სხვადასხვა

File ტრანსფერები

ვებ რუკის შესადგენად

https://www.arcgis.com/apps/instant/atlas/index.html?appid=0cd1cdee853c413a84bfe4b9a6931f0d

Industry-leading hydraulic modelling software for flood, urban drainage, estuarine and coastal assessments. Setting the benchmark for accuracy, speed, and workflow efficiency for the past 30 years.

https://www.tuflow.com/

ამინდის აპლიკაცია

https://zoom.earth/maps/satellite/#view=42.1973,43.20301,8z

PosTGIS

BostonGIS is a testbed for GIS and Web Mapping solutions utilizing open source, freely available and/or open gis technologies. We will be using mostly Boston, Massachusetts data to provide mapping and spatial database examples.

https://www.bostongis.com/

Python Lib

Psycopg is the most popular PostgreSQL database adapter for the Python programming language

https://pypi.org/project/psycopg2/

https://courses.gisopencourseware.org/

GIS Tutorials

https://nmfwri.org/resources/gis-tutorials/

Follow these #GIS courses for #free with a #certificate

1️⃣. 𝙋𝙚𝙣𝙣𝙎𝙩𝙖𝙩𝙚 𝙐𝙣𝙞𝙫𝙚𝙧𝙨𝙞𝙩𝙮 - Advanced Python Programming for GIS

https://lnkd.in/eNAm7YEs

2️⃣. 𝙄𝙃𝙀 𝘿𝙚𝙡𝙛𝙩 - Python for Geospatial Analyses using Wapor Data

https://lnkd.in/e7rFrD9n

3️⃣. 𝙈𝙄𝙏 - Principles Of The Global Positioning System

https://lnkd.in/e3rjnC27

4️⃣. 𝙂𝙚𝙤 𝙐𝙣𝙞𝙫𝙚𝙧𝙨𝙞𝙩𝙮 - Remote Sensing and Satellite Image Processing

https://lnkd.in/erhszk8w

5️⃣. 𝙀𝙨𝙧𝙞 - Random Forest Regression Using ArcGIS Pro

https://lnkd.in/ej7rCrCv

⏩ From intermediate to advanced courses

Here’s a list of 20 free and open-source tools for forest point cloud processing 🌲 organized by programming language:

➥ Python

1. Forest 3D App

- Inventory from pointcloud data: https://lnkd.in/eNW3RqsT

2. FSCT

- Forest stand classification using TLS data: https://lnkd.in/e7bkzsMh

3. TLS2trees

- Segmentation of tree stems from TLS data: https://lnkd.in/edp_Me2a

4. TLSeparation

- Separation of tree stems and leaves from TLS data: https://lnkd.in/eD-z-3DZ

5. TreeTool

- Tool for tree segmentation and parameter extraction: https://lnkd.in/eteytrTi

6. PyCrown

- Fast raster-based individual tree segmentation for LiDAR data: https://lnkd.in/ec8UfE-i

-----------------------

➥ Standalone

1. 3DFIN

- Automated 3D modeling and forest inventory analysis: https://lnkd.in/eApxrc2i

2. 3DForest

- Comprehensive tool for 3D forest modeling and inventory: https://www.3dforest.eu/

3. TreeISO

- 3D graph-based individual-tree isolation from TLS point clouds, available as a plugin on CloudCompare.

4. Computree

- Flexible platform for forest inventory analysis and TLS processing: https://computree.onf.fr/

5. Dendrocloud

- Extracts forest structure and tree metrics from point clouds: https://lnkd.in/eNF5R_hK

6. AID-FOREST

- Tools for LiDAR-based forest inventory and analysis: https://dielmo.com/

7. LiDAR360

- A robust platform for 3D LiDAR data visualization and analysis: https://lnkd.in/eAPkpiF7

--------------------

➥ R

1. Allometric

- Builds allometric models from forest point clouds: https://allometric.org/

2. Crossing3DForest

- 3D modeling of tree structure for quantifying carbon stocks: https://lnkd.in/eyggm_XJ

