ZxrIFlmDS3GBIkyRV3b6uo9zz+P6h6csdz3WREjTV13H+uqV84DWnsWVjKxecsoyFru6vOcq/fEnStNuz/zB3P9459NhdKN99Ob+xnpeesow3/8wqtmxs5fx1S72mTMoY0iRJFZVSYneh+5hQ9vSBcg3MRc0NbNnQyjtfto4tG1s5d80SGutd2V8aiSFNkjQlR3r6efjZQ9z/1AHueWI/dz3eSaFYAmDFwia2bGzlfa/ayJaNyznz5EXUu4CsNC6GNEnSuB083Mv2Zw6y/elDbN97kO17D/FYe5GBVP589ZJmXrVpRfnOy42tnLrCdcqkyTKkSZJeIKXEvq5SOYg9fYgHs0C2Z/+RoW1OXtzMOasX86ZzT+bs1Uv4mbVLWLN0fg17Lc0uhjRJmuNSSjzZeZjtew/x4NPlMLZ976GhKUuADctbePG6pfzqhes5Z/USzlm9mBUL59Ww19LsZ0iTpDmkr3+AXe3FbLqyPEL28N5DdJX6AGioC05fuZDXnNHGuWsWc87qJbxo1SIWWfNSqjpDmiTNUkd7+3nk2S627z3Ig08f4qG9B3nk2S5K2cr9zY11vGjVYi55yWrOWb2Ec1cvYdNJC10CQ8oJQ5okzRLFUh8/2Fnge4/u40c/PcCu9iL92RX9i5sbOGf1Ei57+SlD05Wnti30TkspxwxpkjRDpZTYua/I7Tv28d1H2tn20056+xOL5jWwecMy3nDOSUOBbO2y+d5lKc0whjRJmkG6S338264Ctz/azvd2tA8tEnvWyYu48mdP5aIz23jpKctcIFaaBQxpkpRjKSUeay9y+452vrtjH/c8vp+e/gEWzmvglacv50OvO52Lzmxj1RKXvpBmG0OaJOXM4Z4+7nisg+/u2MftO9qH1iY746SFXPHKDbzmzDY2n9JKU4OjZdJsZkiTpBobrHV5+452bt+xj7se76Snb4CWpnpeefoKPnDRaVx05koXipXmGEOaJNXAkZ5+7tz9/GjZk52HATh95UIu23oKrz1rJZs3LGNeg8thSHOVIU2SquSJQvdQKLtzdwelvgHmN9bzitOW875Xn8pFZ7SxrrWl1t2UlBOGNEmaBod7+th74AhPFA7zg10Fbt+xjyc6yqNlp7Yt4NcuPIXXntXGyza0unispBEZ0iRpglJKdHb3sPfAUZ4+cJg9+48MvX76QPl1Z3fP0PbNjXW8/NTl/PrPbuSiM1ayfrmjZZLGZkiTpOP09Q/w7KGjPL3/SBa6ys/lMFYOYUd6+4/ZZ35jPWuWzWfN0vmct3Ypa5aWX69ZNp+fWbPE0TJJE2ZIkzTndJfKU5F7BgPY8DC2/wjPHjpKVk1pyIqFTaxeOp8zTlrEa89cyeosgA2GsaUtja7oL6miDGmSZqUjPf3sLhR5rL2bXfuKPNZe5IlCN08fOMKBw73HbNtQF6xa2szqJfPZetpy1i6dPxTCVmchzJEwSdVmSJM0Y6WU6Oju4bF9RXa1F3lsXzePtZcD2dMHjpCy0bC6gHWtLWxcsYCXrF/KmqUtrF7azNoshK1c1GyhcUm5Y0iTlHt9/QPs2X9kaESs/CiPkB088vyo2PzGek5buYCXnrKMX9m8jtPaFnL6yoWcsrzFkTBJM44hTVJudJf6eLzQfUwY27WvyBOFw/T0Dwxt17ZoHqe1LeAt560aCmKnrVzIqsXN1DkiJmmWMKRJmhYpJfoGEn39iZ7+Afr6B+gbSPT2D9DXn9h78AiPtXfz2GAg21dk78GjQ/vX1wWntLZwattCXnvWSk5vKwex01YsZElLYw2/mSRVhyFNmkN6+wfY11Xi2YPlZSSePXiUfV1HKfUN0NufhoLUUKjqT/QOpKHXPf0D9A1k7dm2g697h7YvP/cdf3vkCSxoque0lQu58NTl5RGxtgWc1raQ9ctbLIkkaU4zpEmzRE/fAPu6jvLMwfJjeBB75lD5/b6u0tDF9IOaG+uY31hPQ30djXVBQ30dDfVBY132XF9HY33QUFfHosYGGuvraKgrtzdk7U0N5efB7Ruy4wwer7H++e0Hj9u2aB6nr1zIyYubXbpCkkZgSJNmgFJfP/sOlbIAdiQLYc+/fubgUQrFFwawhfMaWLWkmZOXNHPmSW2sWjJ/6P3qpfM5eUkzi+Y1GJIkKYcMaVKNpZRo7yrxZGe5vNDQKNhQECsHsOMtah4MYPM5e9ViTl7SzKolzccEsUXNXrslSTOVIU2qgqO9/TzVeZgnhz86ys9P7T/M0d6BY7Zf3NxQDltLmzl3zWJOXlx+vSoLYicvmc/Cef7jK0mzmf+Wlypg+GjY8MdTnYf5acdh9nUdOxK2oKl+aHHVi85sY31rC+taW1i7rIVVS5pZYACTpDnP/xJI4zTSaNjw98NHwyJg1eJm1rW28JozyiFs/fKW8nNrC60LmrwOTJI0KkOaZqyBgfIyD/0DaWhZiBO97+0fyNqzz7PlIwbbjn/f2z/Ac4eOHhPEnjt07GhYS1M961tb2LB8Aa/e1Mb65eXRsFNaW1izbL7LR0iSpsSQpqrq7R/g4JFeDhzu5eCRXg4e6Rl6/XxbLwcO95Sfj/TSdbRvaJ2u4SFsnMtwTdrw0bBXb3p+NGxdNhq23NEwSdI0MqRpwlJKdPf0c+BwOWAdysLUUNg60sPBEwSv7p7+UY+9qLmBpS2NLJnfyNL5TaxaMp9FzQ00NdRRXxdD62811AX12Vpdg+31L/gsqK/L1uyqCxpGe18/eIzn3y9rabLeoySpZnIf0iLiYuCvgHrg/08pfarGXaqqlBKHe/rpOtpH19Feukp9dB3to3i0j57+/qHRpb7+8orx/QPHrvjeN2xV+L6B51eVL283/PMRthvhOEd6+jl4pHfU1eSb6uueD1otjaxe2syLVi0+pm3J/MHXTVkga2RRcwMN9XVV/HUlScqvXIe0iKgH/gb4eWAPcE9E3JxSeqi2PRuf3v4BikfLoerQ0V6KWcDqOuZ1Fr6O9mVtvce0F0t9U5rWGxwVGlzlvb4uWz0+a6sftiJ8fV25rbG+jvlNz484Da4UX18XzG+sZ2lLeZRryfxGlrSUA9aSYW3NjXVOA0qSNEW5DmnAFmBXSmk3QER8BbgEOGFI293ezTs/fwcREASDWeH499nxiOwzIHt9bBvZPsdul7Vl7/sHEt2l/ucDVha2jl/7aiRN9XUsam5gYXMDi5obWDSvkXWtLSxqbmBxcyML5zUM+7wx26b8fl5D/bCpusHw9Xy4qq8Lw5IkSTNU3kPaGuCpYe/3ABeOtVMC0gAkyiEppawtJQYHpQbbBuvopKG2NFRaZ/h+HLPfsG2AuiiX31na0sTa1hYWZ4FqMGANvh5qzwLZwnkNXvMkSZJGlPeQNtIw0Asm/yLiKuAqgPXr13Pj+18+3f2SJEmaVnm/SnsPsG7Y+7XA3uM3Sildk1LanFLa3NbWVrXOSZIkTZe8h7R7gE0RsTEimoBLgZtr3CdJkqRpl+vpzpRSX0R8CLiV8hIc16aUtte4W5IkSdMu1yENIKV0C3BLrfshSZJUTXmf7pQkSZqTDGmSJEk5ZEiTJEnKIUOaJElSDhnSJEmScsiQJkmSlEOGNEmSpBwypEmSJOWQIU2SJCmHDGmSJEk5ZEiTJEnKIUOaJElSDhnSJEmScsiQJkmSlEOGNEmSpBwypEmSJOWQIU2SJCmHDGmSJEk5ZEiTJEnKoUgp1boPFRURXcCOWvcj51YAhVp3Ygbwdxqbv9H4+DuNzd9obP5G4zPTfqdTUkptI33QUO2eVMGOlNLmWncizyJim7/R2PydxuZvND7+TmPzNxqbv9H4zKbfyelOSZKkHDKkSZIk5dBsDGnX1LoDM4C/0fj4O43N32h8/J3G5m80Nn+j8Zk1v9Osu3FAkiRpNpiNI2mSJEkzXq5CWkSsi4jvRsTDEbE9In4ra2+NiNsiYmf2vCxrj4j4TETsioj7I+KCYce6PNt+Z0RcfoLzjXjcvKvU7xQR50fEHdkx7o+Id57gfO+JiPaIuC97vLd633ZyKvy31D/su998gvPNi4ivZvvfFREbqvE9p6qCf0uvHfYb3RcRRyPirSOcby78LZ2V/XNViojfOe5YF0fEjuz3++gJzjfj/pYq9Rud6DgjnO+iiDg47O/oj6rzTaemwn9LT0TEA9n333aC853w32t5VcG/pTOP+3fSoYj47RHOl++/pZRSbh7AKuCC7PUi4FHgbOC/Ah/N2j8K/Fn2+s3At4AAtgJ3Ze2twO7seVn2etkI5xvxuHl/VPB3OgPYlL1eDTwDLB3hfO8B/ketv3ctfqPss+I4zvebwP/MXl8KfLXWv0G1f6dhx2wFOoGWOfq3tBJ4GXA18DvDjlMPPAacCjQBPwHOng1/SxX8jUY8zgjnuwj4Zq2/d61+p+yzJ4AVY5xvzH9e8/ao5G807Jj1wLOU1yObUX9LuRpJSyk9k1L6Ufa6C3gYWANcAlyfbXY9MPj/0C8BbkhldwJLI2IV8EbgtpRSZ0ppP3AbcPEIpzzRcXOtUr9TSunRlNLO7Dh7gX3AiAvqzTQV/Fsar+HH/Rrw+oiIKX6NaTdNv9PbgW+llA5P+xeogon+RimlfSmle4De4w61BdiVUtqdUuoBvpId43gz7m+pUr/RKMeZFSr4tzReU/33WtVN02/0euCxlNJPp63j0yRXIW24bIj/JcBdwEkppWeg/D8g5eQM5f/hnhq2256s7UTtxzvRcWeMKf5Ow4+zhfL/u/9/7d1PiFVlGMfx7yOZkjWiuTCw0AkhEDOqRWm4FHQxGyVMwtAghFy4r1UbdxJEq2oV0aI/0x8sFCuXUikzarVodKWCgpCDm0B6WrzPydP1nDtXfefe9879feBwz7znPe+Z88xzzrznnPfMXGjZ1M64Xf65mT2ebQf6IEOMlprZr2Z2qukRXuf67n4LuAE8mnE35l2uXCLd/fm0y6YWei616fW8NNS5dJ8xamunyYtmNm1m35vZhvv4lgciQ5wcOG5mp83sjZY6veZckXLlEnOfk4rNpSI7aWb2MPAFcMjdZ7tVbSjzLuULSoY4Ve08BnwM7HP3fxrqfgusdfengRPcvpopXqYYPeHpr1fvAd41syfvcv3iZc6ljcCxlvVHIZdam2goa8qRoc2lDDHqtZ0zpEdXm4D3gK/udVuDkClOW9z9WWA78KaZbW3aVEPZqOXSg8AE8FlLlaJzqbhOmpktJv1gPnH3L6P4anWLNj6vRfkloH4lvga40qW8U1u7xcsUJ8xsDDgKvB23w+/g7tfd/e/48gPguZz7Ml9yxSgeBePuF4GTpCu7Tv+tb2YPAMtJ47KKlytO4WVg0t0bHz2MSC616fW8NJS5lClGbe38j7vPuvvNmP8OWGxmqzLsxrzLFafaeekaMEl6nN6p15wrSq4Yhe3AGXe/2rSw9FwqqpMW4y4+Av5w9yO1Rd8A1RuarwFf18r3xhssLwA34jboMWCbma2IN0C20Xxl39Zu0XLFKa4wJkljFtquMqoDojJBGiNQtIwxWmFmS6LNVcAW4PeGTdbb3QX86O7FX7FmPOYqr9DlscKI5FKbX4D1ZrYujr3d0UanoculXDHq0k5nvdXVOL0YqrEIuH7ve9AfGeO0zMweqeZJv+PON1Sd63gtTsbjrTLXOansXPIC3l6oJuAl0q3Ys8BUTDtI4zF+AP6Mz5VR34D3SeOozgHP19raD8zEtK9W/mFVr63d0qdccQJeJQ22nKpNz8Syd4CJmD8M/EZ6G+0n4KlBx6CPMdocX0/H5+u1bdRjtJR0O30G+BkYH3QM+hmnWLYWuAws6tjGqOXSatIdjFngr5gfi2U7SG+rXQDeWii5lCtGbe3EOgeAAzF/sJZHp4DNg45Bn+M0Hvs+HXGo51I9Tq3Ha6lT5uPtIVKHa3nHNoYml/QfB0REREQKVNTjThERERFJ1EkTERERKZA6aSIiIiIFUidNREREpEDqpImIiIgUSJ00ERERkQKpkyYiIiJSIHXSRERERAr0L9+7dnw3DtaFAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "zenododata.year.value_counts().sort_index().truncate(2000,2019).plot(figsize=(10,10))\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Top Category evolution per year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x124a19210>"
       ]
      },
      "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x1440 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "t=zenododata[zenododata.year>2000].groupby(['year','category'])\n",
     "t.size()[t.size()>500].unstack().plot.bar(figsize=(20,20),stacked=True)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Dataset and software evolution per year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 216,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "ax=zenododata[zenododata.category=='dataset'].year.value_counts().sort_index().truncate(2000,2019).plot(label='dataset',figsize=(10,10))\n",
     "zenododata[zenododata.category=='software'].year.value_counts().sort_index().truncate(2000,2019).plot(label='software',figsize=(10,10),ax=ax)\n",
     "ax.legend(loc='best')\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## KeyWords\n",
     "### Global"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1d2289ed0>"
       ]
      },
      "execution_count": 35,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "freq = {} \n",
     "for keys in zenododata.keywords:\n",
     "    for item in keys:\n",
     "        item=item.lower()\n",
     "        if (item in freq): \n",
     "            freq[item] += 1\n",
     "        else: \n",
     "            freq[item] = 1\n",
     "\n",
     "\n",
     "\n",
     "keywords=pd.Series(freq)\n",
     "\n",
     "\n",
     "keywords[keywords>10000].plot.pie(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### KeyWords for dataset"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 38,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1143e38d0>"
       ]
      },
      "execution_count": 38,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "freq = {} \n",
     "for keys in zenododata[zenododata.category=='dataset'].keywords:\n",
     "    for item in keys:\n",
     "        item=item.lower()\n",
     "        if (item in freq): \n",
     "            freq[item] += 1\n",
     "        else: \n",
     "            freq[item] = 1\n",
     "\n",
     "\n",
     "\n",
     "keywords=pd.Series(freq)\n",
     "\n",
     "\n",
     "keywords[keywords>100].plot.pie(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### KeyWords for software"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 39,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1c9b55050>"
       ]
      },
      "execution_count": 39,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "freq = {} \n",
     "for keys in zenododata[zenododata.category=='software'].keywords:\n",
     "    for item in keys:\n",
     "        item=item.lower()\n",
     "        if (item in freq): \n",
     "            freq[item] += 1\n",
     "        else: \n",
     "            freq[item] = 1\n",
     "\n",
     "\n",
     "\n",
     "keywords=pd.Series(freq)\n",
     "\n",
     "\n",
     "keywords[keywords>100].plot.pie(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Licenses\n",
     "* AGPL, GPL, LGPL are considered GPL (all version too)\n",
     "* CC are also version independant "
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 88,
    "metadata": {},
    "outputs": [],
    "source": [
     "def changelic(txtlic):\n",
     "    change={\n",
     "        '/zero/':'CC0',\n",
     "        '/by-sa/':'CC-BY-SA',\n",
     "        '/by':'CC-BY',\n",
     "        '/by-nc-nd/':'CC-BY-NC-ND',\n",
     "        '/by-nc/':'CC-BY-NC',\n",
     "        '/by-nc-sa/':'CC-BY-NC-SA',\n",
     "        '/EUP-1.1':'EUP',\n",
     "        '/MIT':'MIT',\n",
     "        '/GPL-3.0':'GPL',\n",
     "        '/GPL-2.0':'GPL',\n",
     "        '/LGPL-3.0':'GPL',\n",
     "        '/LGPL-2.1':'GPL',\n",
     "        '/AGPL-3.0':'GPL',\n",
     "        '/Apache-2.0':'Apache',\n",
     "        '/BSD-3-Clause':'BSD',\n",
     "        '/afl-3.0':'AFL',\n",
     "        'None':'None'\n",
     "    }\n",
     "    for url,txt in change.items():\n",
     "        if url in txtlic :\n",
     "            return txt\n",
     "    return \"Others\"\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "###  Global"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 91,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1d6f7b1d0>"
       ]
      },
      "execution_count": 91,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "lic=zenododata.license.value_counts()\n",
     "\n",
     "lic.index=lic.index.map(changelic)\n",
