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A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Alternatives · analytics tools
GeneNMF alternatives
The best GeneNMF alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to GeneNMF? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, GeneNMF shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About GeneNMF
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
GeneNMF applies non-negative matrix factorization to single-cell expression data to find gene programs, then consolidates programs recurring across samples into meta-programs. Version 0.6.0 replaced the consolidation method: instead of reducing each program to a gene set and taking a consensus, it retains full gene weight vectors and compares them by cosine similarity. Later releases have built reporting and control around that core — a metaprogram composition matrix showing which samples contributed, custom signature databases for enrichment testing, and the ability to drop meta-programs from results.
Velocity 0.0 · Last update 48m ago
Top 12 alternatives to GeneNMF
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
College football's open data client hit v2 — and now reports how many API calls you have left.
ANALYTICS
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
ANALYTICS
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
ANALYTICS
A spatial-statistics utility package exists to be depended on, and is built accordingly.
ANALYTICS
The area-proportional Euler diagram package is finished software, and maintained like it.
ANALYTICS
A Cox cure-rate model package woke up after four years to simplify its own interface.
ANALYTICS
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
ANALYTICS
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
ANALYTICS
A parametric bootstrap for state-space models, shipped and then left alone.
ANALYTICS
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
ANALYTICS
The bridge between Stata/SPSS labelled data and tidy R keeps widening, one integration at a time.
GeneNMF vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| GeneNMF (baseline) | 0.0 | 0 | single-cell-genomicsnmfgene-programs | Meta-programs rebuilt on gene weight vectors and cosine similarity |
| TidyDensity | 0.0 | 0 | statistical-distributionsrandom-generationparameter-estimation | — |
| cfbfastr | 0.0 | 0 | college-footballsports-analyticsapi-migration | Rebuilt on CFBD API v2 with metered access and live endpoints |
| rnpn | 0.0 | 0 | phenologyapi-clientecological-data | Dependency stack and return types replaced wholesale |
| rempsyc | 0.0 | 0 | apa-formattingpsychology-researchstatistical-tables | — |
| sdsfun | 0.0 | 0 | spatial-statisticsgeodetectorspatial-clustering | — |
| eulerr | 0.0 | 0 | euler-diagramsset-visualizationoptimization | — |
| intsurv | 0.0 | 0 | survival-analysiscure-modelscensored-data | — |
| miscmetabar | 0.0 | 0 | metabarcodingphyloseqbioinformatics | — |
| arcgisutils | 0.0 | 0 | arcgisgeospatialapi-client | Portal administration and geoprocessing jobs join the utility layer |
| bootStateSpace | 0.0 | 0 | state-space-modelsparametric-bootstrappsychometrics | — |
| benviplot | 0.0 | 0 | data-visualizationcolor-palettesggplot2 | — |
| labelled | 0.0 | 0 | survey-datadata-labelsstata-spss | — |
The 12 best GeneNMF alternatives, in depth
1. TidyDensity · velocity 0.0
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, TidyDensity focuses on statistical distributions, random generation and parameter estimation.
TidyDensity and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TidyDensity trajectory → · Compare GeneNMF vs TidyDensity →
2. cfbfastr · velocity 0.0
College football's open data client hit v2 — and now reports how many API calls you have left.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Rebuilt on CFBD API v2 with metered access and live endpoints”.
Where GeneNMF leans on single cell genomics, nmf and gene programs, cfbfastr focuses on college football, sports analytics and api migration.
cfbfastr and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. rnpn · velocity 0.0
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Dependency stack and return types replaced wholesale”.
Where GeneNMF leans on single cell genomics, nmf and gene programs, rnpn focuses on phenology, api client and ecological data.
rnpn and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. rempsyc · velocity 0.0
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, rempsyc focuses on apa formatting, psychology research and statistical tables.
rempsyc and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. sdsfun · velocity 0.0
A spatial-statistics utility package exists to be depended on, and is built accordingly.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, sdsfun focuses on spatial statistics, geodetector and spatial clustering.
sdsfun and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. eulerr · velocity 0.0
The area-proportional Euler diagram package is finished software, and maintained like it.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, eulerr focuses on euler diagrams, set visualization and optimization.
eulerr and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. intsurv · velocity 0.0
A Cox cure-rate model package woke up after four years to simplify its own interface.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, intsurv focuses on survival analysis, cure models and censored data.
intsurv and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. miscmetabar · velocity 0.0
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, miscmetabar focuses on metabarcoding, phyloseq and bioinformatics.
miscmetabar and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full miscmetabar trajectory → · Compare GeneNMF vs miscmetabar →
9. arcgisutils · velocity 0.0
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Portal administration and geoprocessing jobs join the utility layer”.
Where GeneNMF leans on single cell genomics, nmf and gene programs, arcgisutils focuses on arcgis, geospatial and api client.
arcgisutils and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full arcgisutils trajectory → · Compare GeneNMF vs arcgisutils →
10. bootStateSpace · velocity 0.0
A parametric bootstrap for state-space models, shipped and then left alone.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, bootStateSpace focuses on state space models, parametric bootstrap and psychometrics.
bootStateSpace and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bootStateSpace trajectory → · Compare GeneNMF vs bootStateSpace →
11. benviplot · velocity 0.0
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, benviplot focuses on data visualization, color palettes and ggplot2.
benviplot and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full benviplot trajectory → · Compare GeneNMF vs benviplot →
12. labelled · velocity 0.0
The bridge between Stata/SPSS labelled data and tidy R keeps widening, one integration at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where GeneNMF leans on single cell genomics, nmf and gene programs, labelled focuses on survey data, data labels and stata spss.
labelled and GeneNMF have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to GeneNMF?
The top GeneNMF alternatives we currently track in analytics tools are TidyDensity, cfbfastr, rnpn, rempsyc, sdsfun, ranked by recent ship velocity.
How is this list of GeneNMF alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare GeneNMF directly with one of these alternatives?
Yes — every card has a "Compare with GeneNMF" link to a side-by-side /compare page.