# Bulk Density (Fine Earth) (0-200cm) (`BLDFIE_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**: Bulk Density (Fine Earth) (0-200cm)
- **Slug**: `BLDFIE_M_sl7_1km_ll`
- **Units**: `kg/m³`
- **Spatial Extent**: UL(83.9991672, -180.0) to LR(-56.0008328, 180.0)
- **Summary**: Bulk density of the fine earth fraction (<2 mm) expressed in kg/m³, representing the oven-dry mass of soil per unit volume at standard depth intervals. This property influences soil porosity, water retention, and subsurface transport processes and is a key parameter in modeling electrical resistivity and corrosion behavior.
- **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
- `(50.0, (210.0, 180.0, 140.0))`
- `(65.0, (208.5, 178.0, 138.0))`
- `(80.0, (207.0, 176.0, 136.0))`
- `(95.0, (205.5, 174.0, 134.0))`
- `(110.0, (204.0, 172.0, 132.0))`
- `(125.0, (202.5, 170.0, 130.0))`
- `(140.0, (201.0, 168.0, 128.0))`
- `(155.0, (199.5, 166.0, 126.0))`
- `(170.0, (198.0, 164.0, 124.0))`
- `(185.0, (196.5, 162.0, 122.0))`
- `(200.0, (195.0, 160.0, 120.0))`
- `(200.0, (195.0, 160.0, 120.0))`

Bulk Density (Fine Earth) (BLDFIE)

# BLDFIE sl7 Soil Profile — Technical Specification and Citation

## Parameter Name
- **BLDFIE**  
- **Definition:** Bulk Density of Fine Earth  

## Description
Bulk density of the **fine earth fraction** (< 2 mm particles). It represents the mass of oven-dried soil per unit volume, excluding coarse fragments.

### Key Applications
- Soil compaction analysis  
- Root penetration modeling  
- Water retention and hydraulic conductivity estimation  
- Soil carbon stock calculations  
- Inputs for resistivity and corrosion modeling  

## Units
- **kg/dm³** (equivalent to **g/cm³**)

## Depth Level
- **sl1 (Soil Layer 1)**  
- Depth interval: **0–200 cm**

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

## Spatial Characteristics
- **Coverage:** Global (typically excludes Antarctica)  
- **Resolution:** 250 m  
- **Coordinate System:** WGS84 (EPSG:4326)

## File Naming Convention (Typical)
`BLDFIE_M_sl7_1km_ll.tif`

### Components
- **BLDFIE** = Variable (Bulk Density Fine Earth)  
- **M** = Mean prediction (also available: Q05, Q95 for uncertainty)  
- **sl1** = Depth layer (0–5 cm)  
- **250m** = Spatial resolution  

## Typical Value Range
- **~0.8 to 1.8 kg/dm³**

| Range | Interpretation |
|------|--------------|
| Low values | Organic-rich, loose soils |
| High values | Compacted, mineral soils |

## 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
> Bulk density data (BLDFIE, 0–5 cm) obtained from ISRIC SoilGrids (250 m resolution).

## Notes for Advanced Use
BLDFIE is commonly used to derive:
- Soil porosity  
- Volumetric water content relationships  
- Resistivity modeling inputs (e.g., Archie-type relationships)  
- Soil structure and compaction indicators  


---

## 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
