SURE: SUccinct REpresentation of cells

SURE implements a discrete latent state model with normalizing flow encoder for exact estimation of cellular populations.

Installation

  1. Create a virtual environment
conda create -n SURE python=3.10 scipy numpy pandas scikit-learn && conda activate SURE
  1. Install PyTorch following the official instruction.
pip3 install torch torchvision --index-url https://download.pytorch.org/whl/cu126
  1. Install SURE
pip3 install SURE-tools

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.18.37)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for ZengFLab from gravatar.com ZengFLab

Credits

Author: Feng Zeng

License

MIT License

Requires

Python >=3.10

Classifiers

Report project as malware

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.18.37)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for ZengFLab from gravatar.com ZengFLab

Credits

Author: Feng Zeng

License

MIT License

Requires

Python >=3.10

Classifiers

Report project as malware

Release files for SURE-tools 4.18.36

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for SURE-tools 4.18.36
File Size Uploaded
sure_tools-4.18.36.tar.gz 111.3 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for SURE-tools 4.18.36
File Interpreter ABI Platform
sure_tools-4.18.36-py3-none-any.whl 129.6 kB Python 3 none any Details

Total release size: 240.9 kB

Release files / sure_tools-4.18.36.tar.gz

Download URL sure_tools-4.18.36.tar.gz
Size 111.3 kB
Tags Source
SHA-256 checksum
How to use checksums 		44b5eda88dc7edb9078f27de7d4df61a5807edc0622608bb87055c19ad531b9b
BLAKE2b-256 checksum
How to use checksums 		16ffb93886e53614d588e926fe47e57e612ad174eb715b1455075a905ee34102
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.18

Release files / sure_tools-4.18.36-py3-none-any.whl

Download URL sure_tools-4.18.36-py3-none-any.whl
Size 129.6 kB
Tags Python 3
SHA-256 checksum
How to use checksums 		629c98925c8351df9ef3b4fc52588e217e6a533a96fe34853635b8fa0ed7483b
BLAKE2b-256 checksum
How to use checksums 		1e08d66a6a540da44016e711e701575beaa6d1c42da3c681bd7aacd63ea74414
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.18

