Skip to main content

USDM4_Excel Package

Library for import and export of USDM Version 4 via MS Excel

Implementation Status

This README documents the target sheet formats. Not every documented sheet is implemented yet — the table below is the source of truth (last audited 2026-07-30, see docs/completion_plan.md for the completion plan).

Sheet Import Export
configuration yes yes
study, studyIdentifiers, studyOrganizations yes yes
studyReferences (reference identifiers) yes yes
dates (separate sheet + legacy table on study sheet) yes yes (both)
roles, extensions yes yes
documents, documentVersions, document content/templates yes yes
studyAmendments, amendmentChanges, amendmentImpact yes yes
abbreviations yes yes
notes yes yes
dictionaries yes yes
people (assigned persons) yes yes
studyDesignSites yes yes
studyDesign, arms, epochs, elements, encounters, timing, activities yes yes
SoA / timelines yes (multiple per design) yes
studyDesignPopulations yes yes
studyDesignOE (objectives & endpoints) yes yes
eligibility criteria (legacy one-sheet) yes (fallback) yes
eligibilityCriteria + eligibilityCriteriaItems (split) yes (preferred) yes (both dialects)
studyDesignConditions, interventions yes yes
studyDesignProcedures (definitions, referenced from SoA rows) yes yes
studyDesignEstimands yes yes
studyDesignIndications yes yes
studyDesignCharacteristics (cohort characteristic definitions) yes yes
studyDesignSpecimen (definitions, referenced from studyDesign sheet) yes yes
studyProducts, studyProductOrganizationRoles yes yes
studyDevices yes yes

A JSON → Excel → JSON round-trip test (tests/usdm4_excel/test_round_trip.py) guards the import/export pairing. No known import/export asymmetries remain. Note: CommentAnnotation stores no name, so exported notes carry synthesised names (NOTE_1, NOTE_2, ...) on the notes sheet, referenced from each sheet's notes column — the original workbook's note names are import keys only and are not preserved.

Workbook Formats

The package reads and writes two formats:

Legacy single workbook. Every sheet in one file, compatible with workbooks written for the old usdm / usdm4_legacy_excel packages. Unmodified legacy workbooks import directly: the study sheet's dates table, protocolVersion/protocolStatus keys and configuration TEMPLATE mappings (from which the study definition documents are synthesised), legacy column names (siteName, studyEpochType, encounterType, …) and xref reference columns are all understood. Export in this format (to_excel(..., format="legacy") or to_legacy_excel) writes both dialects where they differ (legacy dates table + dates sheet; legacy one-sheet eligibility + split sheets) so the file is readable by both old and new importers.

Multi-workbook. One main workbook plus one workbook per study design, for complex multi-design studies (to_excel(..., format="multi")):

  • The main workbook holds the study/version-level sheets: study, dates, identifiers, organizations, roles, extensions, people, sites, documents and content, amendments, abbreviations, dictionaries, eligibilityCriteriaItems, conditions, interventions, products, devices, product organization roles, configuration.
  • The study sheet's studyDesigns row lists the design workbook file names, comma-separated, relative to the main workbook (export names them <main-stem>_<design-name>.xlsx).
  • Each design workbook holds that design's sheets: studyDesign, arms, epochs, elements, encounters, activities, timing, populations, objectives & endpoints, eligibilityCriteria, indications, estimands, procedures, characteristics, specimen retentions, and the timeline (SoA) sheets.
  • The main workbook must NOT also contain an embedded studyDesign sheet when studyDesigns lists files — the import rejects this as ambiguous.
  • On import the format is auto-detected from the studyDesigns row; no flag is needed.

Name uniqueness rule. Cross-references are resolved by name in a single study-wide namespace: populations, cohorts, arms, epochs, elements, encounters, activities, timings, procedures, characteristics, criterion items, etc. must have names that are unique across the WHOLE study, including across design workbooks. Two designs may not both define, say, a population named POP1 — the second is dropped with an error.

Table of Contents

Export

A simple export mechanism is in place to export a USDM file to the v4 CDISC Excel format

Import

General

This section describes all the columns used within the Excel sheets for USDM4 data import/export, along with the expected formats and values for each column. This format is an updated version of the CDISC v4 Excel format that allows for multiple study designs (one workbook per design) and a few other improvements. See the Implementation Status table above for what is currently wired in.

General Sheets

Configuration Sheet

Sheet Name: configuration

This sheet configures CDISC CT (Controlled Terminology) versions for the import process.

Column Format Description Example
Name (Column A) Text Configuration parameter name (case-insensitive) CT VERSION
Value (Column B) Text Configuration parameter value SDTMCT = 2025-03-28

Supported Configuration Parameters:

  • CT VERSION: Specifies CDISC CT version in format <CT name> = <version>
    • Valid CT names: SDTMCT, PROTOCOLCT, DDFCT
    • Version format: YYYY-MM-DD
  • TEMPLATE (legacy): maps a document template to the sheet holding its narrative content, in format <template name> = <sheet name>. The default mapping SPONSOR = document always applies.
  • The legacy options EMPTY NONE, USE TEMPLATE, USDM VERSION, SDR PREV NEXT, SDR ROOT and SDR DESCRIPTION are accepted with a deprecation warning and their values ignored.

Examples:

CT VERSION | SDTMCT = 2025-03-28
CT VERSION | PROTOCOLCT = 2025-03-28
CT VERSION | DDFCT = 2025-03-28
TEMPLATE   | M11 = m11Template

Dates Sheet

Sheet Name: dates

Defines governance dates for the study version, amendments and document versions. This is the preferred dialect; the legacy dates table on the study sheet is still read when this sheet is absent.

Column Format Description Required CDISC CT Code List Example
name Text Date name (reference key) Yes - Approval Date 1
description Text Date description Yes - Date of protocol approval
label Text Date label Yes - Approval
type CDISC CT Type of governance date Yes C207413 Approval Date
dateValue Date Date value Yes - 2024-01-15
geographicScopes Geographic Scopes Comma-separated scopes: Global, Region: <name>, Country: <name or code> No (defaults to Global) C207412 Global
category Text study_version (default), protocol_document or amendment. Only study_version dates attach to the study version; the others are referenced by name from the documentVersions / studyAmendments sheets No - study_version

Dictionaries Sheet

Sheet Name: dictionaries

This sheet defines syntax template dictionaries for parameterized text.

