Categories - Natural Resources
Sub Categories
- Ecotoxicology - 4 projects
- Air Quality - 36 projects
- Water Supply and Quality - 88 projects
- Soil and Land - 73 projects
Topics
soil-survey, stormwater, digital-soil-mapping, pedometrics, wastewater, air-quality-data, landscape-ecology, pedology, climers, openair, water-management, groundwater-recharge, epanet, aqi, gef, soil-respiration, swmm, swmm5, drought-indices, heatmap, air-pollution-levels, airquality, toxicology, brazil, integrated-modelling, nasis, landscape-metrics, soil-mapping, s4ss, ncss, eda, covid-19, rsgislib, optical-satellite-imagery, global-database, idaes-pse, surface-mining-activities, open-surface-mining, hyperspectral-image-classification, classification-algorithm, smog, sensor-station, poland, macos-menubar, airly, air-quality-monitor, source-energy-balance, radiometric-temperatures, grass, simulators, openfluid-framework, ogr, watertap, aguaclara, water-treatment, land-change-analysis, kssl, soilweb, human-health-assessment, water-monitoring, citizenscience, opensensemap, awsm, field-campaigns, emissions-model, bcgov-csnr, groundwater-data, ow, geomorphometry, seasonal-calendar, automated-river-analysis, advection, ensemble-prediction, rainfall-prediction, stochastic-processes, water-distribution, geomatics, k-means, landslides-detection, merging-algorithms, object-based-image-analysis, code-for-america, san-francisco-bay, deep-percolation, cropland, fields, pytorch-lightning, earth-sciences, pse, drought, drought-index, sgi, spei, spi, water-quality-data, spectral-unmixing, gis-based, soil-erosion, surface-runoff, airmonitoring, aqs, datamart, environmental-data-retrieval, r03, rprogramming, usepa, civic-apps-team, nhd, openaq, openaq-api, openaq-data, iot-device, openoakland, west-oakland, water-distribution-networks, nodemcu, plantower, pm10, pms5003, pms5003st, big-earth-data, eo-datacubes, image-time-series, planetary-computer, satellite-image-time-series, stac-api, stac-catalog, suitability-analysis, aem, aquatic, estuaries, nutrients, phytoplankton, sediment, acquisition, extract-data, smap-data, soil-moisture-sensor, hydrological, water-security, waterbalance, waterflux, MODFLOW, model predictive control, multi-objective optimization, reservoir management, stochastic optimization, water resource management, bias, wepp, bcgov, frequency-analysis, hydat, summary-statistics, gsflow, pygsflow, geotechnical-engineering, pygef, defra, spatio-temporal-modeling, terrain, abwasser, datenmanagement, gep, kanalfernsehen, kataster, kek, leitungskataster, qgep, sewerpipe, sia405, teksi, imod, preprocess, read, sm, air-pollutants, air-quality-measurements, cetesb, rio-de-janeiro, sao-paulo, ncss-tech, groundwater-level, water-models, epanet-matlab-toolkit, intensity-analysis, land-use-and-land-cover-change, luc-maps, lulc, accumulation, frm4sm, in-situ, ismn, qa4sm, aqhi, aqhi-canada, cesi, naps, statistical-models, goal programming, mathematical programming, data-dictionary, naming-conventions, odm, sars-cov-2, hydraulic-modelling, swmmanywhere, ensemble-methods, ensembles, global-sensitivity-analysis, non-intrusive, parameter-estimation, uncertainty-quantification, air-quality-api, air-quality-index, aqi-readings, waqi, airbase, landtrendr, neutral-landscape-model, aquatic-science, lake, mixing, stratification, 1d-cnn, conference, hyperspectral-data, publication, publication-code, soil-texture-classification, vsa-dss, vsa-kek, werkinformationen, sapper, sensor-community, 2019, hbv, hbv-model, matilda, melt, spotpy, hydrographs, well-hydrograph, conservation-international, land-degradation, ldn, natural-climate-solutions, unccd, process-flow-diagram, food-security, soils-revealed, algal-bloom, meris, olci, cigarettes, canairio-firmware, firmware, comptox, covid19,
Projects
Contributors
Jonathan A. Mitchell [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-pollution, air-quality, code-for-america, environmental-justice, openoakland, west-oakland
Brooks Jessup [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-pollution, air-quality, code-for-america, environmental-justice, openoakland, west-oakland
Ki Song [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-pollution, air-quality, code-for-america, environmental-justice, openoakland, west-oakland
Alana Tran [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-pollution, air-quality, code-for-america, environmental-justice, openoakland, west-oakland
Brian [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-pollution, air-quality, code-for-america, environmental-justice, openoakland, west-oakland
Pierre-Jean Guéno [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, iot-device, sensor, air-quality, sensors, sensors-africa, citizen-science, dust-sensor
Maxime Jublou [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community
evertkuiken [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community
Michael Lažan [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community
LadislavM [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, iot-device, sensor, citizen-science, dust-sensor
centraline [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community
ignotus87 [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community
reuben honigwachs [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, citizen-science, dust-sensor
Matthias Pfeil [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, billion-oyster-project, curriculum, ecology, mean-stack, non-profit, nyc, oysters and 30 more
umut0 [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, opensensemap-api, opensensemap-api-models, sensebox
