# {dataset_name} Feature Engineering Analysis Report

**Dataset**: {dataset_id}
**Category**: {category}
**Region**: {region}
**Analysis Date**: {analysis_date}
**Fields Analyzed**: {field_count}

---

## Executive Summary

**Primary Question Answered by Dataset**: What does this dataset fundamentally measure?

**Key Insights from Analysis**:
- {insight_1}
- {insight_2}
- {insight_3}

**Critical Field Relationships Identified**:
- {relationship_1}
- {relationship_2}

**Most Promising Feature Concepts**:
1. {top_feature_1} - because {reason_1}
2. {top_feature_2} - because {reason_2}
3. {top_feature_3} - because {reason_3}

---

## Dataset Deep Understanding

### Dataset Description
{dataset_description}

### Field Inventory
| Field ID | Description | Data Type | Update Frequency | Coverage |
|----------|-------------|-----------|------------------|----------|
| {field_1_id} | {field_1_desc} | {type_1} | {freq_1} | {coverage_1}% |
| {field_2_id} | {field_2_desc} | {type_2} | {freq_2} | {coverage_2}% |
| {field_3_id} | {field_3_desc} | {type_3} | {freq_3} | {coverage_3}% |

*(Additional fields as needed)*

### Field Deconstruction Analysis

#### {field_1_id}: {field_1_name}
- **What is being measured?**: {measurement_object_1}
- **How is it measured?**: {measurement_method_1}
- **Time dimension**: {time_dimension_1}
- **Business context**: {business_context_1}
- **Generation logic**: {generation_logic_1}
- **Reliability considerations**: {reliability_1}

#### {field_2_id}: {field_2_name}
- **What is being measured?**: {measurement_object_2}
- **How is it measured?**: {measurement_method_2}
- **Time dimension**: {time_dimension_2}
- **Business context**: {business_context_2}
- **Generation logic**: {generation_logic_2}
- **Reliability considerations**: {reliability_2}

*(Additional fields as needed)*

### Field Relationship Mapping

**The Story This Data Tells**:
{story_description}

**Key Relationships Identified**:
1. {relationship_1_desc}
2. {relationship_2_desc}
3. {relationship_3_desc}

**Missing Pieces That Would Complete the Picture**:
- {missing_1}
- {missing_2}

---

## Feature Concepts by Question Type

### Q1: "What is stable?" (Invariance Features)

**Concept**: {stability_feature_1_name}
- **Fields Used**: {fields_used_1}
- **Definition**: {definition_1}
- **Why This Feature**: {why_1}
- **Logical Meaning**: {logical_meaning_1}
- **Directionality**: {directionality_1}
- **Boundary Conditions**: {boundaries_1}
- **Implementation Example**: `{implementation_1}`

**Concept**: {stability_feature_2_name}
- **Fields Used**: {fields_used_2}
- **Definition**: {definition_2}
- **Why This Feature**: {why_2}
- **Logical Meaning**: {logical_meaning_2}
- **Directionality**: {directionality_2}
- **Boundary Conditions**: {boundaries_2}
- **Implementation Example**: `{implementation_2}`

---

### Q2: "What is changing?" (Dynamics Features)

**Concept**: {dynamics_feature_1_name}
- **Fields Used**: {fields_used_3}
- **Definition**: {definition_3}
- **Why This Feature**: {why_3}
- **Logical Meaning**: {logical_meaning_3}
- **Directionality**: {directionality_3}
- **Boundary Conditions**: {boundaries_3}
- **Implementation Example**: `{implementation_3}`

**Concept**: {dynamics_feature_2_name}
- **Fields Used**: {fields_used_4}
- **Definition**: {definition_4}
- **Why This Feature**: {why_4}
- **Logical Meaning**: {logical_meaning_4}
- **Directionality**: {directionality_4}
- **Boundary Conditions**: {boundaries_4}
- **Implementation Example**: `{implementation_4}`

---

### Q3: "What is anomalous?" (Deviation Features)

**Concept**: {anomaly_feature_1_name}
- **Fields Used**: {fields_used_5}
- **Definition**: {definition_5}
- **Why This Feature**: {why_5}
- **Logical Meaning**: {logical_meaning_5}
- **Directionality**: {directionality_5}
- **Boundary Conditions**: {boundaries_5}
- **Implementation Example**: `{implementation_5}`

**Concept**: {anomaly_feature_2_name}
- **Fields Used**: {fields_used_6}
- **Definition**: {definition_6}
- **Why This Feature**: {why_6}
- **Logical Meaning**: {logical_meaning_6}
- **Directionality**: {directionality_6}
- **Boundary Conditions**: {boundaries_6}
- **Implementation Example**: `{implementation_6}`

---

### Q4: "What is combined?" (Interaction Features)

**Concept**: {interaction_feature_1_name}
- **Fields Used**: {fields_used_7}
- **Definition**: {definition_7}
- **Why This Feature**: {why_7}
- **Logical Meaning**: {logical_meaning_7}
- **Directionality**: {directionality_7}
- **Boundary Conditions**: {boundaries_7}
- **Implementation Example**: `{implementation_7}`

