Data Collected by United Nations Office on Drugs and Crime Report

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Computer Science

Description

Deliverable 1: Use a source or multiple sources of your choice or one of the data repositories or sources which were discussed in this class to obtain data which you will be mining for your final project. The deliverable should be no more than 1000 words.

Describe your data: Write a paragraph or create a table describing your data source, one should consider the following:
1- When was the data collected?
2- Who collected the data?
3- For what purposes was the data initially collected?
4- What is the context and content of the data, what dimensions/attributes does it describe? (Is it spatial data, we log data, transaction data, survey data or health data...)?
5- How big is your data, number of rows and columns?
6- Discuss the quality of your data, how complete is it? Are there any known sources of errors or biases?  Note: Please mention the websites for datasets you used or please attach as an excel file. 

Data Sources:COVID-19 Time Series Data:This data is synced hourly from https://github.com/CSSEGISandData/COVID-19Data Source: Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE)Update Schedule: Updated daily at 9:00 AM ESTThree main files which are automatically updated and can be acquired at the following hyperlinks:https://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csvhttps://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csvhttps://github.com/CSSEGISandData/COVID-19/blob/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csvPreprocessd and pivoted file equivalents obtained from Data World website (Shared by Shad Reynolds) :https://query.data.world/s/apd3kwnpqv244fawx36u3c3rwbmmwx (Confirmed cases file)https://query.data.world/s/py3sz3szfavtjs2wme72g546xhzwtf (Deaths file)COVID-19 Case Count Data (includes county fips, all PA FIPS codes start with 42 followed by a three numerical characters e.g. 42043, Dauphin County)This data can be directly downloaded through the following link: https://query.data.world/s/upbjsefac6h5ianyhe5bki4ewzi4fuUpdate Schedule: Updated DailyPrimary Data Sources:World Health Organization (WHO): https://www.who.int/BNO News: https://bnonews.com/index.php/2020/02/the-latest-coronavirus-cases/National Health Commission of the People’s Republic of China (NHC):http://www.nhc.gov.cn/xcs/yqtb/list_gzbd.shtmlChina CDC (CCDC): http://weekly.chinacdc.cn/news/TrackingtheEpidemic.htmHong Kong Department of Health: https://www.chp.gov.hk/en/features/102465.htmlMacau Government: https://www.ssm.gov.mo/portal/Taiwan CDC: https://sites.google.com/cdc.gov.tw/2019ncov/taiwan?authuser=0US CDC: https://www.cdc.gov/coronavirus/2019-ncov/index.htmlGovernment of Canada: https://www.canada.ca/en/public-health/services/diseases/coronavirus.htmlAustralia Government Department of Health: https://www.health.gov.au/news/coronavirus-update-at-a-glanceEuropean Centre for Disease Prevention and Control (ECDC): https://www.ecdc.europa.eu/en/geographical-distribution-2019-ncov-casesMinistry of Health Singapore (MOH): https://www.moh.gov.sg/covid-19Italy Ministry of Health: http://www.salute.gov.it/nuovocoronavirus1Point3Arces: https://coronavirus.1point3acres.com/enWorldoMeters: https://www.worldometers.info/coronavirus/¶

