piwheels

datascope

Measuring data importance over ML pipelines using the Shapley value.

Installation

In a virtualenv (see these instructions if you need to create one):

pip3 install datascope

Dependencies

• pyyaml
• tqdm
• matplotlib
• scikit-learn
• zerorpc
• numpy
• scipy
• pandas
• setuptools

Releases

Version	Released	Bookworm Python 3.11	Trixie Python 3.13	Files
0.0.32	2025-02-05
datascope-0.0.32-cp311-cp311-linux_armv6l.whl (186 KB) datascope-0.0.32-cp311-cp311-linux_armv7l.whl (186 KB) datascope-0.0.32-cp39-cp39-linux_armv6l.whl (178 KB) datascope-0.0.32-cp39-cp39-linux_armv7l.whl (178 KB) datascope-0.0.32-cp313-cp313-linux_armv6l.whl (193 KB) datascope-0.0.32-cp313-cp313-linux_armv7l.whl (193 KB)
0.0.31	2024-09-30
datascope-0.0.31-cp311-cp311-linux_armv6l.whl (186 KB) datascope-0.0.31-cp311-cp311-linux_armv7l.whl (186 KB) datascope-0.0.31-cp39-cp39-linux_armv6l.whl (178 KB) datascope-0.0.31-cp39-cp39-linux_armv7l.whl (178 KB) datascope-0.0.31-cp313-cp313-linux_armv7l.whl (193 KB) datascope-0.0.31-cp313-cp313-linux_armv6l.whl (193 KB)
0.0.30	2024-07-05
datascope-0.0.30-cp311-cp311-linux_armv6l.whl (184 KB) datascope-0.0.30-cp311-cp311-linux_armv7l.whl (184 KB) datascope-0.0.30-cp39-cp39-linux_armv6l.whl (176 KB) datascope-0.0.30-cp39-cp39-linux_armv7l.whl (176 KB)
0.0.29	2024-05-25
datascope-0.0.29-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.29-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.29-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.29-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.29-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.29-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.28	2024-05-21
datascope-0.0.28-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.28-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.28-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.28-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.28-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.28-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.27	2024-05-18
datascope-0.0.27-cp311-cp311-linux_armv6l.whl (186 KB) datascope-0.0.27-cp311-cp311-linux_armv7l.whl (186 KB) datascope-0.0.27-cp37-cp37m-linux_armv6l.whl (101 KB) datascope-0.0.27-cp37-cp37m-linux_armv7l.whl (101 KB) datascope-0.0.27-cp39-cp39-linux_armv6l.whl (178 KB) datascope-0.0.27-cp39-cp39-linux_armv7l.whl (178 KB)
0.0.26	2024-05-02
datascope-0.0.26-cp311-cp311-linux_armv6l.whl (186 KB) datascope-0.0.26-cp311-cp311-linux_armv7l.whl (186 KB) datascope-0.0.26-cp37-cp37m-linux_armv6l.whl (101 KB) datascope-0.0.26-cp37-cp37m-linux_armv7l.whl (101 KB) datascope-0.0.26-cp39-cp39-linux_armv6l.whl (178 KB) datascope-0.0.26-cp39-cp39-linux_armv7l.whl (178 KB)
0.0.25	2024-04-17
datascope-0.0.25-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.25-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.25-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.25-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.25-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.25-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.24	2024-04-09
datascope-0.0.24-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.24-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.24-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.24-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.24-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.24-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.23	2024-03-02
datascope-0.0.23-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.23-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.23-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.23-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.23-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.23-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.22	2024-03-01
datascope-0.0.22-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.22-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.22-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.22-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.22-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.22-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.21	2024-03-01
datascope-0.0.21-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.21-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.21-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.21-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.21-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.21-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.20	2024-03-01