3. CspStandSegmentation

- Segmentation of forest stands using TLS data: https://lnkd.in/e4iC97Ya

4. FORTLS

- Optimized tools for forest inventory automation using TLS: FORTLS](https://lnkd.in/ewnRx_Wv

5. ITSMe

- Tree segmentation from point clouds: ITSMe](https://lnkd.in/eZmUKQXi

6. rTLS

- Efficient TLS point cloud processing in R: https://lnkd.in/eAdCug9B

7. rTLSDeep

- Deep learning-based processing of TLS data: https://lnkd.in/eKpCQ6Qp

8. TreeLS

- Extracts tree metrics from LiDAR point clouds: https://lnkd.in/eVqp_uT9

9. VoxR

- Voxel-based point cloud analysis: https://lnkd.in/eqbu7B5p

10. lidR:

- A powerful R package specifically designed for forestry applications with LiDAR data, including tree detection and forest structure analysis: https://lnkd.in/eJyAWy5A

-------------------

➥ MATLAB

1. LeWoS

- LiDAR-based woody structure detection: https://lnkd.in/eU5BzW5v

2. Point_Cloud_Tools

- Set of tools for point cloud processing and feature extraction: https://lnkd.in/eYaRTbX2

3. TreeQSM

- Builds Quantitative Structure Models (QSMs) of individual trees: https://lnkd.in/eHR5Jmf2

------------

➥ C++

- Forest-taxator: Estimates forest inventory metrics from point cloud data: https://lnkd.in/eAU-YnpJ

7 repositories with pre-trained GeoAI models for GIS.

Whether you're working with imagery, land cover mapping, or object detection in GIS, these resources will offer the tools and models you need to get started.

1. TensorFlow Hub

A collection of pre-trained models for tasks like satellite image analysis and segmentation (stored in Kaggle):

https://tfhub.dev

2. Model Zoo for PyTorch

Pre-trained models such as ResNet and Faster R-CNN, ideal for remote sensing and geospatial workflows.

https://lnkd.in/dBSB-_Wz

3. Hugging Face Model Hub

Hosts models for computer vision and time-series data, useful for geospatial tasks like land use analysis.

https://lnkd.in/dWDd3K67

4. IBM Model Asset eXchange (MAX)

Open-source pre-trained models for image recognition and object detection, useful in GIS applications.

https://lnkd.in/dutju2wc

5. NVIDIA NGC

High-performance AI models for large-scale geospatial workflows like object detection and 3D modeling.

https://lnkd.in/d2ebB-rf

6. Radiant MLHub

Curated datasets and pre-trained models for remote sensing and Earth observation. (during transition to Source Cooperative)

https://mlhub.earth/

7. ArcGIS Living Atlas

Comprehensive geospatial layers and datasets, perfect for AI model training in GIS workflows using ArcGIS tools. Pro tip, search “dlpk”

https://lnkd.in/dZDZQ6U8

1. Interfacing Geostatistics and GIS

https://lnkd.in/g3AmDCPt

2. Focus on Geodatabases in ArcGIS Pro

https://lnkd.in/gB9G6EWP

3. GIS and Public Health

https://lnkd.in/gr3-cDt2

4. GIS for Coastal Zone Management

https://lnkd.in/g8dsjTKU

5. Getting to Know ArcGIS Pro

https://lnkd.in/geu6fxAC

6. Introduction to GIS Programming and Fundamentals with Python and ArcGIS

https://lnkd.in/g4gschZi

7. Innovations in GIS - Representing, Modeling, and Visualizing the Natural Environment

https://lnkd.in/gbR3duqh

8. Spatial Database Systems Design - Implementation and Project Management

https://lnkd.in/gx_xVJDu

9. DATABASE SYSTEM CONCEPTS (SIXTH EDITION)

https://lnkd.in/gf3WsNzF

10. Mastering ArcGIS Pro

https://lnkd.in/g8yJvNVW

11. Applied GIS and Spatial Analysis

https://lnkd.in/g_SWiir4

12. Encyclopedia of GIS

https://lnkd.in/gbQnUpKA

The Most Popular Google Earth Engine Tutorials:

- Flood Detection: https://lnkd.in/dDPQ95pe

- Drought Mapping: https://lnkd.in/ddsKiA7x

- Drought Monitoring: https://lnkd.in/dif6sxKw

- Sentinel2 Soil Moisture: https://lnkd.in/dSqKGAsm

- Canopy Height: https://lnkd.in/dwBscWha

- Crop Water Stress: https://lnkd.in/d8bjXGRd

- Precipitation Downscaling: https://lnkd.in/d74tJTbX

- Oil Spill Detection: https://lnkd.in/ddyM-sEn

- Lake Area: https://lnkd.in/dWnd3f3x

- Crop Type Detection: https://lnkd.in/dHfsZAA7

- Water Turbidity: https://lnkd.in/dGfnaTsH

- Biomass Prediction: https://lnkd.in/dmaQA9AN

- Landcover map: https://lnkd.in/dMCQR-vt

- Urban Heat Island: https://lnkd.in/dGt_SxZW

- Wildfire Detection: https://lnkd.in/gi9vBHAF

𝗪𝗲𝗯𝘀𝗶𝘁𝗲𝘀 𝘄𝗶𝘁𝗵 𝗳𝗿𝗲𝗲 𝗵𝗶𝗴𝗵-𝗿𝗲𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻 𝘀𝗵𝗮𝗽𝗲𝗳𝗶𝗹𝗲 𝗚𝗜𝗦 𝗱𝗮𝘁𝗮 :

📌Geofabrik - http://www.geofabrik.de/

📌Natural Earth - https://lnkd.in/gkS_uRfx

📌OpenStreetMap - https://lnkd.in/gb5vSztE

📌HydroSHEDS- https://lnkd.in/gYbViPfn

📌NASA Earth Observations - https://neo.gsfc.nasa.gov/

📌Global River Widths from Landsat (GRWL) – https://lnkd.in/gy37dbTQ

📌WorldClim - https://worldclim.org/

📌GeoCommons - https://geocommons.com/

📌Global Change Master Directory - https://gcmd.nasa.gov/

📌USGS National Hydrography Dataset - https://lnkd.in/gh6g3WVJ

📌World Wildlife Fund Freshwater Ecoregions - https://lnkd.in/gKdCez9f

📌Diva-GIS –https://diva-gis.org/

📌Global Administrative Areas (GADM) - https://lnkd.in/gWG5fhPR

PostGIS რესურსები

Customizing QGIS with Python

PyQGIS Developer Cookbook

PyQGIS samples

PyQGIS 101: Introduction to QGIS Python programming for non-programmers

Python in QGIS

Welcome to the QGIS Python API documentation project

QGIS Python Tutorial (PyQGIS Tutorial)

QGIS Python Programming Tutorial - PyQGIS

PyQGIS Cookbook (QGIS Testing)

For download: PDF of the manuals

QGIS Documentation

QGIS საინსტალაციო

Welcome to the Python GDAL/OGR Cookbook!

Welcome to the GIS&T Body of Knowledge!

Руководство для разработчиков PyQGIS (ჩინური)

Follow these

#GIS courses for

#free and earn a

1️⃣. 𝙐𝙣𝙞𝙫𝙚𝙧𝙨𝙞𝙩𝙮 𝙤𝙛 𝙏𝙤𝙧𝙤𝙣𝙩𝙤 - GIS Data Acquisition and Map Design

Level: Beginner

🕑 20 hours (approximately)

https://lnkd.in/eivt5Vrw

2️⃣. 𝙐𝙣𝙞𝙫𝙚𝙧𝙨𝙞𝙩𝙮 𝙤𝙛 𝘾𝙖𝙡𝙞𝙛𝙤𝙧𝙣𝙞𝙖- GIS Data Formats, Design and Quality

Level: Intermediate

🕑 26 hours (approximately)

