achabotl · June 18, 2014 11:21
diff --git a/Salaries at KU.ipynb b/Salaries at KU.ipynb
 {
 "metadata": {
  "name": "",
  "signature": "sha256:760e77ca0a52e79cd76da0f4ec52cc4588b2b58ddc502f9fff273db276fa4906"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Staff and researcher salaries 2014 at the University of Copenhagen"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is a quick analysis of the salaries from Copenhagen Univeristy (KU) as published by the [University Post][1].\n",
      "\n",
      "Source: [Staff and researcher salaries 2014 at the University of Copenhagen][1].\n",
      " \n",
      "[1]: http://universitypost.dk/article/staff-and-researcher-salaries-2014-university-copenhagen"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = \"\"\"\n",
      "1 Rector (Rektor): 1 FTE: 165,169 DKK (2013 figures. 2014 figures not available)\n",
      "2 Prorector (Prorektor): 1 FTE: 124,033 DKK (2013 figures. 2014 figures not available)\n",
      "3 University Director (Universitetsdirekt\u00f8r): 1 FTE: 119,694 DKK (2013 figures. 2014 figures not available)\n",
      "4 Dean (Dekan): 5.0 FTE: DKK 115,441 DKK\n",
      "5 Director (Direkt\u00f8r): 3.0 FTE: 96,020 DKK\n",
      "6 Deputy (Vice Direkt\u00f8r): 8.0 FTE: DKK 95,247 DKK\n",
      "7 Associate Dean (Prodekan): 8.9 FTE: 93,000 DKK\n",
      "8 Faculty Director (Fakultetsdirekt\u00f8r): 6.0 FTE: 87,832 DKK\n",
      "9 Department (Institutleder): 35.0 FTE: 80,256 DKK\n",
      "10 Campus Director (Campuschef): 3.0 FTE: 67,844 DKK\n",
      "11 Professor (Professor): 443.4 FTE: 67,687 DKK\n",
      "12 Head of Department (Kontorchef): 4.0 FTE: 67,576 DKK\n",
      "13 Head of Staff (Personalechef): 4.0 FTE: 65,409 DKK\n",
      "14 Head of Research (Forskningschef): 3.0 FTE: 64,326 DKK\n",
      "15 Head of Finance (\u00d8konomichef): 4.0 FTE: 64,013 DKK\n",
      "16 Professor mso (Professor mso): 125.0 FTE: 63,502 DKK\n",
      "17 Director of Studies (Studiechef): 9.0 FTE: 63,479 DKK\n",
      "18 Senior Research Consultant (Senior Forskningskonsulent): 3.0 FTE: 61,728 DKK\n",
      "19 Head of Administration (Administrationschef): 7.0 FTE: 61,178 DKK\n",
      "20 Head of Secretariat (Sekretariatschef): 3.0 FTE: 60,932 DKK\n",
      "21 Head of IT (IT-Chef): 4.0 FTE: 60,480 DKK\n",
      "22 Deputy Head (Souschef): 3.0 FTE: 59,607 DKK\n",
      "23 Chief Consultant (Chefkonsulent): 124.8 FTE: 59,607 DKK\n",
      "24 Chamber Dentist (Afdelingstandl\u00e6ge): 12.7 FTE: 57,867 DKK\n",
      "25 Department Administrator (Institutadministrator): 11.9 FTE: 55,845 DKK\n",
      "26 Head of Library Department (Bibliotekschef): 3.8 FTE: 54,822 DKK\n",
      "27 Associate Professor-Ph.D. (Lektor - Ph.D.): 10.8 FTE: 54,520 DKK\n",
      "28 Senior Consultant (Senior Konsulent): 5.8 FTE: 53,655 DKK\n",
      "29 Administrator (Administrator): 4.0 FTE: 53,376 DKK\n",
      "30 Research Consultant (Forskningskonsulent): 9.2 FTE: 52,306 DKK\n",
      "31 Area Manager (Omr\u00e5deleder): 7.0 FTE: 52,236 DKK\n",
      "32 IT-Manager (IT-Leder): 6.0 FTE: 52,211 DKK\n",
      "33 Chief Engineer (Maskinmester): 11.0 FTE: 52,001 DKK\n",
      "34 Section Manager (Sektionsleder): 7.0 FTE: 51,213\n",
      "35 Construction (Bygningskonstrukt\u00f8r): 5.0 FTE: 50,975 DKK\n",
      "36 Project Manager (Projektleder): 13.0 FTE: 50,794 DKK\n",
      "37 Senior Researcher (Seniorforsker): 31,8 FTE: 50,749 DKK\n",
      "38 Associate Professor (Lektor): 1074.3 FTE: 50,328 DKK\n",
      "39 Research Associate (Forskningslektor): 4.0 FTE: 49,999 DKK\n",
      "40 Architect (Arkitekt): 10,8 FTE: 49,895 DKK\n",
      "41 Finance Consultant (\u00d8konomikonsulent): 4.0 FTE: 49,734 DKK\n",
      "42 Special Consultant (Specialkonsulent): 269.0 FTE: 49,332 DKK\n",
      "43 Operations Manager (Driftsleder): 8.0 FTE: 49,190 DKK\n",
      "44 HR Consultant (Hr-Konsulent): 6.0 FTE: 49,003 DKK\n",
      "45 Senior Advisor (Seniorr\u00e5dgiver): 9.0 FTE: 48,849 DKK\n",
      "46 Engineer (Ingeni\u00f8r): 9,5: FTE: 48,798 DKK\n",
      "47 IT-Project Manager (IT-Projektleder): 4.0 FTE: 48,542 DKK\n",
      "48 Civil Engineer (Civilingeni\u00f8r): 5.0 FTE: 48,097 DKK\n",
      "49 Web Editor (Webredakt\u00f8r): 3.0 FTE: 47,999 DKK\n",
      "50 Doctor (L\u00e6ge): 8.1 FTE: 47,760 DKK\n",
      "51 Leader (Leder): 3.5 FTE: 47,622 DKK\n",
      "52 Inspector (Inspekt\u00f8r): 7.0 FTE: 46,739 DKK\n",
      "53 Web Master (Webmaster): 3.0 FTE: 46,249 DKK\n",
      "54 Academic Coordinator (Akademisk Koordinator): 8.2 FTE: 46,050 DKK\n",
      "55 Department Manager (Afdelingsleder): 7.1 FTE: 45,860 DKK\n",
      "56 Journalist (Journalist): 6.0 FTE: 45,773 DKK\n",
      "57 Study Associate (Studielektor): 24.2 FTE: 45,200 DKK\n",
      "58 Dentist (Tandl\u00e6ge): 4.5 FTE: 44,806 DKK\n",
      "59 Teaching Assistant (Undervisningsadjunkt): 13.9 FTE. 44,781 DKK\n",
      "60 Forensic Academic Staff (Retsmedicinsk Akademisk Personale): 43.5 FTE: 44,693 DKK\n",
      "61 Senior Veterinarian (Seniordyrl\u00e6ge): 18.3 FTE: 44,601 DKK\n",
      "62 Legal Geneticist (Retsgenetiker): 6.8 FTE: 44,545 DKK\n",
      "63 IT-Administrator (IT-Administrator): 6.9 FTE: 44,475 DKK\n",
      "64 Clinical Teacher (Klinisk L\u00e6rer): 13.2 FTE: 44,350 DKK\n",
      "65 Research Coordinator (Forskningskoordinator): 8.0 FTE: 44,065 DKK\n",
      "66 Study Coordinator (Studiekoordinator): 5.7 FTE: 43,893 DKK\n",
      "67 Research Clerk (Forskningsfuldm\u00e6gtig): 28.8 FTE: 43,633 DKK\n",
      "68 Groups under 3-years FTE (Grupper under 3 \u00e5rsv\u00e6rk): * FTE: 43,595 DKK\n",
      "69 Teacher (Underviser): 6.0 FTE: 43,414 DKK\n",
      "70 Clinical Professor (Klinisk Professor): 63.3 FTE: 43,377 DKK\n",
      "71 Veterinarian (Dyrl\u00e6ge): 11.5 FTE: 43,154 DKK\n",
      "72 Consultant (Konsulent): 3.9 FTE: 43,053 DKK\n",
      "73 Academic Secretary (Faglig Sekret\u00e6r): 7.2 FTE: 42,356 DKK\n",
      "74 Assistant Professor (Adjunkt): 256.0 FTE: 42,015 DKK\n",
      "75 Project Coordinator (Projekt Koordinator): 10.2 FTE: 41,287 DKK\n",
      "76 International Researcher (International Researcher): 5.0 FTE: 41,278 DKK\n",
      "77 Repairman (Reparat\u00f8r): 4.0 FTE: 41,229 DKK\n",
      "78 Legal Clerk (Fuldm\u00e6gtig): 441.3 FTE: 40,977 DKK\n",
      "79 Academic Employee (Ac-Medarbejder): 72.8 FTE: 40,956 DKK\n",
      "80 Communications Officer (Kommunikationsmedarbejder): 9.7 FTE: 40,858 DKK\n",
      "81 Electrician (Elektriker): 11.0 FTE: 40,508 DKK\n",
      "82 IT Officer (IT-Medarbejder Fu): 119.5 FTE: 40,388 DKK\n",
      "83 IT Consultant (IT-Konsulent): 3.0 FTE: 40,386 DKK\n",
      "84 Post. Doc. (Post Doc.): 916.5 FTE: 40,343 DKK\n",
      "85 Area Leader (Omr\u00e5deleder): 14.8 FTE: 40,267 DKK\n",
      "86 Coordinator (Koordinator): 9.3 FTE: 40,175 DKK\n",
      "87 Finance Coordinator (\u00d8konomikoordinator): 9.0 FTE: 40,123 DKK\n",
      "88 IT Employee (IT-Medarbejder): 15.3 FTE. 39,975 DKK\n",
      "89 EDB Employee (Edb-Medarbejder): 6.2 FTE: 39,812 DKK\n",
      "90 Maintainance Officer (Betjent Fu): 8.0 FTE: 39,808 DKK\n",
      "91 Bachelor of Engineering (Diplomingeni\u00f8r): 3.0 FTE: 39,698 DKK\n",
      "92 Conservator (Konservator): 6.8 FTE: 39,636 DKK\n",
      "93 Academic Clerk (Ac-Fuldm\u00e6gtig): 8.9 FTE: 39,629 DKK\n",
      "94 Forest & Landscape Engineer (Skov- Og Landskabsingeni\u00f8r): 9.8 FTE: 39,552 DKK\n",
      "95 Instructor (Fagl\u00e6rer): 44.1 FTE: 39,263 DKK\n",
      "96 Teaching Assistant Professor (Undervisningsadjunkt): 12.5 FTE: 39,083 DKK\n",
      "97 Research Technician (Forskningstekniker): 9.9 FTE: 38,957 DKK\n",
      "98 Study Counselor (Studievejleder): 10.2 FTE: 38,937 DKK\n",
      "99 Information Specialist (Informationsspecialist): 11.5 FTE: 38,909 DKK\n",
      "100 Librarian (Bibliotekar): 18.8 FTE: 38,868 DKK\n",
      "101 Clinial Veterinary (Klinikveterin\u00e6r): 13.0 FTE: 38,854 DKK\n",
      "102 Student Teacher (Studieadjunkt): 11.2 FTE: 38,673 DKK\n",
      "103 Researcher (Forsker): 6.0 FTE: 38,540 DKK\n",
      "104 Academic Officer (Ac-Medarbejder): 5.5 FTE: 38,526 DKK\n",
      "105 Programmer (Programm\u00f8r): 3.7 FTE: 38,472 DKK\n",
      "106 Chief Secretary (Chefsekret\u00e6r): 11.7 FTE: 38,228 DKK\n",
      "107 Administration Officer (Administrationsmedarbejder): 6.5 FTE: 38,182 DKK\n",
      "108 Graphic Designer (Grafisk Designer): 6.9 FTE: 38,046 DKK\n",
      "109 Head of Cleaning (Reng\u00f8ringsleder): 5.0 FTE: 38,020 DKK\n",
      "110 Engineer Assistant (Ingeni\u00f8rassistent): 38.6 FTE: 37,741 DKK\n",
      "111 Craftsman (H\u00e5ndv\u00e6rker): 33.5 FTE: 37,278 DKK\n",
      "112 Warder (Vagtmester): 3.0 FTE: 37,260 DKK\n",
      "113 Procurement Coordinator (Indk\u00f8bskoordinator): 3.0 FTE: 37,148 DKK\n",
      "114 Craftsman Fu (H\u00e5ndv\u00e6rker Fu): 8.9 FTE: 37,081 DKK\n",
      "115 Typographer (Typograf): 4.0 FTE: 37,070 DKK\n",
      "116 Academic Staff (Akademisk Medarbejder): 44.4 FTE: 37,042 DKK\n",
      "117 Correspondent (Korrespondent): 12.5 FTE: 36,856 DKK\n",
      "118 Nurse (Sygeplejerske): 3.4 FTE: 36,846 DKK\n",
      "119 Project Economist (Projekt\u00f8konom): 9.8 FTE: 36,738 DKK\n",
      "120 Clinic Guard (Klinikbetjent): 3.4 FTE: 36,721 DKK\n",
      "121 Electrical Technician (Elektroniktekniker): 3.0 FTE: 36,208 DKK\n",
      "122 Finance Officer (\u00d8konomimedarbejder): 37.4 FTE: 35,923 DKK\n",
      "123 Pharmaconomist (Farmakonom): 3.6 FTE: 35,878 DKK\n",
      "124 Health & Safety Consultant (Arbejdsmilj\u00f8konsulent): 3.0 FTE: 35,828 DKK\n",
      "125 Bioanalyst (Bioanalytiker): 61.2 FTE: 35,783 DKK\n",
      "126 Nutrional Economist (En\u00e6rings- og Husholdningskonsulent): 5.6 FTE: 35,714 DKK\n",
      "127 Department Clerk (Kontorfuldm\u00e6gtig): 24.3 FTE: 35,594 DKK\n",
      "128 Laboratory Coordinator (Laboratoriekoordinator): 24.4 FTE: 35,593 DKK\n",
      "129 Project Officer (Projektmedarbejder): 8.5 FTE: 35,560 DKK\n",
      "130 IT-Supporter (IT-Supporter): 15.6 FTE: 35,496 DKK\n",
      "131 External Associate Professor (Ekstern Lektor): 52.6 FTE: 35,286 DKK\n",
      "132 Scientific Assistant (Videnskabelig Assistent): 315.0 FTE: 35,180 DKK\n",
      "133 Exam Coordinator (Eksamenskoordinator): 5.9 FTE: 35,081 DKK\n",
      "134 Department Secretary (Institutsekret\u00e6r): 9.2 FTE: 34,990 DKK\n",
      "135 Photographer (Fotograf): 3.6 FTE: 34,955 DKK\n",
      "136 Section Secretary (Sektionssekret\u00e6r): 4.7 FTE: 34,899 DKK\n",
      "137 HR-Officer (Hr-Medarbejder): 26.7 FTE: 34,888 DKK\n",
      "138 Laboratory Technician (Laboratorietekniker): 34.0 FTE: 34,716 DKK\n",
      "139 Dentist in training (Tandl\u00e6ge under uddannelse): 6.0 FTE: 34,518 DKK\n",
      "140 Staff Caseworker (Personalesagsbehandler): 3.0 FTE: 34,511 DKK\n",
      "141 Staff Secretary (Jordbrugstekniker): 13.9 FTE: 34,475 DKK\n",
      "142 Animal Assistant (Dyreassistent): 24.6 FTE: 34,460 DKK\n",
      "143 Staff Employee (Personalemedarbejder): 3.8 FTE: 34,447 DKK\n",
      "144 Agricultural Technician (Jordbrugstekniker): 3.0 FTE: 34,439 DKK\n",
      "145 Research Secretary (Forskningssekret\u00e6r): 17.1 FTE: 34,388 DKK\n",
      "146 Education Secretary (Uddannelsessekret\u00e6r): 3.0 FTE: 34,295 DKK\n",
      "147 Study Administration Secretary (Studieadministrationssekret\u00e6r): 4.6 FTE: 34,154 DKK\n",
      "148 Fine Mechanic (Finmekaniker): 3.8 FTE: 34,066 DKK\n",
      "149 Special Dentist Master (Specialtandl\u00e6gekandidat): 11.0 FTE: 33,801 DKK\n",
      "150 Salary Employee (L\u00f8nmedarbejder): 5.7 FTE: 33,496 DKK\n",
      "151 Veterinary Nurse (Veterin\u00e6rsygeplejerske): 13.2 FTE: 33,493 DKK\n",
      "152 Laboratory Technician (Laborant): 332.4 FTE: 33,398 DKK\n",
      "153 Study Secretary (Studiesekret\u00e6r): 21.6 FTE: 33,375 DKK\n",
      "154 Office Worker (Kontorfunktion\u00e6r): 360.7 FTE: 33,165 DKK\n",
      "155 Study & Exam Worker (Studie/Eksamensmedarbejder): 32.3 FTE: 32,994 DKK\n",
      "156 Research Worker (Forskningsmedarbejder): 6.3 FTE: 32,958 DKK\n",
      "157 Ph.D. Student (Ph.D. Studerende): 652.0 FTE: 32,857 DKK\n",
      "158 Course Coordinator (Kursuskoordinator): 3.0 FTE: 32,821 DKK\n",
      "159 Secretary (Sekret\u00e6r): 15.3 FTE: 32,704 DKK\n",
      "160 Gardener (Gartner): 30.9 FTE: 32,673 DKK\n",
      "161 Forensic Administators (Retsmedicinsk kontorpersonale): 9.6 FTE: 32,669 DKK\n",
      "162 Accountancy Worker (Regnskabsmedarbejder): 57,9 FTE: 32,669 DKK\n",
      "163 Chef (Kok): 4.0 FTE: 32,344 DKK\n",
      "164 Web Officer (Web-Medarbejder): 3.0 FTE: 32,024 DKK\n",
      "165 Doctor Secretary (L\u00e6gesekret\u00e6r): 8.0 FTE: 31,915 DKK\n",
      "166 Nutrition Assistant (Ern\u00e6ringsassistent): 4.5 FTE: 31,723 DKK\n",
      "167 Ph.D. Secretary (Ph.D. Sekret\u00e6r): 3.0 FTE: 31,673 DKK\n",
      "168 Chief Assistant (Overassistent): 3.2 FTE: 31,536 DKK\n",
      "169 Veterinary Nurse (Veterin\u00e6rsygeplejerske): 12.1 FTE: 31,352 DKK\n",
      "170 Archive Employee (Journalmedarbejder): 5.0 FTE: 31,249 DKK\n",
      "171 Zookeeper (Dyrepasser): 45.0 FTE: 31,125 DKK\n",
      "172 Ph.D. Stipend (Ph.D. Stipendiat): 849.3 FTE: 30,729 DKK\n",
      "173 Receptionist (Receptionist): 10.7 FTE: 30,557 DKK\n",
      "174 Guard (Betjent): 86.1 FTE: 30,369 DKK\n",
      "175 Clinic Assistant (Klinikassistent): 50.8 FTE: 30,090 DKK\n",
      "176 Guard fu (Betjent Fu): 18.0 FTE: 29,404 DKK\n",
      "177 Instructor Assistant (Hj\u00e6lpel\u00e6rer): 11.9 FTE: 29,067 DKK\n",
      "178 Clinic Worker (Klinikmedarbejder): 9.7 FTE: 27,919 DKK\n",
      "179 Glass Washer (Glasvasker): 7.0 FTE: 27,020 DKK\n",
      "180 Kitchen Assistant (K\u00f8kkenmedhj\u00e6lper): 5.1 FTE: 26,261 DKK\n",
      "181 Student Study Counselor (Studenterstudievejleder): 17.1 FTE: 25,888 DKK\n",
      "182 Sanitarian (Sanit\u00f8r): 13.8 FTE: 25,787 DKK\n",
      "183 Service Assistant (Servicemedarbejder): 9.3 FTE: 25,236 DKK\n",
      "184 Cleaning Assistant (Reng\u00f8ringsassistent): 64.3 FTE: 25,162 DKK\n",
      "185 Student Assistant Fu (Studentermedhj\u00e6lp Fu): 6.7 FTE: 24,233 DKK\n",
      "186 Student Assistant (Studentermedhj\u00e6lp): 7.9 FTE: 22,522 DKK\n",
      "187 Laboratory Assistant (Laboratorieassistent): 5.9 FTE: 21,821 DKK\n",
      "188 Clinical Assistant (Klinikassistent): 13.0 FTE: 20,993 DKK\n",
      "189 Office Trainee (Kontorelev): 30. FTE: 20,033 DKK\n",
      "190 Animal Assistant Student (Dyreassistentelev): 3.0 FTE: 19,654 DKK\n",
      "191 Student (Studerende): 69.2 FTE: 19,114 DKK\n",
      "192 Gardener Student (Gartnerelev): 12.0 FTE: 18,842 DKK\n",
      "193 Student Fu (Studerende Fu): 27.7 FTE: 18,766 DKK\n",
      "194 IT-Support Student (IT-Supportelev): 3.0 FTE: 18,205 DKK\n",
      "195 Laboratory Intern (Laborantpraktikant): 42.0 FTE: 18,052 DKK\n",
      "196 Zookeeper Student (Dyrepasserelev): 23.4 FTE: 16,525 DKK\n",
      "197 Exam Observator (Eksamensvagt): 7.6 FTE: 15,601 DKK\n",
      "198 Fine Mechanic Student (Finmekanikerelev): 3.0 FTE: 15,386 DKK\n",
      "199 Veterinary Nurse Student (Veterin\u00e6rsygeplejerskeelev): 12.0 FTE: 14,624 DKK\n",
      "\"\"\""
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import re\n",
      "import matplotlib.pyplot as plt\n",
      "import seaborn"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "parse_salaries = re.compile(\"(\\\\d+?)\\s(.*):\\\\s(\\\\d+?[\\\\.,]??\\\\d??):??\\\\sFTE[:\\\\.]\\\\s.*?(\\\\d+?,\\\\d+?)\\\\s(?:DKK)??\", re.I)\n",
      "matches = parse_salaries.findall(data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cols = 'Rank Job FTE Salary'.split()\n",
      "df = pd.DataFrame(matches, columns=cols)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.FTE = df.FTE.str.replace(',', '.').astype(float)\n",
      "df.Salary = df.Salary.str.replace(',', '.').astype(float)\n",
      "df = df.convert_objects()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.plot(df.Rank, df.Salary)\n",
      "plt.xlabel('Rank')\n",
      "plt.ylabel('Salary in 1000 DKK')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<matplotlib.text.Text at 0x10fd22290>"
       ]
      },
      {
       "html": [
        "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/MAAALLCAYAAAC1otLXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
        "AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3XuYXWV5///3ZGZyTgiBEUKQMzcoKFBUtAjVVm0rB8/i\n",
        "sWq/SitF8av92VawHtpq9ddaaau9xFqktApqRalVAQ9oiyeoIJ7gBiEkJBCSkISck5nZ3z/WTrJn\n",
        "MpPMrL1n1uzs9+u65lqz1n72Wk/E9cdnnue5H5AkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\n",
        "SZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZJUra6q\n",
        "O9CMiDgJ+CFwaWZePuyzGcA7gZcDRwMPAl8F3pOZG0a41xnAq4AXA2uBbwKXZeamCf1HSJIkSZI0\n",
        "TtOq7kBZETEf+CIwG6gN+6wLuB54H3AQ8G9AN/A24Hv1oN/Y/gzge8D5wHXAEuAS4KaImDeh/xBJ\n",
        "kiRJksapLcN8RJwOfB84fpQm5wLPpQjoj8/MP8zM44GrgJMogvrOe/UAnwSWAk/JzLdm5vn1Nk8H\n",
        "Lp6wf4gkSZIkSSW0XZiPiHcBP6CYOn/DKM1Orx8/kZkDDdf/sX58WsO1VwMnA1dm5pqG6x8DHgEu\n",
        "rI/0S5IkSZI0JbRdmAfeBNwJnAlcM0qbX9SPpw+7/oT6MRuunVU/fqmxYWYOAv8FHAkcV7azkiRJ\n",
        "kiS1Wk/VHSjh9Zn5HYCIOGWUNl8H7gdeFxFJsQ7+LOA9wDrgMw1tT6BYc798hPusqB8PBe5pvuuS\n",
        "JEmSJDWv7Ubmdwb5fbR5DDiFYgT/HymC+jXAHOC0zPxZQ/MDKML8oyPcam39eGgzfZYkSZIkqZXa\n",
        "LsyPRUTMBv6CYir+SooCd8soQvn/HxEHNDSfBWzOzNoeN4LH6scDJ7C7kiRJkiSNy34Z5imC/CXA\n",
        "Ryiq2f8BRcG8twAvBT7b0HY1xfZ2I5lfPz48Qf2UJEmSJGnc9tcwfy6wHfhQZvbDroJ2/0Qx5f7Z\n",
        "ETGr3vYhYFpELBjhPgvrxyUT211JkiRJksauHQvg7VVEHEix//x/D9tqjswcjIivUlTEfyrwXXYX\n",
        "uVtMURyv0aL68YFm+lSr1Uaawi9JkiRJ2g90dXVN+nbm+12Yz8y1EbGeokr9EPX94p9LUfBuSf3y\n",
        "zcBFwHnAzxvadlOM8K/KzPXN9mvVqg3N3kLSOPT1zQN896TJ5rsnVcN3T6rOzvdvsu2v0+z/A3hc\n",
        "RPzFzgv1IP97wFHA/2bm0vpH11EUx7swIhY13OMioA9496T0WJIkSZKkMdrvRubr3gGcDVwaEc8F\n",
        "bgOeBxxHsQXd7+1smJkDEXEZcCVwa0RcDxwOnAPckplXTHbnJUmSJEnam3Yfma/Vf4aoT4s/Ffgw\n",
        "MBN4PTAAfAp4YmbeNaz91cDzgbuACyj2nr8EeOEE9l2SJEmSpFImfZF+J6rVajXXL0mTy7WDUjV8\n",
        "96Rq+O5J1enrm1dJAbx2H5mXJEmSJKnjGOYlSZIkSWozhnlJkiRJktqMYV6SJEmSpDZjmJckSZIk\n",
        "qc0Y5iVJkiRJajOGeUmSJEmS2oxhXpIkSZKkNmOYlyRJkiSpzRjmJUmSJElqM4Z5SZIkSZLajGFe\n",
        "kiRJkqQ2Y5iXJEmSJKnNGOYlSZIkSWozhnlJkiRJktqMYV6SJEmSpDZjmJckSZIkqc0Y5iVJkiRJ\n",
        "ajOGeUmSJEmS2oxhXpIkSZKkNmOYlyRJkiSpzRjmJUmSJElqM4Z5SZIkSZLajGFekiRJkqQ2Y5iX\n",
        "JEmSJKnNGOYlSZIkSWozhnlJkiRJktqMYV6SJEmSpDZjmJckSZIkqc0Y5iVJkiRJajOGeUmSJEmS\n",
        "2oxhXpIkSZKkNmOYlyRJkiSpzRjmJUmSJElqM4Z5SZIkSZLajGFekiRJkqQ2Y5iXJEmSJKnNGOYl\n",
        "SZIkSWozhnlJkiRJktqMYV6SJEmSpDZjmJckSZIkqc0Y5iVJkiRJajOG+Um2fNVGfr7kUQZrtaq7\n",
        "IkmSJElqUz1Vd6CT3PXAWv722jsYGKzx7F9bzGufd0LVXZIkSZIktSFH5ifRnb9aw8BgMSJ/212P\n",
        "VNwbSZIkSVK7MsxXZNv2gaq7IEmSJElqU4b5SdTTs/t/7h39g9RcNy9JkiRJKsEwP4l6G8J8Degf\n",
        "MMxLkiRJksbPMD+JpvcM/Z97R/9gRT2RJEmSJLUzw/wk6h0e5gcM85IkSZKk8TPMT6Le7uEj8xbB\n",
        "kyRJkiSNn2F+Eu0xMu80e0mSJElSCYb5SWSYlyRJkiS1Qk/VHWhGRJwE/BC4NDMvH+HzZwDvBJ4G\n",
        "PApcC1yTmfeO0PYM4FXAi4G1wDeByzJzU6v665p5SZIkSVIrtO3IfETMB74IzKbY6W34568Ebgae\n",
        "CdwIrALeD9weEQcPa3sG8D3gfOA6YAlwCXBTRMxrVZ/3WDO/wzAvSZIkSRq/tgzzEXE68H3g+FE+\n",
        "nw38A7AeODUz35CZvwn8DjAH+OOGtj3AJ4GlwFMy862ZeT5FmH86cHGr+t3b2z3k3JF5SZIkSVIZ\n",
        "bRfmI+JdwA+Ao4EbRmn2+8BC4E2ZuXznxcy8Efg7oLGM/KuBk4ErM3NNw/WPAY8AF0ZEVyv6vmc1\n",
        "e8O8JEmSJGn82i7MA28C7gTOBK4Zpc0rgEHg68M/yMx3ZOalDZfOqh+/NKzdIPBfwJHAcU32GbAA\n",
        "niRJkiSpNdqxAN7rM/M7ABFxyihtHg8sB2ZExEeA36IYqb8FeHtm3t/Q9gSKNffL97gLrKgfDwXu\n",
        "abbjhnlJkiRJUiu03cj8ziA/mvqU+EMp1st/h2LK/a3AGuAFwI/rVfB3OoAizD86wu3W1o+HNtlt\n",
        "wGr2kiRJkqTWaLswPwYHA70U6+C3AEdn5muBJwIXUYT3jzW0nwVszsw9KuIDj9WPB7aiY47MS5Ik\n",
        "SZJaoR2n2e/L9obfP5GZDwNkZi0iPgn8FXBWRDwuMx8BVlMU0xvJ/Prx4WY71dc3jwN2DAy5Nn1G\n",
        "D319Ldv5TtIIfMekavjuSdXw3ZM6x343Mp+Z64HNQD/FnvGNnw1QFLXrolgrD/AQMC0iFoxwu4X1\n",
        "45JW9G34yPx295mXJEmSJJWwP47MQ1HM7jhG/mPFnPpxdf24s8jdYmDdsLaL6scHmu3QqlUbAOjp\n",
        "nkZ/fa38+se27LouqbV2jkz4jkmTy3dPqobvnlSdqmbE7Hcj83XfpRh9f2bjxYiYATwPWJuZv6xf\n",
        "vrl+PG9Y227gXGBVfbS/JRpH510zL0mSJEkqY38N839DUaH+HyJiIUBETKMogDcH+EpD2+uAZcCF\n",
        "EbGo4fpFQB/w7lZ2bEiYt5q9JEmSJKmE/TLMZ+bdwF8ARwK/iIhPAT8F/ha4HXhzQ9sB4DLgCODW\n",
        "iPh4RFwPfBS4JTOvaGXfersdmZckSZIkNafdw3yt/rOHzHwv8CLgDuB8YBvwIeCczNw8rO3VwPOB\n",
        "u4ALKLavuwR4Yas77DR7SZIkSVKz2roAXmZeBVy1l8+/DHx5jPe6EbixRV0b1XTDvCRJkiSpSe0+\n",
        "Mt92ho7MD+ylpSRJkiRJIzPMTzKn2UuSJEmSmmWYn2Q9VrOXJEmSJDXJMD/JrGYvSZIkSWqWYX6S\n",
        "Oc1ekiRJktQsw/wk63WavSRJkiSpSYb5STa9p3vX79t3GOYlSZIkSeNnmJ9kjsxLkiRJkpplmJ9k\n",
        "jWG+3zXzkiRJkqQSDPOTrLGa/cBgjYFBA70kSZIkaXwM85OscWQeoL+/VlFPJEmSJEntyjA/yXqG\n",
        "hXnXzUuSJEmSxsswP8mGj8xv3zFQUU8kSZIkSe3KMD/JpjsyL0mSJElqkmF+kvU27DMPsMOK9pIk\n",
        "SZKkcTLMT7LGavZgmJckSZIkjZ9hfpINXzNvmJckSZIkjZdhfpLtEeZdMy9JkiRJGifD/CRzZF6S\n",
        "JEmS1CzD/CQzzEuSJEmSmmWYn2R7hnn3mZckSZIkjY9hfpJZzV6SJEmS1CzD/CRzmr0kSZIkqVmG\n",
        "+UlmNXtJkiRJUrMM85PMkXlJkiRJUrMM85Ose9o0pnV17To3zEuSJEmSxsswX4He3t3/sxvmJUmS\n",
        "JEnjZZivQGNFe8O8JEmSJGm8DPMVaFw3b5iXJEmSJI2XYb4CQ8K81ewlSZIkSeNkmK+AI/OSJEmS\n",
        "pGYY5ivgmnlJkiRJUjMM8xUYOjI/UGFPJEmSJEntyDBfgelOs5ckSZIkNcEwX4Henu5dvxvmJUmS\n",
        "JEnjZZivQI/V7CVJkiRJTTDMV8ACeJIkSZKkZhjmK+DWdJIkSZKkZhjmK2CYlyRJkiQ1wzBfgcYw\n",
        "v90wL0mSJEkaJ8N8BRq3pusfGKRWq1XYG0mSJElSuzHMV6BxZB6KQC9JkiRJ0lgZ5ivQWM0eXDcv\n",
        "SZIkSRofw3wFho/MG+YlSZIkSeNhmK9Aj2FekiRJktQEw3wF9hiZd828JEmSJGkcDPMVmN7TPeR8\n",
        "+w7DvCRJkiRp7AzzFXBkXpIkSZLUDMN8BaxmL0mSJElqhmG+AlazlyRJkiQ1wzBfAcO8JEmSJKkZ\n",
        "hvkK7LlmfqCinkiSJEmS2lFP1R1oRkScBPwQuDQzL99H24uBvwfekJlXjfD5GcCrgBcDa4FvApdl\n",
        "5qZW99s185IkSZKkZrTtyHxEzAe+CMwGavtoeyTwwXq7PdrWg/z3gPOB64AlwCXATRExr6UdB3p7\n",
        "h25NZ5iXJEmSJI1HW4b5iDgd+D5w/Bi/cgUwB+ga4V49wCeBpcBTMvOtmXk+RZh/OnBxSzrdwJF5\n",
        "SZIkSVIz2i7MR8S7gB8ARwM3jKH9G4DnAl8dpcmrgZOBKzNzTcP1jwGPABdGxB5/BGiGBfAkSZIk\n",
        "Sc1ouzAPvAm4EzgTuGZvDSNiEfAR4NPATaM0O6t+/FLjxcwcBP4LOBI4rnx399TTPfRvA4Z5SZIk\n",
        "SdJ4tGOYf31mnp6ZtzPCtPlhPg5sBd6+l7YnUKyjXz7CZyvqx0PLdHQ0XV1dQ0bndwwY5iVJkiRJ\n",
        "Y9d2YT4zvzOWdhFxAfAC4K2ZuW4vTQ+gCPOPjvDZ2vqxpWEehq6bd2RekiRJkjQebRfmxyIiDgb+\n",
        "Abg+Mz+/j+azgM2ZOVJF/MfqxwNb2T8Yum7eMC9JkiRJGo+23md+Ly4HpgMXjaHtaopieiOZXz8+\n",
        "3GyH+vqG7nA3c0YP6zdtB2Baz7Q9PpfUGr5bUjV896Rq+O5JnWO/G5mPiHOBVwJ/mpkrRmgyfO38\n",
        "Q8C0iFgwQtuF9eOS1vWwML23YWR+hyPzkiRJkqSx2x9H5l9aP348Ij4+wudXRsSVwLMy87vsLnK3\n",
        "GBi+tn5R/fhAs51atWrDkPPGvyhs3LRtj88lNWfnyITvljS5fPekavjuSdWpakbM/hjmrwPuG+H6\n",
        "M4DfptiC7g52j7bfTDEd/zzg5zsbR0Q3cC6wKjPXt7qTVrOXJEmSJJW134X5zPwy8OXh1yPibdTD\n",
        "fGb+a8NH1wHLgAsj4qrMfKh+/SKgD/jDiein1ewlSZIkSWXtd2F+vDJzICIuA64Ebo2I64HDgXOA\n",
        "WzLziol4bm9P967fDfOSJEmSpPFo9wJ4tfpPU20z82rg+cBdwAUUe89fArywBX0c0XSn2UuSJEmS\n",
        "SmrrkfnMvAq4aoxtL6fYsm60z28EbmxR1/ZpyJp5q9lLkiRJksah3Ufm21aPI/OSJEmSpJIM8xUZ\n",
        "MjLvmnlJkiRJ0jgY5itiNXtJkiRJUlmG+Yo4Mi9JkiRJKsswX5HGMD9YqzEwaKCXJEmSJI2NYb4i\n",
        "0xv2mQfYbkV7SZIkSdIYGeYr0jgyD1a0lyRJkiSNnWG+IsPDfL/r5iVJkiRJY2SYr0hjNXuwCJ4k\n",
        "SZIkaewM8xXZY5q9YV6SJEmSNEaG+Yr0uGZekiRJklSSYb4ijsxLkiRJksoyzFdk+rAwv71/oKKe\n",
        "SJIkSZLajWG+Io7MS5IkSZLKMsxXxGr2kiRJkqSyDPMVcWRekiRJklSWYb4ivT3dQ86tZi9JkiRJ\n",
        "GivDfEUcmZckSZIklWWYr8jwNfP9hnlJkiRJ0hgZ5isyfGR+u2FekiRJkjRGhvmKTJvWRfe0rl3n\n",
        "TrOXJEmSJI2VYb5CjaPzhnlJkiRJ0lgZ5is0JMxbzV6SJEmSNEaG+QoNHZkfqLAnkiRJkqR2Ypiv\n",
        "UGNFe6fZS5IkSZLGyjBfod6e7l2/G+YlSZIkSWNlmK+QBfAkSZIkSWUY5itkmJckSZIklWGYr5DV\n",
        "7CVJkiRJZRjmK2QBPEmSJElSGYb5CjnNXpIkSZJUhmG+QoZ5SZIkSVIZhvkKTR8S5gcq7IkkSZIk\n",
        "qZ0Y5ivUYwE8SZIkSVIJhvkKOc1ekiRJklSGYb5CjdXs+wdqDNZqFfZGkiRJktQuDPMVahyZB+h3\n",
        "dF6SJEmSNAaG+Qr19nQPOXfdvCRJkiRpLAzzFRo+Mu+6eUmSJEnSWBjmKzR9WJjfbpiXJEmSJI2B\n",
        "Yb5CjsxLkiRJksowzFeosZo9WABPkiRJkjQ2hvkKOTIvSZIkSSrDMF+hPcP8QEU9kSRJkiS1E8N8\n",
