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 (4.18.25)

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

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

sure_tools-4.18.12.tar.gz (91.8 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

sure_tools-4.18.12-py3-none-any.whl (98.6 kB view details)

Uploaded Python 3

File details

Details for the file sure_tools-4.18.12.tar.gz.

File metadata

  • Download URL: sure_tools-4.18.12.tar.gz
  • Upload date:
  • Size: 91.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.18.12.tar.gz
Algorithm Hash digest
SHA256 817ba1d45750deb99746088a8b957c625262f80ff9c802702a77240559c5b73f
MD5 4d19bd54acba3fc821ce29b7c76efade
BLAKE2b-256 371925866640adad0bfbbb54f61985388195e40aa69369abef2a440cf1a173ee

See more details on using hashes here.

File details

Details for the file sure_tools-4.18.12-py3-none-any.whl.

File metadata

  • Download URL: sure_tools-4.18.12-py3-none-any.whl
  • Upload date:
  • Size: 98.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.18.12-py3-none-any.whl
Algorithm Hash digest
SHA256 f95aa4759ca318028e04052683f81958fc1b0623fcb95ca8ed517df04c1d6305
MD5 d9dbebbb9108ceed4740240c35417e12
BLAKE2b-256 cd89575c0260b013e9b2dae7cd4b96aa8294a5e60b38643842e5846135282290

See more details on using hashes here.

