Ellipsis Drive’s Post

🌐 Geospatial Daily: Colorcet 🔍 Colorcet is a comprehensive collection of perceptually uniform colormaps, designed to address the limitations of traditional colormap choices in scientific visualization. It is part of the HoloViz suite of tools and can be easily integrated into various data visualization workflows. 🛠 Key Features: - Offers a wide range of perceptually uniform colormaps suitable for diverse data visualization needs - Ensures accurate representation of data by minimizing visual distortion - Compatible with popular visualization libraries such as Matplotlib, Bokeh, and Datashader 📈 Use Cases: Scientific visualization, geospatial analysis, data science, medical imaging 🌟 Why It's Useful: Colorcet provides visually appealing and scientifically accurate colormaps that enhance the interpretability of data visualizations, making it an essential tool for developers and researchers who prioritize clarity and precision in their visual outputs. Reply with 'geospatial', and I'll share an extensive curated list of over 500 cutting-edge tools that can transform your workflow. From data visualization to complex spatial modeling, discover the perfect solutions to elevate your geospatial projects. #Geospatial #GIS #DataScience #Technology #Mapping #TerraDX

Starting the new year with this piece - I still love the ingenuity of packaging together this many tools of geospatial analytics for an infographics - titled 𝐓𝐡𝐞 𝐏𝐞𝐫𝐢𝐨𝐝𝐢𝐜 𝐓𝐚𝐛𝐥𝐞 𝐟𝐨𝐫 𝐒𝐩𝐚𝐭𝐢𝐚𝐥 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 by @GISGeography 𝐒𝐨𝐮𝐫𝐜𝐞 : https://zurl.co/smZ7 𝐒𝐮𝐦𝐦𝐚𝐫𝐲 : 𝐕𝐞𝐜𝐭𝐨𝐫 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬/𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐢𝐨𝐧 1. Vector Conversion [VC] 2. Extract [EX] 3. Overlay [OV] 4. Proximity [PX] 5. Spatial Join [SJ] 6. Plot Diagrams [PD] 7. Geometry Shape [GS] 𝐓𝐚𝐛𝐥𝐞𝐬 8. Table Tools [TB] 9. Add XY Coordinates [XY] 10. Calculate Geometry [CG] 11. Join Table [JT] 12. Relate [RL] 13. Statistics [ST] 𝐄𝐝𝐢𝐭𝐢𝐧𝐠/𝐂𝐚𝐫𝐭𝐨𝐠𝐫𝐚𝐩𝐡𝐲 14. Editing [ED] 15. Conflation [CF] 16. Grid Index [GI] 17. Cartographic [CA] 3𝐃 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 18. 3D Analysis [3D] 19. Line of Sight Visibility [LS] 20. Volume [VS] 21. Viewshed [VW] 22. Skyline [SL] 23. Space-time Cubes [SC] 𝐍𝐞𝐭𝐰𝐨𝐫𝐤 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 24. Route [RT] 25. Directions [DR] 26. Optimal Site [OS] 27. Coverage [CV] 28. OD Cost Matrix [CM] 29. Huff Model [HM] 𝐃𝐚𝐭𝐚 𝐌𝐚𝐧𝐚𝐠𝐞𝐦𝐞𝐧𝐭 30. Data Management [DM] 31. Projections [PJ] 32. Generalize Vector [GV] 33. Address Geocoding (AD) 34. Topology [TP] 35. Linear Referencing [LR] 36. Spatial Adjustment [SA] 37. GeoEnrich [GE] 38. Sampling [SP] 39. Geotagging [GT] 40. Parcel Fabric [PF] 41. Attachments [AT] 42. Full Motion Video [FMV] 43. COGO [CO] 44. Point Cloud [PC] 45. Web Service [WS] 46. TIN [TIN] 47. Indoor Mapping [IM] 48. Temporal [TM] 49. Real-time Tracking [TR] 𝐄𝐦𝐞𝐫𝐠𝐢𝐧𝐠 𝐓𝐞𝐜𝐡𝐧𝐨𝐥𝐨𝐠𝐲 50. Big Data [BD] 51. Machine Learning [ML] 52. Data Engineering [DE] 53. IoT [IOT] 54. Agent-based Simulation and Modeling [AS] 55. Virtual Reality [VR] 56. Augmented Reality [AR] 𝐑𝐚𝐬𝐭𝐞𝐫 𝐃𝐚𝐭𝐚 𝐌𝐚𝐧𝐚𝐠𝐞𝐦𝐞𝐧𝐭 57. Georeferencing [GR] 58. Mosaic [MO] 59. Raster Creation [RC] 60. Spatial Autocorrelation [AL] 61. Generalization [RG] 62. Multidimensional [MD] 63. Resample [RS] 64. Raster Painting [PA] 𝐑𝐚𝐬𝐭𝐞𝐫 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 65. Raster Analysis [RA] 66. Map Algebra [MA] 67. Contours [CN] 68. Zonal Statistics [ZS] 69. Cost Path [CP] 70. Raster Processing [RP] 71. Spatial Regression [RE] 72. Terrain Analysis [TA] 73. Math Function [MF] 74. Suitability [SU] 75. Conditional [CON] 𝐑𝐞𝐦𝐨𝐭𝐞 𝐒𝐞𝐧𝐬𝐢𝐧𝐠 76. Band Index [BA] 77. Image Stretching [IS] 78. Image Classification [IC] 79. Composite Bands [CB] 80. Pansharpening [PS] 81. Atmosphere Correction [AC] 82. Segmentation [SG] 83. Data Mining [DN] 84. Mensuration [ME] 85. Photogrammetry [PH] 86. Oblique [OB] 87. Radar [RD] 𝐈𝐧𝐭𝐞𝐫𝐩𝐨𝐥𝐚𝐭𝐢𝐨𝐧 88. Interpolation [IP] 89. Kriging [KR] 90. Kernel Density [KD]

