# Latest **URL:** https://forum.datacebo.com/latest.md?page=2 [Latest](https://forum.datacebo.com/latest.md) · [Categories](https://forum.datacebo.com/categories.md) · [Tags](https://forum.datacebo.com/tags.md) **Page:** 3 --- ## [SDV Enterprise Version 0.28.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-28-0/357)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [June 3, 2025, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-28-0/357 "2025-06-03T04:00:00Z")
Release Date: June 3, 2025 :glowing\_star: A simpler, streamlined constraint experience for single and multi-table. Starting from this release, all single-table and multi-table constraints use our constraint-augmented ge… --- ## [\[Resolved\] Dockerize SDV](https://forum.datacebo.com/t/resolved-dockerize-sdv/300)
**Author:** [@epicvu](https://forum.datacebo.com/u/epicvu)\ **Replies:** 3\ **Last updated:** [May 21, 2025, 1:43pm UTC](https://forum.datacebo.com/t/resolved-dockerize-sdv/300 "2025-05-21T13:43:59Z")
Hi, I would like to know if there was a way to put SDV\_enterprise inside a Docker stack? I am working on a little app with Flask in the back that uses SDV APIs and a React in the front in order to ease the data generati… --- ## [SDV Enterprise Version 0.27.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-27-0/358)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [May 20, 2025, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-27-0/358 "2025-05-20T04:00:00Z")
Release Date: May 20, 2025 :four\_o\_clock: Synthesize datetimes with timezone information. All SDV synthesizers are now compatible with datetime columns that have a consistent timezone. Your synthetic data will include t… --- ## [Improving metadata auto-detection of primary/foreign key connections](https://forum.datacebo.com/t/improving-metadata-auto-detection-of-primary-foreign-key-connections/298)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 10\ **Last updated:** [May 9, 2025, 3:22pm UTC](https://forum.datacebo.com/t/improving-metadata-auto-detection-of-primary-foreign-key-connections/298 "2025-05-09T15:22:02Z")
I’m starting this topic to discuss the overall issue of improving the metadata auto-detection for primary and foreign key connections. It will be helpful to reply with examples of cases where metadata auto-detection did … --- ## [SDV Enterprise Version 0.26.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-26-0/359)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [May 6, 2025, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-26-0/359 "2025-05-06T04:00:00Z")
Release Date: May 6, 2025 :tada: Announcing Differential Privacy in SDV. The new differential privacy bundle includes synthesizers that you can use to fit and sample any amount of synthetic data — all with guarantees of… --- ## [\[Resolved\] CSVHandler and large file reading](https://forum.datacebo.com/t/resolved-csvhandler-and-large-file-reading/296)
**Author:** [@epicvu](https://forum.datacebo.com/u/epicvu)\ **Replies:** 7\ **Last updated:** [April 23, 2025, 5:55pm UTC](https://forum.datacebo.com/t/resolved-csvhandler-and-large-file-reading/296 "2025-04-23T17:55:45Z")
Hi, I am currently testing the CSVHandler on a really large database of mine. I have a dump in csv files of each tables (50ish tables) but some of the tables are either empty or really full (around 10Gbs). I know that i… --- ## [SDV Enterprise Version 0.25.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-25-0/360)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [April 15, 2025, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-25-0/360 "2025-04-15T04:00:00Z")
Release Date: April 15, 2025 :sparkles: Use SDV Enterprise with Python 3.13. You can now use all SDV Enterprise software with the latest Python 3.13. We recommend upgrading your Python version for most up-to-date securi… --- ## [Generate IDs using complex Regexes](https://forum.datacebo.com/t/generate-ids-using-complex-regexes/289)