     "lic.sum(level=0).plot.bar(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Dataset"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 97,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1c9dd0510>"
       ]
      },
      "execution_count": 97,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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DABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhEEAMAGEQQAwAYRBADABhkj0Gsqi6qqpur6qNztd+uqr+tqmumxxlzy55XVduq6pNV9bi5+mlTbVtVnT9Xv29Vvb+qrq+qN1TVYeu5gwAAG9XeHBF7bZLT1qj/YXefMD0uT5KqenCSs5I8ZNrmlVV1SFUdkuQVSU5P8uAkZ0/rJslLpvfanOSLSc7dnx0CAFgUewxi3f3nSW7Zy/c7M8kl3f3N7v50km1JTpwe27r7hu6+NcklSc6sqkpySpI/nba/OMkTvst9AABYSPszRuxZVXXtdOryqKl2TJLPzK2zfartqn6PJF/q7ttW1ddUVedV1daq2rpjx479aB0AYLx9DWKvSnK/JCck+WySl071WmPd3of6mrr7wu7e0t1bNm3a9N11DACwwRy6Lxt19+dWnlfVq5O8ZXq5Pclxc6sem+Sm6fla9c8nObKqDp2Ois2vDwCw1PbpiFhVHT338olJVq6ovCzJWVV116q6b5LNST6Q5Ookm6crJA/LbED/Zd3dSd6Z5EnT9uckefO+9AQAsGj2eESsql6f5CeS3LOqtie5IMlPVNUJmZ1GvDHJryVJd19XVZcm+ViS25I8s7tvn97nWUmuSHJIkou6+7rpWzw3ySVV9cIkH07ymnXbOwCADWyPQay7z16jvMuw1N0vSvKiNeqXJ7l8jfoNmV1VCQBwp2JmfQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQQQxAIBBBDEAgEEEMQCAQfYYxKrqoqq6uao+Ole7e1VdWVXXT1+PmupVVS+rqm1VdW1VPWJum3Om9a+vqnPm6o+sqo9M27ysqmq9dxIAYCPamyNir01y2qra+Umu6u7NSa6aXifJ6Uk2T4/zkrwqmQW3JBckOSnJiUkuWAlv0zrnzW23+nsBACylPQax7v7zJLesKp+Z5OLp+cVJnjBXf13PvC/JkVV1dJLHJbmyu2/p7i8muTLJadOyI7r7vd3dSV43914AAEttX8eI3bu7P5sk09d7TfVjknxmbr3tU2139e1r1NdUVedV1daq2rpjx459bB0AYGNY78H6a43v6n2or6m7L+zuLd29ZdOmTfvYIgDAxrCvQexz02nFTF9vnurbkxw3t96xSW7aQ/3YNeoAAEtvX4PYZUlWrnw8J8mb5+pPm66ePDnJl6dTl1ckObWqjpoG6Z+a5Ipp2Ver6uTpasmnzb0XAMBSO3RPK1TV65P8RJJ7VtX2zK5+fHGSS6vq3CR/k+TJ0+qXJzkjybYk30jy9CTp7luq6gVJrp7W+93uXrkA4BmZXZl5eJK3TQ8AgKW3xyDW3WfvYtFj11i3kzxzF+9zUZKL1qhvTfLQPfUBALBszKwPADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADCIIAYAMIggBgAwiCAGADDIoaMbYP0cf/5bD+r3u/HFjz+o3w8Alo0jYgAAgwhiAACDCGIAAIMIYgAAgwhiAACD7FcQq6obq+ojVXVNVW2danevqiur6vrp61FTvarqZVW1raqurapHzL3POdP611fVOfu3SwAAi2E9jog9prtP6O4t0+vzk1zV3ZuTXDW9TpLTk2yeHucleVUyC25JLkhyUpITk1ywEt4AAJbZgTg1eWaSi6fnFyd5wlz9dT3zviRHVtXRSR6X5MruvqW7v5jkyiSnHYC+AAA2lP0NYp3kv1XVB6vqvKl27+7+bJJMX+811Y9J8pm5bbdPtV3Vd1JV51XV1qraumPHjv1sHQBgrP2dWf/R3X1TVd0ryZVV9YndrFtr1Ho39Z2L3RcmuTBJtmzZsuY6AACLYr+OiHX3TdPXm5O8KbMxXp+bTjlm+nrztPr2JMfNbX5skpt2UwcAWGr7HMSq6vuq6gdWnic5NclHk1yWZOXKx3OSvHl6flmSp01XT56c5MvTqcsrkpxaVUdNg/RPnWoAAEttf05N3jvJm6pq5X3+pLvfXlVXJ7m0qs5N8jdJnjytf3mSM5JsS/KNJE9Pku6+papekOTqab3f7e5b9qMvAICFsM9BrLtvSPKwNepfSPLYNeqd5Jm7eK+Lkly0r70AACwiM+sDAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMIogBAAwiiAEADCKIAQAMcujoBmBvHX/+Ww/q97vxxY8/qN8PgDsfR8QAAAYRxAAABhHEAAAGEcQAAAYRxAAABhHEAAAGEcQAAAYRxAAABjGhK2wQJqwFuPNxRAwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYBBBDABgEEEMAGAQQQwAYJANE8Sq6rSq+mRVbauq80f3AwBwoB06uoEkqapDkrwiyU8l2Z7k6qq6rLs/NrYzYL0cf/5bD+r3u/HFjz+o32+Z92+Z9w1G2xBBLMmJSbZ19w1JUlWXJDkziSAGwAG17EFz2fdv0VV3j+4hVfWkJKd1969Mr38pyUnd/axV652X5Lzp5QOTfPIgtnnPJJ8/iN/vYFrmfUvs36Kzf4trmfctsX+L7mDv3w9196bVxY1yRKzWqO2UELv7wiQXHvh2dlZVW7t7y4jvfaAt874l9m/R2b/Ftcz7lti/RbdR9m+jDNbfnuS4udfHJrlpUC8AAAfFRgliVyfZXFX3rarDkpyV5LLBPQEAHFAb4tRkd99WVc9KckWSQ5Jc1N3XDW5rtSGnRA+SZd63xP4tOvu3uJZ53xL7t+g2xP5tiMH6AAB3Rhvl1CQAwJ2OIAYAMIggBgAwiCC2SlUdMboHuLOaLtq506mqk0b3AHdGVfWPRvcgiO3sw1V11ugmDqSaOamqfq6qnjg9X2tS3YVWVT9WVU+fnm+qqvuO7mm9VdXhVXVWVb15dC/r5JdHNzDI/zO6gfVSVb9XVUdU1V2q6qqq+nxVPXV0X+uhqr63qn6rql49vd5cVT89uq/1VFVHVtWjpscPju7nIHjf6AYEsZ2dkuQpVXVlVd1/dDPrrapOTXJ9kt9OckaSxyf5nSTXT8uWQlVdkOS5SZ43le6S5P8e19H6qapDq+qnq+pPknw2s5/ha8d2xX5apg9Cp3b3V5L8dGaTdT8gyb8Z29K6+aMk30zyo9Pr7UleOK6d9VNVh1XVa5PcmNm0Dq9OcmNVXTTN77mshv/b2xDziG0k3f3XSZ5YVacl+f+q6uok35pb/rPDmlsf/zHJT3b3jfPF6WjR5UkeNKKpA+CJSR6e5ENJ0t03VdUPjG1p/1TVY5KcnVmAfk+SNyR5dHf/0tDG1tePVNVX1qhXku7uZR06sEzzCN1l+npGktd39y1LdMD9ft39lKo6O0m6+++X6GzC/5rZz+647v5qkkx/M1+R5LemxzIa/m9PEFtDVT0wyb9N8heZ/RJ+a/dbLJRDM/sUt9rf5o4/oMvg1u7uquokqarvG93QOrgqs9/JH1sJ0lX10qEdrb+PdPfDRzdxIFTVf83af/QryT0OcjsH0mVV9Ykkf5/k16tqU5J/GNzTerm1qg7P9HOsqvtldoRsGfxckhO7+xsrhe7+alX9eman7xY2iFXVy7Prf3tHHuR2diKIrVJVL07ys0l+s7vfNrqfA+CiJFdX1SVJPjPVjsvstlKvGdbV+ru0qv6vJEdW1a9mNvbo1YN72l8nZfZzeldVfTzJJZndiYLF8Pv7uGxhVNX3JPmvSX4vyVe6+/aq+kaSM8d2tm4uSPL2JMdV1R8neXSSfzG0o/XzrfkQtqK7v7bygXaBbd3HZQeFmfVXqaoXJXlBdy/LJ7idVNWDMvvDeExmnwi2J7msuz82tLF1VlU/leTUzPbxiu6+cnBL62I6FfLPMztN+cQkH0jypu6+aGhj66Cqnt/d//voPg6Uqnp4kvslua67Pz66nwOhqt7b3T+65zUXU1XdI8nJmf1deV93f35wS+uiqv4qyU9k7TFT7+zuhx3cjtZPVR3a3beN7mNXBLE1VNUPJfl6d3++qk5O8mNJPtXdbxrc2n6bThNsWh26quohSW7u7h1jOmNfVNWhmYXNs5dhrNhuTiEkSbr7Xx3EdtZVVf1vSZ6a5IOZHd3899296Edpd1JVv5Pk2iRv7CX8D6aqjknyQ5k7o9Tdfz6uo/VRVTdmNgxnrSDW3f1PDm5H66eqPtTdj5iev7y7/+XonuY5NblKVf1WZoeaezp995NJ3pXk8VX14939nIHtrYeXJ3nVGvVjk/y7JL9wcNs5MKrq55K8JMm9MvvDsvCDvavquCRfnq5IS1X988yObP51lmfah+GnCQ6gpyQ5obu/MR1VeXsW/3T5Wv51ku9LcntV/X2W4N/eiqp6SWY/x+tyx9jhTrLwQay7jx/dwwE0Hy4fPayLXXBEbJWq+liSE5J8b5K/SXKf6Q/noUmu6e6HDm1wP1XVdd39kF0s++ii79+KqtqW5GeW6fRPVb0vyZO6e3tVPSzJOzIbi/NPMzuC+2tDG2S3quqD3f3IXb1m46uqTyb5ke5elgH63zadCfpSd395ev2YJE/IbDqLV3T3rQPb2y+rjoh9+/lG4YjYzv5h+oW7tao+tTJ4sbtvq6qF/UWcs7srI5fpqsnPLVMIm3xvd69c8frUJBd190umAdJ/NbCvdVNVl+1u+YJPH3O/uf2rudcrR4wWed++bRrD+ItJ7tvdL5iO5B7d3R8Y3Np6uCGzv5NLF8SSXJrZmNMvV9UJmU0y/O8zOzDxyiS/MrC3/fXDVXVt7vh3d+1Ur8wuUhg6/k0Q29mR02mtSnLE9DzT62WYZfj6qjqjuy+fL1bV6Zn9kVkWW6vqDUn+S+b+aHb3G8e1tN/mD6+fktmp5HT3t5bgqqYVP5rZ1byvT/L+bIDJFtfR6isHfz93jIdbpv18ZWan7U5J8oIkX8tsGqBHjWxqf8yNXfxGkrxld1oAAAomSURBVGuq6qp859+VhR27