https://lnkd.in/eucHMM-7

3️⃣. 𝙈𝙄𝙏- Planning For Sustainable Development

Level: Intermediate

🕑 3 -8 weeks

https://lnkd.in/eGUDK4KT

4️⃣. 𝙄𝙃𝙀 𝘿𝙚𝙡𝙛𝙩- QGIS for Precision Agriculture

Level: Intermediate

🕑 3-8 weeks

https://lnkd.in/eqHSqvfZ

5️⃣. 𝙏𝙐 𝘿𝙚𝙡𝙛𝙩- Spatial Tools in Water Resources Management

Level: Intermediate

🕑 Study load (hrs): 84

https://lnkd.in/e9TpkB8S

NB: For courses 1 and 2, you pay a small token to add a

hashtag

#certificate

#OpenGeosI yet? 𝐎𝐩𝐞𝐧 𝐆𝐞𝐨𝐬𝐩𝐚𝐭𝐢𝐚𝐥 𝐒𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬:

“The Open Geospatial Solutions (opengeos) GitHub organization hosts a collection of open-source geospatial software projects. The projects are developed by a community of geospatial software developers and researchers...”

𝐓𝐡𝐞𝐢𝐫 𝐜𝐨𝐥𝐥𝐞𝐜𝐭𝐢𝐨𝐧 𝐚𝐬 𝐨𝐟 𝐭𝐨𝐝𝐚𝐲:

𝐏𝐲𝐭𝐡𝐨𝐧 𝐏𝐚𝐜𝐤𝐚𝐠𝐞𝐬

- earthformer: https://ow.ly/ZonI50PZm8i

- geemap: https://ow.ly/AK7x50PZm88

- geoai: https://ow.ly/64wE50PZm83

- geospatial: https://ow.ly/1PPM50PZm8h

- geospatial-ml: https://ow.ly/p9Bf50PZm86

- leafmap: https://ow.ly/6wJR50PZm8m

- lidar: https://ow.ly/rxTP50PZm8j

- mapwidget: https://ow.ly/QfH250PZm7Y

- open-buildings: https://ow.ly/7L2M50PZm81

- pygis: https://ow.ly/xtX650PZm8f

- segment-anything-py: https://ow.ly/mKnM50PZm8c

- segment-geospatial: https://ow.ly/moZi50PZm7X

- whitebox-python: https://ow.ly/JF8I50PZm8o

- whiteboxgui: https://ow.ly/vPyM50PZm82

𝐃𝐚𝐭𝐚 𝐂𝐚𝐭𝐚𝐥𝐨𝐠𝐬

- geospatial-data-catalogs: https://ow.ly/ocTO50PZm8p

- aws-open-data: https://ow.ly/CNQF50PZm8b

- aws-open-data-geo: https://ow.ly/tIVz50PZm7W

- aws-open-data-stac: https://ow.ly/i5Ir50PZm8k

- Earth-Engine-Catalog: https://ow.ly/UW9150PZm8e

- NASA-CMR-STAC: https://ow.ly/KXOj50PZm8l

- stac-index-catalogs: https://ow.ly/YQma50PZm85

- maxar-open-data: https://ow.ly/CI7j50PZm84

- data: https://ow.ly/3muu50PZm7Z

𝐅𝐨𝐫 𝐦𝐨𝐫𝐞, 𝐟𝐨𝐥𝐥𝐨𝐰 𝐭𝐡𝐞𝐦 𝐡𝐞𝐫𝐞: https://ow.ly/sFZf50PZm87

𝐘𝐨𝐮𝐭𝐮𝐛𝐞 𝐭𝐮𝐭𝐨𝐫𝐢𝐚𝐥𝐬: https://lnkd.in/gGfkNu5i0

Google Earth Engine Tutorials about Climate Data Analysis:

- Drought Mapping: https://lnkd.in/ddsKiA7x

- Drought Monitoring: https://lnkd.in/dif6sxKw

- Precipitation Downscaling: https://lnkd.in/d74tJTbX

- Temperature Downscaling: https://lnkd.in/dvb_YYJF

- Precipitation Mapping: https://lnkd.in/dAy65aMb

- Landcover Temperature: https://lnkd.in/dfR_Cj7W

- Dry and Wet Days: https://lnkd.in/dRcu2P4T

- Temperature Trend: https://lnkd.in/gaDnATcs

- Precipitation Data Download: https://lnkd.in/dzywG4id

🌟Photogrammetry Softwares list!🌟

✨1-Agisoft Metashape:

Turn photos into 3D models

✨2-Pix4Dmapper:

Aerial mapping and modeling

✨3-RealityCapture by Capturing Reality:

High-quality 3D models

✨4-MicMac:

Free, open-source photogrammetry

✨5-VisualSFM:

Structure-from-Motion and more

✨6-Meshroom:

Open-source 3D reconstruction

✨7-DroneDeploy:

Aerial insights for industries

✨8-PCI Geomatica:

Process aerial images

✨9-Get3d AI:

Photogrammetry / computer vision, computer graphics, geomatics and remote sensing.

✨10-Survey Transfer:

online visualization and management portal

✨11-Agisoft De-Lighter:

Eliminate shadows in photogrammetry

✨12-OpenDroneMap:

Drone mapping for the community

✨13-COLMAP:

Structure-from-Motion

✨14-ContextCapture (iTwin Capture) by Bentley:

Reality modeling

✨15-3DF Zephyr:

3D modeling from photos

✨16-Regards 3D:

Free and Use SfM method

✨17-STRABAG Matterport:

3D mapping for construction

✨18-ArcGIS Site Scan ( even Drone2Map and ArcGISReality):

Professional photogrammetry software

✨19-SimActive Correlator3D:

Aerial surveying and mapping

✨21-ReCap Pro by Autodesk:

Reality capture and 3D modeling

✨22-Photo Modeler:

Powerful and flexible software

✨23-I-CONIC:

Real time process

✨24-KIWA:

Digital concrete inspections platform

✨25--COOR:

Identify energy leakage

✨26-SkyMap:

It is an online photogrammetry platform

✨27-AVAG:

It is an online photogrammetry platform

✨28-Propeller and TBC:

Trimble Photogrammetry portal

✨29-Drone Mapper:

Streamlining aerial mapping and photogrammetry

✨30-3Dsurvey

3D mapping & modelling.

✨31-One3D by MYX

Advanced digital twin solutions for any physical asset.

✨32-skylinesoft

PhotoMesh – Fully automated, scalable photogrammetry

✨33-Global Mapper Pro

Advanced GIS and photogrammetry platform

✨34-DJI Terra

Photogrammetry is its core technology.

✨35-nexus-exchange

It is a website which show/compare photogrammetry tools.

1.Intro to SQL

• Definition

• Purpose

• Relational DBs

• DBMS

2.Basic SQL Syntax

• SELECT

• FROM

• WHERE

• ORDER BY

• GROUP BY

3. Data Types

• Integer

• Floating-Point

• Character

• Date

• VARCHAR

• TEXT

• BLOB

• BOOLEAN

4.Sub languages

• DML

• DDL

• DQL

• DCL

• TCL

5. Data Manipulation

• INSERT

• UPDATE

• DELETE

6. Data Definition

• CREATE

• ALTER

• DROP

• Indexes

7.Query Filtering and Sorting

• WHERE

• AND

• OR Conditions

• Ascending

• Descending

8. Data Aggregation

• SUM

• AVG

• COUNT

• MIN

• MAX

9.Joins and Relationships

• INNER JOIN

• LEFT JOIN

• RIGHT JOIN

• Self-Joins

• Cross Joins

• FULL OUTER JOIN

10.Subqueries

• Subqueries used in

• Filtering data

• Aggregating data

• Joining tables

• Correlated Subqueries

11.Views

• Creating

• Modifying

• Dropping Views

12.Transactions

• ACID Properties

• COMMIT

• ROLLBACK

• SAVEPOINT

• ROLLBACK TO SAVEPOINT

13.Stored Procedures

• CREATE PROCEDURE

• ALTER PROCEDURE

• DROP PROCEDURE

• EXECUTE PROCEDURE

• User-Defined Functions (UDFs)