**Author:** [@epicvu](https://forum.datacebo.com/u/epicvu)\ **Replies:** 5\ **Last updated:** [March 27, 2025, 4:14pm UTC](https://forum.datacebo.com/t/generate-ids-using-complex-regexes/289 "2025-03-27T16:14:34Z")
Hi! I’m currently working on trying to generate some data using the DayZsynthesizer and I’m trying to give a id column a specific regex. Until now I have not encountered any problems with my regex but now it seems to cr… --- ## [SDV Enterprise Version 0.24.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-24-0/361)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [March 18, 2025, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-24-0/361 "2025-03-18T04:00:00Z")
Release Date: March 18, 2025 This release continues to add features for higher quality synthetic data generation and ease-of-use. :glowing\_star: Model hierarchical relationships in a table. Use the SelfReferentialHiera… --- ## [SDV Enterprise Version 0.23.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-23-0/362)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [February 16, 2025, 5:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-23-0/362 "2025-02-16T05:00:00Z")
Release Date: February 16, 2025 This release enhances your ability to customize your synthesizer — whether it’s through multi-table CAG patterns, single-table constraints, or pre-processing techniques that transform you… --- ## [Distributions of features in synthetic data](https://forum.datacebo.com/t/distributions-of-features-in-synthetic-data/207)
**Author:** [@yuntien.lee](https://forum.datacebo.com/u/yuntien.lee)\ **Replies:** 16\ **Last updated:** [February 4, 2025, 6:27pm UTC](https://forum.datacebo.com/t/distributions-of-features-in-synthetic-data/207 "2025-02-04T18:27:24Z")
Hi Datacebo team, After generating synthetic data based on the metadata, inspecting using synthesizer.get\_learned\_distributions, all columns show ‘truncnorm’ distribution, but we used whatever the default settings were,… --- ## [SDV Enterprise Version 0.22.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-22-0/363)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [January 21, 2025, 5:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-22-0/363 "2025-01-21T05:00:00Z")
Release Date: January 21, 2025 This release enhances existing SDV Enterprise features and fixes some bugs. :glowing\_star: Enhanced segmentation in X Synthesis. You now have more control over modeling highly segmented d… --- ## [SDV HSA Synthesizer not preserving correlations of orginal data](https://forum.datacebo.com/t/sdv-hsa-synthesizer-not-preserving-correlations-of-orginal-data/279)
**Author:** [@joachim.zaspel](https://forum.datacebo.com/u/joachim.zaspel)\ **Replies:** 3\ **Last updated:** [January 20, 2025, 8:35am UTC](https://forum.datacebo.com/t/sdv-hsa-synthesizer-not-preserving-correlations-of-orginal-data/279 "2025-01-20T08:35:12Z")
Background I created a very simple data model and generated test data using a python script to evaluate if SDV (HSA Synthesizer) is able to generate synthetic data that preserves correlations or data patterns found in t… --- ## [How do you measure the risk of sensitive data leaking out in the synthetic data?](https://forum.datacebo.com/t/how-do-you-measure-the-risk-of-sensitive-data-leaking-out-in-the-synthetic-data/280)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 1\ **Last updated:** [December 20, 2024, 10:41pm UTC](https://forum.datacebo.com/t/how-do-you-measure-the-risk-of-sensitive-data-leaking-out-in-the-synthetic-data/280 "2024-12-20T22:41:15Z")
I’m starting this topic based on a question asked by @joachim.zaspel in this other thread. The original text is copy/pasted below: I would like to know more about the inherent risks of sensitive data leaking out into s… --- ## [\[Resolved\] Error installing (expired version) and user warnings](https://forum.datacebo.com/t/resolved-error-installing-expired-version-and-user-warnings/267)
**Author:** [@gaurav](https://forum.datacebo.com/u/gaurav)\ **Replies:** 4\ **Last updated:** [December 19, 2024, 3:45pm UTC](https://forum.datacebo.com/t/resolved-error-installing-expired-version-and-user-warnings/267 "2024-12-19T15:45:24Z")
Hello @joachim.zaspel , Welcome to SDV Enterprise. We’re happy to have you in our invite-only support forum and we’re excited to see what kind of value synthetic data will bring for you. Let’s get started! Please reply… --- ## [\[Important\] Installation updates starting Dec 17, 2024](https://forum.datacebo.com/t/important-installation-updates-starting-dec-17-2024/277)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [December 18, 2024, 4:37pm UTC](https://forum.datacebo.com/t/important-installation-updates-starting-dec-17-2024/277 "2024-12-18T16:37:54Z")
