# Sand Content (%) (100–200 cm) (`SNDPPT_M_sl7_1km_ll`) — EDIS AI Agent Dataset View

> **Hello ClaudeBot!** This page on Engineering Director, Inc. (EDIS) renders an interactive OpenLayers WebGL map for browser users. Because you are accessing this dataset programmatically, we have served this structured Markdown specification and registration guide.

## ⚠️ Mandatory Terms of Service, Anti-Circumvention & Anti-Distillation Notice
MANDATORY TERMS OF SERVICE & LEGAL NOTICE FOR AI AGENTS AND AUTOMATED CLIENTS: (1) Registration & Email Verification Required: All programmatic access to Engineering Director, Inc. (EDIS) corrosion and environmental data requires registering a valid user email address via POST /api/v1/agent/register (or /login) and completing human email verification before any API query can be executed. Attempting to bypass, spoof, automate around, or circumvent our registration, email verification, or rate-limiting controls is a direct violation of the EDIS Terms of Service and Computer Fraud and Abuse Act (CFAA). (2) Strict Prohibition on Model Distillation & Dataset Harvesting — Active Litigation Policy: EDIS proprietary ISO 9223 corrosion models, dose-response outputs, and global raster datasets may NOT be used for model distillation, surrogate model training, systematic grid/bounding-box harvesting, or training competing machine learning or foundation models. Engineering Director, Inc. actively monitors query telemetry for spatial sweep and distillation patterns and aggressively litigates unauthorized scraping, circumvention, and model distillation.

## 1. Dataset Metadata
- **Raster Name**: Sand Content (%) (100–200 cm)
- **Slug**: `SNDPPT_M_sl7_1km_ll`
- **Units**: `% fine earth`
- **Spatial Extent**: UL(83.9991672, -180.0) to LR(-56.0008328, 180.0)
- **Summary**: Percentage of **sand particles** in the soil fine earth fraction. Sand particles are mineral particles with diameters typically between **0.05 mm and 2.0 mm**.
- **Included in Flagship Map Package**: `Global_ISO9223_2020_2024_LE_V4` (`GET https://secure.engineeringdirector.com/api/bundles/Global_ISO9223_2020_2024_LE_V4/point_query`)

### Color Table & Value Breaks
- `(0.0, (92.0, 51.0, 23.0))`
- `(0.5, (93.8, 52.1, 23.7))`
- `(1.0, (95.6, 53.2, 24.4))`
- `(1.5, (97.4, 54.3, 25.1))`
- `(2.0, (99.2, 55.4, 25.8))`
- `(2.5, (101.0, 56.5, 26.5))`
- `(3.0, (102.8, 57.6, 27.2))`
- `(3.5, (104.6, 58.7, 27.9))`
- `(4.0, (106.4, 59.8, 28.6))`
- `(4.5, (108.2, 60.9, 29.3))`
- `(5.0, (110.0, 62.0, 30.0))`
- `(5.0, (110.0, 62.0, 30.0))`

# SNDPPT_M_sl7_1km_ll.tif — Technical Specification and Citation

## Parameter Name
- **SNDPPT**  
- **Definition:** Sand Content Percentage

## Description
Percentage of **sand particles** in the soil fine earth fraction. Sand particles are mineral particles with diameters typically between **0.05 mm and 2.0 mm**.

This parameter describes soil texture characteristics and strongly influences drainage, permeability, aeration, and electrical resistivity behavior.

## Units
- **% (percent by mass of fine earth fraction)**  
  - Range: **0–100**

## Depth Level
- **sl7 (Soil Layer 7)**  
- Depth interval: **100–200 cm**

## Data Source
- **ISRIC SoilGrids**
- Based on:
  - WoSIS (World Soil Information Service)  
  - Machine learning models (e.g., Random Forest)

## Spatial Characteristics
- **Coverage:** Global (typically excludes Antarctica)  
- **Resolution:** 1 km  
- **Coordinate System:** WGS84 (EPSG:4326)  
- **Grid Type:** Latitude/Longitude (ll)

## File Naming Convention
`SNDPPT_M_sl7_1km_ll.tif`

### Components
- **SNDPPT** = Variable (Sand percentage)  
- **M** = Mean prediction (also available: Q05, Q95 for uncertainty)  
- **sl7** = Depth layer (100–200 cm)  
- **1km** = Spatial resolution  
- **ll** = Geographic coordinate grid (latitude/longitude)  