OOfw7r5per7yQe+l0we9awb2tR7Wmh+zMhuS8/yD3MtOBLGdvTvJz0zP/3zu+crrRfecJG+tqp/PbNBwkmzJ7D/AZbpVxxGZ/dGcv1tAJ1nkIPbuudn075HZqclU1X2S/I+Rja2j+yT5qcyuCP2FJG/NbFLQ64Z2tT6OTHJsd78iSarqA0k2ZfZ7+dyRja2zk7r7EVX14STp7i8uwczsK2MXP5hkt0dtF9jqD3rPS779QW9MR+tkmqg9STId7fuFJD+f5NNJ/mxUXysEsVW6++mjezjAOrOB3ZuTrIwHe3dmc4jdPqqp9bakP8d/ldkfkKOT/E9zYzb+URZ4ssV53X17ZoPY315Vd80skL2rqn63u18+trv99m8zmwduxWGZfQj6vsxunbMs95v8H1V1SO6Y9HRTFnxS7O6+OPn2xND/MP2eZtrPu47sbR29o6ouzeyD3lG544Pe0UkWelhOVT0gs397Zyf5QmZ3JanufszQxiaC2F6oqrd097IcLfoPSZ7f3X80X6yqLdOyn1lzqwVTVcdmdoXoozP7D+E9SZ49N8Zq4XT3t7LqfplVdVp3v31QSwfEFMAen9kfzeOTvCyLfSRzxWHd/Zm51+/p7i8k+cKS3PlhxcuSvCnJvaZ5GZ+U2e1zlsFVmV1J/7Xp9eFJ/luSfzaso/XznMyuCD06s7t3rBxlv0+mYRAL7BOZ3ZXkZ7p7W5JU1W+MbekOrprcC1X14WW57cruroysqo909z892D0dCFV1ZZI/SfKfp9JTk/xid//UuK7W30a8Amh/VNXFmR2pfVuSS7r7o4NbWjdVta2777+LZZ/q7vsd7J4OlKr64SSPzex011XLcuFMVV3T3SfsqbYsquqeSb6w6PPBVdUTMzsi9s8yO+J+SZL/1N33HdrY5HtGN7AgPjy6gXV0t90sO/ygdXHgberuP+ru26bHazMbj7NsFnvwxs5+KckDkjw7yV9W1Vemx1dr7ZuBL5L3T7fb+g5V9WuZ3R1hmVyf2VGxy5J8var+8eB+1svXq+rbH3yq6pGZ3VNz4VXVyVX1rqp6Y1U9vKo+muSjST5XVaeN7m9/dPebuvspSX44s3lBfyPJvavqVVV16m43PggcEVtl2Weer6rXJ3nH6hm9q+rcJKdOv6wLr6r+3ySvzezqu2R2muvp3f3YYU3tp6o6YmUy17naj3b3e0f1xN6rqnvljqt4PzSVH5nZGKMndPfnRvW2nqrqX2Z2T8bPZTbudGV6jh8Z2tg6qKpHZXY0ZeXqwqOTPKW7P7jrrRZDVW3N7ArCH0xyYZLTu/t909HN1y/LWaEVVXX3JE/O7Od3ytBeBLHvNM2m/6rufveq+uOSnNPdCz3zfFXdO7NPqrfmO6+aPCzJE7v770b1tp6mT+D/Z2ZXg3aSv8xsjNhf73bDDayqPpXk33X3JaN7Yd9V1SlJViZVvq673zGyn/U2TaZ80jT+belU1V2SPDCzgPmJubFUC23+FGtVfby7HzS3bGmG52xEgtgqd6KZ5x+TO66aXLr/DJbRNPP1f0jy/UmesTLoFDaSqnpnkp/qDXyT5f1RVQ9N8uDMDfPo7teN62h97G72+WUbi7rRCGKrVNV/7+4H7GLZJ7v7gQe7J/ZezW6svCvd3S84aM0cINN4jYuTXJ25aQGWZWZ2FlNV/evp6UMyO2L01nznpKd/MKKv9VRVFyT5icyC2OVJTs/s6tcnjexrPVTV7Um+ntmRvsMzm4cx0+u7dfcy3XllQzF9xc7uLDPPL6uvr1H7viTnZjYJ6kIHsap6YGbzUf1FZrOVL/T8TCyVH5i+/s30OGx6JHfcQWDRPSnJw5J8uLufPg31+E+De1oX3X3I6B7urASxnd1ZZp5fSt390pXnVfUDmV199/TMBti+dFfbLYKqenGSn03ym939ttH9wLzu/p0kqaond/d3TE5bVU8e09W6+/tppvnbquqIJDcn+Sejm2Kxmb5iZyszz787s8kkj5+e/0qWaOb5ZVZVd6+qFya5NrMPG4/o7ud2982DW9tft2e2L0IYG9nz9rK2iLZW1ZFJXp3ZB/UPZfmmHuEgM0Zslap6S2Yzz1+7qr4lyQXdvRQzzy+rqvo/kvxcZpdfv6K7v7aHTRbKNGD/6939+ao6OcmPJflUd79pcGvcyU3DN87I7B5+b5hbdESSB3f3iUMaO0Cq6vgkR6z+vwK+W4LYKneWmeeXVVV9K7MBwrflO8elrMxldMSQxtZBVf1Wkn+R2X5dktmtVt6V5KQkf9XdzxnWHHd6VfWwJCckeUmSF2b2e3p7ZvOJvau7vziwvXVTVT+X2Qegzmygvg9B7BdjxHZ2Z5l5fil19zKfbj87yYOSfG9mg6Hv093fqKpDk1wztDNIPpbkFzMboP/LmX34OS6zG5q/ZWBf66aqXpnk/rljouhfq6qf7O5nDmyLBSeI7ezqqvrVXcw8v/CzJ7PQ/qG7b01y63Rvwm8kSXffVlW3Du4Nfi+zOe5+qLu/mszuBpHk96fHswf2tl5+PMlDV+69ON0b9SNjW2LRCWI7e06SN1XVL2aNmeeHdQXJkdNpkUpyxPQ80+sfHNcWJJldVf6A+RtEd/dXquoZST6R5Qhin0zyj5Os3KHjuMwuCoJ9ZozYLph5no2mqv5od8u7++kHqxdYbQ+TYe9y2SKpqncneVTuuFLyUUnem2nyU5Mqsy8EMQD2W1X9lyRvXH27n6p6apKfX4aQUlU/Pv8ys0H7Zyf59SRZfY9i2BuCGCywqnpLd5tomOGq6pgkb0zy95kN6+jMjhgdnuSJ3f23A9tbN1V1QpJfyGyajk9nFj5fPrYrFpkxYrDYjhndACTJFLROqqpTMrvfZCV5W3dfNbaz/VdVD0hyVmZHv76Q2Txp1d2PGdoYS8ERMVhgVXVRd//y6D5gmU3zE/5FknO7e9tUu6G73d6I/bbMcy7BUqmqTVX14Plad/9yVT2kqjaN6gvuBP7nJH+X5J1V9eqqemxmR/xgvwlisDhenmStwHVskv94kHuBO43uflN3PyXJD2d2N4vfSHLvqnpVVZ06tDkWnlOTsCCq6rrufsgulu3y1lzA+ququyd5cpKndPcpo/thcQlisCD2ME/TJ7v7gQe7JwD2j1OTsDiur6ozVher6vQkNwzoB4D95IgYLIiq2pzkrUn+Mt95+60fTfLT3f3fR/UGwL4RxGBBVNX9k9wnyebM3X4rybYkf9vdnxrVGwD7RhCDBVFVb0ny/O6+dlV9S5ILuvtnxnQGwL4yRgwWx/GrQ1iSdPfWJMcf/HYA2F+CGCyOu+1m2eEHrQsA1o0gBovj6qr61dXFqjo3dwzeB2CBGCMGC6Kq7p3kTUluzXdeNXlYkid299+N6g2AfSOIwYKpqsdk7qrJ7n7HyH4A2HeCGADAIMaIAQAMIogBAAwiiAEADCKIAQAM8v8D/O/Hsd8fW+8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "lic=zenododata[zenododata.category=='dataset'].license.value_counts()\n",
     "\n",
     "lic.index=lic.index.map(changelic)\n",
     "lic.sum(level=0).plot.bar(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Software"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 93,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1c8010c10>"
       ]
      },
      "execution_count": 93,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "lic=zenododata[zenododata.category=='software'].license.value_counts()\n",
     "\n",
     "lic.index=lic.index.map(changelic)\n",
     "lic.sum(level=0).plot.bar(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### No License evolution per year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 220,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "ax=zenododata[zenododata.license=='None'].year.value_counts().sort_index().truncate(1990,2019).plot(figsize=(10,10),label='global')\n",
     "zenododata[(zenododata.license=='None') & (zenododata.category=='software')].year.value_counts().sort_index().truncate(1990,2019).plot(figsize=(10,10),label='software',ax=ax)\n",
     "zenododata[(zenododata.license=='None') & (zenododata.category=='dataset')].year.value_counts().sort_index().truncate(1990,2019).plot(figsize=(10,10),label='dataset',ax=ax)\n",
     "ax.legend(loc='best')\n",
     "plt.show()\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## No License per category"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 105,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x1cada8390>"
       ]
      },
      "execution_count": 105,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
     "zenododata[zenododata.license=='None'].category.value_counts().plot.pie(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "## Abstract"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### No abstract"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 112,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "470"
