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Project description
[!NOTE]
actfast
is currently in early development and is not yet ready for production use. Please open an issue if you encounter any problems or have any feature requests.
actfast
Fast actigraphy data reader
actfast
is a minimal Python package for reading raw actigraphy data from various devices. It is written in Rust and Python, and is designed with performance and memory safety in mind.
In preliminary benchmarks, actfast
showed around 40x speedup compared to pygt3x
for reading ActiGraph GT3X files.
Installation
Install from PyPI via:
pip install actfast
Or, install the latest development version from GitHub via:
pip install git+https://github.com/childmindresearch/actfast.git
Hardware support
This package has been tested with data captured by the following devices:
Device | Firmware | API |
---|---|---|
ActiGraph wGT3X-BT | 1.9.2 |
actfast.read_actigraph_gt3x(file) |
GENEActiv 1.2 | Ver06.17 15June23 |
actfast.read_geneactiv_bin(file) |
Similar devices might work, but have not been tested. Please open an issue and attach a sample file if you have a device that is not supported yet. We will do our best to add support for it.
Usage
import actfast
subject1 = actfast.read_actigraph_gt3x("data/subject1.gt3x")
If you are using Pandas and want a similar dataframe to what pygt3x
offers, you can convert the data to a dataframe using the following code snippet:
import pandas as pd
accel = subject1["timeseries"]["acceleration"]
df = pd.DataFrame.from_dict({
"Timestamp": accel["datetime"],
"X": accel["acceleration"][:, 0],
"Y": accel["acceleration"][:, 1],
"Z": accel["acceleration"][:, 2]
})
df["Timestamp"] = pd.to_datetime(df["Timestamp"], unit='ns')
df = df.set_index("Timestamp")
Project details
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MD5 | 4c6431ddd8ff72bcb6e7896eda004d27 |
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BLAKE2b-256 | 6b32190f0845275836af4decb2f386104fa5b9332ba72c798f788e35d2f471cf |
Hashes for actfast-0.1.8-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1266a6ceef2aebeecdcd670e7c1ec072e983acc7bd8143357a82b3abced40584 |
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MD5 | ad2996db203fb6d49f771fd2cdc5dc34 |
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BLAKE2b-256 | 40da164772287b496c09e0320feb7f44da4d5a08c292c33aec466411ab70f66e |
Hashes for actfast-0.1.8-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 374997706970b37546fa9723ca23f31d7e072ab67e10093e14327fa02c57e09f |
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MD5 | 08905817cb178dbb4ba42be7297dd2ec |
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BLAKE2b-256 | 3ba0add5ca0a46051458e0c438bf43fb5e525816d1ff5ce4d990fd6202682275 |
Hashes for actfast-0.1.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | e538aa871cb89aed80c4623584fbef73d373e87587aafe9cdf86acc7ff1f311d |
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MD5 | 2cf92da3d5a5787632588d1877a8917b |
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BLAKE2b-256 | 4c4521f737bad07da4acd373ca2d2a1a4e674138b8c663e6ac848e9e61c60f64 |
Hashes for actfast-0.1.8-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0388ef3118476047b8f626b7a4c166154842c2716b625284dd91c54999b25e98 |
|
MD5 | 90077ddddf91fea67640cc4e7513e4ce |
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BLAKE2b-256 | 057a175486636e7f2dd2f9347717480ba62199298c2946e33dbaaf23958a479d |
Hashes for actfast-0.1.8-cp310-cp310-macosx_11_0_arm64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | febee7a9e7b1b272d03afae81402ed9954d73b4aa94c27db19add1417c14ad46 |
|
MD5 | faf02c30caca67e428024948bd9496ba |
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BLAKE2b-256 | e0bc66539817ebf740c92042ebc1b3c6bb8c982ba056d148722a50ff17e9117a |
Hashes for actfast-0.1.8-cp310-cp310-macosx_10_12_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3c5e270ec324dbcfdc6a81c5bfd77de6d0cea6f6686eb01fe25481f5bf73c053 |
|
MD5 | 1963cffaf3364225293854b7b92a2541 |
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BLAKE2b-256 | d0a999def3079da52384978507aa2f3e81243f7c3277978ba26ba186147f2194 |
