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54 changes: 54 additions & 0 deletions src/agents/pii_anonymiser.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,54 @@
import re
import pandas as pd
from src.models import PIIAnonymiserResult

# PII patterns
PATTERNS = {
"email": (r'[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}',
lambda m: m.split('@')[0][0] + "***@***.com"),
"phone": (r'(\+?\d[\d\s\-().]{7,}\d)',
lambda m: re.sub(r'\d', '*', m[:-2]) + m[-2:]),
"postcode": (r'\b[A-Z]{1,2}\d[A-Z\d]?\s*\d[A-Z]{2}\b',
lambda m: m[:3] + "***"),
"card_number": (r'\b\d{4}[\s\-]?\d{4}[\s\-]?\d{4}[\s\-]?\d{4}\b',
lambda m: "**** **** **** " + m.replace(" ","").replace("-","")[-4:]),
}

def anonymise_text(text: str) -> tuple[str, list]:
"""Anonymise PII in a string, return cleaned text and list of findings."""
findings = []
for pii_type, (pattern, replacement) in PATTERNS.items():
matches = re.findall(pattern, str(text), re.IGNORECASE)
if matches:
findings.append(f"{pii_type}: {len(matches)} found")
text = re.sub(pattern,
lambda m: replacement(m.group()),
str(text),
flags=re.IGNORECASE)
return text, findings

def run(csv_preview: str, total_rows: int) -> "PIIAnonymiserResult":
print("[PII Anonymiser] Starting...")
lines = csv_preview.strip().split("\n")
cleaned_lines = []
all_findings = []
rows_affected = 0

for i, line in enumerate(lines):
cleaned_line, findings = anonymise_text(line)
cleaned_lines.append(cleaned_line)
if findings:
rows_affected += 1
all_findings.extend([f"Row {i}: {f}" for f in findings])

cleaned_preview = "\n".join(cleaned_lines)
pii_types = list({f.split(":")[0].strip() for f in all_findings})

print(f"[PII Anonymiser] Done — {rows_affected} rows had PII")

return PIIAnonymiserResult(
pii_found=all_findings,
rows_affected=rows_affected,
pii_types_detected=pii_types,
anonymised_preview=cleaned_preview
)
13 changes: 13 additions & 0 deletions src/models.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,15 @@ class SummariserResult(BaseModel):
key_stats: dict
recommendations: List[str]

# ==========================================
# 1. NEW PII MODEL ADDED HERE
# ==========================================
class PIIAnonymiserResult(BaseModel):
pii_found: List[str]
rows_affected: int
pii_types_detected: List[str]
anonymised_preview: str

class PipelineResult(BaseModel):
file_name: str
total_rows: int
Expand All @@ -36,4 +45,8 @@ class PipelineResult(BaseModel):
transformer: Optional[TransformerResult] = None
anomaly: Optional[AnomalyResult] = None
summariser: Optional[SummariserResult] = None
# ==========================================
# 2. INJECTED INTO FINAL PIPELINE PAYLOAD
# ==========================================
pii: Optional[PIIAnonymiserResult] = None
status: str = "complete"
45 changes: 30 additions & 15 deletions src/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -6,7 +6,7 @@
from rich.table import Table
from rich.panel import Panel
from src.models import PipelineResult
from src.agents import cleaner, validator, transformer, anomaly, summariser
from src.agents import cleaner, validator, transformer, anomaly, summariser, pii_anonymiser

console = Console()

Expand All @@ -33,42 +33,51 @@ def run_pipeline(file_path: str) -> PipelineResult:
console=console
) as progress:

task1 = progress.add_task("[green]Agent 1/5 — Cleaner...", total=None)
task1 = progress.add_task("[green]Agent 1/6 — Cleaner...", total=None)
cleaner_result = cleaner.run(preview, total_rows)
progress.update(task1, description="[green]Agent 1/5 — Cleaner ✓")
progress.update(task1, description="[green]Agent 1/6 — Cleaner ✓")
progress.stop_task(task1)

task2 = progress.add_task("[blue]Agent 2/5 — Validator...", total=None)
validator_result = validator.run(preview, total_rows)
progress.update(task2, description="[blue]Agent 2/5 — Validator ✓")
task2 = progress.add_task("[cyan]Agent 2/6 — PII Anonymiser...", total=None)
pii_result = pii_anonymiser.run(preview, total_rows)

safe_preview = pii_result.anonymised_preview

progress.update(task2, description="[cyan]Agent 2/6 — PII Anonymiser ✓")
progress.stop_task(task2)

task3 = progress.add_task("[yellow]Agent 3/5Transformer...", total=None)
transformer_result = transformer.run(preview, total_rows)
progress.update(task3, description="[yellow]Agent 3/5Transformer ✓")
task3 = progress.add_task("[blue]Agent 3/6Validator...", total=None)
validator_result = validator.run(preview, total_rows)
progress.update(task3, description="[blue]Agent 3/6Validator ✓")
progress.stop_task(task3)

task4 = progress.add_task("[red]Agent 4/5Anomaly Detector...", total=None)
anomaly_result = anomaly.run(preview, total_rows)
progress.update(task4, description="[red]Agent 4/5Anomaly Detector ✓")
task4 = progress.add_task("[yellow]Agent 4/6Transformer...", total=None)
transformer_result = transformer.run(preview, total_rows)
progress.update(task4, description="[yellow]Agent 4/6Transformer ✓")
progress.stop_task(task4)

task5 = progress.add_task("[red]Agent 5/6 — Anomaly Detector...", total=None)
anomaly_result = anomaly.run(preview, total_rows)
progress.update(task5, description="[red]Agent 5/6 — Anomaly Detector ✓")
progress.stop_task(task5)

context = f"""
Cleaner found {len(cleaner_result.issues_fixed)} issues affecting {cleaner_result.rows_affected} rows.
Validator score: {validator_result.completeness_score}% completeness, {len(validator_result.violations)} violations.
Transformer applied {len(transformer_result.transformations_applied)} transformations.
Anomaly detector found {anomaly_result.anomaly_count} anomalies with risk score {anomaly_result.anomaly_score}/10.
"""

task5 = progress.add_task("[magenta]Agent 5/5 — Summariser...", total=None)
task6 = progress.add_task("[magenta]Agent 6/6 — Summariser...", total=None)
summariser_result = summariser.run(preview, total_rows, context)
progress.update(task5, description="[magenta]Agent 5/5 — Summariser ✓")
progress.stop_task(task5)
progress.update(task6, description="[magenta]Agent 6/6 — Summariser ✓")
progress.stop_task(task6)

result = PipelineResult(
file_name=file_name,
total_rows=total_rows,
cleaner=cleaner_result,
pii=pii_result,
validator=validator_result,
transformer=transformer_result,
anomaly=anomaly_result,
Expand All @@ -89,6 +98,12 @@ def _print_summary(result: PipelineResult):
"Cleaner",
f"{result.cleaner.rows_affected} rows fixed, {len(result.cleaner.issues_fixed)} issues"
)

table.add_row(
"PII Anonymiser",
f"{result.pii.rows_affected} rows masked, types: {', '.join(result.pii.pii_types_detected) or 'none detected'}"
)

table.add_row(
"Validator",
f"{result.validator.completeness_score}% complete, {len(result.validator.violations)} violations"
Expand Down