       ]
      },
      "execution_count": 112,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "len(zenododata[zenododata.abstract==\"None\"])"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Lenght of abstract"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 130,
    "metadata": {},
    "outputs": [],
    "source": [
     "zenododata=zenododata.drop('abstract_nw',axis=1)\n",
     "zenododata['abstract_nw']=zenododata.apply(lambda x: len(x['abstract'].split()),axis=1)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 131,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>category</th>\n",
        "      <th>date</th>\n",
        "      <th>title</th>\n",
        "      <th>authors</th>\n",
        "      <th>abstract</th>\n",
        "      <th>keywords</th>\n",
        "      <th>license</th>\n",
        "      <th>url</th>\n",
        "      <th>files</th>\n",
        "      <th>year</th>\n",
        "      <th>abstract_nw</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <td>0</td>\n",
        "      <td>image-figure</td>\n",
        "      <td>2018-01-30</td>\n",
        "      <td>FIGURES24–28. Anaphes quinquearticulatus, para...</td>\n",
        "      <td>[Huber, John T., Thuróczy, Csaba]</td>\n",
        "      <td>FIGURES24–28. Anaphes quinquearticulatus, para...</td>\n",
        "      <td>[Biodiversity, Taxonomy, Animalia, Arthropoda,...</td>\n",
        "      <td>None</td>\n",
        "      <td>https://zenodo.org/record/1162547</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2018</td>\n",
        "      <td>34</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1</td>\n",
        "      <td>publication-article</td>\n",
        "      <td>1863-01-01</td>\n",
        "      <td>Ueber das specifische Gewicht und das electris...</td>\n",
        "      <td>[de Rive, L. la, Matthiefsen, A., Vogt, C.]</td>\n",
        "      <td>n/a</td>\n",
        "      <td>[]</td>\n",
        "      <td>http://creativecommons.org/publicdomain/zero/1...</td>\n",
        "      <td>https://zenodo.org/record/2209787</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1863</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2</td>\n",
        "      <td>image-photo</td>\n",
        "      <td>2019-05-18</td>\n",
        "      <td>Iris pseudacorus L. (BR0000011362227)</td>\n",
        "      <td>[Meise Botanic Garden]</td>\n",
        "      <td>Belgium Herbarium image of Meise Botanic Garden.</td>\n",
        "      <td>[Biodiversity, Taxonomy, Terrestrial, Herbariu...</td>\n",
        "      <td>http://creativecommons.org/licenses/by-sa/4.0/...</td>\n",
        "      <td>https://zenodo.org/record/2945343</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2019</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>3</td>\n",
        "      <td>dataset</td>\n",
        "      <td>2017-03-03</td>\n",
        "      <td>InSAR 2015 Nepal EQ Sentinel 1 ESA</td>\n",
        "      <td>[Antoine Lucas]</td>\n",
        "      <td>InSAR for the 215 Nepal EQ using Sentinel 1 Da...</td>\n",
        "      <td>[InSAR, Sentinel-1, Nepal, 2015 EQ]</td>\n",
        "      <td>http://creativecommons.org/licenses/by/4.0/leg...</td>\n",
        "      <td>https://zenodo.org/record/345302</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2017</td>\n",
        "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>4</td>\n",
        "      <td>publication-article</td>\n",
        "      <td>2015-09-17</td>\n",
        "      <td>Biomonitoring And Zonal Cartography Of Loxodon...</td>\n",
        "      <td>[Koto-te-Nyiwa Ngbolua]</td>\n",
        "      <td>The Democratic Republic of the Congo is a biod...</td>\n",
        "      <td>[Democratic Republic of the Congo, Mai Ndombe ...</td>\n",
        "      <td>http://creativecommons.org/licenses/by/4.0/leg...</td>\n",
        "      <td>https://zenodo.org/record/893571</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2015</td>\n",
        "      <td>240</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1395372</td>\n",
        "      <td>image-photo</td>\n",
        "      <td>2019-05-22</td>\n",
        "      <td>Taraxacum alatum H.Lindb. (BR0000011786139)</td>\n",
        "      <td>[Meise Botanic Garden]</td>\n",
        "      <td>Belgium Herbarium image of Meise Botanic Garden.</td>\n",
        "      <td>[Biodiversity, Taxonomy, Terrestrial, Herbariu...</td>\n",
        "      <td>http://creativecommons.org/licenses/by-sa/4.0/...</td>\n",
        "      <td>https://zenodo.org/record/3168804</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2019</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1395373</td>\n",
        "      <td>image-figure</td>\n",
        "      <td>2019-04-30</td>\n",
        "      <td>Figure 22 from: Albano PG, Bakker PAJ, Sabelli...</td>\n",
        "      <td>[Albano, Paolo G., Bakker, Piet A. J., Sabelli...</td>\n",
        "      <td>Figure 22 Triphoriscarteretensis Hinds, 1843, ...</td>\n",
        "      <td>[Atlantic Ocean, Caribbean, Eastern Pacific, I...</td>\n",
        "      <td>http://creativecommons.org/licenses/by/4.0/leg...</td>\n",
        "      <td>https://zenodo.org/record/2654085</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2019</td>\n",