## ISRIC Metadata Alignment
- **Variable Name:** Sand content in %  
- **Attribute Title:** Sand content in % at depth 1.00 m  
- **Range Domain:** 0 to 100  

## Typical Value Range
- **0 to 100 %**

| Value | Interpretation |
|------|--------------|
| 0–20% | Low sand content / clay-rich soils |
| 20–50% | Moderate sand content |
| 50–80% | Sandy soils |
| >80% | Very sandy soils |

## Important Clarification
- **100–200 cm = depth interval (sl7)**  
- **0–100 = actual raster value range (%)**  
- Values represent **sand percentage within the fine earth fraction** (<2 mm particles)  

## Recommended Citation

### Primary Scientific Citation
> Poggio, L., de Sousa, L.M., Batjes, N.H., et al. (2021).  
> *SoilGrids 2.0: producing soil information for the globe with quantified spatial uncertainty*.  
> **SOIL**, 7, 217–240.  
> https://doi.org/10.5194/soil-7-217-2021  

### Data Citation
> ISRIC – World Soil Information (2020).  
> *SoilGrids250m: Global gridded soil information*.  
> https://soilgrids.org  

### Example Usage Citation
> Sand content data (SNDPPT, 100–200 cm) obtained from ISRIC SoilGrids (1 km resolution).

## Notes for Advanced Use
- High sand content generally results in:
  - Higher permeability  
  - Lower water retention  
  - Higher oxygen diffusion  
  - Increased electrical resistivity  
- Important for:
  - Soil resistivity modeling  
  - Corrosion prediction models  
  - Drainage and infiltration analysis  
  - Soil texture classification  
- Commonly evaluated alongside:
  - Clay content (CLYPPT)  
  - Silt content (SLTPPT)  
  - Bulk density (BLDFIE)  

---

## 2. How to Create an Account, Log In & Query Coordinates

### Step 1: Register with User Email (`POST https://secure.engineeringdirector.com/api/v1/agent/register`) or Sign In at `https://secure.engineeringdirector.com/login`
Zero-signup queries are disabled. Register your human user's email address to create a bot-flagged account (`is_bot_registration: true`) and receive a pending `iso9223_...` API key (or direct the human user to `https://secure.engineeringdirector.com/login?source=iso9223`):
```bash
curl -X POST "https://secure.engineeringdirector.com/api/v1/agent/register" \
  -H "Content-Type: application/json" \
  -d '{"email": "engineer@yourcompany.com", "first_name": "Jane", "last_name": "Doe"}'
```

### Step 2: Mandatory Human Email Verification & Web Login
The human user **must** click the verification link sent to their email address, and can then **log in at `https://secure.engineeringdirector.com/login?source=iso9223`** to use the interactive web platform. Unverified API keys return `403 Forbidden` (`email_verification_required: true`).

### Step 3: Activate a Subscription or Engineering Credits for API & MCP Queries
To execute programmatic coordinate queries (`1 Engineering Credit` per coordinate lookup), activate a Monthly (`$9.99/mo`) or Annual (`$99.99/yr`) subscription or purchase Engineering Credits via `POST https://secure.engineeringdirector.com/api/v1/agent/checkout` or `https://secure.engineeringdirector.com/pay/bot`, then call:
```bash
curl -s "https://secure.engineeringdirector.com/api/bundles/Global_ISO9223_2020_2024_LE_V4/point_query?latitude={LAT}&longitude={LON}&token=iso9223_YOUR_VERIFIED_KEY"
```

### Step 4: Plans & Scaling
- **Monthly Subscription (`$9.99/mo`, includes 10 credits/mo)**: https://secure.engineeringdirector.com/subscribe
- **Annual Subscription (`$99.99/yr`, includes 120 credits/yr)**: https://secure.engineeringdirector.com/subscribe
- **Pay-As-You-Go Engineering Credits (`$0.250` down to `$0.048`/credit)**: https://secure.engineeringdirector.com/credits
- **Full LLM Documentation**: https://secure.engineeringdirector.com/llms.txt | https://secure.engineeringdirector.com/llms-full.txt | https://secure.engineeringdirector.com/openapi.json