Norwin Roosen [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, alkis, gdal, gml, nas, ogr, ogr2ogr, qgis and 4 more
Marc Dragunski [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, gh-pages, homepage, jekyll
Adorfer [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, opensensemap-api, opensensemap-api-models, sensebox
Christoph Kisfeld [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, opensensemap-api, opensensemap-api-models, sensebox, gh-pages, homepage, jekyll
ohheyitsdave [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, iot-device, sensor, africa, air, air-inequality, air-pollution, air-quality, code-for-africa and 6 more
Timofey Samsonov [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
geomorphology, geomorphometry, geoprocessing, hydrology, task-views, arcgis, excercises, russian, spatial-analysis
Bertrik Sikken [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, iot-device, sensor, level, water, waterlevel, entso-e, entso-g, naturalgas and 20 more
Cedric_IZW [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
landscape-ecology, neutral-landscape-model, community-dynamics, disease-modeling, diseases, ecology, ecology-modelling, population-dynamics, shapefiles, simple-features and 8 more
Adam Uhlir [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
jquery-plugin, multi-select, picker, timetracking, toggl, continuous-delivery, ipfs, unit-testing
Evadne Wu [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
elixir, filtering, ecto, ecto-adapter, ets
Artur Trzop [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
DavZim [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
landscape-ecology, landscape-metrics, ropensci, summary-statistics, unconf, unconf17, isolation-forest, outliers, rpackage, rpackages and 16 more
Iñigo Martínez López [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
drought-indices, heatmap, spain, data-mining, roads, agent-based-simulation, air-quality, architecture, buildings, covid-19 and 101 more
Aurimas Liutikas [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, iot-device, sensor, air-quality, sensors, sensors-africa, gradle-plugin, intellij-plugin, kotlin-library and 4 more
Dolugen Buuralda [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
air-quality, openaq, opendata, amqp, queue-tasks, queue-workers, queued-jobs, redis-queue, sqs, sqs-queue and 3 more
BKaric [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
citizenscience, opensensemap, sensor, gh-pages, homepage, jekyll
David Bitner [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
ogc-api, spatiotemporal-asset-catalog, stac-api, stac, aws-cdk, aws-lambda, cog, cogeotiff, dynamic, gdal and 26 more
Chris Tessum [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
datastructures, r-tree, rtree, assessment, autograders, atmospheric-chemistry, atmospheric-science, earthsciml, geoscience, modelingtoolkit and 16 more
Leo Isikdogan [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
automated-river-analysis, river, river-networks, geoprocessing, landsat-imagery, sentinel-2, blog-engine, jinja2, exercises, lectures and 9 more
Michaela Leštáková [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
ord, water
luna [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
MartinKalema [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
hacktoberfest2024
Eoin Hennessy [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
declarative
Ando Shah [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
carbon
micha-silver [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
biodiversity-informatics, ecology, elter, research-infrastructure
CodeLingo Bot [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
aztec-code, barcode, codabar, code128, code39, code93, datamatrix, ean13, ean8, pdf417 and 40 more
Ibrahim Jarif [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
classification-algorithm, coal, hyperspectral-image-classification, open-surface-mining, surface-mining-activities, oceanography, podaac, climate, cloud-ide, devtools and 10 more
Azizishirazi AAZIZISH@BCGOV
OST Projects: 1
Categories: Biosphere, Natural Resources
Sub Categories: Species Distribution Modeling, Water Supply and Quality
Topics:
species-sensitivity-distribution, ssd, water-quality-guideline
Sergi Maspons [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Barbara Rzepka [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Ferran [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Daniel Marin [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Jordi B [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Nico Pérez [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
water, water-management, water-models
Sergi Muñoz [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
giswaterdev [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Raymond Nijssen [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
water, water-management, water-models
Carissa Knipe [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
Huidae Cho [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
canopy, gdal, landcover-classification, arrays, earth-observation, geospatial-analysis, grass-gis, open-science, parallel-computing, timeseries-analysis and 48 more
John Paton [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
cookiecutter-data-science, cookiecutter-template, science-research, air-quality, airbase, hut23, hut23-522, bokeh, interactive-plots, notebooks and 20 more
Micha Silver [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
biodiversity-informatics, ecology, elter, research-infrastructure
Tom Bland [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
