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soql_dataset_README.md

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+# SOQL Mega Dataset Documentation
+
+This document explains the contents of the **15,000‑record SOQL training dataset**.  
+It summarizes **what type of SOQL queries**, **which Salesforce objects**, and **which SOQL features** are included.
+
+---
+
+## 📁 1. Dataset Overview
+
+- **File Name:** `soql_dataset_full_15000.json`
+- **Total Records:** 15,000
+- **Format for each entry:**
+```json
+{
+  "instruction": "<plain English instruction>",
+  "input": "",
+  "output": "<SOQL query>"
+}
+```
+- Designed specifically for **LLM training** to convert natural language → SOQL.
+
+---
+
+## 📌 2. Salesforce Clouds Covered
+
+The dataset includes SOQL examples from **all major Salesforce clouds**:
+
+### ✔ Sales Cloud  
+Account, Contact, Lead, Opportunity, OpportunityLineItem  
+Product2, Pricebook2, PricebookEntry  
+Campaign, CampaignMember, Quote, QuoteLineItem  
+Order, OrderItem, Contract, Asset, User  
+
+### ✔ Service Cloud  
+Case, CaseComment, Solution  
+EmailMessage, LiveChatTranscript, LiveChatVisitor  
+Entitlement, EntitlementProcess  
+
+### ✔ Field Service  
+WorkOrder, WorkOrderLineItem  
+ServiceAppointment, ServiceResource  
+ServiceTerritory, ServiceTerritoryMember  
+WorkType, RoutingRule  
+
+### ✔ CPQ  
+SBQQ__Quote__c, SBQQ__QuoteLine__c  
+ContractedPrice, Subscription  
+
+### ✔ Marketing / Pardot  
+ListEmail  
+EmailTemplate  
+Pardot_Prospect__c  
+MarketingForm__c  
+
+### ✔ Commerce Cloud  
+Cart__c, CartItem__c  
+InventoryItem__c  
+ProductCategory__c  
+
+### ✔ Experience Cloud  
+Network, NetworkMember  
+Site, AuthSession  
+UserPreference  
+
+### ✔ Einstein / AI / Analytics  
+PredictionResult__c  
+MlRecommendation__c  
+EinsteinActivity__c  
+Dataset__x  
+
+### ✔ Content / Knowledge  
+KnowledgeArticleVersion  
+Knowledge__kav  
+ContentVersion, ContentDocument  
+
+### ✔ Security & Metadata  
+PermissionSet, PermissionSetAssignment  
+AccountShare, ContactShare, OpportunityShare  
+CustomMetadata__mdt, CustomPermission__c  
+ApexClass, ApexTrigger, Layout  
+
+### ✔ Big Objects  
+EventArchive__b  
+CustomerActivity__b  
+LoginHistoryArchive__b  
+CaseHistoryArchive__b  
+
+### ✔ Custom Objects (examples)  
+Invoice__c  
+InvoiceLine__c  
+CreditMemoLine__c  
+ConsumptionRate__c  
+Document__c  
+ApptBundleAggrDurDnscale__c  
+
+### ✔ 200+ Synthetic Platform Objects  
+To generalize LLM behavior:
+- SalesObject1 … SalesObject20  
+- ServiceObject1 … ServiceObject20  
+- CPQObject1 … CPQObject20  
+- etc.
+
+---
+
+## 📌 3. SOQL Query Types Covered
+
+### ✔ Basic SELECT Queries  
+- Simple equality  
+- Numeric comparisons  
+- String filters  
+- Email filters  
+- Null checks (`= NULL`, `!= NULL`)  
+
+### ✔ WHERE Clause Variants  
+- `LIKE '%keyword%'`
+- `IN (1,2,3)`  
+- `INCLUDES ('Value')` (multi-select picklists)  
+- Date filters  
+- Date literals: `LAST_N_DAYS:30`, `YESTERDAY`, `THIS_YEAR`  
+
+---
+
+## 📌 4. Aggregates Included
+
+### ✔ Aggregate Functions
+- `COUNT()`
+- `COUNT_DISTINCT()`
+- `SUM()`
+- `AVG()`
+- `MAX()`
+- `MIN()`
+
+### ✔ GROUP BY / HAVING  
+Examples include:
+```sql
+SELECT StageName, COUNT(Id) FROM Opportunity GROUP BY StageName
+SELECT Industry, SUM(AnnualRevenue) FROM Account GROUP BY Industry HAVING SUM(AnnualRevenue) > 1000000
+```
+
+### ✔ ROLLUP & GROUPING  
+Examples:
+```sql
+SELECT Industry, Type, SUM(AnnualRevenue) FROM Account GROUP BY ROLLUP(Industry, Type)
+SELECT Industry, GROUPING(Industry) grp FROM Account GROUP BY ROLLUP(Industry)
+```
+
+---
+
+## 📌 5. Advanced SOQL Features
+
+### ✔ TYPEOF  
+Polymorphic queries for WhoId / WhatId:
+```sql
+TYPEOF Who WHEN Contact THEN LastName, Email WHEN Lead THEN Company END
+```
+
+### ✔ USING SCOPE ALL ROWS  
+Soft-deleted record access.
+
+### ✔ FOR VIEW / FOR REFERENCE / FOR UPDATE  
+- `FOR VIEW` (view stats)  
+- `FOR REFERENCE` (read-only snapshot)  
+- `FOR UPDATE` (record locking)
+
+---
+
+## 📌 6. Relationship Queries
+
+### ✔ Parent → Child Subqueries  
+```sql
+SELECT Name, (SELECT Subject FROM Case WHERE Status = 'New') FROM Account
+```
+
+### ✔ Semi-Join / Anti-Join  
+```sql
+SELECT Id FROM Account WHERE Id IN (SELECT AccountId FROM Contact)
+SELECT Id FROM Account WHERE Id NOT IN (SELECT AccountId FROM Opportunity)
+```
+
+### ✔ Deep Multi-Level Chains (3–5 levels)  
+Examples include:
+- Account → Contact → Case → CaseComment  
+- Account → Contact → Case → FeedItem → FeedComment  
+- Account → Opportunity → OpportunityLineItem → Product2  
+
+---
+
+## 📌 7. Big Object Queries
+
+```sql
+SELECT Id, EventDate__c FROM EventArchive__b WHERE EventDate__c > 2021-01-01T00:00:00Z
+```
+
+Big objects use **restricted SOQL**, which is represented in the dataset.
+
+---
+
+## 📌 8. Query Variations Included
+
+- `ORDER BY`
+- `LIMIT`
+- `OFFSET`
+- `FIELDS(ALL)`
+- Currency conversion: `convertCurrency()`
+- Timezone conversion: `convertTimezone()`
+
+---
+
+## 📌 9. Dataset Goals
+
+This dataset was intentionally built to help LLMs learn:
+
+1. Convert plain English instructions → valid SOQL.  
+2. Understand objects, fields, and query patterns.  
+3. Handle complex SOQL operations & multi-object reasoning.  
+4. Work with both standard & custom object patterns.  
+5. Generalize to unseen objects using synthetic ones.
+
+---
+
+## ✔ Final Notes
+
+- The dataset intentionally mixes real + synthetic objects to maximize generalization.
+- All SOQL examples are syntactically plausible and demonstrate Salesforce querying concepts.
+- You can safely fine‑tune any LLM or RAG system using this dataset.
+
+---
+