        "hXqGh3m3ppMkSZIkjYFhvkLD18w7zV6SJEmSNBaG+QpN7+0ecu7WdJIkSZKksTDMV2j4PvOPbdpe\n",
        "UU8kSZIkSe3EMF+hBXNnMHdW767zn923psLeSJIkSZLahWG+QtOmdfHkYw/adX7X0nVs3tpfYY8k\n",
        "SZIkSe3AMF+xU487eNfvA4M1fna/o/OSJEmSpL0zzFfspKMX0tPdtev8jntXV9gbSZIkSVI76Km6\n",
        "A82IiJOAHwKXZublwz6bCfx/wIuBY4HV9bbvysz7R7jXGcCr6u3XAt8ELsvMTRP5b5g1o4cTjzyQ\n",
        "n933KAB33ruG/oFBerr9O4skSZIkaWRtmxgjYj7wRWA2UBv2WQ9wM/A+4PHANcBjwAXATyPilGHt\n",
        "zwC+B5wPXAcsAS4BboqIeRP57wA4rWGq/eZt/dz74PqJfqQkSZIkqY21ZZiPiNOB7wPHj9LkYuBp\n",
        "wL8DizPzwsw8FXgFRfi/ouFePcAngaXAUzLzrZl5PkWYf3r9XhPqlIYwD061lyRJkiTtXduF+Yh4\n",
        "F/AD4GjghlGanUsxWv9Pmblt58XM/BzwK+D0iJhbv/xq4GTgysxsrD73MeAR4MKI6GICLZw/kyMP\n",
        "2T0B4I57VlOr1fbyDUmSJElSJ2u7MA+8CbgTOJNi+vxI/g14X2Z+b4TPHgW6gAPr52fVj19qbJSZ\n",
        "g8B/AUcCxzXZ53069fjdo/OPrNvCijWbJ/qRkiRJkqQ21Y5h/vWZeXpm3k4RyveQmZ/OzPcPvx4R\n",
        "JwJPBR7NzGX1yydQjOIvH+FWK+rHQ5vv9t6dOnyq/T2rJvqRkiRJkqQ21XZhPjO/08TX310/XtFw\n",
        "7QCKMP/oCO3X1o8THuaPOGQuB86bsevcdfOSJEmSpNG0XZgvKyLeB7wSuBdoHLWfBWzOzJEWqT9W\n",
        "Px44wmct1dXVNWSq/X3LH2P9pu0T/VhJkiRJUhtq633mxyoiPgz8MbAKOK+xKB7F/vNHj/LV+fXj\n",
        "w832oa9v3zvcPespR/DtHxez/WvA/Ss38twzjmz20VJHG8u7J6n1fPekavjuSZ1jvx6Zj4hpEfHP\n",
        "FEH+IeC3MvPuYc0eAqZFxIIRbrGwflwycb3c7UnHHsSsGbv/vvLDnzf9NwRJkiRJ0n5ovx2Zj4hu\n",
        "4ErgNcD9wHMz874Rmu4scrcYWDfss0X14wPN9mfVqg1janfS0Qu57a5HALj97kdYvmId03u7m328\n",
        "1HF2jkyM9d2T1Bq+e1I1fPek6lQ1I2Z/Hpm/miLI/ww4c5QgD3Bz/Xhe48X6HwPOBVZl5vqJ6uRw\n",
        "pzVUtd/eP8gvHli7l9aSJEmSpE60X4b5iHgV8ArgHuDZmbm3+erXAcuACyNiUcP1i4A+dlfAnxRP\n",
        "OvYgpnXt3nHvjnusai9JkiRJGmq/m2YfETOAD9dPfwq8JSJGavpPmbkyMwci4jKKKfm3RsT1wOHA\n",
        "OcAtmXnFSF+eKHNn9XL84Qdw97Jixv9P7l3NYK02JOBLkiRJkjpbu4f5Wv2n0ROAw+rXX1z/Gel7\n",
        "XwRWAmTm1RGxEngncAHF1PxLgM9OTLf37tTjD94V5tdv2s6ShzZwzGHz9/EtSZIkSVKncLh3EtRq\n",
        "tdp4ipGsfHQzf3bFD3adn/vrR/Lis4+diK5J+y0LAUnV8N2TquG7J1Wnr28eXV2TP5V6v1wz3+4O\n",
        "WTibRQfN3nXuunlJkiRJUqNSYT4ifrvk9xZGxJfKfLfTnHr87qr2D67axKp1WyrsjSRJkiRpKik7\n",
        "Mv+liHjOeL4QEc8G7mTYFnAa2WnH9Q05v+NeR+clSZIkSYWyYX4GRaB/9r4aRkR3RPwVcBNFYbp1\n",
        "JZ/ZUY45bD7zZvfuOneqvSRJkiRpp7Jh/m+A2cD1EXH2aI0i4mjgf4A/qz/rRuDkks/sKNOmdXHK\n",
        "sbun2ueydWzeuqPCHkmSJEmSpopSYT4z3wn8NTAH+EpEnDm8TUS8ErgdOAPYArwlM38nMx9qor8d\n",
        "pXHd/MBgjZ/e92iFvZEkSZIkTRWlq9ln5ruAvwLmAl+NiKcDRMSciPg08O/AfOBW4LTM/Fjz3e0s\n",
        "Jx21kJ7u3f+JXDcvSZIkSYImt6bLzHcD7wfmAV+LiDcAPwZ+D+gH3gf8emZmsx3tRDOmd/PEow7c\n",
        "dX7nr9bQPzBYYY8kSZIkSVNB0/vMZ+Z7gT8HDgA+BRwPJEWIf19mDjT7jE7WONV+y7Z+frV8fYW9\n",
        "kSRJkiRNBU2HeYDM/EvgXfXTQeD3MvO2Vty708XhC4acP/rYtop6IkmSJEmaKloS5gEy86+BP6nf\n",
        "8z8j4omtuncnmzurd8j5RivaS5IkSVLH6ynzpYg4YpSPPgccDrwF+FZEvBBYMbxRZi4t89xONHvm\n",
        "0P9Em7f2V9QTSZIkSdJUUSrMA0uA2iifddWPjwNuGeGzGtBd8rkdp6d7GjOmd7Nte1F6YJMj85Ik\n",
        "SZLU8ZqZZt81ys/e2jBCG+3DnIbReUfmJUmSJEmlRuYzs2Vr7bVvs2f08ihF4btNWxyZlyRJkqRO\n",
        "N+mhPCIOmOxntru5s3b/zWXTNkfmJUmSJKnTlQrzEfHekt87E7ijzHc72eyZuyvaO81ekiRJklR2\n",
        "ZP7PI+LSsTaOiGkR8R7gZmC0SvgaRWNFewvgSZIkSZLKhvl+4P0R8Sf7ahgRj6cI8e+hqGL//ZLP\n",
        "7FiNBfA2bXFkXpIkSZI6Xdkw/zKKQP+BiHjHaI0i4iXAT4BnAjuAS4GzSz6zY81pmGbfPzDI9h0D\n",
        "FfZGkiRJklS1UmE+M78MvIQi0H84It7a+HlEzIqITwCfBxYAvwDOyMwPZuZgk33uOI0j8wCbXDcv\n",
        "SZIkSR2tdDX7zPwK8CKKEfe/i4g/AoiIJwG3AW8CasBHgdMz08J3JTUWwAPY7Lp5SZIkSepoTW1N\n",
        "l5lfBV4AbAf+PiKuAn4EPAFYBjwnM9+emdua7mkHc2RekiRJktSo6X3mM/MG4HxgG/BaYAbwb8CT\n",
        "MvPbzd5fMGfW0JF5K9pLkiRJUmdrOswDZOZNwLnAFoqp9V/PzMdacW8N3ZoO3GtekiRJkjpdS8I8\n",
        "QGZ+C3g+RaD/dES8olX37nRzZg4fmTfMS5IkSVIn69l3kz1FxOsoRuBH8lng/wD/GhFHASuGN8jM\n",
        "fy3z3E41e8awNfNbnGYvSZIkSZ2sVJgHrhzjvT8wwvUaYJgfh2nTupg1o4ct24oReafZS5IkSVJn\n",
        "Kxvmv9vEM0cb0ddezJm5O8xv2ubIvCRJkiR1slJhPjOf1eJ+aB9mz+yB9cXvjsxLkiRJUmdrWQE8\n",
        "TazGIniumZckSZKkzlZ2mv0eImIR8ETgCcAAcH/9597MHGjVczrVnIbt6axmL0mSJEmdrakwHxFd\n",
        "wB8DfwYcAHQNa1IDVkTE5cAnMnNDM8/rZLMbRuY3b3VkXpIkSZI6Welp9hFxPPA/wIeABcAy4DvA\n",
        "54GvAXcD24HFwIeBn0TEEc12uFMNH5mv1awjKEmSJEmdquw+893A14GjgVuAt2fmrSO06wKeSxH4\n",
        "TwG+FRFPzMzt5bvcmWY3hPmBwRrbdgwwc3rLVklIkiRJktpI2ZH511IE+R8BvztSkAfIzFpm3gj8\n",
        "GnA1cAzwmpLP7GhzZvUOObeivSRJkiR1rrJh/o3AVuB3MnPjvhpnZg14e/07ryz5zI7WWM0eLIIn\n",
        "SZIkSZ2sbJhfBCzJzHVj/UJmrgF+BRxZ8pkdrXGaPVgET5IkSZI6Wdkw30ex7dx4PQAcVvKZHW3O\n",
        "sDDvyLwkSZIkda6yYX4usKbE99YBs0o+s6PtMc1+iyPzkiRJktSpSm9N14The9FrDByZlyRJkiTt\n",
        "VEWYd4P0EmbO6BnyV5DN2xyZlyRJkqRO1cxG5c+IiH8Z53ee3sTzOtq0ri5mz+zZNSLvyLwkSZIk\n",
        "da5mwvyx9R9Nkjkze3eHedfMS5IkSVLHKhvm39/EM51mX1Lj9nSbHZmXJEmSpI5VKsxn5ntb3A+N\n",
        "QWMRPKfZS5IkSVLnqqIAnkqa3bA93eatTrOXJEmSpE5lmG8jc2btDvOOzEuSJElS5zLMt5E5w9bM\n",
        "12qWH5AkSZKkTmSYbyONBfAGazW2bh+osDeSJEmSpKoY5tvInIY18wCbXDcvSZIkSR3JMN9GGqfZ\n",
        "A2za4rp5SZIkSepEZfeZnxIi4iTgh8ClmXn5CJ8/B7gAOB94APga8P7M3GN+ekScAbwKeDGwFvgm\n",
        "cFlmbpq4f8H4zB42Mm9Fe0mSJEnqTC0J8xFxHLAYWFT/6QXWA6uB2zLzgVY8Z9gz5wNfBGYDe1SC\n",
        "i4iXAdcCvwQ+A5wCvBt4ckS8LDP7G9qeAXwPWApcBxwFXAKcERG/nZkbWt3/MvYYmbeivSRJkiR1\n",
        "pNJhPiK6gdcDFwGn7aVpLSLuBv4gM/+77POGPft04F+B40f5/ADgcuA24OzM3Fq//jfA24GXAZ+t\n",
        "X+sBPkkR5J+SmWvq199Sv8fFwAdb0e9mzR4W5jdvM8xLkiRJUidqZs38pylC8GnAz4EvAFdQBN8P\n",
        "1n//AsVhgMaUAAAgAElEQVTI+InAtyPiYxHRO+Ldxigi3gX8ADgauGGUZm8DDgX+cWeQr/srYAfw\n",
        "5oZrrwZOBq7cGeTrPgY8AlwYEV3N9LlV9iiAt8Vp9pIkSZLUiUqNzEfE/6UIwbcAF2XmT/fR/snA\n",
        "xylC9A3A9WWeW/cm4E7gjcCTgd8eoc1ZFFPvv9R4MTPXRsT/AM+OiN7M3FFvywhtByPiv4A3AMcB\n",
        "9zTR55aYOb2baV1dDNb3l3eavSRJkiR1prIj888HHgXO2VeQB8jMO4FzKArLvaTkM3d6fWaenpm3\n",
        "A6ONmJ8AbM7Mx0b4bEX9eGhD2xqwfAxtK9XV1TVkqr0F8CRJkiSpM5UN86cD3x8lLI8oM9dTTI//\n",
        "3ZLP3Hmf74yh2QHAmlE+W1s/HtrQtkbxx4l9ta1cYxE8R+YlSZIkqTOVDfM/BI4t8b0TgYdLPnM8\n",
        "ZgGj/aFh5/UDG9puzsw9KuKP0LZyc2btXje/yZF5SZIkSepIZcP8fwAnRsQH69Xg9yoipkXE5RRF\n",
        "675b8pnjsRqYO8pn8+vHhxvazh5j28rNdmRekiRJkjpe2a3prqPY4u1PgDdGxOeAX1AE49X1Ngvr\n",
        "PycBLwceB9wLXNpMh8foIeCYUT5bWD8uaWg7LSIWZOa6fbQtra9vXrO3AGDhAbN2/b5tx0DL7ivt\n",
        "r3xHpGr47knV8N2TOkepMJ+ZayLiNODdFIH+zfv4yhbgE8AH6mvnJ9oK4NSImJOZm4Z9tghY17De\n",
        "f2eRu8XA8DC/qH58YGK6OX5zG6bZb9zsNHtJkiRJ6kRlR+bJzG3AZRFxJfCbwK8BB1NMTd9OEZJX\n",
        "AMuA6zNz9Wj3mgA3U1TcPw+4ZufFiFhIsRXd7cPaXlRv+/OGtt3AucCqVvwBYtWqDc3eAhi6LmLT\n",
        "lh2sfOQxpnWNVtRf6lw7RyZa9e5JGhvfPakavntSdaqaEVM6zO+Umb8CftWCvrTSPwPvBd4REV/J\n",
        "zI3165dS/Jvf3dD2Ooo/OFwYEVdl5kP16xcBfcAfTk6Xx6axmn0N2LKtnzkze0f/giRJkiRpv9N0\n",
        "mN8pIrqAQyimpvcC64HVmTnaFnETJjPXRcQHgL8EfhwRXwdOBp4FfDYzb2xoOxARlwFXArdGxPXA\n",
        "4cA5wC2ZecVk939vGgvgQVEEzzAvSZIkSZ2lqTAfEcdRrJd/OcVe7NOAxjnftYhYCnwNuDQz1+55\n",
        "l6bU6j97yMwPRMQSipH111Bsp/dG4NoR2l4dESuBdwIXAD8DLgE+2+L+Nm3usOC+eesOit31JEmS\n",
        "JEmdovRi64h4M/CP9XvUgDXAo/UjwEEU1eAPqrd5BHhLZn6+mQ63o1qtVmvV+qW7l67lQ5/ZveT/\n",
        "HRecyklHL9zLN6TO5NpBqRq+e1I1fPek6vT1zaOra/ILmZUamY+I84B/AFYCHwSuycxVo7Q9hGK0\n",
        "+8+AayLiwcz8fsn+drzhU+o3bbWivSRJkiR1mrLT7F8H7ACel5k/21vDzFwJ/H1EfAu4FXgJYJgv\n",
        "afia+c1b+yvqiSRJkiSpKtP23WREz6QoDrfXIN+o3vZ7wItLPlPAnFmOzEuSJElSpysb5h8EZpf4\n",
        "3gEln6e66T3T6OnevRzDkXlJkiRJ6jxlw/x/AE+NiHPG+oWIeDlwGnBbyWcK6OrqYnbDunlH5iVJ\n",
        "kiSp85RdM/8F4M+BL0bEDcDVwC+A1fUfKCrZLwROAl4FnA9sAt7TTIcFc2b28Nim7UCxz7wkSZIk\n",
        "qbOUGpnPzHuAUyj2bj+XYu/2O4EVwPb6z8PALymC/4uBe4CXZOYvm+92Z2usaP+LJWv59u3LGRys\n",
        "VdgjSZIkSdJkKjvNnsxM4DeA1wOfBZJin/l+YDNwL/Ad4N+B8zLzpMy8qdkOCw5eMHPX71u29XP1\n",
        "DXfz/qtu5Z4H11XYK0mSJEnSZJn0je07Ua1Wq61ataFl91v56Gb+7nM/4ZF1W/b47LlPeTyv+K3j\n",
        "6OryP606W1/fPABa+e5J2jffPakavntSdfr65tFVQQArPTKv6hyycDZ/8can8aKzj2F6z9D/hDfd\n",
        "towf/fKRinomSZIkSZoMZQvgARARXRRr5i8AFgOL6j+9wHqKYni3AV/LzM8111U16u3p5rxfP4oz\n",
        "Tz6Ua791L7fetTvAf+7b93LqcQczY3p3hT2UJEmSJE2U0iPzEfEM4D7gyxTV6n8DCGAeMBM4hKKS\n",
        "/euAayLipog4qtkOa6iF82fy5heezPOe+vhd19Zu2MZXf/BAhb2SJEmSJE2kUmE+Ik4CvkIxGn8d\n",
        "8FLgZOAwYEb957D6tZcDXwKeBfw0Io5putfawwueeTTz50zfdf71Hy1l9Qhr6iVJkiRJ7a/sNPt3\n",
        "AAuAV2XmtaO0ebj+8wvgCxHxCorK9i8DPlTyuRrFrBk9vOQ3juHKr94FwI7+Qa799r380YueVHHP\n",
        "JEmSJEmtVnaa/ZnAHXsJ8nvIzGuAO4CXlHym9uHMJy3i6EXzdp3/792r+OUDayvskSRJkiRpIpQN\n",
        "89MpituN1zrgyJLP1D5M6+riVc+JIdc+841kYHCwoh5JkiRJkiZC2TB/HfCMiDh2rF+IiCcCzwBu\n",
        "L/lMjcGxiw/gGScduut8+apNfPcnD1XYI0mSJElSq5UN8/8BzAW+FRFvj4hDRmsYEX0RcTHwDYrC\n",
        "eB8v+UyN0UufdSwzendvS/e9nxnmJUmSJGl/UqoAXmbeEhGvAz4K/A3w4YhYSzH1fuf0+4X1n4OB\n",
        "bqAfuCwzr2+619qrA+fN4BknH8rNty8HYMlDG9i6vZ+Z08vWO5QkSZIkTSWl95nPzKuBJwKfBlYC\n",
        "BwEnUBTHOxN4AtBHUdH+b4GjM/ODTfZXY3TiEQt2/T4wWOOeB9dX2BtJkiRJUis1NVSbmSuB3weo\n",
        "T7U/GJgPbAdWACsz0+prFTjxiAOHnN+1dC1POuaginojSZIkSWqlls27rgf7la26n5ozf850Fh88\n",
        "h+WrNwFw1wPrKu6RJEmSJKlVSk+z19TXODr/wMMb2LKtv8LeSJIkSZJaxTC/HzvxyN3r5gdrNXKZ\n",
        "o/OSJEmStD8wzO/HThhh3bwkSZIkqf2VWjMfEfcAtbIPzcwo+12N3dxZvRzeN5cHV20EXDcvSZIk\n",
        "SfuLsgXw1gGnt7IjmhgnHrlgV5hfunIDm7fuYPbM3op7JUmSJElqRtlp9mcBn6n/fjcQwDHj+NEk\n",
        "eULDVPsacLfr5iVJkiSp7ZUamc/MrcBrIqIbuAD4/cx8V0t7ppaIIxbQxe41EXc9sI7Tju+rskuS\n",
        "JEmSpCY1WwDvYmAV8McRcXwL+qMWmzOzlyMOmbfr3CJ4kiRJktT+mgrzmbkG+COKEf53t6RHarnG\n",
        "LeqWPbKRjVt2VNgbSZIkSVKzyhbA2yUzv4Bb3E1pJx5xIDf8aNmu87uXruX0Ex5XYY8kSZIkSc0w\n",
        "hHeA4w9fQFfX7nO3qJMkSZKk9maY7wCzZ/Zw1KEN6+aXuW5ekiRJktqZYb5DnNiwRd3yVZt4bPP2\n",
        "CnsjSZIkSWqGYb5DxOMXDDlftnJjRT2RJEmSJDXLMN8hHv+4uUPOl68yzEuSJElSuzLMd4gD581g\n",
        "1ozdmxc8uHpThb2RJEmSJDXDMN8hurq6WNw3Z9f58lWGeUmSJElqV4b5DnL4wbvD/IrVmxis1Srs\n",
        "jSRJkiSpLMN8B1nct3vd/LYdA6xev7XC3kiSJEmSyurZd5OxiYjfBd4BnALM39u9M7O7Vc/V2B3e\n",
        "MM0eiiJ4j1swq6LeSJIkSZLKasnIfEScDXwZ+E3gIKAXqI3yM9iKZ2r8Djt4eJh33bwkSZIktaNW\n",
        "jcz/af1eHwM+CjyYmdtadG+1yLzZ0zlgznTWb9oOwINuTydJkiRJbalVYf6pwL2Z+ZYW3U8TZHHf\n",
        "nF1hfrnb00mSJElSW2pVAby1wLIW3UsT6PCGIngPr9lM/4CrHiRJkiSp3bQqzH8fODsiDm/R/TRB\n",
        "Fjesmx8YrLHy0c0V9kaSJEmSVEarwvyfAyuBj0TEQS26pyZA4/Z04FR7SZIkSWpHrVozfzFwO/BS\n",
        "4LyIeABYDgyM1Dgzn9ei52qcDjt49pDzB1dt5GlPOKSi3kiSJEmSymhVmH9Hw+8zgKj/aIqZOb2H\n",
        "gw+Yyer1WwG3p5MkSZKkdtSqMP+b42hba9EzVdLhfXMN85IkSZLUxloS5jPz5lbcR5Njcd8c7rh3\n",
        "NQCr1m1h2/YBZkzvrrhXkiRJkqSxatXI/JQVEfOB9wLPBw4H7gc+B/x1Zu4Y1vY5wAXA+cADwNeA\n",
        "92fmiGv/29Xivt0V7WvAijWbOHrR/Oo6JEmSJEkal1JhPiJuosiBb8jM5Q3nYzJZBfAiYiZwC3AS\n",
        "RYi/miKovw84C3heQ9uXAdcCvwQ+A5wCvBt4ckS8LDP7J6PPk+Hwg4dWtH9w1UbDvCRJkiS1kbIj\n",
        "879VP84Zdj7VvIkiyH8uM18BEBEXAzcAz4mIl2fm5yLiAOBy4Dbg7MzcWm/7N8DbgZcBn63iHzAR\n",
        "Dj1oNt3TuhgYLP7+4rp5SZIkSWovZcP8zoJ3y4adj8VkFsA7vX782M4LmTkQEf9E0eenUUy5fxtw\n",
        "KPCnO4N83V8BbwHezH4U5nu6p3Howtm79ph3r3lJkiRJai+lwvzwgndTuADeL+rH04H/brj+hPox\n",
        "68ezKP7I8KXGL2fm2oj4H+DZEdE7fI19O1vcN2d3mF+1seLeSJIkSZLGY38vgPcF4B3A/42IR4Eb\n",
        "KQrhvQVYAXy53u4EYHNmPjbCPVbUj4eyeyZC21t88O4ieOs2bmfjlh3MndVbYY8kSZIkSWM1reoO\n",
        "TKTMvA94ErAZ+DRFMP9n4BHglMxcWW96ALBmlNusrR8PnbieTr7FfUOL4Dk6L0mSJEntY78O8xFx\n",
        "EPB3FCPvS4BPAqspiuK9NyJm1JvOAkYalafh+oET19PJd3jD9nTgunlJkiRJaif7dZgHrgBeCbwt\n",
        "M4/JzD+g2Gv+Q8AfUQR9KAL+3JFvwc492x6eyI5OtoMXzGJ6z+7//Fa0lyRJkqT2sd+umY+I6RT7\n",
        "yD/C0Gr22yPir4FLgHOBi4CHgGNGudXC+nFJM/3p65vXzNcnxGF9c1nyUDHxYMPW/inZR6lZ/v9a\n",
        "qobvnlQN3z2pc+zPI/MnAXOAGzJzoPGDzFxPUd1+cUQcSbGWfn5EzNnzNiwC1o1SHK+tHXTAzF2/\n",
        "r1m/pcKeSJIkSZLGoyUj8xHxLeBK4AuZOVVS4f3144nDP4iIucCvAzuA5cDNFFXuzwOuaWi3kGLb\n",
        "utub7cyqVRuavUXLzZnRvev3VWu3TMk+SmXtHJnw/9fS5PLdk6rhuydVp6oZMa0amX8WcBXwcER8\n",
        "KiLOatF9S8vMdcC3gKdGxP/ZeT0iuoG3UYza/2dm9lNUuN8MvKMe9He6lOIPHu+etI5PogVzZ+z6\n",
        "feOWHezoH6ywN5IkSZKksWrVmvnTgNcBrwLeALwhIn4F/CtwVWYubdFzxutNwA+AT0TEa4BfAC8A\n",
        "DgOWUqyXJzPXRcQHgL8EfhwRXwdOpvgjxWcz88YK+j7hDpw3Y8j5uo3b6Fswq6LeSJIkSZLGqiUj\n",
        "85n5k8x8O0Wl+POAz9d/fx9wX0R8MyJeGxGTmhQz837giRRb0j2O4g8Oayiq2J+cmasa2n4AeA1F\n",
        "1frXANuANwIXTmafJ9PwML92w7aKeiJJkiRJGo+uibpxRCwAXgq8BHg2MB3YQBH0/zkzfzBRz55q\n",
        "arVabSquX1q6cgPvvfLWXed/+IKTeNoTDqmwR1LruHZQqobvnlQN3z2pOn198+jq6pqwbD2aCatm\n",
        "X1+z/ingL4BPA4PAPOD3ge9FxP9GxDMn6vnaN0fmJUmSJKk9Tcg+8xFxCvBa4BUU69MBllEUyfs+\n",
        "8GrgZcA3IuLVmfkfE9EP7d3cWb30dE+jf6AofGeYlyRJkqT20LIwHxGLKUL6ayiKxwFsB64F/gX4\n",
        "RmbW6te/FhGfAb4CvBMwzFegq6uLBXOns3r9VqAogCdJkiRJmvpatc/8N4GzgZ0bl/+YIsB/pj7d\n",
        "fiRfB/qB41vRB5Vz4LwZu8K8I/OSJEmS1B5aNTL/bIoq8f8G/Etm/nQM35kOfAH4UYv6oBIa180b\n",
        "5iVJkiSpPbQqzL8X+OvM3D7WL2TmVop96VWhBXN3h/l1G7dTq9WooBCjJEmSJGkcWlXN/gXAvRFh\n",
        "CmwzjSPz/QODbNyyo8LeSJIkSZLGolVh/njgroYCd2oTbk8nSZIkSe2nVWH+TuDkiOht0f00SRqn\n",
        "2YMV7SVJkiSpHbRqzfxrgZuAOyLio0ACS4AR52xn5ooWPVdNcmRekiRJktpPq8L8j4CZwBzgE/Vr\n",
        "I02576pf7x7hM1Vg+Mi8YV6SJEmSpr5WhflNwEaK7en2xXX1U0hvzzTmzurdVfjOafaSJEmSNPW1\n",
        "JMxn5lGtuI+qceC8GbvC/NoNY95dUJIkSZJUkVYVwFMba1w37zR7SZIkSZr6WjXNHoCIOAQ4jGLt\n",
        "/M4/FHRRrJGfASwCzsnMl7TyuWpO47p5p9lLkiRJ0tTXkjAfEV3AvwCvoQjxXcOa1Ea4pimicWR+\n",
        "45Yd7OgfoLfHGoWSJEmSNFW1apr9xcDrKEbglwIPUAT47wDL2B3krwXOa9Ez1SJ7bE+30XXzkiRJ\n",
        "kjSVtSrMv6h+fGlmHg38OUWAvygzjwSOAe4Djge+3qJnqkWGb0+3znXzkiRJkjSltSrMnwCsBq6r\n",
        "n/+wfjwbIDOXAM8Ffg344xY9Uy2yx8i8YV6SJEmSprRWhfm5wA8zc+ce8vcBA8CTdjbIzPuBu4Hn\n",
        "t+iZahHDvCRJkiS1l1aF+buBk3eeZGY/cC/wtGHtltAQ8DU1zJnZQ2/P7v8rWNFekiRJkqa2VoX5\n",
        "nwJHRkTjqPtPgFMjog8gInqBM4GfteiZapGuri4OnOte85IkSZLULloV5v8S2AT8Z0R8tH7t3ym2\n",
        "vvtaRLwN+G+K6fhfbNEz1UILGqbar3VkXpIkSZKmtJaE+fp6+FdTTK0/qH75K8BnKYrefYRiyv2v\n",
        "gC+04plqrcZ181azlyRJkqSprVUj82Tm9cCJwDvr5zXgNcBLgb8FzgEiMx9s1TPVOo3T7Ndt3Eat\n",
        "VttLa0mSJElSlXpaebN6gH9o2PkXcWr9lNc4zb5/oMaGLTuYP3t6hT2SJEmSJI2mVJiPiMOaeWhm\n",
        "rmjm+2q94dvTrduwzTAvSZIkSVNU2ZH5B4Ey87C76t/rLvlcTZDGafZQVLQ/4pB5FfVGkiRJkrQ3\n",
        "ZcP80iae6WLsKWjBvKGj8Fa0lyRJkqSpq1SYz8yjWtwPVWzB3D2n2UuSJEmSpqaWVbNXe+vpnsb8\n",
        "2b27ztca5iVJkiRpymppNfuIOAQ4DJjD7j8UdFGskZ8BLALOycyXtPK5ao0F82bw2OYdgNPsJUmS\n",
        "JGkqa0mYj4gu4F8o9pWfRhHgG9VGuKYp5sC5M1i6ciPgNHtJkiRJmspaNc3+YuB1FCPwS4EHKAL8\n",
        "d4Bl7A7y1wLnteiZarHG7enWPLaNXy55lEfWbqZ/YLDCXkmSJEmShmvVNPsX1Y8vzcwvRsRrgauA\n",
        "izLzlxFxFPAN4Hjg6y16plpsQUOY37Lt/7F353GS3wWd/191d1Xf08fcZybfTO5rMIZACAlRBDmF\n",
        "oOCqqLsu+NNV9OG6srgILu6uiysqP9cFOQQFlkPASDAYCCEGQ0LuZJJv5r57+r7rrv2jenqOdM9M\n",
        "enr6O93zej6oR1V9v59v1acmfGbqXZ+rzB9//jGg/ktMUy5FSy5Ncy5Fcy5NZ2sDr7x2NZ1t2Yhq\n",
        "K0mSJEkXrvnqmb8E6AP+fur5g1P3NwOEYbgbuB24DvjteXpPzbNVHY0zHq8BoxMlDvSN8+zeIR56\n",
        "9gh3PbiX//G5RykUKwtbSUmSJEnSvIX5JuDBMAyP7iG/E6gAVx4tEIbhLuA54DXz9J6aZ9cGnWzd\n",
        "0n3G5fuG8/zDA7vPXYUkSZIkSTOar2H2zwFXHH0ShmE5CILtwI+cVG43cMM8vafmWSIe591vvIJi\n",
        "qUL/SJ6BkQL9I3n6h/OMTBQZGS8yOlFi35ExCqV6j/w//WAvN125gpWz9OpLkiRJkubffIX5J4F3\n",
        "BkHwmjAMvzF17HHgzUEQdIVh2BsEQQq4CXhsnt5T50g6lWBlR+OsAf37Tx3mY3c+A0ClWuOzd4f8\n",
        "9k9fQyzmhgWSJEmStBDma5j9HwLjwD8EQfCnU8f+lvqPBXcFQfAbwPeoD8f/yjy9pyLyo5cvJ1jb\n",
        "Nv18255BHnr2SIQ1kiRJkqQLy7yE+an58O8AtgMdU4fvBD5HfdG7P6E+5H4H8KX5eE9FJxaL8bM/\n",
        "FhA/rif+8/c8z2ShHGGtJEmSJOnCMV8984Rh+HVgC/A7U89rwM8CbwE+DLwWCMIw3D9f76norOlq\n",
        "4vaXrJl+PjRW5Ov/sivCGkmSJEnShWO+5swD0wH+0EnPv4JD65ek19+0kQef6WForAjAtx7az6Xr\n",
        "l3HVRR2nuVKSJEmSdDbmrWf+ZEEQJIMguDUIgl8JgmDDuXofRSebSfLTt108/bxaq/GRLz3O3Q/t\n",
        "o1arneJKSZIkSdLZOKswHwTBzwVB8KUgCP7opONbgV7gW8BfAjuDIHggCIKWs3k/nX9esqWbazZ3\n",
        "Tj+v1erz5z9117OUK9UIayZJkiRJS9ecw3wQBL8FfAp4M7D+uONd1IfVtwIHqYf5+4EfBb4QBIH7\n",
        "ly0hsViMd73xCm66YsUJx7/3xCH++HOP8tzeQYpTe9JLkiRJkubHnObMB0HwMuC/ASPAR4H/ddzp\n",
        "/w6sAQaArWEY9kxd8xHg14B/B/zVWdRZ55lUMs4vvvZSVnc18cXvbOfoAPvn9w/z3//uUZKJGBtW\n",
        "thCsaeOqizq4eE2re9JLkiRJ0lmY6wJ4Pw0kgLeFYfhPRw8GQZAAfmrq6QePBvkp/xH4ZeClGOaX\n",
        "nFgsxqtvWMfKjhx/9fWnyReP9caXKzW27x9m+/5hvvGve1jenuXmq1fx0itW0NqUibDWkiRJkrQ4\n",
        "zTXMXwXkgXtPOv4SoBmoAV89/kQYhvkgCJ4Bts7xPbUIXL25k/f+3FY+fucz7Dk8OmOZnsFJvnjv\n",
        "Dr5y306CtW3kGpIk4jES8RipZIJrL+7k6uPm4UuSJEmSTjTXMH858L0wDAsnHb916n5vGIZ7Zrju\n",
        "APDKOb6nFonVnY38l194Cf3DecL9Qzy/b4hw/zAH+8ZPKFep1ti2Z/AF19/3+EF+9U1Xcv0lXQtV\n",
        "ZUmSJElaVOYa5keB5TMcv33q/p5ZrrsMeH6O76lFpqO1gRtbV3Dj5fXF8Y4MTXL/Ewe5/4lD03vT\n",
        "z+aT39jG+uVNdLZlF6KqkiRJkrSozHU1+0eBK4IgaD96YGrbuZuoD7G/++QLgiBoAy4Cnprje2qR\n",
        "627L8uabL+KP3/1Sfv0tV7F1SzdruppY1dnI8mU5WpvS02UnCmX+8mtPu72dJEmSJM1grj3zPwDe\n",
        "ALw7CIIPhWFYA35n6vXGgH+c4ZqPAjEM8xe8RDzONZs7T9ifHqBUrvKhz/5weq79rkMjfOneHfz0\n",
        "bRdHUU1JkiRJOm/NNcz/KXAH8EHgHUEQlIErps69NwzD6cnRQRC8FPhF4GeAZ4H/Pffqzk0QBD8J\n",
        "vJv64ns7gS8A/zcMwwMnlXsV8Dbg9cAe4C7gA2EYulH6Akgl47zrjVfwB5/8AZOF+h/53Q/t45J1\n",
        "bVx7sfPnJUmSJOmoOQ2zD8NwEngT8CSwhXqQrwD/MwzDPz9abioc3089zI8AbwzDcOxsK/1iBEHw\n",
        "28DXgSuBv6e+pd6Hge8HQZA6rtxbqU8PeCnwd9RHGLwP+FIQBHP90UMvUndblnf+xKUnHPvEP25j\n",
        "16GRiGokSZIkSeefOYfUMAx3A1cHQbCB+ur294dhOHxSsYPAfcA/AF8Jw3DXXN9vLoIgWAN8iPqi\n",
        "e9cf/SEhCIJ/R32EwC8B/zsIglbgI8DDwM1hGOanyv1P4D3AW4HPLWTdL2Rbt3Rz63Wr+fYj9YET\n",
        "4/kyH/z0w2xe3cqt169m6yXdJBNzXe5BkiRJkha/s+5xngr1u2c59wxwy9m+x1n4Deqf8Y6TRgT8\n",
        "NfASIHdcuRXA7x4N8lP+K/BrwLswzC+ot926mR0HRtjTc2yv+u0Hhtl+YJjPN27nqk0drF3exLru\n",
        "JtZ2N5NrcPCEJEmSpAtHLOoKnEtBEOwH4mEYrjpNuX8GXgm0h2E4ctK5e6bOZcIwLM2lHrVardbb\n",
        "O3r6gjrBwEiej9/5DM/uHTpt2ZUdOa6/pJsbLlvO6s7GBaidznddXc0A2PakhWXbk6Jh25Oi09XV\n",
        "TCwWW/BsvWS7M4MgSAArgfuDIFhNvZf9Fuqf+dvAe8Iw7JsqfgkwcXKQn3Jw6n4FsO+cVlonWNbS\n",
        "wO+8/Tr2HB7l24/s51+f6aFUnnmrukP9E9z5wG7ufGA3a7oaueGy5bzsypW0NmUWuNaSJEmSdO4t\n",
        "5YnHKzg28uAB6gv23QNUgZ8FHguCoHvqfCvQP8vrDB73eorA+hXNvPM1l/LhX72JO165mWBNKw3p\n",
        "xKzl9/eO8+Xv7uT3PvYg33viILVabQFrK0mSJEnn3pLtmQeODq1/OfA14BfCMByeWpn+/cDvAf8D\n",
        "+AUgS321/ZkcPd5+zmqqM9KUTfHqG9bx6hvWUa3V6BvOs69nlF2HRvnhc0foGZw8ofxkocwnv/Es\n",
        "P3yul59/9Rbam+2llyRJkrQ0LNk580EQXA08CtSAW8Mw/O5x5zqBw0A+DMOmIAgOAZNhGG6a4XX+\n",
        "DPj/gGvCMHxiLnWp2TV8ztVqNXYcGOZ7jx7gvscO0Dd0YrBvbEjypldupjmXnj7WkE6w9dIVtDSm\n",
        "T345SZIkSTpjUcyZX8phvhM4AhwJw/AFQ+SDILgPuAnYCHwV2BSGYdsM5T4LvB1om2VO/WkZ5hdW\n",
        "qVzlS/eEfOGfQyrVU//Rr+xs5MP/4eYTQr4kSZIkvRiG+XkWBEGeeo/7C4bIB0HwQ+Aq6sPnPw+8\n",
        "BsTaPA8AACAASURBVGgOw3D8pHL3ANeGYbhsrvVwNfto7O0Z5a//cRv7joydstw1mzv5tZ+6kgja\n",
        "n84hV/WVomHbk6Jh25OiE9Vq9kt5ATyA7wGtQRBccfzBqdXtrwWemtp//t6pU687qdwy6nPunz/3\n",
        "VdV8W7e8mff9/FZef9MGspnZF8x7bHsfdz/kRgWSJEmSFo+lvAAe1Be4uw34ZBAELwvDsBAEQRp4\n",
        "z9T5r0/df5z6oni/FQTBnVMBH+C91P+M3reAddY8SibivPHlm/jJl25gPF+ePn6ob5wPf+Gx6WH4\n",
        "X7p3B5tXt3LR6taoqipJkiRJZ2xJ98yHYfgt4NPA9cCzQRD8FfVe9t8Evgn8wVS5IeBDU+UeCYLg\n",
        "z4Ig+PZUuc+FYXh3FPXX/Ekm4rQ2pqdvW9a3c8etm6fPV6o1/vJrTzE2WYqwlpIkSZJ0ZpZ0mAcI\n",
        "w/CdwL8DdgNvBfZT74W/IwzD6nHlPkR9//nDU/cF4JenrtUS9Krr13B90DX9fGCkwMfvfIaq6xVK\n",
        "kiRJOs+54tcCcAG889dEvsT7P/kQfcP56WM/c9vF3P6StRHWSvPBhYCkaNj2pGjY9qTouACeFIFc\n",
        "Q4p3v+kKkoljbe/L9+2g96R96iVJkiTpfGKY1wVvw4oW3nzzRdPPi6Uqf/PNZ6k53F6SJEnSecow\n",
        "LwE/9pK1bFzZMv386d2D/MuThyOskSRJkiTNzjAvAfF4jHe+ZguJ+LHh9p+/53mGxwoR1kqSJEmS\n",
        "ZmaYl6as6WritTeun34+USjzt98KI6yRJEmSJM3MMC8d57U3bmBVZ+P084ef6+WHzx2JsEaSJEmS\n",
        "9EKGeek4qWScd/7ElhP2bPzYnc/wr884f16SJEnS+cMwL53kotWt3LZ1zfTzYqnK//n6M/zdP4eU\n",
        "K9UIayZJkiRJdYZ5aQY/9YqLuHR9+wnH/vnh/fzx5x5lyEXxJEmSJEUsdvoiOlu1Wq3W2zsadTX0\n",
        "IlWqVb7y3Z3c9eDeE46nk3E2rWph85pWNq9uY/PqFnINqYhqqdl0dTUDYNuTFpZtT4qGbU+KTldX\n",
        "M7FYbMGzdXKh31BaLBLxOG995WY2rmzhr7+xjUKxAkCxXOXZvUM8u3cI2EMiHuMV16ziLbdcREPa\n",
        "JiVJkiTp3HOYvXQaW7d08/s/v5WVHbkZz1eqNb79yAHe9/Ef8PTugQWunSRJkqQLkcPsF4DD7JeG\n",
        "YqnCQ88e4dm9g2zfP0zP4OSM5W6+ehV3vHIzuQZ76aPkcEMpGrY9KRq2PSk6UQ2zN8wvAMP80jQy\n",
        "XuTpXQN88d7tDI0VTziXTMRZv6KJjStb2LSqhYtXt9HR2hBRTS9MfqmRomHbk6Jh25Oi45x5aZFp\n",
        "aUxz4xUruHpzB5+/Zzv3P3lo+ly5UmXHgRF2HBgB6r+a3XrdGt5222aSCWe3SJIkSTo7pgrpLOUa\n",
        "Uvziay/lN++4mvbmzIxlasA9j+znw59/jJGJ4oxlJEmSJOlMOcx+ATjM/sKRL5b54XO97DgwzM6D\n",
        "I+zvHadaq51QpqOlgV9/y1Ws7W6KqJYXBocbStGw7UnRsO1J0XHO/BJmmL9wFUoVHn2+l09/87np\n",
        "re0A0qk4P/6SdbQ0pslmEjSkk2RSCRLxGIlEjEQ8TjIRo6O1gUb3sJ8Tv9RI0bDtSdGw7UnRcc68\n",
        "tARlUgl+9LIVrOlq4s+//AS9Q3kAiqUq//DA7jN6jZbGNKs6cqzsaGTTqhZ+5NLlpJLOkJEkSZIu\n",
        "ZPbMLwB75gUwNlniL7/6FNv2DJ7V6yxvz/KO2wOu2NQxTzVbmuyhkKJh25OiYduTohNVz7zde9IC\n",
        "acqm+M07rua1N64nl5n7oJiewUn+5P8+zkf//kn6h/PzWENJkiRJi4U98wvAnnmdrFarUSpXyRcr\n",
        "TBbL5AsViuUKlUqNSrVGpVo/1zMwwaH+CQ72j3Oof4JSuXrC66RTca4Puljb3cza7ibWdDfR2piO\n",
        "6FOdX+yhkKJh25OiYduTouOceekCEovFSKcSpFMJWs4wfI9OFPnyd3dy3+MHp48VS1W+/3QP33+6\n",
        "Z/pYUzZFd3u2fmvL0tmapSGdIJ2Kk0omSCXjdLVlDf2SJEnSImaYlxaJ5lyaX/iJLbz86pV89p9C\n",
        "9vTM/Mv72GSJsckSOw+OnPL1LlrdwvVBN9dd0kV3W/ZcVFmSJEnSOeIw+wXgMHvNt2q1xveeOMiD\n",
        "z/Sw78gY4/nyWb3e2u4mrti4jEvWtXPxmlayZzGn/3zhcEMpGrY9KRq2PSk67jO/hBnmdS7VajWG\n",
        "xorsOzLKviNj9AxMcmRokiODEwyNFV/068VjMTasbGZNVxPNuRTN2RRNuRQtuTTLWhroaG0gk0qc\n",
        "g08yv/xSI0XDtidFw7YnRcc585LmJBaL0d6cob05w1UXdZ5wrlCqMDRWoFiqUixXKJerTOTLPLV7\n",
        "gEfCXoZnCPvVWo2dB0dOOUy/JZeio7WB9StauGZzJ5eubyeVdHMMSZIkaaHYM78A7JnX+ehoaP/h\n",
        "c0d4atcAB3rH5/xamXSCKzYu46pNHXS3Z6d/XEglo+vBt4dCioZtT4qGbU+KjsPslzDDvBaDkYki\n",
        "4d4hnt07yPb9wwyOFRibLFGrzf01m7Iputoa6G7Psbw9y/L2HF3tWTpaGmhtShM/h3/n+aVGioZt\n",
        "T4qGbU+KjsPsJUWqJZdm65Zutm7pnj5WrdWYyJcZnSgyPFakfyRP33Ce/uE8B/vH2XVwhFNl/aMr\n",
        "6+869MIvFol4fXrAspYGcpkk6VScdLK+hV5zLs265U2sX95Me3OGCP5ulCRJks5rhnlJs4rHYjRl\n",
        "UzRlU6zsaHzB+ZHxIo/v6OOx5/t4etcAxXL1jF+7Uq3RN1z/ceBUWnIp1q1o5vINy3jJlm6WtTS8\n",
        "6M8hSZIkLTV2dy0Ah9nrQlAqV+gZnGRotMDAaIGh0QL9I3l6hybpGZxkcLQwL++zeXUrL7m0mys3\n",
        "ddDamKYhnZix597hhlI0bHtSNGx7UnQcZi9pUUslE6zpamJNV9OM5wulCkcGJ+kbnmRgpB70B0by\n",
        "DIwWKBYrFMpViqUKxVKF8Xx51vfZfmCY7QeG+RzPA/Xh+o3ZFM25+uiBtV2NrO1u5upEgq727Dn5\n",
        "rJIkSVLU7JlfAPbMSy/O2GSJvT2j7OkZZc/hUZ7dO8TI+Au30TuddCpBW2OatqnV9bvaGrjx8hUz\n",
        "ThmQND/sHZSiYduTouNq9kuYYV46O9Vqjef2DfHQth4efq6XscnSnF8rmYjxhpdt5NU3rCMRj89j\n",
        "LSWBgUKKim1Pio5hfgkzzEvzp1Kt8vy+YXqHJhnL11fLH58sMTBaYP+RMYbGzqwHf+PKFn7ptZey\n",
        "qtNeemk+GSikaNj2pOgY5pcww7y0cEYniuw/MsbgZJkjgxMcPDI2vRjfyYvwJRNx3vCyDdxy7Woa\n",
        "G1IR1VhaWgwUUjRse1J0DPNLmGFeWngnf6mp1Wp897GDfOHb2ymUKieUTSbiXBd0ctOVK7l8wzLi\n",
        "cf9qlObKQCFFw7YnRcfV7CXpHIrFYtxy7Wou37iMT35jG8/uHZo+V65U+cG2I/xg2xFaG9OsX9HM\n",
        "imU5li/LsaI9y/JlOdqbMzNugSdJkiRFwW+mC8CeeWnhnaqHolqr8e0f7udr9+865TZ4x0un4qxo\n",
        "rwf8rrYsTdkUuYYkjQ1JGhtSrF3e5FB9CXsHpajY9qTo2DMvSQskHovxqq1recU1q3j0+T7+5cnD\n",
        "PLWrn1pt9muKpSp7j4yx98jYjOeTiTg3Xr6c27euZU130zmquSRJklRnz/wCsGdeWngvtodicLTA\n",
        "g8/0EO4bomdwgiODk1Sqp0j3p3DZhnZetXUtV2xcRjLh9ne6sNg7KEXDtidFxwXwljDDvLTwzvZL\n",
        "TaVapX+kQM/ABIcHJuiZuh0emGRwtED1VN34U7KZJFduWsbVmzu5clMHTVmH4WvpM1BI0bDtSdEx\n",
        "zC9hhnlp4Z3LLzW1Wo18scJ4vsREvszBvnHueWQ/Ow6MzHpNLAa5TJJEIk4iHiMRj5FKxsk1JMlm\n",
        "kuSmbtlMcvpY9vhjxx3PpBPEXYxP5ykDhRQN254UHefMS9IiEYvFpsM2rbBueTM/evkKdhwc5lsP\n",
        "7ePhZ3tf0HNfq3HGi+2diYZ0gmwmSUM6QWM2RWtjmrbGDC1Nadqa0qxf3szqrkYScYf5S5IkLUWG\n",
        "eUmaJxetauWiN7QydFuBx7b38fjzfTyzZ5BSuTrv75UvVsgXK6csk07F2bCihYtWtbB2eRNdbVm6\n",
        "WrM051JusydJkrTI+W1uATjMXlp458tww0Kpwrbdgzy/f4hCqUKlWqNSqVGp1iiWKkwUykxO3SYK\n",
        "ZSby5TkvvHemMqkEXW1Z1nY3sWFFM+tXNLNueRMNaX/f1dk7X9qedKGx7UnRcc78EmaYlxbeYv1S\n",
        "U6vVKJWrx8L90aCfPxb484UKk8Vj92MTJYbGi4yMF5gsnLq3fjYxoK05Q3M2RXNjmuZcipZc/b75\n",
        "uPuGVIJkMk4yESOVTJBNJ0inEvP7h6BFbbG2PWmxs+1J0XHOvCSJWCxGOlUPyK1NmRd9faFU4cjg\n",
        "JDsPDrPz4Ag7D45wsG+c0/X116hvzzc4WnjR79nZ2sDqzkZWdzWxurORZS0ZGrMpmrMpGrMpt+eT\n",
        "JEk6B+yZXwD2zEsLzx6KYyYLZXqHJukdytM3PEnv0CQH+8bZ0zPGZGH+FuWbTUdLhluvW8Nt16+x\n",
        "F/8CYNuTomHbk6LjMPslzDAvLTy/1JxerVajd2iS3YdH2XdkjKHRAqOTJUbGi4xOlBidKFKcx8X7\n",
        "2prSvOFlG3nZVStdZX8Js+1J0bDtSdExzC9hhnlp4fmlZn4UihVGJ4qMTJQYmyxSLFUpVaqUylXK\n",
