Use SQLite3 to become familiar with the different database principles.

User Generated

gbxv1817

Programming

Brunel University

Description

Respond to the NEXT TWO (2) questions. Write your response in a word document with the question's identification prominently displayed (for example, a screenshot of Jupyter code). Then, upload the file containing all of your responses to the LMS's Dropbox Assignment D2 folder.

Q1. Load the gapminder.tsv file into a DataFrame and create a scatter plot according to the guidelines below:

1) Only information from the year 2000 is utilized. 

2) Using "lifeExp" as the x-axis and "gdpPercap" as the y-axis

3) The plot's points are all represented by solid circles in the shade "darkcyan." 4) The y-display axis's range is 0 to 50,000.

5) The x-axis is labeled "Life," while the y-axis is labeled "GDP."

6) The figure has a width of 4 and a height of 3.

Q2. Would you kindly create a DataFrame to analyze the employment rate for various nations? Create a DataFrame containing data for "labor participation rate" (see the source file: indicator t above 15 labour to pop percent. xlsx) and "employment rate" (see the source file: indicator t above 15 employ. xlsx) for different nations in different years.

1) Create two DataFrames from two original data sources using melt. 

2) Combine the two DataFrames produced before.

3) Set a default value of 0 for any "NaN" values that are missing.

Unformatted Attachment Preview

Total 15+ labour to population (%) Afghanistan Albania Algeria Angola Argentina Armenia Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bhutan Bolivia Bosnia and Herzegovina Botswana Brazil Brunei Bulgaria Burkina Faso Burundi Cambodia Cameroon Canada Cape Verde Central African Rep. Chad Chile China Colombia Comoros Congo, Rep. Congo, Dem. Rep. Costa Rica Cote d'Ivoire Croatia Cuba Cyprus Czech Rep. Denmark Djibouti Dominican Rep. Timor-Leste Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia 1980 59.40000153 75.59999847 44.70000076 81.40000153 52.29999924 74.90000153 61.5 54 70.59999847 67.80000305 59.79999924 74.40000153 63.40000153 68.59999847 49.59999847 50.90000153 60.09999847 59.20000076 62 80.19999695 63 59.40000153 59.5 68.40000153 83.09999847 86.59999847 80.90000153 67.5 63.90000153 57.40000153 77.59999847 60.09999847 50.20000076 79.30000305 55 75.69999695 70.59999847 72.30000305 58 67 64.69999695 52 61 69.09999847 65.69999695 71.30000305 54.09999847 69.09999847 55.79999924 45.40000153 62.29999924 65.5 71.59999847 66.30000305 1981 59.40000153 75.30000305 44.90000153 81.40000153 52.5 74.30000305 61.29999924 54.20000076 70.19999695 68.09999847 61.5 74.59999847 63.90000153 68.69999695 49.90000153 51.09999847 60.40000153 58.79999924 62 79.90000153 63.09999847 59.79999924 59.70000076 68.09999847 83.09999847 86.5 80.69999695 67.69999695 64.59999847 57.40000153 77.59999847 61 49.90000153 79.19999695 55.70000076 75.69999695 70.59999847 72.40000153 58.40000153 67.09999847 64.69999695 52 61.59999847 69.09999847 65.69999695 71.19999695 54.29999924 69.09999847 55.79999924 46.70000076 62.59999847 65.5 71.59999847 66.40000153 1982 59.29999924 75.09999847 44.79999924 81.5 52.79999924 74.09999847 60.90000153 54.09999847 70.40000153 68.5 62.20000076 74.80000305 64.59999847 68.80000305 49.70000076 51.20000076 60.5 58.29999924 62.09999847 79.69999695 63.40000153 60 60.09999847 67.90000153 83.09999847 86.59999847 80.59999847 67.40000153 64 57.59999847 77.59999847 62 49.70000076 79.09999847 56.5 75.69999695 70.80000305 72.40000153 58.5 67.19999695 64.59999847 52 61.70000076 69.09999847 65.40000153 71.09999847 54.40000153 68.90000153 49 48.09999847 62.79999924 65.59999847 71.59999847 66.59999847 Ethiopia Fiji Finland France French Guiana French Polynesia Gabon Gambia Georgia Germany Ghana Greece Guadeloupe Guam Guatemala Guinea Guinea-Bissau Guyana Haiti Honduras Hong Kong, China Hungary Iceland India Indonesia Iran Iraq Ireland Israel Italy Jamaica Japan Jordan Kazakhstan Kenya Korea, Dem. Rep. Korea, Rep. Kuwait Kyrgyzstan Laos Latvia Lebanon Lesotho Liberia Libya Lithuania Luxembourg Macao, China Madagascar Malawi Malaysia Maldives Mali Malta Martinique 72.19999695 53.79999924 64.80000305 57.29999924 65.30000305 61.90000153 71.69999695 78.09999847 72.59999847 55.5 74 52.09999847 57.90000153 62.59999847 60.40000153 84.5 70.59999847 55.09999847 69.90000153 59.40000153 64.40000153 60.5 73.40000153 61.79999924 63.20000076 50.90000153 41.5 52.79999924 50.5 50.70000076 74.59999847 63.20000076 39.5 69.40000153 82.5 62.90000153 59.20000076 55.59999847 63.40000153 82.40000153 71 50.40000153 75.19999695 69.40000153 51.59999847 67.30000305 51.59999847 56 82.09999847 87.69999695 59.70000076 50.90000153 50.5 48 56.09999847 72.19999695 53.79999924 65.30000305 57 65.59999847 61.79999924 71.90000153 78.09999847 72.5 55.5 74.09999847 52.29999924 58.09999847 62.59999847 60.20000076 84.59999847 70.80000305 55.40000153 69 59.29999924 66.5 60.09999847 73.69999695 61.70000076 63.09999847 51.29999924 41.79999924 53 50.70000076 50.70000076 74.80000305 63.20000076 39.40000153 69.30000305 82.5 62.90000153 58.5 58.40000153 63.90000153 82.19999695 71.09999847 50.70000076 75.19999695 69.40000153 51.5 67.40000153 51.79999924 55.79999924 82.30000305 88 59.59999847 51.09999847 50.5 48 56.40000153 72.19999695 54.09999847 65.5 56.79999924 65.69999695 61.59999847 72.09999847 78.09999847 72.69999695 55.70000076 74.19999695 52.09999847 58.09999847 62.70000076 59.79999924 84.59999847 70.80000305 55.79999924 68.09999847 59.20000076 65.5 59.70000076 73.69999695 61.59999847 63.09999847 50.79999924 42.20000076 52.90000153 50.70000076 50.20000076 75.40000153 63.40000153 39.29999924 69.5 82.59999847 62.70000076 59 59.70000076 64.19999695 82.09999847 71.19999695 51 75.09999847 69.40000153 51.09999847 67.5 51.40000153 56.09999847 82.30000305 88.09999847 59.5 51.40000153 50.59999847 47.59999847 56.59999847 Mauritania Mauritius Mexico Mongolia Morocco Mozambique Myanmar Namibia Nepal Netherlands Netherlands Antilles New Caledonia New Zealand Nicaragua Niger Nigeria Norway Oman Pakistan Panama Papua New Guinea Paraguay Peru Philippines Poland Portugal Puerto Rico Qatar Moldova Reunion Romania Russia Rwanda Saint Lucia Saint Vincent and the Grenadines Samoa Sao Tome and Principe Saudi Arabia Senegal Serbia and Montenegro Sierra Leone Singapore Slovak Republic Slovenia Solomon Islands Somalia South Africa Spain Sri Lanka Sudan Suriname Swaziland Sweden Switzerland Syria 71.09999847 59.59999847 58.59999847 60.79999924 52 87.30000305 79.30000305 56.59999847 66.09999847 49 56.5 54.90000153 58 59.5 64.59999847 56.59999847 63.09999847 52.70000076 49.20000076 57.59999847 72.40000153 68.90000153 55.59999847 65.30000305 65.19999695 61.79999924 41.59999847 68.30000305 69 53.5 64.5 68.80000305 83.59999847 58.09999847 56.59999847 59.40000153 58.59999847 45.20000076 75.69999695 72.5 65.19999695 63.40000153 72.90000153 68.30000305 70.69999695 71.09999847 55 51.29999924 61.90000153 58.09999847 48.79999924 72.59999847 66.40000153 59.90000153 44.29999924 71.09999847 59.40000153 59.09999847 60.5 52.20000076 87.30000305 79.09999847 56.70000076 66 49.90000153 56.5 54.70000076 57.90000153 59.79999924 64.5 56.70000076 63.59999847 53 51.09999847 58 72.5 69.09999847 55.90000153 65.19999695 65.40000153 62.09999847 41.59999847 69.90000153 68.69999695 53.20000076 64.19999695 68.90000153 83.69999695 58.40000153 57.29999924 59.70000076 58.5 46 75.69999695 72.19999695 65 63.70000076 73 68.19999695 70.80000305 71 55.09999847 50.70000076 61.5 58.09999847 49.09999847 72.59999847 66.19999695 60.20000076 44.09999847 71.09999847 59.29999924 59.20000076 60.59999847 52.20000076 87.19999695 79.09999847 56.70000076 65.80000305 50 54.90000153 54.59999847 59.59999847 59.5 64.30000305 56.70000076 63.40000153 53.40000153 51.09999847 58 72.5 69.59999847 56 65.19999695 65.59999847 61 41.40000153 71.69999695 68.69999695 53.09999847 63.70000076 69.09999847 84 57.90000153 57.90000153 60.20000076 58.20000076 48.09999847 75.80000305 71.90000153 64.90000153 63.79999924 73.09999847 68.19999695 70.90000153 70.90000153 55.20000076 50.59999847 61 58.09999847 49.40000153 72.59999847 66.19999695 60.5 44.09999847 Tajikistan Tanzania Thailand Macedonia, FYR Togo Tonga Trinidad and Tobago Tunisia Turkey Turkmenistan Uganda Ukraine United Arab Emirates United Kingdom United States Virgin Islands (U.S.) Uruguay Uzbekistan Vanuatu Venezuela Vietnam West Bank and Gaza Yemen, Rep. Zambia Zimbabwe 79.69999695 91.09999847 81.69999695 66 70.80000305 45.90000153 60.20000076 49.79999924 55.70000076 67.40000153 85.80000305 65.09999847 75.59999847 61.59999847 63.79999924 64.19999695 58.29999924 79.90000153 83.40000153 54.40000153 77.59999847 37.5 41 65.30000305 73.80000305 79.40000153 91.09999847 82.09999847 65.69999695 70.80000305 45.59999847 60.40000153 49.59999847 56.09999847 67.19999695 85.80000305 65 75 61.5 63.90000153 64.19999695 58.5 79.69999695 83.19999695 55.09999847 77.59999847 37.59999847 41.09999847 65.19999695 73.69999695 79.40000153 91.09999847 82.5 65.5 70.80000305 45.09999847 60.70000076 49.40000153 57 67.40000153 85.69999695 65.09999847 74.19999695 61.59999847 64 64.19999695 58.59999847 79.69999695 82.90000153 