Release history Release notifications | RSS feed

4.18.25

2 files

4.18.24

2 files

4.18.23

2 files

4.18.22

2 files

4.18.21

2 files

4.18.20

2 files

4.18.19

2 files

4.18.18

2 files

4.18.17

2 files

4.18.16

2 files

4.18.15

2 files

4.18.14

2 files

4.18.13

2 files

This release

4.18.12 This release

2 files

4.18.11

2 files

4.18.10

2 files

4.18.9

2 files

4.18.8

2 files

4.18.7

2 files

4.18.6

2 files

4.18.5

2 files

4.18.4

2 files

4.18.3

2 files

4.18.2

2 files

4.18.1

2 files

4.18.0

2 files

4.17.7

2 files

4.17.6

2 files

4.17.5

2 files

4.17.4

2 files

4.17.3

2 files

4.17.2

2 files

4.17.1

2 files

4.17.0

2 files

4.16.0

2 files

4.15.0

2 files

4.14.47

2 files

4.14.46

2 files

4.14.45

2 files

4.14.44

2 files

4.14.43

2 files

4.14.42

2 files

4.14.41

2 files

4.14.40

2 files

4.14.39

2 files

4.14.38

2 files

4.14.36

2 files

4.14.35

2 files

4.14.34

2 files

4.14.33

2 files

4.14.32

2 files

4.14.31

2 files

4.14.30

2 files

4.14.29

2 files

4.14.28

2 files

4.14.27

2 files

4.14.26

2 files

4.14.25

2 files

4.14.24

2 files

4.14.23

2 files

4.14.22

2 files

4.14.21

2 files

4.14.20

2 files

4.14.19

2 files

4.14.18

2 files

4.14.17

2 files

4.14.16

2 files

4.14.15

2 files

4.14.14

2 files

4.14.13

2 files

4.14.12

2 files

4.14.11

2 files

4.14.10

2 files

4.14.9

2 files

4.14.8

2 files

4.14.7

2 files

4.14.6

2 files

4.14.5

2 files

4.14.4

2 files

4.14.3

2 files

4.14.2

2 files

4.14.1

2 files

4.14.0

2 files

4.13.3

2 files

4.13.2

2 files

4.13.1

2 files

4.13.0

2 files

4.12.0

2 files

4.11.5

2 files

4.11.4

2 files

4.11.1

2 files

4.11.0

2 files

4.10.10

2 files

4.10.9

2 files

4.10.8

2 files

4.10.7

2 files

4.10.6

2 files

4.10.5

2 files

4.10.4

2 files

4.10.3

2 files

4.10.2

2 files

4.10.1

2 files

4.10.0

2 files

4.9.7

2 files

4.9.6

2 files

4.9.5

2 files

4.9.4

2 files

4.9.3

2 files

4.9.2

2 files

4.9.1

2 files

4.9.0

2 files

4.8.10

2 files

4.8.9

2 files

4.8.8

2 files

4.8.7

2 files

4.8.6

2 files

4.8.5

2 files

4.8.4

2 files

4.8.3

2 files

4.8.2

2 files

4.8.1

2 files

4.8.0

2 files

4.7.8

2 files

4.7.7

2 files

4.7.6

2 files

4.7.5

2 files

4.7.4

2 files

4.7.3

2 files

4.7.2

2 files

4.7.1

2 files

4.7.0

2 files

4.6.10

2 files

4.6.9

2 files

4.6.8

2 files

4.6.7

2 files

4.6.6

2 files

4.6.5

2 files

4.6.4

2 files

4.6.3

2 files

4.6.2

2 files

4.6.1

2 files

4.6.0

2 files

4.5.18

2 files

4.5.17

2 files

4.5.16

2 files

4.5.15

2 files

4.5.14

2 files

4.5.13

2 files

4.5.12

2 files

4.5.11

2 files

4.5.10

2 files

4.5.9

2 files

4.5.8

2 files

4.5.7

2 files

4.5.6

2 files

4.5.5

2 files

4.5.4

2 files

4.5.3

2 files

4.5.2

2 files

4.5.1

2 files

4.5.0

2 files

4.4.10

2 files

4.4.9

2 files

4.4.8

2 files

4.4.7

2 files

4.4.6

2 files

4.4.5

2 files

4.4.4

2 files

4.4.3

2 files

4.4.2

2 files

4.4.1

2 files

4.4.0

2 files

4.3.0

2 files

4.2.6

2 files

4.2.5

2 files

4.2.4

2 files

4.2.3

2 files

4.2.2

2 files

4.2.1

2 files

4.2.0

2 files

4.1.1

2 files

4.1.0

2 files

4.0.30

2 files

4.0.29

2 files

4.0.28

2 files

4.0.27

2 files

4.0.26

2 files

4.0.25

2 files

4.0.24

2 files

4.0.23

2 files

4.0.22

2 files

4.0.21

2 files

4.0.20

2 files

4.0.19

2 files

4.0.18

2 files

4.0.17

2 files

4.0.16

2 files

4.0.15

2 files

4.0.14

2 files

4.0.13

2 files

4.0.12

2 files

4.0.11

2 files

4.0.10

2 files

4.0.9

2 files

4.0.8

2 files

4.0.7

2 files

4.0.6