Release history Release notifications | RSS feed

4.18.37

2 release files

This release

4.18.36 This release

2 release files

4.18.35

2 release files

4.18.34

2 release files

4.18.33

2 release files

4.18.32

2 release files

4.18.31

2 release files

4.18.30

2 release files

4.18.29

2 release files

4.18.28

2 release files

4.18.27

2 release files

4.18.26

2 release files

4.18.25

2 release files

4.18.24

2 release files

4.18.23

2 release files

4.18.22

2 release files

4.18.21

2 release files

4.18.20

2 release files

4.18.19

2 release files

4.18.18

2 release files

4.18.17

2 release files

4.18.16

2 release files

4.18.15

2 release files

4.18.14

2 release files

4.18.13

2 release files

4.18.12

2 release files

4.18.11

2 release files

4.18.10

2 release files

4.18.9

2 release files

4.18.8

2 release files

4.18.7

2 release files

4.18.6

2 release files

4.18.5

2 release files

4.18.4

2 release files

4.18.3

2 release files

4.18.2

2 release files

4.18.1

2 release files

4.18.0

2 release files

4.17.7

2 release files

4.17.6

2 release files

4.17.5

2 release files

4.17.4

2 release files

4.17.3

2 release files

4.17.2

2 release files

4.17.1

2 release files

4.17.0

2 release files

4.16.0

2 release files

4.15.0

2 release files

4.14.47

2 release files

4.14.46

2 release files

4.14.45

2 release files

4.14.44

2 release files

4.14.43

2 release files

4.14.42

2 release files

4.14.41

2 release files

4.14.40

2 release files

4.14.39

2 release files

4.14.38

2 release files

4.14.36

2 release files

4.14.35

2 release files

4.14.34

2 release files

4.14.33

2 release files

4.14.32

2 release files

4.14.31

2 release files

4.14.30

2 release files

4.14.29

2 release files

4.14.28

2 release files

4.14.27

2 release files

4.14.26

2 release files

4.14.25

2 release files

4.14.24

2 release files

4.14.23

2 release files

4.14.22

2 release files

4.14.21

2 release files

4.14.20

2 release files

4.14.19

2 release files

4.14.18

2 release files

4.14.17

2 release files

4.14.16

2 release files

4.14.15

2 release files

4.14.14

2 release files

4.14.13

2 release files

4.14.12

2 release files

4.14.11

2 release files

4.14.10

2 release files

4.14.9

2 release files

4.14.8

2 release files

4.14.7

2 release files

4.14.6

2 release files

4.14.5

2 release files

4.14.4

2 release files

4.14.3

2 release files

4.14.2

2 release files

4.14.1

2 release files

4.14.0

2 release files

4.13.3

2 release files

4.13.2

2 release files

4.13.1

2 release files

4.13.0

2 release files

4.12.0

2 release files

4.11.5

2 release files

4.11.4

2 release files

4.11.1

2 release files

4.11.0

2 release files

4.10.10

2 release files

4.10.9

2 release files

4.10.8

2 release files

4.10.7

2 release files

4.10.6

2 release files

4.10.5

2 release files

4.10.4

2 release files

4.10.3

2 release files

4.10.2

2 release files

4.10.1

2 release files

4.10.0

2 release files

4.9.7

2 release files

4.9.6

2 release files

4.9.5

2 release files

4.9.4

2 release files

4.9.3

2 release files

4.9.2

2 release files

4.9.1

2 release files

4.9.0

2 release files

4.8.10

2 release files

4.8.9

2 release files

4.8.8

2 release files

4.8.7

2 release files

4.8.6

2 release files

4.8.5

2 release files

4.8.4

2 release files

4.8.3

2 release files

4.8.2

2 release files

4.8.1

2 release files

4.8.0

2 release files

4.7.8

2 release files

4.7.7

2 release files

4.7.6

2 release files

4.7.5

2 release files

4.7.4

2 release files

4.7.3

2 release files

4.7.2

2 release files

4.7.1

2 release files

4.7.0

2 release files

4.6.10

2 release files

4.6.9

2 release files

4.6.8

2 release files

4.6.7

2 release files

4.6.6

2 release files

4.6.5

2 release files

4.6.4

2 release files

4.6.3

2 release files

4.6.2

2 release files

4.6.1

2 release files

4.6.0

2 release files

4.5.18

2 release files

4.5.17

2 release files

4.5.16