55.20000076 77.69999695 38 41.20000076 65.5 73.69999695 1983 59.29999924 74.80000305 44.79999924 81.5 53.09999847 73.69999695 60.59999847 53.79999924 70.30000305 68.90000153 62.79999924 75 65.30000305 68.80000305 49.90000153 51.20000076 60.70000076 57.70000076 62.20000076 79.40000153 63.79999924 60.29999924 60.40000153 67.59999847 83.09999847 86.59999847 80.59999847 67 64.30000305 57.79999924 77.59999847 63 50.09999847 79.09999847 57.20000076 75.69999695 70.69999695 72.40000153 58.29999924 67.19999695 64.5 52.20000076 61.90000153 69.09999847 65.19999695 71 54.40000153 68.59999847 49.90000153 49.59999847 63 65.59999847 71.59999847 66.69999695 1984 59.20000076 74.5 44.79999924 81.5 53 73.19999695 60.79999924 54.70000076 70.09999847 69.40000153 63.29999924 75.19999695 65.80000305 68.80000305 49.90000153 51.29999924 60.90000153 57.20000076 62.20000076 79 64.09999847 60.29999924 60.79999924 67.40000153 83.09999847 86.80000305 80.59999847 66.5 64.59999847 58.20000076 77.59999847 64 50.70000076 79.09999847 57.90000153 75.69999695 70.59999847 72.5 57.79999924 67.19999695 64.40000153 52.59999847 62.20000076 69.09999847 66.09999847 70.90000153 54.40000153 68.19999695 50.90000153 49.5 63.29999924 65.59999847 71.59999847 66.69999695 1985 59.20000076 74.59999847 44.90000153 81.59999847 53 72.80000305 61.09999847 54.40000153 70 69.80000305 63.70000076 75.40000153 66.19999695 68.80000305 49.79999924 51.40000153 61 56.79999924 62.20000076 78.59999847 64.40000153 60.40000153 61.40000153 67 83.09999847 86.80000305 80.69999695 65.90000153 65.09999847 58.59999847 77.59999847 65 52.20000076 79.09999847 58.5 75.69999695 70.5 72.5 58.29999924 67.19999695 64.19999695 52.90000153 62.79999924 69.19999695 66.90000153 70.80000305 54.5 68 52 49.5 63.5 65.59999847 71.5 66.69999695 1986 59.09999847 74.40000153 45.70000076 81.59999847 53 73.09999847 62.20000076 54.70000076 70.69999695 70.19999695 64.09999847 75.5 66.59999847 68.69999695 49.70000076 51.5 61.09999847 56.59999847 63 78 63.59999847 60.5 62.09999847 65.59999847 83 87 80.69999695 65.90000153 65.59999847 59.20000076 77.69999695 66.09999847 51.90000153 79.09999847 59 75.59999847 70.19999695 72.59999847 58.40000153 67.19999695 64 53.40000153 62.90000153 69.30000305 67.59999847 70.69999695 54.5 67.69999695 53.09999847 49.59999847 63.70000076 65.69999695 71.40000153 66.5 1987 59.09999847 75 46.5 81.69999695 53 73.19999695 62.29999924 55.20000076 71.09999847 70.5 64.40000153 75.69999695 68.09999847 68.59999847 48.90000153 51.70000076 63.09999847 56.40000153 63.90000153 77.30000305 62.70000076 61 62.90000153 64.09999847 83 88.09999847 80.69999695 65.90000153 66.09999847 59.79999924 77.80000305 67.19999695 52.79999924 79.09999847 60.79999924 75.5 70 72.59999847 59.70000076 67.09999847 63.79999924 53.70000076 62.70000076 69.40000153 67.19999695 70.59999847 54.5 67.40000153 54.29999924 49.70000076 64 65.69999695 71.30000305 66.30000305 1988 59 75.59999847 47.29999924 81.80000305 53.09999847 72.40000153 62.70000076 55.09999847 70.59999847 70.80000305 64.59999847 75.80000305 69.69999695 68.30000305 48.40000153 52 65.09999847 56.20000076 64.09999847 76.69999695 61.90000153 61 63.70000076 62.5 83 89 80.69999695 65.90000153 66.5 60.40000153 77.90000153 68.19999695 53.70000076 79.19999695 60.5 75.40000153 70 72.59999847 60.29999924 67.09999847 63.59999847 54 63.40000153 69.69999695 68 70.59999847 54.5 67.19999695 55.5 49.79999924 64.30000305 65.69999695 71.09999847 66 72.19999695 54.5 65.09999847 56.40000153 65.59999847 61.59999847 72.30000305 78.19999695 72.80000305 55.59999847 74.30000305 52.09999847 58.90000153 62.90000153 59.5 84.69999695 70.69999695 56.09999847 67.90000153 59.29999924 65.90000153 59.20000076 74 61.5 62.70000076 50.5 42.20000076 52.90000153 50.70000076 50.29999924 74.90000153 63.79999924 39.59999847 69.5 82.59999847 62.40000153 58 59.59999847 64.69999695 82 71.30000305 51.09999847 75 69.40000153 50.90000153 67.69999695 51.09999847 56.29999924 82.30000305 88.19999695 59.5 51.90000153 50.59999847 47.20000076 56.90000153 72.09999847 54.40000153 65.09999847 56.09999847 65.5 61.70000076 72.5 78.19999695 72.80000305 55.90000153 74.19999695 51.90000153 59.70000076 64 59.40000153 84.80000305 70.80000305 56.5 67.30000305 59.5 66.69999695 58.70000076 73.30000305 61.40000153 62.29999924 50.70000076 42.29999924 52.79999924 50.90000153 50.20000076 74.40000153 63.40000153 39.40000153 69.5 82.59999847 62.29999924 56.5 60.40000153 65.30000305 81.90000153 71.30000305 51.20000076 75.09999847 69.40000153 50.59999847 67.69999695 51 56.5 82.30000305 85.90000153 59.40000153 52.20000076 50.59999847 47.29999924 57.40000153 72.80000305 54.79999924 65.19999695 56.09999847 65.30000305 61.90000153 72.59999847 78.19999695 72.90000153 56.5 74.09999847 51.79999924 60.40000153 64.90000153 59.20000076 84.80000305 70.69999695 56.90000153 66.80000305 59.90000153 65.19999695 58.20000076 73.90000153 61.29999924 61.90000153 50.90000153 42.59999847 52.90000153 50.70000076 50 74 62.90000153 39.5 69.5 82.59999847 62.29999924 57.20000076 61.09999847 65.69999695 81.90000153 71.40000153 51.5 75.19999695 69.5 50.40000153 67.69999695 51.09999847 57 82.30000305 83.30000305 59.70000076 52.40000153 50.70000076 47 57.79999924 73.40000153 54.70000076 65.09999847 56.09999847 65.09999847 61.79999924 72.69999695 78.19999695 73.40000153 56.79999924 74 51.40000153 61.09999847 65.80000305 59.09999847 84.80000305 70.80000305 57.20000076 66.30000305 60.20000076 65.40000153 57.70000076 73.69999695 61.20000076 66.09999847 51.70000076 43 52.59999847 50.70000076 50.40000153 73.69999695 62.79999924 39.29999924 69.80000305 82.59999847 62.59999847 57.79999924 61.70000076 65.5 81.80000305 71.19999695 51.90000153 75.19999695 69.59999847 50.29999924 67.59999847 51.70000076 56.79999924 82.40000153 80.40000153 59.90000153 51.90000153 50.59999847 47 58.20000076 74 55.09999847 64.40000153 55.79999924 64.90000153 61.79999924 72.69999695 78.09999847 73.5 57.09999847 73.90000153 50.79999924 60.79999924 66.09999847 59.09999847 84.90000153 70.80000305 57.59999847 65.80000305 60.59999847 65.19999695 57.20000076 73.80000305 61.20000076 66.5 51.79999924 43.09999847 52.29999924 50.59999847 50.59999847 73.30000305 62.70000076 39.09999847 70 82.5 63 58.59999847 62.29999924 65.40000153 82.09999847 71.09999847 51.90000153 75.19999695 69.59999847 50.20000076 67.5 52.20000076 57.09999847 82.40000153 77.40000153 60.09999847 51.40000153 50.59999847 47 58.59999847 74.59999847 55.59999847 64.19999695 55.29999924 64.59999847 61.90000153 72.80000305 78 73.40000153 57.5 73.80000305 51.5 60.70000076 66.40000153 59.20000076 84.90000153 70.90000153 57.70000076 65.30000305 61 64.90000153 56.70000076 74.5 61.09999847 66.80000305 51.79999924 43.09999847 52.20000076 51.59999847 50.5 73.09999847 62.70000076 39.29999924 69.69999695 82.5 63.59999847 58.70000076 62.90000153 66.09999847 82.30000305 70.69999695 52.09999847 75.30000305 69.59999847 50.09999847 67.19999695 50.79999924 57.79999924 82.40000153 77.59999847 60.20000076 50.90000153 50.59999847 47 59 71.09999847 59.09999847 58.70000076 60.79999924 52.29999924 87.09999847 78.90000153 56.79999924 65.59999847 50.40000153 58.40000153 54.5 61.40000153 59.59999847 64 56.70000076 64.69999695 53.5 50.29999924 57.40000153 72.40000153 70.09999847 55.5 65.19999695 65.80000305 63.20000076 41.09999847 73.19999695 68.5 53.40000153 63.09999847 69.19999695 84.40000153 58.20000076 58.5 60.70000076 57.90000153 50 75.80000305 71.59999847 64.80000305 63.90000153 73.30000305 68.09999847 71 70.80000305 55.29999924 50.5 60.5 58 49.90000153 72.59999847 66 60.90000153 44.20000076 71.09999847 58.90000153 58.79999924 60.90000153 52.29999924 87 78.90000153 56.70000076 65.40000153 50 56.09999847 55.70000076 63.09999847 59.20000076 63.59999847 56.5 64.80000305 53.5 50.29999924 58.20000076 72.80000305 70.30000305 54.90000153 64.90000153 65.80000305 61.59999847 42.09999847 74.40000153 68.19999695 53.79999924 62.5 69.19999695 85 59.5 59 61.5 57.70000076 51 75.80000305 71.30000305 64.69999695 63.90000153 73.40000153 68 71.09999847 70.69999695 55.29999924 50.09999847 60 57 50.5 72.5 65.69999695 61.29999924 46.5 71.09999847 59.70000076 58.79999924 61.09999847 52.20000076 86.80000305 78.90000153 56.40000153 65.19999695 49.79999924 55.79999924 56.90000153 64.69999695 58.70000076 63.5 56.29999924 65 53.5 49.90000153 58.79999924 72.69999695 70.40000153 58.40000153 64.5 65.90000153 60.90000153 42.20000076 75.30000305 68 54.20000076 62.09999847 69.19999695 85.40000153 59.20000076 59.70000076 61.40000153 57.59999847 52.09999847 75.90000153 71 64.90000153 63 73.40000153 67.90000153 71.09999847 70.59999847 55.29999924 49.59999847 59.70000076 55.90000153 51 72.40000153 65.90000153 61.70000076 47 71 60.5 58.5 60.90000153 52.20000076 86.5 78.90000153 56.29999924 65 49.79999924 54.5 57.90000153 66.30000305 59.40000153 63.40000153 55.90000153 66.19999695 54.09999847 49.29999924 58.5 72.59999847 70.59999847 61.90000153 65.5 65.80000305 59.79999924 41.90000153 76 68.19999695 54.5 61.70000076 69.09999847 85.69999695 60 60.59999847 60.90000153 57.59999847 52.59999847 75.90000153 70.69999695 64.90000153 63.29999924 73.19999695 67.80000305 71 70.40000153 55.09999847 49.5 58.70000076 54.79999924 51.59999847 72.30000305 