        "      <td>46</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1395374</td>\n",
        "      <td>publication-article</td>\n",
        "      <td>1922-11-01</td>\n",
        "      <td>Weitere Ergebnisse der Spaltlampenmikroskopie ...</td>\n",
        "      <td>[Vogt, Alfred]</td>\n",
        "      <td>n/a</td>\n",
        "      <td>[]</td>\n",
        "      <td>http://creativecommons.org/publicdomain/zero/1...</td>\n",
        "      <td>https://zenodo.org/record/2287982</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1922</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1395375</td>\n",
        "      <td>image-photo</td>\n",
        "      <td>2019-05-11</td>\n",
        "      <td>Bidens tripartita Bigelow (BR0000011678717)</td>\n",
        "      <td>[Meise Botanic Garden]</td>\n",
        "      <td>Belgium Herbarium image of Meise Botanic Garden.</td>\n",
        "      <td>[Biodiversity, Taxonomy, Terrestrial, Herbariu...</td>\n",
        "      <td>http://creativecommons.org/licenses/by-sa/4.0/...</td>\n",
        "      <td>https://zenodo.org/record/2728864</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2019</td>\n",
        "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1395376</td>\n",
        "      <td>software</td>\n",
        "      <td>2018-12-20</td>\n",
        "      <td>chaselab/ZhouEtAl_2018_JNeurophysiology: Data ...</td>\n",
        "      <td>[Xiao Zhou]</td>\n",
        "      <td>Supplementary figures 1-5</td>\n",
        "      <td>[]</td>\n",
        "      <td>None</td>\n",
        "      <td>https://zenodo.org/record/2438373</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2018</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1365705 rows × 11 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "                    category        date  \\\n",
        "0               image-figure  2018-01-30   \n",
        "1        publication-article  1863-01-01   \n",
        "2                image-photo  2019-05-18   \n",
        "3                    dataset  2017-03-03   \n",
        "4        publication-article  2015-09-17   \n",
        "...                      ...         ...   \n",
        "1395372          image-photo  2019-05-22   \n",
        "1395373         image-figure  2019-04-30   \n",
        "1395374  publication-article  1922-11-01   \n",
        "1395375          image-photo  2019-05-11   \n",
        "1395376             software  2018-12-20   \n",
        "\n",
        "                                                     title  \\\n",
        "0        FIGURES24–28. Anaphes quinquearticulatus, para...   \n",
        "1        Ueber das specifische Gewicht und das electris...   \n",
        "2                    Iris pseudacorus L. (BR0000011362227)   \n",
        "3                       InSAR 2015 Nepal EQ Sentinel 1 ESA   \n",
        "4        Biomonitoring And Zonal Cartography Of Loxodon...   \n",
        "...                                                    ...   \n",
        "1395372        Taraxacum alatum H.Lindb. (BR0000011786139)   \n",
        "1395373  Figure 22 from: Albano PG, Bakker PAJ, Sabelli...   \n",
        "1395374  Weitere Ergebnisse der Spaltlampenmikroskopie ...   \n",
        "1395375        Bidens tripartita Bigelow (BR0000011678717)   \n",
        "1395376  chaselab/ZhouEtAl_2018_JNeurophysiology: Data ...   \n",
        "\n",
        "                                                   authors  \\\n",
        "0                        [Huber, John T., Thuróczy, Csaba]   \n",
        "1              [de Rive, L. la, Matthiefsen, A., Vogt, C.]   \n",
        "2                                   [Meise Botanic Garden]   \n",
        "3                                          [Antoine Lucas]   \n",
        "4                                  [Koto-te-Nyiwa Ngbolua]   \n",
        "...                                                    ...   \n",
        "1395372                             [Meise Botanic Garden]   \n",
        "1395373  [Albano, Paolo G., Bakker, Piet A. J., Sabelli...   \n",
        "1395374                                     [Vogt, Alfred]   \n",
        "1395375                             [Meise Botanic Garden]   \n",
        "1395376                                        [Xiao Zhou]   \n",
        "\n",
        "                                                  abstract  \\\n",
        "0        FIGURES24–28. Anaphes quinquearticulatus, para...   \n",
        "1                                                      n/a   \n",
        "2         Belgium Herbarium image of Meise Botanic Garden.   \n",
        "3        InSAR for the 215 Nepal EQ using Sentinel 1 Da...   \n",
        "4        The Democratic Republic of the Congo is a biod...   \n",
        "...                                                    ...   \n",
        "1395372   Belgium Herbarium image of Meise Botanic Garden.   \n",
        "1395373  Figure 22 Triphoriscarteretensis Hinds, 1843, ...   \n",
        "1395374                                                n/a   \n",
        "1395375   Belgium Herbarium image of Meise Botanic Garden.   \n",
        "1395376                          Supplementary figures 1-5   \n",
        "\n",
        "                                                  keywords  \\\n",
        "0        [Biodiversity, Taxonomy, Animalia, Arthropoda,...   \n",