Column Format Description Required Example
name Text Dictionary name Yes Treatment Duration
description Text Dictionary description Yes Template for treatment duration text
label Text Dictionary label Yes Duration Template
key Text Parameter key/tag Yes duration
class Text API class name for cross-reference No Duration
reference / xref Text Referenced object's name (xref is the legacy heading) No Treatment Duration
attribute / path Text Attribute path for cross-reference No quantity.value
value Text Static value (when not using cross-reference) No 12 weeks

Notes:

  • Multiple parameter maps can be defined for the same dictionary
  • Either use class/reference/attribute for dynamic references or value for static text
  • Cross-references link to other API objects created in the system

Notes Sheet

Sheet Name: notes

This sheet defines comment annotations that can be referenced by other sheets.

Column Format Description Required Example
name Text Note identifier/name Yes Safety Note 1
text Text Note content/description Yes Monitor for adverse events
codes CDISC CT Codes Comma-separated list of codes No C49667:Safety Study, C25256:Adverse Event

Code Format:

  • Format: <code>:<preferred_term> or <system>:<code>=<preferred_term>
  • Multiple codes separated by commas
  • Example: C49667:Safety Study, LOINC:LA6115-6=Mild

Study Sheets

Study Sheet

Sheet Name: study

This sheet defines the main study information using a key-value format (Column A = Parameter Name, Column B = Value).

Parameter Name Format Description Required CDISC CT Code List Example
name Text Study name Yes - Phase III Efficacy Study
description Text Study description Yes - A randomized controlled trial
label Text Study label Yes - Study ABC-123
studyVersion Text Study version identifier Yes - 1.0
studyAcronym Text Study acronym No - EFFICACY-III
studyRationale Text Study rationale No - To evaluate efficacy and safety
businessTherapeuticAreas CDISC CT Codes Therapeutic areas (multiple) No - C3262:Oncology, C3263:Cardiology
briefTitle Text Brief study title No - Efficacy Study of Drug X
officialTitle Text Official study title No - A Phase III Study of Drug X
publicTitle Text Public study title No - Drug X Study for Cancer
scientificTitle Text Scientific study title No - Efficacy of Drug X in Advanced Cancer
studyDesigns File References Study design file names (multiple) No - design1.xlsx, design2.xlsx
notes Note References Comma-separated note names No - Version Note
protocolVersion Text Protocol version (legacy; drives document synthesis when the documents sheets are absent) No - 2.1
protocolStatus CDISC CT Protocol status (legacy) No C188723 Final

The legacy keys studyType, studyPhase (moved to the studyDesign sheet) and studyTitle (deprecated) are recognised but ignored with a warning.

Governance Dates Section (legacy dialect): A blank key row ends the key/value block; the row after next starts a dates table with the following fixed column order (only read when the separate dates sheet is absent):

Column Format Description Required CDISC CT Code List Example
category Text Date category Yes - study_version, protocol_document, amendment
name Text Date name Yes - Study Start Date
description Text Date description Yes - Date when study enrollment begins
label Text Date label Yes - Start Date
type CDISC CT Type of governance date Yes C207413 Effective Date
date Date Date value Yes - 2024-01-15
scopes Geographic Scopes Comma-separated scopes: Global, Region: <name>, Country: <name or code> No (defaults to Global) - Global

Valid protocolStatus values (C188723):

  • Approved (C25425)
  • Draft (C85255)
  • Final (C25508)
  • Obsolete (C63553)
  • Pending Review (C188862)

Valid governance date type values (C207413):

  • Approval Date (C71476)
  • Effective Date (C215663)
  • Issued Date (C215664)

Study Organizations Sheet

Sheet Name: studyOrganizations

Defines organizations involved in the study.

Column Format Description Required CDISC CT Code List Example
organisationName / organizationName / name Text Organization name Yes - ABC Pharmaceutical
label Text Organization label No - ABC Pharma
organisationType / organizationType / type CDISC CT Type of organization Yes C188724 Pharmaceutical Company
organisationIdentifierScheme / organizationIdentifierScheme / identifierScheme Text Identifier scheme Yes - DUNS
organisationIdentifier / organizationIdentifier / identifier Text Organization identifier Yes - 123456789
organisationAddress / organizationAddress / address Address Organization address No - 123 Main St, City, State, 12345, USA

Valid organizationType values (C188724):

  • Clinical Study Registry (C93453)
  • Regulatory Agency (C188863)
  • Healthcare Facility (C21541)
  • Pharmaceutical Company (C54149)
  • Laboratory (C37984)
  • Contract Research Organization (C54148)
  • Government Institute (C199144)
  • Academic Institution (C18240)
  • Medical Device Company (C215661)

Address Format:

  • Format: <street>, <city>, <state>, <postal_code>, <country>
  • Can also use pipe separator: <street> | <city> | <state> | <postal_code> | <country>
  • Example: 123 Main Street, Boston, MA, 02101, USA

Study Identifiers Sheet

Sheet Name: studyIdentifiers

Defines study identifiers assigned by different organizations.

Column Format Description Required Example
studyIdentifier / identifier Text Study identifier value Yes ABC-123-2024
organization Organization Reference Organization name that assigned the identifier Yes ABC Pharmaceutical

Notes:

  • The organization must exist in the Study Organizations sheet
  • Multiple identifiers can be assigned by different organizations

Study References Sheet

Sheet Name: studyReferences

Defines reference identifiers: identifiers of related documents/plans held by an organization (StudyVersion.referenceIdentifiers).

Column Format Description Required CDISC CT Code List Example
studyIdentifier / identifier Text Reference identifier value Yes - LZZT CD Plan 1
organization Organization Reference Organization name holding the reference Yes - ABC Pharmaceutical
referenceType CDISC CT decode Type of reference Yes C215478 Clinical Development Plan

Notes:

  • The organization must exist in the Study Organizations sheet

Documents Sheet

Sheet Name: documents

Defines study definition documents (protocols, etc.).

Column Format Description Required CDISC CT Code List Example
name Text Document name Yes - Study Protocol v2.1
label Text Document label Yes - Protocol
description Text Document description Yes - Main study protocol document
type CDISC CT Type of document Yes C215477 Protocol
templateName Text Template name Yes - Standard Protocol Template
language ISO 639 Code Document language Yes - en
documentVersion Document Version Reference Name of the document version (documentVersions sheet) attached to this document Yes - PROTOCOL_V2
notes Note References Comma-separated note names No - Protocol Note

Valid type values (C215477):

  • Protocol (C70817)

Document Versions Sheet

Sheet Name: documentVersions

Defines versions of the study definition documents, referenced by name from the documents sheet's documentVersion column.