66.09999847 62.20000076 47.5 70.90000153 61.40000153 58.5 61 52.5 86.19999695 78.69999695 56.29999924 64.80000305 54.79999924 55.09999847 58.79999924 66 60 63.40000153 55.90000153 67 54.79999924 49.5 58.20000076 72.40000153 70.59999847 60.79999924 66.19999695 65.59999847 60.29999924 42.5 76.09999847 68.19999695 54.79999924 61.40000153 69 86.09999847 60 60.90000153 60.09999847 57.59999847 53.29999924 75.90000153 70.40000153 65.09999847 63.40000153 73 67.69999695 70.90000153 70.40000153 54.79999924 50.70000076 59.70000076 53.70000076 52.09999847 72.09999847 66.19999695 62.59999847 48 70.90000153 62 58.40000153 60.79999924 52.40000153 85.80000305 78.59999847 56.20000076 64.59999847 55.59999847 55.70000076 59.70000076 64.5 60.5 63.5 55.90000153 66.19999695 55 49.79999924 58.09999847 72.5 70.59999847 61 65.69999695 65.40000153 60.40000153 43.79999924 76.09999847 67.5 55 61.09999847 68.59999847 86.30000305 60.70000076 61.90000153 59.70000076 57.59999847 53.40000153 75.90000153 70.19999695 65.5 63.70000076 72.80000305 67.59999847 70.80000305 70.30000305 54.5 51.20000076 60.59999847 52.59999847 52.59999847 71.90000153 66.80000305 63.09999847 48.5 79.09999847 91.09999847 82.19999695 65.19999695 70.69999695 44.59999847 60.40000153 49.20000076 56.90000153 67.40000153 85.69999695 65 73.40000153 61.79999924 64 64.40000153 58.59999847 79.5 83.40000153 54.79999924 77.69999695 38.20000076 41.29999924 65.69999695 73.59999847 78.59999847 91.09999847 81.90000153 64.90000153 70.80000305 44.40000153 60.29999924 49 57.20000076 67.40000153 85.69999695 64.90000153 72.69999695 61.79999924 64.30000305 64.80000305 58.59999847 79.09999847 82.59999847 55.29999924 77.69999695 38.40000153 41.40000153 66 73.5 78.19999695 91 81.80000305 64.69999695 70.80000305 44.20000076 60.20000076 48.90000153 57.70000076 67.40000153 85.69999695 64.80000305 72.40000153 62 64.80000305 65 58.5 78.80000305 83.5 55.59999847 77.90000153 38.70000076 41.5 66.69999695 73.40000153 78.19999695 91 81.80000305 64.40000153 70.80000305 44.29999924 59.59999847 48.70000076 57.29999924 67.90000153 85.69999695 64.69999695 72.19999695 62.09999847 65.19999695 65.30000305 58.40000153 79.40000153 84.09999847 55.79999924 78 39.29999924 41.59999847 67.40000153 73.30000305 78.80000305 91 81.69999695 64.19999695 70.69999695 45.59999847 57.20000076 48.5 57.70000076 68.30000305 85.69999695 64.59999847 72.19999695 62.29999924 65.59999847 65.5 58.20000076 79.80000305 83.5 55.90000153 78 39.29999924 41.59999847 68.09999847 73.19999695 77.40000153 90.90000153 81.69999695 64 70.80000305 47.09999847 56.70000076 48.29999924 58.59999847 67.90000153 85.69999695 64.30000305 72.40000153 62.79999924 65.90000153 65.69999695 57.79999924 79.09999847 83.80000305 56 77.90000153 39.5 41.70000076 68.69999695 73.5 1989 59 74.69999695 48.09999847 81.80000305 53.09999847 72.5 63.40000153 55.20000076 71.09999847 71.09999847 64.80000305 75.90000153 71.09999847 68.09999847 48.40000153 52.40000153 67.09999847 55.90000153 64.40000153 76.19999695 61 61.20000076 64.40000153 61.5 82.90000153 89.80000305 80.69999695 65.80000305 66.90000153 60.90000153 78 69.09999847 54.20000076 79.19999695 60.29999924 75.19999695 69.90000153 72.59999847 60.20000076 67 63.29999924 54.29999924 64.19999695 69.90000153 67.80000305 70.5 54.5 67 55.5 49.79999924 64.5 65.80000305 70.90000153 65.69999695 1990 58.90000153 75.90000153 48.90000153 81.90000153 53.09999847 72.5 63.90000153 55.70000076 71.69999695 71.5 65 76 69.90000153 67.19999695 48.29999924 52.59999847 69.19999695 55.5 64.59999847 75.80000305 60.20000076 61.29999924 65.09999847 60.5 82.90000153 90.5 80.69999695 65.80000305 66.80000305 61.09999847 78 70.09999847 54.09999847 79.30000305 60.09999847 75 69.80000305 72.5 60.70000076 66.90000153 63 54.70000076 64.19999695 70.09999847 68.30000305 70.5 54.5 66.80000305 55.40000153 48.90000153 64.80000305 65.80000305 70.69999695 65.69999695 1991 58.79999924 61.59999847 49.70000076 81.90000153 57.20000076 64 63.29999924 56.09999847 64.5 71.69999695 65.30000305 76 68.69999695 66.19999695 49.20000076 53 71.19999695 55 64.5 62.59999847 59.40000153 62.40000153 65.59999847 57.79999924 82.80000305 90.59999847 80.80000305 65.69999695 66.19999695 61.29999924 77.90000153 71 54.09999847 79.30000305 62.40000153 74.80000305 69.59999847 72.40000153 60.20000076 66.69999695 57.40000153 55.09999847 64.40000153 61.29999924 68.09999847 70.5 54.5 66.80000305 56 47.20000076 63 65.80000305 70.5 63.79999924 1992 58.70000076 61.29999924 50.5 82 57.40000153 62.40000153 63 56.90000153 64.5 71.90000153 65.40000153 75.30000305 69.69999695 65.30000305 49.40000153 54.90000153 73.19999695 54.29999924 64.40000153 62.20000076 58.79999924 63.5 65.80000305 57.5 82.80000305 90.80000305 80.90000153 65.59999847 65.30000305 61.40000153 77.80000305 71.69999695 55.29999924 79.19999695 63.20000076 74.69999695 69.5 72.19999695 60.40000153 66.5 56.90000153 55.59999847 62.09999847 61.5 68 70.5 54.40000153 66.80000305 56.70000076 46.79999924 60.90000153 65.90000153 70.40000153 63.90000153 1993 58.70000076 61.59999847 51.29999924 81.90000153 57.59999847 61 62.70000076 57.09999847 64.40000153 72.19999695 65.40000153 74.59999847 70.5 64.30000305 49.5 56.79999924 73.19999695 53.5 64.30000305 62 58.20000076 63.90000153 66 56.40000153 82.90000153 91.09999847 81 65.59999847 65 61.40000153 77.59999847 72.59999847 56.59999847 79.09999847 64 74.5 69.30000305 72 61.20000076 66.30000305 56.40000153 56.20000076 62.5 61.59999847 67.30000305 70.40000153 54.40000153 66.90000153 57.40000153 47.29999924 61.70000076 65.90000153 70.5 63.59999847 1994 58.59999847 61.79999924 52.09999847 82 57.90000153 60.5 63.09999847 58.5 63.5 72.30000305 65.5 73.80000305 71.30000305 63.29999924 50.09999847 58.90000153 73.19999695 52.79999924 64.09999847 62 57.5 64.40000153 66.19999695 55.20000076 82.90000153 91.30000305 80.90000153 65.5 64.80000305 61.40000153 77.59999847 72.80000305 56.59999847 79.09999847 62.79999924 74.30000305 69.19999695 72 61.20000076 66 55.90000153 56.70000076 62.59999847 61.70000076 64.5 70.40000153 55.29999924 67.09999847 58.09999847 47.40000153 62.5 66 70.69999695 63.09999847 75.19999695 56.09999847 65.09999847 55.29999924 64.40000153 62 72.90000153 78 73.69999695 57.5 73.69999695 51.29999924 60.5 66.5 59.29999924 84.90000153 70.90000153 57.90000153 64.90000153 61.29999924 64.09999847 56.20000076 74 61 66.09999847 51.90000153 43 52 52.20000076 50.5 72.80000305 62.79999924 40.5 69.80000305 82.40000153 64 59.70000076 62.09999847 66.09999847 81.90000153 70.30000305 52.20000076 75.40000153 69.69999695 49.90000153 66.90000153 50.79999924 57.90000153 82.30000305 77.80000305 61.09999847 50.40000153 50.5 47 59.40000153 75.80000305 56.59999847 64.80000305 54.79999924 64.09999847 62.09999847 72.90000153 77.90000153 74.09999847 58.90000153 73.59999847 51 60.5 66.80000305 58.5 84.90000153 70.90000153 58.09999847 64.40000153 61.70000076 63.70000076 55.79999924 74.09999847 60.90000153 65.80000305 51.90000153 42.90000153 52.29999924 51.59999847 50.29999924 72.59999847 63.40000153 41.09999847 69.80000305 82.30000305 64.40000153 60.20000076 62.09999847 66 81.80000305 69 51.20000076 75.40000153 69.69999695 50 66.30000305 50.70000076 58 82.40000153 77.80000305 61.90000153 50 50.5 47.09999847 59.90000153 76.40000153 57 63.20000076 54.40000153 63.90000153 62.20000076 73 77.90000153 68 59.5 73.40000153 49.59999847 60.5 66.80000305 57.59999847 85 71 58.29999924 64.69999695 62 63.79999924 55.09999847 74.30000305 60.79999924 65.5 51.79999924 42.79999924 52.29999924 51.70000076 50 72.69999695 63.79999924 42.09999847 69.69999695 82.19999695 64.69999695 60.5 62.59999847 66 81.80000305 67.59999847 49.40000153 75.30000305 69.69999695 50 65.69999695 51.90000153 58.5 82.40000153 77.69999695 62 50.29999924 50.40000153 46.79999924 60.09999847 77 57.5 61.70000076 54.40000153 63.79999924 62.40000153 73 77.80000305 66.90000153 58.90000153 73.30000305 50.29999924 60.70000076 66.80000305 56.70000076 85 71.09999847 58.59999847 62.40000153 62.79999924 62.70000076 54.79999924 75 60.79999924 65.19999695 51.70000076 42.70000076 52.40000153 52 50 72.80000305 64.09999847 43.79999924 69.59999847 82.19999695 64.90000153 60.59999847 63.40000153 65.90000153 81.80000305 66.09999847 49.59999847 75.30000305 69.69999695 50 65.09999847 52.70000076 58.59999847 82.40000153 77.59999847 62.09999847 50.70000076 50.40000153 46.79999924 60.29999924 77.59999847 58 60.70000076 54.29999924 63.59999847 62.59999847 73 77.80000305 65 58.59999847 73.5 50.29999924 60.79999924 67 55.70000076 85 71.19999695 58.79999924 61.90000153 63.29999924 62 52.5 74.19999695 60.70000076 65.19999695 51.5 42.70000076 52.70000076 52.90000153 48.20000076 72.90000153 63.90000153 45.29999924 69.5 82.09999847 65.19999695 60.59999847 64.69999695 65.90000153 81.69999695 64.5 49.79999924 75.19999695 69.69999695 50.20000076 64.5 52.09999847 58.5 82.40000153 77.40000153 62.09999847 51.09999847 50.40000153 47 60.59999847 78.09999847 58.40000153 60.09999847 54.20000076 63.40000153 62.70000076 73 77.69999695 64.30000305 58.29999924 73.80000305 50.70000076 61 66.90000153 54.5 85 71.30000305 59.20000076 60.40000153 63.79999924 61.59999847 50.79999924 74.30000305 60.70000076 65 51.29999924 42.59999847 52.90000153 53.59999847 