2 release files

4.5.15

2 release files

4.5.14

2 release files

4.5.13

2 release files

4.5.12

2 release files

4.5.11

2 release files

4.5.10

2 release files

4.5.9

2 release files

4.5.8

2 release files

4.5.7

2 release files

4.5.6

2 release files

4.5.5

2 release files

4.5.4

2 release files

4.5.3

2 release files

4.5.2

2 release files

4.5.1

2 release files

4.5.0

2 release files

4.4.10

2 release files

4.4.9

2 release files

4.4.8

2 release files

4.4.7

2 release files

4.4.6

2 release files

4.4.5

2 release files

4.4.4

2 release files

4.4.3

2 release files

4.4.2

2 release files

4.4.1

2 release files

4.4.0

2 release files

4.3.0

2 release files

4.2.6

2 release files

4.2.5

2 release files

4.2.4

2 release files

4.2.3

2 release files

4.2.2

2 release files

4.2.1

2 release files

4.2.0

2 release files

4.1.1

2 release files

4.1.0

2 release files

4.0.30

2 release files

4.0.29

2 release files

4.0.28

2 release files

4.0.27

2 release files

4.0.26

2 release files

4.0.25

2 release files

4.0.24

2 release files

4.0.23

2 release files

4.0.22

2 release files

4.0.21

2 release files

4.0.20

2 release files

4.0.19

2 release files

4.0.18

2 release files

4.0.17

2 release files

4.0.16

2 release files

4.0.15

2 release files

4.0.14

2 release files

4.0.13

2 release files

4.0.12

2 release files

4.0.11

2 release files

4.0.10

2 release files

4.0.9

2 release files

4.0.8

2 release files

4.0.7

2 release files

4.0.6

2 release files

4.0.5

2 release files

4.0.4

2 release files

4.0.3

2 release files

4.0.2

2 release files

4.0.1

2 release files

4.0.0

2 release files

3.7.4

2 release files

3.7.3

2 release files

3.7.2

2 release files

3.7.1

2 release files

3.7.0

2 release files

3.6.14

2 release files

3.6.13

2 release files

3.6.12

2 release files

3.6.11

2 release files

3.6.10

2 release files

3.6.9

2 release files

3.6.8

2 release files

3.6.7

2 release files

3.6.6

2 release files

3.6.5

2 release files

3.6.4

2 release files

3.6.3

2 release files

3.6.2

2 release files

3.6.1

2 release files

3.6.0

2 release files

3.5.27

2 release files

3.5.26

2 release files

3.5.25

2 release files

3.5.24

2 release files

3.5.23

2 release files

3.5.22

2 release files

3.5.21

2 release files

3.5.20

2 release files

3.5.19

2 release files

3.5.18

2 release files

3.5.17

2 release files

3.5.16

2 release files

3.5.15

2 release files

3.5.14

2 release files

3.5.13

2 release files

3.5.12

2 release files

3.5.11

2 release files

3.5.10

2 release files

3.5.9

2 release files

3.5.8

2 release files

3.5.7

2 release files

3.5.6

2 release files

3.5.5

2 release files

3.5.4

2 release files

3.5.3

2 release files

3.5.2

2 release files

3.5.1

2 release files

3.5.0

2 release files

3.4.29

2 release files

3.4.28

2 release files

3.4.27

2 release files

3.4.26

2 release files

3.4.25

2 release files

3.4.24

2 release files

3.4.23

2 release files

3.4.22

2 release files

3.4.21

2 release files

3.4.20

2 release files

3.4.19

2 release files

3.4.18

2 release files

3.4.17

2 release files

3.4.16

2 release files

3.4.15

2 release files

3.4.14

2 release files

3.4.13

2 release files

3.4.12

2 release files

3.4.10

1 release file

3.4.9

2 release files

3.4.8

2 release files

3.4.7

2 release files

3.4.6

2 release files

3.4.5

2 release files

3.4.4

2 release files

3.4.3

2 release files

3.4.2

2 release files

3.4.1

2 release files

3.4.0

2 release files

3.3.37

2 release files

3.3.36

2 release files

3.3.35

2 release files

3.3.34

2 release files

3.3.33

2 release files

3.3.32

2 release files

3.3.31

2 release files

3.3.30

2 release files

3.3.29

2 release files

3.3.28

2 release files

3.3.27

2 release files

3.3.26

2 release files

3.3.25

2 release files

3.3.24

2 release files

3.3.23

2 release files

3.3.22

2 release files

3.3.21

2 release files

3.3.20

2 release files

