-
Notifications
You must be signed in to change notification settings - Fork 5
/
README.Rmd
125 lines (99 loc) · 5.78 KB
/
README.Rmd
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
---
output: github_document
---
<!-- README.md is generated from README.Rmd. Please edit that file -->
```{r, include = FALSE}
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/README-",
out.width = "100%"
)
ggplot2::theme_set(ggplot2::theme_bw())
```
# Delphi Epidata R client
<!-- badges: start -->
[![License: MIT][mit-image]][mit-url] [![Github Actions][github-actions-image]][github-actions-url]
[![codecov](https://codecov.io/gh/dsweber2/epidatr/branch/dev/graph/badge.svg?token=jVHL9eHZNZ)](https://app.codecov.io/gh/dsweber2/epidatr)
<!-- badges: end -->
The [Delphi Epidata API](https://cmu-delphi.github.io/delphi-epidata/) provides
real-time access to epidemiological surveillance data for influenza, COVID-19,
and other diseases from both official government sources such as the [Centers
for Disease Control and Prevention
(CDC)](https://www.cdc.gov/), private partners such as
[Facebook (now
Meta)](https://delphi.cmu.edu/blog/2020/08/26/covid-19-symptom-surveys-through-facebook/)
and [Change Healthcare](https://www.changehealthcare.com/), and other public
datasets like [Google
Trends](https://console.cloud.google.com/marketplace/product/bigquery-public-datasets/covid19-search-trends).
It is built and maintained by the Carnegie Mellon University [Delphi Research
Group](https://delphi.cmu.edu/).
This package is designed to streamline the downloading and usage of data from
the Delphi Epidata API. It provides a simple R interface to the API, including
functions for downloading data, parsing the results, and converting the data
into a tidy format. The API stores a historical record of all data, including
corrections and updates, which is particularly useful for accurately backtesting
forecasting models. We also provide packages for downstream data processing
([epiprocess](https://github.com/cmu-delphi/epiprocess)) and modeling
([epipredict](https://github.com/cmu-delphi/epipredict)).
## Usage
```{r, echo=FALSE}
# This is so that if you have USE_EPIDATR_CACHE=TRUE in your .Renviron, the
# startup message does not get included in the README.md when you build this.
suppressPackageStartupMessages(library(epidatr))
```
```{r}
library(epidatr)
# Obtain the smoothed covid-like illness (CLI) signal from Delphi's US COVID-19
# Trends and Impact Survey (CTIS), in partnership with Facebook, as it was on
# April 10, 2021 for the US at the national level
epidata <- pub_covidcast(
source = "fb-survey",
signals = "smoothed_cli",
geo_type = "nation",
time_type = "day",
geo_values = "us",
time_values = epirange(20210101, 20210601),
as_of = 20210601
)
epidata
```
## Installation
Installing the package is straightforward.
```R
# Install the CRAN version
pak::pkg_install("epidatr")
# Install the development version from the GitHub dev branch
pak::pkg_install("cmu-delphi/epidatr@dev")
```
Our CRAN listing is [here](https://CRAN.R-project.org/package=epidatr/index.html).
### API Keys
The Delphi API requires a (free) API key for full functionality. To generate
your key, register for a pseudo-anonymous account
[here](https://api.delphi.cmu.edu/epidata/admin/registration_form) and see more
discussion on the [general API
website](https://cmu-delphi.github.io/delphi-epidata/api/api_keys.html). The
`epidatr` client will automatically look for this key in the environment
variable `DELPHI_EPIDATA_KEY`. We recommend storing your key in your `.Renviron`
file, which R will read by default.
Note that for the time being, the private endpoints (i.e. those prefixed with
`pvt`) will require a separate key that needs to be passed as an argument.
## For users of the covidcast R package
The `covidcast` package is deprecated and will no longer be updated. The
`epidatr` package is a complete rewrite of the [`covidcast`
package](https://cmu-delphi.github.io/covidcast/covidcastR/), with a focus on
speed, reliability, and ease of use. It also supports more endpoints and data
sources than `covidcast`. When migrating from that package, you will need to use
the
[`pub_covidcast`](https://cmu-delphi.github.io/epidatr/reference/pub_covidcast.html)
function in `epidatr`.
## Get updates
**You should consider subscribing to the [API mailing list](https://lists.andrew.cmu.edu/mailman/listinfo/delphi-covidcast-api)** to be notified of package updates, new data sources, corrections, and other updates.
## Usage terms and citation
We request that if you use the `epidatr` package in your work, or use any of the data provided by the Delphi Epidata API through non-`covidcast` endpoints, that you cite us using the citation given by [`citation("epidatr")`](https://cmu-delphi.github.io/epidatr/dev/authors.html#citation). If you use any of the data from the `covidcast` endpoint, please use the [COVIDcast citation](https://cmu-delphi.github.io/covidcast/covidcastR/authors.html#citation) as well. See the [COVIDcast licensing documentation](https://cmu-delphi.github.io/delphi-epidata/api/covidcast_licensing.html) and the [licensing documentation for other endpoints](https://cmu-delphi.github.io/delphi-epidata/api/README.html#data-licensing) for information about citing the datasets provided by the API.
**Warning:** If you use data from the Epidata API to power a product, dashboard, app, or other service, please download the data you need and store it centrally rather than making API requests for every user. Our server resources are limited and cannot support high-volume interactive use.
See also the [Terms of Use](https://delphi.cmu.edu/covidcast/terms-of-use/), noting that the data is a research product and not warranted for a particular purpose.
[mit-image]: https://img.shields.io/badge/License-MIT-yellow.svg
[mit-url]: https://opensource.org/license/mit
[github-actions-image]: https://github.com/cmu-delphi/epidatr/workflows/ci/badge.svg
[github-actions-url]: https://github.com/cmu-delphi/epidatr/actions