47.70000076 72.90000153 63.70000076 45.70000076 69.5 82 65.40000153 61.29999924 66 65.80000305 81.59999847 62.90000153 49.90000153 75 69.59999847 50.29999924 63.79999924 52 58.5 82.40000153 77.19999695 62.09999847 51.59999847 50.40000153 46.70000076 60.79999924 70.80000305 62.70000076 58.5 60.40000153 52.5 85.5 78.30000305 56.20000076 64.30000305 55.70000076 56.29999924 60.5 63.40000153 61 63.5 55.90000153 64.80000305 55.29999924 49.79999924 59.09999847 72.80000305 70.69999695 61.20000076 64.90000153 64.30000305 60.59999847 44.40000153 76 67.5 55.29999924 61 68.40000153 86.59999847 61 62.09999847 59.09999847 57.5 53.70000076 75.80000305 69.90000153 65.69999695 64.5 72.5 67.5 70.69999695 70.19999695 54.20000076 51 61.59999847 51.5 53.09999847 71.69999695 67.40000153 63.59999847 49 70.69999695 60.79999924 58.59999847 60 52.59999847 85.30000305 78.09999847 56.40000153 64.09999847 56.59999847 56.90000153 60.5 63.59999847 61.59999847 63.40000153 55.90000153 64.5 56.29999924 49.79999924 59.20000076 73.09999847 67.19999695 61.90000153 64.90000153 63.29999924 60.79999924 44.90000153 75.80000305 66.69999695 55.59999847 60.79999924 67.40000153 86.80000305 62.29999924 62.59999847 59.09999847 57.20000076 53.59999847 75.69999695 69.5 65.59999847 65 72.30000305 67.40000153 70.69999695 70.19999695 53.90000153 51.09999847 62.5 50.40000153 52 71.59999847 67.59999847 64 49.59999847 70.69999695 61.40000153 58.70000076 60.29999924 52.59999847 85.19999695 78 56.40000153 63.79999924 57.20000076 57.40000153 60.5 63.5 61.40000153 63.40000153 55.90000153 63.20000076 57.20000076 50.59999847 59.59999847 72.90000153 65.90000153 62.59999847 64.90000153 62.29999924 61.70000076 45.79999924 75.5 65.90000153 56 61.09999847 66.09999847 87 62.40000153 62.59999847 59.20000076 56.79999924 53.40000153 75.59999847 58.59999847 65.80000305 65.59999847 66.09999847 60 70.69999695 70.19999695 53.70000076 51 60.59999847 50.59999847 51.79999924 71.59999847 67.09999847 69 50.20000076 70.69999695 61.70000076 59.40000153 61 52.90000153 85.09999847 77.90000153 56.40000153 63.90000153 57 57.79999924 60.5 63.20000076 60.79999924 63.20000076 55.90000153 62.90000153 58 50.59999847 60.59999847 72.09999847 67.90000153 63.29999924 65.30000305 61.40000153 59.79999924 45.59999847 75.19999695 65 56.40000153 62.40000153 64.59999847 87.09999847 62.79999924 62.79999924 59.40000153 56.40000153 53.40000153 75.5 57.90000153 66.09999847 66.19999695 64.19999695 56.29999924 70.80000305 70.09999847 53.5 50.79999924 58.5 50.70000076 51.59999847 71.59999847 65.59999847 69.09999847 50.79999924 70.59999847 62 60 61.5 53.09999847 85 77.80000305 56.59999847 63.90000153 57.40000153 58.09999847 60.5 63.09999847 60.09999847 63.09999847 55.90000153 62.59999847 59 50.09999847 61.40000153 71.40000153 69.30000305 64 65 60.90000153 59.5 47.20000076 74.69999695 64.19999695 56.90000153 63.79999924 63.79999924 87.30000305 63 62.79999924 59.90000153 55.90000153 53.59999847 75.40000153 57.59999847 66.30000305 65.69999695 62.20000076 52.70000076 70.90000153 69.90000153 53.5 50.70000076 58.29999924 50.40000153 50.20000076 71.5 63.90000153 69.09999847 51.5 70.59999847 62.29999924 59.90000153 62.20000076 53.09999847 84.80000305 77.69999695 56.70000076 63.90000153 57.90000153 58.40000153 60.5 64 59.40000153 63.09999847 55.79999924 62.90000153 59.70000076 50.40000153 61.70000076 71.5 70.30000305 64.59999847 65 59.79999924 59.59999847 46.70000076 74.19999695 63.20000076 57.29999924 65.40000153 63 88 63.09999847 62.70000076 59.5 55.5 53.70000076 75.30000305 57.5 66.30000305 65.90000153 59.90000153 58.29999924 70.90000153 69.69999695 53.40000153 50.90000153 58.59999847 51.09999847 49.5 71.40000153 63.29999924 68.19999695 52.09999847 78.69999695 90.90000153 82.19999695 63.79999924 70.69999695 48.59999847 55.5 48.09999847 59.29999924 68.5 85.80000305 64 72.5 63.59999847 66.40000153 65.90000153 57.40000153 79.69999695 84.09999847 56.5 77.69999695 39.5 41.79999924 69.30000305 73.69999695 79.19999695 90.80000305 81.40000153 63.70000076 70.59999847 50 57 48.20000076 58.09999847 68.80000305 85.80000305 63.70000076 72.80000305 63.59999847 66.19999695 66 56.90000153 80.30000305 84.30000305 56.79999924 77.59999847 39.09999847 41.90000153 69.90000153 74 61.90000153 90.69999695 79.80000305 57.20000076 70.5 51.5 55.20000076 48.20000076 57.79999924 63.59999847 85.80000305 62.79999924 73 63.20000076 65.80000305 66.19999695 60.40000153 61.90000153 83.59999847 57 77.59999847 38.79999924 42.20000076 70.19999695 74.09999847 59.29999924 90.59999847 78.19999695 56.40000153 70.30000305 53 57 48.29999924 56.79999924 64 85.90000153 62.5 73.40000153 62.5 66 66.40000153 61.40000153 60.40000153 83.5 57.20000076 77.5 38.59999847 42.40000153 70.09999847 74.19999695 57.29999924 90.40000153 76.5 55.40000153 70 54.40000153 58.20000076 48.40000153 53.09999847 64.40000153 85.90000153 62.29999924 73.80000305 62 65.90000153 66.5 60.5 60.09999847 83.59999847 57.70000076 77.40000153 38.59999847 42.79999924 70 74.19999695 53.79999924 90.30000305 74.69999695 54.40000153 70.09999847 55.79999924 59.40000153 48.40000153 55.59999847 64.5 86 62.29999924 74.19999695 61.90000153 66.19999695 66.5 61.59999847 59.40000153 83 58.29999924 77.19999695 38.59999847 43 69.80000305 74.19999695 1995 58.5 61.90000153 52.79999924 81.80000305 58.20000076 60.5 63.79999924 58.79999924 62.79999924 72.30000305 65.5 73 72.19999695 62.40000153 50.29999924 59.09999847 73.19999695 52.40000153 63.79999924 62.90000153 56.09999847 65 66.40000153 54.09999847 83 91.5 80.69999695 65.30000305 64.40000153 61.29999924 77.5 72.59999847 55.59999847 79 63.09999847 74 69.30000305 72 61.90000153 65.69999695 55.40000153 57.20000076 62.59999847 61.5 65.30000305 70.19999695 56.29999924 67.19999695 58.70000076 47.20000076 61.59999847 66.09999847 70.69999695 62.5 1996 58.5 61.90000153 53.5 81.80000305 58.5 60.29999924 63.59999847 58.20000076 63 72.40000153 65.5 72.19999695 71.69999695 61.5 50.29999924 59.29999924 73.09999847 52.09999847 64.80000305 63.70000076 54.59999847 64.80000305 66.59999847 52.90000153 83 91.59999847 80.30000305 65.19999695 64.19999695 61.09999847 77.40000153 72.59999847 55.40000153 78.80000305 63.29999924 73.69999695 69.19999695 71.90000153 60.59999847 65.40000153 55 57.5 62.29999924 61.20000076 65.40000153 70.09999847 57.29999924 67.40000153 59.29999924 46.70000076 60.29999924 66.30000305 70.69999695 61.5 1997 58.40000153 61.40000153 54 81.80000305 58.90000153 60 63.29999924 58.20000076 63.20000076 72.30000305 65.40000153 72 71.90000153 60.59999847 50.40000153 59.70000076 73 52 70.80000305 63 58.09999847 65.80000305 66.90000153 51.59999847 83.09999847 91.59999847 80 65.09999847 64.40000153 60.90000153 77.40000153 72.59999847 55.70000076 78.59999847 64.09999847 73.40000153 69 71.69999695 61.40000153 65.09999847 54.59999847 57.79999924 62 61 65.80000305 69.90000153 58.29999924 67.40000153 59.79999924 46.20000076 60.29999924 66.59999847 70.69999695 60.5 1998 58.40000153 61.40000153 54.29999924 81.80000305 59.29999924 60.20000076 63.20000076 58.09999847 63.70000076 72.09999847 65.30000305 71.80000305 71.90000153 59.70000076 50.59999847 60.09999847 72.90000153 52.09999847 70.80000305 62.40000153 60.90000153 66.40000153 67.09999847 50.29999924 83.09999847 91.59999847 79.80000305 65.09999847 64.69999695 60.59999847 77.40000153 72.69999695 56 78.40000153 64.80000305 73.09999847 68.90000153 71.69999695 62.5 64.69999695 54.29999924 57.90000153 61.70000076 61 65.5 69.59999847 59.29999924 67.5 60.29999924 45.70000076 62.29999924 66.69999695 70.69999695 60.5 1999 58.40000153 61.29999924 54.59999847 81.80000305 59.70000076 60.09999847 63 58.20000076 64 72.09999847 65.19999695 71.5 71.90000153 58.79999924 51.79999924 60.5 72.80000305 52.70000076 70.80000305 61.90000153 60 67.19999695 67.40000153 48.90000153 83.19999695 91.5 79.59999847 65 65.09999847 60.40000153 77.40000153 72.59999847 56 78.09999847 67.69999695 72.80000305 68.80000305 71.59999847 62.70000076 64.30000305 54 57.90000153 61.29999924 60.90000153 66.19999695 69.40000153 60.40000153 67.59999847 60.79999924 46.90000153 62.09999847 67.19999695 70.69999695 60.20000076 2000 58.5 61.09999847 55 81.69999695 60.09999847 60.09999847 63.40000153 58.09999847 64.59999847 72.19999695 65.19999695 71.19999695 72 58.79999924 52.20000076 60.90000153 72.69999695 53.59999847 70.69999695 61.40000153 58.90000153 67.5 67.59999847 47.40000153 83.19999695 91.40000153 79.59999847 65 65.30000305 60.09999847 77.30000305 72.5 54.59999847 77.80000305 68.09999847 72.69999695 68.80000305 71.5 61.79999924 63.90000153 53.70000076 57.90000153 60.90000153 60.40000153 65.80000305 69.09999847 61.29999924 67.80000305 61.29999924 46.5 61.79999924 67.40000153 70.5 59.79999924 78.80000305 58.90000153 60.20000076 54.29999924 63.09999847 62.70000076 73 77.69999695 64.80000305 58.20000076 74.09999847 51.09999847 61.09999847 66.90000153 53.29999924 85 71.40000153 59.59999847 59.70000076 64.19999695 61.59999847 49.5 75.69999695 60.40000153 65.69999695 51.09999847 42.59999847 53.70000076 53.59999847 47.40000153 72.30000305 63.40000153 45.90000153 69.5 81.90000153 65.5 61.79999924 67 65.80000305 81.5 61.09999847 50.20000076 74.80000305 69.59999847 50.5 63 50.20000076 59.79999924 82.40000153 77.09999847 