Hashes for actfast-0.1.8-cp39-none-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 3da4e642cffd676cfa151b6d80ce340248d94f2a8a899f4028d1d0aae44ac424 |
|
MD5 | 1eee5753bcdce6ab909601138e5d2429 |
|
BLAKE2b-256 | 53766b24e8eae5600c8be5895a68176e39770c1ede50b330ce954063181e8940 |
Hashes for actfast-0.1.8-cp39-none-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1db81106d6f12367d279380c45f7a71861b238d8ee63d451992cd44fcf670238 |
|
MD5 | 369517f6e0c860fc49d7d865b0a9abc0 |
|
BLAKE2b-256 | 9bce2114d87e7f43b892d7337c85d923fd920af14163f15603ad197fc9ccae88 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 1403c3cb1f9ec939c01f8abbd136e50ecf2e3dae3f92dc56c1d4f7fa71bcf907 |
|
MD5 | e917d49a9c6d0b1abb761a32aab4ef03 |
|
BLAKE2b-256 | 0dc437eb34cb60dbc08143b6d06386d630e1c57c41346bc6e0332930ffde2530 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 52bd2688e36c271f2f13115765cfb53c08c63b0978a101023be223c7bb879e4a |
|
MD5 | 6a91aa793b2c6078e5104ab14fb10218 |
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BLAKE2b-256 | afdf27477ce885c01385523caa6bc69be5c047657137a4deb8b4409016e4a868 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 400ee287553269c9351c8db774c17112b3b081f4f8f60a6b01a93a509efb2d9d |
|
MD5 | 941cefbcdfb0ff9fb348c2275b06ed16 |
|
BLAKE2b-256 | ce1f72ead304f021e4f33b9c2d31a88e196f9b1a8b0d834ec534e17397901302 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 10b54264a26bb11ac18c2dc8569f62eda00864fb0319d61af3bc5073562252b6 |
|
MD5 | 3603cfc9fcb0ae6bfc60ccb10ee40ec4 |
|
BLAKE2b-256 | 97b5242986ab10639109861e4efa1dfe227deb6970ba22c0c9b5c59c99741ce9 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5028cbc3fc300943aa97866aa47ba70af77dea2ea58894b1163d8db1d2a828ad |
|
MD5 | dc050717427b8450bd2aa613ab497fad |
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BLAKE2b-256 | b9ac6d689f6412841a0f7054ad6cffe3ae2f5d46e0f2a566b23e02dd850552b4 |
Hashes for actfast-0.1.8-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 404d161cbfbf55b00602f70800df3d74058d5df56958a2efd41bfcea54d8b189 |
|
MD5 | c4ca5f42fe5d90c781bcc43cd2c79a0a |
|
BLAKE2b-256 | 6687e6f36e9b1aecfabbcf9be636896140574d570d3a9a91c0141d269c2bc568 |
Hashes for actfast-0.1.8-cp38-none-win_amd64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9cca089899d19ea95b1cabf51a0076a2f80084751f8582a8c2dde9c101de7c37 |
|
MD5 | 1cd41fa91128d673048e1ed37fc92f31 |
|
BLAKE2b-256 | 3e6a4bbb5d6c0eef9dc6173239a80ce3935b0258d13823833c39adee5d00f091 |
Hashes for actfast-0.1.8-cp38-none-win32.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8823420e2266062cc580fd313207fdc49410ed86b3285a815d375711a5b1dbad |
|
MD5 | 40719c0281664843662bd608ee501ab8 |
|
BLAKE2b-256 | 0569d4c87735ebee16f3d092711919f595145c14a45691e9b754dbbf9c02fc0f |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4d1b3f30dc9e3c9e1ca2e318dcfe77096fcc999c9fe5913e4f73b43e923e5f1f |
|
MD5 | df377bd68bacb53ca5aae2e762671eb7 |
|
BLAKE2b-256 | bf4b9a495f5046eb976d47cbbc8cf899222528c62f591b50f76a093feec0cace |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | f7287978bea9b879e9bbb5de07f7dc3657d4196c981bb97cad36d9239b25035d |
|
MD5 | 13bff181c930a8054746ebcd9345c9bc |
|
BLAKE2b-256 | 4978e35cd160e20ecdf5838d4ac6ce8fec06e76430c445fde68a84e786f1967e |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 2f9c65145a3a2d0e93b90ea3ec249a75e68709d136b79d974d5ca120632137c6 |
|
MD5 | 641c381351e6b00b98acca1a77d0d44f |
|
BLAKE2b-256 | 88d9b194ba6d764eeaa8861a35d325ad227d2719133c1c311b1e59670a53c8d1 |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c833928d54e07514cec2c8738e8cb14e57e60b767fd5fd239450128fa9be8b9d |
|
MD5 | de6b46f607f083d98eb1eaa24ee166c2 |
|
BLAKE2b-256 | 6c45a5a136a6efe741eb8c3eebf12aa1c74e27e5c9b1447f1f9de96703854bf2 |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | b42a72c350b6dd88ee693a25e5567d6fae42d4e629ea132f5631cb1def33b770 |
|
MD5 | 2513f06b54deb604a6e0db7d0f384b84 |
|
BLAKE2b-256 | 3948e6ca67481984dd798a564d9a9406496212cb1036a3e7195633c8af0b8371 |
Hashes for actfast-0.1.8-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | c57e8e8fae7e3d78529a6b6ada58d3eecbd0d668f378b60a7f1d4dda0bf47463 |
|
MD5 | 0d011503a78b80ad2229e6205f1f6652 |
|
BLAKE2b-256 | 99f3a107ca5177d842f2c160ac32e4a54d3f3b893b96f58a4723eba409c03c39 |