Importing Data
To use AmazonasDataHub’s datasets, make sure you already have the package installed (see Tutorial - Install).
Import the package using library()
library(amazonasdatahub)
AmazonasDataHub - Datasets
Until now, the amazonasdatahub package includes seven datasets for
you, wheter you are a student, statistician, or enthusiast, to analyze
and apply statistical methods.
- agriculture_idam: Plant production data from the Institute of Sustainable Agricultural and Forestry Development of Amazonas - IDAM (2023);
- aids_amazonas - A dataset of AIDS occurrences from 2011 to 2023 in Amazonas;
- humidity_manaus: Time series with Extreme Values of Limited Range;
- malaria_amazonas: An integrated dataset of malaria notifications in the state of Amazonas;
- pib_trimestral: Gross Domestic Product - GDP of Amazonas;
- rionegro_amazonas: A dataset of the Rio Negro River (Amazonas) level from 2003 to 2023;
- school_read_levels: Physical literacy and reading performance of amazonian schoolchildren: an association study.
As soon as the package is loaded, these datasets can be accessed.
Documentation
Each dataset of amazonasdatahub is documented, explaining details
about the dataset and what each variable represents. To view the
documentation, simply use ? followed by the dataset name.
?agriculture_idam
?aids_amazonas
?humidity_manaus
?malaria_amazonas
?pib_trimestral
?rionegro_amazonas
?school_read_levels
Data - Quarterly GDP
Data preview
With amazonadatahub installed and the data loaded, you can use the
datasets simply by declaring their names.
head(pib_trimestral, 2)
year quarter agriculture livestock forest_fishing_prod extractive_ind
1 2010 1 336.8214 90.83984 78.59447 278.5944
2 2010 2 358.7650 96.75799 83.71485 296.7447
manufacturing_ind basic_infrastructure construction vehicle_retail_repair
1 3599.861 268.0974 756.8299 1304.421
2 3834.390 285.5638 806.1369 1389.403
transport_storage_post accomodation_food information_communication
1 253.5930 454.2111 139.1699
2 270.1144 483.8027 148.2368
financial_activities real_state_activities professional_activities
1 166.1889 885.5208 459.9348
2 177.0159 943.2118 489.8992
public_admin_defense_health_edu private_edu_health art_culture_sport
1 2003.139 90.40687 79.95082
2 2133.642 96.29682 85.15956
domestic_services taxes
1 246.9145 2393.526
2 263.0008 2549.463
Descriptive Statistics
You can use the summary to check the descriptive statistics:
summary(pib_trimestral)
year quarter agriculture livestock forest_fishing_prod
Min. :2010 1:12 Min. :336.8 Min. : 90.84 Min. : 78.59
1st Qu.:2013 2:12 1st Qu.:618.9 1st Qu.:130.10 1st Qu.:402.61
Median :2016 3:12 Median :691.7 Median :139.76 Median :455.13
Mean :2016 4:12 Mean :671.8 Mean :140.56 Mean :427.61
3rd Qu.:2018 3rd Qu.:759.9 3rd Qu.:147.44 3rd Qu.:500.30
Max. :2021 Max. :888.6 Max. :209.38 Max. :554.96
extractive_ind manufacturing_ind basic_infrastructure construction
Min. : 78.73 Min. :3384 Min. : 268.1 Min. : 678.1
1st Qu.:299.34 1st Qu.:4102 1st Qu.: 423.9 1st Qu.: 791.0
Median :386.39 Median :4829 Median : 480.1 Median : 873.6
Mean :446.59 Mean :5030 Mean : 643.9 Mean : 878.2
3rd Qu.:619.24 3rd Qu.:5656 3rd Qu.: 834.1 3rd Qu.: 961.3
Max. :912.02 Max. :7878 Max. :1376.5 Max. :1134.7
vehicle_retail_repair transport_storage_post accomodation_food
Min. :1304 Min. : 253.6 Min. :355.1
1st Qu.:1866 1st Qu.: 452.5 1st Qu.:459.5
Median :2109 Median : 724.7 Median :508.7
Mean :2110 Mean : 647.1 Mean :550.9
3rd Qu.:2337 3rd Qu.: 804.5 3rd Qu.:651.6
Max. :3143 Max. :1068.6 Max. :846.6
information_communication financial_activities real_state_activities
Min. :139.2 Min. :166.2 Min. : 885.5
1st Qu.:193.4 1st Qu.:245.1 1st Qu.:1070.1
Median :280.2 Median :348.6 Median :1534.4
Mean :270.4 Mean :358.8 Mean :1466.0
3rd Qu.:314.7 3rd Qu.:469.8 3rd Qu.:1736.9
Max. :434.9 Max. :564.6 Max. :2073.7
professional_activities public_admin_defense_health_edu private_edu_health
Min. : 459.9 Min. :2003 Min. : 90.41
1st Qu.: 707.6 1st Qu.:2923 1st Qu.:149.11
Median : 936.3 Median :3725 Median :366.29
Mean : 917.0 Mean :3791 Mean :307.12
3rd Qu.:1082.9 3rd Qu.:4533 3rd Qu.:433.22
Max. :1425.1 Max. :5941 Max. :571.92
art_culture_sport domestic_services taxes
Min. : 79.95 Min. :173.3 Min. :2394
1st Qu.:107.81 1st Qu.:196.0 1st Qu.:3257
Median :225.95 Median :217.2 Median :3602
Mean :197.07 Mean :252.9 Mean :3773
3rd Qu.:250.64 3rd Qu.:293.5 3rd Qu.:4107
Max. :341.28 Max. :436.5 Max. :5828
Dataset - Negro River Level
The amazonasdatahub package includes a dataset called
rionegro_amazonas, which contains data on the water level of the Negro
River from 2003 to 2023.
Data Preview
head(rionegro_amazonas)
level_m increase_decrease_cm day month year semester date
1 21.75 5 1 1 2003 1 2003-01-01
2 21.81 6 2 1 2003 1 2003-01-02
3 21.87 6 3 1 2003 1 2003-01-03
4 21.92 5 4 1 2003 1 2003-01-04
5 21.98 6 5 1 2003 1 2003-01-05
6 22.04 6 6 1 2003 1 2003-01-06
Descriptive Statistics
summary(rionegro_amazonas)
level_m increase_decrease_cm day month
Min. : 0.00 Min. :-40.00000 Min. : 1.00 Min. : 1.000
1st Qu.:20.58 1st Qu.: -4.00000 1st Qu.: 8.00 1st Qu.: 4.000
Median :24.59 Median : 2.00000 Median :16.00 Median : 7.000
Mean :23.90 Mean : -0.03423 Mean :15.73 Mean : 6.523
3rd Qu.:27.41 3rd Qu.: 5.00000 3rd Qu.:23.00 3rd Qu.:10.000
Max. :30.02 Max. : 34.00000 Max. :31.00 Max. :12.000
year semester date
Min. :2003 Min. :1.000 Min. :2003-01-01
1st Qu.:2008 1st Qu.:1.000 1st Qu.:2008-04-01
Median :2013 Median :2.000 Median :2013-07-01
Mean :2013 Mean :1.504 Mean :2013-07-01
3rd Qu.:2018 3rd Qu.:2.000 3rd Qu.:2018-09-30
Max. :2023 Max. :2.000 Max. :2023-12-31