62.09999847 52.09999847 50.40000153 47.59999847 60.79999924 79.5 59.40000153 60.09999847 54.59999847 62.59999847 62.70000076 72.90000153 77.59999847 65.40000153 58.29999924 74.30000305 51.79999924 61 66.90000153 52 85 71.59999847 60.40000153 59.90000153 65.59999847 61.29999924 49 74.69999695 60.20000076 66.30000305 50.90000153 42.59999847 54.59999847 53.59999847 47.5 71.5 63.5 45.79999924 69.59999847 81.80000305 65.5 62.09999847 68.09999847 65.59999847 81.40000153 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70.40000153 59.59999847 2002 58.59999847 60.79999924 55.90000153 81.59999847 60.79999924 60.29999924 63.59999847 58.79999924 64.90000153 72.09999847 65 71.5 72 58.90000153 51 61.79999924 72.5 56.5 71.59999847 60.70000076 55.70000076 68.59999847 67.59999847 50.70000076 83.19999695 90.80000305 81.09999847 64.80000305 66.30000305 59.79999924 77.19999695 72.90000153 54.09999847 77 68.90000153 72.59999847 68.90000153 71.40000153 61.79999924 63.40000153 53.09999847 57.59999847 60.79999924 59.90000153 66.19999695 68.59999847 64 68.5 62.90000153 46.5 61.09999847 67.5 70.30000305 58.90000153 2003 58.79999924 60.79999924 56.09999847 81.59999847 61.20000076 60.40000153 63.70000076 59.20000076 64.90000153 72.30000305 64.80000305 71.59999847 72 59 51.20000076 62.20000076 72.40000153 58.29999924 72.09999847 60.40000153 55.59999847 68.69999695 67.40000153 49.59999847 83.30000305 90.5 80.90000153 64.69999695 67.09999847 59.70000076 77.09999847 73.59999847 54.40000153 76.5 69.30000305 72.69999695 68.90000153 71.5 61.5 63.09999847 52.90000153 57.40000153 61.79999924 59.5 65.59999847 68.30000305 64 68.80000305 63.5 46.59999847 62.70000076 67.59999847 70.19999695 59.5 2004 58.90000153 60.59999847 56.40000153 81.59999847 61.59999847 60.29999924 63.59999847 58.59999847 64.80000305 72.30000305 64.59999847 71.59999847 72.69999695 59 51.90000153 62.70000076 72.30000305 59.79999924 72.69999695 60.09999847 55.40000153 69.40000153 67.19999695 50.29999924 83.30000305 90.19999695 80.69999695 64.69999695 67 59.59999847 77 74.19999695 55.79999924 76 69.69999695 72.80000305 69 71.59999847 60.40000153 62.90000153 52.90000153 57.09999847 61.70000076 59.20000076 66.09999847 67.90000153 63.90000153 69 64 46.79999924 61.70000076 67.59999847 70.09999847 58.20000076 2005 59 60.40000153 56.59999847 81.5 61.90000153 60.20000076 64.5 59.20000076 64.5 72.40000153 64.40000153 71.69999695 72.69999695 59 52.79999924 63.09999847 72.19999695 61 73.30000305 59.79999924 55.29999924 69.69999695 67.09999847 50.5 83.30000305 90 80.40000153 64.59999847 66.69999695 59.59999847 76.90000153 74.30000305 55.29999924 75.59999847 70.09999847 72.90000153 69.09999847 71.69999695 61.09999847 62.79999924 52.59999847 57.09999847 61.40000153 59.40000153 65.5 67.59999847 64.09999847 69.19999695 64.59999847 46.90000153 61.90000153 67.59999847 70.19999695 59.20000076 2006 59.20000076 60.20000076 57 81.5 62.29999924 60.09999847 64.69999695 59.90000153 63.70000076 72.40000153 63.90000153 71.59999847 72.69999695 59.09999847 52.5 63.40000153 72.09999847 61.90000153 73.90000153 59.59999847 55.29999924 69.80000305 67.09999847 52.5 83.30000305 89.90000153 79.90000153 64.5 66.69999695 59.70000076 76.80000305 74.19999695 56 75.30000305 70.5 73 69.09999847 71.80000305 61.59999847 62.59999847 52.29999924 57.20000076 61.40000153 59.20000076 66 67.40000153 64.80000305 69.30000305 65.19999695 46.90000153 62.09999847 67.59999847 70.19999695 58.70000076 82.5 59.20000076 61.5 54.70000076 60.79999924 61.29999924 72.09999847 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70.19999695 62.90000153 59.70000076 61.40000153 50.79999924 83.40000153 77.69999695 55.20000076 65.09999847 62.79999924 60.29999924 58.5 66.30000305 60.79999924 63.59999847 54.90000153 67.30000305 56.79999924 50.90000153 63.70000076 72.5 75 70.30000305 66.5 55 62.09999847 46.90000153 74.69999695 52.09999847 58.59999847 57.70000076 60.79999924 82.40000153 64 64.69999695 60 54.40000153 54.20000076 74.09999847 58.79999924 66.59999847 65.5 60.29999924 58.09999847 68.90000153 70.69999695 53.40000153 53.5 58.20000076 51.5 49.90000153 67.59999847 63.70000076 68.09999847 53.5 70.19999695 62.5 59.20000076 61.09999847 51.70000076 83.40000153 77.59999847 54.79999924 65.59999847 63 60.40000153 58.20000076 66 60.90000153 63.59999847 54.79999924 66.80000305 56.20000076 51.29999924 64 72.09999847 75.59999847 70.90000153 66.30000305 54.70000076 62.09999847 47.29999924 75.80000305 50.5 58.5 56.5 60.90000153 81.59999847 64.30000305 65.19999695 59.79999924 54.90000153 54.09999847 74 59 66.40000153 65.5 60.5 56.40000153 68.69999695 70.69999695 53.40000153 54.70000076 58.29999924 51.40000153 50.20000076 67 63.70000076 68.09999847 48.90000153 70.19999695 58.5 60.5 60.90000153 52.29999924 83.30000305 77.59999847 54.29999924 66.09999847 62.90000153 60.29999924 58 66.59999847 61.20000076 63.59999847 54.70000076 66.69999695 55.79999924 51.70000076 64.40000153 72.09999847 76.19999695 71.5 65.80000305 54.59999847 61.79999924 47.09999847 76.69999695 48.70000076 58.40000153 54.79999924 60.79999924 80.80000305 64.5 65.59999847 59.59999847 55.29999924 54.29999924 73.80000305 59.09999847 66.30000305 65.5 60.29999924 58.90000153 68.59999847 70.69999695 53.29999924 55.79999924 58.29999924 51.29999924 50.5 66.40000153 63.40000153 67.5 49.20000076 70.09999847 59 60.40000153 60.29999924 51.90000153 83.09999847 77.5 53.90000153 66.69999695 62.79999924 60.5 57.79999924 67.40000153 61.09999847 63.5 54.59999847 66.5 55.40000153 52.79999924 64.59999847 72.19999695 76.69999695 72 64.69999695 54.70000076 62.20000076 47.59999847 76.90000153 48.5 58.29999924 54.09999847 61.29999924 80.40000153 64.80000305 66 59.40000153 55.70000076 54.09999847 73.69999695 59.20000076 66.19999695 65.40000153 59.59999847 58.70000076 68.40000153 70.80000305 53.20000076 56.70000076 57.59999847 51.20000076 50.90000153 65.90000153 64.69999695 67.09999847 49.5 70 58.90000153 61.29999924 60.09999847 51.90000153 83 77.30000305 53.5 67.40000153 63.20000076 60.70000076 57.59999847 68 61.40000153 63.5 54.5 66.40000153 55 53.79999924 63.79999924 72.19999695 77.19999695 72.5 64.19999695 54.09999847 62.5 47.20000076 76.59999847 48.70000076 58.20000076 55.09999847 61.20000076 80.30000305 65.19999695 66.59999847 59.20000076 56.09999847 54 73.59999847 59.29999924 66.09999847 65.30000305 59.20000076 59.70000076 68.19999695 70.90000153 53 57.59999847 58 51.09999847 51.5 65.40000153 64.80000305 67.40000153 49.79999924 52.59999847 88.80000305 73.90000153 53.59999847 69.40000153 60.90000153 61.5 48.20000076 50.29999924 65.30000305 86.09999847 57.09999847 76.69999695 61.90000153 66.5 63.90000153 63 61.29999924 83.59999847 63 74.40000153 39.09999847 43.20000076 69.69999695 71.19999695 53.5 88.69999695 73.69999695 53.20000076 69.30000305 61.5 61.59999847 48.20000076 50 65.19999695 86 57.20000076 77.19999695 62.20000076 66.09999847 63.20000076 63.09999847 61.59999847 83.80000305 63.79999924 73.90000153 38.40000153 43.29999924 69.69999695 70.90000153 55 88.69999695 73.5 53.59999847 69.30000305 62.09999847 62.79999924 48.09999847 48.70000076 65 86 57 77.40000153 62.29999924 65.69999695 62.5 63.20000076 61.79999924 83.69999695 64.59999847 73.69999695 39.40000153 43.5 69.80000305 70.59999847 55.90000153 88.59999847 73.5 51.5 69.19999695 62.09999847 64 48.09999847 49.09999847 64.80000305 85.90000153 57.09999847 77.59999847 62.29999924 65.5 61.70000076 63.20000076 62.29999924 83.69999695 64.90000153 73.19999695 40.5 43.70000076 69.80000305 70.30000305 56.70000076 88.5 73.59999847 52.90000153 69.09999847 62.09999847 65.09999847 48 48.70000076 64.59999847 85.90000153 57.79999924 77.69999695 62.29999924 65.5 61 63.29999924 62.79999924 83.59999847 65.40000153 73 40.90000153 43.90000153 69.80000305 70.09999847 57.5 88.5 73 54 69 62.09999847 65.90000153 48.20000076 48.29999924 64.40000153 85.80000305 57.70000076 77.40000153 62.70000076 65.59999847 60.29999924 63.40000153 63.29999924 83.5 65.90000153 72.90000153 41.40000153 44 69.80000305 69.90000153 2007 59.59999847 60.29999924 57.29999924 81.69999695 62.29999924 61 64.30000305 59.70000076 65.19999695 72.19999695 63.70000076 71.19999695 72.69999695 59 52.59999847 63.5 72.09999847 62.90000153 74.30000305 59.5 55.70000076 70.19999695 66.80000305 50.79999924 83.30000305 89.90000153 80.40000153 63.79999924 67.59999847 60.09999847 76.80000305 74.09999847 55 75.09999847 70.90000153 73.09999847 69.09999847 71.59999847 61.40000153 62.5 52.09999847 57 61.5 59.09999847 65.5 67.30000305 64.59999847 70.5 65.30000305 47.29999924 62.09999847 66.59999847 70 59.20000076 85.30000305 59.20000076 61.29999924 55.59999847 59.70000076 60.20000076 70.90000153 76.90000153 64.09999847 58.5 72.5 54 59.79999924 67.09999847 63.79999924 84.09999847 71.40000153 65.59999847 60.29999924 58.70000076 61.5 51 75.40000153 58.59999847 67.69999695 53.5 41.79999924 62.79999924 55.29999924 49.40000153 64.19999695 59.59999847 44.40000153 69.40000153 80.80000305 67.80000305 60.90000153 66.90000153 63.79999924 79.30000305 60.40000153 50.09999847 70.90000153 69.90000153 52.70000076 55.5 55.70000076 65.59999847 85.19999695 77.80000305 62.70000076 65.5 50.09999847 49.90000153 57.29999924 70.09999847 59.5 59.90000153 59.70000076 51.40000153 