2 files

4.0.5

2 files

4.0.4

2 files

4.0.3

2 files

4.0.2

2 files

4.0.1

2 files

4.0.0

2 files

3.7.4

2 files

3.7.3

2 files

3.7.2

2 files

3.7.1

2 files

3.7.0

2 files

3.6.14

2 files

3.6.13

2 files

3.6.12

2 files

3.6.11

2 files

3.6.10

2 files

3.6.9

2 files

3.6.8

2 files

3.6.7

2 files

3.6.6

2 files

3.6.5

2 files

3.6.4

2 files

3.6.3

2 files

3.6.2

2 files

3.6.1

2 files

3.6.0

2 files

3.5.27

2 files

3.5.26

2 files

3.5.25

2 files

3.5.24

2 files

3.5.23

2 files

3.5.22

2 files

3.5.21

2 files

3.5.20

2 files

3.5.19

2 files

3.5.18

2 files

3.5.17

2 files

3.5.16

2 files

3.5.15

2 files

3.5.14

2 files

3.5.13

2 files

3.5.12

2 files

3.5.11

2 files

3.5.10

2 files

3.5.9

2 files

3.5.8

2 files

3.5.7

2 files

3.5.6

2 files

3.5.5

2 files

3.5.4

2 files

3.5.3

2 files

3.5.2

2 files

3.5.1

2 files

3.5.0

2 files

3.4.29

2 files

3.4.28

2 files

3.4.27

2 files

3.4.26

2 files

3.4.25

2 files

3.4.24

2 files

3.4.23

2 files

3.4.22

2 files

3.4.21

2 files

3.4.20

2 files

3.4.19

2 files

3.4.18

2 files

3.4.17

2 files

3.4.16

2 files

3.4.15

2 files

3.4.14

2 files

3.4.13

2 files

3.4.12

2 files

3.4.10

1 file

3.4.9

2 files

3.4.8

2 files

3.4.7

2 files

3.4.6

2 files

3.4.5

2 files

3.4.4

2 files

3.4.3

2 files

3.4.2

2 files

3.4.1

2 files

3.4.0

2 files

3.3.37

2 files

3.3.36

2 files

3.3.35

2 files

3.3.34

2 files

3.3.33

2 files

3.3.32

2 files

3.3.31

2 files

3.3.30

2 files

3.3.29

2 files

3.3.28

2 files

3.3.27

2 files

3.3.26

2 files

3.3.25

2 files

3.3.24

2 files

3.3.23

2 files

3.3.22

2 files

3.3.21

2 files

3.3.20

2 files

3.3.19

2 files

3.3.18

2 files

3.3.17

2 files

3.3.16

2 files

3.3.15

2 files

3.3.14

2 files

3.3.13

2 files

3.3.12

2 files

3.3.11

2 files

3.3.10

2 files

3.3.9

2 files

3.3.8

2 files

3.3.7

2 files

3.3.6

2 files

3.3.5

2 files

3.3.4

2 files

3.3.3

2 files

3.3.2

2 files

3.3.1

2 files

3.3.0

2 files

3.2.41

2 files

3.2.40

2 files

3.2.39

2 files

3.2.38

2 files

3.2.37

2 files

3.2.36

2 files

3.2.35

2 files

3.2.34

2 files

3.2.33

2 files

3.2.32

2 files

3.2.31

2 files

3.2.30

2 files

3.2.29

2 files

3.2.28

2 files

3.2.27

2 files

3.2.26

2 files

3.2.25

2 files

3.2.24

2 files

3.2.23

2 files

3.2.22

2 files

3.2.21

2 files

3.2.20

2 files

3.2.19

2 files

3.2.18

2 files

3.2.17

2 files

3.2.16

2 files

3.2.15

2 files

3.2.14

2 files

3.2.13

2 files

3.2.12

2 files

3.2.11

2 files

3.2.10

2 files

3.2.9

2 files

3.2.8

2 files

3.2.7

2 files

3.2.6

2 files

3.2.5

2 files

3.2.4

2 files

3.2.3

2 files

3.2.2

2 files

3.2.1

2 files

3.2.0

2 files

3.1.9

2 files

3.1.8

2 files

3.1.7

2 files

3.1.6

2 files

3.1.5

2 files

3.1.4

2 files

3.1.3

2 files

3.1.2

2 files

3.1.1

2 files

3.1.0

2 files

3.0.10

2 files

3.0.9

2 files

3.0.8

2 files

3.0.7

2 files

3.0.6

2 files

3.0.5

2 files

3.0.4

2 files

3.0.3

2 files

3.0.2

2 files

3.0.1

2 files

3.0.0

2 files

2.4.104

2 files

2.4.103

2 files

2.4.102

2 files

2.4.101

2 files

2.4.100

2 files

2.4.99

2 files

2.4.98

2 files

2.4.97

2 files

2.4.96

2 files

2.4.95

2 files

2.4.94

2 files

2.4.93

2 files

2.4.92

2 files

2.4.91

2 files

2.4.90

2 files

2.4.89

2 files

2.4.88

2 files

2.4.87

2 files

2.4.86

2 files

2.4.85

2 files

2.4.84

2 files

2.4.83

2 files

2.4.82

2 files

2.4.81

2 files

2.4.80

2 files

2.4.79

2 files

2.4.78

2 files

2.4.77

2 files

2.4.76

2 files

2.4.75

2 files