        "1                                                       []   \n",
        "2        [Biodiversity, Taxonomy, Terrestrial, Herbariu...   \n",
        "3                      [InSAR, Sentinel-1, Nepal, 2015 EQ]   \n",
        "4        [Democratic Republic of the Congo, Mai Ndombe ...   \n",
        "...                                                    ...   \n",
        "1395372  [Biodiversity, Taxonomy, Terrestrial, Herbariu...   \n",
        "1395373  [Atlantic Ocean, Caribbean, Eastern Pacific, I...   \n",
        "1395374                                                 []   \n",
        "1395375  [Biodiversity, Taxonomy, Terrestrial, Herbariu...   \n",
        "1395376                                                 []   \n",
        "\n",
        "                                                   license  \\\n",
        "0                                                     None   \n",
        "1        http://creativecommons.org/publicdomain/zero/1...   \n",
        "2        http://creativecommons.org/licenses/by-sa/4.0/...   \n",
        "3        http://creativecommons.org/licenses/by/4.0/leg...   \n",
        "4        http://creativecommons.org/licenses/by/4.0/leg...   \n",
        "...                                                    ...   \n",
        "1395372  http://creativecommons.org/licenses/by-sa/4.0/...   \n",
        "1395373  http://creativecommons.org/licenses/by/4.0/leg...   \n",
        "1395374  http://creativecommons.org/publicdomain/zero/1...   \n",
        "1395375  http://creativecommons.org/licenses/by-sa/4.0/...   \n",
        "1395376                                               None   \n",
        "\n",
        "                                       url files  year  abstract_nw  \n",
        "0        https://zenodo.org/record/1162547   NaN  2018           34  \n",
        "1        https://zenodo.org/record/2209787   NaN  1863            1  \n",
        "2        https://zenodo.org/record/2945343   NaN  2019            7  \n",
        "3         https://zenodo.org/record/345302   NaN  2017           15  \n",
        "4         https://zenodo.org/record/893571   NaN  2015          240  \n",
        "...                                    ...   ...   ...          ...  \n",
        "1395372  https://zenodo.org/record/3168804   NaN  2019            7  \n",
        "1395373  https://zenodo.org/record/2654085   NaN  2019           46  \n",
        "1395374  https://zenodo.org/record/2287982   NaN  1922            1  \n",
        "1395375  https://zenodo.org/record/2728864   NaN  2019            7  \n",
        "1395376  https://zenodo.org/record/2438373   NaN  2018            3  \n",
        "\n",
        "[1365705 rows x 11 columns]"
       ]
      },
      "execution_count": 131,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Global"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 163,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "7.0  +-  111.88744567333579\n"
      ]
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "zenododata.abstract_nw.plot.box(figsize=(10,10),showfliers=False)\n",
     "print(zenododata.abstract_nw.median(),\" +- \", zenododata.abstract_nw.std())"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 165,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "247866    Gozhenko A.I., Korshnyak V.A., Nasibullin B.A....\n",
       "560129    Dolomatov S.I., Zukow W. Эпигенетика почек = K...\n",
       "Name: abstract, dtype: object\n"
      ]
     }
    ],
    "source": [
     "print(zenododata.abstract[zenododata.abstract_nw>30000])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 170,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
        "    .dataframe tbody tr th:only-of-type {\n",
        "        vertical-align: middle;\n",
        "    }\n",
        "\n",
        "    .dataframe tbody tr th {\n",
        "        vertical-align: top;\n",
        "    }\n",
        "\n",
        "    .dataframe thead th {\n",
        "        text-align: right;\n",
        "    }\n",
        "</style>\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>abstract_nw</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>year</th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <td>195</td>\n",
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1000</td>\n",
        "      <td>2.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1056</td>\n",
        "      <td>19.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1073</td>\n",
        "      <td>9.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>1250</td>\n",
        "      <td>11.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2085</td>\n",
        "      <td>4.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2088</td>\n",
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2104</td>\n",
        "      <td>3.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2105</td>\n",
        "      <td>9.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <td>2119</td>\n",
        "      <td>1.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>335 rows × 1 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "      abstract_nw\n",
        "year             \n",
        "195           1.0\n",
        "1000          2.0\n",
        "1056         19.0\n",
        "1073          9.0\n",