        "lSpDY0UO9o1zoHeMI4OTpx3OD7B8WY7bt67hsg3LWN6edWX9Jca2J0XDtidFxznzCyQIgv8JvAe4\n",
        "JQzD+0469yrgbcDrgT3AXcAHwjCc24pSkrTIZdIJMuksnW3Z05YtlCr0DEwwOllibKLE2GSJgdE8\n",
        "33v8EGOTpelyPQMTfPbuEID25gyXrW/nik0dXH9Jl/PrJUmSztAF1R0SBMGPAA9Q/9yvPD7MB0Hw\n",
        "VuALwDbgbuBq4Bbga8BbwzCc88RSe+alhWcPxfljIl/mn36wl7sf2kehNPtvo8uX5XjrLRdx7cWd\n",
        "9tYvYrY9KRq2PSk69syfY0EQpIFPAC/o9gmCoBX4CPAwcHMYhvmp40d78d8KfG7haitJS0euIcmb\n",
        "bt7Erdev4c4HdvPAU4dm3EKvZ2CCv/jKkwRrWnnbbRezcWVLBLWVJElaHC6YMA+8F9gM/DPwqpPO\n",
        "/QawAvjdo0F+yn8Ffg14F4Z5STorrY1p3nF7wE/ftpk9h8fYtmeAbXsGeX7/MKXjFtoL9w/zwU8/\n",
        "TC6TJBarb9cXi0EyESeVjJNOJsik4mTSCVYua2TdiibWL29mVWejw/QlSdIF44II80EQXAX8LvVw\n",
        "3s4Lw/zLqW+z/NXjD4ZhOBgEwf3AK4MgSIVhWEKSdFYS8TibVrWwaVULr71xAyPjRb72L7v47qMH\n",
        "qdaOLaE3cQbb5j2ze3D6cTIRo7UxQyIeIx6PkUjESMbj5BqSNGVTNE3te79yWY5LN7TT1pQ5J59P\n",
        "kiRpISz5MB8EQQL4ayAE/gj44xmKXQJMhGE4MsO5g1P3K4B956SSknQBa2lM829+7BJedf0avvid\n",
        "HTy2vW9Or1Ou1OgfyZ++4JTVnY1ctmEZW9a30dHSQGtThuZsinjc+fqSJOn8t+TDPPDbwLXATWEY\n",
        "loIgmKlMK9A/y/VHu30M85J0Dq3saOTX33IV4b4hHt/RR6lUpVaDGjWqNahUqhTLVYqlCsVyldHx\n",
        "Igf6xqlUz2RDvBc60DfOgb5xvvXwsb/aYzFozqVJJ08crh+PxUgl4ySTcdLJ+nD/hnSSbDpBNpOk\n",
        "IZMkm6k/zqZPfNxw3GN/KJAkSfNlSYf5oJ7c3w98NAzDB09RNAvM1CvPccfb57FqkqRZBGvbCNa2\n",
        "nVHZcqXKwb5x9vSMsu/IGJP5MpVajWq1RqVao1SuMj5ZYnSyxPhkifH8qYfu12owMl6cj48xo1wm\n",
        "ybKWBjpaMnS0NtDR0lB/PvW4tSlN3JX8JUnSGViyYT4Ighj14fWHgf90muJ9QNMs544up3z4bOpz\n",
        "dLsQSQvLtrf0rVzRyvVXnFnZQqnCtl39PBb28tjzvew8MExtbh37czJRKDPRO8b+3rEZzycTMRqz\n",
        "KWLEmPof8XiM5lya1qY0rU2Z6ekADUdHBKQTZNIJ4rFYfUu/WH0kQToVJ9eQorEhNb1uQGIBFwi0\n",
        "7UnRsO1JF44lG+aBXwVuAl4ThuHEDOeP7/o4BGya5XWWTd3vnr+qSZKikEkluCbo5pqgG4DhsQJ7\n",
        "e0YZGi0wNFpgcDTP8FiRcqV6wnWVSo1iuUJpaph/oVQhXygzni8zmS8xUSjPy48C5UqN4bEXjgzo\n",
        "Hz7ztQBmE4/H2LCihUvWt7NlQzuXrF/Gqs5GItgWV5IkzYMl+y94EAT3AjefQdGNwEeB1wDNYRiO\n",
        "n/Q69wDXhmG4bKaLz0StVqv19o7O9XJJc3C0Z8K2p4VQrdUoFCvkixUmC+X6rVhmslB/ni+UmSiU\n",
        "GZko0T+cZ2AkT99InkKxEmm906k43W1ZutqydLfX79uaMrQ2To0EaEyTSiZe1Gva9qRo2Pak6HR1\n",
        "NROL4Nfxpdwz/0ng2zMc/wngBuBT1Hvbh4B7qYf51wGfP1owCIJl1Lete/Sc1lSStKjFY7H6IneZ\n",
        "JO3NZ7blXa1WY6JQpn84T/9InoGRAv3DefKlCtRq1KjP4a9Uq4xPlhmZKDI6UWRkojRvPwIUS1X2\n",
        "946zv3d81jLxWIxkor7VXyIeJxE/+njq+UmPs5kUiUSMaqU6dTxGMhmnvSlDd3uW7rYs3e052psz\n",
        "LggoSdJZWLJhPgzDT890fCqg3wB8KgzD+6aOfZz6Qnm/FQTBnWEYHp3M+F7qf0bvO/c1liRdSGKx\n",
        "GI1Tc9rXLX9xc1yr1Vp9qH+xPuT/aLivTo31r9ZqFEvV6VECE4UyfUN5dh4cZk/PKOXKmc8JqNZq\n",
        "FMs1KAPM30iCRDxGS2OatqYMbVPrASQTMeKx+i0Wh2Q8TiadIJ2Mk0klaMgkWdmRY8WyHMkFnP8v\n",
        "SdL5aMmG+RcjDMOhIAg+BPwh8EgQBN8ErgBuAT4XhuHdUdZPkqTjxePHRgK8WKVylb09o+w8NELP\n",
        "wARHhibpHZykbzg/523+5qJSrTE4WmBwtPCir00m4qzuamRtdxOdrQ2kkwlS01sGJmhtTNPWnKGt\n",
        "KUMm9eKmCUiStFhciGG+NnU7QRiGHwqCYDfw74GfBR4Efhn4woLWTpKkcyiVjHPR6lYuWt16wvFK\n",
        "tcrwWJHh8eLUfYHh8SKlcpVKtUa5Ur+vVGpUqsc/rlE5eq5aI56IU65UyRfK02WLpSqDo4XpkQNn\n",
        "q1ypsufwKHsOn35ucC6TJJtJHDcloB741y5vYtPKFjatamH5spxbAkqSFh3/5VoALoAnLTwXApKi\n",
        "MVvbK1eq9I/kOTI4yZHBSQZG8wyN1n80GBorMjJepFKtUq1BrVqjWqu9qOkAZyObSbJlXRs3XLac\n",
        "qzd32puvRcl/96TouACeJElaspKJOMvbcyxvz53xNdVajVK5SqFUoViqMDpRYt+RMfb1jLH3yCj7\n",
        "joyRn4fFACcLZR59vo9Hn+8jk05wfdDFtRd3kWtIEo9BIh4nHo/R2JCkOZcmm0m4pZ8kKXKGeUmS\n",
        "dF6Kx2JkUonpnvLO1iwbV7acUOboMP5SuX6bLJQZGqvPxR8aq/f6F0qVE6YDDI0V2HdkbMae/0Kx\n",
        "wgNPHeaBpw7PWq9kIkZzLk1TNkVDOkE2k6QhnaAhnZgO/ol4jHh8akG/o89j9R812lsyUz9sZMk1\n",
        "pOb3D02SdMEwzEuSpEUrEY+TzcTJHrcj4JruptNeVypX2XdkjF2HRnh2zyCP7+inXKme0XuWK3Nf\n",
        "vO9kTdkUrY1pYrH6DgexWH2l/8aGFM25FM25NM25FA3p+iiBoz8QZNIJtqxrp6UxfdZ1kCQtToZ5\n",
        "SZJ0wUkl42xaVV8A77br1zCRL/NI2Mu/PnOYbXsGmae1+k5rbLLE2GRpTtcm4jGuubiTm69exeUb\n",
        "lhGPO/Rfki4k/q2/AFwAT1p4LgQkRWMptL2R8SI9gxNUp1bor1ZrlKs1xidLjE6UGJkoMjpeZDxf\n",
        "Jl8sM1mskC9WyBfLVKfKV46/r9XO+Y8Dy1oy3HDpcjavaWXTqlZa7bG/4CyFtictVi6AJ0mSdB5o\n",
        "aUzP+/D1aq0e7oulKr1DkxwZmuTI4AQ9A5NMFsr1fXOnQn+5UmV0ssTYRJGRiRKl8umH/w+MFLjr\n",
        "wb31jXWBztYG1q9oprEhSTqZIJNOkE7GSacSpFMJMqk46eRxj48eT8ZJpxNkkglSqbhb9knSecww\n",
        "L0mSdI7FYzHiiRjJRJz1K5pZv6L5jK6r1Wr11fzLVWrH9fTv6xnje08c4vEdfTP2+vcN5+kbzp91\n",
        "vVPJONl0YvoHjpbGNC25NOmpoB+PxYhNL/BXX+Tv6PNMKjG1MGCSTDpBSy5FZ2vW6QCSNE8M85Ik\n",
        "SeepWCxGQzpJw0kDBTpbs1wbdDE4WuD+Jw/x4DM9HOwbn/f3P7pLwMhECXrP/vWTiTgrlmVZ2dHI\n",
        "yo4crU0ZmrIpmhqSNGZTU7sEJEklE/NQe0la2vxpdAE4Z15aeM4dlKJh24vOeL7EroMj7Dg4wo6D\n",
        "wxwZmKRQrlAsVSgUq1QXalW/eZBOxWnOpmjMpuph/7hbQzpJIhEjlYiTTMRJTo14SCbrj48dnzqX\n",
        "jJNJ1UcXLOVpA7Y9KTrOmZckSdKcNTakuGJTB1ds6pjxfLlSpViqUixX6kP3S1WKpamwf/LxcoVC\n",
        "sT68fyJfZmS8yPB4kZHxIqMTRcqV2jn9caBYqtJfKtA/cvbb/x2VTsbpas/S3ZZleXuO7vYsy9uz\n",
        "dLfnaG/JLOmgL2lpMsxLkiRdAI72Vufm6evf0QX7ji7uV6nWqNVqVGtQqVQplI6u8l+/9Y/kOdQ3\n",
        "zqH+cQ72TzA4On9B/UwUy1UO9I5zYIbpAslEnPbmNMlEnPjUnP9EPFZ/HJu6T8Sn1wZIxGMkEsfO\n",
        "1x/Hjyt7bB2B6cfxGIl4/TXSyTiN2RSNU9MLmrIpWnJp1xOQ9KIY5iVJkvSixWIxYjGIE4M5THEv\n",
        "lSuMTZYZm1q5fyw/9XiyxNhE/X48f+LziUJ5/j8I9VELvUNnv2Dg2YjHYrQ2pWlvztDelKGlMU1j\n",
        "NkkuUw/9TbkUa7qa6GxtIILRvJLOQ4Z5SZIkLbhUMkF7c4L25swZX1Op1qcKVKo1SuUq5crRW+3Y\n",
        "43KVUqVGpVKlNHVsfLI8tR1gfUvAvuE8ler5tYZAtVZjcLRw2hELjQ1JNqxsYcOKZjatbGHzmlaa\n",
        "c/O7laKkxcEwL0mSpEUhEY+TzcTP+nUq1Sr9IwWODEzQMzhJz+AEoxOl+tZ/1WPTBirV6vTjarVG\n",
        "+aTz1akylROuOfHxfBvPl3l61wBP7xqYPrZiWY4rN3dy8bp2CpPF6eOxGGRSSZqyx4bz5zL1BQTj\n",
        "sZg9/NIiZwteAK5mLy08V/WVomHbk445uq7A8cG/XK1RLFYYy5cYnywzni8xOlGa7pUfHM0zOFZk\n",
        "bKLIRL7MuRw/cHRtgLbmDKumtgs8um1gV1uW5lzKwC+dAVezlyRJkpaQ6XUFphe2m1pcIAedZE97\n",
        "fbVWI18oM54vMzCSZ8/hUXYfHmXX4VF6BibOun5HRw/Upx9M8tj2E89nUgk62xroas3SkEmQTMSn\n",
        "t/7LpBM0ZVM0Z1M05eq9/qnksfOpZJyGdIJ0ag4LKkg6I4Z5SZIk6TwUj8XINaTINaToastyybr2\n",
        "6XMT+RLbD4zw/P4htu8fZtehEYrl6ry+f6FUmXUHgDPVkE7QkkvT0pimOZciObUrQCwWIx5netX/\n",
        "+HH3J2trynDJujbWLW8iET/7aRbSUmGYlyRJkhaZXEOKqy7q4KqLOgBoa29kYCRPX/9YvcDUEP98\n",
        "sXLCzgCThfIJc/pL5SpHBic51D/OkaFJavM8rr++NeEkR4Ymz/q1GtIJNq9p5ZK1bVyyrp0NK5pJ\n",
        "Jgz3unAZ5iVJkqRFLpWMs3xZjnilMufXKJWr9AxOcGRwkt6hSfqG8vQOT9I/kqdYqlCuHNtFoFCs\n",
        "nNP5/DPJFys8tXOAp3bWF/9Lp+JsXl0P92u6m2jOpWnJpWjOpWlIJ5zvryXPMC9JkiSJVDLOmq4m\n",
        "1nQ1nbZstVpjolBmdKJY7/mfLFOqVCmVj4X+iUKZkfEiI+NFRieKjE6WqFRqVGtTuwLUju0OUD26\n",
        "UOBJQwNq1dqs0weKpSrP7B7kmd2DLziXTsbpbs+yvD3H8mU5lrdnac6lSafipFMJ0sk4DZkkbY1p\n",
        "5/Vr0TLMS5IkSXpR4vEYTVPb3Z1LtVqNwwMTPLd3iOf2DfHc3kGGxoqnva5YrrK/d5z9ZzDfv7Eh\n",
        "SVtzhvamDJ1tWbrbsixvz9LdnqWzLUvGsK/zlGFekiRJ0nkpFotNbZfXyC3XrqZWq3FkaLIe7vcO\n",
        "Ee4bpH+kcFbvMZ6v7xgw20J/mVSClsYULbl0fSh/Y2rqPk1LLk1nWwMbV7TMuHifdC4Z5iVJkiQt\n",
        "CrFYrD50vj3HzVevAmBwtMDgaKE+lH+ixOhEkYHRAj2DE/QMTNA3nD+rhf0KpQq9QxV6h/KzlmnK\n",
        "1hckvGZzJ5dvXEY2Y8zSuef/yyRJkiQtWu3NGdqbM7OeL5Wr9I/kmSyUKZWrFEsVCqUq4/kSQ2MF\n",
        "hqZ+DBgYLXBkaJJC8cUvIjg2WeKBpw7zwFOHScRjrOjI0d1WH6rf3Zalqz1Ld3uOjpaM2+tp3hjm\n",
        "JUmSJC1ZqWScFctyZ1S2VqsxOlHiyOAkPYMTDI4WGJk4uohfiZGJIqPj9cX8Zuvtr1RrHOgdMyvs\n",
        "7gAAHOhJREFUn3HYfiIeo6Olge72LOuWN7NpVQsbV7ac8scIaTaGeUmSJEmiPoy/pbE+H37zmtZZ\n",
        "y1WrNcbyJYbHijy3d5DHt/fx7N4hKtVTj+evVOtz/o8MTfLUroHp4+3NGS5d385P3LCO1Wewm4AE\n",
        "4CoNC6BWq9V6e0ejroZ0QenqagbAtictLNueFA3bXvQmC2We2jVAuHeInqEJegcn6RvOnzbgHy8G\n",
        "3HjFCt7wso10tWXPXWU1r7q6monFYguerQ3zC8AwLy08v9RI0bDtSdGw7Z2fqtUaAyN5eoYm6R2s\n",
        "98j3Dk5yoG+cwwMTs16XiMe4+ZpVvOLqVazpbiK+8DlRL0JUYd5h9pIkSZJ0DsTjMTrb6vvVs+HE\n",
        "cxP5ErsOjbLz0AhP7uhn+4Hh6XOVao3vPHKA7zxygMaGJFvWtbNlfTvXbO6ko7VhYT+Ezlv+xLMA\n",
        "7JmXFp49FFI0bHtSNGx7i1utVuPpXQN8+bs72dMz+3/DRDzGO34s4JZrVi9g7XQ69sxLkiRJ0gUo\n",
        "FotxxaYOLt+4jB8+18vff28nh/pfOAy/Uq3xN998joGRPG96+SYiyI86jxjmJUmSJOk8EIvF2Lql\n",
        "m+sv6eJg3zjb9gyybc8gz+4dYrJQni535wN76B/O887XXEoy4b71FyrDvCRJkiSdR2KxGKu7mljd\n",
        "1cSrtq6lWq3x1ft3cecDu6fLfP/pHobGivzqm64k12CsuxD5M44kSZIkncfi8RhvvnkTP//qS05Y\n",
        "2X7bnkH+4FM/4Pn9QxHWTlExzEuSJEnSIvCKa1bz62+5ikw6MX2sdyjPf/vsI3zxO9splasR1k4L\n",
        "zTAvSZIkSYvEVRd18Ltvv462pvT0sRpw14N7+eCnH2LvKVbD19JimJckSZKkRWT9imY+8Es38COX\n",
        "dp9wfH/vOB/89MN87p+fZyJfiqh2WiiGeUmSJElaZJqyKf79G67gV15/OY3HLYBXqdb41sP7+N2/\n",
        "+lfufewA1WotwlrqXHJjwgVQq9Vqvb0Od5EWUldXMwC2PWlh2fakaNj2LmyDowU+edc2nto58IJz\n",
        "a7ubeMU1q7hyUwddbdkIarf0dXU1E4vFFjxbG+YXgGFeWnh+qZGiYduTomHbU61W44fP9fKFb2+n\n",
        "fyQ/Y5kVy3JcuamDtd1NNOVSNGdTNOVStDVlyKQSM16j04sqzLshoSRJkiQtcrFYjK1burnqog6+\n",
        "+YO9fOP7eyietLr94YEJDg9MvODaRDzGtRd3ctv1awjWthFBLtUc+F9pAdgzLy08eyikaNj2pGjY\n",
        "9nSygZE8X71/F48818tEoXzG163ubOTW69dwydo2spkk2UyCTCphwD8Fh9kvYYZ5aeH5pUaKhm1P\n",
        "ioZtT7OpVKvsPDjCkzv7eXLHAHvmsHVdLFYfov/6mzZyw2XLz0EtFzfD/BJmmJcWnl9qpGjY9qRo\n",
        "2PZ0piYLZUYnioxOlhibKDEyXuSHYS9P7ujnTNa9v/Hy5bzj9kvINThj+yjnzEuSJEmSzqn60Pkk\n",
        "3e3Hjr386lX0DE7wnUcOcP8Th045LP/7T/cQ7hvm377uMoK1bQtQY83GnvkFYM+8tPDsoZCiYduT\n",
        "omHb03wplCpsPzDM6ESRfKHCZLFMz8Ak33v84Ak997EYvPFlG/nJl2644OfT2zMvSZIkSYpUJpXg\n",
        "8g3LXnD8xsuX87E7n2FgpABArQZ//71dNDemueWa1QtdTQHxqCsgSZIkSTq/XbKunT/4xR/hRy7t\n",
        "PuH4333refYcdkRIFAzzkiRJkqTTamxI8Suvv5w3vGzj9LFypcpH//5JxvOlCGt2YTLMS5IkSZLO\n",
        "SCwW43U3beCqizqmj/UN5/nrO7dRq53JeviaL4Z5SZIkSdIZi8di/PJPXkZHS2b62GPb+/jmD/ZG\n",
        "WKsLj2FekiRJkvSiNGVTvOuNV5KIH1vE/cv37uQ7jx6gUq1GWLMLx5JfzT4Iglbg94EfBzYAB4Dv\n",
        "Au8Nw7D3pLKvAt4GvB7YA9wFfCAMw8pC1lmSJEmSznebVrXw07ddzN9+KwSgWqvxmX96jm89tI83\n",
        "37yJ6y/puuC3rTuXlnTPfBAELcCjwG8CbcBnqH/mXwaeCoJg1XFl3wrcDbwU+DtgDHgf8KUgCJb8\n",
        "jx6SJEmS9GLdet1qbrhs+QnHDg9M8P9/9Sn+8G9+SLhvKKKaLX1LOswDH6DeG/8/gHVhGL4rDMOL\n",
        "gf8IdAH/C6Z77z8CPAxcH4bhb4ZheCvwJ8AbgLdGUHdJkiRJOq/FYjF+6bWX8vqbNpBOnRgvdx0a\n",
        "4b/97SN86q5trnZ/Diz1MP+TQBX48zAMj5+48VFgFLh16vlvACuAvwjDMH9cuf8KlIB3LUBdJUmS\n",
        "JGnRSSbivPHlm/jvv3Ijr7xu9Qnz6AHue/wQ7/3Yg/xgW48r3s+jJRvmgyCIAX8G/HYYhgdOOl0A\n",
        "xoHmIAgSwMuBGvDV4wuFYTgI3A+8LAiC1LmvtSRJkiQtTq1NGf7Nj13CH/7bG3jJlu4Tzo2MF/nf\n",
        "X3uaj3zpCQZHCxHVcGlZsmE+DMNaGIZ/Fobhn85w+nbqPfFPTS1udwkwEYbhyAxlD07drzhHVZUk\n",
        "SZKkJWN5e453vfEK3nPH1XS2Npxw7okd/fyXT/yAJ3b0RVS7pWPJhvnZTPWw/6epp381dd8K9M9y\n",
        "yeDUvWFekiRJks7QFZs6+OAv3cCrb1hH/LhV7ccmS/zpF5/g8/c8T7niNnZzdUGF+amh9/+H+rD6\n",
        "+8Mw/NjUqSwwU688xx1vP8fVkyRJkqQlJZNOcMcrN/O+n9/K6s7GE87d/dA+PvSZH/L8/iGqVefS\n",
        "v1gXzJZrUz3ynwJ+BtgOvOW4031A0yyXtkzdHz6b9+/qaj6byyXNkW1PioZtT4qGbU/nq66uZq7c\n",
        "spy//tpT3PX93dPHdx8e5Y8++wjNuTTXb+nm+kuXc/2Wbppz6cjqulhcEGE+CIIG4MvATwDPAreH\n",
        "YXjkuCKHgE2zXL5s6n73OaugJEmSJC1xmVSCd7/laq6+uIs//7+PMp4vT58bnShy7yP7ufeR/SQT\n",
        "MW66ajWvuWkDl25YRiwWO8WrXriW/J9KEAQ54GvAbcAjwI+HYdh/Upk7gdcAzWEYjp907h7g2jAM\n",
        "lzFHtVqt1ts7OtfLJc3B0Z4J2560sGx7UjRse1ps+oYm+cQ3tvHs3qFTllvT1cgrr13NlZs66Ght\n",
        "OC+DfVdXM7EIKrake+aDIMgA/wi8ArgXeH0YhmMzFL2Xeph/HfD5465fRn1+/aPnuq6SJEmSdKHo\n",
        "bMvyO2+/jp7BCZ7c0c8TO/t5ds/QCxbE2987zmfuDgFoyqbYuLKFjSub6WrLksskyU7dWpvStDVl\n",
        "ovgokVnSYR74LepB/gHgNWEY5mcp93Hg/cBvBUFw53GB/73U/4zed64rKkmSJEkXmuXtOZZvzfGq\n",
        "rWsplCo8uaOfex87wDO7B19QdmyyxJM7+3ly58wbkW1e3cqrtq7huqCLZGLpr/V+/o1RmCdBEHQD\n",
        "O4Ec8Alg/yxF/ygMw0IQBL8H/CH1xfG+CVwB3AJ8LgzDd5xNXRxmLy08hxtK0bDtSdGw7WmpOdQ/\n",
        "zr2PHuRfnjzERKF8+guO09aU5pXXrub6S7rpaG0gk0qco1rWRTXMfimH+TcCXwFqzP45a0B7GIYj\n",
        "U9e8Hfj31IP8g8AXgS+cPI/+xTLMSwvPLzVSNGx7UjRse1qqiqUKuw6NsOvQKLsPj7Dr0Ai9Q7MN\n",
        "uJ5ZUzZFR0sDy5dled1NG1+wRd7ZMswvYYZ5aeH5pUaKhm1PioZtTxeSiXyJ0YkSk8Uyk/kyE4Uy\n",
        "T+zo51+f6aFUrp7y2pZciv/8c1vpbMvOW30M80uYYV5aeH6pkaJh25OiYduT6tvb3ff4Qb79yAEG\n",
        "RwuzllvV2cjv/ex15BpS8/K+hvklzDAvLTy/1EjRsO1J0bDtScdUqlV2HBihd2iS/pE8AyN5ntk9\n",
        "SN/wseH5l21o5zfeevW8LJTn1nSSJEmSJJ2lRDxOsLaNYG3b9LGBkTwf/JuHGR4rAvDM7kE+e/dz\n",
        "/Pyrt5yXe9efiaW/Xr8kSZIk6YK2rKWB//CWq0injkXg+x4/xF0P7o2wVmfHMC9JkiRJWvI2rGjh\n",
        "V153+Qlzzb907w7+5pvPUihWIqvXXBnmJUmSJEkXhGuDLt5228UnHLv3sYO8/1MPsevQSES1mhvD\n",
        "vCRJkiTpgnH71jW89sb1JxzrGZjgQ5/5IV//l10cHpigUj31Fnfng8U503+RcTV7aeG5qq8UDdue\n",
        "FA3bnvTiPbGjn098Yxsj48UXnEsmYqxYlmNVZyPXBV28ZEv3rAvluTXdEmaYlxaeX2qkaNj2pGjY\n",
        "9qS5GRkv8qm7nuWx7X2nLHfR6hbe/qqAjStbXnAuqjDvMHtJkiRJ0gWppTHNr/3Ulfzcqy+hIZ2Y\n",
        "tdyOAyP84acf5hPf2MbwDD35UbBnfgHYMy8tPHsopGjY9qRo2Paks5cvltnbM8bB/nEO9tVv4b4h\n",
        "ypXaCeWymQTvueMaLlrdCkTXM59c6DeUJEmSJOl805BOEqxtI1jbNn2sZ3CCL9yz/YRh+JOFCnc+\n",
        "sJv/8Naro6jmNIfZS5IkSZI0g+XtOX79LVfxnjuuZmVHbvr4mu6mCGtVZ8+8JEmSJEmncMWmDv5g\n",
        "fTtP7OinXKlyXdAVdZUM85IkSZIknU4yET8vQvxRDrOXJEmSJGmRMcxLkiRJkrTIGOYlSZIkSVpk\n",
        "DPOSJEmSJC0yhnlJkiRJkhYZw7wkSZIkSYuMYV6SJEmSpEXGMC9JkiRJ0iJjmJckSZIkaZExzEuS\n",
        "JEmStMgY5iVJkiRJWmQM85IkSZIkLTKGeUmSJEmSFhnDvCRJkiRJi4xhXpIkSZKkRcYwL0mSJEnS\n",
        "ImOYlyRJkiRpkTHMS5IkSZK0yBjmJUmSJElaZAzzkiRJkiQtMoZ5SZIkSZIWGcO8JEmSJEmLjGFe\n",
        "kiRJkqRFxjAvSZIkSdIiY5iXJEmSJGmRMcxLkiRJkrTIGOYlSZIkSVpkDPOSJEmSJC0yhnlJkiRJ\n",
        "khYZw7wkSZIkSYuMYV6SJEmSpEXGMC9JkiRJ0iJjmJckSZIkaZExzEuSJEmStMgY5iVJkiRJWmQM\n",
        "85IkSZIkLTKGeUmSJEmSFplk1BU4nwRBEAdeD9wB3A5sA74ShuGfRloxSZIkSZKOY8/8iX4L+Apw\n",
        "EfAZIAv8SRAEfxFprSRJkiRJOo5hfkoQBBuB9wP/APxoGIbvAW4Avgi8OwiCGyOsniRJkiRJ0wzz\n",
        "x/w+9Z74D4dhWAMIw7AKfGDq/LuiqpgkSZIkScczzB/zcmAgDMP7jj8YhuHTwC7gtkhqJUmSJEnS\n",
        "SQzzQBAESWATcGiWIgeBroWrkSRJkiRJszPM17VM3ffPcn4QSAZBYKCXJEmSJEXOMF+XnbofmeX8\n",
        "0ePtC1AXSZIkSZJOyTBfd7RHvmmW8y1ADTi8MNWRJEmSJGl2yagrcD4IwzAfBMEQsGyWIsuA4TAM\n",
        "Z+u5P62urua5XirpLNj2pGjY9qRo2PakC4dh/piDwIpZzq0E9sz1hWOxWGyu10qSJEmSdDKH2R9z\n",
        "L9AdBMGPHn8wCIIrgY1AGEWlJEmSJEk6mWH+mD+jPi/+vVNb1REEQQJ4H1ACPhBh3SRJkiRJmubw\n",
        "7+MEQfB/gF8GHgfuA14KXA/8URiG742ybpIkSZIkHZWIugLnk/7+/n/o6OgYAi4DbgEeo94j/5f9\n",
        "/f3VKOsmSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\n",
        "SZIkSZIk6QzEoq7AUhUEQRx4PXAHcDuwDfhKGIZ/GmnFpCUkCIIPAu+d5fQXwjD8mePKvgp4G/V2\n",
        "uQe4C/hAGIaVc15RaZELguBy4EHgvWEYfmSG82fcvoIguAF4O/BmYBC4B/jPYRiOn7tPIC1Op2p7\n",
        "QRD8EvCxWS59MAzDG08qb9uTzkAQBK3A7wM/DmwADgDfpd4Oe08qG+m/f/G5XqjT+i3gK8BFwGeA\n",
        "LPAnQRD8RaS1kpaWq4EC8P4Zbl88WigIgv/X3p3HylXVARz/tmUrSIESkULZXH4sQhExKVaKYF0i\n",
        "SiCiNogLGmyksgniUtIqFSi4QhXDYnALFqMRFU1AjdaquCEuWMSfCApYXABFWYTS1j/OGRymM+/N\n",
        "e33rvO8neblv7j1z35m0vzn3d8+557wG+BYwB/gC8CCwGPhyRGw2ctWVxp+ImEZpz7YGNrQ53nV8\n",
        "1QuZGygXPdcAfwJOA74dEdsO36eQxp/+Yo/SBgJcwMZt4JOSfGNP6k6Nu18C7wC2p+Rxk4ETgd9G\n",
        "xC5NZUe9/fMidhhExF6UL9JrgWMyc0PtqV8BLIyIqzLzx6NZR6lHzAJWZ+bSTgXq3dWLgRuBwzLz\n",
        "v3X/h4EzgNdQYlNSi4g4GPgc8KwOx7uOr3phcwVwJ/C8zLyv7j+lnuNkYNlwfh5pvOgv9qpZwH2Z\n",
        "uaifcxl7UveWUnrjPwgsysz1ABFxFnAh8DFg/lhp/+yZHx5LKD3xH8nMDQD1P0Ij4ThptCom9Yp6\n",
        "53R34Df9FD0d2Bn4ROOLtjoPWIvxKLUVEYuAnwB7Add3KDaQ+Doe2B/4dONCproE+DuwICJ8/E8T\n",
        "XpexB3AAcHMXpzT2pO69ElgPfLyRyFeXAP8BXlRfj4n2z2R+eMwF7s/MVc07M3M1cAcwb1RqJfWW\n",
        "WXXbXzI/lzI88avNOzPzn8APgUMjYvOhr5407r2VEl8vAK7uUGYg8TW3blvLrge+CewBPHNIai6N\n",
        "b/3GXkTMBHag/zYQjD2pKzWhXg68MzP/0nL4UeAhYNuImMIYaf8cZj/E6jCKpwOrOxRZA8weuRpJ\n",
        "PauRzG8VER8CjgWmAKuAd2XmPfX43sDDmfnvNudYU7c7A3cNZ2WlceiEzPw+QEQc2KHMQOJrb8qF\n",
        "T+sFUmvZPwy6xlJv6Cb2Gm3g4xFxDqUN3JHSo/+ezPx9U1ljT+pCHVG9vMPhl1Di5KbMXBcRY6L9\n",
        "s2d+6E2r2/s6HP8nsFlEPHWE6iP1qsaFzAeAgymzh25JGcp0c/2SBdiOvuMRyheopCaNZKIfA4mv\n",
        "7SgXM/d3UVaasLqMvUYbeAYlyfge8AhwNHBTRBzWVNbYkzZB7WF/b315Wd2OifbPZH7oTa3bdndp\n",
        "mvfvMAJ1kXrZ45QlQF6dmS/KzLcDuwHvBqbz/y/bqRiP0nAZSHxNpfRitJuV21iUBmYSZTbskzNz\n",
        "TmaeQllB6XhKrF3RNMTX2JMGqQ69v5wyVP6HmdlYKWJMtH8Osx96jTs0T+lwfBrlzsxfR6Y6Um/K\n",
        "zJMps38271sbERdT1p6fGxFPA+6l73gE41EarIHE172UCb26KSupD5m5jJbZr2uisCIiFgP7AAcB\n",
        "P8PYkwal3hD7DHAccBvw6qbDY6L9s2d+iNXZDP9F6RlsZzrwQIfnKyRtosx8DPgapddiX+Ae+o5H\n",
        "KL0bkgZuIPF1DzA5IrbvoqykwftS3e5bt8aeNEARsRVlwrrjgFuBIzLz701FxkT7ZzI/PNbQ+bmH\n",
        "GZShwZIGKSImR8RzI6LTZJKNOSn+TYnHaRGxTZtyM4B/eXNNGrSBxFdjkp9dO5QF20epKxExKyJe\n",
        "2OFwcxsIxp40IBGxNXAt8HLgJmBum9ntx0T7ZzI/PFYCO0XEIc07I+IAyhCLHI1KST1kMiXOVkXE\n",
        "Ls0H6l3PF1OWELm1lgM4qqXcdMrzT87eKw3eyrrtJr46lZ1CWdf3H5n5wLDUUuo9VwPfi4jnNe+M\n",
        "iMnAqyiPdDbWoF9Zt8ae1I+I2JKyXNw8Suwc3rI2fMPKuh3V9s9kfngsp3yJnl2Xqmv8Yy0G1gJL\n",
        "R7Fu0riXmY9Tvmg3p0x4B0C9O3o2ZT6QSzPzYeBTwMPAmRHR/GxTo9zikaq31IMGEl/XUJboWRAR\n",
        "M5r2L6T0JBqLUve+VreL6jVm4/neU4GdgK9n5m21jLEnde9M4IXADcCRmflgh3Jjov2bNNg3qm8R\n",
        "cTlwIvBryrrXcyjLZy3LzLNHs25SL4iInYBfUR5puQP4LqU3YgdKzB3duMsZEYuAcymTl1wH7A8c\n",
        "DqzIzONHvPLSOBMRJwBXAqdn5vKWY13HV0S8Afg0ZaKfrwMzgVcAN2Tm3OH9FNL40yn2ImIq8HNg\n",
        "P+BvwDcoQ4J3AVYDL8/Mu5vKG3tSP+q15e3A1pS4u7tD0WWZ+ehYaP/smR8mmbkAeAfwGPB6ynMQ\n",
        "xwHvH8VqST2jTkIyC7iUskzdaynD6pcC85qHK2Xm+ZQ4/GvdPkq52bZghKstjVcb6s9GBhJfmfl5\n",
        "4EhKrM6nrL17GnDMsNRaGv/axl5mPgLMBi6krKQ0nxKDFwGHNCfytbyxJ/VvDiWR3wC8BVjS5mcx\n",
        "sCXY/kmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\n",
        "JEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkCmDTaFZAkSSMnIg4HvttHkYeB+4GfA4sz85aR\n",
        "qBdAROwJ3A78MTOfNVJ/V5Kk8Wiz0a6AJEkaFQ8CX22z/0Bgf2AmMC8i5mfm9SNaM9gwwn9PkqRx\n",
        "x2RekqSJ6d7MfGO7AxGxG7AUeBNwGbDnCNZLkiR1YfJoV0CSJI0tmXkXcDawDtgtIvYd5SpJkqQW\n",
        "9sxLkqSNZOaaiLgN2BsI4HcAEbE5cCYwD9gH2A74A/ALyjP2f2ucIyJOAK4ETgF+BLwHmANMAX5a\n",
        "y6/ury4R8XTgB8AM4IzMvGhoPqUkSeOXPfOSJGkjEfFMSiK/Abi57tuRkoSfD8ymJPh3AAcBJwKr\n",
        "I2J6m9MdCnwfOKa+Z139/acRcWA/9dgF+A6wM/BuE3lJkgqTeUmSBEBEbBHFayk94QBXZebt9fe3\n",
        "Ac8BVgDbZ+ZLM/NAYHfg98B04M1tTj0f+Bywa2a+LDN3B74BbE3pte9Unx2Bb1Oe2V+SmR/a1M8o\n",
        "SVKvcJi9JEkT054Rsb6P4+uBS4B3Ne2bBFwHnJWZT7w3M++OiC8CSyiJfas1lOHxa5v2XQy8kjJ7\n",
        "/kYi4in1b+0LLM3M8/r/SJIkTRwm85IkTUwPAdfU3zej9H4fUl+fD3wsM+9rfkNmntt6kojYGZgF\n",
        "7Fd3bdPmb/22JZEHuLNup7UpvxWl5/5g4IbMfH9fH0SSpInIZF6SpInpH61L00XEUcCXgbMoz7Zf\n",
        "1fqmiHgG8HZK4v9sYNt6qLE2fLtH+P7SZt8jdbt5m2Mz68/jwPMj4rDMXNXnp5EkaYLxmXlJkgRA\n",
        "Zl4LnERJsC9vnZwuIl4B3AqcDuwKfJOyhN1LKc/Td7JuENW5FHgrZWj/5RGxxSDOIUlSzzKZlyRJ\n",
        "T8jMK4HrganAVyJiG4CImAJ8nvIs/ZGZuUdmvi4zl2Xmdyg96VCS7011Z2YuzMzPAqsoS+MtGYLz\n",
        "SpLUM0zmJUlSqwXAg8BewPvqvn2A7YHfZeZ1zYUjYhJl+Tkoa8hvqseafl8IrAXOioj9h+DckiT1\n",
        "BJN5SZL0JJl5F3BOfXl6ROxHGV5/D3BARBzUKFuHv18CHFF3bTnEdbkF+Chl6P8V9caBJEkTnsm8\n",
        "JElq5yJgNWWy3E9m5jrgMsow+hsj4saIWAk8ABwPfKC+b8Yw1GUp8GdgNnDyMJxfkqRxx2RekqSJ\n",
        "ZUP/RaAm7wvry7kR8XrgAuBY4AuU9eR3BFYAszLzfcC9wOyImD6Qv9VFXR4BTq0vz42ImX2VlyRJ\n",
        "kiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ\n",
        "kiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJUif/A70yZwl1\n",
        "ePx/AAAAAElFTkSuQmCC\n",
        "' width=505 height=357/>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x10fd185d0>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df.Salary.hist()\n",
      "plt.ylabel('Number of jobs')\n",
      "plt.xlabel('Salary in 1000 DKK')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "<matplotlib.text.Text at 0x10fbcb490>"
       ]
      },
      {
       "html": [
        "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/MAAALLCAYAAAC1otLXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
        "AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3Xm0bVlB3/tvUbeQvgRTvKIJjc3EBhUFQVESIBifSKOJ\n",
        "CAoqKpCgMUDA2CAvSqQ0DgOiEBVRQLSwIUCICJbNwwSwI6DYhExUChEoLKBKoEqgmps/9r55513O\n",
        "qbr33H3vOeucz2eMPdbZc8695jxnjnvH+O251lwFAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7K2z9noAp2KM8VnV71dPnXM++7i6G1XfUf2z6lOq\n",
        "963bfs+c8+3bnOte1det219W/Vb1vXPOK07rLwEAAAAn6QZ7PYDdGmPconpZdZPq6HF1R6rXVt9f\n",
        "/cPqF6sPVg+v/mSM8bnHtb9X9YbqIdXLq4urJ1S/Mca4+en8PQAAAOBkLTLMjzHuXv1u9Wk7NPlX\n",
        "1T2rX6huN+d83JzzbtUjWoX/520515Hqp6u/ru4x5/zXc86HtArzX7g+FwAAAOwbiwvzY4zvqX6v\n",
        "unP16zs0e1Cr1fqfmHN+9FjhnPOXq7+s7j7GuNm6+JHVXasXzDnfv+Ucz63+tnrcGGPRtyMAAABw\n",
        "sCwuzFePrd5SfXGry+e38/PV988537BN3Qda7RVwy/X7+6yPr9jaaM55bfWq6o7Vp57imAEAAGBj\n",
        "juz1AHbh0XPO36k6/t73Y+acL9yufIzx6dUXVO+fc75zXXyXVqv479rmI+9eH8+v3nYKYwYAAICN\n",
        "WdzK/LEgv0tPWx+ft6Xs3FZh/gPbtL9sfTz/FPoEAACAjVpcmN+tMcb3V19b/UX19C1VN66unHMe\n",
        "3eZjH1wfb7lNHQAAAOyJQxHmxxg/3GpV/tLqwVs3xWv1/Pmb7PDRW6yPl5zG4QEAAMBJOdBhfoxx\n",
        "gzHG86unVO+p/smc838d1+w91Q3GGJ+4zSlutT5efPpGCQAAACdniRvgnZAxxtnVC6pHVW+vvnTO\n",
        "+VfbND22yd3tqsuPq7vN+viOUxnL0aNHt7uEHwAAgAPgrLPOOuOPMz+wYb56cfWI6k+rfzrn3OlS\n",
        "+ddW31o9uPqzY4XrLwMeVF065/y7Ux3MpZd+6FRPwSk677ybV+ZiPzAX+4e52F/Mx/5hLvYPc7F/\n",
        "mIv9w1zsL8fm40w7kJfZjzG+rlWQf1t1v+sI8lUvr95ZPW6McZst5d9andf/twM+AAAA7AsHbmV+\n",
        "jPEJ1Q+v3/5J9e1jjO2a/sSc871zzmvGGN/b6pL8PxxjvLK6ffUV1evnnM/b7sMAAACwV5Ye5o+u\n",
        "X1t9RnXbdfk/W7+2+9zLqvdWzTlfPMZ4b/Vvq4e3ujT/CdVLTs+wAQAAYPcWHebnnC+qXnRc2R+1\n",
        "i9sH5pwXVRdtaGgAAABw2hzIe+YBAADgIBPmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAA\n",
        "YGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGE\n",
        "eQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFiYI3s9AODEfdsTntQll16218M4ZUfOObuq\n",
        "q6+65rT1cf55t+y5z37WaTs/AADsJWEeFuSSSy/r3M/5hr0exiJc8paf2+shAADAaeMyewAAAFgY\n",
        "YR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4A\n",
        "AAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAW\n",
        "RpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgH\n",
        "AACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACA\n",
        "hRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHm\n",
        "AQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAA\n",
        "YGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGE\n",
        "eQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAW5sheD+BUjDE+q/r96qlzzmdv\n",
        "U/+A6uHVQ6p3VK+unj7nvGabtveqvq76Z9Vl1W9V3zvnvOL0/QYAAABw8ha7Mj/GuEX1suom1dFt\n",
        "6h9WXVTdu7qw+nD1tOqlY4wjx7W9V/WGVqH/5dXF1ROq3xhj3Pz0/RYAAABw8hYZ5scYd69+t/q0\n",
        "HerPrZ5dvbG6+5zzSXPO+1fPrB5aPWxL2yPVT1d/Xd1jzvmv55wPaRXmv7D6V6fzdwEAAICTtbgw\n",
        "P8b4nur3qjtXv75DsydW51fPmXN+ZEv5M6qrqsdvKXtkddfqBXPO928pf271t9XjxhhnbWj4AAAA\n",
        "cMoWF+arx1Zvqb64+sUd2tyn1aX3r9haOOe8rHpd9SVjjHO2tG2bttdWr6ruWH3qRkYOAAAAG7DE\n",
        "MP/oOefd55xvrnZaMb9LdeWc84Pb1L17fTx/S9uj1btOoC0AAADsucWF+Tnn75xAs3Or9+9Qd9n6\n",
        "eP6WtkerD5xAWwAAANhziwvzJ+jG1Xar8m0pv+WWtlfOOT9uR/xt2gIAAMCeW/Rz5q/D+6qb7VB3\n",
        "i/Xxki1t73yCbXftvPM84W6/WPJcHDnn7L0ewmIcOefsRc/1meZvtb+Yj/3DXOwf5mL/MBf7h7k4\n",
        "3A7qyvx7qlvtUHes/OItbW8wxvjEE2gLAAAAe+6grsy/u7rbGOOmc84rjqu7TXX5ls3xjm1yd7vq\n",
        "8m3aVr3jVAd06aUfOtVTcIqOfXO55Lm4+qpr9noIi3H1Vdcseq7PlIPw7+IgMR/7h7nYP8zF/mEu\n",
        "9g9zsb/s1RUSB3Vl/rXr44O3Fo4xbtXqUXRvO4G2Z1cPqi6dc/7daRklAAAA7MJBDfPPr66snjzG\n",
        "2Hrv/FNbXY3wtC1lL6/eWT1ujHGbLeXfWp13XFsAAADYcwfyMvs55+VjjAuqH6jeNMZ4TXXX6r7V\n",
        "S+acF21pe80Y43urF1R/OMZ4ZXX76iuq1885n3fGfwEAAAC4DktfmT+6fn2cOecF1aNa7UT/qOqj\n",
        "1WOqx23T9sXVA6u3Vg9v9ez5J1RfeVpGDQAAAKdg0Svzc84XVS+6jvoLqwtP8FwXVRddb0MAAADY\n",
        "Y0tfmQcAAIBDR5gHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgY\n",
        "YR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4A\n",
        "AAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAW\n",
        "RpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgH\n",
        "AACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACA\n",
        "hRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHm\n",
        "AQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAA\n",
        "YGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGE\n",
        "eQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAA\n",
        "AFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFgY\n",
        "YR4AAAAWRpgHAACAhTmy1wM43cYYt6i+r3pgdfvq7dUvVz8057zquLYPqB5ePaR6R/Xq6ulzzmvO\n",