82.90000153 77.59999847 53.79999924 67.30000305 63.59999847 60.79999924 57.29999924 67.40000153 62.09999847 63.5 54.5 66.59999847 55.20000076 53.79999924 64.19999695 72.30000305 77.5 73 65.09999847 53.79999924 62.59999847 47.59999847 77.19999695 46.59999847 58.29999924 52.90000153 62.59999847 80 65 66.80000305 59.20000076 56.5 54.29999924 73.69999695 59.40000153 66.09999847 65 60 58.59999847 67.80000305 71.09999847 53.40000153 57.29999924 58.59999847 51.5 51.09999847 65.09999847 64.59999847 67 49.79999924 61.29999924 88.59999847 72.80000305 53.59999847 68.90000153 61.90000153 65.80000305 48.29999924 47.5 64.80000305 85.90000153 58.29999924 77.69999695 62.5 65.30000305 59.59999847 63.29999924 64.19999695 83.90000153 66.30000305 72.59999847 40.79999924 43.90000153 70.09999847 69.69999695 Age 15+ labor to population (%) Definition and explanations Indicator name Definition of indicator Unit of measurement Data source Source organization(s) Link to source organization Complete reference Link to complete reference Specific information about this indicator Uploader [Add other fields as required] population (%) Age 15+ labor to population (%) For age group above 15, percentage of all labor to total population. International Labour Organization http://www.ilo.org/global/lang--en/index.htm Key Indicators of the Labour Market Programme http://www.ilo.org/public/english/employment/strat/kilm/download.htm Gapminder Country Year(s) Footnote Indicator-settings in the graph Source name International Labour Organization Source link Scale type http://www.ilo.org/public/english/employment/strat/kilm/download.htm lin h Required! Text that will be shown next to the axis in the graph (preferably the same as in the "Source organization(s)" field in the About-Sheet). Link for target, when clicking source name in the graph. Preferably the same as in the "Link to source organization" field in the AboutSheet, but can also be left blank to target the link back to the indicators about-page. Required! Type "lin" for linear scale or "log" for logarithmic scale. Users will be able to change it in the graph. Download (coming soon) Dowload this indicator including the data As XLS (Excel-file) As CSV (comma separeted file) As PDF d (coming soon) including the data [Download xls] Not available yet! [Download csv] Not available yet! [Download pdf] Not available yet! VERSION INDICATOR_V2_E Total above 15 employment to population (%) Afghanistan Albania Algeria Angola Argentina Armenia Australia Austria Azerbaijan Bahamas Bahrain Bangladesh Barbados Belarus Belgium Belize Benin Bhutan Bolivia Bosnia and Herzegovina Botswana Brazil Brunei Bulgaria Burkina Faso Burundi Cambodia Cameroon Canada Cape Verde Central African Rep. Chad Chile China Colombia Comoros Congo, Rep. Congo, Dem. Rep. Costa Rica Cote d'Ivoire Croatia Cuba Cyprus Czech Rep. Denmark Dominican Rep. Timor-Leste Ecuador Egypt El Salvador Equatorial Guinea Eritrea Estonia Ethiopia 1991 56.70000076 52.70000076 39.40000153 75.80000305 53.59999847 39.29999924 57.20000076 54.20000076 56.90000153 63 61.20000076 74.5 56.90000153 59.20000076 45.70000076 47.59999847 70.59999847 53.70000076 61.5 51.59999847 48.90000153 56.09999847 62.59999847 46.40000153 80.69999695 84.19999695 78 59.40000153 59.40000153 56.5 72.40000153 66 51.20000076 76.09999847 52.40000153 69.30000305 64.69999695 67 56.90000153 62.40000153 46 53 61.40000153 57.70000076 61.90000153 43.59999847 63.90000153 51.79999924 42.70000076 58.79999924 60.90000153 65.09999847 62.79999924 71.90000153 1992 56.5 52.29999924 38.90000153 75.80000305 53.79999924 38.20000076 56.20000076 54.90000153 56.79999924 61.29999924 61.40000153 72.5 53.70000076 58.29999924 46.09999847 49.20000076 72.09999847 52.5 61 50.09999847 48 59.5 62.79999924 48.90000153 80.69999695 84.30000305 78 59.29999924 58 56.59999847 72.30000305 66.69999695 52.90000153 76.59999847 53.79999924 69.30000305 64.59999847 66.69999695 58 62 45.5 53.09999847 59.29999924 57.79999924 61.79999924 43.20000076 64 52.59999847 42.59999847 57.29999924 61.29999924 64.90000153 61.5 72.40000153 Fiji Finland France Gabon Gambia Georgia Germany Ghana Greece Guadeloupe Guatemala Guinea Guinea-Bissau Guyana Haiti Honduras Hong Kong, China Hungary Iceland India Indonesia Iran Iraq Ireland Israel Italy Jamaica Japan Jordan Kazakhstan Kenya Korea, Dem. Rep. Korea, Rep. Kuwait Kyrgyzstan Laos Latvia Lebanon Lesotho Liberia Libya Lithuania Luxembourg Macao, China Madagascar Malawi Malaysia Maldives Mali Malta Martinique Mauritania Mauritius Mexico Mongolia 53.70000076 59.09999847 49.5 58.29999924 72.40000153 58.29999924 56.20000076 68.59999847 45.79999924 44.5 55.79999924 82.30000305 65.90000153 51.70000076 56 59.09999847 62.59999847 49.59999847 72.40000153 59 63.20000076 46 35.09999847 44.59999847 46.20000076 44.5 61.5 62.5 36.20000076 63.70000076 72.30000305 62.40000153 59 61.90000153 59.5 80.40000153 58.90000153 45.90000153 50.79999924 65.69999695 45.79999924 54.79999924 51.20000076 56.79999924 79.09999847 71.59999847 60.09999847 49.79999924 47.59999847 43.70000076 46.20000076 54.40000153 56.20000076 56.90000153 51.09999847 54.40000153 54.5 49 58.09999847 72.40000153 57.29999924 55 69.80000305 46.29999924 45.90000153 55.29999924 82.40000153 65.90000153 51.70000076 53.29999924 60.79999924 61.5 49.40000153 71.69999695 59.29999924 63.40000153 45.70000076 35.20000076 44.40000153 46.20000076 44.29999924 61.40000153 62.70000076 36.40000153 61.29999924 72.19999695 62.70000076 59.09999847 63.09999847 59.29999924 80.40000153 57.79999924 45.40000153 49.5 65.59999847 45.40000153 54 51.59999847 57.29999924 79.30000305 71.5 59.79999924 50.09999847 47.40000153 43.70000076 46.20000076 54.29999924 59.59999847 57.5 51.70000076 Morocco Mozambique Myanmar Namibia Nepal Netherlands Netherlands Antilles New Zealand Nicaragua Niger Nigeria Norway Oman Pakistan Panama Papua New Guinea Paraguay Peru Philippines Poland Portugal Puerto Rico Qatar Moldova Reunion Romania Russia Rwanda Saudi Arabia Senegal Serbia and Montenegro Sierra Leone Singapore Slovak Republic Slovenia Solomon Islands Somalia South Africa Spain Sri Lanka Sudan Suriname Swaziland Sweden Switzerland Syria Taiwan Tajikistan Tanzania Thailand Macedonia, FYR Togo Trinidad and Tobago Tunisia Turkey 46.09999847 79.09999847 74.5 45.70000076 61.20000076 53.20000076 49 57 52.79999924 60 52.20000076 59.79999924 52.79999924 47.59999847 50 70.40000153 61.59999847 58.40000153 59.09999847 54 59.09999847 38.09999847 74.09999847 58.59999847 33.5 56.79999924 58.09999847 86.80000305 51 66.90000153 49.70000076 63.5 64.40000153 56 55.79999924 67.40000153 64.90000153 39.70000076 42.70000076 52 46.20000076 44.59999847 54.20000076 64.90000153 67.69999695 46.79999924 56.90000153 54.29999924 87.5 77.69999695 37.59999847 65.19999695 45 40.70000076 53 46.40000153 78.90000153 74.69999695 45.70000076 62.5 53.90000153 49.79999924 56.59999847 54.40000153 59.70000076 52.20000076 59.20000076 53.70000076 47.90000153 51.70000076 69.80000305 63.29999924 58.79999924 59.70000076 53.29999924 57.40000153 37.90000153 73.69999695 58 34.29999924 59.40000153 61.20000076 86.80000305 51.09999847 66.80000305 49.09999847 63.79999924 64.40000153 55.29999924 51.70000076 67.59999847 64.90000153 39.90000153 41.09999847 50.70000076 45.90000153 42.59999847 54.29999924 61.79999924 67.09999847 47.20000076 56.59999847 52.29999924 87.19999695 77.09999847 36.90000153 65 45.79999924 40.70000076 52 Turkmenistan Uganda Ukraine United Arab Emirates United Kingdom United States Uruguay Uzbekistan Venezuela Vietnam West Bank and Gaza Yemen, Rep. Zambia Zimbabwe 56.09999847 85 58.5 71.30000305 57.90000153 61.29999924 54 54.5 51.59999847 75.59999847 29.29999924 38.29999924 57 70.19999695 56.40000153 84.80000305 57.79999924 71.59999847 56.5 61.09999847 55.29999924 53.29999924 52.79999924 75.59999847 29.79999924 38.20000076 56.59999847 69.80000305 1993 56.59999847 52.40000153 39.40000153 75.5 53.70000076 37.40000153 55.90000153 54.70000076 56.59999847 62.79999924 61.5 73 52.5 57.40000153 45.5 51.29999924 72.30000305 52 61 48 47 60.09999847 62.90000153 44.29999924 80.69999695 84.5 78.30000305 59.20000076 57.59999847 56.79999924 72.19999695 67.40000153 54.09999847 76.59999847 55.40000153 69.09999847 64.40000153 66.5 58.79999924 62.29999924 45 54.09999847 59.59999847 58.90000153 60.09999847 43.59999847 64.09999847 53.20000076 42.09999847 55.59999847 61.09999847 65.09999847 59.40000153 73.80000305 1994 56.20000076 52.70000076 39.40000153 75.90000153 53.79999924 37.40000153 56.90000153 56.40000153 56.20000076 62.70000076 61.79999924 71.80000305 54.90000153 56.59999847 45.29999924 52.29999924 72.5 51 60.90000153 47.59999847 45.29999924 60.59999847 63.09999847 44.20000076 80.80000305 84.69999695 78.40000153 59.09999847 58 56.70000076 72.09999847 67.69999695 53.29999924 76.5 54.59999847 68.80000305 64.19999695 66.59999847 58.79999924 62.5 50.09999847 54.5 59.90000153 59.09999847 59.29999924 46.29999924 64.30000305 53.70000076 42.20000076 57.70000076 61.29999924 65.30000305 58.29999924 75.69999695 1995 56.20000076 52.79999924 38.09999847 75.80000305 53.5 37.09999847 58.40000153 56.70000076 55.40000153 64.5 61.90000153 70.5 58 55.70000076 45.59999847 51.70000076 72.59999847 