hydrology, integrated-modelling, pollution, wastewater, water-quality
Nicklas Larsson [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
earth-science, hydrology, modflow, spatio-temporal-modeling, arrays, earth-observation, geospatial-analysis, grass-gis, open-science, parallel-computing and 27 more
Dorian Gerardin [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
environmental-engineering, gdal, ogr, openfluid-framework, qt5, simulators
baalmart [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
hacktoberfest2024
Mike Mwanje [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
bpf, cncf, cni, ebpf, kernel, kubernetes-networking, loadbalancing, networking, observability, troubleshooting and 2 more
ja-odur [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
hacktoberfest2024
NicholasTurner23 [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
hacktoberfest2024
wabinyai [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
hacktoberfest2024
zacharybinger [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
idaes-pse, idaesplus, watertap
Klaas Hoekema [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
civic-apps-team, hydrology, stormwater, watersheds
jeandavidt [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
covid-19, covid19, data-dictionary, naming-conventions, odm, sars-cov-2, vocabulary, wastewater
andreia3aral [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
covid-19, covid19, data-dictionary, naming-conventions, odm, sars-cov-2, vocabulary, wastewater
hswerdfe [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
covid-19, covid19, data-dictionary, naming-conventions, odm, sars-cov-2, vocabulary, wastewater
Tim de Jager [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
conda, conda-environment, conda-packages, package-management, package-manager-tool, python-virtual-environment, hydrology, water-management, water-resources
Eric Schaefer [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Air Quality
Topics:
sapper, sensor-community, design-systems, ember, storybook, ui-components, expo
Suraj R. Nair [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
Gautam Sai Yarramreddy [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
aerodynamics, aerospace, dynamics, flight, flight-simulator, hybrid-motors, liquid-motors, motor, parachute, rocket and 5 more
Tom Bohnel [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
Jonathon Fleming [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Ecotoxicology
Topics:
toxicology
ZindahFarhaICF [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Ecotoxicology
Topics:
human-health-assessment, risk-assessment, toxicology
Brock Anderson [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, datagrid, dialog, draggable, droppable, gijgo, grid, jquery-plugin, modal and 10 more
Rodolfo Carvalho [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, common-lisp, comparison, lisp, matrix-multiplication, closember, ipython, notebook, repl and 18 more
Ben Parees [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
garywong-bc [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, empr, status-inprogress, flnr, forestry, waste, dds
gabemontero [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
guangxuli [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, container, cri-o, kvm, oci, qemu-kvm, virtual-machine, virtualization, k8s-staging and 1 more
Corey Daley [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, gorilla, gorilla-web-toolkit, websockets, mux, handler, dds
Vu Dinh [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
sspeiche [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
Daine Rose Trinidad [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, canada, government, government-canada, utility-framework, dds
Stephen Martin [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
bcgov-csnr, groundwater-data, dds
hunterbarber [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply, Water Supply and Quality
Topics:
idaes-pse, idaesplus, watertap
Meg Grasse [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
ord, water
froglegseternal [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
epanet, epanet-matlab-toolkit, water
Peter Stöckli [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
count-model, econometrics, generalized-linear-models, hypothesis-testing, prediction, regression-models, robust-estimation, timeseries-analysis, diffraction, hdf5 and 6 more
HuwHaigh97 [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
Anna GL [email protected]
OST Projects: 1
Categories: Climate Change, Natural Resources
Sub Categories: Earth and Climate Modeling, Soil and Land
Topics:
climate, climate-change, land, land-surface-model
Spatiotemporal-Exposures-and-Toxicology [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Ecotoxicology
Topics:
Reif [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Ecotoxicology
Topics:
Thomas Unterholzner [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
peter-n-jansson [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
hydrology, water-management, water-resources
Barnaby Dobson [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
hydraulic-modelling, hydrology-stormwater-analysis, stormwater, swmm, swmm5, swmmanywhere
AadiUJ [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Water Supply and Quality
Topics:
hydraulic-modelling, hydrology-stormwater-analysis, stormwater, swmm, swmm5, swmmanywhere
Kenneth Bowen [email protected]
OST Projects: 1
Categories: Natural Resources
Sub Categories: Soil and Land
Topics:
geoscience, holoviz, earth-data, earth-science, environmental-simulation, geographic, hydrology, bokeh, colorcet, colormaps and 12 more