Hi The covid death case count is sample project done by my professor and the dataset I had already provided you.This I cannot present the sample project done by professor. can you take any other topic , you can take below references to get the dataWORLD HEALTH ORGANIZATION (WHO): HTTPS://WWW.WHO.INT/BNO NEWS: HTTPS://BNONEWS.COM/INDEX.PHP/2020/02/THE-LATEST-CORONAVIRUS-CASES/NATIONAL HEALTH COMMISSION OF THE PEOPLE’S REPUBLIC OF CHINA (NHC):HTTP://WWW.NHC.GOV.CN/XCS/YQTB/LIST_GZBD.SHTMLCHINA CDC (CCDC): HTTP://WEEKLY.CHINACDC.CN/NEWS/TRACKINGTHEEPIDEMIC.HTMHONG KONG DEPARTMENT OF HEALTH: HTTPS://WWW.CHP.GOV.HK/EN/FEATURES/102465.HTMLMACAU GOVERNMENT: HTTPS://WWW.SSM.GOV.MO/PORTAL/TAIWAN CDC: HTTPS://SITES.GOOGLE.COM/CDC.GOV.TW/2019NCOV/TAIWAN?AUTHUSER=0US CDC: HTTPS://WWW.CDC.GOV/CORONAVIRUS/2019-NCOV/INDEX.HTMLGOVERNMENT OF CANADA: HTTPS://WWW.CANADA.CA/EN/PUBLIC-HEALTH/SERVICES/DISEASES/CORONAVIRUS.HTMLAUSTRALIA GOVERNMENT DEPARTMENT OF HEALTH: HTTPS://WWW.HEALTH.GOV.AU/NEWS/CORONAVIRUS-UPDATE-AT-A-GLANCEEUROPEAN CENTRE FOR DISEASE PREVENTION AND CONTROL (ECDC): HTTPS://WWW.ECDC.EUROPA.EU/EN/GEOGRAPHICAL-DISTRIBUTION-2019-NCOV-CASESMINISTRY OF HEALTH SINGAPORE (MOH): HTTPS://WWW.MOH.GOV.SG/COVID-19ITALY MINISTRY OF HEALTH: HTTP://WWW.SALUTE.GOV.IT/NUOVOCORONAVIRUS1POINT3ARCES: HTTPS://CORONAVIRUS.1POINT3ACRES.COM/ENWORLDOMETERS: HTTPS://WWW.WORLDOMETERS.INFO/CORONAVIRUS/¶

To clarify even further ,in this project draft the first objective is 1)to  get some datasets (excel sheet) 2)  explain  When was the data collected and why3) we have to describe the errors in the data ( there should be errors so that I can tell my professor that I can cleanse the data (data mining) in the final project. ).Meanwhile , I found some data from data.gov.Topic  " Healthy Aging"I am attaching the excel sheet. We can showcase the data and clean the data(data mining) Please have a look.If you have already started the project draft with some other topic, do let me know 