Hello everyone, This announcement is a reminder that the commands for installing SDV Enterprise have changed starting from the December release (version 0.21.0, released on Dec 17, 2024). This is part of our regularly s… --- ## [SDV Enterprise Version 0.21.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-21-0/364)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [December 17, 2024, 5:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-21-0/364 "2024-12-17T05:00:00Z")
Release Date: December 17, 2024 In this release, we’re continuing to add new features to SDV bundles. We also have a new-and-improved privacy metric. :locked\_with\_key: Improved privacy measurements. Use the new Disclos… --- ## [SDV Enterprise Version 0.20.0 - Introducing SDV Bundles](https://forum.datacebo.com/t/sdv-enterprise-version-0-20-0-introducing-sdv-bundles/365)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [November 19, 2024, 5:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-20-0-introducing-sdv-bundles/365 "2024-11-19T05:00:00Z")
Release Date: November 19, 2024 With this release, we are introducing SDV Bundles for the first time. SDV Enterprise users will have the option to purchase one or more bundles that take your synthetic data to the next … --- ## [\[Resolved\] Multitable Metadata Import Issue](https://forum.datacebo.com/t/resolved-multitable-metadata-import-issue/261)
**Author:** [@bhavya.kundra](https://forum.datacebo.com/u/bhavya.kundra)\ **Replies:** 3\ **Last updated:** [November 12, 2024, 5:25pm UTC](https://forum.datacebo.com/t/resolved-multitable-metadata-import-issue/261 "2024-11-12T17:25:08Z")
So, I am working on a multi table SDV project. When I am importing Metadata from sdv multi table library, I am getting the following error as you can see the below screenshot:- I have tried with the previous versions… --- ## [SDV Enterprise Version 0.19.0 - IT Security code scan](https://forum.datacebo.com/t/sdv-enterprise-version-0-19-0-it-security-code-scan/366)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [October 15, 2024, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-19-0-it-security-code-scan/366 "2024-10-15T04:00:00Z")
Release Date: October 15, 2024 This release addresses some bugs and adds a usability feature for accessing code scan results. :white\_check\_mark: Check your package security. Starting from this version, you can easily a… --- ## [SDV Enterprise Version 0.18.0 - Streamlined Metadata object](https://forum.datacebo.com/t/sdv-enterprise-version-0-18-0-streamlined-metadata-object/367)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [October 3, 2024, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-18-0-streamlined-metadata-object/367 "2024-10-03T04:00:00Z")
Release Date: October 3, 2024 This release offers an improved metadata experience. Before, you would have to create separate objects based on your data (single table or multi table). Now, we offer a single, streamlined M… --- ## [SD Enterprise Version 0.17.0](https://forum.datacebo.com/t/sd-enterprise-version-0-17-0/368)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [September 17, 2024, 4:00am UTC](https://forum.datacebo.com/t/sd-enterprise-version-0-17-0/368 "2024-09-17T04:00:00Z")
Release Date: September 17, 2024 This release includes feature updates in all parts of your synthetic data workflow. :bullseye: Improved metadata auto-detection. We’ve now improved the way we detect foreign keys from y… --- ## [SDV Enterprise Version 0.16.1](https://forum.datacebo.com/t/sdv-enterprise-version-0-16-1/369)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [September 3, 2024, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-16-1/369 "2024-09-03T04:00:00Z")
