Check bimodality of a histogram using van_der_eijk function.
Limiations
- The first half of the histogram should not not be too heavy (>2x) or way too light (<0.5x) of the second half of the histogram i.e. if you sum first half of the histogram and second half of the histogram, either of them should not be more than twice the value than the other.
- The peaks of the bimodal histogram must be at the start and end.
Usage
This library provides two functions for both Rust and Python.
van_der_eijkreturns A-score as described in [1]. If it is less than 0.0, the distribution is very likely bimodal.is_histogram_bimodalis a wrapper onvan_der_eijkfunction and it returnsTrueif histogram is bimodal.
Python
Here are some run on small histogram. This library typically performs much better on larger histogram.
>>> is_bimodal.van_der_eijk([3, 1, 3]) # A-score (negative means bimodal)
-0.14285714285714285
>>> is_bimodal.is_histogram_bimodal([3, 1, 3])
True
>>>>> is_bimodal.is_histogram_bimodal([3, 2, 3]) # the peaks are not very high
False
>>> is_bimodal.is_histogram_bimodal([3, 2, 4])
False
>>> is_bimodal.is_histogram_bimodal([4, 2, 2, 4])
False
>>> is_bimodal.is_histogram_bimodal([4, 1, 2, 4])
True
This method doesn't work if peaks are in the middle of the histogram rather than at the beginning and at the end. Or perhaps I got something wrong in the implementation.
Note that negative value in van_der_eijk means bimodal.
All of the following should have been classified as bimodal distributions.
>>> is_bimodal.is_histogram_bimodal([4, 1, 2, 4, 1])
False
>>> is_bimodal.is_histogram_bimodal([4, 1, 1, 4, 1])
False
>>> is_bimodal.is_histogram_bimodal([4, 1, 1, 4, 1])
False
>>> is_bimodal.is_histogram_bimodal([4, 1, 1, 4, 4, 1])
False
>>> is_bimodal.is_histogram_bimodal([1, 4, 1, 1, 4, 4, 1])
False
>>> is_bimodal.is_histogram_bimodal([1, 4, 2, 1, 1, 4, 1])
False
>>> is_bimodal.van_der_eijk([1, 4, 2, 1, 1, 4, 1])
0.46190476190476176
>>> is_bimodal.van_der_eijk([1, 4, 2, 1, 1, 4, 4])
0.3908496732026144
>>> is_bimodal.van_der_eijk([1, 4, 2, 1, 1, 4,])
0.2923076923076923
>>> is_bimodal.van_der_eijk([1, 4, 2, 1, 1, 4])
0.2923076923076923
>>> is_bimodal.van_der_eijk([1, 4, 1, 1, 1, 4])
0.22499999999999992
>>> is_bimodal.van_der_eijk([4, 4, 1, 1, 4])
0.17857142857142852
>>> is_bimodal.van_der_eijk([4, 4, 1, 1, 4, 4])
0.20000000000000004
>>> is_bimodal.van_der_eijk([4, 4, 1, 1, 4, 4])
0.20000000000000004
Rust
Here are some examples from unit tests.
assert!(van_der_eijk(vec![30, 40, 210, 130, 530, 50, 10]) > 0.0);
assert!(van_der_eijk(vec![30, 40, 210, 10, 530, 50, 10]) > 0.0);
assert!(van_der_eijk(vec![30, 40, 10, 10, 30, 50, 100]) > 0.0);
assert!(van_der_eijk(vec![3, 4, 1, 1, 3, 5, 10]) > 0.0);
assert!(van_der_eijk(vec![3, 4, 1, 1, 3, 5, 1]) > 0.0);
assert!(van_der_eijk(vec![1, 1, 1, 1, 1, 1, 1]) > 0.0);
assert!(van_der_eijk(vec![1, 1, 1, 1, 1, 1, 1000]) > 0.0);
// bimodal and detected as bimodal.
assert!(van_der_eijk(vec![10000, 1, 1, 1, 1, 1, 10]) < 0.0);
assert!(van_der_eijk(vec![10, 10, 0, 0, 0, 10, 10]) < 0.0);
assert!(van_der_eijk(vec![10, 10, 0, 0, 0, 0, 10]) < 0.0);
assert!(van_der_eijk(vec![1, 1, 1, 0, 0, 1, 1]) < 0.0);
assert!(van_der_eijk(vec![1, 1, 1, 0, 1, 1, 1]) < 0.0);
// Test cases that bring the limitations of the algorithm.
// This should be bi-modal. Algo fails because weights are not balanced here.