3.3.19

2 release files

3.3.18

2 release files

3.3.17

2 release files

3.3.16

2 release files

3.3.15

2 release files

3.3.14

2 release files

3.3.13

2 release files

3.3.12

2 release files

3.3.11

2 release files

3.3.10

2 release files

3.3.9

2 release files

3.3.8

2 release files

3.3.7

2 release files

3.3.6

2 release files

3.3.5

2 release files

3.3.4

2 release files

3.3.3

2 release files

3.3.2

2 release files

3.3.1

2 release files

3.3.0

2 release files

3.2.41

2 release files

3.2.40

2 release files

3.2.39

2 release files

3.2.38

2 release files

3.2.37

2 release files

3.2.36

2 release files

3.2.35

2 release files

3.2.34

2 release files

3.2.33

2 release files

3.2.32

2 release files

3.2.31

2 release files

3.2.30

2 release files

3.2.29

2 release files

3.2.28

2 release files

3.2.27

2 release files

3.2.26

2 release files

3.2.25

2 release files

3.2.24

2 release files

3.2.23

2 release files

3.2.22

2 release files

3.2.21

2 release files

3.2.20

2 release files

3.2.19

2 release files

3.2.18

2 release files

3.2.17

2 release files

3.2.16

2 release files

3.2.15

2 release files

3.2.14

2 release files

3.2.13

2 release files

3.2.12

2 release files

3.2.11

2 release files

3.2.10

2 release files

3.2.9

2 release files

3.2.8

2 release files

3.2.7

2 release files

3.2.6

2 release files

3.2.5

2 release files

3.2.4

2 release files

3.2.3

2 release files

3.2.2

2 release files

3.2.1

2 release files

3.2.0

2 release files

3.1.9

2 release files

3.1.8

2 release files

3.1.7

2 release files

3.1.6

2 release files

3.1.5

2 release files

3.1.4

2 release files

3.1.3

2 release files

3.1.2

2 release files

3.1.1

2 release files

3.1.0

2 release files

3.0.10

2 release files

3.0.9

2 release files

3.0.8

2 release files

3.0.7

2 release files

3.0.6

2 release files

3.0.5

2 release files

3.0.4

2 release files

3.0.3

2 release files

3.0.2

2 release files

3.0.1

2 release files

3.0.0

2 release files

2.4.104

2 release files

2.4.103

2 release files

2.4.102

2 release files

2.4.101

2 release files

2.4.100

2 release files

2.4.99

2 release files

2.4.98

2 release files

2.4.97

2 release files

2.4.96

2 release files

2.4.95

2 release files

2.4.94

2 release files

2.4.93

2 release files

2.4.92

2 release files

2.4.91

2 release files

2.4.90

2 release files

2.4.89

2 release files

2.4.88

2 release files

2.4.87

2 release files

2.4.86

2 release files

2.4.85

2 release files

2.4.84

2 release files

2.4.83

2 release files

2.4.82

2 release files

2.4.81

2 release files

2.4.80

2 release files

2.4.79

2 release files

2.4.78

2 release files

2.4.77

2 release files

2.4.76

2 release files

2.4.75

2 release files

2.4.74

2 release files

2.4.73

2 release files

2.4.72

2 release files

2.4.71

2 release files

2.4.70

2 release files

2.4.69

2 release files

2.4.68

2 release files

2.4.67

2 release files

2.4.66

2 release files

2.4.65

2 release files

2.4.64

2 release files

2.4.63

2 release files

2.4.60

2 release files

2.4.59

2 release files

2.4.58

2 release files

2.4.57

2 release files

2.4.56

2 release files

2.4.55

2 release files

2.4.54

2 release files

2.4.53

2 release files

2.4.52

2 release files

2.4.51

2 release files

2.4.50

2 release files

2.4.49

2 release files

2.4.48

2 release files

2.4.47

2 release files

2.4.45

2 release files

2.4.44

2 release files

2.4.43

2 release files

2.4.42

2 release files

2.4.41

2 release files

2.4.40

2 release files

2.4.39

2 release files

2.4.38

2 release files

2.4.37

2 release files

2.4.36

2 release files

2.4.35

2 release files

2.4.34

2 release files

2.4.33

2 release files

2.4.32

2 release files

2.4.31

2 release files

2.4.29

2 release files

2.4.28

2 release files

2.4.25

2 release files

2.4.24

2 release files

2.4.23

2 release files

2.4.22

2 release files

2.4.21

2 release files

2.4.20