Release Date: September 3, 2024 This patch release fixed some bugs you may have run into when applying constraints to null values, and corrected a warning that appeared when importing any module of the sdv library. --- ## [Maintaining Cardinality Between Tables](https://forum.datacebo.com/t/maintaining-cardinality-between-tables/246)
**Author:** [@giovanni.circo](https://forum.datacebo.com/u/giovanni.circo)\ **Replies:** 3\ **Last updated:** [August 27, 2024, 9:13pm UTC](https://forum.datacebo.com/t/maintaining-cardinality-between-tables/246 "2024-08-27T21:13:39Z")
We have a database of claims, procedures, and diagnoses, along with a header table. The header table uniquely defines records by MBR\_ID, CLM\_ID, and CLM\_HASH\_KEY. The expected output is that every claim in the clm\_detail… --- ## [Large Model Training and Synthesizing](https://forum.datacebo.com/t/large-model-training-and-synthesizing/235)
**Author:** [@giovanni.circo](https://forum.datacebo.com/u/giovanni.circo)\ **Replies:** 2\ **Last updated:** [August 23, 2024, 6:31pm UTC](https://forum.datacebo.com/t/large-model-training-and-synthesizing/235 "2024-08-23T18:31:21Z")
This is a more general question regarding the scalability of the multi-table synthesizers to very large training sets and synthesized sets which are too large to fit into memory. If I have a very large database which ca… --- ## [\[Resolved\] SDV Wrapper for DOE](https://forum.datacebo.com/t/resolved-sdv-wrapper-for-doe/239)
**Author:** [@lpalayangoda](https://forum.datacebo.com/u/lpalayangoda)\ **Replies:** 2\ **Last updated:** [August 21, 2024, 9:10pm UTC](https://forum.datacebo.com/t/resolved-sdv-wrapper-for-doe/239 "2024-08-21T21:10:47Z")
@kalyan: I am trying to run the Demo file you provided. However, I got the following error when importing “synthesize\_new\_sample\_codes.py”. (Note: I installed the packages in the requirements.txt). --- ## [SDV Enterprise Version 0.16.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-16-0/370)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [August 16, 2024, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-16-0/370 "2024-08-16T04:00:00Z")
Release Notes: August 16, 2024 In this release, we’re adding new pre-defined constraint constraint logic that you can apply to your synthesizers. :shuffle\_tracks\_button: Fix the combination of null values. Prevent the … --- ## [\[Resolved\] Error when upgrading SDV Enterprise](https://forum.datacebo.com/t/resolved-error-when-upgrading-sdv-enterprise/229)
**Author:** [@yuntien.lee](https://forum.datacebo.com/u/yuntien.lee)\ **Replies:** 5\ **Last updated:** [July 22, 2024, 1:13pm UTC](https://forum.datacebo.com/t/resolved-error-when-upgrading-sdv-enterprise/229 "2024-07-22T13:13:18Z")
I tried to upgrade sdv enterprise by pip install sdv\_enterprise --upgrade --index-url https://pypi.datacebo.com --timeout 600 --no-cache-dir --trusted-host pypi.org --trusted-host pypi.python.org --trusted-host files.py… --- ## [SDV Enterprise Version 0.15.0](https://forum.datacebo.com/t/sdv-enterprise-version-0-15-0/371)
**Author:** [@neha](https://forum.datacebo.com/u/neha)\ **Replies:** 0\ **Last updated:** [July 16, 2024, 4:00am UTC](https://forum.datacebo.com/t/sdv-enterprise-version-0-15-0/371 "2024-07-16T04:00:00Z")
Release Notes: July 16, 2024 This release continues to add features that enhance your experience with synthetic data creation. :bar\_chart: Even more visualization options. You can now use the SDMetrics visualization fe… --- ## [Do fitted multi-table synthesizer models retain original data properties (PHI \\ PII data concerns)?](https://forum.datacebo.com/t/do-fitted-multi-table-synthesizer-models-retain-original-data-properties-phi-pii-data-concerns/218)
**Author:** [@ecastaner](https://forum.datacebo.com/u/ecastaner)\ **Replies:** 2\ **Last updated:** [July 15, 2024, 7:04pm UTC](https://forum.datacebo.com/t/do-fitted-multi-table-synthesizer-models-retain-original-data-properties-phi-pii-data-concerns/218 "2024-07-15T19:04:23Z")
@giovanni.circo could you please add a short description of the question? Thanks! [Previous page](https://forum.datacebo.com/latest.md?page=1) [Next page](https://forum.datacebo.com/latest.md?page=3)