// One side of the see-saw is 2x heavier.
assert!(van_der_eijk(vec![10, 11, 0, 0, 0, 0, 3, 3]) > 0.0);
assert!(van_der_eijk(vec![10, 11, 0, 0, 0, 0, 30, 31]) > 0.0);
assert!(van_der_eijk(vec![10, 11, 0, 0, 0, 0, 20, 11]) < 0.0);
References
[1] Eijk, Cees. (2001). Measuring Agreement in Ordered Rating Scales. Quality and Quantity. 35. 325-341. 10.1023/A:1010374114305.
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Release files / is_bimodal-0.2.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / is_bimodal-0.2.1-cp312-cp312-musllinux_1_2_i686.whl
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Release files / is_bimodal-0.2.1-cp311-none-win_amd64.whl
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Release files / is_bimodal-0.2.1-cp311-none-win32.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-musllinux_1_2_x86_64.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-musllinux_1_2_i686.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-musllinux_1_2_armv7l.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-musllinux_1_2_aarch64.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
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| Size | 291.2 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ IBM System/390x |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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| Size | 287.2 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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| Size | 252.6 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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| Size | 246.7 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | is_bimodal-0.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 259.6 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | is_bimodal-0.2.1-cp311-cp311-macosx_11_0_arm64.whl |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp311-cp311-macosx_10_12_x86_64.whl |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-none-win_amd64.whl
| Download URL | is_bimodal-0.2.1-cp310-none-win_amd64.whl |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-none-win32.whl
| Download URL | is_bimodal-0.2.1-cp310-none-win32.whl |
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| Size | 111.2 kB |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_x86_64.whl |
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| Size | 414.6 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_i686.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_i686.whl |
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| Size | 434.7 kB |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_armv7l.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_armv7l.whl |
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| Size | 514.2 kB |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-musllinux_1_2_aarch64.whl |
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| Size | 433.2 kB |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 246.8 kB |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 291.9 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ IBM System/390x |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 287.4 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ PowerPC 64-le |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 252.8 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARMv7l |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 246.8 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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No |
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maturin/1.7.4
|
Release files / is_bimodal-0.2.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 259.7 kB |
| Tags | CPython 3.10 Linux glibc 2.5+ x86-32 |
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SHA-256 checksum How to use checksums |
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No |
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maturin/1.7.4
|
Release files / is_bimodal-0.2.1-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | is_bimodal-0.2.1-cp310-cp310-macosx_11_0_arm64.whl |
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No |
| Uploaded via |
maturin/1.7.4
|
Release files / is_bimodal-0.2.1-cp39-none-win_amd64.whl
| Download URL | is_bimodal-0.2.1-cp39-none-win_amd64.whl |
|---|---|
| Size | 117.1 kB |
| Tags | CPython 3.9 Windows x86-64 |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-none-win32.whl
| Download URL | is_bimodal-0.2.1-cp39-none-win32.whl |
|---|---|
| Size | 111.2 kB |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_x86_64.whl |
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| Size | 414.5 kB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_i686.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_i686.whl |
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| Size | 434.7 kB |
| Tags | CPython 3.9 Linux musl 1.2+ x86-32 |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_armv7l.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_armv7l.whl |
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| Size | 514.4 kB |
| Tags | CPython 3.9 Linux musl 1.2+ ARMv7l |
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SHA-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl |
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| Size | 433.2 kB |
| Tags | CPython 3.9 Linux musl 1.2+ ARM64 |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 247.2 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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Uploaded using Trusted Publishing? What is trusted publishing? |
No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 291.9 kB |
| Tags | CPython 3.9 Linux glibc 2.17+ IBM System/390x |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
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| Size | 252.9 kB |
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
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Release files / is_bimodal-0.2.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl
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Release files / is_bimodal-0.2.1-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | is_bimodal-0.2.1-cp39-cp39-macosx_11_0_arm64.whl |
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Release files / is_bimodal-0.2.1-cp38-none-win_amd64.whl
| Download URL | is_bimodal-0.2.1-cp38-none-win_amd64.whl |
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Release files / is_bimodal-0.2.1-cp38-none-win32.whl
| Download URL | is_bimodal-0.2.1-cp38-none-win32.whl |
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Release files / is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_x86_64.whl
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| Size | 414.5 kB |
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Release files / is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_i686.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_i686.whl |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_armv7l.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_armv7l.whl |
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Release files / is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_aarch64.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-musllinux_1_2_aarch64.whl |
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 246.6 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 292.2 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ IBM System/390x |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 286.9 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ PowerPC 64-le |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 252.6 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARMv7l |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 246.8 kB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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No |
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maturin/1.7.4
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Release files / is_bimodal-0.2.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl
| Download URL | is_bimodal-0.2.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl |
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| Size | 259.7 kB |
| Tags | CPython 3.8 Linux glibc 2.5+ x86-32 |
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No |
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maturin/1.7.4
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