Column Format Description Required CDISC CT Code List Example
name Text Document version name (reference key) Yes - PROTOCOL_V2
version Text Version identifier Yes - 2.1
date Date Reference Name of a governance date (dates sheet); the cell may be left empty Yes - Approval Date 1
status CDISC CT Document version status Yes C188723 Final
sheetName Text Name of the sheet holding the document version's narrative structure (see Document Template Sheets) Yes - m11Template
notes Note References Comma-separated note names No - Protocol Note

Abbreviation Sheet

Sheet Name: abbreviations

Defines abbreviations and acronyms used in the study.

Column Format Description Required Example
abbreviatedText Text Abbreviation/acronym (reference key for the document abbreviations macro) Yes AE
expandedText Text Full definition Yes Adverse Event
notes Note References Comma-separated note names No Definition Note

Amendment Sheet

Sheet Name: studyAmendments

Defines study amendments.

Column Format Description Required Example
name Text Amendment name Yes Amendment 1
description Text Amendment description No Protocol amendment to modify inclusion criteria
label Text Amendment label No Amend-1
number Text Amendment number Yes 01
summary Text Amendment summary Yes Modified inclusion criteria for better enrollment
date Date Reference Name of a governance date (dates sheet, category amendment) No Amendment 1 Approval
primaryReason CDISC CT / Other Primary reason: CDISC CT value (C207415) or Other = <text> Yes New Safety Information Available
secondaryReasons CDISC CT / Other Comma-separated secondary reasons, same format as primaryReason; may be empty Yes Protocol Design Error
enrollment Enrollment Values Comma-separated: GLOBAL: <n>, COUNTRY: <name>=<n>, REGION: <name>=<n>, COHORT: <cohort name>=<n>, SITE: <site name>=<n> (cohort/site referenced by name, resolved once the designs are built) Yes GLOBAL: 300, COHORT: T1DM=40
geographicScope Geographic Scopes Comma-separated scopes: Global, Region: <name>, Country: <name or code> No (defaults to Global) Global
template Text Document template this amendment's changed sections apply to (case-insensitive match on the document's template name; defaults to SPONSOR) No lilly
notes Note References Comma-separated note names No Amendment Note

Amendment Changes Sheet

Sheet Name: amendmentChanges

Defines specific changes made in amendments.

Column Format Description Required Example
amendment Amendment Reference Name (or legacy number) of the amendment the change belongs to Yes Amendment 1
name Text Change name Yes Inclusion Criteria Change
description Text Change description Yes Modified age range from 18-65 to 18-75
label Text Change label No Age Change
rationale Text Rationale for the change Yes Improve enrollment
summary Text Change summary Yes Age range widened to 18-75
sections Section References Comma-separated <section number>: <section title> pairs of the changed document sections Yes 5.1: Inclusion Criteria

Amendment Impact Sheet

Sheet Name: amendmentImpact

Defines the impact of amendments.

Column Format Description Required CDISC CT Code List Example
amendment Amendment Reference Name (or legacy number) of the amendment the impact belongs to Yes - Amendment 1
text Text Impact description Yes - Assessment of safety implications
substantial Boolean Substantial impact flag Yes - true
type CDISC CT Type of impact Yes C215481 Study Subject Safety
notes Note References Comma-separated note names No - Impact Note

Valid type values (C215481):

  • Study Subject Safety (C215665)
  • Study Subject Rights (C215666)
  • Study Data Reliability (C215667)
  • Study Data Robustness (C215668)

Assigned Person Sheet

Sheet Name: people

Defines persons assigned to study roles (referenced by name from the roles sheet's people column).

Column Format Description Required Example
name Text Person name (reference key) Yes PERSON_1
description Text Person description No Principal Investigator
label Text Person label No PI Smith
personName Text Structured name, two forms (see below) No Dr, Fred, Smith, MD
jobTitle Text Job title Yes Principal Investigator
organization Organization Reference Organization name No Site Hospital

personName forms:

  • Comma form (prefixes, givenName..., familyName, suffixes, at least 4 comma-separated parts): prefixes and suffixes are space-separated within their part and may be empty, e.g. Dr, Fred, Smith, MD or , Fred, Smith,. This is the legacy dialect; the exporter uses it whenever prefixes or suffixes are present.
  • Simple form (First [Middle...] Last): last word is the family name, the rest are given names.

Roles Sheet

Sheet Name: roles

Defines study roles, linking organizations and assigned persons to a role code.

Column Format Description Required Example
name Text Role name Yes ROLE_1
description Text Role description No Sponsor role
label Text Role label No Sponsor
role CDISC CT Role code Yes Sponsor
organizations Organization References Comma-separated organization names (studyOrganizations sheet) No ABC Pharmaceutical
people Person References Comma-separated assigned person names (people sheet) No PERSON_1
masking Text Masking description; the role is marked as masked when non-empty No Blinded to treatment
notes Note References Comma-separated note names No Role Note

Document Content Sheet

Sheet Name: documentContent

Defines content sections within documents.

Column Format Description Required Example
name Text Content item name (referenced from the template sheets' content column) Yes Inclusion Criteria
text HTML/Text Content text Yes <div>Patients must be 18-75 years old</div>

Notes:

  • Text content is automatically wrapped in <div> tags if not already HTML
  • Supports HTML formatting for rich content
  • Text is sanitised to valid XHTML on import (CDISC CORE rules CORE-001069 / CORE-000945): disallowed elements (<style>, <script>, <meta>, <link>) and attributes (e.g. type on <ol>/<ul>/<li>) are removed and malformed tags repaired, each fix logged as a warning
  • <usdm:macro/> tags in the text are expanded after the full study is assembled. Supported macro ids: xref (reference to a named object's attribute, path syntax supported), element (study elements such as study_full_title, study_identifier, study_phase), section (generated sections title_page, inclusion, exclusion, objective_endpoints with template="m11" or "plain", plus soa / timeline for the plain template), image (file inlined as base64 from the workbook's folder), note, bc and abbreviations. Expanded content carries <usdm:ref/> references, matching the legacy usdm package

Document Template Sheets

Sheet Name: not fixed — one sheet per document template. The sheet name is given by the sheetName column of the documentVersions sheet or, for legacy workbooks, by a TEMPLATE <name> = <sheet name> mapping on the configuration sheet (the legacy default maps the SPONSOR template to a sheet named document).