        "5JgBAADguhzolfkxxo2q11dPrM6pXlzdqvr+6lXHtX1YdVF17+rC6sPV06qXjjEO/JceAAAALMeB\n",
        "DvPVY6vPqn55zvkpc87HV3eofrt6wBjja6rGGOdWz67eWN19zvmkOef9q2dWD60etiejBwAAgG0c\n",
        "9DB/9/XxuccK1pfM/8T67T3XxydW51fPmXN+ZMvnn1FdVT3+NI8TAAAATthBD/N/vj7e/bjyz1gf\n",
        "5/p4n+po9Yqtjeacl1Wvq75kjHHO6RokAAAAnIyDfi/4S6snV08aY3yg1T3xD6y+vXp39V/W7e5S\n",
        "XTnn/OA253j3+nh+9c7TO1wAAAC4fgd6ZX7O+VfVZ1dXVi9sFcyfX/1t9blzzveum55bvX+H01y2\n",
        "Pp5/+kYKAAAAJ+5Ah/kxxidVz2q18n5x9dPV+1ptivd9Y4xPWDe9cbXdqnxbym95+kYKAAAAJ+6g\n",
        "X2b/vOqrqifOOX+saozx7a0eTfed1dnVt7YK+Dfb4Ry3WB8vOZWBnHfezU/l42zQkufiyDln7/UQ\n",
        "FuPIOWcveq7PNH+r/cV87B/mYv8wF/uHudg/zMXhdmBX5scYN6z+aatL6rfuZv+x6oeqj1QPWhe/\n",
        "p9Xz57dzrPzi0zJQAAAAOEkHeWX+s6qbVi9bP47u/5hz/t0Y47+3etb8HVvdS3+3McZN55xXHHee\n",
        "21SX77A53gm79NIPncrH2YBj31wueS6uvuqa629EtfpbLXmuz5SD8O/iIDEf+4e52D/Mxf5hLvYP\n",
        "c7G/7NUVEgd2Zb56+/r46cdXjDFuVt271TPk31W9dl314OPa3arVY+vedtpGCQAAACfpwIb5Oefl\n",
        "1W9XXzDG+JZj5WOMs6sntlq1/69zzqtb7XB/ZfXkddA/5qmtrl542hkbOAAAAFyPg3yZfdVjq9+r\n",
        "fmqM8ajqz6uHVret/rrV5nfNOS8fY1xQ/UD1pjHGa6q7VvetXjLnvGgPxg4AAADbOrAr81VzzrdX\n",
        "n9nqkXS3rr6x1fPkn1Xddc556Za2F1SParVr/aOqj1aPqR53hocNAAAA1+mgr8w353x/9fgTbHth\n",
        "deHpHREAAACcmgO9Mg8AAAAHkTAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAA\n",
        "wMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII\n",
        "8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAAC3Nk0yccY5w15zy6\n",
        "/vns6ourz6p+c875tk33BwAAAIfNxlbmxxhfPcb4g+ortxT/SvXa6rnVW8cYP7Kp/gAAAOCw2kiY\n",
        "H2PcvfqF6h7Vbddlj2oV7K+sXli9v3rSGOPhm+gTAAAADqtNrcx/V3VO9dg553PXZV+/Pn7jnPOb\n",
        "q8+uzqoesaE+AQAA4FDaVJi/a/X2OefPVI0xblLdt/r76lVVc873Vm+qPn9DfQIAAMChtKkwf4fq\n",
        "f255/4BWK/Wvm3N+ZEv5ldW5G+oTAAAADqVNhfm/qe655f2D18dfP1Ywxji3+sLqnRvqEwAAAA6l\n",
        "TT2a7qLq28YYP1G9pfrG6mir3ewbY9yresa6v1dtqE8AAAA4lDYV5n+w+rLqX2wp++4557FV+F+t\n",
        "Pql6Q+XxdAAAAHAKNhLm55zvHmN8UfXIVvfP/+ac8zVbmryi+q9zzlduoj8AAAA4zDa1Mt+c8/3V\n",
        "j+1Q99hN9QMAAACH3cbC/DFjjNtXd6s+tbqi+svqT+acl266LwAAADiMNhbmxxh3aLXJ3df28bvk\n",
        "f3SM8WPVD8w5P7SpPgEAAOAw2kiYH2PcvNWO9qO6bP3z31RnVXdstTned1T3GWPcZ855zSb6BQAA\n",
        "gMNoUyvzT28V5F9cfduc88NbK8cYt6qeX31l9b3V92+oXwAAADh0jr8cfrfu32ol/jHHB/mqOecH\n",
        "Wu10/97qQRvqEwAAAA6lTYX5O1RvnnNetVODOeffV29stTEeAAAAsEubCvNvrD53jHF95/vs6s0b\n",
        "6hMAAAAOpU2F+R+sblP95Bjjk7ZrMMb4oep21Y9uqE8AAAA4lHa1Ad4Y4wero1uKzqreWj2m+qYx\n",
        "xhurX6ve1yrkf0X1edVvVP/gVAYMAAAAh91ud7P/zuuoO7u61/p1vC+tHlD97C77BQAAgENvt2H+\n",
        "m0+hz6PX3wQAAADYya7C/JzzhRseBwAAAHCCdrsyv6P1jvafUo3qA9UfrR9LBwAAAGzAxsL8OsR/\n",
        "W/Xvq5u32hSv6poxxtuqn5tz/tCm+gMAAIDDapMr879U/fPq2uot1durc6o7VZ9VXTDGuOWc87o2\n",
        "zwMAAACux0bC/Bjjka2C/B9V3zTn/OPj6j+/+pnqKWOMN845f2UT/QIAAMBhdIMNnefrqyurrzw+\n",
        "yFfNOd9UPbT6++rLNtQnAAAAHEqbCvOfW/3+nPOvd2qwrvuD6n4b6hMAAAAOpU2F+SOd2PPjj1Y3\n",
        "3VCfAAAAcChtKsz/eXXPMcZtd2owxrhd9QXVn2yoTwAAADiUNhXmn1/drHr5GOMzjq8cY3xm9fJ1\n",
        "m5dsqE8AAAA4lDb1aLqfrx5RfXn1ljHGm6uL13V3qj6/1RcHvzbn/NkN9QkAAACH0kZW5uecR6sH\n",
        "VU+uPlrdo/rq9ese1RXVd1RfuYn+AAAA4DDb1Mr8sUD/rDHGs6s7V59RnVW9rfqrOefHNtUXAAAA\n",
        "HGYbC/PHzDmvrf5y/QIAAAA2bFdhfozxyFaPmfuvc84PbXl/oq6s/rb6wznnVbsZAwAAABxWu12Z\n",
        "f3Gr8P4Z1YfW73fjA2OMr5hz/v4uPw8AAACHzm7D/M+1CvMf3PL+ZNy4ukv1OdWPV/fc5TgAAADg\n",
        "0NlVmJ9zPvq63p+IMcbZ1V+1Wt0HAAAATtBGHk23G3POa6o3Ve/eqzEAAADAEu1ZmK+ac35V9Zl7\n",
        "OQYAAABYmj0N8/V/VugBAACAE7TnYR4AAAA4OcI8AAAALMyuwvwY48FjjLtsejAAAADA9dvtyvzz\n",
        "q2ccezPGeMEY4zGbGRIAAABwXXYb5m9a3XrL+2+s/tGpDwcAAAC4Pkd2+bm3VPcaYzyz+uN12SeP\n",
        "Mb7hRD485/y5XfYLAAAAh95uw/yF1RdWT9xSdu/16/ocrYR5AAAA2KVdhfk553PGGO9uFd4/sfrm\n",
        "6i+r3zmBjx/dTZ8AAADAym5X5ptzvqx6WdUY45ur35tz2gQPAAAATrNdh/nj3L+6ZEPnAgAAAK7D\n",
        "RsL8nPO1VWOMs6p/Xn1eNaoPVG+q3lz90ZzzY5voDwAAAA6zTa3MN8a4a/Wz1T12aPLHY4wHzDnf\n",
        "v6k+AQAA4DDaSJgfY9y8+tXqDtX/qF5cXVydU92pelT1udVrxxj3m3O+bxP9AgAAwGG0qZX5f9cq\n",
        "yP/InPPfHl+5fh79f6ieUj26+pEN9QsAAACHzg02dJ5/XL2z+q7tKuecR6vvXre534b6BAAAgENp\n",
        "U2H+LtWb55zX7tRgznlN9UfVF22oTwAAADiUNhXm31vd8QTa3XHdFgAAANilTYX5/1F97hjjoTs1\n",
        "WNd9TqvVeQAAAGCXNrUB3tNbPV/+F8YYP1b9fKvd7KvuXH199e3VR6t/v6E+AQAA4FDayMr8nPPP\n",
        "q2+qrmm1Cd6fVh9av/6kOrbD/beu2wIAAAC7tKnL7Jtz/nyry+h/snp9dVl1efUH1U9Vnz7nfMGm\n",
        "+gMAAIDDalOX2Vc153xH9a2bPOcmjDEe1Gpc96j+qvql6pfnnO86rt0DqodXD6neUb26evp6J34A\n",
        "AADYFza2Mr9fjTGeUr2y+uzq5dXZ1X+sfneMcc6Wdg+rLqruXV1Yfbh6WvXSMcZGv/QAAACAU3Gg\n",
        "w/wY4/bVBdXbqs+Yc/6LOecXVP+yun31Let251bPrt5Y3X3O+aQ55/2rZ1YPrR62F+MHAACA7Rzo\n",
        "MF89sdWtBF8z5/zwlvKfWb9usqXd+dVz5pwf2dLuGdVV1ePPwFgBAADghBz0y8cfUV0y5/zjrYXr\n",
        "e+Afu6XoPtXR6hXHtbtsjPG66n5jjHPmnFed7gEDAADA9TmwYX6McXZ1m+p1Y4zbtVplv2+r3/m3\n",
        "q38z53zfuvldqivnnB/c5lTvXh/Pr955WgcNAAAAJ2Ajl9mPMe66Ds/7yfnVWeuf31B9VfVb1bXV\n",
        "o6o/GmPcel1/bvX+Hc5z2ZbzAQAAwJ7b1D3zL6rePsY463pbnjm3XR/vU72pusOc81uqT261Kd5t\n",
        "qx9et7lxtd2qfFvKb3maxgkAAAAnZVNh/tOqt845j27ofJvwsfXxaPWjc86/q5pzXl39aKsV+q9e\n",
        "t3lfdbMdznOL9fGS0zROAAAAOCmbumf+LdVd99kmce9aHy+dc/7O1oo55/vGGG+ovniMcYfqPa1W\n",
        "7Ldzq/Xx4lMZzHnn3fxUPs4GLXkujpyz3+5m2b+OnHP2ouf6TPO32l/Mx/5hLvYPc7F/mIv9w1wc\n",
        "bpsK819f/Uar+9B/tJqtwu+2wX7O+e7tyjdpHdg/Vn3CDk1u2mp1/gOtNrm72xjjpnPOK45rd5vq\n",
        "8h02xwMAAIAzblNh/g+qG7UKyD+1Ltvukvuz1uVnannxv1f/ZIxx1znnnx4rXO9u/3nVH885PzzG\n",
        "eG31wOrB1S9uaXerVvfcv/lUB3LppR861VNwio59c7nkubj6qmv2egiLcfVV1yx6rs+Ug/Dv4iAx\n",
        "H/uHudg/zMX+YS72D3Oxv+zVFRKbumf+ilb3nf/1ltc7t3kdqztTjm1w94IxxidUjTFuWP2bdfkr\n",
        "18fnV1dWTx5jbL13/qmtvvB42hkYKwAAAJyQjazMzznvtInzbNqc8zfGGC+qvrF66xjjour/rv5h\n",
        "9Zrq+9ftLh9jXFD9QPWmMcZrqru2ei79S+acF+3F+AEAAGA7m1qZ37fmnN9UPa7VPfwPq/6m+r7q\n",
        "a+ac125pd0Gr589fsj5+tHrM+rMAAACwb2zqnvmqxhg3qh5ffX71qdUb5pxPHmM8oXrZnPOdm+zv\n",
        "RM05n9/qUvrra3dhdeHpHxEAAADs3sZW5scYD6j+V/Ufq0dW96rOW1c/uvrTMcbjN9UfAAAAHFYb\n",
        "CfNjjDtWv1zduvrP1dce1+TF1Y2r54wx7rGJPgEAAOCw2tTK/NOrc6tHzjkfNuf8pa2Vc85nVvdv\n",
        "9Wi6r9hQnwAAAHAobSrM36v60znny3ZqMOd8XfWXCfMAAABwSjYV5m9T/e0JtHtPq43xAAAAgF3a\n",
        "VJj/s+q+Y4zb7dRgjPHJ1RdXf76hPgEAAOBQ2lSYv6g6u/p3Y4xbHF85xrhp9V2t7pl/7Yb6BAAA\n",
        "gENpU2H+B6u3VI+p3jPGOPas9rH++b3rurdVz9hQnwAAAHAobSTMzzk/2mpju19p9Qi6R6yr7rn+\n",
        "+SbVr1dfPuf8+030CQAAAIfVkU2daM75rurhY4wfqu5RfVp1w1ar8W+ec75hU30BAADAYbaxMH/M\n",
        "nPPN1Zs3fV4AAABgZaNhfoxxpHp4dbdWK/NXtHq2/BvnnK/cZF8AAABwWG0szI8xvrT6yerOO9T/\n",
        "QfUv5px/vKk+AQAA4DDaSJgfY4zqpdXNq99a//w3rR5Fd8fq66ovql41xvi8Oeelm+gXAAAADqNN\n",
        "rcz/u1ZB/vFzzp/apv65Y4zvbPUIuwuqx26oXwAAADh0NvWc+XtXb9khyFc15/wP1f+q/tGG+gQA\n",
        "AIBDaVNh/hNaXVZ/ff6q+sQN9QkAAACH0qbC/OuqLxpjfNJODcYYN2p13/zrN9QnAAAAHEqbCvNP\n",
        "qa5qtcHdV40xbra1ch3yf626uvruDfUJAAAAh9KuNsAbY/xudfS44quqe1b/ufrYGOP11fuq86t7\n",
        "VTes/kf11OobdjtgAAAAOOx2u5v9va6n/obV/bYpv/v6JcwDAADALu02zH/yRkcBAAAAnLBdhfk5\n",
        "58UbHgcAAABwgja1AR4AAABwhuz2MvuPM8Z4ZPWvqk/pep4lP+e84ab6BQAAgMNmI2F+jPHF1Ys3\n",
        "cS4AAADgum1qZf7RrR5V95TqV6pL5pxXb+jcAAAAwBabCvMPrf5gzvmsDZ0PAAAA2MGmNsB7a3Xu\n",
        "hs4FAAAAXIdNhflfqT59jHH/DZ0PAAAA2MFGLrOfc/74GONTql8dY/x29avVW66j/Rs20S8AAAAc\n",
        "Rpvazf4GrTbAu1H1wPVrJ0erszfRLwAAABxGm9oA7/urJ6x/vrz60+raHdoe3VCfAAAAcChtKsx/\n",
        "+fr4ZdVvzjkFdgAAADhNNhXm71S9fs75Gxs6HwAAALCDTe1m/9+r227oXAAAAMB12FSY/6nqDmOM\n",
        "797Q+QAAAIAdbOoy+6PVL1bPGGM8otUGeBdXV2zXeM55wYb6BQAAgENnU2H+1Vt+/uz1aydHK2Ee\n",
        "AAAAdmlTYf7pJ9HWTvcAAABwCjYS5uec37eJ8wAAAADXb1Mb4AEAAABnyEZW5scY39hJXD4/5/y5\n",
        "TfQLAAAAh9Gm7pl/wUm0PVoJ8wAAALBLmwrzP7tD+SdUd65G9Q/W7f5wQ30CAADAobSpDfAec131\n",
        "Y4wbVj9TPaT6kU30CQAAAIfVGdkAb875serRrb48+N4z0ScAAAAcVGdsN/s55zXV71Vfcqb6BAAA\n",
        "gIPojIX5McZZ1edXZ5+pPgEAAOAg2tSj6W57HdXnVP+welp16+oVm+gTAAAADqtN7Wb/N133c+bP\n",
        "Wh+vbBXqAQAAgF3aVJj/6+uou6q6vHpT9Z/mnH+2oT4BAADgUNrUo+nutInzAAAAANfvjG2ABwAA\n",
        "AGyGMA8orIfFAAAgAElEQVQAAAALs6vL7McY13bdG97t5Kzq6JzT4+kAAABgl3Z7z/y1u/jMsasA\n",
        "zrrOVgAAAMB12lWYn3Oe8OfGGF9Z/afq/OojeTQdAAAAnJJNPZru44wxPql6TvXwddHrqm+Zc77t\n",
        "dPUJAAAAh8FpCfNjjK+pfrw6r7qi+u4553NOR18AAABw2Gw0zI8x/q9Wl9R/1brot6vHzDkv3mQ/\n",
        "AAAAcJhtLMyPMb6+elZ1q+qD1XfMOX96U+cHAAAAVk45zI8xbls9r3rguujV1ePmnO861XMDAAAA\n",
        "H++UwvwY41uqH6nOrS6rnjTn/LlNDAwAAADY3q7C/BjjjtVPVw9YF72ievyc872bGhgAAACwvd2u\n",
        "zP9JdbP1z39Tvb/692OME/rwnPNxu+wXAAAADr3dhvmbbfn59tW3nOTnhXkAAADYpd2G+W8+hT6P\n",
        "nsJnAQAA4NDbVZifc75ww+MAAAAATtAN9noAAAAAwMkR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAA\n",
        "gIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR\n",
        "5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhjuz1AM60McaPVP+muu+c878dV/eA6uHV\n",
        "Q6p3VK+unj7nvOaMDxQAAAB2cKhW5scY96yeWB3dpu5h1UXVvasLqw9XT6teOsY4dF96AAAAsH8d\n",
        "mpA6xrhh9bNt8wXGGOPc6tnVG6t/NOf8yLr82Cr+w6qXnLnRAgAAwM4O08r8U6tPrX5zm7onVudX\n",
        "zzkW5NeeUV1VPf70Dw8AAABOzKEI82OMz6m+q7qg+rNtmtyn1aX3r9haOOe8rHpd9SVjjHNO9zgB\n",
        "AADgRBz4MD/GOLv6mWpWP1idtU2zu1RXzjk/uE3du9fH80/PCAEAAODkHPgwXz2l+rzqMXPOq3Zo\n",
        "c271/h3qLlsfhXkAAAD2hQMd5scYo/q+6rlzzt+/jqY3rrZblW9L+S03ODQAAADYtQO7m/0Y46xW\n",
        "l9dfUn339TR/X3WzHepusT5ecirjOe+8m5/Kx9mgJc/FkXPO3ushLMaRc85e9Fyfaf5W+4v52D/M\n",
        "xf5hLvYPc7F/mIvD7cCG+erbqi+uHjjnvHKb+q33zr+n+uQdznOr9fHizQ0NAAAAdu8gh/mvXh9/\n",
        "bXW1/cf5f9fld261yd3dxhg3nXNecVy721SX77A53gm79NIPncrH2YBj31wueS6uvuqavR7CYlx9\n",
        "1TWLnusz5SD8uzhIzMf+YS72D3Oxf5iL/cNc7C97dYXEQQ7zL6h+e5vyL6/uVb2w1Wr75dVrqwdW\n",
        "D65+8VjDMcatWj227s2ndaQAAABwEg5smJ9zvmi78nVAv1f1wjnnf1uXPb/VRnlPHmP86pzzw+vm\n",
        "T231N3ra6R8xAAAAnJgDG+ZPxpzz8jHGBdUPVG8aY7ymumt13+olc86L9nJ8AAAAsNWBfjTdDo6u\n",
        "X/8/c84Lqke12rX+UdVHq8dUjzujowMAAIDrcehW5uecT6qetEPdhdWFZ3ZEAAAAcHIO48o8AAAA\n",
        "LJowDwAAAAsjzAMAAMDCHLp75oHD4e1/9Rf986979F4PY9+74+3P68Uv+Mm9HgYAACdJmAcOpKM3\n",
        "OKdzP+cb9noY+967/ucv7PUQAADYBZfZAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII\n",
        "8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAA\n",
        "ALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAw\n",
        "wjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwA\n",
        "AAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAs\n",
        "jDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAP\n",
        "AAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAA\n",
        "CyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPM\n",
        "AwAAwMII8wAAALAwwjwAAAAsjDAPAAAACyPMAwAAwMIc2esBcLhdc801/dhzntuVH/nIae/rJje+\n",
        "YVVX/v3HTntfp8MNzlr9vQAAAIR59tTf//2VvfI339CtP/PBez2Ufe/9b/+9jnzs9H/pAQAA7H/C\n",
        "PHvuRje+WTe95W32ehj73hV/+4ld/bFL9noYAADAPuCeeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAA\n",
        "YGGEeQAAAFgYYR4AAAAWRpgHAACAhRHmAQAAYGGEeQAAAFiYI3s9gNNtjHFu9f9UX1bdqXpX9TvV\n",
        "U+eclx7X9gHVw6uHVO+oXl09fc55zZkcMwAAAFyXA70yP8a4RfXm6knVJ1YvbvU7P6b60zHGbbe0\n",
        "fVh1UXXv6sLqw9XTqpeOMQ78lx4AAAAsx4EO89XTW63G/3B1hznn4+ecn1Z9Z3Ve9az6P6v3z67e\n",
        "WN19zvmkOef9q2dWD60etgdjBwAAgG0d9DD/oOra6sfnnNduKX9u9aHq/uv3T6zOr54z5/zIlnbP\n",
        "qK6qHn8GxgoAAAAn5MCG+THGWdWPVU+Zc77ruOqPVldUNx9jnF3dpzpavWJroznnZdXrqi8ZY5xz\n",
        "+kcNAAAA1+/A3gs+5zzaKsxv50tbrcS/ac55zRjjLtWVc84PbtP23evj+dU7Nz9SAAAAODkHdmV+\n",
        "J+sV9u9ev/2p9fHc6v07fOSy9fH80zkuAAAAOFGHKsyvL71/XqvL6l835/zpddWNq+1W5dtSfsvT\n",
        "PDwAAAA4IQf2MvvjrVfkX1h9bfUX1VdvqX5fdbMdPnqL9fGSU+n/vPNufiofP7BudKO6wQ0O1XdK\n",
        "u3bWDc7qyJGz93oYHFD+j9pfzMf+YS72D3Oxf5iL/cNcHG6HIkWNMW7UanO7r63eWt1vzvm3W5q8\n",
        "p7rVDh8/Vn7xaRsgAAAAnIQDvzI/xrhJ9V+qf1K9qfqyOefx98e/u7rbGOOmc84rjqu7TXX5Dpvj\n",
        "nbBLL/3QqXz8wPrwhz/Utddee/0N6ei1R7v66mv2ehgcUP6P2h+OrbCYj71nLvYPc7F/mIv9w1zs\n",
        "L3t1hcSBXpkfY3xC9apWQf611X23CfKt66oefNznb9Xq/vq3nb5RAgAAwMk50GG+enL1j6s3VA+c\n",
        "c354h3bPr66snjzG2Hrv/FNbXb3wtNM6SgAAADgJB/Yy+zHGravvWb99a/VdY4ztmv7gnPPyMcYF\n",
        "1Q9UbxpjvKa6a3Xf6iVzzovOwJABAADghBzYMF/du7pJdbT65h3aHK2eWX10znnBGOPi6l9Wj6p+\n",
        "v3pM9Uunf6gAAABw4g5smJ9zvqKTvI1gznlhdeHpGREAAABsxkG/Zx4AAAAOHGEeAAAAFkaYBwAA\n",
        "gIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR\n",
        "5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEA\n",
        "AGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhhHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBh\n",
        "hHkAAABYGGEeAAAAFkaYBwAAgIUR5gEAAGBhhHkAAABYGGEeAAAAFubIXg8AgL3zF2+b3f+BX9PV\n",
        "V13zv9u773C5qnIB428KCoJUoygqRf2ULqKICogg6sWAHRARQUUvNprXQhNRQeRSQpEHUAQBRVBQ\n",
        "EC7FEhFQr1wrIH6KIEoEQghYUFpy/1hrknGYOWdOmTOZk/f3PHl2Zu81e9bZ3zkz8+3V+l2VJd7q\n",
        "M1bh5FnH9bsakiRJgMm8JC3VFjCd5dd9W7+rMRDu/NWX+10FSZKkRexmL0mSJEnSgDGZlyRJkiRp\n",
        "wJjMS5IkSZI0YEzmJUmSJEkaMCbzkiRJkiQNGJN5SZIkSZIGjMm8JEmSJEkDxmRekiRJkqQBYzIv\n",
        "SZIkSdKAMZmXJEmSJGnAmMxLkiRJkjRgTOYlSZIkSRowJvOSJEmSJA0Yk3lJkiRJkgaMybwkSZIk\n",
        "SQPGZF6SJEmSpAFjMi9JkiRJ0oAxmZckSZIkacCYzEuSJEmSNGBM5iVJkiRJGjAm85IkSZIkDRiT\n",
        "eUmSJEmSBozJvCRJkiRJA8ZkXpIkSZKkAWMyL0mSJEnSgDGZlyRJkiRpwJjMS5IkSZI0YEzmJUmS\n",
        "JEkaMCbzkiRJkiQNGJN5SZIkSZIGjMm8JEmSJEkDxmRekiRJkqQBYzIvSZIkSdKAMZmXJEmSJGnA\n",
        "mMxLkiRJkjRgTOYlSZIkSRowJvOSJEmSJA0Yk3lJkiRJkgaMybwkSZIkSQPGZF6SJEmSpAFjMi9J\n",
        "kiRJ0oAxmZckSZIkacCYzEuSJEmSNGBM5iVJkiRJGjDT+10BSZI0ubx/n/24c+78fldjTKYvMw2A\n",
        "Rx5+tGevsfqMVTh51nE9O78kaXIzmZckSePqzrnzWWmj3ftdjSXenb/6cr+rIEkaYHazlyRJkiRp\n",
        "wJjMS5IkSZI0YEzmJUmSJEkaMI6ZlySpC7f+4fe8adc9evoaEzHp2kS4/c9/ZsON+l2LJd9E/E5N\n",
        "BtOXmcYaT1mVYz93dL+rIklLFJP5JhExFdgR2AnYDvgNcGFmHt/XikmS+m7h1GWc1K1Lj9z2qX5X\n",
        "YSD4O9W9O35zbr+rIElLHLvZ/7sDgAuBZwFnA8sBx0bESX2tlSRJkiRJTUzmq4hYGzgMuATYPDP3\n",
        "B14MXAC8LyJe0sfqSZIkSZK0iMn8YodSWuKPycyFAJm5ADi8Ht+7XxWTJEmSJKmZY+YX2xK4NzOv\n",
        "bt6ZmTdGxK3Atv2pliRJ0tLt979LJwvs0uozVuHkWcf1uxpLvPfvsx93zp3f72qM2kROmOrv1JLL\n",
        "ZB6IiOnAOsCNHYrMoXS5lyRJ0gRbwHQnC+zSnb/6cr+rMBDunDvf36ku+Tu15LKbfbFi3c7rcHw+\n",
        "MD0iZkxQfSRJkiRJ6shkvliubv/a4Xhj/yoTUBdJkiRJkoZkMl80WuRX6HB8RWAhcOfEVEeSJEmS\n",
        "pM4cMw9k5r8i4j5g1Q5FVgXuz8xOLffDmjHjiaN96qS2wgrTeeivf2b+r87ud1WWeA/Mv4snrmjn\n",
        "EEmS1Nn0Zab1/HvnZPhe25hATsObiN8paUwi4oaIaNvyHhG3RMTPJ7pOkiRJkiS1Yzf7xWYDT46I\n",
        "zZt3RsSGwNpA9qNSkiRJkiS1Mplf7ATKuPiD6lJ1RMQ04BDgYeDwPtZNkiRJkqRFpvS7AkuSiDgN\n",
        "eDfwS+Bq4KXApsCRmXlQP+smSZIkSVKDMz80mTdv3iWrrbbafcB6wNbALygt8qfMmzdvQT/rJkmS\n",
        "JEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKkL\n",
        "U/pdgckqIqYCOwI7AdsBvwEuzMzj+1qxSS4iVgIOBV4NrAXcAfwAOCgz57aUfSWwMyVOfwT+Bzg8\n",
        "Mx+dyDovLSLiv4H9ga0z8+qWY8aixyJiJvA+4IXAH4CvAedn5h0t5YxFD0XEisBhwPbA04FbgfOB\n",
        "z2bmwy1ljcU4i4j1gZ9QPhNmtTne9TWPiBcDuwJvBOYD3wUOzsx/9O4nmDyGikVELAv8F+XaPgu4\n",
        "p5Y9MDNvbXMuYzEGw/1dtJT9AHACsGdmntXmuLEYgy7eo14CfATYDLiX8ll+Xmb+vk1ZYzEGw7xH\n",
        "PZ4Sh52AtYE/A5cBn8jMv7U5V89iMXWsJ1BHBwAXUj6EzgaWA46NiJP6WqtJrH5J/jmwH7Ay5bpP\n",
        "Bd4N3BART2sq+xbgSuClwFeAvwOHAF+PiOkTXPVJLyI2A/YFFrY5Zix6LCI+DFwMbAhcBEwDjgF+\n",
        "FBHLNJUzFj1UE5RrKX8Ly1Deo1YFPglc2lLWWIyz+hlxIfAExvheVL+YXUdJ+i8CbgP2Aa6KiCf2\n",
        "7qeYHIaKRb3Wsyl/F88AzgP+SrnJ8uuI2LilvLEYg+H+LlrKrgkcWcu1+xsyFmPQxXvUWyl/G1tQ\n",
        "3qvmAocDP4+IJ7WUNRZjMMx71BTKd6pPAqsB51C+V+0LXFcT/ebyPY2FyXwPRMTalJaXS4DNM3N/\n",
        "4MXABcD76l01jb/DKa3xnwOemZl7Z+ZzgI8CM4DjYFHr/SzgemDTzNwvM7cBjgVeB7ylD3WftCLi\n",
        "ccAZlPebKS3HjEWPRcTTgSOA3wHrZuZ7M/NFwH9SWobfVcsZi97bC1if0iPiWZm5N/BM4HvAKyNi\n",
        "JzAWvRARmwI/Ap7T4XjX17wmm6cDtwMvzMwPZeaOlC9nmwMf6OXPMuiGiwXl+m0GnAuskZnvyczn\n",
        "A7tQvlif1nQuYzEGXcSi1WnA8rTp2WssxqaL96gnACcC9wPPz8w963vUaygx+XBTWWMxBl38Xcyk\n",
        "9Lq+DnhGZv5nzTfOonzG79N0rp7HwmS+Nw6ltMQfk5kLATJzASXZBNi7XxWb5GYCC4AT6/VuOBn4\n",
        "G7BNfbwvsDpwUmb+q6ncZ4CHMT7j7SDg2cB32hwzFr23LzAd2Ckz/960/4v13xOayhmL3tq0bk9u\n",
        "7Kjdt0+pDzerW2MxjiLiQODHlK6QV3QoNpJr/jZgA+BLmTmvaf/JwN3Ae2rLjVp0GYuZlJawUzLz\n",
        "wcbOzDwfuAXYNCJWqLuNxSh1GYvm8ntSEpjLOhQxFqPUZSzeSenJtVfz8LjMvJLSWNU8FMhYjFKX\n",
        "sWh8lp/aMgSr0ft6s6Z9PY+FyXxvbAnc2zouODNvpIyP3LYvtZrE6h/CCcCHW8cAAw8C/wCeGBHT\n",
        "KPFZCHyzuVBmzgeuAbZo7nqs0YuIjYCPUVqGb2xTxFj03i7AnZn5y+admfloZu6VmcfWXcai926q\n",
        "201b9q9bt1m3xmJ87QX8CngZpct2OyO55lvWbWvZBZThEmtSbmDqsbqJxTnAJzPzujbH7qW0Cq9S\n",
        "HxuL0esmFgBExFMpvVTOBK7qUMxYjF43sdiF0mB1eeuBzDwgMw9q2mUsRq+bWHT7WQ4TEAvH3Y2z\n",
        "2p1iHdonLgBzKF3uNY5qD4gTOhzejtLi8rPMfDQings8kJl/bVN2Tt2uDvxp/Gu69Kg3Tr5IeVM7\n",
        "Eji6TTFj0UM1Bk8FromINSitjFtT3vu/B+yfmffU4sai975OmU9lv4i4lzLmcXvgg5Rr/K1azliM\n",
        "rz0y8wcAreOtm4zkmj+Xkvi33jhuLfu7Udd48ho2Fpl5Zrv9EfE84EXAvMxs/O4bi9Hr5u+i4fPA\n",
        "vyiT2O7RoYyxGL1uYvEMyrV9fEQcS2kYXJUyD8v+LRNDGovR6yYWl1MaZ98REUkZB78l8AngPsqc\n",
        "Kw09j4Ut8+Nvxbqd1+H4fGB6RMyYoPos1WpLysfrw1PrdiWGjg+UPyyNzYeBTYB3t87S3cRY9Nbq\n",
        "LB7beB3wBsoMqguA3YBfRMST63Fj0WOZ+QfKJIQPUFq45gBfoHS12zgz76pFjcU4anwxG8ZIrvlK\n",
        "lC9n93ZRVk26jEUnh9TtaU37jMUodRuLiNiZMm/EhzLzviGKGotRGi4Wtffp6pTx8j+gdLn/KeU9\n",
        "63XAz+rM6w3GYpS6+buoN303prTgn0RJ1M+jzF2wSWbe0FS857EwmR9/y9Vtu7v7zftX6XBc46S+\n",
        "+Z1GuVt2TWaeXg8th/HpqYgIyiSQJ2fmT4Yoaix6q7GCw5bAzygTQ76L0nvoiHr8c7WMseixiFiN\n",
        "MrbxuZTZbE+nLLm1PnBY0wy4xmLijeSaL0dpxW8387fx6YGI+CTwVuD3LJ5/CIxFT9UZ0k8ELs7M\n",
        "C4Ypbix650mUFVA2AP4JrJ2ZbwfWoyw5uxJNc7FgLHqqTkb4KUpX/Lson+V/oiTlR9cJVRt6HguT\n",
        "+fHXuLO/QofjK1Lu0Nw5MdVZOtUW+XOAd1A+/N/cdPgeho4PGJ9RqzdRvki5hh8fprix6K2H6nYh\n",
        "cHxm3g+QmY8Ax1Na6Bt/G8ai906jJCT7ZuY6mfleyooCRwHvp664gbHoh5Fc83tYPHHkcGU1RhHx\n",
        "OUqr/Fxgh+ZJ8TAWvTYLeBwlYRyOseidh5r+f2pm3gmLhpieTmnh3bKpp52x6K1PUWajP5Yym/17\n",
        "KRPmfZDyneqrTWV7HguT+XFWZ8G9jzKOpZ1Vgfs7jMvTOKhrOX+T8qX5ZuAVmXl3U5G/MHR8oLSa\n",
        "aXTeT7lbuXdmPtDmePOsncaitxpjtOa2dh2rY+WvA5aLiGdiLHqqLtH4KkqX+ubZ7B8CPksZjzqz\n",
        "7jYWE28k1/wvwNSIWLmLshqliJgaEV+gDNn6C7BtZv62pZix6JGImEn5HvWxzJzTpkjrDNzGokfq\n",
        "jfgHgEco47Objz1KmUhtCqXXFxiLXptJucFyVG0caUxodwrle9crIqLRU7vnsTCZ7405dB7/8FTg\n",
        "jxNYl6VK7fpyCfAflG7FW7aZ3X4OsGJELN/mFE8F7vNmy5g0Wnovi4gFjX/Ah+r+79d9a2Iseqom\n",
        "7A8Bj+9QZHlK6/y9GIteW59yva9oWcqm8UXth8Aa/l30zUiueSOxWaNDWfBzfkzq5J1nUsYG30r5\n",
        "LL+hTVFj0TuNz/LPt3yWN1ZA+VLdt1V9bCx66w5gGu1zt8b7VmNCW2PRIxGxCmX9+Z+0LDXXSOgv\n",
        "o3znelHd3fNYmMz3xmzgyRGxefPOiNiQ0g0j2z1JY1PHm15KmeFzNrB16x9aNbtud2h5/qqUscXO\n",
        "7jk2X6KMl2/91xg7f2Z9fB/GYiL8EFgpIjZo3llnt98EuKGuPz+7HjIWvdGYafh5rQfqmtkvpaxn\n",
        "fgfGoh9m120317xT2WmUFpu5jSEtGrWzKZN03gC8rE4e2c7sujUW4+8i2n+WN9be/mZ9fFt9PLtu\n",
        "jUVvXE1pfd+ieWf97vsqYH5m/qbunl23xmKc1eVK72dxL4hF6jDT7ShDG2+ru2fXbc9iYTLfGydQ\n",
        "AnlQXaquEbRDKF/WDh/iuRq9A4CXU7oOb18TlHa+QOmudED9Et1wEGXJrkPaPktdycyzMvPw1n80\n",
        "JfN13/0Yi4nQmODuS40J1mqX7/3r/ovr1lj0UJ0F+nvAiyLiXY399bNhX0rLyiW1y56xmHgjueYX\n",
        "USY7ek9df7vhfcAMjM+YRMSulDW1f0cZJjfUeFJj0SOZ+a0On+WLkvm67/b62Fj01n9TcosT601G\n",
        "ImIq5fouD3y7qayx6K1vUBptP9XYURP53YG1gP+byL8L15nvgczMiPgi8G7gpxFxNaXVZVPgyMzs\n",
        "tAa9RqlO+nFgfXgz8LEyofpjHJmZ90XEEcCnKct5XE6ZIXRr4KuZeeUEVFmUBMdY9FZmXhURZ1Em\n",
        "g7w5Iq4EXkNZs/Zy4JO1nLHovb2AHwOnRsRuwE2UZYWeBtxOnWTKWEy8kVzzzHw0Ig6m9EL6aURc\n",
        "TJnI8LXAtZl52mNeQF2pNxwbNyB/DXyww2f5KZl5l7FYchiL3srM39bk8VDgpoi4FNgcWBf4ObB3\n",
        "U1lj0VsHAFtRGm23A66n9I54NmXY4u6NghMRC1vmeyQz3wPsRxmvuhtlPMRbKV2SNP5eSpktciFl\n",
        "jN2hbf4dQh07nJlHUOJyZ90+SLn58p6JrvhSZGH992+MRe9l5p6U63kb8Bbgz5T3op3qGK9GOWPR\n",
        "Q5l5K2UpodOBJ1NusMyjzGK/QWbObSprLHqj7fsQjOyaZ+bZwPaUm8c7U5aG2gd4fU9qPTm1i8W6\n",
        "lJtbC4E30vmz/CmNJxiLcdHx72IkZY3FuBjq+h4GvAH4BbAj5T3qKOC1rRMOG4tx0el76/3A8yk3\n",
        "HpcF9gAepazktF5m3txS3lhIkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ\n",
        "kiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJk9qUfldAkqReiojlgH2B\n",
        "zYBNgCcCNwK/As7LzGvG4TVuA54JPD0z54z1fL0QEVsD3wO+m5nbTcDrLQv8EFg5M58zRLmXAW8C\n",
        "3gA8BFwLHJOZN3Yo/xzgzfU5TweuAc7KzEs6lF+tnvtNwIuB/wMuy8zjRvCzHAYc2ubQ34G5wF+A\n",
        "LwBnZ+ajbZ4/G9gK2DMzz+rwGq8DLgCmA4dn5mF1/4JaZK3MvL3Dcz8HfBh4EHh9Zl7R5Y8mSRpg\n",
        "U/tdAUmSeiUi1gKuAz4D7ADcB1wPvBB4H/D9iDhgnF5u4Tidp9cmqp5fADYd6vUi4u2UhP/dQFKS\n",
        "43cAV0fES9qUD8pNmMMpif8NwGuBiyJi7zblH1/PfxqwJuVGwSbAMRFxdkRMG+HPdAtwTtO/H1IS\n",
        "6BcAZwBZbzZ00vZaRMRM4HxgGnBII5Ef7nn1uUdQEvkHgB1M5CVp6TG93xWQJKmHvgVsCBwCfD4z\n",
        "58OiJG9r4GvA0RExNzO/3LdaToyfAM8D/tHLF6kt4ScBOw9T7inA8cCfgG0y85a6f2fgbOArEbFO\n",
        "Zi6s+6dQbhBMpbQ+X1r3bwBcCZwUEVdl5u+bXuYQys98VGZ+vJZfEbgUeBswG/jiCH68H2bmO9v8\n",
        "LCsDl1N6f5wZEVs06j2ciNge+AblO9mBmXlUt5WJiE8BH6PEdMfM/H63z5UkDT5b5iVJk1Jtld8Q\n",
        "uBk4opHIA2Tmg7UF8+S6a8eJr+HEysx/ZnFHr14jIt4M3ERJ5H87TPEjgVWAWY1Evtbza8AllJb0\n",
        "mXlA6DUAAAlESURBVE3l3w5sAVzRSORr+RvquaYAi1rnI+JZwEeBeZSkvlH+r5ReGTRtxyQz7wNe\n",
        "SWn5fwmlpXxYEfFq4EJKIv+RESbyhwEHUXozvNZEXpKWPrbMS5Imq/Xr9pEhWkmPA9YG/th6ICLW\n",
        "Bg6m3BB4LiVp+i1wEXBSNy2vIzlHHXe/PKV192xgI+B3lN4FhwHfz8xt27zGxsDPgdmZuc0Qddma\n",
        "ljHzTfuOobSmH05JRlcBfgp8NjOvHu7nbHI+8AjwWWq38yHKvhpYAJzb5ti5lHHuO1MS+0Z5KNem\n",
        "1XmUVv6dgMawiW0o3dbPz8xHmgtn5q8j4kZgk4h4dktr/qhk5t8jYn9KD4iPA0cPVT4itgO+CSwD\n",
        "7JeZJ3T7WhFxMGUM/9+A7TPz2lFXXJI0sGyZlyRNVtcAjwIbRMSna/fqf5OZ92Tmro0u2A0RsSNl\n",
        "bPaewAzgakrStTUwi5KoDmkU51gILAtcBawD/Lg+77OU1uWtImKNNi/1jrr90nB1anqdVs+jtCrv\n",
        "Sun2Ph94DfCdiPiPLs8LZRz5+pl5ICWpb6t2sX8qMD8z72pT5Oa6bf55X1DrflNr4cycS7lGq9fu\n",
        "+I3ytCtf/abNa4xJZv4UuB1YKSKe2qlcRGxDuUnzOOBDI0zkP0a56XI/8GoTeUlaepnMS5Impcy8\n",
        "n9LyDnAgcE9EfD8iDoyIzTtNflaTwaOBJwAzM3PtzNwBeAplFnWA3WpC2tYozzGF0jL/ILBmZr6q\n",
        "bh+iJMnTKOO8m19nOiUB/xvw9eGvSkevpUwUuHZmbpuZQRmCMJ3FLd3DyszdM/N3XRR9Ut3e0+H4\n",
        "vXXbnBB385yplGs82tcYD7dSYrleu4MR8XJKb4NlgXMy8+R25dqYEhH/BRxRH++fmT8ea2UlSYPL\n",
        "ZF6SNGll5keAfSjd26cBLwc+TUlc742IMyJiRsvTVgf+FzgxMy9rOtfCzLyQ0iV/KvC0IV56LOc4\n",
        "PjMfbpSv+xqt+Lu1lH018GTg65n5zyHqM5wHgb0z88/N9ajbjcdw3k4avSQ6Jdrz6rY50e7mOVOa\n",
        "njOa1xgPd9ftum2ObUmZfG/Z+niniNiwi3NOAfYHjqIMTQD4WEQsP5aKSpIGm2PmJUmTWmaeGBFn\n",
        "UFqfXwVsS1kT/onAHsArI+KNmXl9Lf8XymRri9QW8HUo65TD4lb0Tq85lnM8Zpx5HeP9M+AFEbFx\n",
        "Zv6yHtq9bs/sVJcu/TEz57XsayT2jxmeMA4e6rLcMi3P6eZ7S+M5o3mN8bBC3T5mvXngXZThB2+n\n",
        "DGPYDTgvIl7Yxc2YD1LWtN8B+DLQ6D2xxzjUWZI0gEzmJUmTXmb+gzI52/kAEbEm8HrKLOdPB66K\n",
        "iBmNidJqN/mZlG7tGwPPprTsw+Ix50P2bhvlORYCt3U45RmUceBvB35Zl0PbEbglM384VF268JgZ\n",
        "7jPzwYhYQG++K8yp21U7HF+tbu9vec6z63PmdvGc0bzGeFinbm9tc+wRYPfMPC8ivk3pKbIupRfE\n",
        "e4c5792UJfxuiojdKL1Ldo+IKzLzq+NUd0nSALGbvSRpUoqI9SLile2OZeYfM3MWZcb7Oyitz1vV\n",
        "502hjFH/FvBGynj0UynLnq1PmchuuNceyzke7rD/K5TW5l3q+d8MPJ7SSjtW7VqRe+kuSnfxTol2\n",
        "Y39zF/k5lN4MQz1nYdNzhkvm273GmNS4rFXr0S6ZPzQzz4NFS+TtUcvuFRFvGuLUC4HXZ+ZN9bnX\n",
        "A5+px06pqyZIkpYyJvOSpMnq88CVEfHSTgXqTOoXU5LE59TdbwDeCvwMWCMzN8vMD2TmqZn5Gxa3\n",
        "vE55zAkXG49ztNb1PsqSdk+jLB/3JkpCfFa351hSZOYC4C/Ak9rMWQCLJ4+7vmlfo9v/+i1lG7Pj\n",
        "rwbc3jRc4E+dyje9xsKW1xir7Sg3WOYA7Za7m9P8oK4NP6s+PD0injHEuee0PP40ZfnAFYGvdJrQ\n",
        "UZI0eZnMS5Imq8b65O8cplxjArIr6vYldXtOXfJskYhYC3gGJQkcKnkaj3O005gIb3fgFcAPMvP2\n",
        "EZ5jSXEe5effuc2xXev2f1rKNx9rtjPlxkhz+YuBf1Immfu37zsRsRElmf9tZv5x5FV/rNoqf1R9\n",
        "OCszu+3t8HHK8nkrA+e21rWTev63U37GF1OWq5MkLUVM5iVJk9WFwF+Bd0bEuXWM+SIRsWxEzAK2\n",
        "AH6cmbfVQ9+r210iYpmm8msD36kPp1BaYDsZj3O08x1Ki/O7KWuUnznC5y9JjqeMIT8wIhYt4xYR\n",
        "u1AmeftuZp7f2J+Zl1LWht8xInZqKr8BJSG+Gzioqfw9lCEIT2bxEoVExEqUXhsLGH6celciYjVK\n",
        "LDamzHlwarfPzcwHKRPhPUz5XTxkBM9N4CP14Ucj4hXdPleSNPicAE+SNCll5q0RsRnwTUqX910i\n",
        "4hZKK+galJbZ5Sgt8s2tw5cDtwCbAfMi4lrKOOjnUrrNf62Wb13SbMo4n6Pdz7QwIs4CDmbsa8v3\n",
        "VWbeERGfoHQXvz4ifkRpnX4+8ACwV5un7Qt8A/hqRHyEMnndSyk3NnbJzPkt5Y+grF7wwYiYCdwM\n",
        "bA6sApwyiokDt4qIc5oerwysCTyLstzcHyiT1P1tJCfNzF9ExGGUcfAHR8R3MvPapiIdfy8y8+SI\n",