14.Triggers

• Trigger Events

• Trigger Execution and Syntax

15. Security and Permissions

• CREATE USER

• GRANT

• REVOKE

• ALTER USER

• DROP USER

16.Optimizations

• Indexing Strategies

• Query Optimization

17.Normalization

• 1NF(Normal Form)

• 2NF

• 3NF

• BCNF

18.Backup and Recovery

• Database Backups

• Point-in-Time Recovery

19.NoSQL Databases

• MongoDB

• Cassandra etc...

• Key differences

20. Data Integrity

• Primary Key

• Foreign Key

21.Advanced SQL Queries

• Window Functions

• Common Table Expressions (CTEs)

22.Full-Text Search

• Full-Text Indexes

• Search Optimization

23. Data Import and Export

• Importing and Exporting Data (CSV, JSON)

• Using SQL Dump Files

24.Database Design

• Entity-Relationship Diagrams (ERDs)

• Normalization Techniques

25.Advanced Indexing

• Composite Indexes

• Covering Indexes

26.Database Transactions

• Savepoints and Nested Transactions

• Two-Phase Commit Protocol

27.Performance Tuning

• Query Profiling and Analysis

• Query Cache Optimization

------------------ END -------------------

Some good resources to learn SQL

1.Tutorial

• SQLZoo -(It's best)

https://lnkd.in/gA5ixAte

• W3Schools

https://w3schools.com/sql/

2. YouTube Channel's

• FreeCodeCamp:

https://lnkd.in/gEZUxkS8

• Programming with Mosh:

https://lnkd.in/ga3SJNbv

3. Books

• SQL in a Nutshell

https://rb.gy/1o3rd

4. Practise

• Leetcode

• Hackerrank

The use of the Normalized Difference Water Index (

hashtag

#NDWI) in the delineation of open water features

Link: https://lnkd.in/dvkASgFT

Link: https://lnkd.in/dbi6tmYe

Augmented Normalized Difference Water Index for improved surface water monitoring

hashtag

#ANDWI

Link https://lnkd.in/dxERQveV

Modification of normalised difference water index (MNDWI) to enhance open water features in remotely sensed imagery

Link https://lnkd.in/dtmsAf4Z

A robust Multi-Band Water Index (

hashtag

#MBWI) for automated extraction of surface water from Landsat 8 OLI imagery

Link https://lnkd.in/damVVPrS

🌊 🌧️Technical Paper on the Flood Simulation Tool in ArcGIS Pro 🌎

Additionally, to the stunning flood simulation tool we now also have a technical paper which describes how the tool functions in detail. This is important to also put the results into perspective and understanding the behavior of the simulation better. 🔍📊

Have a look here --> https://lnkd.in/d3u37-Ey

Floods are one of the most devastating natural disasters, impacting millions of lives and causing billions in damages each year. To mitigate these impacts, flood simulation modelling has become an essential tool for urban planners, environmentalists, emergency responders and more. Therefore a better understanding via simulations is critical! 🌧️💧

Also have a look at the Storymap regarding Flood Simulation which will help you getting started: --> https://lnkd.in/dmBQm25u 🚀

https://mediaspace.esri.com/media/t/1_pxxokz7b

https://mediaspace.esri.com/media/t/1_w1ahmp44

https://pro.arcgis.com/en/pro-app/latest/help/mapping/simulation/simulation-in-arcgis-pro.htm

https://storymaps.arcgis.com/stories/146b6d934b794bbdae80dde7fe21eb2b

📕📰Here’s a comprehensive list of front-end libraries for WebGIS development:

General Mapping Libraries:

- Leaflet – Lightweight maps. https://leafletjs.com

- OpenLayers – Advanced mapping. https://openlayers.org

- Mapbox GL JS – High-performance maps. https://mapbox.com

- ArcGIS Maps SDK – GIS mapping tools. https://lnkd.in/dwv8hDXc

- CesiumJS – 3D maps and globes. https://lnkd.in/dfbtTFaN

- Turf.js – Geospatial analysis. http://turfjs.org

- Deck.gl – Data visualizations. https://deck.gl

- Tangram – Real-time vector rendering. https://lnkd.in/dqJFA3FS

- MapLibre GL JS – Open-source alternative to Mapbox GL JS. https://maplibre.org

Visualization & UI:

- D3.js – Data-driven visualizations. https://d3js.org

- Chart.js – Interactive charts. https://www.chartjs.org

- Plotly.js – Interactive plotting. https://lnkd.in/dRBBtxJj

- Three.js – 3D web graphics. https://threejs.org

- Highcharts – Interactive charts and maps. https://www.highcharts.com

- Vue.js – UI framework. https://vuejs.org

- React – UI components. https://reactjs.org

- Svelte – Lightweight UI framework. https://svelte.dev

Geospatial Data Handling:

- GeoJSON-VT – GeoJSON tiling. https://lnkd.in/db7eusdi

- proj4js – Coordinate transformations. http://proj4js.org

- TopoJSON – Compressed GeoJSON. https://lnkd.in/d6v7jyHP

- Shapefile.js – Load and parse shapefiles. https://lnkd.in/de6QjtGJ

- Ol-ext – OpenLayers extensions. https://lnkd.in/dArNuMF7

File Handling (GeoTIFF, CSV and more):

- Geotiff.js – GeoTIFF reader. https://lnkd.in/dds5a4MV

- PapaParse – CSV parser. https://www.papaparse.com

- Shapefile.js – Read and parse shapefiles. https://lnkd.in/de6QjtGJ

- Omnivore – Load CSV, KML, and others into Leaflet. https://lnkd.in/d-VgTT9H

- gdal.js – GDAL-based raster and vector processing in the browser. https://gdal3.js.org/docs/

- ogr2ogr-js – Simple interface for vector conversions using OGR. https://lnkd.in/duH2w3qa

Geocoding Libraries:

- Leaflet Geocoder – Simple geocoding for Leaflet. https://lnkd.in/d-Zg4gyc

- Nominatim – Free geocoding from OpenStreetMap. https://nominatim.org/

- Mapbox Geocoder – Geocoding with Mapbox. https://lnkd.in/du6UG_3k

- Pelias – Open-source geocoding engine. https://lnkd.in/dYVWXcVu

- HERE Geocoding – Enterprise-grade geocoding API. https://lnkd.in/dsVncX6C

Databases for Front-End:

- PouchDB – Browser-based NoSQL. https://pouchdb.com

- LocalStorage – Simple key-value storage (native JavaScript).

- IndexedDB – In-browser database (native JavaScript).

Which would you add?

Which ones are your favorite?

Which one would you like to have a free training on in our WebGIS Development Mastery https://lnkd.in/dw8PgF54?

WebGIS Secrets Masterclass: https://lnkd.in/dipxVqs7

web resources to learn about Remote Sensing and GIS technology:

GIS Geography: https://gisgeography.com/

A comprehensive hub for GIS tutorials, spatial analysis, and geospatial insights.

Geographyrealm: https://lnkd.in/gZMr8pAt

Offers articles on various geography-related topics, focusing strongly on GIS and mapping technologies.

Geospatial World: https://lnkd.in/geR9geav

https://lnkd.in/gdm8PuFd

Covers cutting-edge trends in GIS, Remote Sensing, and geospatial technologies.

Geoawesome: https://geoawesome.com/

A fun and informative blog that covers everything from mapping and satellites to the latest in geospatial innovation.

Remote Sensing: https://lnkd.in/ggNCZTP7

A peer-reviewed journal with in-depth research articles on remote sensing technology and its applications.

Resources

We compiled a list of resources and material for this school year and beyond. This list is by no means exhaustive – but attempts to provide a starting place that any educator can use.

Esri Academy