Rows: 42
Columns: 4
$ Name <chr> "Beauty & Personal Care", "Beauty & Personal Care", "Beauty & …
$ year <chr> "2017", "2018", "2019", "2020", "2021", "2022", "2023", "2017"…
$ revenue <dbl> 50.38, 59.91, 69.11, 87.41, 106.60, 108.70, 116.10, 63.22, 77.…
$ date <date> 2017-12-31, 2018-12-31, 2019-12-31, 2020-12-31, 2021-12-31, 2…
This panel showcases the relationship between the year and total e-commerce shopping, highlighting the various businesses and how much they contributed to this revenue. Ecommerce Revenue Throughout The Years
###Line graph plot visualizing the consumer spending in billions from 1970 to 2021 in the United StatesRows: 52
Columns: 4
$ Date <date> 1970-12-31, 1971-12-31, 1972-12-31, 1973-12-31, 197…
$ Spending.Billions <dbl> 646.724, 699.937, 768.153, 849.575, 930.161, 1030.54…
$ Per.Capita <dbl> 15553.43, 15944.52, 16740.92, 17402.50, 17099.77, 17…
$ Annual.Change <dbl> NA, 3.8189, 6.1248, 4.9488, -0.8377, 2.2674, 5.5734,…
As of December 12, 2023, the year to date spending is 0.
So far this year, spending is -8% more than last year’s total consumer spending.
This panel visualizes the relationship between the date and consumer spending over time, presenting the growing number of consumer spending in billions of US dollars from 1970 to 2023.
Rows: 182
Columns: 5
$ category <chr> "Total", "Total", "Total", "Total", "Total", "Total", "Total"…
$ type <chr> "total", "ecommerce", "total", "ecommerce", "total", "ecommer…
$ year <dbl> 2021, 2021, 2020, 2020, 2019, 2019, 2018, 2018, 2017, 2017, 2…
$ revenue <dbl> 1027971, 820843, 891109, 707590, 659235, 491788, 584814, 4383…
$ date <date> 2021-12-31, 2021-12-31, 2020-12-31, 2020-12-31, 2019-12-31, …
Rows: 91
Columns: 4
$ date <date> 2021-12-31, 2020-12-31, 2019-12-31, 2018-12-31, 2017-12-31, …
$ year <dbl> 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2021, 2020, 2019, 2…
$ category <chr> "Total", "Total", "Total", "Total", "Total", "Total", "Total"…
$ revenue <dbl> 1027971, 891109, 659235, 584814, 524639, 467557, 419011, NA, …
Rows: 91
Columns: 4
$ date <date> 2021-12-31, 2020-12-31, 2019-12-31, 2018-12-31, 2017-12-31, …
$ year <dbl> 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2021, 2020, 2019, 2…
$ category <chr> "Total", "Total", "Total", "Total", "Total", "Total", "Total"…
$ revenue <dbl> 820843, 707590, 491788, 438399, 383709, 330074, 287534, NA, N…
date | Furniture | Electronics | Home Equiptment | Food | Clothing | Hobby |
---|---|---|---|---|---|---|
2021-12-31 | 15096 | 52963 | 30718 | 2867 | 48441 | 7744 |
2020-12-31 | 13203 | 48354 | 27437 | 2409 | 44470 | 7742 |
2019-12-31 | 9374 | 28668 | 13419 | 1370 | 33539 | 4886 |
2018-12-31 | 8430 | 32815 | 11358 | 1374 | 30379 | 5073 |
2017-12-31 | 7554 | 28210 | 10753 | 1330 | 25913 | 5144 |
2016-12-31 | 6800 | 23827 | 7938 | 1304 | 24048 | 5398 |
2015-12-31 | 6560 | 20316 | 6682 | 1144 | 22737 | 5236 |
This panel examines the changes in spending trends pre-COVID and the impact of COVID-19 on people’s spending from 2019 to 2021.
R Core Team (2023). R:Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. https://www.R-project.org/
Posit team (2023). Rstudio: Integrated Development Environment for R. Posit Software, PBC, Boston, MA. URL https://www.posit.co/.
Link to additional information on geom_area plots
Link to additional information on the R Color Brewer options