Analytics

Analytical
Environments

Secure spaces for your statistical analysis and data science. R, RStudio, Python and Jupyter available in a compliant and isolated environment.

3
Available tools
8
Atlas packages
HDS
Hosted
100+
Pre-installed packages

Complete environments for every need

Access pre-configured analytical environments with all the packages needed for your research projects.

R / RStudio

Complete statistical environment with pre-installed CRAN packages (survival, MatchIt, tableone, ggplot2, tidyverse and many others).

Python / Jupyter

Data science, machine learning and analysis orchestration via DAGs. Pandas, scikit-learn, tensorflow, pytorch, matplotlib, seaborn, statsmodels. Jupyter also serves as the entry point for building and triggering Atlas workflows.

Custom tools

Docker container deployment orchestrated by Kubernetes (K-MANAGED cegedim.cloud). GitLab CI/CD pipeline with automatic security scanning before production release.

Atlas: analysis micro-services library

Atlas is the Python library developed by Clinityx to standardize, version and capitalize on statistical analysis code. Each package is a reusable, documented and tested micro-service.

Data Management

Missing data management, multiple imputation, propensity scores (MICE).

Stats

Survival models (Kaplan-Meier, Cox, Fine & Gray), logistic, Poisson and log-binomial regressions.

Epidemio Indicators

Calculation of standardized incidence and prevalence.

Description Table Generator

Automatic generation of descriptive tables in Excel and HTML format.

Criteria Filters

Creation and assembly of inclusion/exclusion criteria to define study populations.

Analysis lifecycle

1

Feasibility

Assessment of available data

2

Planning

Selection of Atlas packages

3

Design

Analysis DAG in Jupyter

4

Implementation

execution and peer review

5

Merge

Integration into the study repository

Isolated and secure environment

Network isolation

Secure bubble completely isolated from the internet network. No external access possible from the analysis environments.

No internet access

Environments completely disconnected from the internet. Impossible to download non-approved packages or communicate externally.

Data stays in the bubble

Data never leaves the analytical environment. Controlled, nominative and traced extractions. Complete audit trail of all accesses.

Complete logging

All actions are recorded (who has access, when, what, results). GDPR and HDS compliance guaranteed with 5-year logs.

Secure authentication

Access via unique credentials. SSO support. MFA (multi-factor authentication) available for sensitive projects.

Guaranteed compliance

HDS certified

Infrastructure hosted in a Health Data Host (HDS) certified data center.

CNIL Authorized

Environments compliant with CNIL authorizations. Privacy by design implemented.

AES-256 encryption

Data encrypted at rest and in transit. Secure cryptographic keys.

Access our secure analytical environments

Explore your health data with the best analysis tools in a completely secure and compliant environment.