Defines the section structure (table of contents) of a document version, each row referencing a content item from the documentContent sheet.

Column Format Description Required Example
name Text Section name (defaults to SECTION <number> when empty) Yes Introduction
sectionNumber Text Dotted section number; the dot depth defines the section level Yes 1.2
sectionTitle Text Section title Yes Trial Design
displaySectionNumber Boolean Display the section number Yes true
displaySectionTitle Boolean Display the section title Yes true
content Content Reference Name of the narrative content item (documentContent sheet) Yes Inclusion Criteria

Eligibility Criteria Items Sheet

Sheet Name: eligibilityCriteriaItems

Defines individual eligibility criteria items.

Column Format Description Required Example
name Text Criteria item name Yes Age Range
description Text Criteria description Yes Patient age must be within specified range
label Text Criteria label Yes Age
text Text Criteria text Yes Age 18-75 years inclusive
dictionary Dictionary Reference Dictionary name for parameterized text; may be empty Yes Age Template

Extensions Sheet

Sheet Name: extensions

Defines USDM extension attributes attached to the study version or to a study identifier, using a two-column name/value format.

Column Format Description Required Example
name Text <parent>: <url> where <parent> is StudyVersion or StudyIdentifier=<identifier text> and <url> is the extension URL Yes StudyVersion: http://example.com/ext/sponsor-flag
value Text <type>: <payload> where <type> is string, boolean, integer, id or code (code payload: <code>, system: <s>, version: <v>, decode: <d>); empty for a valueless attribute No string: some value

Sites Sheet

Sheet Name: studyDesignSites

Defines study sites, each managed by an organization from the studyOrganizations sheet.

Column Format Description Required Example
siteName / name Text Site name Yes Memorial Hospital
siteDescription / description Text Site description Yes Primary research site
siteLabel / label Text Site label Yes Site 001
siteCountry / country ISO 3166 Code Site country (code or name) Yes USA
organization Organization Reference Managing organization name Yes Site Hospital

Study Design Sheets

Study Design Sheet

Sheet Name: studyDesign

Defines a study design using a key-value format (Column A = key, Column B = value), followed by the arm/epoch design matrix. In the multi-workbook format this sheet lives in each design workbook; in the legacy format it is embedded in the main workbook.

Key Format Description Required CDISC CT Code List Example
studyDesignName / name Text Study design name Yes - Study Design 1
studyDesignDescription / description Text Study design description Yes - The main study design
label Text Study design label No - Main Design
studyDesignType / studyType CDISC CT Study type; Observational Study switches the design (and the sub type / time perspective / sampling method codelists) to observational Yes C99077 Interventional Study
studyDesignPhase / studyPhase CDISC CT Trial phase Yes C66737 Phase III Trial
studyDesignRationale Text Design rationale Yes - Randomized to remove bias
therapeuticAreas Codes Comma-separated therapeutic area codes No - SPONSOR: A1=Diabetes
studyDesignBlindingScheme CDISC CT Blinding schema (interventional) No C66735 Double Blind Study
trialIntentTypes CDISC CT Comma-separated intent types (interventional) No C66736 Treatment Study
trialSubTypes CDISC CT Comma-separated trial sub types No C66739 / C215486 Efficacy Study
interventionModel / model CDISC CT Intervention model Yes C99076 Parallel Study
mainTimeline Sheet Reference Sheet name of the main timeline (SoA) sheet Yes - mainTimeline
otherTimelines Sheet References Comma-separated sheet names of additional timeline sheets No - adverseEvents, followUp
specimenRetentions Specimen References Comma-separated names from the studyDesignSpecimen sheet No - SPECIMEN_1
timePerspective CDISC CT Time perspective (observational) No C127261 Prospective
samplingMethod CDISC CT Sampling method (observational) No C127260 Probability Sampling
characteristics CDISC CT Comma-separated design characteristics No C207416 Randomized

The legacy masking key is recognised but ignored with a warning (masking moved to the roles sheet).

Design matrix: a blank key row ends the key/value block. The next row is a header row listing epoch names (studyDesignEpochs sheet) from column B onwards; each following row starts with an arm name (studyDesignArms sheet) in column A, and each body cell holds a comma-separated list of element names (studyDesignElements sheet) for that arm/epoch combination.

Study Design Arms Sheet

Sheet Name: studyDesignArms

Defines study arms/groups for the clinical trial.

Column Format Description Required CDISC CT Code List Example
studyArmName / name Text Study arm name Yes - Treatment Arm A
studyArmDescription / description Text Study arm description Yes - Active treatment with Drug X
label Text Study arm label No - Arm A
studyArmType / type CDISC CT Type of study arm Yes C174222 Investigational Arm
studyArmDataOriginDescription / dataOriginDescription Text Data origin description Yes - Data collected during study
studyArmDataOriginType / dataOriginType CDISC CT Type of data origin Yes C188727 Data Generated Within Study
notes Note References Comma-separated note names No - Safety Note 1, Efficacy Note

Valid studyArmType values (C174222):

  • Investigational Arm (C174266)
  • Active Comparator Arm (C174267)
  • Placebo Control Arm (C174268)
  • Protocol Treatment Arm (C15538)
  • Sham Comparator Arm (C174269)
  • No Intervention Arm (C174270)
  • Control Arm (C174226)

Valid studyArmDataOriginType values (C188727):

  • Historical Data (C188864)
  • Data Generated Within Study (C188866)
  • Real-world Data (C165830)
  • Synthetic Data (C176263)
  • Virtual Data (C188865)

Study Design Characteristics Sheet

Sheet Name: studyDesignCharacteristics

Defines study design characteristics.

Column Format Description Required Example
name Text Characteristic name Yes Randomization
description Text Characteristic description Yes Study uses randomization
label Text Characteristic label Yes Randomized
text Text Characteristic text/details Yes Subjects randomized 1:1
dictionary Dictionary Reference Dictionary name for parameterized text; may be empty Yes Randomization Template
notes Note References Comma-separated note names No Randomization Note

Study Design Encounters Sheet

Sheet Name: studyDesignEncounters

Defines study encounters/visits.