        "2IGyUsPZEbFRZt47kteXJA0mW+YlSZNWbbncjNJ6eTalpf4VwBMoifDewPZ1MrLGcxbWMvsDv6B0\n",
        "Yb6b0vr7YsrEdlCWumtYyOIZ6sflHEP4Ud1eMMK15dude7jX66Y+o5aZR1LmF7ga2IAyEd+BwMZN\n",
        "PSWay19FuX7foExgtzZlebYtMvOCNuX/BLyI0hL/j/r/b1NWMth3BFVtXIe1KTeGdq3brSm9K66l\n",
        "9JZYr8Owh25iexRlhvqpwDm1B0Hr63eyJzCfcnPojGHKSpIkSZImWkScExELImLzftdFkiT1T9ez\n",
        "6EqSpP6IiGUpy9K9hjKj/Q2ZuWl/ayVJkvrJbvaSJC35zgD+RekivhDYp7/VkSRJ/WYyL0nSku9/\n",
        "gb9T1hV/W2Ze0+f6SJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\n",
        "SZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSUu5/wcqwuRTGgCwAwAAAABJ\n",
        "RU5ErkJggg==\n",
        "' width=505 height=357/>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x11057ef90>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "If we include the number of employees for each job, we will have a better idea of the salary range of KU's employees. We can get these data by multiplying each job's salary by its FTE (full-time equivalent), which I've rounded to the closest integer here."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "salaries = []\n",
      "for _, row in df.iterrows():\n",
      "    salaries += [row[3] for _ in range(int(round(row.FTE)))]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": true,
     "input": [
      "plt.hist(salaries, bins=20)\n",
      "plt.ylabel('Equivalent full-time employees')\n",
      "plt.xlabel('Salary in 1000 DKK')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "<matplotlib.text.Text at 0x11058d150>"
       ]
      },
      {
       "html": [
        "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA/8AAALLCAYAAACvnjJZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
        "AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3Xu8bmO9///XOmUjlkNLyC7ERwgp3xxyiF8SWqgcyiq1\n",
        "U5RIbWo7VtSm3XcXaqvfJlF2yq4slrRLFP0cIpYi0odYzkvLqRyXdZi/P8a427fbnGvea85rrfue\n",
        "o9fz8ZiPMecYn/u6xm20Ho/e47rGNUCSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\n",
        "JEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpKGM6/UJjEZE\n",
        "rADsCewHbA3cCFyYmd/oqDsQOHOIZq7LzK076rcE9gfeCTwOXA4cl5lPD3IOGwPTgH2AAeDKuvbh\n",
        "UXw1SZIkSZKKmdjrExilHwPbAb8H/hvYA9g5IjbJzEPa6jart18Enuto4/72P+rgfw1wLzAdWBs4\n",
        "HNgyInbJzCfbatcGrgeeAi4AVgEOALaPiB0z88EC31GSJEmSpFEZs+E/InanCv4nZ+ax9b6PAb8E\n",
        "PhIRZ2XmjXX5psCjmXnMMG1OpJohcC+wRWY+Wu8/DDgNOBQ4ue0jXwfmAVtn5l117VTgIuCzwMEl\n",
        "vqskSZIkSaMxvtcnMAp7ALOBr7R2ZOYAcHb951vaajcBbumizWnAa4GzW8G/djrwZ+CgiBgHEBE7\n",
        "AG8DLmgF//ocLqZ6/GD/+rEESZIkSZJ6asyG/8w8ODPX7AjpUN0UALgTICLWAlYGbu6i2e3q7YUd\n",
        "fS0ELgFeBay3qNraDGB5YKsu+pQkSZIkaYkas9P+O0XEZsBUYC+qUf6f1oc2rbfzI+IE4F3AqsCv\n",
        "gaMy849tzWxAtWjfA4N00Xp+f3XgjrqWLmolSZIkSeqpMTvy3y4iPg/cBJwI3A28qW1l/lb4/2dg\n",
        "Z6o1AZ6lekvAzIjYvq2pyVTh/7FBunm83q7eVgvQOfNgsFpJkiRJknqmEeEfmAWcQjXVf13gJxGx\n",
        "fn1sXH380MzcJjMPA15N9Xz/ssCZETGprl0WeKZeO6DTX+vtym21A237F1UrSZIkSVLPNGLaf2ae\n",
        "Vf96RER8GPhP4KvArpl5Mi9cob+1MOD3IuJ44DXA5lSv7HsEWGeIblast7Pr7SNUNxZeyotnCnTW\n",
        "SpIkSZLUM00Z+W93FtUz99tHxLLD1P6g3m5Ybx8CxkfESoPUrlJvZ7XVtu9fVK0kSZIkST0zJkf+\n",
        "I2ICsCMwITN/1n4sMxdGxDXA3sD6EQGwSmZeMUhTU+pta5p+a6G+VwBPdNSuUW/vGaT2t8PULpaB\n",
        "gYHBHjuQJEmSJDXAuHHjxi3tPsdk+AcWAucDy0XE2pn5cOtARCwPvA2YDyQwE3hNRLwxM29oqxsP\n",
        "vJPquf1b6t1XAIdQvTXg1rbaCcDbgTmZ+Ze2WuraSzrOby9gHnDXSL/gnDlPjvSjKmjKlBUAr0c/\n",
        "8Fr0D69F//Ba9A+vRX/xevQPr0X/8Fr0j9a1WNrG5LT/+pn96cAywL+09kfES4BPUz2Hf35mPgdc\n",
        "VB8+pg7x1Av8fRxYDZiRmXfWNdOB+4CDIqI1eg/VDYEpwPFt53ADcC2wb0S0HhsgIqZSrSHw5cz0\n",
        "X5YkSZIkqefG6sg/wJHATsAn6sD9C6rX960G3A4cVtedSDU6vxdwf0T8GNgVWJNqdL9VR2YuiIjj\n",
        "gLOB30TEDGAtYHfg6sw8o+McPgNcDFwVEdOpbjq8A/gTcELxbyxJkiRJ0giMyZF/gMx8AngdcBrV\n",
        "FP9pVM/hnwRsXh8nM58FtgT+DXgU2I9qFf5Tga0y8/6Ods8FdqO6gbAfMBk4nOrmQec5XA5sC/ya\n",
        "6gbDelQ3BHbMzLllv7EkSZIkSSOz1BcZ0PAGBgYGfBanP/hsVP/wWvQPr0X/8Fr0D69Ff/F69A+v\n",
        "Rf/wWvSPKVNW6MmCf2N25F+SJEmSJHXH8C9JkiRJUsMZ/iVJkiRJarixvNq/pC587PBPMnvO470+\n",
        "jRdYfcrKnH7aKb0+DUmSJOnvhuFfarjZcx5n8qYH9Po0XmD2zd/p9SlIkiRJf1ec9i9JkiRJUsMZ\n",
        "/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJ\n",
        "khrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xL\n",
        "kiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1\n",
        "nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJ\n",
        "kiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjD\n",
        "vyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJ\n",
        "UsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9J\n",
        "kiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSG\n",
        "M/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJ\n",
        "kiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDTex\n",
        "1ycwGhGxArAnsB+wNXAjcGFmfmOQ2rfUdXsA9wD/A5yYmQsGqd0S2B94J/A4cDlwXGY+PUjtxsA0\n",
        "YB9gALiyrn24xHeUJEmSJGm0xvrI/4+B7wCvAv4b2Bg4PSK+3l4UEfsAlwLbAOcBTwHHAz+MiIkd\n",
        "tVsC11DdJJgOzAIOB35e32xor10buB44ELgMuAk4APhVRKxZ8HtKkiRJkjRiYzb8R8TuwHbAyZm5\n",
        "aWYeAvwj8CvgIxHxhrpuMnAacAPwhsz8ZGbuBHyFatbAPm1tTgTOBO4FtsjMj2fmHlThfyvg0I7T\n",
        "+DowD9g6Mz+amfsBewPrA59dQl9dkiRJkqTFMmbDP9XI/GyqEA9AZg4AZ9d/vqXefgJYHfiPzHyu\n",
        "7fP/ShXcP9q2bxrwWuDszHy0bf/pwJ+BgyJiHEBE7AC8DbggM+9qO4eLqR4/2L9zpoAkSZIkSb0w\n",
        "ZsN/Zh6cmWt2hHSobgoA3Flvt6N6Fv/Cjs8/DlwFbBsRk9pqGaR2IXAJ1eMF6y2qtjYDWJ5qtoAk\n",
        "SZIkST01phf8axcRmwFTgb2AW4Cf1oc2AJ7JzL8O8rEH6+3qwH117QDwwDC1d9S1dFErSZIkSVJP\n",
        "NSL8R8TngWPrP+8C3tS2Mv9koHN2QMvj9bYV/idThf/HhqlttcsQbXfWSpIkSZLUM2N22n+HWcAp\n",
        "VFP91wV+EhHr18eWBQYb9adt/8pttc/Uawd0UzswRNudtZIkSZIk9UwjRv4z86z61yMi4sPAfwJf\n",
        "BXYFHgFeOsRHV6y3s+vtI8A6i1E7rm67c6ZAZ+1imzLFtQL7yVi+HhMnTej1KbzIxEkTRvzfdCxf\n",
        "i6bxWvQPr0X/8Fr0F69H//Ba9A+vxd+vpoz8tzuL6pn77SNiWeAhYJUhalv7Z9Xbh4DxEbFSl7Xt\n",
        "+xdVK0mSJElSz4zJkf+ImADsCEzIzJ+1H8vMhRFxDbA3EFQ3Al4XEcu3rQPQsgbwRNtigK2F+l4B\n",
        "PDFILcA9g9T+dpjaxTZnzpMj/agKat0ZHcvXY/68Bb0+hReZP2/BYv83bcK1aAqvRf/wWvQPr0V/\n",
        "8Xr0D69F//Ba9I9ezb4YqyP/C4HzgQsj4uXtByJieeBtwHzgduCK+tDUjrpVqF7Xd0fb7qFqJwBv\n",
        "B+Zk5l8WVVvbC5hHtfigJEmSJEk9NSbDf70g33RgGeBfWvsj4iXAp6mewz8/M+cC3wSeoVoPoP3Z\n",
        "/2OpZj4c37ZvOtWq/wdFxBpt+w8BprTXZuYNwLXAvhGxYds5TAU2B76cmd5WkyRJkiT13Jic9l87\n",
        "EtgJ+EQduH8B7AmsRjXifxhAZj4REScBXwBmRsRPgdcCbwa+l5mXthrMzAURcRxwNvCbiJgBrAXs\n",
        "DlydmWd0nMNngIuBqyJiOtVNh3cAfwJOWCLfWpIkSZKkxTQmR/6hCvXA64DTqKb4T6N6Dv8kYPP6\n",
        "eKv2JOC9VKvvvxeYC3wIOGiQds8FdqO6gbAfMBk4nGoqf2ft5cC2wK+ppv+vR3VDYMd61oEkSZIk\n",
        "ST03lkf+qRfq+2T9M1ztecB5XbZ7KXDpsIVV7UyqmQGSJEmSJPWlMTvyL0mSJEmSumP4lyRJkiSp\n",
        "4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJ\n",
        "kiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ\n",
        "/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJ\n",
        "khrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xL\n",
        "kiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1\n",
        "nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJ\n",
        "kiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjD\n",
        "vyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9JkiRJkhrO8C9JkiRJ\n",
        "UsMZ/iVJkiRJajjDvyRJkiRJDWf4lyRJkiSp4Qz/kiRJkiQ1nOFfkiRJkqSGM/xLkiRJktRwhn9J\n",
        "kiRJkhrO8C9JkiRJUsMZ/iVJkiRJajjDvyRJkiRJDTexdIMRMS4zB+rfJwBvAjYGLsvMO0r3J0mS\n",
        "JEmSFq3YyH9E7B0R1wN7te3+AXAFcDpwe0T8e6n+JEmSJElSd4qE/4h4A/BdYAtgzXrfe6luBDwD\n",
        "nAM8CnwyIvYr0ackSZIkSepOqZH/o4BJwIcz8/R63/vq7fsz84PAJsA44N2F+pQkSZIkSV0oFf5f\n",
        "C9ydmWcBRMRywJuBZ4FLADLzYWAm8PpCfUqSJEmSpC6UCv+vBP7Q9vdbqGYCXJWZz7XtfwaYXKhP\n",
        "SZIkSZLUhVLh/37gjW1/T623P2vtiIjJwFbAfYX6lCRJkiRJXSj1qr9LgY9FxDeAm4H3AwNUq/0T\n",
        "EVsC/1r3d0mJDuubCZ8BdgHWBh4ArgSOzcw5bXUHAmcO0cx1mbl1R7tbAvsD7wQeBy4HjsvMpwc5\n",
        "h42BacA+VN/3yrr24VF9OUmSJEmSCioV/k+mCuEHt+07OjNbo/w/BlYFrgFG/bq/iFgRuIkq9D8I\n",
        "nEv1qMGHgD0jYvPMfLAu36zefhF4rqOp+zva3bI+x3uB6XX7hwNbRsQumflkW+3awPXAU8AFwCrA\n",
        "AcD2EbFjW/+SJEmSJPVUkfCfmQ9GxNZUo+CvBC7LzJ+2lVwIXJyZM0r0B5xIFcy/BByTmQsBIuJT\n",
        "wL8BpwCtVwpuCjyamccsqsGImEg1Q+BeYIvMfLTefxhwGnAo1U2Olq8D84CtM/OuunYqcBHwWV54\n",
        "I0SSJEmSpJ4p9cw/mfloZn41M4/sCP5k5ocLBn+AtwMLga+1gn/tdOBJYKe2fZsAt3TR5jSqtxac\n",
        "3Qr+bW3+GTgoIsYBRMQOwNuAC1rBHyAzLwZuBPaPiBUW+1tJkiRJkrQElJr2/zcRsRrVaPurgdmZ\n",
        "eVFEvCYzby/U/jjgq8D4zHyg4/Bc4GlglYgYD6wJrEy1DsFwtqu3F7bvzMyFEXEJ8E/AesAdQ9XW\n",
        "ZgBvoFrc8Odd9CtJkiRJ0hJVLPzXz+EfDxwGvKTe/V9U0+DPjIhHgY9k5uzR9JOZA1ThfzA7A6sD\n",
        "M+vQvmm9f35EnAC8i2rtgV8DR2XmH9s+uwHVon2dNxSgWleAuu076lq6qJUkSZIkqeeKTPuPiAnA\n",
        "T4AjgHG0veKvNhfYA7gtIpZIKI6IScDR9Z//WW9b4f+fqW4M/BJ4FtgTmBkR27c1MZkq/D82SPOP\n",
        "19vV22oBHu2iVpIkSZKknir1zP+ngW2A7wIvz8xdO47vBnwNWAnYvVCff1M/CnAG1XT8qzKz9Wq/\n",
        "ccAs4NDM3CYzD6N6HGEasCzVjIRJde2ywDP1zIJOf623K7fVDrTtX1StJEmSJEk9VWra/+7Aw8CB\n",
        "mfl858HMfD4ijgQ+UNeeVajf1oj/OcB7gDuBvdv6PZkXrtDfemzgexFxPPAaYHOqV/Y9AqwzRDcr\n",
        "1tvWIwuPUN1YeCkvninQWTsiU6a4XmA/GcvXY+KkCb0+hReZOGnCiP+bjuVr0TRei/7htegfXov+\n",
        "4vXoH16L/uG1+PtVauR/E+DGwYJ/S2bOo3rW/s2F+iQi/oFq0b33ALcDO2bmn7v8+A/q7Yb19iFg\n",
        "fESsNEjtKvV2Vltt+/5F1UqSJEmS1FOlRv4fAt4YEZPqkP8iEbEssCWDL5K32CJiOarFBP8fYCaw\n",
        "S8cr+qgX/Fs5M68cpIkp9bY1Tb+1UN8rgCc6ateot/cMUvvbYWpHZM6cJ0fzcRXSujM6lq/H/HkL\n",
        "en0KLzJ/3oLF/m/ahGvRFF6L/uG16B9ei/7i9egfXov+4bXoH72afVFq5P9G4GVUq+kPZV+qKfHd\n",
        "vHZvkSJiGeASquB/BfDmzuBf+z7wy4jYouPz44F3Uj23f0u9+4p6O7WjdgLwdmBOZv5lUbW1vYB5\n",
        "wF1dfyFJkiRJkpagUuH/RKpV9M+KiPMiYpd6/8SIeGtEfJtqwb/ngS8U6O8IYAfgGmC3zHxqiLqL\n",
        "6u0xdYhvrRHwcWA1YEZm3lnXTAfuAw6KiDXa2jiEapbA8a0dmXkDcC2wb0S0HhsgIqZSrSHw5cz0\n",
        "lpokSZIkqS8UmfafmX+MiA9Srbj/7vqHjt+fo1p1/9bR9BURqwHH1H/eDhwVEYOVnkx1U2Iq1Wj8\n",
        "/RHxY2BXYE3gVuCwtu+wICKOA84GfhMRM4C1qBYovDozz+ho/zPAxcBVETGdavG/dwB/Ak4YzXeU\n",
        "JEmSJKmkUiP/ZOb5QABfpRoVf4TqefobgW8CG2XmNwt0tQ2wHNWU/Q9ShfDOn+OBZTLzWap1Bv4N\n",
        "eBTYj2oV/lOBrTLz/o7vcC7Vawlvr2snA4dT3Tzo/L6XA9tSLWI4FViv7nvHzJxb4HtKkiRJklRE\n",
        "qQX/AMjMh4FPlGxzkD4uZDFuWmTm08DR9U839ZcCl3ZZO5NqZoAkSZIkSX2raPiHvy2QtzbVSPhT\n",
        "mXl1RLwsMx8p3ZckSZIkSRpesfBfh/6PAJ8DVq13/xdwNXB+RNwCHF1PxZckSZIkSUtJsWf+gR9R\n",
        "rei/KtUz8+1WpFph//cRsXLBPiVJkiRJ0jCKhP+I+AiwB3AZsElmbtRRsgvVq/TWoVptX5IkSZIk\n",
        "LSWlRv73BR4H9hnsVX6Z+RjwXqrX/blAniRJkiRJS1Gp8P864LrM/MtQBfWz/lcDOxfqU5IkSZIk\n",
        "daFU+H8C2Dgixg1VEBETgU2AIW8QSJIkSZKk8kqt9n8T8A6qKf0/HqJmD2A14NpCfUoao+6+607e\n",
        "tf8HFuszEydNAGD+vAVL4Ixg9Skrc/pppyyRtiVJkqReKxX+v0QV7s+IiHOAb7cOREQA04ADgYXA\n",
        "lwv1KWmMGhg/icmbHtDr03iB2Td/p9enIEmSJC0xRab9Z+Z1wKeoRvaPAm6rD+0D/AE4HlgD+EJm\n",
        "XlWiT0mSJEmS1J1Sz/yTmadSLfw3A5hd714GeIzqFYBvyszPlepPkiRJkiR1p9S0fwAy8/fAXgAR\n",
        "sTwwKTOfKNmHJEmSJElaPEXCf0T8Ajgb+GH9Sj8y8+kSbUuSJEmSpNEpNe3/zVSL/M2OiLMiYrtC\n",
        "7UqSJEmSpFEqFf43B04FngX+CbgyIu6IiOMj4pWF+pAkSZIkSSNQarX/32XmPwNrAVOBH9S/nwDc\n",
        "FRGXR8T7ImLZEv1JkiRJkqTuFVvtHyAz52fmJZm5H9Wr/Q4Cfg68if99LOCbEbFVyX4lSZIkSdLQ\n",
        "iob/dvUq/2cBnwfOARYCKwAfBK6JiBsjYtsl1b8kSZIkSaoUfdVfS0RsBrwPeDewZr37PqrR/2uB\n",
        "acA+wGURMS0zf7QkzkOSJEmSJBUM/xHxCqpQ/17gtfXu54HzgW8Bl2XmQL3/fyLiPODHwKcBw78k\n",
        "SZIkSUtIkfAfEZcD2wMT6l0zqQL/efX0/8H8FJgPrF/iHCRJkiRJ0uBKjfzvCDwCfBf4Vmbe0sVn\n",
        "XgL8ELi+0DlIkiRJkqRBlAr/+wAzMnNetx/IzOeA/Qv1L0mSJEmShlAk/Lcv2BcR44FXAwE8Bvw2\n",
        "M58t0Y8kSZIkSVp8JRf8Gw98jOrVfisA4+pDCyLiDuA7mfnFUv1JkiRJkqTulHzV3/nAu4CFwM3A\n",
        "3cAkYG1gY+CkiFg5M/+lYJ+SJEmSJGkYpVb7n0YV/H8L/FNm/q7j+OuBs4AjI+KGzPxBiX4lSZIk\n",
        "SdLwxhdq533AM8BencEfIDNnAnsCzwK7FOpTkiRJkiR1oVT43wy4LjPvHaqgPnY91WsBJUmSJEnS\n",
        "UlIq/E8EBrqoGwCWL9SnJEmSJEnqQqnwfxvwxohYc6iCiHgF8H+AWwr1KUmSJEmSulAq/H8TeCkw\n",
        "PSI27DwYERsB0+ua7xXqU5IkSZIkdaHUq/7+C3g3sCtwc0TcBMyqj60NvJ7qRsNPMvNbhfqUJEmS\n",
        "JEldKDLyn5kDwNuBI4C5wBbA3vXPFsDTwKeAvUr0J0mSJEmSuldq5L91A+CUiDgNWAfYEBgH3AHc\n",
        "lZnPl+pLkiRJkiR1r1j4b8nMhcCf6h9JkiRJktRjIwr/ETGN7l7tN6jMPG+kn5UkSZIkSYtnpCP/\n",
        "546izwHA8C9JkiRJ0lIy0vD/nVH0OeIZA5IkSZIkafGNKPxn5gcKn4ckSZIkSVpCirzqbzARsVxE\n",
        "TFpS7UuSJEmSpO4UXe0/IrYFPga8DlgfmB8RtwE3Av+Rmb8r2Z8kSZIkSRpesZH/iPgk8AtgP2AD\n",
        "4FHgaaobAQcCV0XEHqX6kyRJkiRJ3SkS/iNiH+DLwEPAAcCymfnyzFwVWAE4CHgS+FFE7FiiT0mS\n",
        "JEmS1J1S0/73AJ4FdsnM29sPZObTwDcj4nrgeqqZAb8s1K8kSZIkSRpGqWn/bwWu6gz+7TLzZuBa\n",
        "YLdCfUqSJEmSpC6UCv/3Ayt1UTcOeKpQn5IkSZIkqQulwv9FwBYRsedQBRGxBbA1MKNQn5IkSZIk\n",
        "qQulnvn/PLAu8P2IOAM4B7gbmAu8impNgE8B99Q1G7V/ODNvK3QekiRJkiSpQ6nwv6Dt98Pqn4H6\n",
        "73Ftx1YFbuzYNwBMKHQekiRJkiSpQ6nw/6tRfHZg+BJJkiRJkjRSRcJ/Zr65RDuSJEmSJKm8Ugv+\n",
        "SZIkSZKkPlVq2j8AEbEB8GqGee1fZp5Xsl9JkiRJkjS0IuE/IpYHpgNv6aJ8ADD8S5IkSZK0lJQa\n",
        "+d+bKvj/BZgJPATMH6LWBf4kSZIkSVqKSoX/9wNPAq/PzLsLtSlJkiRJkgooteDfRsC1Bn9JkiRJ\n",
        "kvpPqfD/K2DriHhpofYkSZIkSVIhpcL//wXGAZ+LiCmF2pQkSZIkSQUUeeY/M38TEQcAFwCfiIgb\n",
        "gJsXUX9QiX4lSZIkSdLwSr3qb0Pg3+s/xwNvrH+GYviXJEmSJGkpKbXa/9HAusBtwGVUo/4Lh6j1\n",
        "VX+SJEmSJC1FpcL/TsDTwLaZ+UShNiVJkiRJUgGlwv9TwK0Gf0mSJEmS+k+p1f5/QfWqv2ULtSdJ\n",
        "kiRJkgopFf5PAB4Gro6I10fESwq1K0mSJEmSRqnUtP9TqcL/NsBvgIGIeJhqHYAXycwo1K8kSZIk\n",
        "SRpGqfC/X9vv4+qfNQq1LUmSJEmSRqFU+F+3UDuSJEmSJKmwIuE/M2eVaEeSJEmSJJVXauT/byLi\n",
        "5cAmwKuB2Zl5UURsmJl/KNzPZOAzwC7A2sADwJXAsZk5p6P2LVSPJuwB3AP8D3BiZi4YpN0tgf2B\n",
        "dwKPA5cDx2Xmi9YviIiNgWnAPsBA3f9xmflwmW8pSZIkSdLolVrtn4hYMSL+L1W4vhT4BvCu+vAZ\n",
        "EXFhRKxeqi/gJuCTwErAuVTf5UPA7yNizbbaferz2QY4D3gKOB74YURM7Gh3S+AaqpsE04FZwOHA\n",
        "zyNihY7atYHrgQOBy+rzOQD4VXv/kiRJkiT1WpHwHxETgJ8AR1At9vezjpK5VIH6tkI3AE6kGu3/\n",
        "EvDKzPxoZq4P/AswBTilPq/JwGnADcAbMvOTmbkT8BVgT6oR+9Z3mAicCdwLbJGZH8/MPajC/1bA\n",
        "oR3n8HVgHrB13f9+wN7A+sBnC3xHSZIkSZKKKDXy/2mqkfXvAi/PzF07ju8GfI1qlH73Av29HVgI\n",
        "fC0zF7btPx14Etip/vsTwOrAf2Tmc211/0oV3D/atm8a8Frg7Mx8tKPNPwMHRcQ4gIjYAXgbcEFm\n",
        "3tUqzMyLgRuB/TtnCkiSJEmS1Culwv/uwMPAgZn5ROfBzHweOJIqmI8q/NcB/KvAkZn5QMfhucDT\n",
        "wAr1bITtqJ7Fv7DjfB4HrgK2jYhJ9e7t6m1n7ULgEuBVwHqLqq3NAJanmi0gSZIkSVLPlVrwbxPg\n",
        "/6tD/qAyc15E/Bp482g6yswBqvA/mJ2pRvpnZuaCiNgAeCYz/zpI7YP1dnXgPmADqhsFnTcUOmvv\n",
        "qGvpolZyzmwGAAAgAElEQVSSJEmSpJ4rNfL/EPDGtlH0F4mIZYEt69ri6r6Prv/8z3o7GXh08E/w\n",
        "eL1dva12AHisy1qGaLuzVpIkSZKknioV/m8EXsb/ru4/mH2BFYGbC/X5N/WjAGdQTce/KjPPrA8t\n",
        "Cww26k/b/pXbap+pZxZ0UzswRNudtZIkSZIk9VSpaf8nAnsBZ0XEHsC3W+1HxFupFtN7B/A88IVC\n",
        "fQJ/G/E/B3gPcCfVivstjwAvHeKjK9bb2W216yxG7bi67c6ZAp21kiRJkiT1VJHwn5l/jIgPUo2+\n",
        "v7v+oeP354BDM/PWEn0CRMQ/AD8CdgVuB3bOzD+3lTwErDvEx1ept7PaasdHxEqDLFo4WG1r/73D\n",
        "1I7IlCm+LKCfjOXrMXHShF6fwpgwcdKEMX2de8H/Xv3Da9E/vBb9xevRP7wW/cNr8fer1LR/MvN8\n",
        "IKgW47uWanT8r1SPBHwT2Cgzv1mqv4hYDriYKvjPBLYbZPX/B4EVI2L5QZpYA3iibTHA1kJ9rxii\n",
        "FuCeEdRKkiRJktRTpab9A5CZDwOfKNnmYCJiGarX7+0AXAHskZlPDVJ6BbAbMBX4ftvnV6FaH+Cm\n",
        "jtpD6tpb22onAG8H5mTmX9pqqWsv6ehzL2AecNfifq92c+Y8OZqPq5DWndGxfD3mz1vQ61MYE+bP\n",
        "WzCmr/PS1IR/F03htegfXov+4vXoH16L/uG16B+9mn1RbOR/KTuCKvhfA+w2RPCHasbBM8AREdH+\n",
        "7P+xVDc+jm/bN53qlX8HRcQabfsPAaa012bmDVSzG/aNiA1b+yNiKrA58OXM9F+VJEmSJKkvFB35\n",
        "XxoiYjXgmPrP24GjImKw0pMz84mIOIlqkcGZEfFT4LXAm4HvZealreLMXBARxwFnA7+JiBnAWsDu\n",
        "wNWZeUZH+5+heuzgqoiYTrX43zuAPwEnFPmykiRJkiQVMObCP7ANsBzVq/Y+OETNAPAVYG5mnhQR\n",
        "s4CPAO8FrgM+BJzf+aHMPDciHgY+DewH/B44HPjeILWXR8S2wOeppv/fR3VD4LuZOXc0X1CSJEmS\n",
        "pJLGXPjPzAtZzMcVMvM84Lwuay8FLh22sKqdSTUzQJIkSZKkvjVWn/mXJEmSJEldMvxLkiRJktRw\n",
        "SyT8R8SkiNgg6pX46lfzSZIkSZKkHiga/iNi94j4HdXr9W4DjqsP/XdEfKJkX5IkSZIkqTvFwn9E\n",
        "/AfVq+82AZ4GxrUdXhf4SkRcExHLlepTkiRJkiQNr0j4j4i9gUOA31K99m61jpK9gOuBrYC3luhT\n",
        "kiRJkiR1p9TI/4eoRvunZuYlmfl8+8HM/BNV6J+Pr8aTJEmSJGmpKhX+Nwd+nZkPDFWQmX8FrgF2\n",
        "LdSnJEmSJEnqQqnwPw9Ya1EFETEOeBXV6L8kSZIkSVpKSoX/3wIbRMQOi6jZmSr831qoT0mSJEmS\n",
        "1IWJhdr5OrAb8I2IOBU4v3UgIlYA9gaOqHedUahPSZIkSZLUhSIj/5n5E+ArwGuA/xd4sD60G/Aw\n",
        "cBawEXB2Zl5Uok9JkiRJktSdUtP+ycwjqcL+zcA/1LtXqX+/E3hPZh5Yqj9JkiRJktSdUtP+AcjM\n",
        "nwI/jYhlgFcDLwHuyMynS/YjSZIkSZK6VzT8t2TmXOC2JdG2JEmSJElaPMXCf0SsCLyHasR/pUXV\n",
        "ZuZBpfqVJEmSJEmLViT8R8SaVK/7e1mXHzH8S5IkSZK0lJQa+X8fVfC/AZgBzAbmD1E7UKhPSZIk\n",
        "SZLUhVLh//3AA8C2mfl8oTYlSZIkSVIBpV71NxH4o8FfkiRJkqT+Uyr8/xLYISL+sVB7kiRJkiSp\n",
        "kFLh/zjgDuBbEbF3RKxQqF1JkiRJkjRKRZ75z8w5EXEs8CNgJ2B+RNyziPoo0a8kSZIkSRpeqVf9\n",
        "7Q6cV/85DpgErFeibUmSJEmSNDqlVvs/GFgG+A5wIXAzsLBQ25IkSZIkaRRKhf83AfcDH8rM+YXa\n",
        "lCRJkiRJBZQK/3cAcw3+kiRJkiT1n1Kr/V8CbBMRGxRqT5IkSZIkFVJq5P8k4I3AdRFxInALMAt4\n",
        "erDizHywUL+SJEmSJGkYpcL//VQr/K8I/Hu9b2CQunH1/gmF+pUkSZIkScMoFf7n1j9PdVE72E0B\n",
        "SZIkSZK0hBQJ/5m5dol2JEmSJElSeaUW/JMkSZIkSX1qRCP/EbFm/evDmbmg7e+uuOCfJEmSJElL\n",
        "z0in/d9P9ez+hkC2/T0cF/yTJEmSJGkpG2n4v5cqxM9r+7tbLvgnSZIkSdJSNKLw37nAnwv+SZIk\n",
        "SZLUv4os+BcRr4yIVbqoWycidinRpyRJkiRJ6k6p1f5nAad2Ufcl4PuF+pQkSZIkSV0Y6Wr/27f9\n",
        "Oa7evrxjf6eXAVsDz46kT0mSJEmSNDIjXfDvYOA9Hft2rn+G48i/JEmSJElL0UjD/5HAFP73sYGd\n",
        "gNnAbUPUL6Qa8b8N+PwI+5QkSZIkSSMw0tX+HwLe2vo7IhYCl2fm+0qdmCRJkiRJKmOkI/+d1gWe\n",
        "LNSWJEmSJEkqqEj4z8xZnfsi4hjgLZm5U4k+JEmSJEnSyJR61d9gNgJ2WILtS5IkSZKkLizJ8A//\n",
        "+xpASZIkSZLUI0s6/A8s4fYlSZIkSdIwlnT4lyRJkiRJPea0f0mSJEmSGm5Jhv9/BVzpX5IkSZKk\n",
        "Hivyqr/BZOYfgD8sqfYlSZIkSVJ3RhT+I+JYRrGYX2aeNNLPSpIkSZKkxTPSkf/Pj6LPAcDwL0mS\n",
        "JEnSUjLS8H/iKPr09X+SJEmSJC1FIwr/mfm5wuchSZIkSZKWkCX9qj9JkiRJktRjI13w70xGt+Df\n",
        "QSP9rCRJkiRJWjwjfeb/wFH2a/iXJEmSJGkpGWn4/+Ao+nTBP0mSJEmSlqKRLvh3TuHzkCRJkiRJ\n",
        "S4gL/kmSJEmS1HAjnfb/AhFxNosxnT8zR/PYgCRJkiRJWgxFwj/w/sWsN/xLkiRJkrSUlAr/Bwyx\n",
        "fxlgHWATYCrwFeDMQn1KkiRJkqQuFAn/mflfw9VExEHA14ErgD+W6FeSJEmSJA1vqS34l5lnAPcB\n",
        "By+tPiVJkiRJ0tJf7T+BrZZyn5IkSZIk/V1bauE/IlYG3gTMWVp9SpIkSZKkcq/6m8bQr/qbBPwj\n",
        "cBiwHHBliT4lqaS777qTd+3/gV6fxousPmVlTj/tlF6fhiRJksa4Uqv9n9tl3V3A0YX6lKRiBsZP\n",
        "YvKmQ724pHdm3/ydXp+CJEmSGqBU+F/U/zudBzwBzAQuyMy5hfqUJEmSJEldGFH4j4iTgJmZ+UOA\n",
        "zPxAyZMawflsDFwHHJuZp3UcOxA4c4iPXpeZW3fUbwnsD7wTeBy4HDguM58eot9pwD5Ujz1cWdc+\n",
        "PLpvJEmSJElSOSMd+f8o8HPghwARcTfVqP4RpU6sWxGxInAB1XoCg607sFm9/SLwXMex+zva2hK4\n",
        "BrgXmA6sDRwObBkRu2Tmk221awPXA0/V/a8CHABsHxE7ZuaDo/pikiRJkiQVMtLwvwB4TdvfrwKm\n",
        "jP50Fk9EvIHqkYP1F1G2KfBoZh4zTFsTqWYI3AtskZmP1vsPA04DDgVObvvI16keadg6M++qa6cC\n",
        "FwGfBQ4eyXeSJEmSJKm0kYb/G4GdI2Im8Nt639YR8a1uPpyZHxxhv38TEccAJ1AF8J8BuwxRugnw\n",
        "uy6anAa8FvhcK/jXTgeOBQ6KiC9m5kBE7AC8DTinFfwBMvPiiLgR2D8ijmyfKSBJkiRJUq+MNPx/\n",
        "CdgWeF39A/Dq+qcbow7/wIeBm4EPUY3uvyj8R8RawMp13XC2q7cXtu/MzIURcQnwT8B6wB1D1dZm\n",
        "AG8AtqJ6NEKSJEmSpJ4aUfjPzMsj4jVUz9OvRDX1/hrgG8C4YT4+2HP5I/GBzLwSICI2G6Jm03o7\n",
        "PyJOAN4FrAr8GjgqM//YVrtBfW4PDNJO6/n91anC/wb138PVSpIkSZLUcyN+1V9m3gfcBxAR3wHu\n",
        "zszvljqxLvq/souyVvj/Z6rA/0tgd2BP4K0RsWtm/qqumUwV/h8bpJ3H6+3qbbUAj3ZRK0mSJElS\n",
        "T40v0Uhmjs/M95Voq7BxwCzg0MzcJjMPo3o0YRqwLHBmREyqa5cFnsnMwWYm/LXertxWO9C2f1G1\n",
        "kiRJkiT11IhH/seCzDyZF67QTx3uvxcRx1O9sWBzqlf2PQKsM0RTK9bb2fX2EaobCy/lxTMFOmsl\n",
        "SZIkSeqpRof/YfwAOB7YkCr8PwSMj4iVMvOJjtpV6u2sevtQ2/57h6kdkSlTVhjNx1XYWL4eEydN\n",
        "6PUpaBQmTprQt//769fz+nvktegfXov+4vXoH16L/uG1+PtVZNp/v4qITevX8g1mSr1tTdNvLdT3\n",
        "ikFq16i394ygVpIkSZKknmr6yP/3gddExBsz84bWzogYD7yT6rn9W+rdVwCHAFOBW9tqJwBvB+Zk\n",
        "5l/aaqlrL+nocy9gHnDXaE58zpwnR/NxFdK6MzqWr8f8eQt6fQoahfnzFvTd//6a8O+iKbwW/cNr\n",
        "0V+8Hv3Da9E/vBb9o1ezLxo98g9cVG+PqUM89QJ/HwdWA2Zk5p11zXSqtxccFBFrtLVxCNUsgeNb\n",
        "O+obCdcC+0bEhq39ETGVag2BL2em/6okSZIkSX2hyMh/RLwSeDozB3v1XXvdOkBk5s9K9NuFE6lG\n",
        "5/cC7o+IHwO7AmtSje4f1irMzAURcRxwNvCbiJgBrEX1asCrM/OMjrY/A1wMXBUR06kW/3sH8Cfg\n",
        "hCX6rSRJkiRJWgylRv5nAad0Ufclqqn4pQ3UPy+Qmc8CWwL/BjwK7Ee1Cv+pwFaZeX9H/bnAbsDt\n",
        "de1k4HCqmwedbV8ObAv8muoGw3pUNwR2zMy5pb6YJEmSJEmjNaKR/4jYvu3PcfX25R37O70M2Bp4\n",
        "diR9Lkpmfhv49hDHngaOrn+6aetS4NIua2dSzQyQJEmSJKlvjXTa/8HAezr27Vz/DGdJjPxLkiRJ\n",
        "kqQhjDT8H0m1CF7rsYGdqKbT3zZE/UKqEf/bgM+PsE9JkiRJkjQCIwr/mfkQ8NbW3xGxELg8M99X\n",
        "6sQkSZIkSVIZRVb7B9YFfLWdJEmSJEl9qEj4z8xZJdqRJEmSJEnllRr5JyJ2BY4ANgNWXFTbmTmh\n",
        "VL+SJEmSJGnRioT/+hV/F3W0t3CI8oESfUqSJEmSpO6UGvk/qm7rdOBU4P7MnFuobUmSJEmSNAql\n",
        "wv//Ae7MzMMKtSdJkiRJkgoZX6idx4H7CrUlSZIkSZIKKhX+rwW2j4i1CrUnSZIkSZIKKRX+PwM8\n",
        "DHwlIlYt1KYkSZIkSSqg1DP/hwI3AXsDUyPiHuABYMFgxZn51kL9SpIkSZKkYZQK/0e0/b4MEPWP\n",
        "JEmSJEnqsVLhf6fFqB0o1KckSZIkSepCkfCfmVeUaEeSJEmSJJVXauT/byJiArAO8Grgqcy8OiKm\n",
        "ZOac0n1JkiRJkqThFQv/dej/CPA5YFWq6f3fBa4Gvh8RtwBHZ+azpfqUJEmSJEnDK/WqP4AfAV+j\n",
        "Cv63A+Pajq0IfBz4fUSsXLBPSZIkSZI0jCLhPyI+AuwBXAZskpkbdZTsAkynehxg1xJ9SpIkSZKk\n",
        "7pQa+d8XeBzYJzNv7TyYmY8B7wWeA3Yv1KckSZIkSepCqfD/OuC6zPzLUAX1s/5XAzsX6lOSJEmS\n",
        "JHWhVPh/Atg4IsYNVRARE4FNgCFvEEiSJEmSpPJKhf+bgH9k0VP69wBWA35fqE9JkiRJktSFUq/6\n",
        "+xJVuD8jIs4Bvt06EBEBTAMOBBYCXy7UpyRJkiRJ6kKRkf/MvA74FNXI/lHAbfWhfYA/AMcDawBf\n",
        "yMyrSvQpSZIkSZK6U2raP5l5KtXCfzOA2fXuZYDHqF4B+KbM/Fyp/iRJkiRJUndKTfsHIDN/D+wF\n",
        "EBHLA5My84mSfUiSJEmSpP+/vXuPt20sFzj+27cQ2eHsIgldnpJbpVAh6XqELnJJiJKOLofoVK5p\n",
        "E91LUaFChOggUqKLhC6kTlF6JLdcsm0bodj2XuePd0x7muZca6615lxz7bF/389nfcaeYzxjjHfO\n",
        "d8/LM97LGJ2eJv/NMvOBfh1bkiRJkiR1b0zJf0QcDwyN9aSZuedY95UkSZIkSaMz1pb/d43zvCb/\n",
        "kiRJkiRNkLEm/+8cxznH3GNAkiRJkiSN3piS/8w8scflkCRJkiRJfdKzW/11KyLWnehzSpIkSZK0\n",
        "JOvZbP8R8TzgfcAzgGVZdGFhCjANWApYBVi1eixJkiRJkiZAT5L/iHg28FtgmRFC5wNX9eKckiRJ\n",
        "kiSpO73q9n8oJfH/OWUywGMpE/u9gXJngJOquCMy8yU9OqckSZIkSepCr5L/9YCFwHbVZICnU3X3\n",
        "z8wTMnN34EBg/4hYr0fnlCRJkiRJXehV8v8s4IrMvKt6fHW1fFFTzKeBh4H9e3ROSZIkSZLUhV4l\n",
        "//+gJPYAZOZcYB6wftO6BcCveOwFAUmSJEmS1Ge9Sv6vBV4SEU9oWvdH4OUtcasCy/XonJIkSZIk\n",
        "qQu9Sv7PBZYGfhwRL6zW/QJ4SkS8CyAi3gisBXy/R+eUJEmSJEld6FXyfyzwU2ATYHa17ivAA8Dx\n",
        "ETEPOLtaf1aPzilJkiRJkrrQk+Q/M4eA/wR2oWrZz8zbgc0pk//NBK4AdgMu6sU5JUmSJElSd6b3\n",
        "6kCZOR/4dsu63wLrRcRymXl/r84lSZIkSZK615PkPyLOAU4GzsvMh1u3m/hLkiRJkjQ4vRrzvw1w\n",
        "JnBHRBwXEZv16LiSJEmSJGmcepn8nwbMAPYALo6IGyPiExGxVo/OIUmSJEmSxqBXE/59PzPfDjwF\n",
        "2BE4B1gZ2B+4JiJ+GxH7RMRTe3E+SZIkSZLUvV61/AOQmf/KzDMy8y2UCwG7Az8E1gE+D9wSERf0\n",
        "8pySJEmSJGl4PU3+m2XmfZl5EvBmyi0Ab6FMMPjafp1TkiRJkiQ9Xs9u9dcsIpYC/hPYHtgKWK7a\n",
        "dCXlrgCSJEmSJGmC9Cz5j4gZlFb9HSgTAC5fbboZOAo4JTP/0qvzSZIkSZKk7vQk+Y+IbwJvBFao\n",
        "Vt0LHE9J+H/Ri3NIkiRJkqSx6VXL/27AfOB7wCnAeZn5cI+OLUmSJEmSxqFXyf/7gdMz8+4eHU+S\n",
        "JEmSJPVIT5L/zPxKL44jSZIkSZJ6b0zJf0QcDwwBB2XmnU2Pu5KZe47lvJIkSZIkafTG2vL/rmr5\n",
        "WeDOpsfdMvmXJEmSJGmCjDX5fyelpf+Opsfd6rqHgCRJkiRJGr8xJf+ZeeJwjyVJkiRJ0uQxddAF\n",
        "kCRJkiRJ/dWT2f4j4mOMbsK/2b04ryRJkiRJGllPkn/gY6OMN/mXJEmSJGmC9Cr5P6TD+qWANYF1\n",
        "gPWAo4Hze3ROSZIkSZLUhZ4k/5l5+HDbI2IKcDiwN3BaL84pSZIkSZK6MyET/mXmEHAQcD+w70Sc\n",
        "U5IkSZIkFRM22391AeAq4OUTdU5JkiRJkjSByX9EPAF4KfCviTqnJEmSJEnq3a3+XjbM5hnAasBH\n",
        "gZnA93txTkmSJEmS1J1ezfZ/KTAETBkh7i5g/x6dU5IkSZIkdaFXyf8lw2ybD9xDGe9/Ymbe3qNz\n",
        "SpIkSZKkLvTqVn+b9+I4YxURawO/Bg7MzKPabH81sAOwDXAT8ENgdmYuaBO7EbAT8BZgHvAT4KDM\n",
        "fKDDed8ObEfp+fDzKvYfPXpqkiRJkiSN24RN+NcvEbE8cBbwREoC3rp9O+BC4GXAqZTbDR4MfDci\n",
        "prfEbgRcTrlIcDZwI7A3cFFEPKkldg3gN8C7gB8DvwN2BS6JiKf17AlKkiRJkjROvZrwb7Px7J+Z\n",
        "ww0bGO68GwDfAp7TYftM4CjgSmCzzPx3tf6zwL6UFvvTqnXTgeOBm4EXZ+bcav0HqmO8Hziy6fBf\n",
        "oQxpeGlm/q2K3Rr4HvAx4D1jeU6SJEmSJPVar1r+L276+1nL45H+fjaWE0bEAcCvgDWBH3UI2wdY\n",
        "GTi6kfhXPkFJ3PdqWvd2YB3ghEbiXzkGuBPYMyKmVOd+BfB64KxG4g+QmecBvwV2au0pIEmSJEnS\n",
        "oPQq+Z9N6XoPJan+AfBV4HPAmUAjmb4ZOLfN31i8G/gD8HLg9A4xm1KGApzTvDIz51HuULBJRMxo\n",
        "iqVN7ELgfGB14NnDxVbOBZYFNu72iUiSJEmS1E+9mu3/TOC9lLHvu2fmrc0bI2I54MuUSfeOyMzf\n",