Unformatted Attachment Preview

Data reference: https://www.cdc.gov/Nchs/Nhanes/2017-2018/s1_1.htm When was the data collected? It was collected between 2017-2018, Who collected the data? By CDC-Centers for Disease Controls. The data was collected by trained interviewers, using computer assisted personal interview (CAPI) system. For what purpose was the data initially collected? The sleep disorders (variable name prefix SLQ) data set provides questions on sleep habits and disorders. What is the context and content of the data, what dimensions/attributes does it describe? (Is it spatial data, we log data, transaction data, survey data or health data...)? It consolidates survey data from people of age 16 and over on their sleep habits and disorders. Data size 616111 Quality of data - how complete is it and any known bias? Mostly complete, few missing Edits were made to approximately 45% of the reviewed records. Home Page - Select or create х data_mining - Jupyter Notebox part1 SLQ_J X + !! Apps O localhost:8888/notebooks/data_mining.ipynb school opt Pasub tools fragmen E-Z Pass New Je... jupyter data_mining Last Checkpoint: 6 hours ago (autosavec) File Edit View Insert Cell Kernel Widgets Help + Run C Code Logout Not Trusted Python 3 (ipykernel In [2): import pandas as pd In [20]: df - pd. read_sas("SLQ_J.xpt") In [21]: df I Out[21]: SEQN SLQ300 SLQ310 SLD012 SLQ320 SLQ330 SLD013 SL2030 SLQ040 SLQ050 SLQ120 093705.0 b'23:00 b'07:00 8.0 b'23:00 b'07:00 8.0 2.000000.00 5.397605e-79 2.0 5.3976056-79 1 93706.0 b'23:30 b'10.00 10.5 b'00:30' b'12:00 11.5 1.000000-00 5.397605e-79 2.0 1.000000-00 2 93708.0 b'22:30 b'06:30 8.0 b'22:30 b'06:30 8.0 9.0000000-00 5.397605e-79 2.0 2.000000-00 3 93709,0 b'22:30 b'05:30 7.0 b'22:30 b'05:00 6.5 1.000000e+00 5.397605e-79 2.0 1.000000-00 4 93711.0 b'22:00 b'05:00 7.0 b'23:00 b'08:00 9.0 2.000000e00 1.0000000-00 1.0 3.000000-00 2.0 2.0000000-00 6156 102950.0 b'03:00 b'10.00 6157 102952.0 b'22:30 b'07:00 6158 102953.0 b'22:00 b'04:00 7.0 b'22:00 b'09.00 8.5 b'22:30 b'07:00 6.0 b'23:00 b'04:00 8.0 b'00:00' b'07:00 8.0 b'02.00 b'09:00 11.0 1.000000-00 1.0000000-00 8.5 5.3976050-79 5.397605e-79 5.0 5.397605e-79 1.000000e+00 7.0 1.000000-00 5.397605e-79 7.0 5.397605e-79 5.397605e-79 2.0 5.3976050-79 1.0 2.0000000-00 6159 102954.0 b'22:00 b'08:00 6160 102956.0 b'23:00 b'07:00 2.0 1.0000000-00 1.0 1.000000-00 6161 rows x 11 columns In [22]: df.isnull().sum() Out [22]: SEQN SLQ300 SLQ310 SLD012 48 SLQ320 SLQ330 SLD013 57 SLQ030 SLQ040 SLO050 ܘ ܘ ܘ ܞ ܘ ܘܨ ܘ ܘ ܘ Adve CT Phenology Search E Normal Comments Share Autosum - ÂY 0 Đ Sort & Find Analyse Fier Select - Data Editing Anas Sersity Bad Nut Centenal Formats Formatting Good InDelete Femal Styles Cels Don't show again ow Fle Home Insert Page Layout Forms Data Review View Cut - 11-AA 2 Wrap Text General Paste Copy Formater Merge & Center 93 Unde Getusad Font Alignment Number O POSSIBLE DATA LOSS Semesterbostiosis book in the comme des femme peshes in an Excellefon. A1 Xv ft Species D F Н. Speci Date UTMX UTMY Sex CP SP Body Moit Flight Molt 2 OMAR 1/10/2018 251483 2174203 U 0 OY N 3 OMAD 1/10/2018 251483 2174203 M L OY N ΟΛΑΟ V10/2018 251483 2174203 U 0 ON N 5 OMAD 1/10/2018 251483 2174203 M 0 ON N 6 APAP 1/10/2018 251483 2174203 0 ON N APAP 1/10/2018 251483 2174203 N N 8 APAD 1/10/2018 251483 2174203 M S ON N 9 APAP 1/10/2018 251483 2174203 M 0 ON N 10 M V10/2018 251483 2174203 OV N N 11 HAAM 1/10/2018 251483 2174203 M M ON N 12 HAAM 1/10/2018 251483 2174203 M 0 ON N 13 HAAM 1/10/2018 251483 2174203 U ON N 14 HAAM 110/2016 251483 2174203 U ON N 15 HAAM V10/2019 251483 2174203 F ON N 16 HAAM 1/10/2019 251483 2174203 M ON N 17 APAP 1/10/2019 251483 2174203 U ON N 18 HAAM 1/10/2019 251483 2174203 F ON N 19 HAAM 1/10/2019 251493 2174200 M s ON N 20 APAP 1/10/2019 251493 2174203 M M ON N 21 APAD 1/10/2019 251483 2174203 U 0 ON N 22 W V11/1996 259427 2197172 0 ON N 23 W V11/1996 259427 2197172M 0 ON N 24 w 1/11/1996 259427 2197172M 0 ON N 25 HAAM 1/11/1996 259427 2197172 0 ON N 26 HAEL 1/11/1996 259427 2197172U 0 ON N 27 HAEL 111/1996 259427 2197372 F 0 ON N 28 HAAM 1/11/1996 259427 2197172M 0 ON N 29 HAAM V11/1996 259427 2197172M 0 ON N 30 HAEL 111/1996 259427 2197172 M 0 ON N 31 HAEL V11/1996 259427 2197272U 0 ON N 32 HAAM 1/11/1996 259427 2197172 0 ON N 33 HAEL 1/11/1996 259427 2197172 OS N N 34 HAAM 111/1996 259427 2197172M 0 ON N 35 HAEL 1/11/1996 259427 2197172 U 0 ON N HAEL 1/11/1996 259427 2197172 U 0 ON N IWI V11/1998 259427 2197172 ON N Phenology yet | Easty Recneriy: Unaalesis OOOOOO
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Explanation & Answer:
1000 words
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Explanation & Answer

View attached explanation and answer. Let me know if you have any questions.
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1

Student’s Name

Institutional Affiliation

Course Number and Name

Instructor’s Name

Due Date
Question
Describe your data: Write a paragraph or create a table describing your data source, one should
consider the following:
1- When was the data collected?
2- Who collected the data?
3- For what purposes was the data initially collected?
4- What is the context and content of the data, what dimensions/attributes does it describe? (Is it
spatial data, we log data, transaction data, survey data or health data...)?
5- How big is your data, number of rows and columns?
6- Discuss the quality of your data, how complete is it? Are there any known sources of errors or
biases?