Column Format Description Required CDISC CT Code List Example
encounterName / name Text Encounter name Yes - Screening Visit
encounterDescription / description Text Encounter description Yes - Initial screening procedures
label Text Encounter label No - Visit 1
encounterType / type CDISC CT Type of encounter; may be empty Yes C188728 Visit
encounterEnvironmentalSetting / environmentalSettings / environmentalSetting CDISC CT Environmental settings (multiple) Yes C127262 Clinic, Hospital
encounterContactModes / contactModes CDISC CT Contact modes (multiple) Yes C171445 In Person, Telephone Call
transitionStartRule Text Start transition rule No - After consent signed
transitionEndRule Text End transition rule No - All procedures completed
window Timing Reference Name of the timing (studyDesignTiming sheet) the encounter is scheduled at No - T1

Valid type values (C188728):

  • Visit (C25716)

Valid environmentalSettings values (C127262):

  • Household Environment (C102647)
  • Childcare Center (C127785)
  • Ambulatory Care Facility (C16281)
  • Hospital (C16696)
  • Healthcare Facility (C21541)
  • Clinic (C211570)
  • Home (C18002)
  • And many more...

Valid contactModes values (C171445):

  • Text Message (C157352)
  • Audio-Videoconferencing (C171525)
  • In Person (C175574)
  • E-mail (C25170)
  • Telephone Call (C171537)
  • And more...

Study Design Epochs Sheet

Sheet Name: studyDesignEpochs

Defines study epochs/periods.

Column Format Description Required CDISC CT Code List Example
studyEpochName / name Text Epoch name Yes - Treatment Period
studyEpochDescription / description Text Epoch description Yes - Active treatment phase
label Text Epoch label No - Treatment
studyEpochType / type CDISC CT Type of epoch Yes C99079 Treatment Epoch
notes Note References Comma-separated note names No - Treatment Note

Valid type values (C99079):

  • Open Label Treatment Epoch (C102256)
  • Product Exposure Epoch (C210380)
  • Screening Epoch (C202487)
  • Treatment Epoch (C101526)
  • Follow-Up Epoch (C202578)
  • Baseline Epoch (C125938)
  • Washout Period (C42872)
  • And more...

Study Design Elements Sheet

Sheet Name: studyDesignElements

Defines study elements, referenced from the studyDesign sheet's design matrix.

Column Format Description Required Example
studyElementName / name Text Element name Yes Screening
studyElementDescription / description Text Element description Yes Subject screening element
label Text Element label No Screen
transitionStartRule Text Start transition rule No After consent signed
transitionEndRule Text End transition rule No All procedures completed
notes Note References Comma-separated note names No Element Note

Study Design Activities Sheet

Sheet Name: studyDesignActivities

Defines study activities, referenced by name from the timeline (SoA) sheets.

Column Format Description Required Example
activityName / name Text Activity name Yes Blood Sample
activityDescription / description Text Activity description Yes Collect blood sample
label Text Activity label No Blood
notes Note References Comma-separated note names No Activity Note

Study Design Timing Sheet

Sheet Name: studyDesignTiming

Defines timings between the timepoints of the timeline (SoA) sheets.

Column Format Description Required CDISC CT Code List Example
name Text Timing name Yes - T1
description Text Timing description Yes - Screening to dosing
label Text Timing label Yes - Dose timing
type Text Fixed, After or Before Yes C201264 After
timingValue Duration Value and units, encoded as an ISO 8601 duration Yes - 7 days
toFrom Text Relative to/from: S2S, S2E, E2S or E2E (defaults to S2S) Yes C201265 S2S
from Timepoint Reference Name of the timepoint the timing is relative from Yes - V1
to Timepoint Reference Name of the timepoint the timing is relative to Yes - V2
window Window Timing window as <lower>..<upper> <units>; may be empty Yes - -1..1 days

Timeline (SoA) Sheets

Sheet Name: not fixed — one sheet per timeline, named by the studyDesign sheet's mainTimeline and otherTimelines rows.

Each timeline sheet uses a fixed grid layout rather than a named-column table.

Timeline metadata (column B, rows 1-6):

Row Content Example
1 Timeline name MAIN_TIMELINE
2 Timeline description Main study schedule
3 Entry condition Subject consented
4 Planned duration (quantity) 26 weeks
5 Reason duration will vary (empty when it will not) Response dependent
6 Duration description Around 26 weeks

Timepoint columns (column D onwards, rows 1-8): each column defines a scheduled instance:

Row Content Example
1 Timepoint name (reference key for timings and defaults) V1
2 Timepoint description Visit 1
3 Timepoint label Visit 1
4 Instance type: Activity or Decision Activity
5 Default reference: name of the next timepoint, or (EXIT) for a timeline exit; may be empty V2
6 Condition assignments (decision instances) if positive: V3
7 Epoch name (studyDesignEpochs sheet) Treatment Period
8 Encounter name (studyDesignEncounters sheet) Screening Visit

Optional timeline row (row 9): when the cell in column C of row 9 reads timeline, the row carries per-column timeline references (ScheduledActivityInstance.timelineId, resolved by timeline name with a legacy sheet-name fallback) and the header row and activity rows sit one row lower. The exporter always writes this row; legacy workbooks may omit it.

Activity rows (from row 10, or row 11 when the timeline row is present, below a header row): column A holds the parent activity name, column B the (child) activity name (studyDesignActivities sheet), column C comma-separated biomedical concept / procedure / timeline references for the activity, and each timepoint column an X marking the activity as performed at that timepoint.

Study Design Populations Sheet

Sheet Name: studyDesignPopulations

Defines the study design population and its cohorts. Exactly one row must have level MAIN; the remaining rows define cohorts.

Column Format Description Required Example
level Text MAIN for the design population, COHORT (anything else) for a cohort Yes MAIN
name Text Population/cohort name Yes POP1
description Text Population/cohort description Yes Full study population
label Text Population/cohort label Yes Population
plannedEnrollmentNumber Quantity / Range Planned enrollment, quantity or <low>..<high> range Yes 300
plannedCompletionNumber Quantity / Range Planned completion, quantity or <low>..<high> range Yes 250..280
plannedAge Range Planned age range with units; may be empty Yes 18..75 years
plannedSexOfParticipants CDISC CT Up to two comma-separated values (C66732); may be empty Yes Female, Male
includesHealthySubjects Boolean Healthy subjects included flag No true
characteristics Characteristic References Comma-separated names (studyDesignCharacteristics sheet, cohorts only) No Randomization
indications Indication References Comma-separated names (studyDesignIndications sheet, cohorts only) No Diabetes

Study Design Objectives and Endpoints Sheet

Sheet Name: studyDesignOE

Defines objectives and their endpoints, one row per endpoint. A row with a non-empty objectiveText starts a new objective; following rows attach further endpoints to it. Rows with no endpoint content are objective-only.