**Concept**: {interaction_feature_2_name}
- **Fields Used**: {fields_used_8}
- **Definition**: {definition_8}
- **Why This Feature**: {why_8}
- **Logical Meaning**: {logical_meaning_8}
- **Directionality**: {directionality_8}
- **Boundary Conditions**: {boundaries_8}
- **Implementation Example**: `{implementation_8}`

---

### Q5: "What is structural?" (Composition Features)

**Concept**: {structure_feature_1_name}
- **Fields Used**: {fields_used_9}
- **Definition**: {definition_9}
- **Why This Feature**: {why_9}
- **Logical Meaning**: {logical_meaning_9}
- **Directionality**: {directionality_9}
- **Boundary Conditions**: {boundaries_9}
- **Implementation Example**: `{implementation_9}`

**Concept**: {structure_feature_2_name}
- **Fields Used**: {fields_used_10}
- **Definition**: {definition_10}
- **Why This Feature**: {why_10}
- **Logical Meaning**: {logical_meaning_10}
- **Directionality**: {directionality_10}
- **Boundary Conditions**: {boundaries_10}
- **Implementation Example**: `{implementation_10}`

---

### Q6: "What is cumulative?" (Accumulation Features)

**Concept**: {accumulation_feature_1_name}
- **Fields Used**: {fields_used_11}
- **Definition**: {definition_11}
- **Why This Feature**: {why_11}
- **Logical Meaning**: {logical_meaning_11}
- **Directionality**: {directionality_11}
- **Boundary Conditions**: {boundaries_11}
- **Implementation Example**: `{implementation_11}`

**Concept**: {accumulation_feature_2_name}
- **Fields Used**: {fields_used_12}
- **Definition**: {definition_12}
- **Why This Feature**: {why_12}
- **Logical Meaning**: {logical_meaning_12}
- **Directionality**: {directionality_12}
- **Boundary Conditions**: {boundaries_12}
- **Implementation Example**: `{implementation_12}`

---

### Q7: "What is relative?" (Comparison Features)

**Concept**: {relative_feature_1_name}
- **Fields Used**: {fields_used_13}
- **Definition**: {definition_13}
- **Why This Feature**: {why_13}
- **Logical Meaning**: {logical_meaning_13}
- **Directionality**: {directionality_13}
- **Boundary Conditions**: {boundaries_13}
- **Implementation Example**: `{implementation_13}`

**Concept**: {relative_feature_2_name}
- **Fields Used**: {fields_used_14}
- **Definition**: {definition_14}
- **Why This Feature**: {why_14}
- **Logical Meaning**: {logical_meaning_14}
- **Directionality**: {directionality_14}
- **Boundary Conditions**: {boundaries_14}
- **Implementation Example**: `{implementation_14}`

---

### Q8: "What is essential?" (Essence Features)

**Concept**: {essence_feature_1_name}
- **Fields Used**: {fields_used_15}
- **Definition**: {definition_15}
- **Why This Feature**: {why_15}
- **Logical Meaning**: {logical_meaning_15}
- **Directionality**: {directionality_15}
- **Boundary Conditions**: {boundaries_15}
- **Implementation Example**: `{implementation_15}`

**Concept**: {essence_feature_2_name}
- **Fields Used**: {fields_used_16}
- **Definition**: {definition_16}
- **Why This Feature**: {why_16}
- **Logical Meaning**: {logical_meaning_16}
- **Directionality**: {directionality_16}
- **Boundary Conditions**: {boundaries_16}
- **Implementation Example**: `{implementation_16}`

---

## Implementation Considerations

### Data Quality Notes
- **Coverage**: {coverage_note}
- **Timeliness**: {timeliness_note}
- **Accuracy**: {accuracy_note}
- **Potential Biases**: {bias_note}

### Computational Complexity
- **Lightweight features**: {simple_features}
- **Medium complexity**: {medium_features}
- **Heavy computation**: {complex_features}

### Recommended Prioritization

**Tier 1 (Immediate Implementation)**:
1. {priority_1_feature} - {priority_1_reason}
2. {priority_2_feature} - {priority_2_reason}
3. {priority_3_feature} - {priority_3_reason}

**Tier 2 (Secondary Priority)**:
1. {priority_4_feature} - {priority_4_reason}
2. {priority_5_feature} - {priority_5_reason}

**Tier 3 (Requires Further Validation)**:
1. {priority_6_feature} - {priority_6_reason}

---

## Critical Questions for Further Exploration

### Unanswered Questions:
1. {unanswered_question_1}
2. {unanswered_question_2}
3. {unanswered_question_3}

### Recommended Additional Data:
- {additional_data_1}
- {additional_data_2}
- {additional_data_3}

### Assumptions to Challenge:
- {assumption_1}
- {assumption_2}
- {assumption_3}

---

## Methodology Notes

**Analysis Approach**: This report was generated by:
1. Deep field deconstruction to understand data essence
2. Question-driven feature generation (8 fundamental questions)
3. Logical validation of each feature concept
4. Transparent documentation of reasoning

**Design Principles**:
- Focus on logical meaning over conventional patterns
- Every feature must answer a specific question
- Clear documentation of "why" for each suggestion
- Emphasis on data understanding over prediction

---

*Report generated: {generation_timestamp}*
*Analysis depth: Comprehensive field deconstruction + 8-question framework*
*Next steps: Implement Tier 1 features, validate assumptions, gather additional data as needed*