2

The detest I would use for this project is from COVID-19 case count data from 2019
from https://query.data.world/s/upbjsefac6h5ianyhe5bki4ewzi4fu collected by John Hopkins
CSSE around the world, on the novel coronavirus .COVID-19 (2019-nCOV) from their data
repository. The dataset encompasses geographical location, which includes confirmed cases of
COVID-19, the death that arises from the COVID-19 cases, the population of the county, the
number of people tested against COVID-19 and the date it was collected. The data was collected
throughout 2020 across various geographical locations around the world. In addition, the data was
initially collected to map out the spread of the coronavirus around the globe. In a nutshell, the data
in the detest can be categorised as geospatial data since it is numerically mapping out the spread
of COVID -19 around the globe through geographical coordinates.
For the data state information, the data from the detest is quite massive with 16 variables
as well as over 9 million observations gathered across the globe. There is numerous variable that
has been incorporated in the detest. The several variables are vital for algorithms to select or learn
weights attributes that can be tested. By the same token, unrelated attributes were not included,
thus, the attributes were only selected if they were related to COVID-19, plus the attributes to be
predicted (death rate related to COVID-19 and positivity rate of COVID-19). In addition, the
variables included in the detest were; confirmed COVID-19 cases, death from COVID-19
infection, total people tested, difference, country and population. However, some countries had
controversy in regards to testing and reporting COVID -19 cases. Which in return resulted in
missing values for cases reported for COVID-19 as well as death due to COVID-19. Thus, the data
in the detest is anchored on original values.
For data quality from the dataset, there are a few incomplete data. Though gaps in data
collection of data can result in a partial view of the overall to be displayed. However, this will be

3

mitigated through cross-checking the missing values from other resources that collected the data
during the period. the dataset has several missing values which can be dealt with, similarly, the
data collected is not distributed across the globe equally as a huge percentage is concentrated in
the united states compared to other parts of the world. In conclusion, this dataset has potential
information to make accurate predictions related to the spread of COVID -19 cases, death caused
by COVID -19 and how many have been tested against COVID-19 across the globe. Within the
time it was collected.

.

Please view explanation and answer below.
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Homicide Statistics, Dataset for advanced users, by country and source (20
Intentional homicide, rate per 100,000 population
Intentional homicide is defined as unlawful death purposefully inflicted on a person by another person
Region
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa

Sub-Region I

Sub-Region II
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa

Country
Burundi
Comoros
Djibouti
Eritrea
Ethiopia
Ethiopia
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Kenya
Madagascar
Malawi
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mauritius
Mozambique
Mozambique
Rwanda
Rwanda
Seychelles
Seychelles
Seychelles
Seychelles
Seychelles
Somalia
Uganda
Uganda
Uganda
Uganda
Uganda
Uganda

Rate

Year

37.4
11.9
3.4
16.1
6.4
20.5
4.2
20.7
4.0
3.8
3.5
3.6
3.5
3.4
3.4
3.3
3.6
12.4
17.5
2.7
2.8
2.5
2.4
3.2
3.8
2.8
3.5
2.4
4.0
2.9
3.0
2.4
5.1
20.0
27.3
4.2
3.6
12.1
10.9
0.0
8.4
3.2
25.4
7.4
7.9
9.1
8.7
6.3

2004
2004
2004
2004
2004
2004
2004
2004
2004
2005
2005
2006
2006
2007
2007
2008
2008
2004
2004
2004
2004
2004
2004
2003
2008
2008
2007
2007
2006
2006
2005
2005
2003
2004
2004
2004
2004
2004
2003
2005
2006
2004
2004
2004
2003
2006
2005
2007

Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa

Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Eastern Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Middle Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Northern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa

Uganda
6.3
Uganda
8.7
Uganda
8.7
United Republic of Tanzania
7.5
United Republic of Tanzania
25.8
United Republic of Tanzania
7.7
Zambia
22.5
Zimbabwe
34.3
Zimbabwe
8.7
Zimbabwe
8.2
Angola
38.6
Angola
5.0
Cameroon
16.1
Cameroon
1.8
Cameroon
5.9
Cameroon
2.3
Cameroon
5.4
Central African Republic 29.8
Chad
19.2
Congo
19.9
Democratic Republic of the
35.0
Congo
Equatorial Guinea
19.1
Gabon
16.2
Sao Tome and Principe 5.3
Algeria
9.6
Algeria
0.8
Algeria
1.4
Algeria
1.2
Algeria
2.0
Algeria
0.6
Algeria
0.6
Egypt
0.5
Egypt
0.6
Egypt
0.6
Egypt
0.8
Egypt
0.5
Egypt
0.4
Egypt
1.2
Egypt
0.5
Egypt
0.3
Libyan Arab Jamahiriya 2.9
Libyan Arab Jamahiriya 2.2
Morocco
0.5
Morocco
1.1
Morocco
0.5
Morocco
0.4
Morocco
0.4
Morocco
0.5
Morocco
0.5
Sudan
27.2
Tunisia
1.7
Tunisia
1.5
Botswana
21.5
Botswana
14.2
Botswana
13.4
Botswana
11.9

2007
2008
2008
2003
2004
2004
2004
2004
2004
2003
2004
2004
2004
2003
2003
2007
2006
2004
2004
2004
2004
2004
2004
2004
2004
2004
2004
2003
2003
2006
2005
2005
2006
2007
2008
2003
2003
2004
2004
2004
2004
2003
2003
2004
2004
2008
2007
2006
2005
2004
2004
2004
2004
2004
2005
2006

Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa
Africa

Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Southern Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa

Lesotho
Lesotho
Lesotho
Lesotho
Lesotho
Lesotho
Namibia
Namibia
South Africa
South Africa
South Africa
South Africa
South Africa
South Africa
South Africa
South Africa
South Africa
Swaziland
Swaziland
Swaziland
Swaziland
Swaziland
Benin
Burkina Faso
Burkina Faso
Burkina Faso
Burkina Faso
Cape Verde
Cape Verde
Cote d'Ivoire
Cote d'Ivoire
Cote d'Ivoire
Gambia
Gambia
Ghana
Ghana
Ghana
Ghana
Guinea
Guinea
Guinea-Bissau
Liberia
Mali
Mauritania
Niger
Nigeria
Nigeria
Nigeria
Nigeria
Nigeria
Nigeria
Nigeria
Senegal
Senegal
Senegal
Sierra Leone

36.8
44.1
36.7
34.3
13.2
13.6
12.9
17.9
68.0
39.6
43.7
36.5
37.6
38.5
39.1
39.5
39.2
11.3
12.2
21.1
10.0
12.6
13.7
18.4
0.6
0.5
0.5
11.4
11.3
50.8
0.2
0.4
14.3
0.4
11.9
2.1
2.1
1.7
16.9
0.4
17.6
17.4
17.6
15.1
20.5
17.8
1.9
1.6
1.5
1.4
1.3
1.3
1.1
14.9
1.1
37.2

2005
2007
2008
2008
2004
2003
2004
2004
2004
2004
2003
2008
2007
2005
2005
2006
2006
2003
2003
2004
2004
2004
2004
2004
2004
2006
2005
2007
2004
2004
2007
2008
2004
2004
2004
2004
2003
2005
2004
2007
2004
2004
2004
2004
2004
2004
2004
2003
2005
2006
2008
2007
2003
2004
2004
2004

Africa
Africa
Africa
Africa
Africa
Africa
Africa
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas

Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Western Africa
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean

Sierra Leone
Sierra Leone
Sierra Leone
Sierra Leone
Sierra Leone
Sierra Leone
Togo
Anguilla
Anguilla
Anguilla
Anguilla
Anguilla
Anguilla
Anguilla
Antigua and Barbuda
Antigua and Barbuda
Bahamas
Bahamas
Barbados
Barbados
Cuba
Cuba
Cuba
Cuba
Dominica
Dominica
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Dominican Republic
Grenada
Haiti
Haiti
Jamaica
Jamaica
Jamaica
Jamaica
Jamaica
Jamaica
Jamaica
Jamaica
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Puerto Rico
Saint Kitts and Nevis

2.3
2.4
2.6
1.9
1.9
1.9
14.3
7.6
7.3
15.8
7.9
28.4
28.4
27.6
2.5
8.5
22.4
13.7
17.4
8.7
6.5
6.2
6.4
5.5
10.3
5.9
10.7
24.1
25.2
17.5
7.6
17.8
22.2
15.9
21.5
4.9
21.8
21.3
37.1
33.9
55.5
55.5
62.8
58.7
49.9
59.5
20.4
19.0
18.5
19.3
19.7
18.5
20.5
19.0
20.3
20.9