50.29999924 60.70000076 47.70000076 44 61.09999847 63.29999924 45.59999847 80.90000153 84.80000305 77.59999847 59 58.29999924 56.70000076 72.09999847 67.5 53 76.19999695 54.90000153 68.69999695 64.5 66.59999847 58.79999924 63 49.70000076 52.40000153 59.79999924 59.09999847 60.70000076 47.40000153 64.5 54.29999924 41.90000153 57.20000076 61.29999924 65 56.59999847 73.09999847 1996 56.09999847 52.59999847 38.90000153 75.90000153 54.40000153 38.09999847 58.20000076 55.79999924 55.79999924 64.09999847 61.90000153 70.40000153 61.20000076 55.20000076 45.5 51.09999847 72.59999847 50.20000076 61.79999924 47.90000153 42.79999924 60.40000153 63.5 45.70000076 81 84.80000305 76.59999847 59.90000153 58 56.5 71.90000153 67.5 52.40000153 76 54.09999847 68.30000305 64.40000153 66.40000153 56.90000153 62.70000076 49.5 53.09999847 59.40000153 58.79999924 60.90000153 47.70000076 64.59999847 54.90000153 42.5 55.79999924 62 65.09999847 55.5 76.19999695 1997 56.20000076 52.40000153 39.70000076 75.69999695 54.90000153 37.40000153 57.90000153 55.79999924 56.59999847 65.19999695 61.59999847 69.90000153 61.40000153 55.09999847 45.79999924 52.09999847 72.5 50.09999847 67.59999847 47 45.70000076 60.70000076 63.70000076 44.59999847 81 84.90000153 76.40000153 60 58.5 56.29999924 72 67.59999847 52.70000076 75.80000305 54.40000153 68.09999847 64.09999847 66.19999695 57.90000153 62.40000153 49.20000076 53.70000076 59.70000076 58.09999847 62.29999924 49.20000076 64.69999695 55.40000153 42.29999924 55.59999847 62.79999924 65.09999847 54.90000153 77.59999847 1998 56.20000076 52.09999847 39.5 75.59999847 55 38.09999847 58.29999924 55.59999847 56.70000076 66.59999847 61.59999847 69.90000153 63.09999847 54 45.90000153 51.5 72.30000305 50.20000076 67.69999695 46.09999847 48.20000076 60.5 64 44.20000076 81.09999847 84.80000305 77.30000305 60.09999847 59.29999924 56.09999847 71.90000153 67.59999847 52 75.5 54.79999924 67.80000305 64 66.19999695 59.09999847 62 48.29999924 54.29999924 58.70000076 57 62.20000076 50.79999924 64.69999695 55.90000153 42 57.70000076 61.90000153 65.09999847 54.90000153 76.80000305 54.59999847 50.90000153 48.29999924 60 72.40000153 55.79999924 54 68.19999695 45.79999924 45 54.29999924 82.40000153 65.90000153 52.09999847 52.20000076 61.29999924 60.79999924 46.20000076 70.30000305 58.79999924 63.09999847 45.29999924 35.09999847 44.40000153 47.59999847 43.40000153 61 62.29999924 36.40000153 62.40000153 72.19999695 63.09999847 58.79999924 64.09999847 59.20000076 80.30000305 56.59999847 45.79999924 50.70000076 65.59999847 45.59999847 53.20000076 50.90000153 57.29999924 79.5 71.40000153 60.20000076 50.29999924 47.5 43.79999924 47 54.20000076 59.59999847 58.09999847 51.5 55.09999847 50.20000076 47.5 60 72.30000305 55.40000153 53.40000153 67.59999847 46.20000076 45.59999847 53.20000076 82.40000153 66 52.70000076 49.09999847 61.79999924 60.40000153 45.20000076 70.30000305 58.40000153 62.40000153 45.20000076 35 45 49.40000153 42.5 61.70000076 61.79999924 37.90000153 64.30000305 72.19999695 63.40000153 59.79999924 65.5 59.40000153 80.19999695 55.40000153 45.90000153 50.90000153 65.59999847 45.79999924 52.70000076 50.20000076 57 79.59999847 71.09999847 60.20000076 51.20000076 47.20000076 43.59999847 47 54.09999847 59.5 57.29999924 51.40000153 55.70000076 51 48 60 72.19999695 56 53.40000153 66.80000305 46.5 45.09999847 51.79999924 82.40000153 66.09999847 53.20000076 53.5 62.09999847 59.59999847 44.5 72 59.09999847 62 45 35 47.09999847 49.90000153 42 60.5 61.40000153 39.20000076 61.79999924 72.09999847 63.59999847 60.5 66.59999847 59.09999847 79.40000153 57.40000153 46.20000076 49.5 65.59999847 45.70000076 52.29999924 48.70000076 57.70000076 79.80000305 71.09999847 60.09999847 51.59999847 47.70000076 44.5 44.90000153 54.09999847 53.5 55.70000076 52.70000076 55.90000153 51.40000153 48 59.90000153 72.19999695 57.20000076 53.09999847 67.90000153 46.79999924 43.20000076 50.79999924 82.40000153 66.30000305 53.79999924 52.59999847 62.70000076 59.59999847 44.09999847 71.90000153 58.90000153 63.40000153 44.79999924 35.09999847 48 50.09999847 42 60.09999847 61.29999924 39.59999847 60.5 72 62.09999847 60.79999924 67.59999847 59.59999847 79.40000153 47.29999924 46.09999847 47.09999847 65.59999847 46 52.5 49.09999847 64.59999847 80 71 60.5 52 48.20000076 45.29999924 44.09999847 54 55.90000153 56.70000076 51.59999847 55.90000153 52.20000076 47.59999847 59.90000153 72.19999695 57.5 52.70000076 67.40000153 46.59999847 43 48.90000153 82.30000305 66.40000153 54.59999847 55 63.79999924 59.70000076 43.90000153 71.30000305 58.40000153 63.09999847 44.79999924 35.20000076 49.29999924 49.40000153 41.90000153 58.90000153 61.5 39.09999847 60.59999847 71.90000153 62 60.90000153 68.40000153 59.70000076 79.30000305 50.40000153 45.79999924 45 65.5 46.09999847 52.70000076 49.59999847 64.69999695 80.09999847 71 60.5 52.29999924 48.70000076 45.20000076 42.90000153 53.90000153 55.5 58.79999924 51.5 56.29999924 53.20000076 48 59.79999924 72.09999847 56.20000076 53.40000153 68.69999695 46.70000076 42.09999847 47.5 82.19999695 65.69999695 54.90000153 55 63.70000076 58.20000076 44.5 73.30000305 57.59999847 61.70000076 44.79999924 35.20000076 52.29999924 49.20000076 42.20000076 59.20000076 60.70000076 39 60.70000076 71.90000153 61.5 56.5 68.5 58.79999924 79.40000153 50.20000076 45.70000076 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65.09999847 52.79999924 74.30000305 2000 56.09999847 51.90000153 38.59999847 75.5 55.5 37.79999924 59.40000153 56.09999847 57.40000153 67 61.59999847 68.90000153 65.30000305 53 48.70000076 54.20000076 72.09999847 51.40000153 67.30000305 44.40000153 49.5 61.20000076 64.40000153 39.29999924 81.09999847 84.5 77.59999847 60.20000076 60.79999924 55.70000076 71.80000305 67.30000305 50.09999847 75 57.29999924 67.5 64.09999847 65.90000153 58.59999847 61.20000076 45 54.79999924 58 55.09999847 62.79999924 52.59999847 65 56.90000153 42.29999924 57.5 62.5 64.80000305 52.20000076 75.19999695 2001 56.5 51.79999924 40.40000153 75.5 55.59999847 38.59999847 59.20000076 56.09999847 57.5 67.09999847 61.70000076 68.90000153 65 53 47.59999847 55.79999924 72 52.70000076 67.30000305 45.09999847 45.70000076 61.5 64.59999847 41.09999847 81.19999695 84.30000305 79.80000305 60.09999847 60.70000076 55.5 71.80000305 67.59999847 50.20000076 74.69999695 58.40000153 67.5 64.09999847 65.90000153 58.29999924 60.90000153 42.20000076 55.40000153 59.59999847 55.09999847 62.70000076 52.90000153 65.19999695 57.09999847 41.5 57.20000076 63 65 52.09999847 76.30000305 2002 56.40000153 51.79999924 41.5 75.59999847 55.40000153 39.29999924 59.5 56.5 57.5 65.59999847 61.5 68.90000153 64.59999847 53.09999847 47.5 55.59999847 72 53.59999847 67.80000305 44.20000076 44 62.40000153 64.5 41.79999924 81.19999695 84 79.59999847 60 61.29999924 55.29999924 71.69999695 67.80000305 49.90000153 74.30000305 58.09999847 67.5 64.09999847 66 57.79999924 60.70000076 45 55.70000076 58.79999924 55.5 63.29999924 55.09999847 65.5 57.59999847 41.70000076 57.29999924 62.59999847 64.90000153 52.90000153 77.09999847 2003 54.40000153 51.79999924 42.79999924 75.5 57.29999924 39.5 59.90000153 56.70000076 57.90000153 64.40000153 61.40000153 68.5 64.09999847 53.29999924 47.20000076 55.90000153 71.90000153 55.90000153 68.30000305 44.70000076 42.40000153 62 64.30000305 42.90000153 81.19999695 83.59999847 79.30000305 59.90000153 62 55.29999924 71.5 68.59999847 50.40000153 73.90000153 59.5 67.59999847 64.09999847 66 57.40000153 60.5 45.40000153 56.09999847 59.20000076 54.90000153 62 53.29999924 65.80000305 58.09999847 41.79999924 58.40000153 62.59999847 64.80000305 53.5 78 2004 56 51.70000076 46.40000153 75.5 57.70000076 38.90000153 60.09999847 55.70000076 59.40000153 64.90000153 61.20000076 68.30000305 65.59999847 53.59999847 48.09999847 56.09999847 71.80000305 57.40000153 68.90000153 43.09999847 40.20000076 63.29999924 64.19999695 44.29999924 81.19999695 83.40000153 79.09999847 59.90000153 62.20000076 55.29999924 71.5 69.19999695 51.5 73.5 60.20000076 67.69999695 64.19999695 66.19999695 56.5 60.29999924 45.59999847 56 58.79999924 54.29999924 62.59999847 52.09999847 66 58.90000153 41.70000076 57.5 62.90000153 64.90000153 52.59999847 78.69999695 55.79999924 54.70000076 48.20000076 59.20000076 72.09999847 56.79999924 53.59999847 67.59999847 46.29999924 42.5 46.20000076 82.19999695 66.19999695 55.20000076 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53.70000076 49.40000153 82.30000305 72.30000305 33.90000153 64.19999695 56.20000076 41.09999847 43.5 46.59999847 77.40000153 74.69999695 42.40000153 60.5 59.70000076 50.70000076 64 57.29999924 60.40000153 51.09999847 63.70000076 51.20000076 47.90000153 56.40000153 70.09999847 71.09999847 66.59999847 58.70000076 44.20000076 57.70000076 42.20000076 75.59999847 44.70000076 38.90000153 50.40000153 56.09999847 80.59999847 51.90000153 65.5 48.20000076 64 61.70000076 49.40000153 55.29999924 65.59999847 65.59999847 39.40000153 49.59999847 53.40000153 47 44.29999924 51.79999924 59.20000076 64.5 44.20000076 54 50.09999847 81 72.40000153 32.29999924 64.09999847 58.59999847 41.20000076 44 59 84.40000153 49.59999847 73.90000153 58.40000153 64 56 53.90000153 52.70000076 73.30000305 34.59999847 38.20000076 61 67.30000305 