        "9OCcu2Xmz6vjr98h5rnAg5l5X5ttt1XLlYFbqtgh4NYRYq+rYukiVpIkSZKkgetVy//HquW2rYk/\n",
        "QGbeD+wJ3AUc0osTNhL/EcxkUa+DVvOq5cpNsUPA3V3G0uHYrbGSJEmSJA1Ur5L/zYBfZeY/OwVk\n",
        "5nzg90xsd/hlgHat/jStX6Ep9sHMfNwdAzrEDnU4dmusJEmSJEkD1atu/7fRYcb9hoiYCqxL+67y\n",
        "/XIXsFyHbctXyzuaYtccReyU6titPQVaY8dk1iznC5xMFuf6mD5j2qCLoHGYPmPapP3/N1nLtSSy\n",
        "LiYP62JysT4mD+ti8rAully9avn/AfDciDi03cbqNnpHUSbN+3GPztmN24EVO2xrrL+xKXZqRDy5\n",
        "y9jm9cPFSpIkSZI0UL1q+f8msDNwSES8lTIL/t8preNrAG+ltKr/GTi4R+fsxm3ACyJi2cx8oGXb\n",
        "KsA9TZMBNibqWxW4p00swE1tYn8/QuyYzJnTcQSFJlDjyujiXB+PzF8w6CJoHB6Zv2DS/f+rw/ui\n",
        "LqyLycO6mFysj8nDupg8rIvJY1C9L3rS8l/d6/4lwGXA84EDgK8AxwD/Q0n8vwu8LjMf7MU5u3Rx\n",
        "tdy6eWVErEi5Xd91XcROA7YC5mTmvcPFVt5Eud3h38ZYZkmSJEmSeqpX3f7JzDnAK4B1gF2AzwGf\n",
        "Bf4LeFFmbp+Zf+/V+br0deBBYL/qdoMNB1J6PTT3Qjibcsu/PSNilab17wVmNcdm5pXAL4HtI2Kt\n",
        "xvqI2Bp4IfC54SY/lCRJkiRpIvWq2z8AmbkQ+FP19+1eHnssMvOeiDgCOBy4KiIuoFyc2Bw4LTMv\n",
        "bIpdEBEHAScAV0TEucDTgTcAl2XmcS2HPwQ4D7g0Is6mTP73ZuB64OP9fWaSJEmSJHVvTC3/EfGM\n",
        "iFhpDPu9OSIOGcs5RzBU/T1OZh5BmY/gjmr5ELAHsGeb2JOBLYFrgR2AmcDelK78rbE/ATYBfkXp\n",
        "/v9sygWBV2bmQ+N+RpIkSZIk9chYW/5vBE4Bdm3dEBFfAK7IzFPb7Lct8DZg9hjP21ZmngScNMz2\n",
        "U4F25WkXeyFw4YiBJfYqSs8ASZIkSZImrZ6N+W+yN/D6YbZP6cM5JUmSJElSB/1I/kfStnu+JEmS\n",
        "JEnqj0Ek/5IkSZIkaQKZ/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8S5IkSZJU\n",
        "c9PHse+bIuJvHba9ucO2WeM4nyRJkiRJGoPxJP/LVX/tLFv9SZIkSZKkARtr8r/FOM45NI59JUmS\n",
        "JEnSKI0p+c/Mi3tcDkmSJEmS1CdO+CdJkiRJUs2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfy\n",
        "L0mSJElSzZn8S5IkSZJUcyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmS\n",
        "JNWcyb8kSZIkSTVn8i9JkiRJUs2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8\n",
        "S5IkSZJUcyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIk\n",
        "STVn8i9JkiRJUs2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8S5IkSZJUcyb/\n",
        "kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIkSTVn8i9JkiRJ\n",
        "Us2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8S5IkSZJUcyb/kiRJkiTVnMm/\n",
        "JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIkSTVn8i9JkiRJUs2Z/EuSJEmS\n",
        "VHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8S5IkSZJUcyb/kiRJkiTVnMm/JEmSJEk1Z/Iv\n",
        "SZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIkSTU3fdAFmCgRcRhwYIfN38nMtzXFvhrYAdgG\n",
        "uAn4ITA7Mxe0Oe5GwE7AW4B5wE+AgzLzgd4+A0mSJEmSxmaJSf6B9YGHgCPbbLu68Y+I2A74DvBn\n",
        "4NRqv4OB9SJiu8x8pCl2I+By4GbgbGANYG9go4h4XWb+sz9PRZIkSZKk7i1Jyf96wDWZObtTQETM\n",
        "BI4CrgQ2y8x/V+s/C+wLbAecVq2bDhxPSfxfnJlzq/UfqI7xftpfaJAkSZIkaUItEWP+I2J54BnA\n",
        "H0YI3QdYGTi6kfhXPgHMB/ZqWvd2YB3ghEbiXzkGuBPYMyKmjLfskiRJkiSN1xKR/FNa/WHk5H9T\n",
        "YAg4p3llZs4DLgU2iYgZTbG0iV0InA+sDjx7HGWWJEmSJKknlpRu/43kf+mI+AywLTANuAT4cGbe\n",
        "Xm1/LvBgZt7X5hi3VcuVgVuq2CHg1hFirxt/8SVJkiRJGrslreX/MGADyuz9S1G67v8xIp5bbZ8J\n",
        "zH387kCZyR9KQt+IHQLu7iJWkiRJkqSBWVKS/0cot+x7a2ZukZnvA1YDPgKsCBxbxS0DtGv1p2n9\n",
        "Ck2xD2bmUBexkiRJkiQNzBLR7T8z30+Zfb953fyIOAo4ENg0Ip4K3AUs1+Ewy1fLO6rlXcCaXcaO\n",
        "2qxZTxrrruqDxbk+ps+YNugiaBymz5g2af//TdZyLYmsi8nDuphcrI/Jw7qYPKyLJdeS0vLfVmY+\n",
        "DHwPmAKsBdxO6QnQTmP9jdXydmBqRDy5i1hJkiRJkgam9i3/ETEVeAEwIzN/3SZkVrW8jzJR3wsi\n",
        "YlO8h4sAACAASURBVNnMfKAlbhXgnqbJABuT+q0K3NMmFspQgzGZM+efY91VPdS4Mro418cj8xcM\n",
        "uggah0fmL5h0///q8L6oC+ti8rAuJhfrY/KwLiYP62LyGFTviyWh5X8qcDFwSUQ8rXlD1Wr/auAh\n",
        "4NoqDmDrlrgVKbf2a565v1PsNGArYE5m3tuLJyBJkiRJ0njUPvnPzEeA84EZlAn+AIiIZSnj/acD\n",
        "X8vMB4GvAw8C+0VE89j/RtzBTevOptzyb8+IWKVp/XspvQmaYyVJkiRJGpjad/uv7A28AvhARGwF\n",
        "/BR4C2U2/kuAQwEy856IOAI4HLgqIi4A1gE2B07LzAsbB8zMBRFxEHACcEVEnAs8HXgDcFlmHjdB\n",
        "z02SJEmSpGHVvuUfIDPvBNYDvka57d/2lG7+s4FXNXfPz8wjgJ0pM/XvTBkSsAewZ5vjngxsWR1r\n",
        "B2Am5ULDm/r4dCRJkiRJGpUlpeWfzLyL0iW/m9hTgVO7jL0QuHDEQEmSJEmSBmSJaPmXJEmSJGlJ\n",
        "ZvIvSZIkSVLNLTHd/iVJ9fW+vT/IHXPmDboYj7PyrBU45qgvDLoYkiRJJv+SpMXfHXPmMXO9XQdd\n",
        "jMe54w/fGnQRJEmSALv9S5IkSZJUeyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRz\n",
        "Jv+SJEmSJNWcyb8kSZIkSTVn8i9JkiRJUs2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mS\n",
        "JElSzZn8S5IkSZJUcyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWc\n",
        "yb8kSZIkSTVn8i9JkiRJUs2Z/EuSJEmSVHMm/5IkSZIk1ZzJvyRJkiRJNWfyL0mSJElSzZn8S5Ik\n",
        "SZJUcyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIkSTVn\n",
        "8i9JkiRJUs1NH3QBpNH6zW9+zUcOPozlZq7Y93NNm1aujy1YsHDE2LVjdT55+GH9LpIkSZIkjZrJ\n",
        "vxY7d989lyeuvimznvmSQRflMW697rRBF0GSJEmS2rLbvyRJkiRJNWfyL0mSJElSzZn8S5IkSZJU\n",
        "cyb/kiRJkiTVnMm/JEmSJEk1Z/IvSZIkSVLNmfxLkiRJklRzJv+SJEmSJNWcyb8kSZIkSTVn8i9J\n",
        "kiRJUs1NH3QBJEmd3fC3v7LtTrsNuhiPsfrTZ3HyCV8bdDEkSZI0Cib/kjSJDU2dwcz1dh10MR7j\n",
        "1j9/e9BFkCRJ0ijZ7V+SJEmSpJqz5V/qkWuv/cuk654NcPPf/8666w26FJIkSZIGyeRf6pGFTJ90\n",
        "3bMBHrnxsEEXQTXz1+uSLbbcnkfmLxh0UR7lRS5JkqThmfxLkkZlIdNZdq23D7oYj+FFLkmSpOE5\n",
        "5l+SJEmSpJoz+ZckSZIkqeZM/iVJkiRJqjmTf0mSJEmSas7kX5IkSZKkmjP5lyRJkiSp5kz+JUmS\n",
        "JEmqOZN/SZIkSZJqzuRfkiRJkqSaM/mXJEmSJKnmTP4lSZIkSao5k39JkiRJkmrO5F+SJEmSpJoz\n",
        "+ZckSZIkqeZM/iVJkiRJqjmTf0mSJEmSas7kX5IkSZKkmps+6AIs7iJiKrANsD3wGuDPwFmZ+cWB\n",
        "FkySJEmSpIot/+O3H3AW8CzgZGAZ4PMRcfRASyVJkiRJUsXkfxwiYk3gUOA8YOPM3BfYCDgTeG9E\n",
        "vHSAxZMkSZIkCbDb/3gdQmnp/1xmDgFk5sKImA1sB+wF/HKA5ZMkDdANf/sr2+60W9+OP33GNAAe\n",
        "mb+g631WnrUCxxz1hX4VSZIkTVIm/+OzKXB3Zl7SvDIzr4mIG4BXDaZYkqTJYGjqDGaut+ugi/EY\n",
        "d/zhW4MugiRJGgC7/Y9RREwHngnc3iHkNmDWxJVIkiRJkqT2bPkfu+Wr5dwO2+cB0yNiVmbOmaAy\n",
        "SZK02Hnf3h/kjjnzBl2Mx3GIhCSpTkz+x26Zanlfh+2N9SsAJv+SJHVwx5x5k254BDhEQpJUL3b7\n",
        "H7tGi/9yHbYvDwwBd0xMcSRJkiRJas+W/zHKzH9HxD3Aih1CVgTuzcxOPQOGNWvWk8Zctrp71rNW\n",
        "499//xrz7r920EV5jCcsNWPQRZCkEd144/Xs8I53DboYj3HLrbcyc71Bl+Lxps+YNurv4yXx+3uX\n",
        "3f+LW/9x96CL8Ti33nIjq662xqCL8RirPnVFTj7ha4MuxkAsie+NiTBZ339L8v911VREXB0RbVv2\n",
        "I+L6iPjdRJdJkiRJkqRWdvsfn4uBp0TExs0rI2JdYE0gB1EoSZIkSZKamfyPz5co4/oPrG79R0RM\n",
        "Aw4G5gOzB1g2SZIkSZIAmDLoAizuIuI4YA/g/4BLgJcBGwBHZuaBgyybJEmSJEkA0wZdgMXd3Llz\n",
        "z1tppZXuAZ4PbA78ntLi/9W5c+cuHGTZJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\n",
        "JEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKlWpgy6AFokIqYC2wDbA68B/gyclZlfHGjBaiwiZgKH\n",
        "AK8D1gBuBX4OHJiZc1piXw3sQKmjm4AfArMzc8FElnlJERGfBfYFNs/MS1q2WRcTICK2At4LvBj4\n",
        "G/Ad4IzMvLUlzvroo4hYHjgU2BJ4OnADcAbwycyc3xJrXfRQRKwN/JrynXBUm+1dv94RsRGwE/AW\n",
        "YB7wE+CgzHygf8+gXoarj4hYGvgfyuv7LOCuKvaAzLyhzbGsj3EY6b3REvt+4EvA7pl5Upvt1sU4\n",
        "dPE59VLgw8CGwN2U7/LTM/OvbWKti3EY4TNqKUo9bA+sCfwd+AHwscz8Z5tj9aUupo5nZ/XcfsBZ\n",
        "lC+tk4FlgM9HxNEDLVVNVT+ofwd8EHgy5TWfCuwBXB0RT2uK3Q64EHgZcCpwP3Aw8N2ImD7BRa+9\n",
        "iNgQ2AcYarPNupgAEfEh4FxgXeBsYBrwOeCXETGjKc766KMqobmM8n6YQfmcWhH4OHB+S6x10UPV\n",
        "d8RZwBMZ52dR9SPucspFgrOBG4G9gYsi4kn9exb1MVx9VK/3xZT3xWrA6cB9lAszf4yI9VvirY9x\n",
        "GOm90RK7OnBkFdfufWRdjEMXn1Nvo7w3NqF8Xs0BZgO/i4j/aIm1LsZhhM+oKZTfVB8HVgJOofyu\n",
        "2ge4vLow0Bzft7ow+Z8kImJNSsvOecDGmbkvsBFwJvDe6qqdems2pbX/08AzMnOvzHwO8BFgFvAF\n",
        "eLR3wFHAlcAGmfnBzNwC+DzwRmC7AZS9tiLiCcA3KZ9PU1q2WRcTICKeDhwBXAeslZnvycyXAP9F\n",
        "aXl+VxVnffTfu4G1KT0unpWZewHPAH4KvDoitgfrotciYgPgl8BzOmzv+vWuEtPjgZuBF2fmf2fm\n",
        "NpQfchsD7+/nc6mDkeqD8hpuCHwbWDUz98zMFwA7Un6IH9d0LOtjHLqoi1bHAcvSprexdTE+XXxO\n",
        "PRH4MnAv8ILM3L36nHo9pU4+1BRrXYxDF++LrSi9ui8HVsvM/6pyjpMo3/F7Nx2rr3Vh8j95HEJp\n",
        "6f9cZg4BZOZCSoIKsNegClZjWwELgS9Xr3XDMcA/gS2qx/sAKwNHZ+a/m+I+AczHuum1A4FnAz9u\n",
        "s826mBj7ANOB7TPz/qb136j+ntgUZ3301wbV8pjGiqpL+VerhxtWS+uiRyLiAOBXlG6ZP+oQNprX\n",
        "++3AOsAJmTm3af0xwJ3AnlWrkNrosj62orS0fTUzH2qszMwzgOuBDSJiuWq19TFGXdZFc/zulITn\n",
        "Bx1CrIsx6rIu3knpKfbu5uF6mXkhpYGreXiSdTFGXdZF47v82JZhYY3e3Rs2retrXZj8Tx6bAne3\n",
        "jm3OzGso4ztfNZBS1VT1pvkS8KHW8cvAQ8ADwJMiYhqlboaAc5qDMnMecCmwSXM3aI1dRKwHfJTS\n",
        "6nxNmxDrYmLsCNyRmf/XvDIzF2TmuzPz89Uq66P//lQtN2hZv1a1zGppXfTOu4E/AC+ndB9vZzSv\n",
        "96bVsjV2IWXoxuqUC55qr5v6OAX4eGZe3mbb3ZRW5xWqx9bH2HVTFwBExCqUnjAnAhd1CLMuxq6b\n",
        "utiR0sh1QeuGzNwvMw9sWmVdjF03ddHtdzn0uS4cAzgJVN07nkn7ZAfgNsoQAPVI1bviSx02v4bS\n",
        "onNVZi6IiOcCD2bmfW1ib6uWKwO39L6kS47qQss3KB+ARwKfaRNmXfRZVQ+rAJdGxKqUlszNKd8X\n",
        "PwX2zcy7qnDro/++S5kP5oMRcTdlzOaWwAcor/H3qjjrond2y8yfA7SOFW8ymtf7uZQLBa0Xmltj\n",
        "rxtziettxPrIzBPbrY+I5wEvAeZmZuP/vvUxdt28Nxq+AvybMnHvbh1irIux66YuVqO8tktFxOcp\n",
        "DYkrUuaR2bdlIkzrYuy6qYsLKI2574iIpIzj3xT4GHAPZd6Yhr7WhS3/k8Py1XJuh+3zgOkRMWuC\n",
        "yrPEqlpq9q8eHlstZzJ83UB5E2p8PgS8ENijdQbzJtZF/63MorGZlwNvpswwuxDYGfh9RDyl2m59\n",
        "9Flm/o0y6eKDlBa024CvU7r+rZ+Z/6hCrYseafyIG8FoXu+ZlB9yd3cRqxZd1kcnB1fL45rWWR9j\n",
        "1G1dRMQOlLkv/jsz7xkm1LoYo5HqourhujJlvP/PKUMArqB8br0RuKqamb7Buhijbt4X1YXi9Sk9\n",
        "BI6mJPanU+ZeeGFmXt0U3te6MPmfHJaplu1aEJrXr9Bhu3qg+qA8jnIl7tLMPL7atAzWTV9FRFAm\n",
        "vDwmM389TKh10X+Nu1xsClxFmQzzXZTeSUdU2z9dxVgffRYRK1HGZj6XMtvv8ZRbmK0NHNo0Q7B1\n",
        "MbFG83ovQ+kl0G5WdOumTyLi48DbgL+yaP4ksD76qppB/svAuZl55gjh1kX//AflDjHrAP8C1szM\n",
        "XYDnU27hO5OmuWSwLvqqmnzxMMrQgH9QvstvoSTxn6kmkW3oa12Y/E8OjdaD5TpsX55yBeiOiSnO\n",
        "kqdq8T8FeAflh8JbmzbfxfB1A9bNmFUXXb5BeQ33HyHcuui/h6vlEPDFzLwXIDMfAb5I6QHQeH9Y\n",
        "H/13HCWB2Sczn5mZ76HcceFTwPuo7kqCdTHRRvN638WiSTJHilUPRMSnKa3+c4CtmycBxProt6OA\n",
        "J1ASzJFYF/3zcNO/j83MO+DRYa/HU1qQN23qyWdd9NdhlNn6P0+Z7f89lAkCP0D5TXVaU2xf68Lk\n",
        "fxKoZgq+hzIOp50VgXs7jC3UOFX30T6H8gP7WuCVmXlnU8jtDF83UFrkNDbvo1wJ3SszH2yzvXlG\n",
        "U+ui/xpjzOa0dmWrxvpfDiwTEc/A+uir6raXr6V08W+e7f9h4JOU8bRbVauti4k1mtf7dmBqRDy5\n",
        "i1iNQ0RMjYivU4aR3Q68KjP/0hJmffRJRGxF+S310cy8rU1I6wzl1kWfVBfuHwQeoYwvb962gDJx\n",
        "3BRKrzKwLvptK8oFmU9VjSmNCfy+Svnd9cqIaPQE72tdmPxPHrfRefzGKsBNE1iWJUbVDec84D8p\n",
        "XZw3bTP7/23A8hGxbJtDrALc44WZcWm0Iv8gIhY2/oD/rtb/rFq3OtZF31UJ/sPAUh1ClqW0/t+N\n",
        "9dFva1Ne7x+13Bqo8cPuF8CqvjcGYjSvdyMJWrVDLPgdP27VZKUnUsY230D5Pr+6Taj10T+N7/Ov\n",
        "tHyfN+4Qc0K1brPqsXXRX7cC02if7zU+uxoT+FoXfRIRKwDPAX7dcuu+xgWAH1B+c72kWt3XujD5\n",
        "nzwuBp4SERs3r4yIdSndQrLdThq7aqzs+ZTZTy8GNm99U1YurpZbt+y/ImVctDOfjs8JlPH+rX+N\n",
        "sf8nVo/vwbqYKL8AZkbEOs0rq9n/XwhcnZn3Y330W2Mm5ue1bqjuWf4yyj3lb8W6mGgXV8tuXu9O\n",
        "sdMorUFzGsNrNC4nUyYlvRp4eTVZZjsXV0vro/fOpv33eePe5+dUj2+sHl9cLa2L/riE0rq/SfPK\n",
        "6vfva4F5mfnnavXF1dK66LHqFrD3sqiXxaOqoa+voQy1vLFafXG17EtdmPxPHl+iVPyB1a3/GpV8\n",
        "MOXH3exh9tXY7Ae8gtKNecsqmWnn65SuU/tVP7gbDqTc/uzgtnupK5l5UmbObv2jKfmv1t2LdTFR\n",
        "GhP6ndCYUK7qgr5vtf7caml99FE1S/ZPgZdExLsa66vvhn0oLTfnVV0IrYuJNZrX+2zKxE57Vvc+\n",
        "b3gvMAvrZtwiYifKPc2vowzdG248rPXRJ5n5vQ7f548m/9W6m6vH1kV/fZaSW3y5ujBJREylvL7L\n",
        "At9virUu+ut/KY28hzVWVIn/rsAawG8n6n0xfTw7q3cyMyPiG8AewBURcQmlVWcD4MjMvGagBayZ\n",
        "aoKTA6qH1wIfLRPOP86RmXlPRBwBHE65NcoFlNlTNwdOy8wLJ6DIoiRD1kX/ZeZFEXESZQLMayPi\n",
        "QuD1lHsGXwB8vIqzPvrv3cCvgGMjYmfgT5TbND0NuJlqUi3rYmKN5vXOzAURcRCll9MVEXEuZdLG\n",
        "NwCXZeZxjzuBulZdoGxcsPwj8IEO3+dfzcx/WB+Th3XRX5n5lyrZPAT4U0ScD2wMrAX8DtirKda6\n",
        "6K/9gM0ojbyvAa6k9L54NmUY5a6NwH7XhS3/k0hm7gl8kDLedmfKeI63UbpIqbdeRplJc4gyPvCQ\n",
        "Nn8HU417zswjKHVyR7V8iHKhZs+JLvgSZKj6ewzrYmJk5u6U1/RGYDvg75TPou2rMWqNOOujjzLz\n",
        "BsqtmY4HnkK5IDOXMsv/Opk5pynWuui9tp9DMLrXOzNPBrakXGzegXKbrb2BN/Wl1PXVrj7WolwM\n",
        "GwLeQufv86c2drA+eqLje2M0sdZFTwz3+h4KvBn4PbAN5XPqU8AbWidZti56otNv13uBF1AuVC4N\n",
        "7AYsoNzt6vmZeW1LvHUhSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\n",
        "SZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSRqAKYMugCRJk01ELAPsA2wI\n",
        "vBB4EnAN8Afg9My8tAfnuBF4BvD0zLxtvMfrh4jYHPgp8JPMfM0EnG9p4BfAkzPzOcPEvRzYFngz\n",
        "8DBwGfC5zLymQ/xzgLdW+zwduBQ4KTPP6xC/UnXsbYGNgN8CP8jML4ziuRwKHNJm0/3AHOB24OvA\n",
        "yZm5oM3+FwObAbtn5kkdzvFG4ExgOjA7Mw+t1i+sQtbIzJs77Ptp4EPAQ8CbMvNHXT41SdJiauqg\n",
        "CyBJ0mQSEWsAlwOfALYG7gGuBF4MvBf4WUTs16PTDfXoOP02UeX8OrDBcOeLiF0oFwj2AJKSTL8D\n",
        "uCQiXtomPigXbWZTLhRcDbwBODsi9moTv1R1/OOA1SkXFl4IfC4iTo6IaaN8TtcDpzT9/YKScL8I\n",
        "+CaQ1cWJTtq+FhGxFXAGMA04uJH4j7Rfte8RlMT/QWBrE39JWjJMH3QBJEmaZL4HrAscDHwlM+fB\n",
        "o0nh5sB3gM9ExJzM/NbASjkxfg08D3ignyepWtqPBnYYIe6pwBeBW4AtMvP6av0OwMnAqRHxzMwc\n",
        "qtZPoVxQmEpp3T6/Wr8OcCFwdERclJl/bTrNwZTn/KnM3L+KXx44H3g7cDHwjVE8vV9k5jvbPJcn\n",
        "AxdQepecGBGbNMo9kojYEvhfyu+4AzLzU90WJiIOAz5KqdNtMvNn3e4rSVq82fIvSVKlavVfF7gW\n",
        "OKKR+ANk5kNVC+kx1aptJr6EEysz/5XFrf06R0S8FfgTJfH/ywjhRwIrAEc1Ev+qnN8BzqO01G/V\n",
        "FL8LsAnwo0biX8VfXR1rCvBo639EPAv4CDCXchGgEX8fpdcHTctxycx7gFdTeha8lNISP6KIeB1w\n",
        "FiXx//AoE/9DgQMpvSXeYOIvSUsWW/4lSVpk7Wr5yDCtsF8A1gRuat0QEWsCB1EuIDyXkmT9BTgb\n",
        "OLqblt3RHKOaN2BZSuvxycB6wHWU3guHAj/LzFe1Ocf6wO+AizNzi2HKsjktY/6b1n2O0lo/m5K8\n",
        "rgBcAXwyMy8Z6Xk2OQN4BPgkVTf4YWJfBywEvt1m27cp4/R3oFwIaMRDeW1anU7pRbA90BjGsQWl\n",
        "G/0ZmflIc3Bm/jEirgFeGBHPbuktMCaZeX9E7EvpYbE/8Jnh4iPiNcA5wAzgg5n5pW7PFREHUeYg\n",
        "+CewZWZeNuaCS5IWS7b8S5K0yKXAAmCdiDi86u79GJl5V2bu1OgS3hAR21DGlu8OzAIuoSRpmwNH\n",
        "URLbYY3hGEPA0sBFwDOBX1X7fZLSer1ZRKza5lTvqJYnjFSmpvO0eh6l1XonSjf8ecDrgR9HxH92\n",
        "eVwo4+DXzswDKBcB2qq6/K8CzMvMf7QJubZaNj/fF1Vl/1NrcGbOobxGK1fDAxrxtIuv/LnNOcYl\n",
        "M68AbgZmRsQqneIiYgvKRZ0nAP89ysT/o5SLNPcCrzPxl6Qlk8m/JEmVzLyX0rIPcABwV0T8LCIO\n",
        "iIiNO032ViWPnwGeCGyVmWtm5tbAUymzzAPsXCWwbY3xGFMoLf8PAatn5mur5cOUpHoaZZx683mm\n",
        "UxL2fwLfHflV6egNlIkR18zMV2VmUIZETGdRS/qIMnPXzLyui9D/qJZ3ddh+d7VsTqC72Wcq5TUe\n",
        "6zl64QZKXT6/3caIeAWlN8PSwCmZeUy7uDamRMT/AEdUj/fNzF+Nt7CSpMWTyb8kSU0y88PA3pTu\n",
        "9tOAVwCHUxLduyPimxExq2W3lYHfAF/OzB80HWsoM8+iDBGYCjxtmFOP5xhfzMz5jfhqXaOXwM4t\n",
        "sa8DngJ8NzP/NUx5RvIQsFdm/r25HNVy/XEct5NGL4xOifncatmcmHezz5SmfcZyjl64s1qu1Wbb\n",
        "ppTJBpeuHm8fEet2ccwpwL7ApyhDJQA+GhHLjqegkqTFl2P+JUlqkZlfjohvUlq3Xwu8CngG8CRg\n",
        "N+DVEfGWzLyyir+dMrnco6oW9mdS7hMPi1rpO51zPMd43Dj5aoz6VcCLImL9zPy/atOu1fLETmXp\n",
        "0k2ZObdlXeNCwOOGS/TAw13GzWjZp5vfOo19xnKOXliuWi5os+1dlOEQu1CGVewMnB4RL+7i4s0H\n",
        "gDmUW1Z+C2j0ztitB2WWJC1mTP4lSWojMx+gTEZ3BkBErA68iTIL/NOBiyJiVmNiuKrb/laUbvbr\n",
        "A8+m9ByARWPmh+1xN8ZjDAE3djjkNynj2HcB/q+6vdw2wPWZ+YvhytKFx90BIDMfioiF9Of3xW3V\n",
        "csUO21eqlve27PPsap85XewzlnP0wjOr5Q1ttj0C7JqZp0fE9yk9Udai9LJ4zwjHvZNyS8Q/RcTO\n",
        "lN4ru0bEjzLztB6VXZK0mLDbvyRJlYh4fkS8ut22zLwpM4+i3BHgVkrr9mbVflMoY+y/B7yFMp7+\n",
        "WMpt5NamTNw30rnHc4z5HdafSmnN3rE6/luBpSitwOPVrpW6n/5B6b7eKTFvrG/usn8bpbfEcPsM\n",
        "Ne0zUvLf7hzjUtXLGlU52iX/h2Tm6fDoLQd3q2LfHRHbDnPoIeBNmfmnat8rgU9U275a3VVCkrQE\n",
        "MfmXJGmRrwAXRsTLOgVUM82fS0kqn1OtfjPwNuAqYNXM3DAz35+Zx2bmn1nUsjvlcQdcpBfHaC3r\n",
        "PZRbBD6Ncju+bSkJ9EndHmOyyMyFwO3Af7SZcwEWTZZ3ZdO6xjCEtVtiG3cPWAm4uWn4wi2d4pvO\n",
        "MdRyjvF6DeWCzG1Au9sH3tb8IDN/RrnzA8DxEbHaMMe+reXx4ZTbMS4PnNppAktJUj2Z/EuStEjj\n",
        "/vDvHCGuMeHaj6rlS6vlKdUt5B4VEWsAq1GSxuGSrV4co53GxH+7Aq8Efp6ZN4/yGJPF6ZTnv0Ob\n",
        "bTtVyx+2xDdva7YD5UJKc/y5wL8ok+o95jdSRKxHSf7/kpk3jb7oj1e1+n+qenhUZnbbm2J/yu0I\n",
        "nwx8u7WsnVTH34XyHDei3P5PkrSEMPmXJGmRs4D7gHdGxLerMfKPioilI+IoYBPgV5l5Y7Xpp9Vy\n",
        "x4iY0RS/JvDj6uEUSgtvJ704Rjs/prRo70G5R/yJo9x/MvkiZQz8ARHx6G3xImJHyqR2P8nMMxrr\n",
        "M/N84M/ANhGxfVP8OpQE+k7gwKb4uyhDIp7Cols+EhEzKb1CFjLyOPuuRMRKlLpYnzJnw7Hd7puZ\n",
        "D1Em/ptP+b948Cj2TeDD1cOPRMQru91XkrR4c8I/SZIqmXlDRGwInEPpgr9jRFxPaWVdldLyuwyl\n",
        "xb+59fkC4HpgQ2BuRFxGGcf9XEo3/u9U8a23iJvS42O0e05DEXEScBBlHoHvDhc/mWXmrRHxMUr3\n",
        "9Ssj4peU1u8XAA8C726z2z7A/wKnRcSHKZP1vYxyIWTHzJzXEn8E5e4OH4iIrYBrgY2BFYCvjmGi\n",
        "xM0i4pSmx08GVgeeRbl9398ok/L9czQHzczfR8ShlHH8B0XEjzPzsqaQjv8vMvOYiNiacieLkyNi\n",
        "vcy8ezTnlyQtfmz5lySpSdUyuiGldfRkSk+AVwJPpCTOewFbVpOvNfYZqmL2BX5P6VJ9J6V1eSPK\n",
        "RH5Qbh3YMMSiGfx7coxh/LJantnF7eGatTv2SOfrpjxjlplHUuZHuARYhzLx4AHA+k09MZrjL6K8\n",
        "fv9LmbBvTcrt7jbJzDPbxN8CvITS0v9A9e/vU+70sM8oitp4HdakXEjaqVpuTum9cRmlN8bzOwzD\n",
        "6KZuP0WZwX8qcErVQ6H1/J3sDsyjXEz65gixkiRJkqTJLiJOiYiFEbHxoMsiSZIGo+sZgyVJ0uIj\n",
        "Ipam3Obv9ZQZ/6/OzA0GWypJkjQodvuXJKmevgn8m9JlfQjYe7DFkSRJg2TyL0lSPf0GuJ9yX/e3\n",
        "Z+alAy6PJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSAJ/9\n",
        "4gAAAC1JREFUJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJGlS+n8W2IF8peEz\n",
        "EQAAAABJRU5ErkJggg==\n",
        "' width=511 height=357/>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x110584e50>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here, it is clearer that most KU employers earn between 30 and 50 thousand DKK per month. We can see the \"clusters\" of salaries more clearly in a violin plot."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ax = seaborn.violinplot(salaries, names=[''])\n",
      "ax.set_ylabel('Salary in 1000 DKK')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 16,
       "text": [
        "<matplotlib.text.Text at 0x1105b7990>"
       ]
      },
      {
       "html": [
        "<img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA+MAAAKVCAYAAACkiDq4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
        "AAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3XmYZGV99/93dfd0zwKzMT3MAIqofI0soqKCCzyaaBZZ\n",
        "4o5r1DxCEh4Uo/llEUjUJJr4mESTYB5RgwSjaIwocUOjEQwogkJwgy/IzgwzPfswW2/1++NU99T0\n",
        "VPf0VFdXV3W/X9dV1zl1zn3O+fb80/Pp+z73DZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\n",
        "SZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSQClmS5g\n",
        "KiLieOAm4KLM/PCYcz3AHwKvAo4BHgK+CvxZZm6vca9TgNcCLwM2A98CLs7MHdP6Q0iSJEmS5pyO\n",
        "mS6gXhGxGPgCsBAojzlXAq4B3gMcBnwK6ATeDtxYCerV7U8BbgTOBq4G7gMuBL4ZEYdO6w8iSZIk\n",
        "SZpz2jKMR8TJwPeAY8dpcibwIoqA/ZjM/N3MPBa4AjieImiP3KsL+BjwAPCMzHxbZp5daXMqcMG0\n",
        "/SCSJEmSpDmp7cJ4RLwL+D7F0PNrx2l2cmX70cwcqjr+j5Xts6qOvQ44Abg8MzdWHb8UWA+cV+lp\n",
        "lyRJkiSpIdoujAPnArcDzwWuGqfNzyrbk8ccf3Jlm1XHTqtsv1jdMDOHga8ARwNPrLdYSZIkSZLG\n",
        "6prpAurwpsy8DiAiThqnzdeBe4E3RkRSvAd+GvBnwBbg01Vtn0TxzvnDNe6zprJdBdw19dIlSZIk\n",
        "SWrDnvGRIH6ANtuAkyh60P+RImhfBSwCnpaZP6lqvoQijG+qcavNle2qqdQsSZIkSVK1tgvjkxER\n",
        "C4E/pxjKvo5igrYHKUL1/42IJVXNFwA7M7O8341gW2W7bBrLlSRJkiTNMbMyjFME8QuBv6WYTf13\n",
        "KCZ8eyvwCuAzVW03UCyPVsviyvaRaapTkiRJkjQHteM745NxJtAP/HVmDkIxIVtE/BPwx8ALImJB\n",
        "Zu4C1gIdEbE0M7eMuc/yyva+qRRTLpdr9bpLkiRJkmaBUql00CtwzbowHhHLKNYf/+6YpcpGAvlX\n",
        "KWZkfyZwPXsnaTuSYnK3aqsr2/unUlNf3/apXC5JkiRJmmVm3TD1zNwMbKWYJX0flfXCX0QxYdt9\n",
        "lcPfqWzPGtO2k6KHvS8zt05TuZIkSZKkOWjWhfGKfwdWRsSfjxyoBPHfAh4H/DAzH6icuppicrfz\n",
        "ImJ11T3OB3qBS5pSsSRJkiRpzph1w9Qr3gmcDlwUES8CbgF+FXgixRJmvzXSMDOHIuJi4HLg5oi4\n",
        "BjgKOAO4ITMva3bxkiRJkqTZrd17xsuVzz4qw8qfCnwAmA+8CRgCPgEcl5l3jGl/JfBi4A7gHIq1\n",
        "xy8EXjKNtUuSJEmS5qiDnvFNB2/9+m3Opi5JkiRJs9TKlYsPOlu3e8+4JEmSJEltxzAuSZIkSVKT\n",
        "GcYlSZIkSWoyw7gkSZIkSU1mGJckSZIkqckM45IkSZIkNZlhXJIkSZKkJjOMS5IkSZLUZIZxSZIk\n",
        "SZKazDAuSZIkSVKTGcYlSZIkSWoyw7gkSZIkSU1mGJckSZIkqckM45IkSZIkNZlhXJIkSZKkJjOM\n",
        "S5IkSZLUZIZxSZIkSZKazDAuSZIkSVKTGcYlSZIkSWoyw7gkSZIkSU1mGJckSZIkqckM45IkSZIk\n",
        "NZlhXJIkSZKkJuua6QIkSdLssHv3bj7+8Uvp7+/npS99Fccc84SZLkmSpJZlz7gkSWqIG2+8nh07\n",
        "HmVgoJ/rr//WTJcjSVJLM4xLkqSG2Llzx+j+nj17ZrASSZJan2FckiRJkqQmM4xLkiRJktRkhnFJ\n",
        "ktQQpdJMVyBJUvswjEuSJEmS1GSGcUmS1BDl8kxXIElS+zCMS5IkSZLUZIZxSZLUEL4zLknS5BnG\n",
        "JUlSQzhMXZKkyTOMS5IkSZLUZIZxSZLUcGW7ySVJmpBhXJIkNVzJF8glSZqQYVySJDVEdW+4PeOS\n",
        "JE3MMC5JkiRJUpMZxiVJUkPYGy5J0uQZxiVJUkNUvyZuMJckaWKGcUmS1BAGcEmSJs8wLkmSJElS\n",
        "kxnGJUmSJElqMsO4JEmSJElNZhiXJEmSJKnJDOOSJEmSJDWZYVySJDVI6cBNJEkSYBiXJEnToFQy\n",
        "mEuSNBHDuCRJaggDuCRJk2cYlyRJDWEWlyRp8gzjkiRpGpjMJUmaiGFckiQ1RLm8N4DbSy5J0sS6\n",
        "ZrqAqYiI44GbgIsy88M1zj8b+EPgWcAm4LPAVZl5d422pwCvBV4GbAa+BVycmTum7yeQJGn2MIBL\n",
        "kjR5bdszHhGLgS8AC4FyjfOvAb4DPA/4BtAHvBe4NSJWjGl7CnAjcDZwNXAfcCHwzYg4dNp+CEmS\n",
        "JEnSnNSWYTwiTga+Bxw7zvmFwD8AW4GnZuabM/OXgV8HFgF/UNW2C/gY8ADwjMx8W2aeTRHGTwUu\n",
        "mM6fRZIkSZI097RdGI+IdwHfB44Brh2n2W8Dy4FzM/PhkYOZ+Q3g74ChqravA04ALs/MjVXHLwXW\n",
        "A+dFhAPvJEmSJEkN03ZhHDgXuB14LnDVOG1eDQwDXx97IjPfmZkXVR06rbL94ph2w8BXgKOBJ06x\n",
        "ZkmSJEmSRrXjBG5vyszrACLipHHaPAZ4GOiJiL8FfoWip/wG4B2ZeW9V2ydRvHP+8H53gTWV7Srg\n",
        "rgbULkmSJElS+/WMjwTx8VSGlK+ieF/8Oooh6zcDG4HfBH5UmYV9xBKKML6pxu02V7arpli2JEmS\n",
        "JEmj2rFn/EBWAPMo3gP/PnBMZj5SCem/A3yE4n3w51faLwB2ZuZ+M7ID2yrbZVMpqLfXCdklSbPf\n",
        "/PnzRve7ujr9/SdJ0gTarmd8Evqr9j+amY8AVML2xyh6u0+LiJWVNhsolkerZXFl+8h0FCpJkiRJ\n",
        "mptmXc94Zm6NiJ1AN8Wa4dXnhiLiK8DrKd4VXw+sBToiYmlmbhlzu+WV7X1Tqamvb/tULpckqS3s\n",
        "3j0wuj84OOTvP0mSJjAbe8ahmIytk9o/36LKdkNlOzJJ25E12q6ubO9vXGmSJEmSpLlutobx64ES\n",
        "8LzqgxHRA/wqsDkzf145/J3K9qwxbTuBM4G+zNw6rdVKkjQLlEqlmS5BkqS2MVvD+AcpZkj/h4hY\n",
        "DhARHcD5FD3jX65qezXwIHBeRKyuOn4+0Atc0pSKJUmSJElzxqwM45l5J/DnwNHAzyLiE8CPgb8B\n",
        "bgV+r6rtEHAx8Fjg5oj4SERcA3wIuCEzL2t2/ZIkSZKk2a3dw3i58tlPZr4beClwG3A2sAf4a+CM\n",
        "zNw5pu2VwIuBO4BzKNYevxB4yXQVLkmSJEmau9p6NvXMvAK4YoLzXwK+NMl7fQP4RoNKkyRJkiRp\n",
        "XO3eMy5JkiRJUtsxjEuSJEmS1GSGcUmSJEmSmswwLkmSJElSkxnGJUmSJElqMsO4JEmSJElNZhiX\n",
        "JEmSJKnJDOOSJEmSJDWZYVySJEmSpCYzjEuSJEmS1GSGcUmSJEmSmswwLkmSJElSkxnGJUmSJElq\n",
        "MsO4JEmSJElNZhiXJEmSJKnJDOOSJEmSJDWZYVySJEmSpCYzjEuSJEmS1GSGcUmSJEmSmswwLkmS\n",
        "JElSkxnGJUmSJElqMsO4JEmSJElNZhiXJEmSJKnJDOOSJEmSJDWZYVySJEmSpCYzjEuSJEmS1GSG\n",
        "cUmSJEmSmswwLkmSJElSkxnGJUmSJElqMsO4JEmSJElNZhiXJEmSJKnJDOOSJEmSJDWZYVySJEmS\n",
        "pCYzjEuSJEmS1GSGcUmSJEmSmswwLkmSJElSkxnGJUmSJElqMsO4JEmSJElNZhiXJEmSJKnJDOOS\n",
        "JEmSJDWZYVySJEmSpCYzjEuSJEmS1GSGcUmSJEmSmswwLkmSJElSkxnGJUmSJElqMsO4JEmSJElN\n",
        "ZhiXJEmSJKnJDOOSJEmSJDWZYVySJEmSpCYzjEuSJEmS1GSGcUmSJEmSmswwLkmSJElSk3XNdAFT\n",
        "ERHHAzcBF2Xmhw/Q9gLg74E3Z+YVNc6fArwWeBmwGfgWcHFm7mh44ZIkSZKkOa1te8YjYjHwBWAh\n",
        "UD5A26OB91fa7de2EsRvBM4GrgbuAy4EvhkRhza0cEmSJEnSnNeWYTwiTga+Bxw7yUsuAxYBpRr3\n",
        "6gI+BjwAPCMz35aZZ1OE8VOBCxpStCRJkiRJFW0XxiPiXcD3gWOAayfR/s3Ai4CvjtPkdcAJwOWZ\n",
        "ubHq+KXAeuC8iNgvxEuSJEmSVK+2C+PAucDtwHOBqyZqGBGrgb8FPgl8c5xmp1W2X6w+mJnDwFeA\n",
        "o4En1l+uJEmSJEn7ascw/qbMPDkzb6XGsPMxPgLsBt4xQdsnUbxH/nCNc2sq21X1FCpJkiRJUi1t\n",
        "F8Yz87rJtIuIc4DfBN6WmVsmaLqEIoxvqnFuc2VrGJckSZIkNUzbhfHJiIgVwD8A12Tmvx2g+QJg\n",
        "Z2bWmpF9W2W7rJH1SZIkSZLmtrZeZ3wCHwa6gfMn0XYDxWRwtSyubB+ZSjG9va6OJkma/ebPnze6\n",
        "39nZ4e8/SZImMOt6xiPiTOA1wB9n5poaTca+O74W6IiIpTXaLq9s72tchZIkSZKkuW429oy/orL9\n",
        "SER8pMb5yyPicuD5mXk9eydpOxIY+2756sr2/qkU1Ne3fSqXS5LUFnbvHhjdHxoa9vefJEkTmI1h\n",
        "/GrgnhrHnw38GsUSZrext7f7OxTD2c8CfjrSOCI6gTOBvszcOn3lSpIkSZLmmlkXxjPzS8CXxh6P\n",
        "iLdTCeOZ+S9Vp64GHgTOi4grMnNt5fj5QC/wu9NcsiRJkiRpjpl1YfxgZeZQRFwMXA7cHBHXAEcB\n",
        "ZwA3ZOZlM1qgJEmSJGnWafcJ3MqVz5TaZuaVwIuBO4BzKNYevxB4SQNqlCRJkiRpH2NnFtc0WL9+\n",
        "22T/YCBJUtv6yle+yE9+8j8ALFu2nPPOe+sMVyRJUnOsXLn4oLN1u/eMS5IkSZLUdgzjkiRJkiQ1\n",
        "mWFckiRJkqQmM4xLkiRJktRkhnFJkiRJkprMMC5JkiRJUpMZxiVJkiRJajLDuCRJkiRJTWYYlyRJ\n",
        "kiSpyQzjkiRJkiQ1mWFckiRJkqQmM4xLkiRJktRkhnFJkiRJkprMMC5JkiRJUpMZxiVJkiRJajLD\n",
        "uCRJkiRJTWYYlyRJkiSpyQzjkiRJkiQ1mWFckiRJkqQmM4xLkiRJktRkhnFJkiRJkprMMC5JkiRJ\n",
        "UpMZxiVJkiRJajLDuCRJkiRJTWYYlyRJkiSpyQzjkiRJkiQ1mWFckiRJkqQmM4xLkiRJktRkhnFJ\n",
        "ktQQ5XJ5pkuQJKltGMYlSZIkSWoyw7gkSZIkSU1mGJckSQ1RKpVmugRJktqGYVySJDWI74xLkjRZ\n",
        "hnFJktQQzt8mSdLkGcYlSZIkSWoyw7gkSZIkSU1mGJckSZIkqckM45IkSZIkNZlhXJIkNYQTuEmS\n",
        "NHmGcUmS1BClkmlckqTJMoxLkqSGqO4ZL9tNLknShAzjkiRJkiQ1mWFckiQ1yN7ecHvGJUmamGFc\n",
        "kiRJkqQmM4xLkqSGsDdckqTJM4xLkqQGKc10AZIktQ3DuCRJaojqnnF7ySVJmphhXJIkNUTJjnFJ\n",
        "kibNMC5JkhrCznBJkibPMC5JkiRJUpMZxiVJkiRJajLDuCRJkiRJTdY10wVMRUQcD9wEXJSZHx5z\n",
        "bj7w/wEvA54AbKi0fVdm3lvjXqcAr6203wx8C7g4M3dM6w8hSZIkSZpz2rZnPCIWA18AFgLlMee6\n",