2004
2007
2008
2006
2005
2005
2004
2004
2005
2003
2003
2006
2006
2007
2003
2004
2004
2004
2004
2004
2004
2005
2003
2006
2003
2004
2004
2004
2005
2005
2003
2003
2006
2006
2007
2004
2004
2003
2003
2004
2004
2004
2005
2007
2006
2008
2008
2006
2007
2005
2005
2004
2004
2003
2003
2003

Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas

Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Caribbean
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America

Saint Kitts and Nevis
20.9
Saint Kitts and Nevis
18.6
Saint Kitts and Nevis
22.7
Saint Kitts and Nevis
16.3
Saint Kitts and Nevis
31.7
Saint Kitts and Nevis
34.2
Saint Kitts and Nevis
35.2
Saint Lucia
25.8
Saint Lucia
16.0
Saint Lucia
21.8
Saint Lucia
20.8
Saint Lucia
19.0
Saint Lucia
20.4
Saint Vincent and the Grenadines
8.3
Saint Vincent and the Grenadines
17.5
Trinidad and Tobago
13.8
Trinidad and Tobago
19.9
Trinidad and Tobago
19.7
Trinidad and Tobago
29.3
Trinidad and Tobago
17.6
Trinidad and Tobago
17.5
Trinidad and Tobago
39.7
Belize
31.9
Belize
28.7
Belize
22.8
Belize
24.8
Belize
28.6
Belize
28.7
Belize
31.9
Belize
32.9
Belize
34.3
Costa Rica
6.5
Costa Rica
6.2
Costa Rica
7.7
Costa Rica
7.8
Costa Rica
7.3
Costa Rica
7.0
Costa Rica
8.0
Costa Rica
7.9
Costa Rica
9.5
Costa Rica
6.6
Costa Rica
7.8
Costa Rica
8.0
Costa Rica
8.3
El Salvador
63.8
El Salvador
64.6
El Salvador
64.6
El Salvador
57.3
El Salvador
51.8
El Salvador
43.0
El Salvador
58.8
El Salvador
61.3
El Salvador
62.4
El Salvador
62.4
El Salvador
53.2
El Salvador
64.5

2003
2004
2004
2005
2007
2006
2008
2006
2007
2005
2004
2004
2003
2003
2004
2004
2004
2004
2005
2003
2003
2008
2006
2005
2004
2003
2004
2005
2006
2007
2008
2004
2004
2005
2005
2003
2003
2006
2006
2003
2004
2005
2006
2007
2006
2006
2006
2007
2008
2003
2003
2005
2005
2005
2004
2004

Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas

Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
Central America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America

Guatemala
Guatemala
Guatemala
Guatemala
Guatemala
Guatemala
Guatemala
Honduras
Honduras
Honduras
Honduras
Honduras
Honduras
Honduras
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Mexico
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Nicaragua
Panama
Panama
Panama
Panama
Panama
Panama
Panama
Panama
Panama
Panama
Argentina
Argentina
Argentina
Argentina
Argentina
Argentina
Argentina
Argentina

41.1
27.5
36.4
42.0
27.8
35.0
45.2
42.9
50.0
60.9
33.6
35.1
20.5
31.9
10.6
11.2
10.5
10.8
10.7
11.3
12.4
11.6
9.6
11.2
10.9
10.9
8.4
13.1
12.8
13.0
17.3
11.9
11.9
17.5
8.0
13.4
18.8
12.0
12.4
9.7
11.3
11.3
13.8
10.8
10.8
13.3
11.0
11.3
5.0
5.2
5.2
5.2
5.2
7.3
7.6
5.2

2004
2004
2004
2005
2003
2003
2006
2006
2007
2008
2003
2005
2004
2004
2004
2004
2005
2005
2005
2003
2003
2008
2007
2006
2006
2006
2006
2006
2007
2008
2003
2003
2003
2005
2005
2005
2004
2004
2004
2004
2005
2005
2003
2003
2003
2007
2006
2006
2006
2006
2006
2007
2007
2003
2003
2005

Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas
Americas

Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America
Latin America and the Caribbean
South America

Argentina
5.5
Argentina
5.5
Argentina
5.8
Argentina
5.9
Bolivia (Plurinational ...


Anonymous
Really great stuff, couldn't ask for more.

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