Column Format Description Required CDISC CT Code List Example
objectiveXref / objectiveName Text Objective name Yes - OBJ1
objectiveDescription Text Objective description No - Primary efficacy objective
objectiveLabel Text Objective label No - Primary Objective
objectiveText Text Objective text; non-empty starts a new objective No - To assess the efficacy of Drug X
objectiveLevel CDISC CT Objective level Yes C188725 Trial Primary Objective
objectiveDictionary Dictionary Reference Dictionary name for parameterized text No - Objective Template
endpointXref / endpointName Text Endpoint name No - EP1
endpointDescription Text Endpoint description No - Change from baseline
endpointLabel Text Endpoint label No - Primary Endpoint
endpointText Text Endpoint text No - Change from baseline in HbA1c at week 26
endpointPurposeDescription / endpointPurpose Text Endpoint purpose (defaults to None provided) No - Efficacy
endpointLevel CDISC CT Endpoint level Yes C188726 Primary Endpoint
endpointDictionary Dictionary Reference Dictionary name for parameterized text No - Endpoint Template

Eligibility Criteria Sheet

Sheet Name: eligibilityCriteria

Defines the design-level eligibility criteria (preferred split dialect), each referencing a criterion item from the eligibilityCriteriaItems sheet.

Column Format Description Required CDISC CT Code List Example
category CDISC CT Inclusion/exclusion category Yes C66797 Inclusion Criteria
identifier Text Criterion identifier Yes - IE01
name Text Criterion name Yes - Age Range
description Text Criterion description Yes - Patient age must be within range
label Text Criterion label Yes - Age
item Item Reference Name of the criterion item (eligibilityCriteriaItems sheet) Yes - Age Range Item

Study Design Eligibility Criteria Sheet (Legacy)

Sheet Name: studyDesignEligibilityCriteria

The legacy one-sheet eligibility form: one row per criterion carrying both the criterion fields and the item text. Each row creates a criterion item (named <name>-ITEM) and a criterion referencing it. Read as a fallback when the split eligibilityCriteria / eligibilityCriteriaItems sheets are absent.

Column Format Description Required CDISC CT Code List Example
category CDISC CT Inclusion/exclusion category Yes C66797 Exclusion Criteria
identifier Text Criterion identifier Yes - IE01
name Text Criterion name Yes - Age Range
description Text Criterion description No - Patient age must be within range
label Text Criterion label No - Age
text Text Criterion text Yes - Age 18-75 years inclusive
dictionary Dictionary Reference Dictionary name for parameterized text No - Age Template

Study Design Conditions Sheet

Sheet Name: studyDesignConditions

Defines conditions applying to activities, procedures or biomedical concepts.

Column Format Description Required Example
name Text Condition name Yes COND1
description Text Condition description Yes Only if clinically indicated
label Text Condition label Yes Clinically indicated
text Text Condition text Yes Perform only if clinically indicated
context References Comma-separated names of scheduled activity instances or activities the condition applies within; may be empty Yes V1, Blood Sample
appliesTo References Comma-separated names of procedures, activities or biomedical concepts the condition applies to; may be empty when a context is given Yes Blood Sample

Study Design Interventions Sheet

Sheet Name: studyDesignInterventions

Defines study interventions and their administrations.

Column Format Description Required CDISC CT Code List Example
name Text Intervention name Yes - Drug X Treatment
description Text Intervention description No - Active treatment with Drug X
label Text Intervention label No - Drug X
type CDISC CT Type of intervention Yes C99078 Pharmacologic Substance
role CDISC CT Role of intervention; may be empty Yes C207417 Experimental Intervention
codes Codes Additional codes; may be empty Yes - C1909:Pharmacologic Substance
minimumResponseDuration Quantity Minimum response duration; may be empty Yes - 4 weeks
administrationName Text Administration name; empty when the row carries no administration Yes - Daily Oral Dose
administrationDescription Text Administration description No - Once daily oral administration
administrationLabel Text Administration label No - QD PO
administrationDose Quantity Administration dose; may be empty Yes - 10 mg
administrationRoute CDISC CT Route of administration; may be empty Yes C66729 Oral
administrationFrequency CDISC CT Frequency of administration; may be empty Yes C71113 Once Daily
product Product Reference Product name (studyProducts sheet) No - Drug X Tablet
administrationDurationDescription Text Duration description No - Treatment continues for 12 weeks
administrationDurationWillVary Boolean Duration will vary flag Yes - false
administrationDurationWillVaryReason Text Reason duration varies; may be empty Yes - Based on response
administrationDurationQuantity Quantity Duration quantity; may be empty Yes - 12 weeks

Valid type values (C99078):

  • Gene Therapy (C15238)
  • Biological Agent (C307)
  • Radiation Therapy (C15313)
  • Medical Device (C16830)
  • Diagnostic Procedure (C18020)
  • Pharmacologic Substance (C1909)
  • Combination Product (C54696)
  • Dietary Supplement (C1505)
  • Behavioral Intervention (C15184)
  • Physical Medical Procedure (C98769)

Valid role values (C207417):

  • Additional Required Treatment (C207614)
  • Background Treatment (C165822)
  • Challenge Agent (C158128)
  • Diagnostic (C18020)
  • Experimental Intervention (C41161)
  • Placebo (C753)
  • Rescue Medicine (C165835)
  • Active Comparator (C68609)

Study Design Procedures Sheet

Sheet Name: studyDesignProcedures

Defines procedures, referenced from the timeline (SoA) sheets' activity rows.

Column Format Description Required Example
procedureName / name Text Procedure name Yes Blood Draw
procedureDescription / description Text Procedure description Yes Venous blood draw
label Text Procedure label No Blood Draw
procedureType Text Procedure type Yes Diagnostic
procedureCode / code Code Procedure code; may be empty Yes SPONSOR: BD1=Blood Draw

Study Design Estimands Sheet

Sheet Name: studyDesignEstimands

Defines estimands, one row per intercurrent event. A row with a non-empty summaryMeasure starts a new estimand; following rows attach further intercurrent events to it (empty event name/description repeat the previous row's values).