datascope-0.0.20-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.20-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.20-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.20-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.20-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.20-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.19	2024-02-28
datascope-0.0.19-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.19-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.19-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.19-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.19-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.19-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.18	2024-02-24
datascope-0.0.18-cp311-cp311-linux_armv6l.whl (185 KB) datascope-0.0.18-cp311-cp311-linux_armv7l.whl (185 KB) datascope-0.0.18-cp37-cp37m-linux_armv6l.whl (100 KB) datascope-0.0.18-cp37-cp37m-linux_armv7l.whl (100 KB) datascope-0.0.18-cp39-cp39-linux_armv6l.whl (177 KB) datascope-0.0.18-cp39-cp39-linux_armv7l.whl (177 KB)
0.0.17	2024-02-23
datascope-0.0.17-cp37-cp37m-linux_armv6l.whl (99 KB) datascope-0.0.17-cp37-cp37m-linux_armv7l.whl (99 KB) datascope-0.0.17-cp311-cp311-linux_armv6l.whl (184 KB) datascope-0.0.17-cp311-cp311-linux_armv7l.whl (184 KB) datascope-0.0.17-cp39-cp39-linux_armv6l.whl (176 KB) datascope-0.0.17-cp39-cp39-linux_armv7l.whl (176 KB)
0.0.16	2024-02-20
datascope-0.0.16-cp37-cp37m-linux_armv6l.whl (99 KB) datascope-0.0.16-cp37-cp37m-linux_armv7l.whl (99 KB) datascope-0.0.16-cp39-cp39-linux_armv6l.whl (176 KB) datascope-0.0.16-cp39-cp39-linux_armv7l.whl (176 KB) datascope-0.0.16-cp311-cp311-linux_armv6l.whl (184 KB) datascope-0.0.16-cp311-cp311-linux_armv7l.whl (184 KB)
0.0.15	2024-02-17
datascope-0.0.15-cp311-cp311-linux_armv6l.whl (184 KB) datascope-0.0.15-cp311-cp311-linux_armv7l.whl (184 KB) datascope-0.0.15-cp39-cp39-linux_armv6l.whl (175 KB) datascope-0.0.15-cp39-cp39-linux_armv7l.whl (175 KB) datascope-0.0.15-cp37-cp37m-linux_armv6l.whl (98 KB) datascope-0.0.15-cp37-cp37m-linux_armv7l.whl (98 KB)
0.0.14	2024-02-17
datascope-0.0.14-cp37-cp37m-linux_armv6l.whl (98 KB) datascope-0.0.14-cp37-cp37m-linux_armv7l.whl (98 KB) datascope-0.0.14-cp39-cp39-linux_armv6l.whl (175 KB) datascope-0.0.14-cp39-cp39-linux_armv7l.whl (175 KB) datascope-0.0.14-cp311-cp311-linux_armv6l.whl (183 KB) datascope-0.0.14-cp311-cp311-linux_armv7l.whl (183 KB)
0.0.13	2023-08-15
datascope-0.0.13-cp37-cp37m-linux_armv6l.whl (97 KB) datascope-0.0.13-cp37-cp37m-linux_armv7l.whl (97 KB) datascope-0.0.13-cp39-cp39-linux_armv6l.whl (174 KB) datascope-0.0.13-cp39-cp39-linux_armv7l.whl (174 KB) datascope-0.0.13-cp311-cp311-linux_armv6l.whl (183 KB) datascope-0.0.13-cp311-cp311-linux_armv7l.whl (183 KB)
0.0.12	2023-05-15
datascope-0.0.12-cp37-cp37m-linux_armv6l.whl (85 KB) datascope-0.0.12-cp37-cp37m-linux_armv7l.whl (85 KB) datascope-0.0.12-cp39-cp39-linux_armv6l.whl (141 KB) datascope-0.0.12-cp39-cp39-linux_armv7l.whl (141 KB)
0.0.10	2023-04-05
datascope-0.0.10-cp37-cp37m-linux_armv6l.whl (69 KB) datascope-0.0.10-cp37-cp37m-linux_armv7l.whl (69 KB) datascope-0.0.10-cp39-cp39-linux_armv6l.whl (115 KB) datascope-0.0.10-cp39-cp39-linux_armv7l.whl (115 KB)
0.0.9	2023-02-11
datascope-0.0.9-cp37-cp37m-linux_armv6l.whl (69 KB) datascope-0.0.9-cp37-cp37m-linux_armv7l.whl (69 KB) datascope-0.0.9-cp39-cp39-linux_armv6l.whl (115 KB) datascope-0.0.9-cp39-cp39-linux_armv7l.whl (115 KB)
0.0.8	2022-12-27
datascope-0.0.8-cp37-cp37m-linux_armv6l.whl (68 KB) datascope-0.0.8-cp37-cp37m-linux_armv7l.whl (68 KB) datascope-0.0.8-cp39-cp39-linux_armv6l.whl (114 KB) datascope-0.0.8-cp39-cp39-linux_armv7l.whl (114 KB)
0.0.6	2022-12-26
0.0.5	2022-12-26
0.0.4	2022-12-23
datascope-0.0.4-cp37-cp37m-linux_armv6l.whl (76 KB) datascope-0.0.4-cp37-cp37m-linux_armv7l.whl (76 KB) datascope-0.0.4-cp39-cp39-linux_armv6l.whl (122 KB) datascope-0.0.4-cp39-cp39-linux_armv7l.whl (122 KB)
0.0.3	2022-06-16
datascope-0.0.3-cp37-cp37m-linux_armv6l.whl (76 KB) datascope-0.0.3-cp37-cp37m-linux_armv7l.whl (76 KB) datascope-0.0.3-cp39-cp39-linux_armv6l.whl (122 KB) datascope-0.0.3-cp39-cp39-linux_armv7l.whl (122 KB)
0.0.3a0 pre-release	2022-06-16
datascope-0.0.3a0-cp37-cp37m-linux_armv6l.whl (76 KB) datascope-0.0.3a0-cp37-cp37m-linux_armv7l.whl (76 KB) datascope-0.0.3a0-cp39-cp39-linux_armv6l.whl (122 KB) datascope-0.0.3a0-cp39-cp39-linux_armv7l.whl (122 KB)
0.0.2	2022-04-23
datascope-0.0.2-py3-none-any.whl (24 KB)
0.0.1	2022-04-23

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