2 release files

2.4.19

2 release files

2.4.18

2 release files

2.4.17

2 release files

2.4.16

2 release files

2.4.15

2 release files

2.4.14

2 release files

2.4.13

2 release files

2.4.12

2 release files

2.4.11

2 release files

2.4.10

2 release files

2.4.9

2 release files

2.4.8

2 release files

2.4.7

2 release files

2.4.6

2 release files

2.4.5

2 release files

2.4.4

2 release files

2.4.3

2 release files

2.4.2

2 release files

2.4.1

2 release files

2.4.0

2 release files

2.3.2

2 release files

2.3.1

2 release files

2.3.0

2 release files

2.2.28

2 release files

2.2.27

2 release files

2.2.26

2 release files

2.2.25

2 release files

2.2.24

2 release files

2.2.23

2 release files

2.2.21

2 release files

2.2.20

2 release files

2.2.19

2 release files

2.2.18

2 release files

2.2.17

2 release files

2.2.16

2 release files

2.2.15

2 release files

2.2.14

2 release files

2.2.13

2 release files

2.2.12

2 release files

2.2.11

2 release files

2.2.10

2 release files

2.2.9

2 release files

2.2.8

2 release files

2.2.7

2 release files

2.2.6

2 release files

2.2.5

2 release files

2.2.4

2 release files

2.2.3

2 release files

2.2.2

2 release files

2.2.1

2 release files

2.2.0

2 release files

2.1.92

2 release files

2.1.91

2 release files

2.1.90

2 release files

2.1.89

2 release files

2.1.88

2 release files

2.1.87

2 release files

2.1.86

2 release files

2.1.85

2 release files

2.1.84

2 release files

2.1.83

2 release files

2.1.82

2 release files

2.1.81

2 release files

2.1.80

2 release files

2.1.79

2 release files

2.1.78

2 release files

2.1.77

2 release files

2.1.76

2 release files

2.1.74

2 release files

2.1.73

2 release files

2.1.71

2 release files

2.1.70

2 release files

2.1.69

2 release files

2.1.68

2 release files

2.1.67

2 release files

2.1.66

2 release files

2.1.65

2 release files

2.1.64

2 release files

2.1.63

2 release files

2.1.62

2 release files

2.1.61

2 release files

2.1.60

2 release files

2.1.59

2 release files

2.1.58

2 release files

2.1.57

2 release files

2.1.56

2 release files

2.1.55

2 release files

2.1.54

2 release files

2.1.53

2 release files

2.1.52

2 release files

2.1.51

2 release files

2.1.50

2 release files

2.1.49

2 release files

2.1.48

2 release files

2.1.47

2 release files

2.1.46

2 release files

2.1.45

2 release files

2.1.44

2 release files

2.1.43

2 release files

2.1.42

2 release files

2.1.41

2 release files

2.1.40

2 release files

2.1.39

2 release files

2.1.38

2 release files

2.1.37

2 release files

2.1.36

2 release files

2.1.35

2 release files

2.1.34

2 release files

2.1.33

2 release files

2.1.32

2 release files

2.1.31

2 release files

2.1.30

2 release files

2.1.29

2 release files

2.1.28

2 release files

2.1.27

2 release files

2.1.26

2 release files

2.1.25

2 release files

2.1.24

2 release files

2.1.22

2 release files

2.1.21

2 release files

2.1.20

2 release files

2.1.19

2 release files

2.1.18

2 release files

2.1.17

2 release files

2.1.16

2 release files

2.1.15

2 release files

2.1.14

2 release files

2.1.13

2 release files

2.1.12

2 release files

2.1.11

2 release files

2.1.10

2 release files

2.1.9

2 release files

2.1.8

2 release files

2.1.7

2 release files

2.1.6

2 release files

2.1.5

2 release files

2.1.4

2 release files

2.1.3

2 release files

2.1.2

2 release files

2.1.1

2 release files

2.1.0

2 release files

2.0.10

2 release files

2.0.9

2 release files

2.0.8

2 release files

2.0.7

2 release files

2.0.6

2 release files

2.0.5

2 release files

2.0.4

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.1

2 release files

1.0.10

2 release files

1.0.9

2 release files

1.0.8

2 release files

1.0.7

2 release files

1.0.6

2 release files

1.0.5

2 release files

1.0.4

2 release files

1.0.3

2 release files

1.0.2

2 release files

1.0.1

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page