59.40000153 83.90000153 50.09999847 74.5 58.90000153 64.19999695 56.20000076 54.20000076 54 72 33.59999847 38.29999924 60.70000076 67.59999847 59.5 84.09999847 50.90000153 74.90000153 59 63.29999924 56.29999924 54.5 54.90000153 72.40000153 29.39999962 38.29999924 60.70000076 67.69999695 59.09999847 83.59999847 51.70000076 75.30000305 59 62.29999924 56.5 54.70000076 53.5 72.40000153 26.60000038 38.40000153 60.70000076 67.59999847 59.09999847 83.19999695 51.79999924 75.5 59.29999924 61.79999924 56.59999847 55 53.70000076 72.09999847 29.39999962 38.59999847 60.70000076 67.40000153 58.70000076 83.19999695 52.20000076 75.40000153 59.40000153 61.79999924 56.70000076 55.70000076 55.20000076 71.59999847 29.70000076 38.70000076 60.79999924 67.40000153 2005 54 51.5 48 75.59999847 58.09999847 39.5 61.20000076 56.20000076 59 65 61 68.59999847 66.09999847 53.70000076 48.5 56.09999847 71.69999695 59.09999847 69.40000153 44.20000076 37.79999924 63.20000076 64.09999847 45.40000153 81.19999695 83.19999695 78.90000153 59.79999924 62.20000076 55.40000153 71.40000153 69.19999695 51.40000153 73.09999847 61.79999924 67.80000305 64.30000305 66.30000305 57.09999847 60.09999847 45.90000153 56 58.20000076 54.70000076 62.29999924 52.59999847 66.09999847 59.29999924 41.59999847 57.70000076 62.59999847 65 54.59999847 80.19999695 2006 56 51.40000153 50 75.5 58.40000153 39.40000153 61.59999847 57.09999847 59.29999924 66.90000153 60.59999847 68.59999847 66.40000153 53.70000076 48.20000076 57.5 71.59999847 59.59999847 70.09999847 41.09999847 45.5 64 64.09999847 47.79999924 81.19999695 83.19999695 78.40000153 59.70000076 62.5 55.5 71.30000305 69 52.59999847 72.90000153 61.5 67.90000153 64.30000305 66.40000153 57.90000153 60 46.5 56.09999847 58.59999847 55 63.40000153 53.40000153 66.09999847 59.70000076 41.90000153 58 62.5 65 55.20000076 80.09999847 2007 55.70000076 51.40000153 50.5 75.69999695 58.40000153 40.09999847 61.5 57.09999847 60.90000153 66.59999847 60.40000153 68.09999847 66.90000153 53.40000153 48.59999847 56.79999924 71.59999847 58.40000153 70.40000153 41.20000076 46 64.5 63.79999924 47.29999924 81.30000305 83.19999695 78.90000153 59.09999847 63.5 55.90000153 71.30000305 68.90000153 51 72.80000305 63.20000076 68 64.19999695 66.19999695 58.59999847 59.90000153 47.09999847 56 59.09999847 56 63.09999847 52.70000076 67.30000305 59.70000076 42.40000153 58.20000076 61.70000076 64.90000153 56.5 80.69999695 56.5 55.79999924 50.70000076 58.90000153 71.69999695 54.90000153 51.90000153 65.30000305 48.29999924 44.59999847 61.79999924 81.69999695 66.19999695 57.29999924 55.09999847 56.59999847 57.70000076 47.09999847 74 55.79999924 60.70000076 46.59999847 37.5 58.79999924 50.40000153 45.09999847 58.20000076 57.90000153 39 62.90000153 73 64.30000305 59.09999847 66.09999847 58.20000076 78.40000153 53.59999847 45.79999924 55 65.69999695 48 51.79999924 52.70000076 62.20000076 84.30000305 71.80000305 60.59999847 60.40000153 45.59999847 45.70000076 45.20000076 47.09999847 53.29999924 58.29999924 51.90000153 56.5 56.59999847 50.70000076 58.79999924 71.59999847 55.09999847 52.79999924 65 49 43.79999924 62.29999924 81.59999847 66.19999695 58.90000153 55.40000153 57.09999847 58.29999924 47.29999924 74.59999847 55.70000076 59.70000076 47.09999847 37.29999924 59.70000076 51.09999847 45.59999847 59.09999847 58 39.20000076 62.79999924 73.19999695 64.69999695 59.20000076 65.69999695 58.40000153 78.19999695 56.5 46 58.5 65.80000305 48 52.70000076 52.5 64.19999695 84.09999847 71.69999695 60.59999847 55.79999924 45.59999847 46.5 43.09999847 47.40000153 53.5 59.29999924 52 56.40000153 57.20000076 51.20000076 59 71.69999695 55.59999847 53.5 65.09999847 49.59999847 43.09999847 62.70000076 81.5 65.90000153 58.90000153 55.90000153 56.29999924 59 47.29999924 73.59999847 55.40000153 61.5 47.79999924 37.40000153 59.90000153 51.29999924 46.40000153 58.20000076 57.29999924 38.90000153 63.70000076 73.19999695 64.59999847 58.90000153 65.69999695 58.90000153 78.19999695 56.79999924 46 56.29999924 66 48.59999847 53.09999847 53.5 63.59999847 83 71.80000305 60.5 56.90000153 45.70000076 46.79999924 42.5 46.90000153 54.5 57.90000153 52.09999847 46.20000076 77.19999695 74.69999695 42.09999847 61.20000076 59.5 49.5 64.90000153 57.70000076 60.5 51 63.40000153 50.90000153 48.70000076 58 70.30000305 72.40000153 67.19999695 59.90000153 45 57.40000153 42.20000076 75.80000305 44.90000153 40.09999847 50.20000076 56.90000153 80.09999847 51.40000153 65.40000153 46.90000153 63.90000153 62 50 55.29999924 65.40000153 65.69999695 39 51.5 53.5 46.90000153 44.40000153 51.40000153 59.70000076 64.09999847 44.5 54.29999924 50.5 79.40000153 72.59999847 33.20000076 64 60 41.20000076 43.70000076 46.90000153 77.09999847 74.59999847 41.79999924 61.79999924 60.40000153 51.79999924 65.40000153 58.20000076 60.40000153 51 64.19999695 50.59999847 50.59999847 58 70.19999695 72.5 67.80000305 59.40000153 46.59999847 57.70000076 42 75.5 45.09999847 41.29999924 51.09999847 56.79999924 80 50.59999847 65.40000153 47 63.79999924 62.40000153 51.29999924 56.29999924 65.30000305 65.80000305 39.5 52.70000076 54.29999924 47 45 51 60.29999924 64.69999695 44.79999924 54.29999924 51.20000076 78.09999847 72.09999847 34.59999847 64 62.59999847 41.40000153 43.5 46.20000076 77 74.69999695 42 61.79999924 61.29999924 53.5 65 58.79999924 60.40000153 50.90000153 65 50.70000076 51 59.79999924 70.40000153 73.09999847 68.30000305 61 48.70000076 57.59999847 42.40000153 76 44.29999924 44.20000076 49.5 58.79999924 79.80000305 51.20000076 65.59999847 48.70000076 63.79999924 62.40000153 53.40000153 55.90000153 65 66 41.09999847 52.5 55.09999847 47.29999924 44.70000076 50.90000153 60.70000076 64.30000305 44.79999924 54.5 54.59999847 78.19999695 72 34.90000153 63.90000153 61.5 41.59999847 42.79999924 58.40000153 83.09999847 53.59999847 75.19999695 59.40000153 62.20000076 56.79999924 56.09999847 56.79999924 71.40000153 31.39999962 39 60.79999924 67.19999695 58.20000076 83.09999847 53.79999924 75 59.40000153 62.59999847 56.70000076 56.5 59.70000076 71.19999695 31.60000038 39.09999847 60.79999924 66.90000153 58.5 83.19999695 54.40000153 75.19999695 59.29999924 62.29999924 57.5 57.5 59.90000153 71 32 39 61 66.80000305 Employees age 15+ (% of population) Definition and explanations Indicator name Definition of indicator Unit of measurement Data source Source organization(s) Link to source organization Complete reference Link to complete reference Specific information about this indicator Uploader [Add other fields as required] 15+ (% of population) Employees age 15+ (% of population) Percentage of total population, age above 15, that has been employed during the given year. International Labour Organization http://www.ilo.org/global/lang--en/index.htm Key Indicators of the Labour Market Programme http://www.ilo.org/public/english/employment/strat/kilm/download.htm Gapminder Country Year(s) Footnote Indicator-settings in the graph Source name International Labour Organization Source link Scale type http://www.ilo.org/public/english/employment/strat/kilm/download.htm lin h Required! Text that will be shown next to the axis in the graph (preferably the same as in the "Source organization(s)" field in the About-Sheet). Link for target, when clicking source name in the graph. Preferably the same as in the "Link to source organization" field in the AboutSheet, but can also be left blank to target the link back to the indicators about-page. Required! Type "lin" for linear scale or "log" for logarithmic scale. Users will be able to change it in the graph. Download (coming soon) Dowload this indicator including the data As XLS (Excel-file) As CSV (comma separeted file) As PDF d (coming soon) including the data [Download xls] Not available yet! [Download csv] Not available yet! [Download pdf] Not available yet! VERSION INDICATOR_V2_E SIT Internal DSF6010: Application of Data Engineering Assignment 2 (AY2223 September) Please answer the following TWO (2) questions. Write your answer (e.g., Jupyter code screenshot) in a word document with question identifier clearly indicated. Then, upload the document with all your answers to the Dropbox Assignment D2 folder in LMS. Q1. Load 'gapminder.tsv' into a DataFrame and make a scatter plot with the below requirements: 1) only the data in the year 2000 is used 2) column 'lifeExp' as x-axis and column 'gdpPercap' as y-axis 3) each point in the plot is a solid circle in the 'darkcyan' color 4) y-axis range to display is from 0 to 50,000 5) the label of the x-axis is 'Life' and for y-axis it is 'GDP' 6) the figure size is 4 in width and 3 in height. Sample Output: Q2. Please produce a DataFrame for analyzing the employment rate for different countries. Make a DataFrame containing the information for "labour participation rate" (refer to the source file: indicator_t above 15 labour to pop percent. xlsx) and "employment rate" (refer to the source file: indicator_t above 15 employ. xlsx) for various countries in the various years. 1) Use melt to tidy two DataFrames from two original data sources. 2) Merge two DataFrames generated above. 3) Fill any missing value ‘NaN’ with a default value 0. Copyright © SIT
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