Column Format Description Required Example
name / xref Text Estimand name (xref is the legacy heading) Yes ESTIMAND1
summaryMeasure Text Population summary measure; non-empty starts a new estimand Yes Difference in mean change from baseline
populationDescription Text Analysis population description Yes All randomized subjects
populationSubset Population Reference Name of the population or cohort (studyDesignPopulations sheet) the analysis population subsets Yes POP1
intercurrentEventName Text Intercurrent event name Yes ICE1
intercurrentEventDescription / description Text Intercurrent event description Yes Discontinuation of treatment
label Text Intercurrent event label No Discontinuation
intercurrentEventStrategy Text Intercurrent event strategy Yes Treatment policy
intercurrentEventText Text Intercurrent event text Yes Subjects discontinuing treatment
treatment / treatmentXref Intervention Reference Name of the intervention (studyDesignInterventions sheet) Yes Drug X Treatment
endpoint / endpointXref Endpoint Reference Name of the endpoint (studyDesignOE sheet) Yes EP1

Study Design Indications Sheet

Sheet Name: studyDesignIndications

Defines study indications.

Column Format Description Required Example
name Text Indication name Yes IND1
description Text Indication description Yes Type 2 diabetes mellitus
label Text Indication label No T2DM
isRareDisease Boolean Rare disease flag No false
codes Codes Comma-separated codes; may be empty Yes SNOMED: 44054006=Diabetes mellitus type 2
notes Note References Comma-separated note names No Indication Note

Study Design Specimen Sheet

Sheet Name: studyDesignSpecimen

Defines biospecimen retentions, referenced from the studyDesign sheet's specimenRetentions row.

Column Format Description Required Example
name Text Specimen retention name (reference key) Yes SPECIMEN_1
description Text Specimen retention description No Serum samples retained
label Text Specimen retention label No Serum
retained Boolean Specimen is retained Yes true
includesDNA Boolean Retention includes DNA Yes false

Study Products Sheet

Sheet Name: studyProducts

Defines administrable products with their ingredients, substances and strengths. A row with a non-empty name starts a new product; following rows add further ingredients/strengths to it. Reference substance columns describe the substance a strength is expressed relative to.

Column Format Description Required CDISC CT Code List Example
name Text Product name; empty continues the previous product Yes - Drug X Tablet
description Text Product description No - Drug X 10 mg film-coated tablet
label Text Product label No - Drug X
administrableDoseForm CDISC CT Dose form Yes C66726 Tablet
productDesignation CDISC CT Product designation Yes C207418 Investigational Product
pharmacologicClass Code Pharmacologic class code; may be empty Yes - MED-RT: N0000175565=Kinase Inhibitor
productSourcing CDISC CT Product sourcing; may be empty Yes - Centrally Sourced
substanceName Text Ingredient substance name; empty when the row carries no ingredient Yes - Substance X
substanceDescription Text Substance description No - Active substance
substanceLabel Text Substance label No - Substance X
substanceCode Code Substance code; may be empty Yes - UNII: ABC123=Substance X
ingredientRole Code Ingredient role code; may be empty Yes - SPONSOR: A=Active Ingredient
strengthName Text Strength name; empty when the row carries no strength Yes - STRENGTH_1
strengthdescription Text Strength description (note the lowercase d) No - 10 mg per tablet
strengthLabel Text Strength label No - 10 mg
strengthNumerator Quantity / Range Strength numerator, quantity or <low>..<high> range Yes - 10 mg
strengthDenominator Quantity Strength denominator Yes - 1 tablet
referenceSubstanceName Text Reference substance name; empty when none Yes - Substance X Base
referenceSubstanceDescription Text Reference substance description No - Base form
referenceSubstanceLabel Text Reference substance label No - Base
referenceSubstanceCode Code Reference substance code; may be empty Yes - UNII: DEF456=Substance X Base
referenceSubstanceStrengthName Text Reference substance strength name; empty when none Yes - REF_STRENGTH_1
referenceSubstanceStrengthdescription Text Reference substance strength description (note the lowercase d) No - 9 mg base per tablet
referenceSubstanceStrengthLabel Text Reference substance strength label No - 9 mg
referenceSubstanceStrengthNumerator Quantity / Range Reference strength numerator, quantity or range Yes - 9 mg
referenceSubstanceStrengthDenominator Quantity Reference strength denominator Yes - 1 tablet

Study Product Organization Roles Sheet

Sheet Name: studyProductOrganizationRoles

Defines organization roles for products and devices.

Column Format Description Required Example
name Text Role name Yes PROD_ROLE_1
description Text Role description No Manufacturer of Drug X
label Text Role label No Manufacturer
organization Organization Reference Organization name (studyOrganizations sheet) Yes ABC Pharmaceutical
role CDISC CT Organization role code Yes Manufacturer
appliesTo References Comma-separated product or device names (studyProducts / studyDevices sheets) No Drug X Tablet

Study Devices Sheet

Sheet Name: studyDevices

Defines medical devices, each embedding a product from the studyProducts sheet.

Column Format Description Required Example
name Text Device name Yes Injection Pen
description Text Device description Yes Pre-filled injection pen
label Text Device label Yes Pen
hardwareVersion Text Hardware version Yes 2.0
softwareVersion Text Software version Yes 1.4.2
sourcing CDISC CT Device sourcing Yes Centrally Sourced
product Product Reference Name of the embedded administrable product (studyProducts sheet) Yes Drug X Tablet
notes Note References Comma-separated note names No Device Note

Data Format Guidelines

Text Fields

  • Standard text fields accept any string value
  • Leading and trailing whitespace is automatically trimmed
  • Empty strings are treated as null/missing values

CDISC CT Fields

  • Use preferred terms (human-readable text) rather than C-codes
  • System automatically looks up corresponding C-codes
  • Case-sensitive matching
  • Examples: Investigational Arm, Treatment Epoch, Oral

Multiple Values

  • Separate multiple values with commas
  • Example: In Person, Telephone Call
  • Whitespace around commas is automatically trimmed

Quantity Fields

  • Format: <value> <unit>
  • Examples: 10 mg, 4 weeks, 2.5 hours
  • Units must be valid CDISC CT terms from C71620

Boolean Fields

  • Accepted true values: true, TRUE, yes, YES, 1
  • Accepted false values: false, FALSE, no, NO, 0
  • Empty values default to false