There's a lot of AI hype these days. Like all technology, its true value is when it makes something never before possible now so easy that we wonder how we got by in the past. This is what I see possible with WherobotsAI, making planetary scale inference on aerial imagery (and more) so easy and so fast that we unlock a treasure trove of data and insights about our world from above. Check out how in our announcement blog post below!

🌍 Exciting news! WherobotsAI Raster Inference is Generally Available! 🔍 What is it? A planetary-scale computer vision solution that extracts insights from aerial imagery at scale. What's in GA? 🚀 Wherobots-hosted Models: Choose from our optimized, ready-to-use computer vision models to analyze aerial data 💫  Bring Your Own Model: Easily port in your own models and leverage our inference pipeline to get to critical data insights faster 🏎️ Fast Performance: We've made our already fast inference even faster with async data loading ⚡ Effortlessly Scale: Deploy a scalable, serverless inference pipeline that seamlessly scales with increasing workload needs. 💡 Why it matters: Easily extract information at scale from noisy overhead imagery data with a geospatial optimized computer vision platform. Read more about it on our blog: https://bit.ly/3VErLRy On Business Wire: https://lnkd.in/gfbWA4X4 #WherobotsAI #RasterInference #ComputerVision #GeospatialAI #DataScience

Folks, this is a big deal! The WherobotsAI raster inference feature brings earth observation data off its silo and makes it an integral part of the modern data and AI ecosystem. For example, you can process/extract insights from EO data as part of your SQL (or python) data engineering workflow, join the results with other types of data, and pass the outcome to applications. Again, all of this runs within your familiar data/ai tooling tech 👇🏽