        "1250         11.0\n",
        "...           ...\n",
        "2085          4.0\n",
        "2088          1.0\n",
        "2104          3.0\n",
        "2105          9.0\n",
        "2119          1.0\n",
        "\n",
        "[335 rows x 1 columns]"
       ]
      },
      "execution_count": 170,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
     "zenododata[.groupby('year').median()"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Dataset\n",
     "#### global"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 202,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "66.0  +-  185.48731610131793\n"
      ]
     },
     {
      "data": {
       "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "zenododata[zenododata.category=='dataset'].abstract_nw.plot.box(figsize=(10,10),showfliers=False)\n",
     "print(zenododata[zenododata.category=='dataset'].abstract_nw.median(),\" +- \", zenododata[zenododata.category=='dataset'].abstract_nw.std())"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Per Year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 208,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x39e6fd210>"
       ]
      },
      "execution_count": 208,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "yerr=zenododata[(zenododata.year>1990) & (zenododata.year<=2019) & (zenododata.category=='dataset')].groupby('year').abstract_nw.std()\n",
     "zenododata[(zenododata.year>1990) & (zenododata.year<=2019) & (zenododata.category=='dataset')].groupby('year').abstract_nw.median().plot(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "### Software\n",
     "#### Global"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 209,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "16.0  +-  145.63319264270183\n"
      ]
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "zenododata[zenododata.category=='software'].abstract_nw.plot.box(figsize=(10,10),showfliers=False)\n",
     "print(zenododata[zenododata.category=='software'].abstract_nw.median(),\" +- \", zenododata[zenododata.category=='software'].abstract_nw.std())"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
     "#### Per Year"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 210,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x39f280710>"
       ]
      },
      "execution_count": 210,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "image/png": 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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "yerr=zenododata[(zenododata.year>1990) & (zenododata.year<=2019) & (zenododata.category=='software')].groupby('year').abstract_nw.std()\n",
     "zenododata[(zenododata.year>1990) & (zenododata.year<=2019) & (zenododata.category=='software')].groupby('year').abstract_nw.median().plot(figsize=(10,10))"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   },
   {
    "cell_type": "code",
    "execution_count": 221,
    "metadata": {},
    "outputs": [],
    "source": [
     "freq = {} \n",
     "for keys in zenododata.authors:\n",
     "    for item in keys:\n",
     "        item=item.lower()\n",
     "        if (item in freq): \n",
     "            freq[item] += 1\n",
     "        else: \n",
     "            freq[item] = 1\n",
     "\n",
     "\n",
     "\n",
     "authors=pd.Series(freq)\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 237,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "3.817961738061479  +-  324.6470617864966\n"
      ]
     },
     {
      "data": {
       "image/png": "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\n",
       "text/plain": [
        "<Figure size 720x720 with 1 Axes>"
       ]
      },
      "metadata": {
       "needs_background": "light"
      },
      "output_type": "display_data"
     }
    ],
    "source": [
     "authors.plot.box(figsize=(10,10),showfliers=False)\n",
     "print(authors.mean(),\" +- \",authors.std())"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",
     "version": 3
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3.7.4"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 4
 }
diff --git a/README.md b/README.md
index 79f6a03..373bfef 100644
--- a/README.md
+++ b/README.md
@@ -1,32 +1,32 @@
 # Title 
 Study about zenodo
 
 # Abstract 
 This is a study about the recordsds on zenodo it shows different behavior of publicvatoin blblabva
 
 
 #Authors
 Antoine Masosn¨
 
 # Files
 
-processed_data : this folder contains the databse of records that are genrated from the zenodo xml files it's organized by date the date corresponds to when the dta where
+processed_data : this folder contains the databse of records that are genrated from the zenodo xml files it's organized by date the date corresponds to when the data where
 extracted from zenodo
 the extension .pkl correspond to a pickle of the pandas datframe
 20190819 : this is a test databsase, it's not used anymore
 20190826 : same
 20190827 : this is the actual version of the databse 
 zenododata.pkl : this is the raw database
 zenododata2.pkl : this is the raw data without duplicates and a year column
 
 1-XML : This script open the XML fiules from zenodo and generated the raw database (zenodata.pkl) at the end
 .....
 
 environment.yml : this is a anoaconda python installer and use this command to instal :  n
 $
 
 # INSTALL
 
 # License
 
 # Citation
\ No newline at end of file