        "gO8A7wEeA1wFbAPOAX4cESeNaX8KcCNwNnA1cB9wIfDNiDh0On8OSZIkSdLc05ZhPCJOBr4HHDtO\n",
        "kwuAZwH/ChyZmedl5lOBV1OE98uq7tUFfAx4AHhGZr4tM8+mCOOnVu4lSZIkSVLDtF0Yj4h3Ad8H\n",
        "jgGuHafZmRS95f+UmXtGDmbm54BfACdHxCGVw68DTgAuz8yNVfe4FFgPnBcRrpwqSZIkSWqYtgvj\n",
        "wLnA7cBzKYaf1/Ip4D2ZeWONc5uAErCs8v20yvaL1Y0ycxj4CnA08MQp1ixJ0qxXdqFxSZImrR0n\n",
        "cHtTZl4HMPbd7xGZ+claxyPil4BnAhsz88HK4SdR9KI/XOOSNZXtKuCuKdQsSdKsV3IcmSRJk9Z2\n",
        "PeMjQbxOl1S2l1UdW0IRxjfVaL+5sl01hWdKkjQn7Nszbi+5JEkTabswXq+IeA/wGuBu4L1VpxYA\n",
        "OzOz1v8atlW2y2qckyRJ43DEuiRJE2vHYeoHLSI+APwB0AecVT2pG8X648eMc+niyvaRqTy/t9fV\n",
        "0SRJs193997/VnR0lPz9J0nSBGZ1z3hEdETExymC+FrgVzLzzjHN1gIdEbG0xi2WV7b3TV+VkiTN\n",
        "DtXD1J3MTZKkic3anvGI6AQuB14P3Au8KDPvqdF0ZJK2I4EtY86trmzvn0otfX3bp3K5JEltYffu\n",
        "gdH9wcEhf/9JkjSB2dwzfiVFEP8J8NxxgjjAdyrbs6oPVsL8mUBfZm6driIlSZotyuXhqn17xiVJ\n",
        "msisDOMR8Vrg1RTLkb0gMyd65/tq4EHgvIhYXXX8fKCXvTOwS5KkCVSH8eHh4QlaSpKkWTdMPSJ6\n",
        "gA9Uvv4YeGtE1Gr6T5m5LjOHIuJiiiHtN0fENcBRwBnADZl5Wa2LJUnSvoaHy1X7hnFJkibS7mG8\n",
        "zP4LmT4ZOKJy/GWVT63rvgCsA8jMKyNiHfCHwDkUQ9svBD4zPWVLkjT7DA4Oju4PDw/NYCWSJLW+\n",
        "tg7jmXkFcMWYY7dRx/D7zPwG8I0GlSZJ0pwzMNA/uj80NMTQ0BCdnZ0zWJEkSa1rVr4zLkmSmm9g\n",
        "YGCf7/39/eO0lCRJdYXxiPi1Oq9bHhFfrOdaSZLU2vr790z4XZIk7VVvz/gXI+KFB3NBRLwAuJ0x\n",
        "S4hJkqTZYWxPuD3jkiSNr94w3kMRyF9woIYR0RkRfwl8k2JitS11PlOSJLWocrlsGJck6SDUG8Y/\n",
        "CCwEromI08drFBHHAP8N/EnlWd8ATqjzmZIkqUUNDe0/e/rQ0GCNlpIkCeoM45n5h8BfAYuAL0fE\n",
        "c8e2iYjXALcCpwC7gLdm5q9n5top1CtJklpQ7TDu8maSJI2n7tnUM/NdwF8ChwBfjYhTASJiUUR8\n",
        "EvhXYDFwM/C0zLx06uVKkqRWZBiXJOngTGlps8y8BHgvcCjwtYh4M/Aj4LeAQeA9wHMyM6daqCRJ\n",
        "al21hqQ7TF2SpPF1TfUGmfnuiBikCOWfGDkMvD4zb5nq/SVJUuuzZ1ySpIMzpZ7xEZn5F8C7Kl+H\n",
        "gd8yiEuSJEmSVFtDwjhAZv4V8EeVe/5HRBzXqHtLkqTW1t3dM6ljkiSpUNcw9Yh47DinPgccBbwV\n",
        "+HZEvARYM7ZRZj5Qz3MlSVJr6u7untQxSZJUqPed8fuA8jjnSpXtSuCGGufKQGedz5UkSS2oq6uL\n",
        "zs7Ofd4Tt2dckqTxTWWYemmcz0RtqNFGkiTNAmN7wu0ZlyRpfHX1jGdmw941lyRJs0N3dw+7du3a\n",
        "57skSaqt6aE6IpY0+5mSJGn69fT0TPhdkiTtVVcYj4h313ndc4Hb6rlWkiS1tuqe8I6ODrq66p2a\n",
        "RpKk2a/envE/jYiLJts4Ijoi4s+A7wDjzcQuSZLaWHX47uqaR6nkNDGSJI2n3jA+CLw3Iv7oQA0j\n",
        "4jEUIfzPKGZR/16dz5QkSS1s3zBur7gkSROpN4y/kiKQvy8i3jleo4h4OfA/wPOAAeAi4PQ6nylJ\n",
        "klpYZ2dnzX1JkrS/usJ4Zn4JeDlFIP9ARLyt+nxELIiIjwL/BiwFfgackpnvz8zhKdYsSZJaUEdH\n",
        "R819SZK0v7p/U2bml4GXUvR4/11E/B+AiDgRuAU4FygDHwJOzkwnbpMkaVbb+46474tLkjSxKf3Z\n",
        "OjO/Cvwm0A/8fURcAfwAeDLwIPDCzHxHZu6ZcqWSJKmlGcAlSZq8KY8hy8xrgbOBPcAbgB7gU8CJ\n",
        "mflfU72/JElqD9Vh3FwuSdLEGvJCV2Z+EzgT2EUxNP3rmbmtEfeWJEntyDQuSdJEGja7SmZ+G3gx\n",
        "RSD/ZES8ulH3liRJkiRpNqlrEdCIeCNFD3gtnwH+N/AvEfE4YM3YBpn5L/U8V5IkSZKk2aCuMA5c\n",
        "Psl7v6/G8TJgGJckSZIkzVn1hvHrp/DM8XrUJUlSG3PSNkmSJq+uMJ6Zz29wHZIkqc2V/XO7JEmT\n",
        "1rAJ3CRJkiRJ0uTUO0x9PxGxGjgOeDIwBNxb+dydmUONeo4kSZIkSe1uSmE8IkrAHwB/Aixh/0VF\n",
        "y8CaiPgw8NHM3D6V50mSpNZV8qVxSZImre5h6hFxLPDfwF8DS4EHgeuAfwO+BtwJ9ANHAh8A/ici\n",
        "HjvVgiVJkiRJanf1rjPeCXwdOAa4AXhHZt5co10JeBFFYD8J+HZEHJeZ/fWXLEmSJElSe6u3Z/wN\n",
        "FEH8B8Bv1AriAJlZzsxvAE8HrgQeD7y+zmdKkiRJkjQr1BvG3wLsBn49Mx89UOPMLAPvqFzzmjqf\n",
        "KUmSJEnSrFBvGF8N3JeZWyZ7QWZuBH4BHF3nMyVJkiRJmhXqDeO9FMuWHaz7gSPqfKYkSZIkSbNC\n",
        "vWH8EGBjHddtARbU+UxJkiRJkmaFupc2mwIXIZUkSZIkzWkzEcbLM/BMSZIkSZJaRl3rjFc8OyL+\n",
        "+SCvOXUKz5MkSZIkaVaYShh/QuUjSZIkSZIOQr1h/L1TeKbD1CVJkiRJc1pdYTwz393gOiRJkiRJ\n",
        "mjNmYgI3SZIkSZLmNMO4JEmSJElNZhiXJEmSJKnJDOOSJEmSJDWZYVySJEmSpCYzjEuSJEmS1GT1\n",
        "rjPeEiLieOAm4KLM/HCN8y8EzgHOBu4Hvga8NzOHarQ9BXgt8DJgM/At4OLM3DF9P4EkSZIkaS5q\n",
        "SBiPiCcCRwKrK595wFZgA3BLZt7fiOeMeeZi4AvAQqBc4/wrgc8CPwc+DZwEXAI8JSJemZmDVW1P\n",
        "AW4EHgCuBh4HXAicEhG/lpnbG12/JEmzTbm8369jSZI0jrrDeER0Am8CzgeeNkHTckTcCfxOZn63\n",
        "3ueNefbJwL8Ax45zfgnwYeAW4PTM3F05/kHgHcArgc9UjnUBH6MI4s/IzI2V42+t3OMC4P2NqFuS\n",
        "pNmsVCrNdAmSJLWNqbwz/kmKEPs04KfA54HLKILr+yv7n6fomf4l4L8i4tKImDeVgiPiXcD3gWOA\n",
        "a8dp9nZgFfCPI0G84i+BAeD3qo69DjgBuHwkiFdcCqwHzosI/3chSdIB2DEuSdLk1dUzHhG/TxFi\n",
        "bwDOz8wfH6D9U4CPUITga4Fr6nluxbnA7cBbgKcAv1ajzWkUQ9e/WH0wMzdHxH8DL4iIeZk5UGlL\n",
        "jbbDEfEV4M3AE4G7plCzJElzgGlckqTJqrdn/MXAJuCMAwVxgMy8HTiDYmK0l9f5zBFvysyTM/NW\n",
        "YLwe6ycBOzNzW41zayrbVVVty8DDk2grSZIkSdKU1RvGTwa+N07YrSkzt1IML/+NOp85cp/rJtFs\n",
        "CbBxnHObK9tVVW3LFH9cOFBbSZIkSZKmrN4wfhPwhDqu+yXgkTqfeTAWAOP9oWDk+LKqtjszs9bY\n",
        "urFtJUnSOKrfGXdmdUmSJlbvbOr/DlwWEe8HLqleJqyWiOgA/o5i0rWP1PnMg7EBOGScc4sr20eq\n",
        "2h4zybZ16e09dCqXS5LUFnp6Okf3OzpK/v6TJGkC9YbxqymWCPsj4C0R8TngZxTBdkOlzfLK53jg\n",
        "VcBK4G7goqkUPElrgcePc255ZXtfVduOiFiamVsO0FaSJI1jeHi45r4kSdpfXWE8MzdGxNOASygC\n",
        "+e8d4JJdwEeB91XeHZ9ua4CnRsSizNwx5txqYEvV++4jk7QdCYwN46sr2/unUkxf3/apXC5JUlvY\n",
        "uXPP6P7g4JC//yRJmkC9PeNk5h7g4oi4HPhl4OnACoqh3f0UIXcN8CBwTWZuGO9e0+A7FDO+nwVc\n",
        "NXIwIpZTLGV265i251fa/rSqbSdwJtDXpD8gSJLU1oaGhkb3BwcnfINNkqQ5r+4wPiIzfwH8ogG1\n",
        "NNLHgXcD74yIL2fmo5XjF1H8zJdUtb2a4g8G50XEFZm5tnL8fKAX+N3mlCxJUnsbGhqsuS9JkvY3\n",
        "5TA+IiJKwOEUQ7vnAVuBDZk53hJj0yYzt0TE+4C/AH4UEV8HTgCeD3wmM79R1XYoIi4GLgdujohr\n",
        "gKMo1kW/ITMva3b9kiS1o+3b9w5LHxgYYM+ePfT09MxgRZIkta56lzYDICKeGBF/ExEPUgxNfxj4\n",
        "IcV64j8H1kfEvRHxkYiYjuXBypXPfjLzfcDrKWZCfz2wB3gLcF6NtldSDGu/AziHYu3xC4GXTEPN\n",
        "kiTNOsPDw2zdunmfY5s3N/3v8ZIktY1SvRdGxO8B/1i5RxnYCGyqbAEOo5iN/LBKm/XAWzPz36ZS\n",
        "cDtav36bi61Kkma1rVu38P/+34f3OXbWWS/juONOnKGKJElqnpUrFx90tq5rmHpEnAX8A7AOeD9w\n",
        "VWb2jdP2cIre5j8BroqIhzLze/U8V5IktaZNm/bvBd+8edMMVCJJUnuo953xNwIDwK9m5k8mapiZ\n",
        "64C/j4hvAzcDLwcM45IkzSK1hqQbxiVJGl+974w/j2JyswmDeLVK2xuBl9X5TEmS1KJq9Yxv3NjM\n",
        "VU0lSWov9Ybxh4CFdVy3pM7nSZKkFtbXt36/Yxs39lEuO22KJEm11BvG/x14ZkScMdkLIuJVwNOA\n",
        "W+p8piRJakHlcpm+vnWj3xd0Fm/BDQwMsGXL5vEukyRpTqv3nfHPA38KfCEirgWuBH4GbKh8oJhJ\n",
        "fTlwPPBa4GxgB/BnUylYkiS1lh07HmXXrl0AdHd00Nu9gAd2FWuO9/WtY9my5TNZniRJLamunvHM\n",
        "vAs4CbgJOBP4LHA7sIZivfF+ivW9f04R3F8G3AW8PDN/PvWyJUlSq6geor6iewG9PQtqnpMkSXvV\n",
        "2zNOZmZE/C/gDcCvAU8HVgCLKcL4msrnIYqlz74y9XIlSVKrqR6ivqJnASsM45IkHVDdYRwgM8vA\n",
        "v1Q+kiSdgU6lAAAgAElEQVRpDtqx49HR/SXzulk6r3v0+6OPbp+JkiRJann1TuAmSZIEQH9//+h+\n",
        "d0cn3R2do98HBvprXSJJ0pw3pZ7xiChRvDN+DnAksLrymQdspZjM7Rbga5n5uamVKkmSWtHAwMDo\n",
        "fndHB90de//WXx3UJUnSXnWH8Yh4NvBp4OhxmswHDqeYTf2NEXEucG5m3lfvMyVJUuupDtzzSh3M\n",
        "s2dckqQDqmuYekQcD3yZojf8auAVwAnAEUBP5XNE5dirgC8Czwd+HBGPn3LVkiSpZew/TN2ecUmS\n",
        "DqTenvF3AkuB12bmZ8dp80jl8zPg8xHxauBfgVcCf13ncyVJUosZHNw7TL2zVKKztDeMDwwMUC6X\n",
        "KZVKM1GaJEktq94J3J4L3DZBEN9PZl4F3Aa8vM5nSpKkFrRgwcLR/Z1Dg+ysCucLFy4yiEuSVEO9\n",
        "YbybYnK2g7WF8d8xlyRJbWjx4sWj+9sH+9k+2F/znCRJ2qveMH418OyIeMJkL4iI44BnA7fW+UxJ\n",
        "ktSCDj20KowPDLCtqmf80EOXzERJkiS1vHrD+L8DhwDfjoh3RMTh4zWMiN6IuAD4T4qJ3T5S5zMl\n",
        "SVILWrx4b+DeNtjP9gF7xiVJOpC6JnDLzBsi4o3Ah4APAh+IiM0UQ9dHhq8vr3xWAJ3AIHBxZl4z\n",
        "5aolSVLL2KdnfLCf7YPzap6TJEl71dszTmZeCRwHfBJYBxwGPIlicrfnAk8GeilmVP8b4JjMfP8U\n",
        "65UkSS1mn57xgX627dMz7jB1SZJqqXdpMwAycx3w2wCVoeorgMVAP7AGWJeZw1MtUpIkta5DD11M\n",
        "R0cHw8PD7BwaZPPAntFzS5cum8HKJElqXVMK49UqwXxdo+4nSZLaQ0dHB0uWLGXz5k0AbN0njC+f\n",
        "qbIkSWppdQ9TlyRJGlEdugfLZQB6euazYMGCmSpJkqSWZhiXJElTtnTp0hrHHKIuSdJ4DOOSJGnK\n",
        "ag1HN4xLkjS+ut4Zj4i7gHK9D83MqPdaSZLUeubPnz+pY5IkqVDvBG5bgJMbWYgkSWpfnZ2dkzom\n",
        "SZIK9Ybx04CPA68F7gTOAgYbVZQkSWovHR37B+9axyRJUqGuMJ6Zu4HXR0QncA7w25n5roZWJkmS\n",
        "2kZn5/7T0NQ6JkmSClP9LXkB0Af8QUQc24B6JElSG6o1JN2ecUmSxjelMJ6ZG4H/Q9HDfklDKpIk\n",
        "SW2nVNr/vxQdHfaMS5I0nnrfGR+VmZ/HJdIkSZIkSZo0Q7QkSZoW5XLdq6BKkjTrGcYlSdKUGbwl\n",
        "STo4hnFJkjQtDOiSJI3PMC5JkiRJUpMZxiVJ0pTVWtqsq2vK88RKkjRrGcYlSdKU9fTMr3GsZwYq\n",
        "kSSpPRjGJUnSlNUK3rUCuiRJKhjGJUnSlNkzLknSwTGMS5KkKbNnXJKkg9OwmVUi4jeAdwInAYsn\n",
        "undm7j/LiyRJaltdXV10dHQwPDw8emzevO4ZrEiSpNbWkDAeEacDXxpzv+FxmrvoqCRJs0y5XN4n\n",
        "iAP7fZckSXs1qmf8jyv3uhT4EPBQZu5p0L0lSVKLGxoaqnFscAYqkSSpPTQqjD8TuDsz39qg+0mS\n",
        "pDZSK3gPDhrGJUkaT6MmcNsMPNige0mSpDZTK3gbxiVJGl+jwvj3gNMj4qgG3U+SJLWR2mF8YAYq\n",
        "kSSpPTQqjP8psA7424g4rEH3lCRJbeLhh/cfIFfrmCRJKjTqnfELgFuBVwBnRcT9wMPA/rO5AJn5\n",
        "qw16riRJagF33vnz/Y5l3sELX/gblEqlGahIkqTW1qgw/s6q/R4gKh9JkjTLDQwMcO+9d49+7+no\n",
        "ZM/wEI8+up21ax/miCN8i02SpLEaFcZ/+SDaus64JEmzyD333M3AQPF++PLu+RwxfxE/2bYRKHrM\n",
        "DeOSJO2vIWE8M7/TiPtIkqT2k7l3iHocspTVVWE88+c8//kvdKi6JEljNKpnvGVFxGLg3cCLgaOA\n",
        "e4HPAX+VmQNj2r4QOAc4G7gf+Brw3sys+e67JElz3Z49u7n77jtHvx97yFIO655Pd0cH/cPDbNmy\n",
        "mYcffoijjnrMDFYpSVLrqSuMR8Q3KYabvzkzH676PinNmsAtIuYDNwDHU4TwKymC9nuA04BfrWr7\n",
        "SuCzwM+BTwMnAZcAT4mIV2ami6VKkjTG7bffRn9/PwCHdc9nZc8CSqUSTzpkGT+u9I7/8Ic3GcYl\n",
        "SRqj3p7xX6lsF4353mrOpQjin8vMVwNExAXAtcALI+JVmfm5iFgCfBi4BTg9M3dX2n4QeAfwSuAz\n",
        "M/EDSJLUqoaHh/nRj34w+v3pS3tHh6M/bVnvaBi/886fsW3bNhYvXjwjdUqS1IrqDeMjE7Y9OOb7\n",
        "ZDRzAreTK9tLRw5k5lBE/BNFzc+iGLL+dmAV8McjQbziL4G3Ar+HYVySpH3cc8/dbNmyGShmUH/y\n",
        "4uWj51b2LOSoBYfw0K5HKZfL3HbbLZx++sH8d0GSpNmtrjA+dsK2Fp7A7WeV7cnAd6uOP7myzcr2\n",
        "NIo/Enyx+uLM3BwR/w28ICLmjX3HXJKkueyWW24a3X/KksPo7ujc5/zJS1fy0K5HAbjtth/ynOec\n",
        "TlfXrJ+uRpKkSemY6QKm2eeBPuD3I+K3ImJVRPw2RW/3GuBLlXZPAnZm5rYa91hT2a6a9molSWoT\n",
        "mzZt5P777wGgBDx1ae9+bZ5wyBIWd3UDsGvXTu6446fNLFGSpJY2q8N4Zt4DnAjsBD5JEaw/DqwH\n",
        "TsrMdZWmS4CN49xmc2VrGJckqWLjxr7R/aMWHMKSeT37tekolXjy4mWj3zds6NuvjSRJc9WsDuMR\n",
        "cRjwdxQ93/cBHwM2UEzq9u6IGPmfwwKgVq84VceXjXNekqQ5p7t7b/ieaDKYctXJnp79A7skSXPV\n",
        "bH9x6zLgpcDbM/PvASLirRRLm/0R0AmcTxHQDxnnHiNTvz5SbxG9vYfWe6kkSS2pv/+w0f3dQ+Ov\n",
        "/rl7eO+5FSuW+jtRkqSKWdszHhHdFOuIr2ff2dT7gb8CdgNnVg6vBZaPvUfFyPH7pqVQSZLa0IIF\n",
        "C0b39wwPjdtu99Dec9XXSJI0183mnvHjKdZB/0Jm7vO/hMzcGhHfpVhr/GiKd8mfGhGLMnPHmPus\n",
        "BraMM7nbpPT1ba/3UkmSWtKePcOj+9WBe6zdVUG9v9/fiZIkjWhIz3hEfDsi3hARrfQn73sr218a\n",
        "eyIiDgGeAwwADwPfqZw6a0y75RTLnt01bVVKktSGuru7KZVKAAyUh9kxuP/qn+Vyma0De0a/z5/f\n",
        "Sv9NkCRpZjVqmPrzgSuARyLiExFxWoPuW7fM3AJ8G3hmRPzvkeMR0Qm8naLX/D8yc5BihvWdwDsr\n",
        "QX3ERRSjBy5pWuGSJLWBUqnE6tVHjn6/dcv+M6Xfs2MbWwf6gSK8r1ix//JnkiTNVY0K408DPgTs\n",
        "At4MXBcRd0XEJRHx2AY9ox7nUqwz/tGI+K+IuBS4H3gv8ADF5G0jwf19wMnAjyLi7yPi28DvA5/J\n",
        "zG/MSPWSJLWwZz7z2aP7t27po3/Mu+M3b143un/SSSfT3d3dtNokSWp1DQnjmfk/mfkO4CiKod7/\n",
        "Vtl/D3BPRHxrJoaxZ+a9wHEUS5qtBN5IsZ743wEnZGZfVdv3Aa+nmDX99cAe4C3Aec2sWZKkdhHx\n",
        "SyxbVsxzumd4iB9v3Th6bs2uR3lo16MAdHR08IxnnDojNUqS1KpK03XjiFgKvAJ4OfACoBvYThHU\n",
        "P56Z35+uZ7ea9eu3TbQEqyRJbeu2227h2mu/AsChXfN4yzEn0Fkq8aU1v+CuR7cCcMIJJ3HGGS+Z\n",
        "yTIlSZpWK1cuPuhsPW1Lm1WGfn8C+HPgk8AwcCjw28CNEfHDiHjedD1fkiRNv+OPP4mFCxcBsH1w\n",
        "gDu2b2JT/+7RIA7wrGc9Z6bKkySpZU1LGI+IkyLig8CDwH9TDPV+GPgL4Azg08AJwH9GxMunowZJ\n",
        "kjT95s2bx8knP2v0+x3bNnPn9s2j3x//+GPp7V05E6VJktTSGrbOeEQcCbyO4n3rEyqH+4HPAv8M\n",
        "/GdmjgzX/lpEfBr4MvCHwL83qg5JktRcxx13It/97n8B8OCu7eweHhw9d/zxJ85UWZIktbSGhPGI\n",
        "+BZwOtBZOfQjigD+6cpw9Vq+DgwCxzaiBkmSNDOWLl3G8uWHsWnTRgbLZdbu3jl67nGPe8IMViZJ\n",
        "UutqVM/4CyhmKf8U8M+Z+eNJXNMNfB74QYNqkCRJM+Txj38imzZt3OfY6tVHsnDhwhmqSJKk1tao\n",
        "MP5u4K8ys3+yF2TmbuC1DXq+JEmaQY9//LHccstNY449cYaqkSSp9TVqArffBO6OiGlbKk2SJLWu\n",
        "xzzmaLq69v0bv2FckqTxNSqMHwvcUTVBmyRJmkO6urpYsWLfWdNXrTpihqqRJKn1NSqM3w6cEBHz\n",
        "GnQ/SZLUZubN2/vfgM7OTjo6pmUFVUmSZoVGvTP+BuCbwG0R8SEggfuAgVqNM3NNg54rSZJaRGdn\n",
        "Z9V+w1ZPlSRpVmrUb8ofAPOBRcBHK8dqDVkvVY531jgnSZLaWHUArw7mkiRpf40K4zuARymWNzsQ\n",
        "3yuXJGkWqh6WbhiXJGliDQnjmfm4RtxHkiS1r8HBwdH9oaHBCVpKkiRnVpEkSVM2PDzM2rUPjX7f\n",
        "tWsXGzdumMGKJElqbQ2dXSUiDgeOoHh3fCTolyjeEe8BVgNnZObLG/lcSZI0sx566AF27969z7G7\n",
        "7rqDww573gxVJElSa2tIGI+IEvDPwOspQnhpTJNyjWOSJGmWuOuuO/Y7lnkHp55qGJckqZZGDVO/\n",
        "AHgjRQ/4A8D9FAH8OuBB9gbxzwJnNeiZkiSpBZTLZe66687R7yO/9NeufZjt27fPTFGSJLW4RoXx\n",
        "l1a2r8jMY4A/pfhdfH5mHg08HrgHOBb4eoOeKUmSZtgDD9zHZz97JVu3bgGgu6ODoxYcMnr+qquu\n",
        "4Kc/vZ3h4eGZKlGSpJbUqHfGnwRsAK6ufL+psj0d+Hlm3hcRLwJ+AfwB8NcNeq4kSWqycrnM/fff\n",
        "yw03XMdDDz2wz7ljD1nKEfMX8eCuRwHYtGkjX/7y1dxww3U8+9mncdxxJ7rsmSRJNC6MHwJcn5kj\n",
        "a4jfAwwBJ440yMx7I+JO4MUYxiVJajvlcpl77/0FN9xwHWvWPLTPuRJw/OLD+F+9R9LT0cmOoUFu\n",
        "2byO/kqP+ObNm/jqV780GspPOOEkQ7kkaU5rVBi/Ezhh5EtmDkbE3cCzxrS7DzilQc+UJElNUC6X\n",
        "+cUvkhtuuJ5HHlmzz7kOSpywZDnPWraKpd09o8efc9hqnr60lx9t6eOHm9ezZ3gIgK1bt/D1r/8H\n",
        "N954Paee+lxOPPFpdHU1dHEXSZLaQkNmOI+ITwBvBs7MzK9Wjl0FvAw4MjP7ImIesBG4LTNPb8Rz\n",
        "28X69dvKB24lSVJrKSZmu4Mbb7yedese2edcZ6nEiYsP41nLV7F4XveE99kzNMStW/q4ZfM6dldC\n",
        "+YhDDjmUU099Lk95ytOZN29ew38GSZKaYeXKxQedrRsVxo8BbgcWAv+QmW+PiLOALwE/Aj4FvJqi\n",
        "p/wdmfmhRjy3XRjGJUntYM+e3axfv4716x9h/fp1PPTQA2zatHGfNl2lEk9ZsoJnLjucQw8Qwsfq\n",
        "Hx7iti193Lx5PbuGBvc5t2jRIh772GNYufJwVq5cxcqVh7No0SGUSq6MKklqfTMWxgEi4mzg/wI/\n",
        "yMw3VNYe/xTwmqpmvwBekJkP1brHbGUYlyS1knK5zJYtm0dD90gA37Zt67jXdJVKnLS0l2cuO5xD\n",
        "uqbWg90/PMTtWzdw86Z17BgTyqstXLiQ3t5VlYBehPTDDlvhu+aSpJYzo2EcoBLAV2Xm2qrvLwWe\n",
        "DXwb+HrVJG9zhmFckjRT+vv76etbt0+P94YN6+nv75/U9fNKHTx1aS/PWLaSRVMM4WMNDA/z460b\n",
        "+MGmdTw6NDCpazo6OlixopeVK1fR27s3pC9cuLChtUmSdDBmPIyrNsO4JGm6lctltm3buk/o7utb\n",
        "x+bNmyZ9jw5KHNYzn96eBazsWUBvzwJW9SyiZ5p7oofKw6zbvZP1e3bRV/UZKE9+bfJDDjl0tAd9\n",
        "pDd9+fLD6OjomMbKJUkqNC2MR8QR9Vw3IjPXHLjV7GEYlyQ10sDAABs29LF+/SNVvd7r2LNn96Tv\n",
        "saCzazRwj4Tv5d3z6Sy1Rngtl8tsGdhD355d+4T0bYOT69EH6OrqYsWKlfsMc+/tPZz58+dPY+WS\n",
        "pLmonjBe71oiDwH1BMxS5Tpf9pIkaRJ27tzJ2rUP7zPUfNOmjZTLk/s1XAKWd8/fJ3T39ixkUWdX\n",
        "S0+OViqVWNY9n2Xd84lDl40e3z00uE/v+fo9u9jYv4vBGv8eg4ODPPLImv2WY1u8eEmlB70I6KtX\n",
        "H8HixUta+t9DkjT71BvGH5jCM+0lliSphqGhIdavX8eaNQ+NfrZs2Tzp63s6OvcZYt7bs5AV3fPp\n",
        "mkVDted3dvGYhYfymIWHjh4bLpfZ3L97by96fxHUHx2s/R76tm1b2bZtK3ffnaPHFi1axBFHHDX6\n",
        "WbXqCLq7D262eEmSDoZ/Am4Ch6lLkmrZtm3bPsF73bq1DA6OP7t4tWXzevbr7T60a569u1V2Dg2y\n",
        "Yc8u1u/ZOdqTvmHPboYn0S9QKpXo7V25T0Bfvvww/30lSTU5gVuLMoxLkgYGBli3bi0PP7w3fD/6\n",
        "6PYDXtdZKrGyZyErq0L3ip75dHf4xlc9hsplNvXvpm9PMWHc+j27eGT3DvqHDzxZXE/PfI444sjR\n",
        "cL569ZEsWLCgCVVLklrdjIfxiDgcOAJYBIyMiStRvCPeA6wGzsjMlzfyua3OMC5Jc8vIOt7Vvd7r\n",
        "169jeBKBb8m8blbPX8QR8xexev4iensWzKph5q2oXC6zsX83a3fvYO3uHazZtYMN/ZObDG/58sP2\n",
        "6T3v7V3pDO6SNAfNWBivrCf+z/D/s3fn4ZHc933n31V9N27MAANgZjAznJniTZEmTYs3KYkiRVGU\n",
        "aImWZDsrJVFiO7vex0ec2PHjfRLHsZ/EiWNv1vus15ZzrG1ZhxVSssRTIiVeIilSpHjXcEjMgcE5\n",
        "g7vvqto/+kB3o4EBGo0+gM/refBU9a+qu3/zkDONT39/Bz9PNoSXv65X3Gbb9o76lFIYFxHZ3pLJ\n",
        "BGNjZ0rCdzweP+/zAobJQDjKUCQbvAfDbTXfy1uqk3QcJpIxzsRzAT2xRNw5/xSCQCDAwMBQSUBv\n",
        "b2+vQ49FRKSR6rmaern/Dfhc7vxE7jgMfB+4ANifa/sy8Fc1ek8REZGGSafTPP309zh+3GZ6empd\n",
        "z+kNhgsV76FIlF3BCKbmIDelkM/HcLSD4dxCcZ7nMZdOFYL5WHyJyWSM8rEO6XSaU6dOcOrUiUJb\n",
        "Z2cXw8MHuemm2+js7Krjn0JERJpZrcL4vbnjp2zb/rplWf8A+O/AP7Nt+03Lsg4CjwFHgYdq9J4i\n",
        "IiIN89prr/Dcc0+vej1s+rLV7kh2yPlAOErYV6uPXak3wzDoDoboDoa4uLMXgLTrMpmMFYa2jyWW\n",
        "WKiwgvv8/ByvvfYKnudx9933rrguIiI7U61+K7gQmAb+Z+7xc7njzcCbtm2PWJZ1O3Ac+OfAv6/R\n",
        "+4qIiDREd3dPxfaIz88de4Y53KZ9q7e7gGmyN9LO3kg75P53mEzG+PbYSMU55729u+rbQRERaWq1\n",
        "mrvdDjxn23Z+bvS7gANcnr/Btu33gLeBu2r0niIiIg1z6NBhPvvZz7F//4GS9riT4f4z7/L3Y+8x\n",
        "lTz/vHHZHhYzaR6fOs3fnHx7RRDv7d3FXXd9nOuuu6lBvRMRkWZUq8r428Bl+Qe2bWcsy3oHuLbs\n",
        "vhHgp2r0niIiIg01PHyQn/3Zz3Pq1Ameeeb7jIy8W7j29uIsby/OcqSti+t2DbInHG1gT2WrLKRT\n",
        "PD8zwY/npnG80vVad+3q4/rrb+Kiiy7VCusiIrJCrVZT/yLwD4G7bdv+dq7tb4GfBvbatj1lWVYA\n",
        "OAu8bNv2zbV431ah1dRFRHaG0dHTPPvs9zl+/NiKaxe0dXJd7yCDkbYG9ExqbS6d5PlzE7w2f3ZF\n",
        "CO/v38P119+MZV2sqQoiIjtEI7c2OwT8GIgC/8W27V+xLOtjwAPAS2RXUP8M2Ur5r9m2/ce1eN9W\n",
        "oTAuIrKzjI+f4ZlnnuTYsbdWXOsOhDgQ7eBAbqVuLerWGjKuy2hikRNLC5yILTCRjK24Z2BgiOuv\n",
        "v5kjRyyFcBGRHaZhYRzAsqx7gD8Enrdt+x/k9h7/K+CzRbcdB26zbft0rd63FSiMi4jsTJOTEzz7\n",
        "7JO89dbrFa8bwJ5QlANtHRyIdjIUbsOv4cxNwfM8JpNxTsTmORFbYDS+SMar/HG+d+9+rr/+Zg4d\n",
        "OqwQLiKyQzU0jAPkAviAbdtjRY/vBa4Dvgs8VLTI246hMC4isrNNT0/xgx88hW2/STq9cuurPL9h\n",
        "sC/SzoFoJweiHfSFIgp3dTSbTnJyaYETsXlOxhaIu86q9xqGwfDwIa677kaGhw/qv5OIyA7X8DAu\n",
        "lSmMi4gIQCaT4cyZ04yMvMvIyLuMj5/BW6XaCtlt0oqHtHcFQnXs7fYXdzKcjC1wMpYdej6bTq55\n",
        "f2/vLg4evICDBy9gePggoVC4Tj0VEZFm11Rh3LIsP9l9xo8CD9u2PbJV79XsFMZFRKSSRCLOyZMj\n",
        "hXA+M3Nuzft7AiGGNd+8ahnX5UxiiZGl+VXnfReLRtsK4fvAgUN0dnbVqaciItJq6h7GLcv6X4B7\n",
        "gGO2bf9WUfs1wKNAZ9F7/AC407bt+c28ZytSGBcRkfWYm5tlZORdTpx4j5GRd4nHVw+LBrAnHOVg\n",
        "tJOf6O4j6g/Ur6MtJOO6/HhumuNLc2vO+wYIBALs33+AAwcu4NChC9i9u1/Dz0VEZF3qGsYty/p1\n",
        "sgu2Afytbds/m2vvA14E9gGjwDeAy4EbgYeBu3bavHGFcRER2SjP85icnChUzU+fPkEmk6l4b9Tn\n",
        "58N7hjnS3l3nXja3qWSMb4+dYCoVr3jdMAwGBoYK1e+hoX34/RptICIiG1e3MG5Z1o3A48AS8KfA\n",
        "f7Ztezp37S+BzwPngEtt257Itf8J8MvAL9m2/WfVvG+rUhgXEZHNymQyjI6eylXO32Vs7MyKey7r\n",
        "3MVtffsI+XwN6GHzcD2PH85M8PTZsRV7gPf27uLAgUMcPHiY4eGDhMOa9y0iIptXTRiv9uvfzwA+\n",
        "4NO2bT+cb7Qsywd8Mvfw3+aDeM6/BL4AXA/sqDAuIiKyWX6/nwMHDnHgwCHgg8Tjcd599xhPPPEo\n",
        "i4uLALw2f5aTsQU+MnCA/dGOxna4QWZTSR4cH2E0sVRo8/v93HjjrVx88WWa9y0iIk2j2jB+BZAA\n",
        "nihr/0mgA/CA+4sv2LadsCzrDeCaKt9TREREciKRCJdeegUXXHCURx/9Nm+++RoA85kUXz59jGt6\n",
        "+rlx19CO2bfc8zxenTvL41OnSXtuoX1wcIiPfvRedu3a3cDeiYiIrFRtGL8UeNK27fI9QD6QO560\n",
        "bftEheeNArdV+Z4iIiJSJhKJcM89n+TIkQt59NFvkUgkAPjhzCTvLc1z18BB9oSjDe7l1lrKpHl4\n",
        "4gTvLi2vEWsYBjfccAvXXXcT5g75QkJERFpLtWF8AdhTof323PE7qzzvEuBYle8pIiIiq7jkksvY\n",
        "v3+YBx/8Bu+9dxyAs6kEf33yLe4aPMhFHb0N7uHWmErG+copm7jrFNp6e3dz9933Mjg41MCeiYiI\n",
        "rK3ar4p/BFxmWVZPvsGyrE7gBrJD1B8pf4JlWd3AYeC1Kt9TRERE1tDR0cl99/0cH/7wXQQC2a3O\n",
        "XOA7E6fIuO7aT25RT0ydLgni11zzU3z+8/9UQVxERJpetWH8+dxz/5llWflV4/4F2Ur7EvCtCs/5\n",
        "U7KrtyuMi4iIbBHDMLjqqp/k85//Bdrbs4u4xV0He3G2wT2rvZlUghOxBSD75/70p/8BH/zgnYUv\n",
        "IkRERJpZtcPU/xj4GeDfAj9nWVYGuCx37bdt2y4sYWpZ1vXAPwI+C7wF/D/Vd7c6lmXdDfwzsovH\n",
        "vQt8GfiKbdujZfd9CPg0cA9wAngQ+F3bth1ERERaSG/vLq666hqefPJxAF6Zm+KSzu01VP3Hc9OF\n",
        "8wsuOMrBgxc0sDciIiIbU1Vl3LbtOHAv8CpwEdkg7gD/0bbt/5K/LxdunyIbxueBT9i2vbjZTm+E\n",
        "ZVn/HPgGcDnwP8luyfafgGctywoU3Xcf2eH11wN/AywCvwN8zbKsar+0EBERaZgrrviJwuJlo/El\n",
        "ppLxBveodjKuy2tzZwuPr7pKm7WIiEhrqXp5Udu2R2zbfh9wAfAxYLdt2/+i7LYzwPeB3wCusm3b\n",
        "rrqnVbAsax/w+2QXjbvYtu1fsG37J4FfBPYB/zh3XxfwJ8APgatt2/5V27Y/APwR8HHgvnr2W0RE\n",
        "pBba29s5evSiwuNXZqfXuLu12IuzhbninZ1dHDp0uME9EhER2ZhNV3xt2x4BRla59gZw62bfYxN+\n",
        "heyf8WfKKvJfJLsnerTovgHgN23bThTd9++AXwZ+CfjS1ndXRESktq666hrefvsNAN5YOMstfXsJ\n",
        "bIOtvoqHqF955dXavkxERFrOdh9+/Rlg3LbtV4obc3PA/0lR001kV4G/v+y+GcuyngJusywrYNt2\n",
        "eqs7LCIiUkvDwwfp7u5hdnaGlOsynlhif7Sj0d3alJTrMBpf/o798suvamBvREREqrNtw7hlWT5g\n",
        "EHjKsqy9ZKvct5L9M38X+DXbtvNfq18IxGzbnq/wUmdyxwHg1JZ2WkREpMYMw2B4+CCzszNAdu54\n",
        "q4fx8UQML3e+e3cf7e3tDe2PiIhINbbzmK4BslupATxDdsG575DdcvXngZcty+rPXe8Czq54hayZ\n",
        "otcTERFpOfv2DRfORxN1XUd1SxRXxffu3d/AnoiIiFRvO4fxodzxJuAlYNi27X9MdsG5389d/w+5\n",
        "e2W4Cl0AACAASURBVCJkV3uvJN/es0X9FBER2VLFgXUsvoTneWvc3fzOxAs7qJZ80SAiItJKtu0w\n",
        "dSCVO3rAH9u2PQdg23bGsqw/Bn4T+BTweWAaWG2MW2fuOF5tR/r6Wns4oIiItLbdu9tpa2tjaWmJ\n",
        "hOswnYrTF4qe/4lNyPFcziSWw/jll1/E7t36nBURkdaznSvjo7njlG3b3yu+kJsr/gwQsSxrGBgD\n",
        "eld5nXz7yFZ0UkREZKsZhsHBgwcLj78+erykutwq5tMpvnzqGMnclmYdHR3s2rWrwb0SERGpzrat\n",
        "jNu2PW1ZVgoIrXJLG9n54+fILtJ2pWVZbbZtl/92MgjMrrK427pMTS1U+1QREZGauPTSq3j99dcB\n",
        "WMik+dtTb3NL3z5+orsPwzDO8+zGG1ma51vjI8SdTKHtyiuvYXq69efAi4jIzrSdK+MATwJdlmVd\n",
        "VtyYW139KuC13P7jT+Qufazsvl6yc86PbX1XRUREts6hQ4f51Kc+SzgcBrLfRj8+dZpvjr1H0nEa\n",
        "27k1uJ7H09Nn+NroO4UgbhgGt912O9ddd1ODeyciIlK97R7G8wu0/VfLskIAlmUFgV/LtX8jd/wL\n",
        "IAb8umVZxXPHf5vs6IHfqUNfRUREttThwxaf//wvMDg4VGizF2f5q5NvMZWMN7BnlcUyab4++g7P\n",
        "nltetqW9vZ3PfvZzXHvt9S1R0RcREVnNtv8UsyzrvwKfA04AjwB3AvuBh4C7bdt2c/f9K+D3gHdy\n",
        "1y4juy/5l2zb/rnN9GFycr61l60VEZFtJZPJ8Pjjj/DSSy8U2vyGwYf6h7msqznmYI/GF/nm2Hss\n",
        "ZtKFtuHhg9xzzydpa9O+4iIi0lz6+zs3nK23fRgHsCzrC8DPAe8D3gQeBv4oN0S9+L6fBX6RbBB/\n",
        "Dvgq8OUK88g3RGFcRESa0RtvvMpDD32TdHo58F7Z1cdt/fvwNbDq/MrsNN+ZPIlb1HbddTdx4423\n",
        "YprbfVCfiIi0IoXxJqUwLiIizWp6eor77/8KZ89OF9qGox18bPAQEV9913l1PY/Hp07zo9mpQls4\n",
        "HObuu+/l8GGrrn0RERHZCIXxJqUwLiIizSyVSvHgg9/grbdeL7R1B0Lcu/cwu4LhuvQh4WT45th7\n",
        "nIgt70DS3z/AT//0p+nq6q5LH0RERKqlMN6kFMZFRKTZeZ7HM898n6eeeqLQFjJ93D14kENtXVv6\n",
        "3udSCf7n6HFm0slCm2VdzEc/+gmCweCWvreIiEgtKIw3KYVxERFpFW+//Qbf+tb9hXnkBnDrFu5H\n",
        "PrI0n91ezV3eXu2GG27hhhtu0WrpIiLSMhTGm5TCuIiItJKJiTH+7u/+loWF+ULbFV27uL1/uKYB\n",
        "+ZXZaR6bPEn+Q9Lv93PXXZ/g4osvrdl7iIiI1EM1YVxLkoqIiEiJPXsG+fmf/8eEw5FC24/nzjIS\n",
        "m1/jWRsTy6T5TlEQB/jkJz+rIC4iIjuGwriIiIiUOHXqBF/96l+TSMQLbSbQ5gvU7D38pkmk7PW+\n",
        "+c2/49VXX8bzNKBMRES2Pw1TrwMNUxcRkVawtLTI448/yuuv/7ikvTcY5vb+/eyPdtT0/WZTSR6b\n",
        "PLWi4r5v3zC3334X/f17avp+IiIiW0VzxpuUwriIiDQz13X50Y9+yJNPfpdkcnlF84Bhct2uQa7u\n",
        "6cNnbM1gOs/zOLY4y+NTp1nIpAvthmFw9dXXcuONtxEKhbbkvUVERGpFYbxJKYyLiEgz8jyPM2dG\n",
        "efTRbzExMV5yzWrv5ta+fXQG6rO1WMp1+MHZcX44M4Fb1N7e3s5tt32Yiy++TKuri4hI01IYb1IK\n",
        "4yIiUm+O47C0tMjCwjwLCwssLuaP2Z+FhXkWFxcKW5jl9QRCfLB/PwfbOhvS77PJOI9NnuJUfLGk\n",
        "3TRN2ts76OjozB07yh5nj4FA7ea1i4iIrJfCeJNSGBcRkVrxPI9kMsHCwnKgzh+z59ngvbS0tKHX\n",
        "9RsG7+8d4JqePfjNxq7v6nkeby3M8MTUKEtO+vxPKBIOh2lv76wQ1jsK7dFom6rsIiJSUwrjTUph\n",
        "XERE1sNxnJJAXamSvbAwTyaTqdl7BgyTQ22d3NK3l65Ac83NTjoOz54b4/X5c8Sd2v2Z81X281Xa\n",
        "VWUXEZH1UhhvUgrjIiI7m+d5JBKJQsCuVMleWFggFttYNft82nx+2v1B2v0B2v0BOvyBssdBgqbZ\n",
        "ElXitOuymEmxmEmzmEmzkEmveLyUSZXMN9+sUChcUlGvVGlva1OVXUREFMablsK4iMj2tVzNLq5k\n",
        "L5/ng3etq9nFgTp/Xvy4zR/A3GEh0fM8Yk6mENAXM6lcaF9+vJhJk3Cdmr2naZq0tbWXhPT8eXF4\n",
        "DwbrsxCeiIg0hsJ4k1IYFxFpfp7nkUqlSKWSJJPJwrH0PLGioh2LxWrajzZfcRW7tJLdatXsZlVe\n",
        "ZV+urpe2udTu4zsUChVV2Dvp6GgnHI4QDIYIhUK5Y5hQaPlxMBjEbPD8fRERWR+F8SalMC4isnXy\n",
        "Ibo4NBeH5/K27L2JivdvpYBhrhgmrmp282pElb2SQCBAKBQuC+2l55Xayq8r1IuIbK1qwrh/Kzoi\n",
        "IiJyPitDdOWAvJ62RjKA6CrV7OLHIZ+vof2UjTEMg7bcFyR71rgv7bosVaiq16rKnk6nc9vPLVT1\n",
        "/LxsqC8O6OGix8GSynxxoFeoFxHZOgrjIiKyIdkQXWkI98rQvPq1BKlUqtF/lBX8hknINAmZPoKm\n",
        "j6DPR8g0s+emj5DpI+rzl8zTVjV7ZwuYJt3BEN3B1Vei9zyPeK7Knq+uLzlpko5D0nVI5X6Srlt0\n",
        "7pBya7cc3XKoXzzvvWsJBAJrVudXXgtXvK5QLyKiYep1oWHqItIMXNclnU4VwnGlgLxyOPfKod7N\n",
        "GKIDhpkLy7mjLxemi4L18tFcEbTz1xSqpZl4nkcqF9CTawT2pFP6uPT+2ob6WikO9esdel8+vz4Y\n",
        "DOLTiBMRaRIapi4isg25rluysNhqc6HXqkw3c4gOmT6CPrMsMGeDdElb2T3FQVshWrYjwzAI+bJf\n",
        "LnVs4nU8zyPtuUWV+MqBPek6pJzS0L9cuc9er5V8pX5paXOVer/fv0YVPrhqZb68TaFeRBpBYVxE\n",
        "pMGSySSzszPMzp7LHWeYmZlhbm6GWGypyUP0ymHcK4L0GkFbIVpk6xmGQdDI/v2rVagvDujlgT3l\n",
        "OkXVenfFMPxahvpMJkMmk2FpaWlTr+P3+wmHI3R395T99NLd3UM0GtUOBiJSc/pXpQ40TF1kZ/M8\n",
        "j8XFhVzIXg7c+Z94vLZbY60lWBKci+ZGF4Xk5SHelYN2wDQVokWkavlQXwjozlrD8JfvybcV31Ov\n",
        "X7CCwWDFkN7d3UNnZ5cq6yKirc2alcK4yPaXyWSYnc1Ws2dm8lXuWWZnzzE3N0smk9nU6wdXBOcK\n",
        "Q7Z9q8yNLgraquyIyHZRKdSvGHZfPpd+lfn1m/lFzTAMOju76O7upadnZWAPhVZf3E9Etg+F8Sal\n",
        "MC7S+jzPIx6PrxhOnv9ZWJiv+rV9hkFXIEh3IERXIER37qcrEKTDH1SIFhHZQvlQH8tkmE0nmUsn\n",
        "mU0nmU2nCuebWQQvEomuGP7e05MN6u3tHfr3XWSbUBhvUgrjIq3BdV3m5+eKQva5wtztmZmZTe1n\n",
        "HTF9dAVLg3b+vN0f0C9jIiJNKr813Vw6lQvpyVxozz5ezKSrfm2/309XV3euit5dqK53dWVDu9+v\n",
        "5Z1EWoXCeJNSGBdpPqdPn2R09HTJsPL5+TncKqsfBtAZCBYq28VhuzsQIqT5hCIi21LadZkrCudz\n",
        "ZYHd8ar/NbCjo7Okor57dz9Hjljap12kCSmMNymFcZHm8vLLL/Lww39f9fODpslAuI3BcJSBUBu7\n",
        "Q2E6AyF8qm6LiEgRz/NYzKQ5m0ownogxnlhiPBFj0am+mn755Vdy110fr2EvRaQWtM+4iMg6zM3N\n",
        "bur5KdflZGyBk7EFIDvnO+LzEzH9hH2+7Llv+Txs+nNtPsK5ayFt6yUi0nI8zyPlusSdDHE3Q8LJ\n",
        "EHec3DF37mbP89fiToa0V/2c83Kb/QwTkeahcZN18Bu/8Vv/utF9EJFle/YMAhAKhQiHI/j9fjwP\n",