Unveiling Hidden Patterns: The Moiré Effect in Data Visualization That mesmerizing interplay of overlapping patterns, is no longer confined to fabrics.  The Moiré effect, often seen as an imaging artifact, can be a powerful tool in data visualization. By subtly layering patterns, we can: 👉 Highlight Trends: Emphasize areas of interest. 👉 Correlations and anomalies 👉 Add Depth: Create a more engaging visual experience. 👉 Reveal Hidden Patterns: Uncover unexpected insights. Recent research explores its applications in everything from identifying subtle changes in geographic data to visualizing complex financial market fluctuations. Think of it as a visual magnifying glass 🔎 , bringing clarity to the intricate details within large datasets #dataviz #moireeffect #visualization #data #design

Exploring Higher Dimensions: 3D Visualization with Polynomial Features! In this post, I created two 3D plots to explore how different features of our dataset interact with each other. The first plot shows the original features and how they relate to our target variable, giving us a clear view of the patterns within the data. The second plot takes it a step further by incorporating some transformed features. This allows us to see a more complex picture and appreciate the non-linear relationships at play. #DataScience #Visualization #DataAnalysis #MachineLearning #3DPlots

Learn more about Hydra AI

🚀 Pioneering Industries with AI-Powered Geospatial Solutions! With FusionMap, scalability knows no bounds. Whether you're managing a single asset or billions of data points, we've got you covered. Our cutting-edge technology is tailored to meet the demands of asset management, building, geohazard, and transportation sectors, unlocking endless possibilities with the power of AI. 🛠️ Imagine effortlessly navigating through vast datasets, pinpointing critical insights with precision, and optimizing decision-making processes like never before. FusionMap seamlessly integrates with GIS, empowering organizations to harness the full potential of their geospatial data. 📈 Join us on the forefront of innovation as we redefine the landscape of industries worldwide. Explore the future of geospatial intelligence with FusionMap – where AI meets limitless potential. 🌟 #FusionMap #GeospatialRevolution #AIInnovation

🛣 𝐒𝐭𝐫𝐮𝐠𝐠𝐥𝐢𝐧𝐠 𝐭𝐨 𝐧𝐚𝐯𝐢𝐠𝐚𝐭𝐞 𝐭𝐡𝐫𝐨𝐮𝐠𝐡 𝐜𝐨𝐦𝐩𝐥𝐞𝐱 𝐝𝐚𝐭𝐚𝐥𝐨𝐠𝐬? 𝐇𝐞𝐫𝐞'𝐬 𝐡𝐨𝐰 𝐭𝐨 𝐬𝐭𝐫𝐞𝐚𝐦𝐥𝐢𝐧𝐞 𝐲𝐨𝐮𝐫 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬 💡 Efficient and flexible datalog navigation is crucial for analyzing and improving ADAS features. Navigating through vast amounts of data quickly and accurately ensures that issues are identified and resolved promptly. ✅ 𝐄𝐚𝐬𝐲 𝐍𝐚𝐯𝐢𝐠𝐚𝐭𝐢𝐨𝐧: IVEX tools make it simple to navigate a datalog, allowing users to quickly find relevant data points. ✅ 𝐌𝐞𝐭𝐫𝐢𝐜-𝐆𝐮𝐢𝐝𝐞𝐝 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬: Perform metric-guided analysis to pinpoint specific events or conditions within the datalog, enhancing the precision of your evaluations. ✅ 𝐏𝐥𝐨𝐭-𝐁𝐚𝐬𝐞𝐝 𝐚𝐧𝐝 𝐌𝐚𝐩-𝐁𝐚𝐬𝐞𝐝 𝐍𝐚𝐯𝐢𝐠𝐚𝐭𝐢𝐨𝐧: Utilize plot-based and map-based navigation to visualize data in different formats, providing comprehensive insights. ✅ 𝐌𝐮𝐥𝐭𝐢𝐩𝐥𝐞 𝐕𝐢𝐞𝐰𝐬: Access camera views, 3D visualizations, and various signals all in one place, ensuring a complete understanding of the data from multiple perspectives. IVEX’s datalog navigation tools provide the efficiency and flexibility needed to easily navigate complex datasets, enabling thorough analysis and rapid improvements in ADAS technology. Contact us 😉 #Datalogs #ADAS #IVEX