Reference Fields

  • Reference other objects by their name field
  • Must match exactly (case-sensitive)
  • Referenced objects must exist in the system

Note References

  • Reference notes defined in the Notes sheet
  • Multiple notes separated by commas
  • Example: Safety Note 1, Efficacy Note

CDISC CT Code Lists

The following CDISC CT code lists are used throughout the system:

Code List Description Used For
C66726 CDISC SDTM Dosage Form Terminology AdministrableProduct.administrableDoseForm
C66729 CDISC SDTM Route of Administration Terminology Administration.route
C66732 CDISC SDTM Sex of Study Group Terminology StudyDesignPopulation.plannedSex
C66735 CDISC SDTM Trial Blinding Schema Terminology InterventionalStudyDesign.blindingSchema
C66736 CDISC SDTM Trial Indication Type Terminology InterventionalStudyDesign.intentTypes
C66737 CDISC SDTM Trial Phase Terminology StudyDesign.studyPhase
C66739 CDISC SDTM Trial Type Terminology InterventionalStudyDesign.subTypes
C66797 CDISC SDTM Category for Inclusion And Or Exclusion Terminology EligibilityCriteria.category
C71113 CDISC SDTM Frequency Terminology Administration.frequency
C71620 CDISC SDTM Unit of Measure Terminology Quantity.unit
C99076 CDISC SDTM Intervention Model Terminology StudyDesign.interventionModel
C99077 CDISC SDTM Study Type Terminology StudyDesign.studyType
C99078 CDISC SDTM Intervention Type Terminology StudyIntervention.type
C99079 CDISC SDTM Epoch Terminology StudyEpoch.type
C127260 CDISC SDTM Observational Study Sampling Method Terminology ObservationalStudyDesign.samplingMethod
C127261 CDISC SDTM Observational Study Time Perspective Terminology ObservationalStudyDesign.timePerspective
C127262 CDISC SDTM Environmental Setting Terminology Encounter.environmentalSettings
C171445 CDISC SDTM Mode of Subject Contact Terminology Encounter.contactModes
C174222 CDISC Protocol Study Arm Type Value Set Terminology StudyArm.type
C188723 CDISC DDF Protocol Status Value Set Terminology StudyProtocolVersion.protocolStatus
C188724 CDISC DDF Organization Type Value Set Terminology Organization.type
C188725 CDISC DDF Objective Level Value Set Terminology Objective.level
C188726 CDISC DDF Endpoint Level Value Set Terminology Endpoint.level
C188727 CDISC DDF Study Arm Data Origin Type Value Set Terminology StudyArm.dataOriginType
C188728 CDISC DDF Encounter Type Value Set Terminology Encounter.type
C201264 CDISC DDF Timing Type Value Set Terminology Timing.type
C201265 CDISC DDF Timing Relative To From Value Set Terminology Timing.relativeToFrom
C207412 CDISC DDF Geographic Scope Type Value Set Terminology GeographicScope.type
C207413 CDISC DDF Governance Date Type Value Set Terminology GovernanceDate.type
C207415 CDISC DDF Study Amendment Reason Code Value Set Terminology StudyAmendmentReason.code
C207416 CDISC DDF Study Design Characteristics Value Set Terminology StudyDesign.characteristics
C207417 CDISC DDF Study Intervention Role Value Set Terminology StudyIntervention.role
C207418 CDISC DDF Study Intervention Product Designation Value Set Terminology AdministrableProduct.productDesignation
C207419 CDISC DDF Study Title Type Value Set Terminology StudyTitle.type

For complete lists of valid values, refer to the CDISC CT Excel file at /Users/daveih/Documents/github/infographics/usdm_ct_infographic/ct.xlsx.

Notes

  1. Optional vs Required Sheets: Most sheets are optional. If a sheet is not present, the system will continue processing other sheets.

  2. Error Handling: The system provides detailed error messages with cell locations when validation fails.

  3. Cross-References: Many fields reference objects defined in other sheets. Ensure referenced objects are created before they are referenced.

  4. CDISC CT Updates: CDISC CT versions can be configured in the Configuration sheet. The system will use the specified versions for code validation.

  5. Extensibility: Most CDISC CT code lists are extensible, meaning custom codes can be added beyond the standard terminology.

  6. Case Sensitivity: CDISC CT preferred terms are case-sensitive and must match exactly as defined in the terminology.

Building the Package

Build steps for deployment to pypi.org

  • Build with python3 -m build --sdist --wheel
  • Upload to pypi.org using twine upload dist/*

Download files

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

Source Distribution

usdm4_excel-0.10.0.tar.gz (170.7 kB view details)

Uploaded Source

Built Distribution

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

usdm4_excel-0.10.0-py3-none-any.whl (227.4 kB view details)

Uploaded Python 3

File details

Details for the file usdm4_excel-0.10.0.tar.gz.

File metadata

  • Download URL: usdm4_excel-0.10.0.tar.gz
  • Upload date:
  • Size: 170.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.3

File hashes

Hashes for usdm4_excel-0.10.0.tar.gz
Algorithm Hash digest
SHA256 5d8557db5176636a9e36740b2c0f1133d2b32714161439cafc1b97d824a920ee
MD5 36289f3a4a77475d54a633443de4e582
BLAKE2b-256 4c27f5df87a1158067a767385997bee9ea06a732629c6a6c14cdc4950c81f01f

See more details on using hashes here.

File details

Details for the file usdm4_excel-0.10.0-py3-none-any.whl.

File metadata

  • Download URL: usdm4_excel-0.10.0-py3-none-any.whl
  • Upload date:
  • Size: 227.4 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/6.2.0 CPython/3.12.3

File hashes

Hashes for usdm4_excel-0.10.0-py3-none-any.whl
Algorithm Hash digest
SHA256 738c4ea16cf855a824d142812b178fb3aace84de41686d485f180514ba033ef9
MD5 5fb148e0c5986880495a9cb438a4c52a
BLAKE2b-256 8aab73d3f7bb7b89f6600c2bb0bb3e8b98b1e14affcb73ac2b9c5db6cc0b3b9a

See more details on using hashes here.

Release history Release notifications | RSS feed

This release

0.10.0 This release

2 files

0.9.0

2 files

0.8.1

2 files

0.8.0

2 files

0.7.0

2 files

0.6.0

2 files

0.5.0

2 files

0.4.0

2 files

0.3.0

2 files

0.2.0

2 files

0.1.0

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