        "HKe6Fc89sgE95mSYz6Q4m0owkYwxGl9iJLbAO0tzvLUww6vzZ/nR7BQvzEzw7Llxnj83zuvz53hz\n",
        "YYZ3Fmd5LzbP6dgiz58b56GJE0wn40R8fpKug+t5mIaBzzB4evoMXzl9DM/zGI6u3DVY13Vd13Vd\n",
        "189/fW+knbiTYT6d4lwqyUQyxvemTvOt8RFGluYZjS/x2txZfjQ3xQszkzx7downp8/w3MwEL81O\n",
        "8ercWd5cmOFY/t/v+CLjyRjTqQRz6RRLTib77/cm1moPBoO0tbXT3d1LX18/Bw4c4uabP0A0Gq36\n",
        "NUVka/zhH/7Bv9noc1QZF5EdJxKJcOutH1rR7rouiUSceDxOPB4rOSYS+cdxxsfPMD8/RyAQxHUd\n",
        "HMepqh8Zz2MmnYR05YXh7MVZ7MXSCojfMDFzBfU35s9xLpUoVNvz1fiZ3EJz+cpMyPRpgTgR2bby\n",
        "q6HHnUxhMbXpZJyXZiZJuE5JlXoqGQPg+dyXoqs5k1jiTGKpZn00DINIJILnQTweo7d3F3v37icS\n",
        "iRCJRAmHs8f840gkUviyWES2L/0NFxHJMU2TaLSNaLRtzfueeuoJnn76e1x77XXccMMtpNPpkvD+\n",
        "8ssvYttvsn//Afr796wI94uLC5sI8C75IstcJsXcYmrVe1+em+bluWkMyAZ2MztMPp4bATASm8d/\n",
        "zswNo88Nqff5SbnV9U1EZLO83GJncSfDaHxxeeh3bhj4SCy7jeRr82exF2dJOBkSrrNikbRjS3Mc\n",
        "W5pb9X02s6gaQDAYoru7Z0V4Hh8/w3vvHefiiy/jmmt+qnAtFApjGEbh8+Piiy/jxhtv3VQfRKT1\n",
        "qVRSB1rATUTKOY5TsQqfbVuuwpdX5qtd7b0aAcMszHXPB/VIyc/y/PhIbl68Xyv8ikiO43lFc6mX\n",
        "51QXzt3l9kSuPVnnLwMrV6aLA3ZptToSiapaLSIVaTX1JqUwLiK14HkeqVRqjfC+HOITiRixWPZ6\n",
        "KrV69bzWygP88vD55fNofnE7BXiRluHm9touD9YJN0PMKQ7Vy4G7nsHa7/dXHOq9fL4yXIfDYU3h\n",
        "EZGaURhvUgrjItJIjuNUCOznr8J7mxzGuV7LAb5CxT0X5KPFFXpTAV5kM8qDdb4qXVypLq9k1zNY\n",
        "h8PhDVerA4FA3fonIlKJwniTUhgXkVbjeR7JZLIsxBf/xInFSh/H47G6DaM/X4Avb1eAl+3KLRkK\n",
        "fv5QXe9gXVyZjkazATsajRZVq6Ml94TDYUz9XRWRFqQw3qQUxkVkJ8gOo0/mQvpygM8Ol4+taM9f\n",
        "q1cFPmiaRXu+Fw2Xrxjis0HeZygUSP2UBGvXqRCoi4aH56vaDQrWxSG6NFwvt4VCCtYisnMojDcp\n",
        "hXERkcpKK/BrV92L2+oZ4PML1C0Pl88G9eJ58LuCYdr8GiYrK6Vdl4lkrBCeY+VDw4uHi9d1KHhk\n",
        "lUp1pYCtirWIyPkojDcphXERkdopDvClVffVwnt8ywO83zC4d+gwB9o6t+w9pPUsZtL8jxNvEstt\n",
        "J7hV8nOsl4eCR4lGS6vYy+E6uwWXgrWISG1VE8a1N4OIiLQUwzAIh8OEw2F6enrX9ZxsgE9saAj9\n",
        "Rhaxy3gep+OLCuNSYioZ23AQLw7WxdXq1arXCtYiIq1LYVxERLa9bIDPVgTXy/M8EonEijnusdgS\n",
        "P/jB0ySTicK9nf4g7+vu24quSws7EO1kONrBydhCSfu1115HT8+uiguZKViLiOwcGqZeBxqmLiKy\n",
        "PSSTCR544Gu8997xQttQuI2PD12gOeNSkeO5PDpxitfmzxbaenp6+dSnfpbe3l0N7JmIiNSS5ow3\n",
        "KYVxEZHWNzc3y9e+9jdMT08V2i7q6OHOPQe0bZqsyfM8np+Z4MnpM4W2cDjCvff+DMPDBxvXMRER\n",
        "qRmF8SalMC4i0txc1yWRSJBIxHM/pefxeJw33niVWGyp8Jzrege4ftcghqGPUlkfe2GGb4+PkMmt\n",
        "RWCaJldccRVtbe25dRAiuZ/Sc79fswpFRJqdwniTUhgXEdl6+VXWy0N0Mrl8Xhq0lwN3KpVa9/v4\n",
        "DIM79gxzSaeGGMvGjSWWuH/0OEsbWNjN7/eXhPNIJEIotHy+VpDXHHQRkfpQGG9SCuMiIuvjeR6p\n",
        "VIpkMhuUswG6UsV6ZaBOJBLnf4NNipg+Pj50mH3R9i1/L9m+5tMpvj76DtOprf9/NhgMVgjq2WM+\n",
        "yIdCkRWhPhQKadSHiMgGKIw3KYVxEdlp0un0msO+1wrUrus2pM9h00fI5yNs+gn7fIRNH2Ff9jxk\n",
        "+on6/Bxu7yLi05Bh2byM6/Lu0hzzmRQJxyHhOCTdTPa8cHRIOBka8UuEYRiEQqFVg3ylUJ9vDwQC\n",
        "CvIisuMojDcphXERaUWO42woUBcPCc9kNra3cq0ETZOQ6Sfi8xHKh2nTlw3XufNQcZuZD9s+hQdp\n",
        "Sp7nkfbcXGDPFAJ69lgU4IvaEm6GZC7MN4JpmqsMnV890OfPAwHtSiAiramaMK6v90VEtjHXddc1\n",
        "jzqZTJQMCU8mExuaR11LfsMoCtH+lRXroraI6c9dy4ZsnwK1bDOGYRA0fARNH52B4Iae63keyUJA\n",
        "Xw7syeJQX3Qt6TrEcwE/tYkRKq7rEovFiMViG35udn58paHz5w/yPp+v6j6LiDSCwriISBPwPA/H\n",
        "cUilUqTTKVKpVMn5Wm1rXXOcxlTGfIaRq0wXD/terkLnh38Xt0V8fkKmT9uEidSIkf9iq4qpFa7n\n",
        "LYf0CkPnyyvwxVX7/Grx1chkMiwuLrK4uLjh55qmSTAYJBAIEgwGS84DgSCBQGDN66s9R6NmRGSr\n",
        "KIyLiGxQfpGxjQfl9JrP8TbxC+xWMKBQna40l7o0VJdWrAOGqV9gRVqYaRhEfdm1EjYq47q5inzp\n",
        "0Pn8cPpkeVvumHQdnE38O7i8RWFtF8arFNpLj4F1Bfvio1a5FxFQGBeRbc5xnCoqzek1w3U6nW70\n",
        "H2vdDCBYqFAXz5cunTcd8i1XpvNtQVOBWkQ2zm+a+E2TNv/G5n/n58evrLafZ258LuBv1dKP+c+D\n",
        "paXavabP59twgD9fm8+ntS9EWo3CuIg0Bc/zyGQymxqSXelao1bmrobPMAgaJgHTR8A0CZrZ82yb\n",
        "STDXHjCWz0vvWdnmMwz9ciYiLaF4fnxHFc93PJeU65J2XVKuQ9p1SXvL5ynXJe05hXvSrkPKKzrP\n",
        "P9dbvj/jbc1niOM4xOPZ7RtrxTCMdQb7wIYCvz5DRLbOjgvjlmX9R+DXgFtt2/5+2bUPAZ8G7gFO\n",
        "AA8Cv2vbdmMmXYo0Kdd1N1BtTq87QLeSbCDOhV7TzIXk5fOgmR2qXRyi1wraAdOnxcdERDbBZ5hE\n",
        "fCaRGq7j5noemULIrxzY066zMvSfJ+hvxaQkz/NIJpMkk8mavm4gcL7wvv5h+vlzLbYnkrWjwrhl\n",
        "WdcCvwIr/w20LOs+4MvAm8DfAO8Dfge4wrKs+2zbbsw+PSJbyHEcpqYmGR8fZXFxcd3DtBu1bVU1\n",
        "TDhvYC5UnEvaSoN20Fi+R/OhRUR2BrOoWg+12XbN8zwynlcU4ssr9U5phd8rrfaX35N/3mbm268l\n",
        "+6V6mlisduP0z7fYXvExHI6wZ88AAwNDBIMb21FApNntmDBuWVYQ+Euyv5uXX+sC/gT4IXCzbduJ\n",
        "XHu+in4f8KX69Vak9jzPY25uljNnRhkbO83Y2BkmJsaaKlj7DWM5AJcPxTbKKsprVKKLH2uYtoiI\n",
        "NBPDMAgYBoEaL+Lm5AP+GoG9JNSXD9svq/ancsP8t0I1i+0ZhsHu3f0MDg4xNLSPwcG97N7dp8Xw\n",
        "pKXtmDAO/DZwBHgM+FDZtV8BBoDfzAfxnH8H/DLwSyiMS4uJx+OMjY2W/FSz52slBpRUi/MBecWw\n",
        "7LLAXGn+c3HQNhWaRUREquIzDHw+P+EajgDPL6qXXmV4fj6wF+boF1Xzy0N//jzlOlUN0/c8j6mp\n",
        "CaamJvjxj38EZIfQDwwMMTi4l6GhvQwO7qWjo1NfwkvL2BFh3LKsK4DfJBuue1gZxm8iO3T9/uJG\n",
        "27ZnLMt6CrjNsqyAbduts4Sy7CiZTIbJyQnGxk7nKt+jzMycW9dzO/1BBiNt9ARCBCsMyy4E7aI5\n",
        "z35Vm0VERLY9o2SYfm14npet4peH+JKgv1y1n0+nGE8sMZ1aWUVPp9OcOnWCU6dOFNra29sZHNxb\n",
        "8hMKhWrWf5Fa2vZh3LIsH/BFwAb+APjDCrddCMRs256vcO1M7jgAnNqSTopsgOd5zMycY2xslDNn\n",
        "ssPNJyfHcZzzrzMYMn0MhqMMhNsYDLcxEI5ueOsZERERkWoZhoHfMPBjEtnAPvYp12E8EWMssVQ4\n",
        "LmZW1skWFxc5duxtjh17u9C2a9duBgf3FarnfX39WkROmsK2D+PAPweuAm6wbTttWVale7qAs6s8\n",
        "fyZ3VBiXhojFlgrV7jNnRhkfH13XHCsTg/5QJBu8I1EGw9nqtyraIiIi0mqCpo/haAfD0eWN7xbS\n",
        "qUIwz4f0SvPcz56d5uzZaV577WUA/H4/e/YMFirnQ0N76erq1u9IUnfbOoxb2eT9r4E/tW37uTVu\n",
        "jQCVquIUtffUsGsiJZ566gmefvp7m3oNAxgKt3GwrZMD0Q76Q1H8uUVNnp4+w4PjJ9Z+gSLX9Q5w\n",
        "w+6hdd//9PQZnj03rtfX6+v19fp6fb2+Xl+vX7fX7wgE6QgEOdrRDWS3ojubSnAqtsBIbJ6RpQUq\n",
        "bSSXyWQYHT3F6Ghpne3CCy/hE5+4b939EdmsbRvGLcsyyA5PHwd+6zy3TwPtq1zrzB3X/y9Fmb6+\n",
        "jvPfJDtaNLr5rTo8YDSxxGhiiWfOjhEyfYR9fkKmj4TTPCumi4iIiFRjMhnjhXMTJF2HhJMh4Tok\n",
        "HIek65AselztTu6nTo3o93apq20bxoH/FbgBuMu27UpLSBePQxkDLljldXpzx5HadU1ka3mQ/UBy\n",
        "zz+PvJLnZyZ4ff4cYZ+PsOkn5PMRNn3Zx7mAX7hm+ogr7IuIiEgRz/Oyodl1SDoOCTdTCM7ZY4aR\n",
        "pdUGplZ2fGme4xt8zkYMDAxs2WuLVLJtJ0ZYlvUEcPM6bj0E/ClwF9Bh2/ZS2et8B7jKtu3eSk9e\n",
        "j8nJ+eq+npMdL5lMsrAwTyKRIJmMF/bkTCSWz5fbl4/pdOMW/g+aJiHTnwvr2dCef5yv1odNXy7g\n",
        "l7b7NFdLRESkabi5QF0cphNlVehkWchOuBmSuceN+gXY7/cTDocJhcKEwxHC4eVjpbZwOExbWzvR\n",
        "aFuDeizbQX9/54Z/kd3OlfH/Cny3QvtHgJ8C/hvZavcs8ATZMP4x4G/zN1qW1Ut227MfbWlPRVYR\n",
        "CoUIhfo2/DzHcUgmy4P7yuPyPcvtqVRyU33O7iGaYqGKYnnAMEvCeUkFvkK4z4b6bLjPz48XERGR\n",
        "ZY7nFcJzskKYzofnRG7od3GoTrkrF0Orl0AgsEaYrhSol49+/3aOOLKd7LgylGVZfwz878Cttm1/\n",
        "P9fWDZwG3gRus217Mdf+n4BfBe60bfuRat9TlXFpJa7rrhnkKwX4/DGZPP8q71vFbxhlIX1l5T1k\n",
        "+mjz+9kdjNDuD2jVVBERaTkJJ8NUMs5CJl0SnovnURdXsiutLl4vwWBw1Up0cVulgK2tx6TVqDJe\n",
        "Jdu2Zy3L+n3g94CXLMt6CLgMuBX40maCuEirMU2TSCRKJBLd8HM9z6sQ5ItDfKWh9stB3vOq/94q\n",
        "43lknDRLzvqG6EdMH33hKH2hCP25n95gREPlRUSkKXiex1w6xWQyxmQyzlQyzmQyzkImVdd+hEKh\n",
        "VYZ4F1erV1anQ6GQArXIeezEMO7lfkrYtv37lmWNAL8I/DzwHPAF4Mt17Z1ICzMMI/dBHGGjuwF6\n",
        "nkcqlVp1WH3pnPmVAd/d4FC6uOtwMrbAydhCoc3EYHconAvo2aDeF4oQ8e3EfypFRKRe0q7LdCFw\n",
        "xwrBu1ZV7crBuTRYrxaoTU0DE9kyKgHVgYapi2wtz/NIp9MVq+3lbXNzs0xNTZBKrb+y0OEPFMJ5\n",
        "fy6gdwdCGuYuIiIb4nkeS06mJHBPJWPMpJLrXuzM5/Oxe3cfPT27Vp0zXTzsOxTS55VIPVQzTF1/\n",
        "M+tAYVykuXiex9zcLBMT40xOjjM5OcHk5Djz83Prfo2AYRaF8yj9oQi7QxECqiCIiAjZhdPOpRIr\n",
        "qt0b2Q40EonS3z9Af/8e9uzJHnt7d2v4t0gTUhhvUgrjIq0hkYjngvlEIaRPT0/iOOvbr90AeoKh\n",
        "QjjPD3dv8/lVlRAR2cbyi6oVV7unUwmcDayF0tu7qxC8s8cB2tvb9fkh0iIUxpuUwrhI63Ich3Pn\n",
        "zubC+TgTExNMTY0Ti8XW/RoRn5+94TZu7ttLbzC8hb0VEZF6STgZnpw+w3tL88xvYFG1YDBIX9+e\n",
        "otC9h927+wkGg1vYWxHZalpNXUSkCq7rFuaVx+Px3PzyyuepVJJQKLyhRePiToZ3lubwGQYfG7pg\n",
        "i/80IiJSD6/Pn+OVuekNPy8cjuA4GWZmzhGPx5mcHC8sfhqJlB7z88C1b7bI9qS/2SKybWQymXUE\n",
        "6sSKtlQqWZf+7Qm31eV9RERk6/WFIhhU2KLnPObn5za0RglAIBBYEdjD4XBJaK8U5AOBgIa5izQx\n",
        "/e2sAw1TF1m/4pXR86G5ODwXh+rya+n0+vYYr6WgaRI2/YR9PsI+P2HTR8SXe1zU3h0I0ReK1L1/\n",
        "IiKydebTKaaScRJuhoTjEHeyx/zjhJMh4S4f683n81UI8REikXBR5X1lkNcK7CIbpznjTUphXHYi\n",
        "z/NIJpOrhuq1zje6Z3gthM1cmM6F6IjPRygXpiuF6/z9Pv2yIiIi6+B6Hsl8MC8K7PGywF5+BjVq\n",
        "UwAAHTxJREFUPeFkqPenomEYRdulVa66Vz4Pa19y2bE0Z1xEai6TyeT2606sCM/LIXrl0O9kMoG3\n",
        "gVVka8GEkkCdD86RCiE67PMV2kOmTxUAERHZUqZhEPH5ifg29uu353mkPXfVqnuhvUKYz1T5Oex5\n",
        "HvF49vN8o4LBUIWgXnlIfT7Ah0JhDamXHUn/x9eBKuPSKJ7nlYTp4mP2J7mivfh6IpFY97ZeteQ3\n",
        "jJLgHFlRlS6qWBeF64Bh6oNcREQkJ+26JN0M8VXC+orKfK491YARaqZpEgqFC+E8FAqVPF7tmL8v\n",
        "GAzqdwBpKFXGRbaZ/Pzp5ZCcLAnK6wnZjQjTefn51JEKVelKQ77zQ8MDGuImIiKyaQHTJGAGad/g\n",
        "b/yO560Z3vPD7eMVKvXVcl2XeDxGPL7+rUOLGYaxalhfPl891CvMSyMojItsoeXFyBLrCNHJivc1\n",
        "Yv50MRODUG4od/F86krhurg9pPnUIiIiLclnGLT5A7QR2NDzvMK8eId4pUXsCu3LAT/pZKv31Q6p\n",
        "L37v/HS5amTDfGhFaM+eV67Sl4d+hXnZKIVxkTV4nkcqlao4fHvlMVnxvnrPmy7nM4xskDZ9uVDt\n",
        "J2SahHz+QsAOmbkfX+6+XJgOmT78hqEPFxERETkvIz/NzOenm9CGnptxXZKuk/1xsseE65Byssek\n",
        "mylpz58nc9cz3uaKF9kwn/3drVqrDa1fz5D7YDCkxe92IIVx2dayYXr1edHLxySpVOVqdaPDtD8X\n",
        "ppeD9CoButDmLwnVfv3DLiIiIk3Ob5r4TXPD1fg8J1eVT+aG0ScLIb4o3DsOKTdXkS9rT28yzAO5\n",
        "wkxyw/vI5wWDwfPMj8+fVw73CvOtR2FcWprrurz00gtMTIytOvS70fyGWRqWc0E5WBKq/WVV6eWw\n",
        "rTAtIiIisjafYRD1+YlucLX6PLcQ5ldW4vOBvTjA5+fNJ3OL5NVi0btUKkUqlWJhYb6q5+fDfHlo\n",
        "7+7u4ZprfopIJLrpPkptKYxLS3vjjVf5znce2tL3CBgmYV8uPJdVoMO+0vAcNn0Ey0K1z1CYFhER\n",
        "EWlm1W49l+d6Xq7qvnIIfXmwr1S1T25i8bu8tcJ8LLbEHXfcven3kNpSGJeWFg5HzntP0DQLVeZw\n",
        "bh50efW5NFT7C6E7aPq0CJmIiIiIrMksmi9fzUj7fJhfMW9+RYgvC/ZF4X4t6/mdWerP1+gO7AS/\n",
        "8Ru/9a8b3YdW89RTT/ClL/13AIaHD656vbd3FxdeeAkjI++WzO3uDYSIuw7v79nDffstrunZw5Xd\n",
        "fVzWtYuLO3uZTMZ4YWaS/ZF23r9rkD3hKLtCEboDIdr9AV6cmeTrZ45jAMPRjhXv//T0Gb5y+hie\n",
        "5+m6ruu6ruu6ruu6ruu6rm/qumEYPHdunAfG3iPq83NZ1256g2H6w1GGIm3sj3ZwJr7IS7NTXNjR\n",
        "w0cGD/K+7j6u7unn2t4BrusdIOO6nEksrXjfK6+8mltu+RDPPPP9df1+vdp1Wdsf/uEf/JuNPkeV\n",
        "cWl5V199LUNDe7n//q8WFsw4l87OFa/F/B0RERERkWaW9lxGYqXD0wOBAHfe+TEuueTyBvVKzkeT\n",
        "WWVbGBzcyz/8h7/AkSNWSfuP56d5d6m6FS1FRERERJrd2WScvz75NlOp5W3Zdu/u43Of+6cK4k1O\n",
        "k2HrYHJyvrF7Y+0gnufx/PPP8r3vPVYybN1vGARzK5gHTXPFMWD6CBrmmvfkr2nfbRERERHZjIzr\n",
        "kvJcUq5D2nVIutnzlOuSzh2zj4vPKx/Lt2W77LL38eEPf5RAoLpt4qQ6/f2dGw4IShR1oDBef6dP\n",
        "n+SBB77G4uJCzV/bgNIQn1sgbjnUrx3my9tMBXsRERGRpuZ53nII9lxSjkPKqxCMVwTmyiHapfbx\n",
        "wO/3c/vtd3HFFVfV/LXl/BTGm5TCeGPEYks88si3se03S6rkzcZvGIVQvyK4G6uF+mzwDxW1BUyT\n",
        "gGGqai8iIiI7nud5OLkVyleE4TVCdLJiddpdUX1uNkND+7jjjrvp79/T6K7sWArjTUphvLE8zyOd\n",
        "TpNKJXP7LyZJJpfPKx+Xz7P3Ll93nM3vA7lVDCBQHNyNtYfdV/4SYPnLAG3rJiIiIvXiel5JKC6p\n",
        "MnvrH7qdzt3TzPHZNE2CwSDBYCj3Eyw5hkLBFW2V7g+FggQCQUxTS4E1WjVhXKupy7ZnGEbuH6xg\n",
        "TV7PcZyKAb48tK833NeSB7kPo9p8/PgKc+3NwvD70qH5vtLwv8bQfFXtRUREthfP88gUqs+VAnF5\n",
        "iF47TGeavPocCARyAbhSQK4UnrPnle73+Xz6vUgUxkU2yufzEYlEiEQim36t5ar9alX6JMnk2uE+\n",
        "f18qlSKTydTgT7jM8TziToZ4jQYDVAr1q82pzw+7D5i5H6NSmwK+iIjIeuSDczq34Ffazf3kzz2n\n",
        "pC0fkJO5BcZWq0Q38/DPbPV5/eF59fuyR/3OIbWmMC7SQKVV+/ZNv57rumUV+MqhvTzUrwz82fNa\n",
        "z7VPuS4pXKjhSP/8nPtCSC8L64GKwb4s4K8S/LW4noiI1JPneWVB2VkZmgvnq4Tq4ueVXW8Fa4Xh\n",
        "4vNscF47PPv9ijrS3PR/qMg2Ypom4XCEcLg2VftMJlOxYr9aeF9rHn46na7Bn3CljOeRcTLEt+C1\n",
        "fYZRIeT78FcM9msF/9L2oGniMzS3S0SkFeXnNa8elCsH4bS7RoDOhetMEy84uxqfz1ez8Kzqs+w0\n",
        "CuMiUpFhGAQCAQKBAG1tm3+9bNV+rUXzVlbt0+l07ie1ynFrAn6e43k4nkPCrf2ifSaUVvRXqc77\n",
        "1x34zcLr+Q1Dv8yIyI6VX0W7NOiuVUl2Ktybnb+cdp0VodlpwcCc5/P5CASCuc/3IMFgoORx/nP/\n",
        "/AuLlc59FpHqKIyLSF1kq/ZhwuFwzV4zP+d+tcCeSq0d5M93z1ZuiecCSdchiVPTYfuQXVV/ZfXe\n",
        "V6GSv77h+pqnLyK1Vpi/XCnwnjcorwzI5VXp1o3LFALxypBcGpbXvqdy0NaK2yLNRWFcRFpW6Zz7\n",
        "GpTvi+SH6W9V0HdrtOJ9xb5D9pdTp7bz8/Oqm6e/WuA3S15L8/RFmsfK+cvnm8dcoX2NqnSrWh45\n",
        "dr4AvP6QXPwcfeEpsnMojIuIVFA8TB+iNX99x3HWEepXu772PY6zBQm8SL3m6YdMHxGfn4jPTzR3\n",
        "LP4pbvOr2iOyKsfzSDgZYk4mt0NG5Z+YkyHhOC09fznPNM2i8Lt68M2fn6/SXHxdW1KJSK0ojIuI\n",
        "NIDP58Pnq81ie+Vc191gJT9V2GKvmebpL7D+9woY5qpBPftTGuzDPr+q8NKSPM8j6TolAbo0VDvE\n",
        "nDRxZ/me5Base1EL652/vP6q8vJ1zWMWkVagMC4iss2YpkkolN0vtdbWmqefDfPnq+6v/WVAtdKe\n",
        "SzqTYj6z/tcIn6fyXt4eNDVfXmov7bqrhOrVwnamrvOhNX9ZRGTrKIyLiMi61XOefiKRIB6PEYvF\n",
        "cscl4vEY8Xi85HEsFqtqDn7CzVbgZ9LJdd1vYlSssq9Vkdfw+Z1lI8PB8+f1GApuGAaRSIRIJEok\n",
        "EiUaLT0ut7cRiUQ0f1lEpE4UxkVEpCmUz9Pv6lrf8zzPI5VKrQjoxcfytkRi4zPeXTyWnDRLjobP\n",
        "7wTNPBw8GAxVDNSrtYVCYVWhRUSakD7x62Bycr51V0AREdmGXNclkYifN7Tn2+Lx2KaG0W9Efvj8\n",
        "qkPn/X4Gw21EfPo+vRpp12UsscRiJt0Uw8F9Pl9RgG7LHSNFleqV4VrzoUVEmk9/f+eGs7XCeB0o\n",
        "jIuItL50Ol0YIl+pCh+Px4uG0lc/fH49DGBvpJ0j7V0caeumO1j79QG2k5iT4d3FOY4vzfLe0gKZ\n",
        "LdxWq1KFeuVw8OWgraHgIiLbg8J4k1IYFxHZebLD55Mrqu7lFffNDp8H2B0MczgXzAfCUYU7YCaV\n",
        "4J3FOY4vzTEaX6yqyl08HHytYeAaDi4iIgrjTUphXERE1mPt4fNLxONxzp07y9jY6Kqv0eYLcKS9\n",
        "i8PtXQxHOnbMInKe5zGWiPHO4izHl+Y4m0qsem9v7y727BksGg4eLRkWnv2J4PdrKoCIiKyPwniT\n",
        "UhgXEZFaWlxc5J133uadd95mZORdHKfywmEBw+RgWydH2ru4oK1r280zz7guJ2ILHF+a5fjiHEtO\n",
        "ZtV79+7dz9GjF3LkyIXs2rW7jr0UEZGdQGG8SSmMi4jIVkmlUoyMHOfYsbc5ftwmHq881N0A9kXa\n",
        "OdLezeH2LroDrTnPfHn+9xwjS/OkV5n/7ff7OXjwAo4cuZAjRyza2trr3FMREdlJFMablMK4iIjU\n",
        "g+u6jI6e4tixtzh27G1mZ2dWvXd3MMzVPf1c1rmrJeaYn4ot8PTZsTXnf0ciUY4csTh69EIOHLiA\n",
        "YDBY1z6KiMjOpTDepBTGRUSk3jzP4+zZ6UIwX22e+U9093Fr376m3t/8tbmzPDJxgko18N7eXRw5\n",
        "ciFHj17I0NA+LaAmIiINoTDepBTGRUSk0daaZ360vYu7Bg4RaLIg63kez54b55mzYyXtQ0P7OHr0\n",
        "Qo4evUjzv0VEpCkojDcphXEREWkmyWSSBx/8Bm+//UahbTAc5d6hw0T9gQb2bJnjeTwycYLX588V\n",
        "2vr69vDJT36Grq7uBvZMRERkJYXxJqUwLiIizcbzPB5//FFeeOHZQlt3IMQn9x6mJxhuYM8g6Th8\n",
        "Y+xdTsQWCm0HD17AJz7xM4RCrbnwnIiIbG8K401KYVxERJrViy8+x2OPPVR4HDF93Lv3MEORxqw+\n",
        "vpBO8fXR40yllleFv/zyK7njjrvx+XwN6ZOIiMj5VBPGm2tymIiIiNTV1Vf/FPfe+2n8/uwe5HHX\n",
        "4SunjzGbSta9L47n8eXTx0qC+I033spHPnKPgriIiGw7CuMiIiI7nGVdxGc+8zkikSgAGc/jzYVz\n",
        "53lW7Z2KLTCbzn4JYJomd931cW644ZaW2HpNRERkoxTGRUREhL179/H+999YeBx3MnXvQ/F7Hj16\n",
        "EZdffmXd+yAiIlIvCuMiIiICQCQSKZwnirY+q5eEu/yexX0RERHZjhTGRUREBIBweHkV9YRb/8p4\n",
        "sqgyHgo1dkV3ERGRreZvdAe2mmVZXcD/AdwBHARGge8Bv23b9lTZvR8CPg3cA5wAHgR+17bt+pcH\n",
        "RERE6qw4ACfdxlbGi78YEBER2Y62dWXcsqxO4EfArwLdwP9H9s/8BeA1y7KGiu69D3gEuB74G2AR\n",
        "+B3ga5ZlbfsvLUREZGdbWFjghz98rvA42YBh6sXv+cYbrzE+Plb3PoiIiNTLtg7jwO+SrYb/B2DY\n",
        "tu1fsm37KPAvgT7gP0Ohev4nwA+Bq23b/lXbtj8A/BHwceC+BvRdRERky3mex49+9AJ/8Rd/yrFj\n",
        "bxXae4P1r0zvKqrMT01N8D/+x5/z3e8+TCqVqntfREREttp2D+N3Ay7wX2zbdova/xRYAD6Qe/wr\n",
        "wADwf9m2nSi6798BaeCX6tBXERGRupqamuSv/uoveeSRb5Mq2lf80s5ePrxnuO79ubq7nxt3DeLL\n",
        "bWXmeR4vvPADvvjF/5vjx+2690dERGQrbduNOy3LMoBfBkzbtv+47JoPOAX0Am3Aw8BtQI9t2/Nl\n",
        "934ndy1k23a6mr5MTs571TxPRERkK6TTaZ599vs899wzuO7yd9U9gRC37xlmONrRwN7BTCrBoxOn\n",
        "OBlfKGm/6KJL+eAH76S9vb1BPRMREamsv79zw9l6286Ftm3bA/7PVS7fTrYS/pJt245lWRcCsfIg\n",
        "nnMmdxwgG+BFRERa1sjIuzzyyLeYmTlXaDMxuLZ3D+/vHcBvNn7QXE8wzH37jvDGwjmemDxNPLew\n",
        "21tvvc57773Drbd+iPe972oMY9vWFEREZAfYtmF8NZZlBYDfyj38s9yxCzi7ylNmckeFcRERaVme\n",
        "5/Gd7zzEiy8+X9K+N9LG7f3D7A41177ehmFwaecuDrV18cTUad6Yz355kEwmefjhb/Hmm6/z0z/9\n",
        "GUKhUIN7KiIiUp3Gf/1dR7mh6/8vcBPwlG3bf567FAEqVcUpau/Z4u6JiIhsCc/zeOSRb5UE8ZDp\n",
        "48P9w3xmn9V0QbxY1OfnroGD3LfvCN2B5eB98uQIX/3qX5NMJtd4toiISPPaMZXxXEX8vwGfBd4B\n",
        "PlV0eRpYbQJaZ+44Xu179/U1du6diIjsXJ7n8fWvf52XX36x0HakrYvb9wzT5g80sGcbcyDayecO\n",
        "XMyzZ8d4fmYCgNHRUzzwwJf5whe+oAq5iIi0nB1RGbcsKwzcTzaIvwXcZtv2ZNEtY2QXc6sk3z6y\n",
        "ZR0UERHZAp7ncf/99/Pss88W2i7p6OWeoQtaKojnBUyTm/v28oG+fYW29957jy9+8YuqkIuISMvZ\n",
        "9pVxy7KiwAPAB4GXgDts2y6fH34GuNKyrDbbtpfKrg0Cs6ss7rYuU1ML579JRESkhrJzxB/mxRef\n",
        "K7Rd3NHDnQMHMFt84bOf6OnHAx6fOg3Au+++y5/92Z/zqU/9LIFA633JICIiO9O2roxblhUCvkU2\n",
        "iD8B3FohiJO7BvCxsuf3kp1ffmzreikiIlJbnufx3e8+UhLEL+zo4SMDB1s+iOdd3dPPLbv3Fh6f\n",
        "PDnC3/3dl0inq9qFVEREpO62dRgHfh24BXgGuMu27cVV7vsLIAb8umVZxXPHf5vs6IHf2dJeioiI\n",
        "1NCxY2/xwx/+oPDYau/mo9soiOf9ZO8ebt49VHh84sR7PPXUE43rkIiIyAZs22HqlmX1A/8q9/At\n",
        "4Dcty6p06x/Ytj1rWdbvA78HvGRZ1kPAZcCtwJds236kDl0WERGpifL507PpJAuZFF2B7bXIWcp1\n",
        "mEjEStqSyUSDeiMiIrIx2zaMA9cDUcAD/tEq93jAHwFJ27Z/37KsEeAXgZ8HngO+AHx567sqIiJS\n",
        "O5deegWnTp3g1VdfBmAyGeevTrzFRwcPcbCt8zzPbg0zqQQPnHmX6dRy+N67dz833/yBBvZKRERk\n",
        "/bbXeLUmNTk57zW6DyIisrN4nsfLL7/IY489iOu6QPZD/8bdQ1zbswejhYesH1+c49vjIyRdp9B2\n",
        "1VXX8MEP3onP52tgz0REZKfq7+/c8Adr634StxCFcRERaZTR0VPcf/9XWFxcXjblaHs3Hxk4QNBs\n",
        "reDqeR7PnB3j2XPjhTafz8cdd9zN5Zdf2cCeiYjITqcw3qQUxkVEpJEWFxd54IGvcvr0yUJbbzDE\n",
        "B/r2cyDa0RJV8ulknCemRhmJLe802tnZxb33/gwDA0NrPFNERGTrKYw3KYVxERFpNMdx+O53H+al\n",
        "l14oad8XaeeGXYPsj3Y0qGdrO5dK8OzZMd5cmClpP3DgEPfc80mi0bYG9UxERGSZwniTUhgXEZFm\n",
        "8dprr/Dww39PJpMpaR+OdnDjrkGGIu2rPLO+ZtNJfnB2nNfnz1L+IXrttddzyy0fxDS3+w6tIiLS\n",
        "KhTGm5TCuIiINJP5+Xl+8IMneeWVlwqLu+Udauvkxl1D7AlHG9K3hXSKH5wb59W5adyya4cPH+XG\n",
        "G29jYGCwIX0TERFZjcJ4k1IYFxGRZjQ7O8Mzz3yf1157Bc8r/ag62t7F9buG6AtF6tKXpUya586N\n",
        "88rcNE5ZXw4cuICbbrqNvXv31aUvIiIiG6Uw3qQUxkVEpJmdO3eWp5/+Hm+88eqKaxd19HD9rkF6\n",
        "g+Etee+4k+H5cxP8aHaSTFkI37dvmJtuuo3h4YNb8t4iIiK1ojDepBTGRUSkFUxNTfL009/j7bff\n",
        "KGk3MfhA/z7e17W7piuvn4wt8Pdj7xFzSuevDw7u5aabbuPgwQtaYqV3ERERhfEmpTAuIiKtZGJi\n",
        "jCeffILjx+2S9ks6erl9zzCBTS6c5nkeL8xM8OT0mZLF2fr7B7jppts4fPioQriIiLQUhfEmpTAu\n",
        "IiKt6MyZ0zzyyLeYmBgvtPUFI3x86AK6g6GqXjPpODw0cYJji7OFtmi0jdtvv4sLL7xYIVxERFqS\n",
        "wniTUhgXEZFWlU6nefTRb/Pqqy8X2kKmj7sGDnC4vXtDrzWdjPPAmXeZSScLbXv37ufjH/8UHR2d\n",
        "NeuziIhIvSmMNymFcRERaWWe5/HKKy/x2GMP4jhOof39vQNcv2sQcx3V7Lfmz/HQxEky3vKGZVdf\n",
        "fS233fZhfD7flvRbRESkXhTGm5TCuIiIbAdjY6Pcf/9XmZ+fK7QdiHZwz+AFhFYJ1J7n8cT0KC/O\n",
        "TBbaAoEAd975MS655PIt77OIiEg9KIw3KYVxERHZLmKxGN/85t8xMvJuoe2Szl7uGjhY8f6XZ6d4\n",
        "bPJU4XFPTy/33vtp+vr6t7qrIiIidVNNGN/ccqgiIiKyo0SjUe677+e47rqbCm1vzJ9jZGl+xb0L\n",
        "6RTfnx4tPD5yxOJzn/snCuIiIiIojIuIiMgGmabJzTd/gIsuurTQ9ujkSdKuW3Lfd6dOkcq19fT0\n",
        "8vGP30coFK5rX0VERJqVwriIiIhU5UMfupNwOBuu59Ipnjl7pnDNXpjh2OLy3PI77/wYfr+/7n0U\n",
        "ERFpVgrjIiIiUpW2tnZuu+3Dhcc/nJlkIhEj4WT4zuTpQvsVV1zF8PDBBvRQRESkeSmMi4iISNUu\n",
        "v/zKQtD2gEcmTvLU9BmWnDSQD+y3N66DIiIiTUphXERERKpmGAZ33HF3YQj6RDLG6/PnCtc/9KGP\n",
        "EA5HGtU9ERGRpqUwLiIiIpvS27uLQ4cOFx6nveyibW1tbVx44cWN6paIiEhTUxgXERGRTRsa2leh\n",
        "bT+GseFtV0VERHYEhXERERHZtL1791doWxnQRUREJEthXERERDZtz57BFVXwStVyERERyVIYFxER\n",
        "kU0LBoPs3t1feGwYBgMDQw3s0f/f3t2zylEFYAB+Zz8iV3TFXO5FyyicQrCyMPdiQBBbS3+BjZZa\n",
        "BkXSWCkigmBrKaTJH5D8Ai1EOI3YRAmsxlSCkLXYm7trsSte1zPL5HmaGebMLm838+6ZswMA+00Z\n",
        "BwB2YjZ76nz/4ODxTKfTHtMAwH5TxgGAnRiPx+f7o5FbDADYxpUSANiJ0ahb23eLAQDbuFICADvR\n",
        "davbCmUcALZzpQQAdmK9gHu9OABsp4wDADtx6dJj5/uTiT9vA4BtlHEAYCdOT1/JdDpN13U5ObnW\n",
        "dxwA2GseImvg7t37i74zAEALi8Uii8XCmnEAHinHx7N/3a0n/0cQAODR1HVdOgvGAeAf+dkaAAAA\n",
        "GlPGAQAAoDFlHAAAABpTxgEAAKAxZRwAAAAaU8YBAACgMWUcAAAAGlPGAQAAoDFlHAAAABpTxgEA\n",
        "AKAxZRwAAAAaU8YBAACgMWUcAAAAGlPGAQAAoDFlHAAAABpTxgEAAKAxZRwAAAAaU8YBAACgsUnf\n",
        "AfZJKWWU5I0kbyZ5PckPSW7WWj/tNRgAAACDYmb8795LcjPJ80m+SnKQ5JNSyue9pgIAAGBQlPEz\n",
        "pZQrST5McivJ1Vrru0leTvJ1kndKKSc9xgMAAGBAlPGVD7KcCf+41rpIklrrgyQ3zsbf7isYAAAA\n",
        "w6KMr1xL8mut9fb6wVrr90l+TPJaL6kAAAAYHGU8SSllkuS5JD9vOOVOkqN2iQAAABgyZXxpdrad\n",
        "bxj/LcmklKKQAwAA8J8p40sHZ9v7G8YfHn+6QRYAAAAGznvGlx7OiD+xYXyWZJHkl4t8+dHRkxf5\n",
        "GAAAAAOljCeptf5RSrmX5PKGUy4n+b3WumnmfKuu67oLhwMAAGBwPKa+cifJMxvGnk3yU8MsAAAA\n",
        "DJgyvvJNkuNSytX1g6WUF5NcSVL7CAUAAMDwKOMrn2W5Lvz62avOUkoZJ3k/yZ9JbvSYDQAAgAGx\n",
        "lnlNKeXLJG8l+S7J7SSnSV5K8lGt9Xqf2QAAABiOcd8B9sl8Pr91eHh4L8kLSV5N8m2WM+JfzOfz\n",
        "B31mAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA\n",
        "AAAAAAAAAAAAAAAAAAAAAAAAAPbFX/E57CYPUqnEAAAAAElFTkSuQmCC\n",
        "' width=497 height=330/>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<matplotlib.figure.Figure at 0x1108e1a90>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can also identify what are the most \"common\" jobs at KU (accoring to the FTE's) and their respective salaries: "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df[['Job', 'FTE', 'Salary']][df.FTE > 300]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Job</th>\n",
        "      <th>FTE</th>\n",
        "      <th>Salary</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>10 </th>\n",
        "      <td>                          Professor (Professor)</td>\n",
        "      <td>  443.4</td>\n",
        "      <td> 67.687</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>37 </th>\n",
        "      <td>                   Associate Professor (Lektor)</td>\n",
        "      <td> 1074.3</td>\n",
        "      <td> 50.328</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>76 </th>\n",
        "      <td>                       Legal Clerk (Fuldm\u00e6gtig)</td>\n",
        "      <td>  441.3</td>\n",
        "      <td> 40.977</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>82 </th>\n",
        "      <td>                         Post. Doc. (Post Doc.)</td>\n",
        "      <td>  916.5</td>\n",
        "      <td> 40.343</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>130</th>\n",
        "      <td> Scientific Assistant (Videnskabelig Assistent)</td>\n",
        "      <td>  315.0</td>\n",
        "      <td> 35.180</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>150</th>\n",
        "      <td>               Laboratory Technician (Laborant)</td>\n",
        "      <td>  332.4</td>\n",
        "      <td> 33.398</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>152</th>\n",
        "      <td>               Office Worker (Kontorfunktion\u00e6r)</td>\n",
        "      <td>  360.7</td>\n",
        "      <td> 33.165</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>155</th>\n",
        "      <td>               Ph.D. Student (Ph.D. Studerende)</td>\n",
        "      <td>  652.0</td>\n",
        "      <td> 32.857</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>170</th>\n",
        "      <td>               Ph.D. Stipend (Ph.D. Stipendiat)</td>\n",
        "      <td>  849.3</td>\n",
        "      <td> 30.729</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>9 rows \u00d7 3 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "                                                Job     FTE  Salary\n",
        "10                            Professor (Professor)   443.4  67.687\n",
        "37                     Associate Professor (Lektor)  1074.3  50.328\n",
        "76                         Legal Clerk (Fuldm\u00e6gtig)   441.3  40.977\n",
        "82                           Post. Doc. (Post Doc.)   916.5  40.343\n",
        "130  Scientific Assistant (Videnskabelig Assistent)   315.0  35.180\n",
        "150                Laboratory Technician (Laborant)   332.4  33.398\n",
        "152                Office Worker (Kontorfunktion\u00e6r)   360.7  33.165\n",
        "155                Ph.D. Student (Ph.D. Studerende)   652.0  32.857\n",
        "170                Ph.D. Stipend (Ph.D. Stipendiat)   849.3  30.729\n",
        "\n",
        "[9 rows x 3 columns]"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now it is quite clear that the peaks in the violin plots are due to the Associate profess0ors (50 328 DKK/month), the Post. Docs. (40.343 DKK/month) and the PhD students (about 33 000 DKK/month)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Finally accoring to these numbers, the total of all salaries paid by KU seems to be about 360 millions DKK per month."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sum(salaries) * 1000  # To have it directly in DKK"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 19,
       "text": [
        "357587390.99999326"
       ]
      }
     ],
     "prompt_number": 19
    }
   ],
   "metadata": {}
  }
 ]
 }
No results found