2.4.74

2 files

2.4.73

2 files

2.4.72

2 files

2.4.71

2 files

2.4.70

2 files

2.4.69

2 files

2.4.68

2 files

2.4.67

2 files

2.4.66

2 files

2.4.65

2 files

2.4.64

2 files

2.4.63

2 files

2.4.60

2 files

2.4.59

2 files

2.4.58

2 files

2.4.57

2 files

2.4.56

2 files

2.4.55

2 files

2.4.54

2 files

2.4.53

2 files

2.4.52

2 files

2.4.51

2 files

2.4.50

2 files

2.4.49

2 files

2.4.48

2 files

2.4.47

2 files

2.4.45

2 files

2.4.44

2 files

2.4.43

2 files

2.4.42

2 files

2.4.41

2 files

2.4.40

2 files

2.4.39

2 files

2.4.38

2 files

2.4.37

2 files

2.4.36

2 files

2.4.35

2 files

2.4.34

2 files

2.4.33

2 files

2.4.32

2 files

2.4.31

2 files

2.4.29

2 files

2.4.28

2 files

2.4.25

2 files

2.4.24

2 files

2.4.23

2 files

2.4.22

2 files

2.4.21

2 files

2.4.20

2 files

2.4.19

2 files

2.4.18

2 files

2.4.17

2 files

2.4.16

2 files

2.4.15

2 files

2.4.14

2 files

2.4.13

2 files

2.4.12

2 files

2.4.11

2 files

2.4.10

2 files

2.4.9

2 files

2.4.8

2 files

2.4.7

2 files

2.4.6

2 files

2.4.5

2 files

2.4.4

2 files

2.4.3

2 files

2.4.2

2 files

2.4.1

2 files

2.4.0

2 files

2.3.2

2 files

2.3.1

2 files

2.3.0

2 files

2.2.28

2 files

2.2.27

2 files

2.2.26

2 files

2.2.25

2 files

2.2.24

2 files

2.2.23

2 files

2.2.21

2 files

2.2.20

2 files

2.2.19

2 files

2.2.18

2 files

2.2.17

2 files

2.2.16

2 files

2.2.15

2 files

2.2.14

2 files

2.2.13

2 files

2.2.12

2 files

2.2.11

2 files

2.2.10

2 files

2.2.9

2 files

2.2.8

2 files

2.2.7

2 files

2.2.6

2 files

2.2.5

2 files

2.2.4

2 files

2.2.3

2 files

2.2.2

2 files

2.2.1

2 files

2.2.0

2 files

2.1.92

2 files

2.1.91

2 files

2.1.90

2 files

2.1.89

2 files

2.1.88

2 files

2.1.87

2 files

2.1.86

2 files

2.1.85

2 files

2.1.84

2 files

2.1.83

2 files

2.1.82

2 files

2.1.81

2 files

2.1.80

2 files

2.1.79

2 files

2.1.78

2 files

2.1.77

2 files

2.1.76

2 files

2.1.74

2 files

2.1.73

2 files

2.1.71

2 files

2.1.70

2 files

2.1.69

2 files

2.1.68

2 files

2.1.67

2 files

2.1.66

2 files

2.1.65

2 files

2.1.64

2 files

2.1.63

2 files

2.1.62

2 files

2.1.61

2 files

2.1.60

2 files

2.1.59

2 files

2.1.58

2 files

2.1.57

2 files

2.1.56

2 files

2.1.55

2 files

2.1.54

2 files

2.1.53

2 files

2.1.52

2 files

2.1.51

2 files

2.1.50

2 files

2.1.49

2 files

2.1.48

2 files

2.1.47

2 files

2.1.46

2 files

2.1.45

2 files

2.1.44

2 files

2.1.43

2 files

2.1.42

2 files

2.1.41

2 files

2.1.40

2 files

2.1.39

2 files

2.1.38

2 files

2.1.37

2 files

2.1.36

2 files

2.1.35

2 files

2.1.34

2 files

2.1.33

2 files

2.1.32

2 files

2.1.31

2 files

2.1.30

2 files

2.1.29

2 files

2.1.28

2 files

2.1.27

2 files

2.1.26

2 files

2.1.25

2 files

2.1.24

2 files

2.1.22

2 files

2.1.21

2 files

2.1.20

2 files

2.1.19

2 files

2.1.18

2 files

2.1.17

2 files

2.1.16

2 files

2.1.15

2 files

2.1.14

2 files

2.1.13

2 files

2.1.12

2 files

2.1.11

2 files

2.1.10

2 files

2.1.9

2 files

2.1.8

2 files

2.1.7

2 files

2.1.6

2 files

2.1.5

2 files

2.1.4

2 files

2.1.3

2 files

2.1.2

2 files

2.1.1

2 files

2.1.0

2 files

2.0.10

2 files

2.0.9

2 files

2.0.8

2 files

2.0.7

2 files

2.0.6

2 files

2.0.5

2 files

2.0.4

2 files

2.0.3

2 files

2.0.2

2 files

2.0.1

2 files

1.0.10

2 files

1.0.9

2 files

1.0.8

2 files

1.0.7

2 files

1.0.6

2 files

1.0.5

2 files

1.0.4

2 files

1.0.3

2 files

1.0.2

2 files

1.0.1

2 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